FileBase /isis1/Yuta/YutaData/YutaMouse32-150325/YutaMouse32-150325/YutaMouse32-150325 ElecNo 1 UseFeatures 11111111111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 WARNING: You have chosen not to set a RAM limit, this may cause problems. This run is expected to use between 7.27 and 10.91 GB of RAM. Memory request: 3.64 GB would take us to total of 3.64 GB. ---------------------------------------------------------- Loaded 1951586 data points of dimension 30. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.21 GB would take us to total of 4.85 GB. ------ Running on subset of 650528 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (5914 points): Lose 458.067328 but Gain 3319.613826 Iteration 0F (59.160000 sec): 19 clusters Score: Raw -90895531.787703 + Penalty 59753.048863 = -90835778.738840 nChanged 615527 Deleting Class 7 (1752 points): Lose 1961.479958 but Gain 3319.613826 Iteration 1F (80.740000 sec): 18 clusters Score: Raw -96679065.508789 + Penalty 56433.435037 = -96622632.073752 nChanged 328017 Iteration 2F (101.080000 sec): 18 clusters Score: Raw -97872239.989650 + Penalty 56433.435037 = -97815806.554613 nChanged 175063 Iteration 3F (121.430000 sec): 18 clusters Score: Raw -98308767.355577 + Penalty 56433.435037 = -98252333.920539 nChanged 115765 Iteration 4F (141.760000 sec): 18 clusters Score: Raw -98533629.632334 + Penalty 56433.435037 = -98477196.197297 nChanged 74363 Iteration 5F (162.090000 sec): 18 clusters Score: Raw -98703048.165117 + Penalty 56433.435037 = -98646614.730080 nChanged 52523 Iteration 6F (182.420000 sec): 18 clusters Score: Raw -98770084.159939 + Penalty 56433.435037 = -98713650.724902 nChanged 38390 Iteration 7F (202.750000 sec): 18 clusters Score: Raw -98810385.834389 + Penalty 56433.435037 = -98753952.399351 nChanged 27909 Iteration 8Q (210.130000 sec): 18 clusters Score: Raw -98833027.438233 + Penalty 56433.435037 = -98776594.003196 nChanged 21445 Iteration 9Q (216.950000 sec): 18 clusters Score: Raw -98846098.869656 + Penalty 56433.435037 = -98789665.434618 nChanged 16390 Iteration 10Q (223.540000 sec): 18 clusters Score: Raw -98854154.539839 + Penalty 56433.435037 = -98797721.104802 nChanged 12800 Iteration 11Q (229.970000 sec): 18 clusters Score: Raw -98859162.145866 + Penalty 56433.435037 = -98802728.710829 nChanged 10208 Iteration 12Q (236.270000 sec): 18 clusters Score: Raw -98862482.992887 + Penalty 56433.435037 = -98806049.557850 nChanged 8536 Iteration 13Q (242.460000 sec): 18 clusters Score: Raw -98864973.301671 + Penalty 56433.435037 = -98808539.866633 nChanged 7494 Iteration 14Q (248.590000 sec): 18 clusters Score: Raw -98866944.479051 + Penalty 56433.435037 = -98810511.044013 nChanged 6765 Iteration 15Q (254.670000 sec): 18 clusters Score: Raw -98868549.130984 + Penalty 56433.435037 = -98812115.695947 nChanged 6273 Iteration 16Q (260.710000 sec): 18 clusters Score: Raw -98869880.660284 + Penalty 56433.435037 = -98813447.225246 nChanged 5995 Iteration 17Q (266.720000 sec): 18 clusters Score: Raw -98871150.006761 + Penalty 56433.435037 = -98814716.571724 nChanged 5956 Iteration 18Q (272.710000 sec): 18 clusters Score: Raw -98872401.947034 + Penalty 56433.435037 = -98815968.511997 nChanged 6461 Iteration 19Q (278.690000 sec): 18 clusters Score: Raw -98873817.992996 + Penalty 56433.435037 = -98817384.557959 nChanged 6854 Writing temp clu file Because OldScore, -98815968.511997, is greater than current (better) Score,-98817384.557959 Compute initial score before splitting: Score: Raw -98873817.992996 + Penalty 56433.435037 = -98817384.557959 Memory request: 0.07 GB would take us to total of 4.92 GB. Trying to split cluster 1 (34686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.990000 sec): 2 clusters Score: Raw -5414940.853496 + Penalty 2592.614674 = -5412348.238822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (279.170000 sec): 3 clusters Score: Raw -5393837.815078 + Penalty 5185.229347 = -5388652.585730 nChanged 15866 SP:Iteration 1F (279.340000 sec): 3 clusters Score: Raw -5402689.954296 + Penalty 5185.229347 = -5397504.724949 nChanged 1873 SP:Iteration 2F (279.520000 sec): 3 clusters Score: Raw -5404206.952789 + Penalty 5185.229347 = -5399021.723442 nChanged 2488 SP:Iteration 3F (279.690000 sec): 3 clusters Score: Raw -5409514.738456 + Penalty 5185.229347 = -5404329.509108 nChanged 4452 SP:Iteration 4F (279.870000 sec): 3 clusters Score: Raw -5426581.759556 + Penalty 5185.229347 = -5421396.530208 nChanged 6332 SP:Iteration 5F (280.050000 sec): 3 clusters Score: Raw -5438172.168538 + Penalty 5185.229347 = -5432986.939190 nChanged 2748 SP:Iteration 6F (280.220000 sec): 3 clusters Score: Raw -5441011.272604 + Penalty 5185.229347 = -5435826.043257 nChanged 750 SP:Iteration 7Q (280.390000 sec): 3 clusters Score: Raw -5441700.653609 + Penalty 5185.229347 = -5436515.424261 nChanged 359 SP:Iteration 8Q (280.550000 sec): 3 clusters Score: Raw -5442109.916341 + Penalty 5185.229347 = -5436924.686993 nChanged 245 SP:Iteration 9Q (280.710000 sec): 3 clusters Score: Raw -5442424.580022 + Penalty 5185.229347 = -5437239.350674 nChanged 173 SP:Iteration 10Q (280.850000 sec): 3 clusters Score: Raw -5442659.040442 + Penalty 5185.229347 = -5437473.811095 nChanged 122 SP:Iteration 11Q (280.990000 sec): 3 clusters Score: Raw -5442825.820212 + Penalty 5185.229347 = -5437640.590864 nChanged 80 SP:Iteration 12Q (281.120000 sec): 3 clusters Score: Raw -5442983.218617 + Penalty 5185.229347 = -5437797.989270 nChanged 68 SP:Iteration 13Q (281.250000 sec): 3 clusters Score: Raw -5443115.583023 + Penalty 5185.229347 = -5437930.353676 nChanged 52 SP:Iteration 14Q (281.370000 sec): 3 clusters Score: Raw -5443231.865084 + Penalty 5185.229347 = -5438046.635736 nChanged 38 SP:Iteration 15Q (281.490000 sec): 3 clusters Score: Raw -5443307.838213 + Penalty 5185.229347 = -5438122.608866 nChanged 29 SP:Iteration 16Q (281.620000 sec): 3 clusters Score: Raw -5443349.993914 + Penalty 5185.229347 = -5438164.764567 nChanged 17 SP:Iteration 17Q (281.740000 sec): 3 clusters Score: Raw -5443389.286855 + Penalty 5185.229347 = -5438204.057507 nChanged 11 SP:Iteration 18Q (281.860000 sec): 3 clusters Score: Raw -5443395.378697 + Penalty 5185.229347 = -5438210.149350 nChanged 8 SP:Iteration 19Q (281.990000 sec): 3 clusters Score: Raw -5443396.663869 + Penalty 5185.229347 = -5438211.434522 nChanged 3 SP:Iteration 20F (282.160000 sec): 3 clusters Score: Raw -5443396.953520 + Penalty 5185.229347 = -5438211.724172 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (3242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.200000 sec): 2 clusters Score: Raw -396585.491839 + Penalty 2004.818534 = -394580.673305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.220000 sec): 3 clusters Score: Raw -396072.287365 + Penalty 4009.637068 = -392062.650297 nChanged 1355 SP:Iteration 1F (282.230000 sec): 3 clusters Score: Raw -403157.931772 + Penalty 4009.637068 = -399148.294703 nChanged 671 SP:Iteration 2F (282.250000 sec): 3 clusters Score: Raw -408877.652310 + Penalty 4009.637068 = -404868.015242 nChanged 154 SP:Iteration 3Q (282.260000 sec): 3 clusters Score: Raw -409850.891006 + Penalty 4009.637068 = -405841.253938 nChanged 55 SP:Iteration 4Q (282.270000 sec): 3 clusters Score: Raw -410160.312681 + Penalty 4009.637068 = -406150.675613 nChanged 34 SP:Iteration 5Q (282.280000 sec): 3 clusters Score: Raw -410408.642702 + Penalty 4009.637068 = -406399.005634 nChanged 36 SP:Iteration 6Q (282.290000 sec): 3 clusters Score: Raw -410737.425703 + Penalty 4009.637068 = -406727.788635 nChanged 20 SP:Iteration 7Q (282.310000 sec): 3 clusters Score: Raw -410852.270156 + Penalty 4009.637068 = -406842.633087 nChanged 9 SP:Iteration 8Q (282.320000 sec): 3 clusters Score: Raw -410912.671845 + Penalty 4009.637068 = -406903.034776 nChanged 11 SP:Iteration 9Q (282.330000 sec): 3 clusters Score: Raw -410957.639901 + Penalty 4009.637068 = -406948.002833 nChanged 4 SP:Iteration 10Q (282.340000 sec): 3 clusters Score: Raw -410994.404231 + Penalty 4009.637068 = -406984.767163 nChanged 5 SP:Iteration 11Q (282.350000 sec): 3 clusters Score: Raw -411091.573376 + Penalty 4009.637068 = -407081.936308 nChanged 9 SP:Iteration 12Q (282.360000 sec): 3 clusters Score: Raw -411473.188924 + Penalty 4009.637068 = -407463.551856 nChanged 20 SP:Iteration 13Q (282.370000 sec): 3 clusters Score: Raw -412396.940551 + Penalty 4009.637068 = -408387.303483 nChanged 6 SP:Iteration 14Q (282.390000 sec): 3 clusters Score: Raw -412510.169927 + Penalty 4009.637068 = -408500.532858 nChanged 6 SP:Iteration 15Q (282.390000 sec): 3 clusters Score: Raw -412518.401554 + Penalty 4009.637068 = -408508.764486 nChanged 4 SP:Iteration 16Q (282.410000 sec): 3 clusters Score: Raw -412521.217507 + Penalty 4009.637068 = -408511.580438 nChanged 0 SP:Iteration 17F (282.420000 sec): 3 clusters Score: Raw -412521.217507 + Penalty 4009.637068 = -408511.580438 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 13. Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (13563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.490000 sec): 2 clusters Score: Raw -1996720.390477 + Penalty 2359.744992 = -1994360.645484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.550000 sec): 3 clusters Score: Raw -1989134.521039 + Penalty 4719.489985 = -1984415.031054 nChanged 5783 SP:Iteration 1F (282.620000 sec): 3 clusters Score: Raw -1992804.445792 + Penalty 4719.489985 = -1988084.955807 nChanged 1249 SP:Iteration 2F (282.690000 sec): 3 clusters Score: Raw -1994212.618261 + Penalty 4719.489985 = -1989493.128276 nChanged 1312 SP:Iteration 3F (282.750000 sec): 3 clusters Score: Raw -1995853.736102 + Penalty 4719.489985 = -1991134.246118 nChanged 1246 SP:Iteration 4F (282.820000 sec): 3 clusters Score: Raw -1997317.239532 + Penalty 4719.489985 = -1992597.749547 nChanged 1076 SP:Iteration 5F (282.890000 sec): 3 clusters Score: Raw -1998598.997695 + Penalty 4719.489985 = -1993879.507710 nChanged 922 SP:Iteration 6F (282.960000 sec): 3 clusters Score: Raw -1999746.347963 + Penalty 4719.489985 = -1995026.857978 nChanged 698 SP:Iteration 7F (283.030000 sec): 3 clusters Score: Raw -2000539.813544 + Penalty 4719.489985 = -1995820.323559 nChanged 514 SP:Iteration 8Q (283.090000 sec): 3 clusters Score: Raw -2000998.910625 + Penalty 4719.489985 = -1996279.420640 nChanged 375 SP:Iteration 9Q (283.150000 sec): 3 clusters Score: Raw -2001292.476322 + Penalty 4719.489985 = -1996572.986337 nChanged 272 SP:Iteration 10Q (283.200000 sec): 3 clusters Score: Raw -2001479.704808 + Penalty 4719.489985 = -1996760.214823 nChanged 236 SP:Iteration 11Q (283.260000 sec): 3 clusters Score: Raw -2001636.427271 + Penalty 4719.489985 = -1996916.937287 nChanged 193 SP:Iteration 12Q (283.320000 sec): 3 clusters Score: Raw -2001782.876012 + Penalty 4719.489985 = -1997063.386027 nChanged 181 SP:Iteration 13Q (283.370000 sec): 3 clusters Score: Raw -2001914.972525 + Penalty 4719.489985 = -1997195.482540 nChanged 164 SP:Iteration 14Q (283.430000 sec): 3 clusters Score: Raw -2002019.417706 + Penalty 4719.489985 = -1997299.927721 nChanged 125 SP:Iteration 15Q (283.480000 sec): 3 clusters Score: Raw -2002087.972257 + Penalty 4719.489985 = -1997368.482272 nChanged 94 SP:Iteration 16Q (283.540000 sec): 3 clusters Score: Raw -2002123.671836 + Penalty 4719.489985 = -1997404.181851 nChanged 73 SP:Iteration 17Q (283.590000 sec): 3 clusters Score: Raw -2002148.926580 + Penalty 4719.489985 = -1997429.436595 nChanged 72 SP:Iteration 18Q (283.650000 sec): 3 clusters Score: Raw -2002172.796120 + Penalty 4719.489985 = -1997453.306135 nChanged 53 SP:Iteration 19Q (283.700000 sec): 3 clusters Score: Raw -2002187.655832 + Penalty 4719.489985 = -1997468.165847 nChanged 50 SP:Iteration 20F (283.770000 sec): 3 clusters Score: Raw -2002200.849914 + Penalty 4719.489985 = -1997481.359929 nChanged 37 SP:Iteration 21Q (283.820000 sec): 3 clusters Score: Raw -2002211.129507 + Penalty 4719.489985 = -1997491.639522 nChanged 36 SP:Iteration 22Q (283.880000 sec): 3 clusters Score: Raw -2002219.917475 + Penalty 4719.489985 = -1997500.427490 nChanged 27 SP:Iteration 23Q (283.930000 sec): 3 clusters Score: Raw -2002227.225241 + Penalty 4719.489985 = -1997507.735256 nChanged 20 SP:Iteration 24Q (283.990000 sec): 3 clusters Score: Raw -2002231.469693 + Penalty 4719.489985 = -1997511.979708 nChanged 14 SP:Iteration 25Q (284.040000 sec): 3 clusters Score: Raw -2002234.164245 + Penalty 4719.489985 = -1997514.674260 nChanged 10 SP:Iteration 26Q (284.090000 sec): 3 clusters Score: Raw -2002236.308263 + Penalty 4719.489985 = -1997516.818278 nChanged 8 SP:Iteration 27Q (284.150000 sec): 3 clusters Score: Raw -2002238.057119 + Penalty 4719.489985 = -1997518.567134 nChanged 7 SP:Iteration 28Q (284.200000 sec): 3 clusters Score: Raw -2002239.489453 + Penalty 4719.489985 = -1997519.999468 nChanged 7 SP:Iteration 29Q (284.250000 sec): 3 clusters Score: Raw -2002240.956927 + Penalty 4719.489985 = -1997521.466942 nChanged 9 SP:Iteration 30Q (284.310000 sec): 3 clusters Score: Raw -2002242.934639 + Penalty 4719.489985 = -1997523.444654 nChanged 4 SP:Iteration 31Q (284.360000 sec): 3 clusters Score: Raw -2002243.760466 + Penalty 4719.489985 = -1997524.270481 nChanged 3 SP:Iteration 32Q (284.420000 sec): 3 clusters Score: Raw -2002244.157946 + Penalty 4719.489985 = -1997524.667961 nChanged 3 SP:Iteration 33Q (284.470000 sec): 3 clusters Score: Raw -2002244.633658 + Penalty 4719.489985 = -1997525.143673 nChanged 2 SP:Iteration 34Q (284.530000 sec): 3 clusters Score: Raw -2002244.922202 + Penalty 4719.489985 = -1997525.432217 nChanged 2 SP:Iteration 35Q (284.580000 sec): 3 clusters Score: Raw -2002245.224742 + Penalty 4719.489985 = -1997525.734757 nChanged 0 SP:Iteration 36F (284.650000 sec): 3 clusters Score: Raw -2002245.224742 + Penalty 4719.489985 = -1997525.734757 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 4.92 GB. Trying to split cluster 4 (8708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (284.690000 sec): 2 clusters Score: Raw -1258972.532548 + Penalty 2249.855361 = -1256722.677187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (284.730000 sec): 3 clusters Score: Raw -1254441.620921 + Penalty 4499.710721 = -1249941.910199 nChanged 3556 SP:Iteration 1F (284.770000 sec): 3 clusters Score: Raw -1257088.750833 + Penalty 4499.710721 = -1252589.040111 nChanged 932 SP:Iteration 2F (284.820000 sec): 3 clusters Score: Raw -1258463.862988 + Penalty 4499.710721 = -1253964.152266 nChanged 980 SP:Iteration 3F (284.860000 sec): 3 clusters Score: Raw -1259825.571276 + Penalty 4499.710721 = -1255325.860555 nChanged 851 SP:Iteration 4F (284.910000 sec): 3 clusters Score: Raw -1261242.981683 + Penalty 4499.710721 = -1256743.270962 nChanged 719 SP:Iteration 5F (284.950000 sec): 3 clusters Score: Raw -1262344.349308 + Penalty 4499.710721 = -1257844.638586 nChanged 504 SP:Iteration 6F (284.990000 sec): 3 clusters Score: Raw -1262918.030357 + Penalty 4499.710721 = -1258418.319636 nChanged 294 SP:Iteration 7Q (285.030000 sec): 3 clusters Score: Raw -1263138.589070 + Penalty 4499.710721 = -1258638.878349 nChanged 162 SP:Iteration 8Q (285.070000 sec): 3 clusters Score: Raw -1263260.537087 + Penalty 4499.710721 = -1258760.826366 nChanged 112 SP:Iteration 9Q (285.110000 sec): 3 clusters Score: Raw -1263320.042247 + Penalty 4499.710721 = -1258820.331525 nChanged 66 SP:Iteration 10Q (285.150000 sec): 3 clusters Score: Raw -1263343.999182 + Penalty 4499.710721 = -1258844.288461 nChanged 43 SP:Iteration 11Q (285.190000 sec): 3 clusters Score: Raw -1263357.167908 + Penalty 4499.710721 = -1258857.457187 nChanged 28 SP:Iteration 12Q (285.220000 sec): 3 clusters Score: Raw -1263363.392176 + Penalty 4499.710721 = -1258863.681454 nChanged 8 SP:Iteration 13Q (285.260000 sec): 3 clusters Score: Raw -1263365.396556 + Penalty 4499.710721 = -1258865.685834 nChanged 7 SP:Iteration 14Q (285.300000 sec): 3 clusters Score: Raw -1263366.855076 + Penalty 4499.710721 = -1258867.144354 nChanged 6 SP:Iteration 15Q (285.340000 sec): 3 clusters Score: Raw -1263368.339777 + Penalty 4499.710721 = -1258868.629056 nChanged 5 SP:Iteration 16Q (285.380000 sec): 3 clusters Score: Raw -1263369.014984 + Penalty 4499.710721 = -1258869.304263 nChanged 3 SP:Iteration 17Q (285.410000 sec): 3 clusters Score: Raw -1263369.576776 + Penalty 4499.710721 = -1258869.866055 nChanged 1 SP:Iteration 18Q (285.450000 sec): 3 clusters Score: Raw -1263369.632459 + Penalty 4499.710721 = -1258869.921738 nChanged 1 SP:Iteration 19Q (285.490000 sec): 3 clusters Score: Raw -1263369.999940 + Penalty 4499.710721 = -1258870.289219 nChanged 0 SP:Iteration 20F (285.530000 sec): 3 clusters Score: Raw -1263369.999940 + Penalty 4499.710721 = -1258870.289219 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 4.92 GB. Trying to split cluster 5 (9048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (285.580000 sec): 2 clusters Score: Raw -1309197.393966 + Penalty 2259.354156 = -1306938.039810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (285.620000 sec): 3 clusters Score: Raw -1304506.786283 + Penalty 4518.708313 = -1299988.077970 nChanged 3744 SP:Iteration 1F (285.670000 sec): 3 clusters Score: Raw -1306557.740015 + Penalty 4518.708313 = -1302039.031702 nChanged 680 SP:Iteration 2F (285.710000 sec): 3 clusters Score: Raw -1306994.173440 + Penalty 4518.708313 = -1302475.465127 nChanged 615 SP:Iteration 3F (285.760000 sec): 3 clusters Score: Raw -1307521.912027 + Penalty 4518.708313 = -1303003.203714 nChanged 640 SP:Iteration 4F (285.800000 sec): 3 clusters Score: Raw -1308201.751684 + Penalty 4518.708313 = -1303683.043371 nChanged 630 SP:Iteration 5F (285.850000 sec): 3 clusters Score: Raw -1308826.418432 + Penalty 4518.708313 = -1304307.710119 nChanged 536 SP:Iteration 6F (285.890000 sec): 3 clusters Score: Raw -1309260.303510 + Penalty 4518.708313 = -1304741.595198 nChanged 431 SP:Iteration 7Q (285.940000 sec): 3 clusters Score: Raw -1309599.039582 + Penalty 4518.708313 = -1305080.331269 nChanged 388 SP:Iteration 8Q (285.980000 sec): 3 clusters Score: Raw -1309880.392612 + Penalty 4518.708313 = -1305361.684299 nChanged 318 SP:Iteration 9Q (286.030000 sec): 3 clusters Score: Raw -1310128.844687 + Penalty 4518.708313 = -1305610.136374 nChanged 281 SP:Iteration 10Q (286.070000 sec): 3 clusters Score: Raw -1310313.221238 + Penalty 4518.708313 = -1305794.512926 nChanged 246 SP:Iteration 11Q (286.110000 sec): 3 clusters Score: Raw -1310486.635783 + Penalty 4518.708313 = -1305967.927471 nChanged 235 SP:Iteration 12Q (286.150000 sec): 3 clusters Score: Raw -1310640.907159 + Penalty 4518.708313 = -1306122.198846 nChanged 214 SP:Iteration 13Q (286.200000 sec): 3 clusters Score: Raw -1310780.984141 + Penalty 4518.708313 = -1306262.275828 nChanged 191 SP:Iteration 14Q (286.240000 sec): 3 clusters Score: Raw -1310888.800290 + Penalty 4518.708313 = -1306370.091977 nChanged 148 SP:Iteration 15Q (286.280000 sec): 3 clusters Score: Raw -1310966.695473 + Penalty 4518.708313 = -1306447.987160 nChanged 109 SP:Iteration 16Q (286.320000 sec): 3 clusters Score: Raw -1311019.981788 + Penalty 4518.708313 = -1306501.273475 nChanged 92 SP:Iteration 17Q (286.370000 sec): 3 clusters Score: Raw -1311056.337873 + Penalty 4518.708313 = -1306537.629560 nChanged 71 SP:Iteration 18Q (286.410000 sec): 3 clusters Score: Raw -1311080.126329 + Penalty 4518.708313 = -1306561.418016 nChanged 50 SP:Iteration 19Q (286.450000 sec): 3 clusters Score: Raw -1311097.240515 + Penalty 4518.708313 = -1306578.532202 nChanged 61 SP:Iteration 20F (286.490000 sec): 3 clusters Score: Raw -1311119.822778 + Penalty 4518.708313 = -1306601.114465 nChanged 52 SP:Iteration 21Q (286.530000 sec): 3 clusters Score: Raw -1311141.871588 + Penalty 4518.708313 = -1306623.163275 nChanged 41 SP:Iteration 22Q (286.570000 sec): 3 clusters Score: Raw -1311154.717972 + Penalty 4518.708313 = -1306636.009660 nChanged 37 SP:Iteration 23Q (286.620000 sec): 3 clusters Score: Raw -1311166.883515 + Penalty 4518.708313 = -1306648.175202 nChanged 37 SP:Iteration 24Q (286.660000 sec): 3 clusters Score: Raw -1311177.862896 + Penalty 4518.708313 = -1306659.154584 nChanged 29 SP:Iteration 25Q (286.700000 sec): 3 clusters Score: Raw -1311189.518502 + Penalty 4518.708313 = -1306670.810189 nChanged 33 SP:Iteration 26Q (286.740000 sec): 3 clusters Score: Raw -1311201.027953 + Penalty 4518.708313 = -1306682.319641 nChanged 33 SP:Iteration 27Q (286.780000 sec): 3 clusters Score: Raw -1311214.745499 + Penalty 4518.708313 = -1306696.037186 nChanged 34 SP:Iteration 28Q (286.820000 sec): 3 clusters Score: Raw -1311225.812060 + Penalty 4518.708313 = -1306707.103747 nChanged 20 SP:Iteration 29Q (286.860000 sec): 3 clusters Score: Raw -1311231.678455 + Penalty 4518.708313 = -1306712.970142 nChanged 12 SP:Iteration 30Q (286.900000 sec): 3 clusters Score: Raw -1311235.965995 + Penalty 4518.708313 = -1306717.257682 nChanged 8 SP:Iteration 31Q (286.940000 sec): 3 clusters Score: Raw -1311237.600673 + Penalty 4518.708313 = -1306718.892360 nChanged 7 SP:Iteration 32Q (286.980000 sec): 3 clusters Score: Raw -1311238.978824 + Penalty 4518.708313 = -1306720.270511 nChanged 4 SP:Iteration 33Q (287.020000 sec): 3 clusters Score: Raw -1311239.760100 + Penalty 4518.708313 = -1306721.051788 nChanged 2 SP:Iteration 34Q (287.060000 sec): 3 clusters Score: Raw -1311239.952234 + Penalty 4518.708313 = -1306721.243921 nChanged 1 SP:Iteration 35Q (287.100000 sec): 3 clusters Score: Raw -1311240.235283 + Penalty 4518.708313 = -1306721.526970 nChanged 2 SP:Iteration 36Q (287.140000 sec): 3 clusters Score: Raw -1311240.764511 + Penalty 4518.708313 = -1306722.056199 nChanged 0 SP:Iteration 37F (287.190000 sec): 3 clusters Score: Raw -1311240.764511 + Penalty 4518.708313 = -1306722.056199 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (258852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.680000 sec): 2 clusters Score: Raw -39713330.498602 + Penalty 3091.074914 = -39710239.423689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.010000 sec): 3 clusters Score: Raw -39542685.868394 + Penalty 6182.149827 = -39536503.718567 nChanged 125317 SP:Iteration 1F (291.320000 sec): 3 clusters Score: Raw -39617895.115660 + Penalty 6182.149827 = -39611712.965833 nChanged 9151 SP:Iteration 2Q (292.670000 sec): 3 clusters Score: Raw -39621126.669579 + Penalty 6182.149827 = -39614944.519752 nChanged 11405 SP:Iteration 3Q (294.000000 sec): 3 clusters Score: Raw -39626372.398678 + Penalty 6182.149827 = -39620190.248851 nChanged 14186 SP:Iteration 4F (295.320000 sec): 3 clusters Score: Raw -39634943.675827 + Penalty 6182.149827 = -39628761.526000 nChanged 17644 SP:Iteration 5F (296.630000 sec): 3 clusters Score: Raw -39648622.455921 + Penalty 6182.149827 = -39642440.306094 nChanged 20356 SP:Iteration 6F (297.940000 sec): 3 clusters Score: Raw -39668508.231807 + Penalty 6182.149827 = -39662326.081979 nChanged 20549 SP:Iteration 7F (299.260000 sec): 3 clusters Score: Raw -39689389.406768 + Penalty 6182.149827 = -39683207.256940 nChanged 15920 SP:Iteration 8F (300.570000 sec): 3 clusters Score: Raw -39701283.201788 + Penalty 6182.149827 = -39695101.051961 nChanged 9801 SP:Iteration 9Q (301.820000 sec): 3 clusters Score: Raw -39706089.735623 + Penalty 6182.149827 = -39699907.585795 nChanged 5792 SP:Iteration 10Q (303.050000 sec): 3 clusters Score: Raw -39708409.176647 + Penalty 6182.149827 = -39702227.026819 nChanged 4057 SP:Iteration 11Q (304.260000 sec): 3 clusters Score: Raw -39709868.740162 + Penalty 6182.149827 = -39703686.590335 nChanged 3155 SP:Iteration 12Q (305.470000 sec): 3 clusters Score: Raw -39710843.826890 + Penalty 6182.149827 = -39704661.677062 nChanged 2619 SP:Iteration 13Q (306.670000 sec): 3 clusters Score: Raw -39711523.340540 + Penalty 6182.149827 = -39705341.190713 nChanged 2148 SP:Iteration 14Q (307.870000 sec): 3 clusters Score: Raw -39712015.244015 + Penalty 6182.149827 = -39705833.094188 nChanged 1866 SP:Iteration 15Q (309.060000 sec): 3 clusters Score: Raw -39712372.040966 + Penalty 6182.149827 = -39706189.891138 nChanged 1590 SP:Iteration 16Q (310.240000 sec): 3 clusters Score: Raw -39712634.776382 + Penalty 6182.149827 = -39706452.626554 nChanged 1359 SP:Iteration 17Q (311.420000 sec): 3 clusters Score: Raw -39712824.794588 + Penalty 6182.149827 = -39706642.644761 nChanged 1197 SP:Iteration 18Q (312.600000 sec): 3 clusters Score: Raw -39712975.712610 + Penalty 6182.149827 = -39706793.562783 nChanged 1051 SP:Iteration 19Q (313.770000 sec): 3 clusters Score: Raw -39713093.080909 + Penalty 6182.149827 = -39706910.931082 nChanged 982 SP:Iteration 20F (315.090000 sec): 3 clusters Score: Raw -39713192.006895 + Penalty 6182.149827 = -39707009.857067 nChanged 935 SP:Iteration 21Q (316.280000 sec): 3 clusters Score: Raw -39713275.060010 + Penalty 6182.149827 = -39707092.910182 nChanged 888 SP:Iteration 22Q (317.480000 sec): 3 clusters Score: Raw -39713349.901650 + Penalty 6182.149827 = -39707167.751823 nChanged 838 SP:Iteration 23Q (318.650000 sec): 3 clusters Score: Raw -39713415.339404 + Penalty 6182.149827 = -39707233.189576 nChanged 799 SP:Iteration 24Q (319.820000 sec): 3 clusters Score: Raw -39713474.600612 + Penalty 6182.149827 = -39707292.450784 nChanged 772 SP:Iteration 25Q (320.990000 sec): 3 clusters Score: Raw -39713530.031414 + Penalty 6182.149827 = -39707347.881587 nChanged 701 SP:Iteration 26Q (322.160000 sec): 3 clusters Score: Raw -39713576.697313 + Penalty 6182.149827 = -39707394.547486 nChanged 668 SP:Iteration 27Q (323.330000 sec): 3 clusters Score: Raw -39713619.348396 + Penalty 6182.149827 = -39707437.198569 nChanged 611 SP:Iteration 28Q (324.490000 sec): 3 clusters Score: Raw -39713654.837234 + Penalty 6182.149827 = -39707472.687406 nChanged 554 SP:Iteration 29Q (325.660000 sec): 3 clusters Score: Raw -39713685.087104 + Penalty 6182.149827 = -39707502.937277 nChanged 526 SP:Iteration 30Q (326.820000 sec): 3 clusters Score: Raw -39713713.084176 + Penalty 6182.149827 = -39707530.934349 nChanged 499 SP:Iteration 31Q (327.990000 sec): 3 clusters Score: Raw -39713738.888714 + Penalty 6182.149827 = -39707556.738886 nChanged 465 SP:Iteration 32Q (329.160000 sec): 3 clusters Score: Raw -39713760.368062 + Penalty 6182.149827 = -39707578.218235 nChanged 413 SP:Iteration 33Q (330.330000 sec): 3 clusters Score: Raw -39713779.132657 + Penalty 6182.149827 = -39707596.982830 nChanged 403 SP:Iteration 34Q (331.510000 sec): 3 clusters Score: Raw -39713797.322166 + Penalty 6182.149827 = -39707615.172339 nChanged 397 SP:Iteration 35Q (332.680000 sec): 3 clusters Score: Raw -39713813.875628 + Penalty 6182.149827 = -39707631.725801 nChanged 364 SP:Iteration 36Q (333.830000 sec): 3 clusters Score: Raw -39713828.457481 + Penalty 6182.149827 = -39707646.307653 nChanged 359 SP:Iteration 37Q (334.990000 sec): 3 clusters Score: Raw -39713843.635471 + Penalty 6182.149827 = -39707661.485643 nChanged 380 SP:Iteration 38Q (336.150000 sec): 3 clusters Score: Raw -39713859.902301 + Penalty 6182.149827 = -39707677.752474 nChanged 363 SP:Iteration 39Q (337.310000 sec): 3 clusters Score: Raw -39713874.247921 + Penalty 6182.149827 = -39707692.098094 nChanged 340 SP:Iteration 40F (338.620000 sec): 3 clusters Score: Raw -39713887.001033 + Penalty 6182.149827 = -39707704.851206 nChanged 324 SP:Iteration 41Q (339.780000 sec): 3 clusters Score: Raw -39713897.567490 + Penalty 6182.149827 = -39707715.417663 nChanged 294 SP:Iteration 42Q (340.950000 sec): 3 clusters Score: Raw -39713907.810827 + Penalty 6182.149827 = -39707725.660999 nChanged 300 SP:Iteration 43Q (342.100000 sec): 3 clusters Score: Raw -39713918.373167 + Penalty 6182.149827 = -39707736.223339 nChanged 281 SP:Iteration 44Q (343.270000 sec): 3 clusters Score: Raw -39713927.795310 + Penalty 6182.149827 = -39707745.645483 nChanged 277 SP:Iteration 45Q (344.430000 sec): 3 clusters Score: Raw -39713936.552543 + Penalty 6182.149827 = -39707754.402715 nChanged 244 SP:Iteration 46Q (345.590000 sec): 3 clusters Score: Raw -39713943.227992 + Penalty 6182.149827 = -39707761.078164 nChanged 216 SP:Iteration 47Q (346.740000 sec): 3 clusters Score: Raw -39713949.128298 + Penalty 6182.149827 = -39707766.978470 nChanged 198 SP:Iteration 48Q (347.900000 sec): 3 clusters Score: Raw -39713954.561823 + Penalty 6182.149827 = -39707772.411996 nChanged 190 SP:Iteration 49Q (349.050000 sec): 3 clusters Score: Raw -39713959.457236 + Penalty 6182.149827 = -39707777.307408 nChanged 178 SP:Iteration 50Q (350.210000 sec): 3 clusters Score: Raw -39713963.908665 + Penalty 6182.149827 = -39707781.758838 nChanged 161 SP:Iteration 51Q (351.370000 sec): 3 clusters Score: Raw -39713967.919309 + Penalty 6182.149827 = -39707785.769482 nChanged 170 SP:Iteration 52Q (352.520000 sec): 3 clusters Score: Raw -39713971.665066 + Penalty 6182.149827 = -39707789.515239 nChanged 144 SP:Iteration 53Q (353.670000 sec): 3 clusters Score: Raw -39713974.608815 + Penalty 6182.149827 = -39707792.458987 nChanged 130 SP:Iteration 54Q (354.820000 sec): 3 clusters Score: Raw -39713976.984868 + Penalty 6182.149827 = -39707794.835040 nChanged 113 SP:Iteration 55Q (355.970000 sec): 3 clusters Score: Raw -39713978.896059 + Penalty 6182.149827 = -39707796.746232 nChanged 90 SP:Iteration 56Q (357.120000 sec): 3 clusters Score: Raw -39713980.142507 + Penalty 6182.149827 = -39707797.992680 nChanged 69 SP:Iteration 57Q (358.270000 sec): 3 clusters Score: Raw -39713981.094467 + Penalty 6182.149827 = -39707798.944640 nChanged 61 SP:Iteration 58Q (359.430000 sec): 3 clusters Score: Raw -39713981.882170 + Penalty 6182.149827 = -39707799.732342 nChanged 60 SP:Iteration 59Q (360.580000 sec): 3 clusters Score: Raw -39713982.769123 + Penalty 6182.149827 = -39707800.619295 nChanged 76 SP:Iteration 60F (361.900000 sec): 3 clusters Score: Raw -39713983.795786 + Penalty 6182.149827 = -39707801.645958 nChanged 67 SP:Iteration 61Q (363.060000 sec): 3 clusters Score: Raw -39713984.714848 + Penalty 6182.149827 = -39707802.565021 nChanged 64 SP:Iteration 62Q (364.210000 sec): 3 clusters Score: Raw -39713985.550429 + Penalty 6182.149827 = -39707803.400602 nChanged 56 SP:Iteration 63Q (365.360000 sec): 3 clusters Score: Raw -39713986.349800 + Penalty 6182.149827 = -39707804.199973 nChanged 64 SP:Iteration 64Q (366.520000 sec): 3 clusters Score: Raw -39713987.311838 + Penalty 6182.149827 = -39707805.162011 nChanged 57 SP:Iteration 65Q (367.680000 sec): 3 clusters Score: Raw -39713988.162416 + Penalty 6182.149827 = -39707806.012588 nChanged 65 SP:Iteration 66Q (368.820000 sec): 3 clusters Score: Raw -39713989.135210 + Penalty 6182.149827 = -39707806.985383 nChanged 61 SP:Iteration 67Q (369.980000 sec): 3 clusters Score: Raw -39713990.032682 + Penalty 6182.149827 = -39707807.882854 nChanged 70 SP:Iteration 68Q (371.130000 sec): 3 clusters Score: Raw -39713991.128692 + Penalty 6182.149827 = -39707808.978865 nChanged 66 SP:Iteration 69Q (372.280000 sec): 3 clusters Score: Raw -39713991.910839 + Penalty 6182.149827 = -39707809.761012 nChanged 52 SP:Iteration 70Q (373.430000 sec): 3 clusters Score: Raw -39713992.502333 + Penalty 6182.149827 = -39707810.352505 nChanged 38 SP:Iteration 71Q (374.580000 sec): 3 clusters Score: Raw -39713992.962368 + Penalty 6182.149827 = -39707810.812540 nChanged 37 SP:Iteration 72Q (375.730000 sec): 3 clusters Score: Raw -39713993.401654 + Penalty 6182.149827 = -39707811.251826 nChanged 39 SP:Iteration 73Q (376.880000 sec): 3 clusters Score: Raw -39713993.895416 + Penalty 6182.149827 = -39707811.745588 nChanged 41 SP:Iteration 74Q (378.030000 sec): 3 clusters Score: Raw -39713994.394814 + Penalty 6182.149827 = -39707812.244987 nChanged 44 SP:Iteration 75Q (379.190000 sec): 3 clusters Score: Raw -39713994.917441 + Penalty 6182.149827 = -39707812.767613 nChanged 30 SP:Iteration 76Q (380.340000 sec): 3 clusters Score: Raw -39713995.240035 + Penalty 6182.149827 = -39707813.090207 nChanged 26 SP:Iteration 77Q (381.500000 sec): 3 clusters Score: Raw -39713995.545579 + Penalty 6182.149827 = -39707813.395752 nChanged 27 SP:Iteration 78Q (382.660000 sec): 3 clusters Score: Raw -39713995.821775 + Penalty 6182.149827 = -39707813.671948 nChanged 16 SP:Iteration 79Q (383.820000 sec): 3 clusters Score: Raw -39713995.987855 + Penalty 6182.149827 = -39707813.838027 nChanged 18 SP:Iteration 80F (385.130000 sec): 3 clusters Score: Raw -39713996.164175 + Penalty 6182.149827 = -39707814.014348 nChanged 13 SP:Iteration 81Q (386.280000 sec): 3 clusters Score: Raw -39713996.277285 + Penalty 6182.149827 = -39707814.127457 nChanged 11 SP:Iteration 82Q (387.440000 sec): 3 clusters Score: Raw -39713996.360057 + Penalty 6182.149827 = -39707814.210230 nChanged 12 SP:Iteration 83Q (388.590000 sec): 3 clusters Score: Raw -39713996.441145 + Penalty 6182.149827 = -39707814.291318 nChanged 9 SP:Iteration 84Q (389.750000 sec): 3 clusters Score: Raw -39713996.514904 + Penalty 6182.149827 = -39707814.365077 nChanged 12 SP:Iteration 85Q (390.900000 sec): 3 clusters Score: Raw -39713996.614467 + Penalty 6182.149827 = -39707814.464639 nChanged 13 SP:Iteration 86Q (392.060000 sec): 3 clusters Score: Raw -39713996.693822 + Penalty 6182.149827 = -39707814.543994 nChanged 13 SP:Iteration 87Q (393.220000 sec): 3 clusters Score: Raw -39713996.810667 + Penalty 6182.149827 = -39707814.660840 nChanged 10 SP:Iteration 88Q (394.370000 sec): 3 clusters Score: Raw -39713996.889507 + Penalty 6182.149827 = -39707814.739680 nChanged 8 SP:Iteration 89Q (395.530000 sec): 3 clusters Score: Raw -39713996.942804 + Penalty 6182.149827 = -39707814.792976 nChanged 6 SP:Iteration 90Q (396.690000 sec): 3 clusters Score: Raw -39713996.974864 + Penalty 6182.149827 = -39707814.825037 nChanged 4 SP:Iteration 91Q (397.840000 sec): 3 clusters Score: Raw -39713996.999610 + Penalty 6182.149827 = -39707814.849783 nChanged 5 SP:Iteration 92Q (398.990000 sec): 3 clusters Score: Raw -39713997.052621 + Penalty 6182.149827 = -39707814.902794 nChanged 4 SP:Iteration 93Q (400.150000 sec): 3 clusters Score: Raw -39713997.093289 + Penalty 6182.149827 = -39707814.943462 nChanged 2 SP:Iteration 94Q (401.310000 sec): 3 clusters Score: Raw -39713997.103119 + Penalty 6182.149827 = -39707814.953292 nChanged 2 SP:Iteration 95Q (402.470000 sec): 3 clusters Score: Raw -39713997.123899 + Penalty 6182.149827 = -39707814.974072 nChanged 3 SP:Iteration 96Q (403.620000 sec): 3 clusters Score: Raw -39713997.152798 + Penalty 6182.149827 = -39707815.002971 nChanged 5 SP:Iteration 97Q (404.770000 sec): 3 clusters Score: Raw -39713997.183305 + Penalty 6182.149827 = -39707815.033477 nChanged 5 SP:Iteration 98Q (405.930000 sec): 3 clusters Score: Raw -39713997.210713 + Penalty 6182.149827 = -39707815.060886 nChanged 4 SP:Iteration 99Q (407.090000 sec): 3 clusters Score: Raw -39713997.229873 + Penalty 6182.149827 = -39707815.080045 nChanged 4 SP:Iteration 100F (408.390000 sec): 3 clusters Score: Raw -39713997.257034 + Penalty 6182.149827 = -39707815.107207 nChanged 2 SP:Iteration 101Q (409.550000 sec): 3 clusters Score: Raw -39713997.266240 + Penalty 6182.149827 = -39707815.116413 nChanged 1 SP:Iteration 102Q (410.700000 sec): 3 clusters Score: Raw -39713997.279709 + Penalty 6182.149827 = -39707815.129881 nChanged 1 SP:Iteration 103Q (411.850000 sec): 3 clusters Score: Raw -39713997.285205 + Penalty 6182.149827 = -39707815.135377 nChanged 0 SP:Iteration 104F (413.160000 sec): 3 clusters Score: Raw -39713997.285205 + Penalty 6182.149827 = -39707815.135377 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (37016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (413.410000 sec): 2 clusters Score: Raw -5821808.000198 + Penalty 2608.738172 = -5819199.262026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (413.590000 sec): 3 clusters Score: Raw -5799223.653108 + Penalty 5217.476343 = -5794006.176765 nChanged 16890 SP:Iteration 1F (413.780000 sec): 3 clusters Score: Raw -5808708.748375 + Penalty 5217.476343 = -5803491.272031 nChanged 1756 SP:Iteration 2Q (413.970000 sec): 3 clusters Score: Raw -5809369.862519 + Penalty 5217.476343 = -5804152.386175 nChanged 1759 SP:Iteration 3Q (414.170000 sec): 3 clusters Score: Raw -5810069.211416 + Penalty 5217.476343 = -5804851.735073 nChanged 1840 SP:Iteration 4Q (414.350000 sec): 3 clusters Score: Raw -5810867.930820 + Penalty 5217.476343 = -5805650.454477 nChanged 1999 SP:Iteration 5F (414.540000 sec): 3 clusters Score: Raw -5811812.782233 + Penalty 5217.476343 = -5806595.305890 nChanged 2050 SP:Iteration 6F (414.730000 sec): 3 clusters Score: Raw -5812812.335320 + Penalty 5217.476343 = -5807594.858977 nChanged 2091 SP:Iteration 7F (414.920000 sec): 3 clusters Score: Raw -5813878.969329 + Penalty 5217.476343 = -5808661.492986 nChanged 2018 SP:Iteration 8F (415.100000 sec): 3 clusters Score: Raw -5814969.944927 + Penalty 5217.476343 = -5809752.468584 nChanged 1914 SP:Iteration 9F (415.290000 sec): 3 clusters Score: Raw -5816076.974941 + Penalty 5217.476343 = -5810859.498597 nChanged 1756 SP:Iteration 10Q (415.480000 sec): 3 clusters Score: Raw -5817156.556270 + Penalty 5217.476343 = -5811939.079926 nChanged 1565 SP:Iteration 11Q (415.670000 sec): 3 clusters Score: Raw -5818155.090759 + Penalty 5217.476343 = -5812937.614416 nChanged 1384 SP:Iteration 12Q (415.870000 sec): 3 clusters Score: Raw -5819101.321573 + Penalty 5217.476343 = -5813883.845230 nChanged 1116 SP:Iteration 13Q (416.060000 sec): 3 clusters Score: Raw -5819889.136044 + Penalty 5217.476343 = -5814671.659701 nChanged 915 SP:Iteration 14Q (416.240000 sec): 3 clusters Score: Raw -5820584.746506 + Penalty 5217.476343 = -5815367.270163 nChanged 666 SP:Iteration 15Q (416.420000 sec): 3 clusters Score: Raw -5821125.839386 + Penalty 5217.476343 = -5815908.363043 nChanged 468 SP:Iteration 16Q (416.580000 sec): 3 clusters Score: Raw -5821513.196526 + Penalty 5217.476343 = -5816295.720183 nChanged 309 SP:Iteration 17Q (416.740000 sec): 3 clusters Score: Raw -5821734.729300 + Penalty 5217.476343 = -5816517.252957 nChanged 225 SP:Iteration 18Q (416.890000 sec): 3 clusters Score: Raw -5821882.076893 + Penalty 5217.476343 = -5816664.600550 nChanged 161 SP:Iteration 19Q (417.030000 sec): 3 clusters Score: Raw -5821958.311569 + Penalty 5217.476343 = -5816740.835226 nChanged 119 SP:Iteration 20F (417.220000 sec): 3 clusters Score: Raw -5822011.228395 + Penalty 5217.476343 = -5816793.752051 nChanged 94 SP:Iteration 21Q (417.360000 sec): 3 clusters Score: Raw -5822054.145824 + Penalty 5217.476343 = -5816836.669481 nChanged 66 SP:Iteration 22Q (417.500000 sec): 3 clusters Score: Raw -5822079.433498 + Penalty 5217.476343 = -5816861.957154 nChanged 54 SP:Iteration 23Q (417.640000 sec): 3 clusters Score: Raw -5822100.727176 + Penalty 5217.476343 = -5816883.250833 nChanged 43 SP:Iteration 24Q (417.780000 sec): 3 clusters Score: Raw -5822118.444728 + Penalty 5217.476343 = -5816900.968385 nChanged 41 SP:Iteration 25Q (417.920000 sec): 3 clusters Score: Raw -5822137.309117 + Penalty 5217.476343 = -5816919.832774 nChanged 38 SP:Iteration 26Q (418.060000 sec): 3 clusters Score: Raw -5822156.147580 + Penalty 5217.476343 = -5816938.671236 nChanged 47 SP:Iteration 27Q (418.200000 sec): 3 clusters Score: Raw -5822175.015961 + Penalty 5217.476343 = -5816957.539618 nChanged 46 SP:Iteration 28Q (418.330000 sec): 3 clusters Score: Raw -5822195.942410 + Penalty 5217.476343 = -5816978.466067 nChanged 42 SP:Iteration 29Q (418.470000 sec): 3 clusters Score: Raw -5822223.166248 + Penalty 5217.476343 = -5817005.689905 nChanged 43 SP:Iteration 30Q (418.610000 sec): 3 clusters Score: Raw -5822246.582776 + Penalty 5217.476343 = -5817029.106433 nChanged 39 SP:Iteration 31Q (418.750000 sec): 3 clusters Score: Raw -5822264.981454 + Penalty 5217.476343 = -5817047.505111 nChanged 41 SP:Iteration 32Q (418.880000 sec): 3 clusters Score: Raw -5822281.825053 + Penalty 5217.476343 = -5817064.348710 nChanged 27 SP:Iteration 33Q (419.010000 sec): 3 clusters Score: Raw -5822292.744373 + Penalty 5217.476343 = -5817075.268030 nChanged 20 SP:Iteration 34Q (419.150000 sec): 3 clusters Score: Raw -5822301.924701 + Penalty 5217.476343 = -5817084.448358 nChanged 24 SP:Iteration 35Q (419.290000 sec): 3 clusters Score: Raw -5822312.332886 + Penalty 5217.476343 = -5817094.856543 nChanged 20 SP:Iteration 36Q (419.420000 sec): 3 clusters Score: Raw -5822319.985326 + Penalty 5217.476343 = -5817102.508983 nChanged 18 SP:Iteration 37Q (419.560000 sec): 3 clusters Score: Raw -5822325.741237 + Penalty 5217.476343 = -5817108.264893 nChanged 8 SP:Iteration 38Q (419.690000 sec): 3 clusters Score: Raw -5822329.215511 + Penalty 5217.476343 = -5817111.739168 nChanged 12 SP:Iteration 39Q (419.830000 sec): 3 clusters Score: Raw -5822333.604432 + Penalty 5217.476343 = -5817116.128089 nChanged 16 SP:Iteration 40F (420.010000 sec): 3 clusters Score: Raw -5822339.544956 + Penalty 5217.476343 = -5817122.068613 nChanged 11 SP:Iteration 41Q (420.150000 sec): 3 clusters Score: Raw -5822343.117230 + Penalty 5217.476343 = -5817125.640887 nChanged 15 SP:Iteration 42Q (420.280000 sec): 3 clusters Score: Raw -5822348.411014 + Penalty 5217.476343 = -5817130.934671 nChanged 15 SP:Iteration 43Q (420.420000 sec): 3 clusters Score: Raw -5822354.114707 + Penalty 5217.476343 = -5817136.638363 nChanged 18 SP:Iteration 44Q (420.550000 sec): 3 clusters Score: Raw -5822362.240739 + Penalty 5217.476343 = -5817144.764395 nChanged 24 SP:Iteration 45Q (420.690000 sec): 3 clusters Score: Raw -5822379.128586 + Penalty 5217.476343 = -5817161.652242 nChanged 40 SP:Iteration 46Q (420.820000 sec): 3 clusters Score: Raw -5822405.961653 + Penalty 5217.476343 = -5817188.485310 nChanged 48 SP:Iteration 47Q (420.960000 sec): 3 clusters Score: Raw -5822435.969008 + Penalty 5217.476343 = -5817218.492665 nChanged 44 SP:Iteration 48Q (421.090000 sec): 3 clusters Score: Raw -5822459.823981 + Penalty 5217.476343 = -5817242.347638 nChanged 38 SP:Iteration 49Q (421.220000 sec): 3 clusters Score: Raw -5822478.806234 + Penalty 5217.476343 = -5817261.329891 nChanged 31 SP:Iteration 50Q (421.360000 sec): 3 clusters Score: Raw -5822499.706849 + Penalty 5217.476343 = -5817282.230505 nChanged 58 SP:Iteration 51Q (421.490000 sec): 3 clusters Score: Raw -5822532.630169 + Penalty 5217.476343 = -5817315.153826 nChanged 58 SP:Iteration 52Q (421.620000 sec): 3 clusters Score: Raw -5822572.586014 + Penalty 5217.476343 = -5817355.109670 nChanged 57 SP:Iteration 53Q (421.760000 sec): 3 clusters Score: Raw -5822603.849780 + Penalty 5217.476343 = -5817386.373437 nChanged 46 SP:Iteration 54Q (421.890000 sec): 3 clusters Score: Raw -5822628.717749 + Penalty 5217.476343 = -5817411.241406 nChanged 43 SP:Iteration 55Q (422.020000 sec): 3 clusters Score: Raw -5822644.619244 + Penalty 5217.476343 = -5817427.142901 nChanged 30 SP:Iteration 56Q (422.160000 sec): 3 clusters Score: Raw -5822657.895667 + Penalty 5217.476343 = -5817440.419324 nChanged 29 SP:Iteration 57Q (422.290000 sec): 3 clusters Score: Raw -5822669.317304 + Penalty 5217.476343 = -5817451.840961 nChanged 25 SP:Iteration 58Q (422.420000 sec): 3 clusters Score: Raw -5822677.136841 + Penalty 5217.476343 = -5817459.660498 nChanged 22 SP:Iteration 59Q (422.560000 sec): 3 clusters Score: Raw -5822684.320536 + Penalty 5217.476343 = -5817466.844193 nChanged 25 SP:Iteration 60F (422.740000 sec): 3 clusters Score: Raw -5822692.151568 + Penalty 5217.476343 = -5817474.675225 nChanged 21 SP:Iteration 61Q (422.880000 sec): 3 clusters Score: Raw -5822698.822166 + Penalty 5217.476343 = -5817481.345823 nChanged 14 SP:Iteration 62Q (423.010000 sec): 3 clusters Score: Raw -5822703.611871 + Penalty 5217.476343 = -5817486.135528 nChanged 15 SP:Iteration 63Q (423.140000 sec): 3 clusters Score: Raw -5822709.465620 + Penalty 5217.476343 = -5817491.989277 nChanged 14 SP:Iteration 64Q (423.280000 sec): 3 clusters Score: Raw -5822715.143992 + Penalty 5217.476343 = -5817497.667649 nChanged 14 SP:Iteration 65Q (423.410000 sec): 3 clusters Score: Raw -5822719.781543 + Penalty 5217.476343 = -5817502.305200 nChanged 17 SP:Iteration 66Q (423.550000 sec): 3 clusters Score: Raw -5822725.325591 + Penalty 5217.476343 = -5817507.849247 nChanged 14 SP:Iteration 67Q (423.690000 sec): 3 clusters Score: Raw -5822729.771390 + Penalty 5217.476343 = -5817512.295047 nChanged 17 SP:Iteration 68Q (423.820000 sec): 3 clusters Score: Raw -5822733.664091 + Penalty 5217.476343 = -5817516.187748 nChanged 9 SP:Iteration 69Q (423.950000 sec): 3 clusters Score: Raw -5822736.246246 + Penalty 5217.476343 = -5817518.769903 nChanged 14 SP:Iteration 70Q (424.090000 sec): 3 clusters Score: Raw -5822739.956187 + Penalty 5217.476343 = -5817522.479844 nChanged 15 SP:Iteration 71Q (424.220000 sec): 3 clusters Score: Raw -5822745.079953 + Penalty 5217.476343 = -5817527.603610 nChanged 18 SP:Iteration 72Q (424.350000 sec): 3 clusters Score: Raw -5822750.445558 + Penalty 5217.476343 = -5817532.969215 nChanged 13 SP:Iteration 73Q (424.490000 sec): 3 clusters Score: Raw -5822755.632709 + Penalty 5217.476343 = -5817538.156366 nChanged 22 SP:Iteration 74Q (424.620000 sec): 3 clusters Score: Raw -5822763.141104 + Penalty 5217.476343 = -5817545.664761 nChanged 19 SP:Iteration 75Q (424.750000 sec): 3 clusters Score: Raw -5822769.455085 + Penalty 5217.476343 = -5817551.978742 nChanged 26 SP:Iteration 76Q (424.890000 sec): 3 clusters Score: Raw -5822779.016697 + Penalty 5217.476343 = -5817561.540354 nChanged 30 SP:Iteration 77Q (425.020000 sec): 3 clusters Score: Raw -5822789.980838 + Penalty 5217.476343 = -5817572.504494 nChanged 29 SP:Iteration 78Q (425.160000 sec): 3 clusters Score: Raw -5822798.485363 + Penalty 5217.476343 = -5817581.009020 nChanged 21 SP:Iteration 79Q (425.290000 sec): 3 clusters Score: Raw -5822805.097173 + Penalty 5217.476343 = -5817587.620830 nChanged 10 SP:Iteration 80F (425.480000 sec): 3 clusters Score: Raw -5822808.056444 + Penalty 5217.476343 = -5817590.580100 nChanged 6 SP:Iteration 81Q (425.610000 sec): 3 clusters Score: Raw -5822809.779498 + Penalty 5217.476343 = -5817592.303155 nChanged 6 SP:Iteration 82Q (425.750000 sec): 3 clusters Score: Raw -5822811.266623 + Penalty 5217.476343 = -5817593.790280 nChanged 2 SP:Iteration 83Q (425.880000 sec): 3 clusters Score: Raw -5822811.727456 + Penalty 5217.476343 = -5817594.251113 nChanged 5 SP:Iteration 84Q (426.010000 sec): 3 clusters Score: Raw -5822812.349128 + Penalty 5217.476343 = -5817594.872784 nChanged 1 SP:Iteration 85Q (426.150000 sec): 3 clusters Score: Raw -5822812.585726 + Penalty 5217.476343 = -5817595.109383 nChanged 2 SP:Iteration 86Q (426.290000 sec): 3 clusters Score: Raw -5822813.053637 + Penalty 5217.476343 = -5817595.577293 nChanged 1 SP:Iteration 87Q (426.420000 sec): 3 clusters Score: Raw -5822813.158637 + Penalty 5217.476343 = -5817595.682294 nChanged 3 SP:Iteration 88Q (426.560000 sec): 3 clusters Score: Raw -5822813.568929 + Penalty 5217.476343 = -5817596.092586 nChanged 6 SP:Iteration 89Q (426.690000 sec): 3 clusters Score: Raw -5822815.153066 + Penalty 5217.476343 = -5817597.676723 nChanged 10 SP:Iteration 90Q (426.830000 sec): 3 clusters Score: Raw -5822818.083796 + Penalty 5217.476343 = -5817600.607453 nChanged 10 SP:Iteration 91Q (426.960000 sec): 3 clusters Score: Raw -5822820.416921 + Penalty 5217.476343 = -5817602.940578 nChanged 7 SP:Iteration 92Q (427.090000 sec): 3 clusters Score: Raw -5822822.015628 + Penalty 5217.476343 = -5817604.539285 nChanged 3 SP:Iteration 93Q (427.230000 sec): 3 clusters Score: Raw -5822822.403999 + Penalty 5217.476343 = -5817604.927656 nChanged 5 SP:Iteration 94Q (427.370000 sec): 3 clusters Score: Raw -5822823.146284 + Penalty 5217.476343 = -5817605.669940 nChanged 4 SP:Iteration 95Q (427.500000 sec): 3 clusters Score: Raw -5822823.848457 + Penalty 5217.476343 = -5817606.372114 nChanged 5 SP:Iteration 96Q (427.630000 sec): 3 clusters Score: Raw -5822824.918606 + Penalty 5217.476343 = -5817607.442263 nChanged 8 SP:Iteration 97Q (427.770000 sec): 3 clusters Score: Raw -5822826.406301 + Penalty 5217.476343 = -5817608.929958 nChanged 4 SP:Iteration 98Q (427.900000 sec): 3 clusters Score: Raw -5822827.213112 + Penalty 5217.476343 = -5817609.736769 nChanged 2 SP:Iteration 99Q (428.040000 sec): 3 clusters Score: Raw -5822827.493100 + Penalty 5217.476343 = -5817610.016757 nChanged 4 SP:Iteration 100F (428.230000 sec): 3 clusters Score: Raw -5822828.175499 + Penalty 5217.476343 = -5817610.699156 nChanged 5 SP:Iteration 101Q (428.360000 sec): 3 clusters Score: Raw -5822830.192788 + Penalty 5217.476343 = -5817612.716445 nChanged 6 SP:Iteration 102Q (428.490000 sec): 3 clusters Score: Raw -5822831.588254 + Penalty 5217.476343 = -5817614.111911 nChanged 6 SP:Iteration 103Q (428.630000 sec): 3 clusters Score: Raw -5822833.334232 + Penalty 5217.476343 = -5817615.857889 nChanged 8 SP:Iteration 104Q (428.770000 sec): 3 clusters Score: Raw -5822836.037126 + Penalty 5217.476343 = -5817618.560782 nChanged 7 SP:Iteration 105Q (428.900000 sec): 3 clusters Score: Raw -5822837.874763 + Penalty 5217.476343 = -5817620.398420 nChanged 5 SP:Iteration 106Q (429.040000 sec): 3 clusters Score: Raw -5822838.750019 + Penalty 5217.476343 = -5817621.273676 nChanged 3 SP:Iteration 107Q (429.170000 sec): 3 clusters Score: Raw -5822839.275807 + Penalty 5217.476343 = -5817621.799464 nChanged 2 SP:Iteration 108Q (429.310000 sec): 3 clusters Score: Raw -5822839.553542 + Penalty 5217.476343 = -5817622.077199 nChanged 5 SP:Iteration 109Q (429.450000 sec): 3 clusters Score: Raw -5822840.940745 + Penalty 5217.476343 = -5817623.464402 nChanged 4 SP:Iteration 110Q (429.580000 sec): 3 clusters Score: Raw -5822841.682959 + Penalty 5217.476343 = -5817624.206616 nChanged 0 SP:Iteration 111F (429.770000 sec): 3 clusters Score: Raw -5822841.682959 + Penalty 5217.476343 = -5817624.206616 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (94095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (430.160000 sec): 2 clusters Score: Raw -15024939.055896 + Penalty 2840.110927 = -15022098.944969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (430.640000 sec): 3 clusters Score: Raw -14964632.632636 + Penalty 5680.221854 = -14958952.410782 nChanged 44463 SP:Iteration 1F (431.120000 sec): 3 clusters Score: Raw -14990145.157656 + Penalty 5680.221854 = -14984464.935802 nChanged 2857 SP:Iteration 2Q (431.610000 sec): 3 clusters Score: Raw -14990754.988730 + Penalty 5680.221854 = -14985074.766876 nChanged 2876 SP:Iteration 3Q (432.090000 sec): 3 clusters Score: Raw -14991435.684600 + Penalty 5680.221854 = -14985755.462746 nChanged 3040 SP:Iteration 4Q (432.580000 sec): 3 clusters Score: Raw -14992303.034578 + Penalty 5680.221854 = -14986622.812724 nChanged 3600 SP:Iteration 5Q (433.070000 sec): 3 clusters Score: Raw -14993630.691058 + Penalty 5680.221854 = -14987950.469204 nChanged 4518 SP:Iteration 6Q (433.550000 sec): 3 clusters Score: Raw -14995795.505531 + Penalty 5680.221854 = -14990115.283677 nChanged 5572 SP:Iteration 7F (434.030000 sec): 3 clusters Score: Raw -14999200.141799 + Penalty 5680.221854 = -14993519.919945 nChanged 6677 SP:Iteration 8F (434.500000 sec): 3 clusters Score: Raw -15004236.785405 + Penalty 5680.221854 = -14998556.563551 nChanged 7048 SP:Iteration 9F (434.980000 sec): 3 clusters Score: Raw -15010402.152484 + Penalty 5680.221854 = -15004721.930631 nChanged 6387 SP:Iteration 10F (435.450000 sec): 3 clusters Score: Raw -15016536.653432 + Penalty 5680.221854 = -15010856.431578 nChanged 4397 SP:Iteration 11Q (435.910000 sec): 3 clusters Score: Raw -15020753.921578 + Penalty 5680.221854 = -15015073.699724 nChanged 2407 SP:Iteration 12Q (436.320000 sec): 3 clusters Score: Raw -15022953.557502 + Penalty 5680.221854 = -15017273.335648 nChanged 1272 SP:Iteration 13Q (436.700000 sec): 3 clusters Score: Raw -15024083.370377 + Penalty 5680.221854 = -15018403.148523 nChanged 683 SP:Iteration 14Q (437.050000 sec): 3 clusters Score: Raw -15024646.093544 + Penalty 5680.221854 = -15018965.871691 nChanged 379 SP:Iteration 15Q (437.400000 sec): 3 clusters Score: Raw -15024957.058635 + Penalty 5680.221854 = -15019276.836781 nChanged 230 SP:Iteration 16Q (437.740000 sec): 3 clusters Score: Raw -15025150.939363 + Penalty 5680.221854 = -15019470.717509 nChanged 165 SP:Iteration 17Q (438.080000 sec): 3 clusters Score: Raw -15025275.269284 + Penalty 5680.221854 = -15019595.047430 nChanged 127 SP:Iteration 18Q (438.430000 sec): 3 clusters Score: Raw -15025359.814746 + Penalty 5680.221854 = -15019679.592892 nChanged 82 SP:Iteration 19Q (438.770000 sec): 3 clusters Score: Raw -15025405.991256 + Penalty 5680.221854 = -15019725.769402 nChanged 64 SP:Iteration 20F (439.230000 sec): 3 clusters Score: Raw -15025442.712867 + Penalty 5680.221854 = -15019762.491014 nChanged 50 SP:Iteration 21Q (439.560000 sec): 3 clusters Score: Raw -15025467.376033 + Penalty 5680.221854 = -15019787.154179 nChanged 41 SP:Iteration 22Q (439.890000 sec): 3 clusters Score: Raw -15025488.086948 + Penalty 5680.221854 = -15019807.865094 nChanged 24 SP:Iteration 23Q (440.230000 sec): 3 clusters Score: Raw -15025498.379058 + Penalty 5680.221854 = -15019818.157204 nChanged 17 SP:Iteration 24Q (440.550000 sec): 3 clusters Score: Raw -15025506.959246 + Penalty 5680.221854 = -15019826.737392 nChanged 19 SP:Iteration 25Q (440.890000 sec): 3 clusters Score: Raw -15025515.968078 + Penalty 5680.221854 = -15019835.746224 nChanged 15 SP:Iteration 26Q (441.220000 sec): 3 clusters Score: Raw -15025521.453353 + Penalty 5680.221854 = -15019841.231499 nChanged 8 SP:Iteration 27Q (441.550000 sec): 3 clusters Score: Raw -15025524.738326 + Penalty 5680.221854 = -15019844.516472 nChanged 8 SP:Iteration 28Q (441.880000 sec): 3 clusters Score: Raw -15025528.503698 + Penalty 5680.221854 = -15019848.281844 nChanged 10 SP:Iteration 29Q (442.210000 sec): 3 clusters Score: Raw -15025532.294444 + Penalty 5680.221854 = -15019852.072590 nChanged 8 SP:Iteration 30Q (442.540000 sec): 3 clusters Score: Raw -15025535.428660 + Penalty 5680.221854 = -15019855.206806 nChanged 6 SP:Iteration 31Q (442.870000 sec): 3 clusters Score: Raw -15025537.186370 + Penalty 5680.221854 = -15019856.964517 nChanged 2 SP:Iteration 32Q (443.200000 sec): 3 clusters Score: Raw -15025537.911721 + Penalty 5680.221854 = -15019857.689867 nChanged 3 SP:Iteration 33Q (443.530000 sec): 3 clusters Score: Raw -15025538.674792 + Penalty 5680.221854 = -15019858.452938 nChanged 2 SP:Iteration 34Q (443.860000 sec): 3 clusters Score: Raw -15025539.693220 + Penalty 5680.221854 = -15019859.471366 nChanged 3 SP:Iteration 35Q (444.190000 sec): 3 clusters Score: Raw -15025541.335218 + Penalty 5680.221854 = -15019861.113364 nChanged 3 SP:Iteration 36Q (444.510000 sec): 3 clusters Score: Raw -15025542.981761 + Penalty 5680.221854 = -15019862.759907 nChanged 6 SP:Iteration 37Q (444.840000 sec): 3 clusters Score: Raw -15025546.422616 + Penalty 5680.221854 = -15019866.200762 nChanged 8 SP:Iteration 38Q (445.170000 sec): 3 clusters Score: Raw -15025551.168338 + Penalty 5680.221854 = -15019870.946485 nChanged 6 SP:Iteration 39Q (445.500000 sec): 3 clusters Score: Raw -15025555.359524 + Penalty 5680.221854 = -15019875.137670 nChanged 8 SP:Iteration 40F (445.970000 sec): 3 clusters Score: Raw -15025559.509976 + Penalty 5680.221854 = -15019879.288122 nChanged 5 SP:Iteration 41Q (446.300000 sec): 3 clusters Score: Raw -15025561.033755 + Penalty 5680.221854 = -15019880.811901 nChanged 2 SP:Iteration 42Q (446.630000 sec): 3 clusters Score: Raw -15025562.147608 + Penalty 5680.221854 = -15019881.925754 nChanged 2 SP:Iteration 43Q (446.950000 sec): 3 clusters Score: Raw -15025562.908846 + Penalty 5680.221854 = -15019882.686992 nChanged 1 SP:Iteration 44Q (447.290000 sec): 3 clusters Score: Raw -15025563.228500 + Penalty 5680.221854 = -15019883.006646 nChanged 1 SP:Iteration 45Q (447.610000 sec): 3 clusters Score: Raw -15025563.614645 + Penalty 5680.221854 = -15019883.392791 nChanged 2 SP:Iteration 46Q (447.940000 sec): 3 clusters Score: Raw -15025564.493485 + Penalty 5680.221854 = -15019884.271632 nChanged 2 SP:Iteration 47Q (448.270000 sec): 3 clusters Score: Raw -15025565.725344 + Penalty 5680.221854 = -15019885.503490 nChanged 0 SP:Iteration 48F (448.740000 sec): 3 clusters Score: Raw -15025565.725344 + Penalty 5680.221854 = -15019885.503490 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (448.780000 sec): 2 clusters Score: Raw -134686.783174 + Penalty 1696.720638 = -132990.062536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (448.790000 sec): 3 clusters Score: Raw -134558.100121 + Penalty 3393.441276 = -131164.658845 nChanged 264 SP:Iteration 1F (448.790000 sec): 3 clusters Score: Raw -135058.582315 + Penalty 3393.441276 = -131665.141039 nChanged 108 SP:Iteration 2F (448.800000 sec): 3 clusters Score: Raw -135348.454078 + Penalty 3393.441276 = -131955.012801 nChanged 67 SP:Iteration 3F (448.800000 sec): 3 clusters Score: Raw -135517.634071 + Penalty 3393.441276 = -132124.192794 nChanged 57 SP:Iteration 4F (448.810000 sec): 3 clusters Score: Raw -135751.474516 + Penalty 3393.441276 = -132358.033240 nChanged 58 SP:Iteration 5F (448.810000 sec): 3 clusters Score: Raw -136020.152848 + Penalty 3393.441276 = -132626.711571 nChanged 42 SP:Iteration 6Q (448.810000 sec): 3 clusters Score: Raw -136313.968874 + Penalty 3393.441276 = -132920.527598 nChanged 29 SP:Iteration 7Q (448.820000 sec): 3 clusters Score: Raw -136455.762419 + Penalty 3393.441276 = -133062.321142 nChanged 22 SP:Iteration 8Q (448.820000 sec): 3 clusters Score: Raw -136590.299392 + Penalty 3393.441276 = -133196.858116 nChanged 21 SP:Iteration 9Q (448.830000 sec): 3 clusters Score: Raw -136971.787867 + Penalty 3393.441276 = -133578.346591 nChanged 15 SP:Iteration 10Q (448.830000 sec): 3 clusters Score: Raw -137607.783096 + Penalty 3393.441276 = -134214.341820 nChanged 9 SP:Iteration 11Q (448.830000 sec): 3 clusters Score: Raw -137646.551898 + Penalty 3393.441276 = -134253.110621 nChanged 0 SP:Iteration 12F (448.840000 sec): 3 clusters Score: Raw -137646.551898 + Penalty 3393.441276 = -134253.110621 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 4.92 GB. Trying to split cluster 11 (42273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (449.030000 sec): 2 clusters Score: Raw -6523836.239099 + Penalty 2641.672158 = -6521194.566941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (449.240000 sec): 3 clusters Score: Raw -6497788.552195 + Penalty 5283.344316 = -6492505.207879 nChanged 19445 SP:Iteration 1F (449.450000 sec): 3 clusters Score: Raw -6508927.449156 + Penalty 5283.344316 = -6503644.104840 nChanged 2127 SP:Iteration 2F (449.670000 sec): 3 clusters Score: Raw -6509774.199221 + Penalty 5283.344316 = -6504490.854905 nChanged 2194 SP:Iteration 3F (449.880000 sec): 3 clusters Score: Raw -6510856.276011 + Penalty 5283.344316 = -6505572.931695 nChanged 2524 SP:Iteration 4F (450.090000 sec): 3 clusters Score: Raw -6512666.403145 + Penalty 5283.344316 = -6507383.058829 nChanged 3046 SP:Iteration 5F (450.310000 sec): 3 clusters Score: Raw -6515571.625899 + Penalty 5283.344316 = -6510288.281582 nChanged 3602 SP:Iteration 6F (450.520000 sec): 3 clusters Score: Raw -6519200.535925 + Penalty 5283.344316 = -6513917.191608 nChanged 3474 SP:Iteration 7F (450.730000 sec): 3 clusters Score: Raw -6522729.349655 + Penalty 5283.344316 = -6517446.005338 nChanged 2930 SP:Iteration 8F (450.950000 sec): 3 clusters Score: Raw -6525371.704559 + Penalty 5283.344316 = -6520088.360243 nChanged 2192 SP:Iteration 9F (451.160000 sec): 3 clusters Score: Raw -6527076.211934 + Penalty 5283.344316 = -6521792.867618 nChanged 1606 SP:Iteration 10Q (451.360000 sec): 3 clusters Score: Raw -6528366.594645 + Penalty 5283.344316 = -6523083.250329 nChanged 1233 SP:Iteration 11Q (451.560000 sec): 3 clusters Score: Raw -6529448.245271 + Penalty 5283.344316 = -6524164.900954 nChanged 989 SP:Iteration 12Q (451.760000 sec): 3 clusters Score: Raw -6530240.113025 + Penalty 5283.344316 = -6524956.768709 nChanged 761 SP:Iteration 13Q (451.950000 sec): 3 clusters Score: Raw -6530731.299160 + Penalty 5283.344316 = -6525447.954844 nChanged 638 SP:Iteration 14Q (452.140000 sec): 3 clusters Score: Raw -6531096.694017 + Penalty 5283.344316 = -6525813.349701 nChanged 563 SP:Iteration 15Q (452.320000 sec): 3 clusters Score: Raw -6531424.284164 + Penalty 5283.344316 = -6526140.939848 nChanged 515 SP:Iteration 16Q (452.500000 sec): 3 clusters Score: Raw -6531686.449520 + Penalty 5283.344316 = -6526403.105203 nChanged 438 SP:Iteration 17Q (452.680000 sec): 3 clusters Score: Raw -6531867.527427 + Penalty 5283.344316 = -6526584.183111 nChanged 327 SP:Iteration 18Q (452.860000 sec): 3 clusters Score: Raw -6531965.295868 + Penalty 5283.344316 = -6526681.951551 nChanged 228 SP:Iteration 19Q (453.040000 sec): 3 clusters Score: Raw -6532020.920194 + Penalty 5283.344316 = -6526737.575877 nChanged 168 SP:Iteration 20F (453.250000 sec): 3 clusters Score: Raw -6532054.062520 + Penalty 5283.344316 = -6526770.718204 nChanged 139 SP:Iteration 21Q (453.440000 sec): 3 clusters Score: Raw -6532077.321543 + Penalty 5283.344316 = -6526793.977227 nChanged 108 SP:Iteration 22Q (453.620000 sec): 3 clusters Score: Raw -6532089.554741 + Penalty 5283.344316 = -6526806.210425 nChanged 62 SP:Iteration 23Q (453.800000 sec): 3 clusters Score: Raw -6532094.380907 + Penalty 5283.344316 = -6526811.036590 nChanged 35 SP:Iteration 24Q (453.980000 sec): 3 clusters Score: Raw -6532096.840597 + Penalty 5283.344316 = -6526813.496281 nChanged 24 SP:Iteration 25Q (454.160000 sec): 3 clusters Score: Raw -6532098.256516 + Penalty 5283.344316 = -6526814.912200 nChanged 18 SP:Iteration 26Q (454.340000 sec): 3 clusters Score: Raw -6532099.178012 + Penalty 5283.344316 = -6526815.833695 nChanged 10 SP:Iteration 27Q (454.520000 sec): 3 clusters Score: Raw -6532099.601544 + Penalty 5283.344316 = -6526816.257227 nChanged 7 SP:Iteration 28Q (454.700000 sec): 3 clusters Score: Raw -6532099.991825 + Penalty 5283.344316 = -6526816.647509 nChanged 6 SP:Iteration 29Q (454.890000 sec): 3 clusters Score: Raw -6532100.251499 + Penalty 5283.344316 = -6526816.907183 nChanged 4 SP:Iteration 30Q (455.070000 sec): 3 clusters Score: Raw -6532100.422861 + Penalty 5283.344316 = -6526817.078545 nChanged 3 SP:Iteration 31Q (455.250000 sec): 3 clusters Score: Raw -6532100.504023 + Penalty 5283.344316 = -6526817.159707 nChanged 2 SP:Iteration 32Q (455.430000 sec): 3 clusters Score: Raw -6532100.541514 + Penalty 5283.344316 = -6526817.197197 nChanged 0 SP:Iteration 33F (455.640000 sec): 3 clusters Score: Raw -6532100.541514 + Penalty 5283.344316 = -6526817.197197 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 4.92 GB. Trying to split cluster 12 (1256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (455.670000 sec): 2 clusters Score: Raw -177490.776036 + Penalty 1769.650462 = -175721.125574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (455.680000 sec): 3 clusters Score: Raw -177187.429260 + Penalty 3539.300924 = -173648.128336 nChanged 337 SP:Iteration 1F (455.690000 sec): 3 clusters Score: Raw -177654.272249 + Penalty 3539.300924 = -174114.971324 nChanged 130 SP:Iteration 2F (455.690000 sec): 3 clusters Score: Raw -178057.386055 + Penalty 3539.300924 = -174518.085131 nChanged 100 SP:Iteration 3F (455.700000 sec): 3 clusters Score: Raw -178340.925150 + Penalty 3539.300924 = -174801.624226 nChanged 71 SP:Iteration 4F (455.700000 sec): 3 clusters Score: Raw -178545.499608 + Penalty 3539.300924 = -175006.198684 nChanged 79 SP:Iteration 5F (455.710000 sec): 3 clusters Score: Raw -178747.921259 + Penalty 3539.300924 = -175208.620334 nChanged 60 SP:Iteration 6Q (455.720000 sec): 3 clusters Score: Raw -178913.855031 + Penalty 3539.300924 = -175374.554106 nChanged 49 SP:Iteration 7Q (455.720000 sec): 3 clusters Score: Raw -179006.642524 + Penalty 3539.300924 = -175467.341600 nChanged 31 SP:Iteration 8Q (455.730000 sec): 3 clusters Score: Raw -179068.210492 + Penalty 3539.300924 = -175528.909568 nChanged 23 SP:Iteration 9Q (455.730000 sec): 3 clusters Score: Raw -179118.183699 + Penalty 3539.300924 = -175578.882774 nChanged 29 SP:Iteration 10Q (455.740000 sec): 3 clusters Score: Raw -179204.963803 + Penalty 3539.300924 = -175665.662879 nChanged 20 SP:Iteration 11Q (455.740000 sec): 3 clusters Score: Raw -179270.858526 + Penalty 3539.300924 = -175731.557602 nChanged 11 SP:Iteration 12Q (455.750000 sec): 3 clusters Score: Raw -179292.875018 + Penalty 3539.300924 = -175753.574094 nChanged 6 SP:Iteration 13Q (455.760000 sec): 3 clusters Score: Raw -179306.962225 + Penalty 3539.300924 = -175767.661301 nChanged 4 SP:Iteration 14Q (455.760000 sec): 3 clusters Score: Raw -179315.061673 + Penalty 3539.300924 = -175775.760749 nChanged 5 SP:Iteration 15Q (455.760000 sec): 3 clusters Score: Raw -179319.983496 + Penalty 3539.300924 = -175780.682572 nChanged 1 SP:Iteration 16Q (455.770000 sec): 3 clusters Score: Raw -179321.071853 + Penalty 3539.300924 = -175781.770929 nChanged 1 SP:Iteration 17Q (455.780000 sec): 3 clusters Score: Raw -179321.738916 + Penalty 3539.300924 = -175782.437992 nChanged 0 SP:Iteration 18F (455.780000 sec): 3 clusters Score: Raw -179321.738916 + Penalty 3539.300924 = -175782.437992 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 4.92 GB. Trying to split cluster 14 (108236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.260000 sec): 2 clusters Score: Raw -16740002.786240 + Penalty 2874.833188 = -16737127.953052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.810000 sec): 3 clusters Score: Raw -16670662.591834 + Penalty 5749.666376 = -16664912.925458 nChanged 51312 SP:Iteration 1F (457.360000 sec): 3 clusters Score: Raw -16701125.898363 + Penalty 5749.666376 = -16695376.231986 nChanged 5067 SP:Iteration 2Q (457.910000 sec): 3 clusters Score: Raw -16704815.008973 + Penalty 5749.666376 = -16699065.342597 nChanged 7181 SP:Iteration 3F (458.460000 sec): 3 clusters Score: Raw -16711279.231987 + Penalty 5749.666376 = -16705529.565611 nChanged 9791 SP:Iteration 4F (459.010000 sec): 3 clusters Score: Raw -16719552.438435 + Penalty 5749.666376 = -16713802.772059 nChanged 10599 SP:Iteration 5F (459.570000 sec): 3 clusters Score: Raw -16728073.182327 + Penalty 5749.666376 = -16722323.515950 nChanged 9296 SP:Iteration 6F (460.110000 sec): 3 clusters Score: Raw -16735578.824754 + Penalty 5749.666376 = -16729829.158378 nChanged 7012 SP:Iteration 7F (460.660000 sec): 3 clusters Score: Raw -16741277.668297 + Penalty 5749.666376 = -16735528.001921 nChanged 4830 SP:Iteration 8Q (461.210000 sec): 3 clusters Score: Raw -16745523.222203 + Penalty 5749.666376 = -16739773.555826 nChanged 3351 SP:Iteration 9Q (461.760000 sec): 3 clusters Score: Raw -16748566.323626 + Penalty 5749.666376 = -16742816.657250 nChanged 2085 SP:Iteration 10Q (462.300000 sec): 3 clusters Score: Raw -16749908.798887 + Penalty 5749.666376 = -16744159.132511 nChanged 1357 SP:Iteration 11Q (462.810000 sec): 3 clusters Score: Raw -16750506.679562 + Penalty 5749.666376 = -16744757.013185 nChanged 908 SP:Iteration 12Q (463.290000 sec): 3 clusters Score: Raw -16750798.763087 + Penalty 5749.666376 = -16745049.096710 nChanged 652 SP:Iteration 13Q (463.770000 sec): 3 clusters Score: Raw -16750965.536662 + Penalty 5749.666376 = -16745215.870286 nChanged 439 SP:Iteration 14Q (464.230000 sec): 3 clusters Score: Raw -16751053.686008 + Penalty 5749.666376 = -16745304.019632 nChanged 319 SP:Iteration 15Q (464.680000 sec): 3 clusters Score: Raw -16751104.366570 + Penalty 5749.666376 = -16745354.700194 nChanged 210 SP:Iteration 16Q (465.130000 sec): 3 clusters Score: Raw -16751129.400068 + Penalty 5749.666376 = -16745379.733692 nChanged 124 SP:Iteration 17Q (465.580000 sec): 3 clusters Score: Raw -16751142.062882 + Penalty 5749.666376 = -16745392.396505 nChanged 95 SP:Iteration 18Q (466.020000 sec): 3 clusters Score: Raw -16751150.035187 + Penalty 5749.666376 = -16745400.368811 nChanged 68 SP:Iteration 19Q (466.460000 sec): 3 clusters Score: Raw -16751154.967070 + Penalty 5749.666376 = -16745405.300694 nChanged 40 SP:Iteration 20F (467.010000 sec): 3 clusters Score: Raw -16751157.510906 + Penalty 5749.666376 = -16745407.844529 nChanged 29 SP:Iteration 21Q (467.450000 sec): 3 clusters Score: Raw -16751159.094696 + Penalty 5749.666376 = -16745409.428320 nChanged 19 SP:Iteration 22Q (467.890000 sec): 3 clusters Score: Raw -16751160.004620 + Penalty 5749.666376 = -16745410.338244 nChanged 11 SP:Iteration 23Q (468.340000 sec): 3 clusters Score: Raw -16751160.650913 + Penalty 5749.666376 = -16745410.984537 nChanged 15 SP:Iteration 24Q (468.790000 sec): 3 clusters Score: Raw -16751161.282751 + Penalty 5749.666376 = -16745411.616375 nChanged 5 SP:Iteration 25Q (469.230000 sec): 3 clusters Score: Raw -16751161.532079 + Penalty 5749.666376 = -16745411.865702 nChanged 2 SP:Iteration 26Q (469.670000 sec): 3 clusters Score: Raw -16751161.615119 + Penalty 5749.666376 = -16745411.948742 nChanged 0 SP:Iteration 27F (470.220000 sec): 3 clusters Score: Raw -16751161.615119 + Penalty 5749.666376 = -16745411.948742 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 4.92 GB. Trying to split cluster 15 (3270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.280000 sec): 2 clusters Score: Raw -487884.176600 + Penalty 2006.951225 = -485877.225375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.300000 sec): 3 clusters Score: Raw -486439.253462 + Penalty 4013.902451 = -482425.351011 nChanged 1173 SP:Iteration 1F (470.310000 sec): 3 clusters Score: Raw -487202.132665 + Penalty 4013.902451 = -483188.230214 nChanged 227 SP:Iteration 2F (470.330000 sec): 3 clusters Score: Raw -487348.840506 + Penalty 4013.902451 = -483334.938055 nChanged 145 SP:Iteration 3Q (470.350000 sec): 3 clusters Score: Raw -487455.368137 + Penalty 4013.902451 = -483441.465686 nChanged 104 SP:Iteration 4Q (470.370000 sec): 3 clusters Score: Raw -487530.917814 + Penalty 4013.902451 = -483517.015364 nChanged 89 SP:Iteration 5Q (470.380000 sec): 3 clusters Score: Raw -487586.268215 + Penalty 4013.902451 = -483572.365765 nChanged 70 SP:Iteration 6Q (470.400000 sec): 3 clusters Score: Raw -487629.348990 + Penalty 4013.902451 = -483615.446539 nChanged 56 SP:Iteration 7Q (470.410000 sec): 3 clusters Score: Raw -487660.932833 + Penalty 4013.902451 = -483647.030382 nChanged 48 SP:Iteration 8Q (470.430000 sec): 3 clusters Score: Raw -487683.948087 + Penalty 4013.902451 = -483670.045636 nChanged 42 SP:Iteration 9Q (470.450000 sec): 3 clusters Score: Raw -487704.163692 + Penalty 4013.902451 = -483690.261242 nChanged 33 SP:Iteration 10Q (470.460000 sec): 3 clusters Score: Raw -487721.999480 + Penalty 4013.902451 = -483708.097029 nChanged 34 SP:Iteration 11Q (470.480000 sec): 3 clusters Score: Raw -487742.179282 + Penalty 4013.902451 = -483728.276831 nChanged 32 SP:Iteration 12Q (470.490000 sec): 3 clusters Score: Raw -487761.575970 + Penalty 4013.902451 = -483747.673519 nChanged 26 SP:Iteration 13Q (470.510000 sec): 3 clusters Score: Raw -487774.627132 + Penalty 4013.902451 = -483760.724681 nChanged 29 SP:Iteration 14Q (470.530000 sec): 3 clusters Score: Raw -487790.551265 + Penalty 4013.902451 = -483776.648814 nChanged 21 SP:Iteration 15Q (470.540000 sec): 3 clusters Score: Raw -487801.483475 + Penalty 4013.902451 = -483787.581024 nChanged 23 SP:Iteration 16Q (470.560000 sec): 3 clusters Score: Raw -487814.509228 + Penalty 4013.902451 = -483800.606777 nChanged 19 SP:Iteration 17Q (470.570000 sec): 3 clusters Score: Raw -487828.437284 + Penalty 4013.902451 = -483814.534833 nChanged 23 SP:Iteration 18Q (470.590000 sec): 3 clusters Score: Raw -487842.764060 + Penalty 4013.902451 = -483828.861609 nChanged 20 SP:Iteration 19Q (470.610000 sec): 3 clusters Score: Raw -487851.361853 + Penalty 4013.902451 = -483837.459402 nChanged 14 SP:Iteration 20F (470.620000 sec): 3 clusters Score: Raw -487857.501920 + Penalty 4013.902451 = -483843.599469 nChanged 11 SP:Iteration 21Q (470.640000 sec): 3 clusters Score: Raw -487862.368390 + Penalty 4013.902451 = -483848.465939 nChanged 8 SP:Iteration 22Q (470.650000 sec): 3 clusters Score: Raw -487865.895202 + Penalty 4013.902451 = -483851.992751 nChanged 7 SP:Iteration 23Q (470.670000 sec): 3 clusters Score: Raw -487869.042644 + Penalty 4013.902451 = -483855.140193 nChanged 7 SP:Iteration 24Q (470.690000 sec): 3 clusters Score: Raw -487872.260319 + Penalty 4013.902451 = -483858.357868 nChanged 6 SP:Iteration 25Q (470.700000 sec): 3 clusters Score: Raw -487875.471557 + Penalty 4013.902451 = -483861.569106 nChanged 13 SP:Iteration 26Q (470.720000 sec): 3 clusters Score: Raw -487882.518263 + Penalty 4013.902451 = -483868.615812 nChanged 11 SP:Iteration 27Q (470.730000 sec): 3 clusters Score: Raw -487886.812222 + Penalty 4013.902451 = -483872.909771 nChanged 7 SP:Iteration 28Q (470.750000 sec): 3 clusters Score: Raw -487889.817869 + Penalty 4013.902451 = -483875.915418 nChanged 8 SP:Iteration 29Q (470.770000 sec): 3 clusters Score: Raw -487893.072063 + Penalty 4013.902451 = -483879.169612 nChanged 10 SP:Iteration 30Q (470.780000 sec): 3 clusters Score: Raw -487897.700623 + Penalty 4013.902451 = -483883.798173 nChanged 7 SP:Iteration 31Q (470.800000 sec): 3 clusters Score: Raw -487900.787398 + Penalty 4013.902451 = -483886.884947 nChanged 6 SP:Iteration 32Q (470.810000 sec): 3 clusters Score: Raw -487905.356870 + Penalty 4013.902451 = -483891.454419 nChanged 9 SP:Iteration 33Q (470.830000 sec): 3 clusters Score: Raw -487909.271940 + Penalty 4013.902451 = -483895.369489 nChanged 10 SP:Iteration 34Q (470.850000 sec): 3 clusters Score: Raw -487913.298907 + Penalty 4013.902451 = -483899.396456 nChanged 10 SP:Iteration 35Q (470.860000 sec): 3 clusters Score: Raw -487919.090800 + Penalty 4013.902451 = -483905.188349 nChanged 15 SP:Iteration 36Q (470.880000 sec): 3 clusters Score: Raw -487926.918191 + Penalty 4013.902451 = -483913.015741 nChanged 13 SP:Iteration 37Q (470.890000 sec): 3 clusters Score: Raw -487932.347957 + Penalty 4013.902451 = -483918.445506 nChanged 13 SP:Iteration 38Q (470.910000 sec): 3 clusters Score: Raw -487940.131385 + Penalty 4013.902451 = -483926.228934 nChanged 13 SP:Iteration 39Q (470.930000 sec): 3 clusters Score: Raw -487946.552970 + Penalty 4013.902451 = -483932.650520 nChanged 10 SP:Iteration 40F (470.940000 sec): 3 clusters Score: Raw -487952.373578 + Penalty 4013.902451 = -483938.471127 nChanged 15 SP:Iteration 41Q (470.960000 sec): 3 clusters Score: Raw -487960.695248 + Penalty 4013.902451 = -483946.792797 nChanged 14 SP:Iteration 42Q (470.970000 sec): 3 clusters Score: Raw -487967.164986 + Penalty 4013.902451 = -483953.262535 nChanged 10 SP:Iteration 43Q (470.990000 sec): 3 clusters Score: Raw -487971.909835 + Penalty 4013.902451 = -483958.007384 nChanged 10 SP:Iteration 44Q (471.010000 sec): 3 clusters Score: Raw -487976.589040 + Penalty 4013.902451 = -483962.686589 nChanged 10 SP:Iteration 45Q (471.020000 sec): 3 clusters Score: Raw -487981.817677 + Penalty 4013.902451 = -483967.915226 nChanged 9 SP:Iteration 46Q (471.040000 sec): 3 clusters Score: Raw -487985.440975 + Penalty 4013.902451 = -483971.538524 nChanged 9 SP:Iteration 47Q (471.050000 sec): 3 clusters Score: Raw -487989.689449 + Penalty 4013.902451 = -483975.786998 nChanged 8 SP:Iteration 48Q (471.070000 sec): 3 clusters Score: Raw -487994.262164 + Penalty 4013.902451 = -483980.359713 nChanged 12 SP:Iteration 49Q (471.090000 sec): 3 clusters Score: Raw -488001.004076 + Penalty 4013.902451 = -483987.101625 nChanged 11 SP:Iteration 50Q (471.100000 sec): 3 clusters Score: Raw -488005.488204 + Penalty 4013.902451 = -483991.585753 nChanged 8 SP:Iteration 51Q (471.110000 sec): 3 clusters Score: Raw -488009.348104 + Penalty 4013.902451 = -483995.445653 nChanged 12 SP:Iteration 52Q (471.130000 sec): 3 clusters Score: Raw -488014.697994 + Penalty 4013.902451 = -484000.795543 nChanged 17 SP:Iteration 53Q (471.150000 sec): 3 clusters Score: Raw -488024.501448 + Penalty 4013.902451 = -484010.598997 nChanged 17 SP:Iteration 54Q (471.160000 sec): 3 clusters Score: Raw -488032.631034 + Penalty 4013.902451 = -484018.728583 nChanged 12 SP:Iteration 55Q (471.180000 sec): 3 clusters Score: Raw -488038.085472 + Penalty 4013.902451 = -484024.183021 nChanged 9 SP:Iteration 56Q (471.190000 sec): 3 clusters Score: Raw -488042.465771 + Penalty 4013.902451 = -484028.563320 nChanged 9 SP:Iteration 57Q (471.210000 sec): 3 clusters Score: Raw -488046.658518 + Penalty 4013.902451 = -484032.756067 nChanged 9 SP:Iteration 58Q (471.230000 sec): 3 clusters Score: Raw -488052.164505 + Penalty 4013.902451 = -484038.262054 nChanged 14 SP:Iteration 59Q (471.240000 sec): 3 clusters Score: Raw -488062.861951 + Penalty 4013.902451 = -484048.959500 nChanged 19 SP:Iteration 60F (471.260000 sec): 3 clusters Score: Raw -488074.338623 + Penalty 4013.902451 = -484060.436172 nChanged 19 SP:Iteration 61Q (471.270000 sec): 3 clusters Score: Raw -488089.588104 + Penalty 4013.902451 = -484075.685653 nChanged 27 SP:Iteration 62Q (471.290000 sec): 3 clusters Score: Raw -488106.348541 + Penalty 4013.902451 = -484092.446090 nChanged 30 SP:Iteration 63Q (471.300000 sec): 3 clusters Score: Raw -488124.801525 + Penalty 4013.902451 = -484110.899074 nChanged 25 SP:Iteration 64Q (471.320000 sec): 3 clusters Score: Raw -488144.485598 + Penalty 4013.902451 = -484130.583147 nChanged 29 SP:Iteration 65Q (471.330000 sec): 3 clusters Score: Raw -488165.178739 + Penalty 4013.902451 = -484151.276288 nChanged 28 SP:Iteration 66Q (471.350000 sec): 3 clusters Score: Raw -488185.803064 + Penalty 4013.902451 = -484171.900613 nChanged 20 SP:Iteration 67Q (471.370000 sec): 3 clusters Score: Raw -488198.227310 + Penalty 4013.902451 = -484184.324859 nChanged 19 SP:Iteration 68Q (471.380000 sec): 3 clusters Score: Raw -488212.996297 + Penalty 4013.902451 = -484199.093846 nChanged 28 SP:Iteration 69Q (471.390000 sec): 3 clusters Score: Raw -488235.411315 + Penalty 4013.902451 = -484221.508864 nChanged 29 SP:Iteration 70Q (471.410000 sec): 3 clusters Score: Raw -488265.220651 + Penalty 4013.902451 = -484251.318200 nChanged 30 SP:Iteration 71Q (471.430000 sec): 3 clusters Score: Raw -488287.231547 + Penalty 4013.902451 = -484273.329096 nChanged 26 SP:Iteration 72Q (471.440000 sec): 3 clusters Score: Raw -488311.203952 + Penalty 4013.902451 = -484297.301501 nChanged 26 SP:Iteration 73Q (471.460000 sec): 3 clusters Score: Raw -488331.510716 + Penalty 4013.902451 = -484317.608265 nChanged 29 SP:Iteration 74Q (471.470000 sec): 3 clusters Score: Raw -488357.361115 + Penalty 4013.902451 = -484343.458664 nChanged 27 SP:Iteration 75Q (471.490000 sec): 3 clusters Score: Raw -488383.691198 + Penalty 4013.902451 = -484369.788747 nChanged 37 SP:Iteration 76Q (471.500000 sec): 3 clusters Score: Raw -488411.966232 + Penalty 4013.902451 = -484398.063781 nChanged 38 SP:Iteration 77Q (471.510000 sec): 3 clusters Score: Raw -488445.733690 + Penalty 4013.902451 = -484431.831239 nChanged 35 SP:Iteration 78Q (471.530000 sec): 3 clusters Score: Raw -488473.479179 + Penalty 4013.902451 = -484459.576728 nChanged 34 SP:Iteration 79Q (471.550000 sec): 3 clusters Score: Raw -488501.109936 + Penalty 4013.902451 = -484487.207485 nChanged 28 SP:Iteration 80F (471.560000 sec): 3 clusters Score: Raw -488528.687622 + Penalty 4013.902451 = -484514.785172 nChanged 27 SP:Iteration 81Q (471.570000 sec): 3 clusters Score: Raw -488550.025177 + Penalty 4013.902451 = -484536.122726 nChanged 23 SP:Iteration 82Q (471.590000 sec): 3 clusters Score: Raw -488568.148544 + Penalty 4013.902451 = -484554.246093 nChanged 25 SP:Iteration 83Q (471.610000 sec): 3 clusters Score: Raw -488586.328879 + Penalty 4013.902451 = -484572.426428 nChanged 13 SP:Iteration 84Q (471.620000 sec): 3 clusters Score: Raw -488596.655799 + Penalty 4013.902451 = -484582.753348 nChanged 10 SP:Iteration 85Q (471.630000 sec): 3 clusters Score: Raw -488604.790185 + Penalty 4013.902451 = -484590.887735 nChanged 10 SP:Iteration 86Q (471.650000 sec): 3 clusters Score: Raw -488611.183796 + Penalty 4013.902451 = -484597.281345 nChanged 6 SP:Iteration 87Q (471.660000 sec): 3 clusters Score: Raw -488614.339912 + Penalty 4013.902451 = -484600.437461 nChanged 3 SP:Iteration 88Q (471.670000 sec): 3 clusters Score: Raw -488616.852713 + Penalty 4013.902451 = -484602.950262 nChanged 3 SP:Iteration 89Q (471.690000 sec): 3 clusters Score: Raw -488619.481126 + Penalty 4013.902451 = -484605.578675 nChanged 3 SP:Iteration 90Q (471.710000 sec): 3 clusters Score: Raw -488621.406359 + Penalty 4013.902451 = -484607.503908 nChanged 2 SP:Iteration 91Q (471.720000 sec): 3 clusters Score: Raw -488621.863663 + Penalty 4013.902451 = -484607.961212 nChanged 0 SP:Iteration 92F (471.730000 sec): 3 clusters Score: Raw -488621.863663 + Penalty 4013.902451 = -484607.961212 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (3864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.750000 sec): 2 clusters Score: Raw -583299.146504 + Penalty 2048.345632 = -581250.800872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.770000 sec): 3 clusters Score: Raw -581581.470464 + Penalty 4096.691265 = -577484.779199 nChanged 1432 SP:Iteration 1F (471.790000 sec): 3 clusters Score: Raw -582439.711246 + Penalty 4096.691265 = -578343.019981 nChanged 307 SP:Iteration 2F (471.810000 sec): 3 clusters Score: Raw -582645.455494 + Penalty 4096.691265 = -578548.764229 nChanged 208 SP:Iteration 3F (471.830000 sec): 3 clusters Score: Raw -582818.377234 + Penalty 4096.691265 = -578721.685969 nChanged 199 SP:Iteration 4F (471.850000 sec): 3 clusters Score: Raw -583038.953327 + Penalty 4096.691265 = -578942.262062 nChanged 236 SP:Iteration 5F (471.870000 sec): 3 clusters Score: Raw -583386.100392 + Penalty 4096.691265 = -579289.409127 nChanged 289 SP:Iteration 6F (471.890000 sec): 3 clusters Score: Raw -583871.730857 + Penalty 4096.691265 = -579775.039592 nChanged 289 SP:Iteration 7F (471.910000 sec): 3 clusters Score: Raw -584381.991888 + Penalty 4096.691265 = -580285.300623 nChanged 287 SP:Iteration 8F (471.930000 sec): 3 clusters Score: Raw -584964.690497 + Penalty 4096.691265 = -580867.999232 nChanged 228 SP:Iteration 9F (471.950000 sec): 3 clusters Score: Raw -585406.665989 + Penalty 4096.691265 = -581309.974725 nChanged 150 SP:Iteration 10Q (471.960000 sec): 3 clusters Score: Raw -585702.705360 + Penalty 4096.691265 = -581606.014095 nChanged 91 SP:Iteration 11Q (471.980000 sec): 3 clusters Score: Raw -585855.458024 + Penalty 4096.691265 = -581758.766759 nChanged 57 SP:Iteration 12Q (471.990000 sec): 3 clusters Score: Raw -585909.319532 + Penalty 4096.691265 = -581812.628267 nChanged 40 SP:Iteration 13Q (472.010000 sec): 3 clusters Score: Raw -585943.615887 + Penalty 4096.691265 = -581846.924622 nChanged 27 SP:Iteration 14Q (472.020000 sec): 3 clusters Score: Raw -585960.287091 + Penalty 4096.691265 = -581863.595826 nChanged 13 SP:Iteration 15Q (472.040000 sec): 3 clusters Score: Raw -585969.430150 + Penalty 4096.691265 = -581872.738885 nChanged 17 SP:Iteration 16Q (472.050000 sec): 3 clusters Score: Raw -585984.303143 + Penalty 4096.691265 = -581887.611878 nChanged 20 SP:Iteration 17Q (472.070000 sec): 3 clusters Score: Raw -585996.575089 + Penalty 4096.691265 = -581899.883824 nChanged 11 SP:Iteration 18Q (472.080000 sec): 3 clusters Score: Raw -586005.191544 + Penalty 4096.691265 = -581908.500279 nChanged 8 SP:Iteration 19Q (472.090000 sec): 3 clusters Score: Raw -586009.918422 + Penalty 4096.691265 = -581913.227157 nChanged 7 SP:Iteration 20F (472.110000 sec): 3 clusters Score: Raw -586012.384801 + Penalty 4096.691265 = -581915.693536 nChanged 4 SP:Iteration 21Q (472.130000 sec): 3 clusters Score: Raw -586014.374115 + Penalty 4096.691265 = -581917.682850 nChanged 3 SP:Iteration 22Q (472.150000 sec): 3 clusters Score: Raw -586015.464547 + Penalty 4096.691265 = -581918.773282 nChanged 2 SP:Iteration 23Q (472.160000 sec): 3 clusters Score: Raw -586016.337387 + Penalty 4096.691265 = -581919.646122 nChanged 3 SP:Iteration 24Q (472.170000 sec): 3 clusters Score: Raw -586018.009583 + Penalty 4096.691265 = -581921.318318 nChanged 3 SP:Iteration 25Q (472.190000 sec): 3 clusters Score: Raw -586019.611973 + Penalty 4096.691265 = -581922.920708 nChanged 3 SP:Iteration 26Q (472.210000 sec): 3 clusters Score: Raw -586022.055974 + Penalty 4096.691265 = -581925.364709 nChanged 4 SP:Iteration 27Q (472.220000 sec): 3 clusters Score: Raw -586023.635827 + Penalty 4096.691265 = -581926.944562 nChanged 5 SP:Iteration 28Q (472.240000 sec): 3 clusters Score: Raw -586025.408505 + Penalty 4096.691265 = -581928.717240 nChanged 6 SP:Iteration 29Q (472.250000 sec): 3 clusters Score: Raw -586027.425314 + Penalty 4096.691265 = -581930.734049 nChanged 6 SP:Iteration 30Q (472.270000 sec): 3 clusters Score: Raw -586029.724163 + Penalty 4096.691265 = -581933.032898 nChanged 0 SP:Iteration 31F (472.290000 sec): 3 clusters Score: Raw -586029.724163 + Penalty 4096.691265 = -581933.032898 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 4.92 GB. Trying to split cluster 17 (2637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.300000 sec): 2 clusters Score: Raw -404249.796617 + Penalty 1953.594502 = -402296.202115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.310000 sec): 3 clusters Score: Raw -403181.700555 + Penalty 3907.189004 = -399274.511551 nChanged 876 SP:Iteration 1F (472.330000 sec): 3 clusters Score: Raw -403800.666256 + Penalty 3907.189004 = -399893.477251 nChanged 235 SP:Iteration 2F (472.340000 sec): 3 clusters Score: Raw -404010.608754 + Penalty 3907.189004 = -400103.419750 nChanged 146 SP:Iteration 3F (472.350000 sec): 3 clusters Score: Raw -404143.826620 + Penalty 3907.189004 = -400236.637615 nChanged 129 SP:Iteration 4Q (472.370000 sec): 3 clusters Score: Raw -404305.028597 + Penalty 3907.189004 = -400397.839593 nChanged 129 SP:Iteration 5Q (472.380000 sec): 3 clusters Score: Raw -404489.034620 + Penalty 3907.189004 = -400581.845616 nChanged 145 SP:Iteration 6F (472.390000 sec): 3 clusters Score: Raw -404724.662126 + Penalty 3907.189004 = -400817.473122 nChanged 139 SP:Iteration 7F (472.410000 sec): 3 clusters Score: Raw -404929.028284 + Penalty 3907.189004 = -401021.839279 nChanged 109 SP:Iteration 8Q (472.420000 sec): 3 clusters Score: Raw -405089.203353 + Penalty 3907.189004 = -401182.014348 nChanged 93 SP:Iteration 9Q (472.430000 sec): 3 clusters Score: Raw -405213.564279 + Penalty 3907.189004 = -401306.375274 nChanged 65 SP:Iteration 10Q (472.440000 sec): 3 clusters Score: Raw -405341.661629 + Penalty 3907.189004 = -401434.472625 nChanged 70 SP:Iteration 11Q (472.450000 sec): 3 clusters Score: Raw -405523.103339 + Penalty 3907.189004 = -401615.914334 nChanged 60 SP:Iteration 12Q (472.470000 sec): 3 clusters Score: Raw -405652.769377 + Penalty 3907.189004 = -401745.580373 nChanged 62 SP:Iteration 13Q (472.480000 sec): 3 clusters Score: Raw -405747.148264 + Penalty 3907.189004 = -401839.959260 nChanged 37 SP:Iteration 14Q (472.490000 sec): 3 clusters Score: Raw -405797.237151 + Penalty 3907.189004 = -401890.048146 nChanged 30 SP:Iteration 15Q (472.500000 sec): 3 clusters Score: Raw -405829.538228 + Penalty 3907.189004 = -401922.349223 nChanged 17 SP:Iteration 16Q (472.510000 sec): 3 clusters Score: Raw -405842.972578 + Penalty 3907.189004 = -401935.783574 nChanged 6 SP:Iteration 17Q (472.520000 sec): 3 clusters Score: Raw -405846.767458 + Penalty 3907.189004 = -401939.578453 nChanged 2 SP:Iteration 18Q (472.530000 sec): 3 clusters Score: Raw -405848.497336 + Penalty 3907.189004 = -401941.308332 nChanged 5 SP:Iteration 19Q (472.540000 sec): 3 clusters Score: Raw -405851.754779 + Penalty 3907.189004 = -401944.565774 nChanged 3 SP:Iteration 20F (472.550000 sec): 3 clusters Score: Raw -405853.255468 + Penalty 3907.189004 = -401946.066464 nChanged 1 SP:Iteration 21Q (472.560000 sec): 3 clusters Score: Raw -405853.995155 + Penalty 3907.189004 = -401946.806151 nChanged 0 SP:Iteration 22F (472.580000 sec): 3 clusters Score: Raw -405853.995155 + Penalty 3907.189004 = -401946.806151 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (23978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.680000 sec): 2 clusters Score: Raw -3764506.471269 + Penalty 2501.053222 = -3762005.418047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.800000 sec): 3 clusters Score: Raw -3750329.235039 + Penalty 5002.106443 = -3745327.128596 nChanged 10705 SP:Iteration 1F (472.920000 sec): 3 clusters Score: Raw -3756384.594479 + Penalty 5002.106443 = -3751382.488036 nChanged 1350 SP:Iteration 2F (473.040000 sec): 3 clusters Score: Raw -3757012.135754 + Penalty 5002.106443 = -3752010.029311 nChanged 1334 SP:Iteration 3F (473.160000 sec): 3 clusters Score: Raw -3757728.453949 + Penalty 5002.106443 = -3752726.347506 nChanged 1344 SP:Iteration 4F (473.280000 sec): 3 clusters Score: Raw -3758569.917917 + Penalty 5002.106443 = -3753567.811474 nChanged 1477 SP:Iteration 5F (473.400000 sec): 3 clusters Score: Raw -3759515.525820 + Penalty 5002.106443 = -3754513.419377 nChanged 1423 SP:Iteration 6F (473.520000 sec): 3 clusters Score: Raw -3760402.837198 + Penalty 5002.106443 = -3755400.730755 nChanged 1308 SP:Iteration 7F (473.640000 sec): 3 clusters Score: Raw -3761100.887340 + Penalty 5002.106443 = -3756098.780897 nChanged 1102 SP:Iteration 8Q (473.760000 sec): 3 clusters Score: Raw -3761587.902929 + Penalty 5002.106443 = -3756585.796485 nChanged 854 SP:Iteration 9Q (473.880000 sec): 3 clusters Score: Raw -3761899.359837 + Penalty 5002.106443 = -3756897.253394 nChanged 629 SP:Iteration 10Q (474.000000 sec): 3 clusters Score: Raw -3762100.295215 + Penalty 5002.106443 = -3757098.188772 nChanged 499 SP:Iteration 11Q (474.120000 sec): 3 clusters Score: Raw -3762242.989863 + Penalty 5002.106443 = -3757240.883420 nChanged 393 SP:Iteration 12Q (474.240000 sec): 3 clusters Score: Raw -3762333.377898 + Penalty 5002.106443 = -3757331.271455 nChanged 322 SP:Iteration 13Q (474.360000 sec): 3 clusters Score: Raw -3762412.741212 + Penalty 5002.106443 = -3757410.634769 nChanged 281 SP:Iteration 14Q (474.480000 sec): 3 clusters Score: Raw -3762468.594541 + Penalty 5002.106443 = -3757466.488098 nChanged 231 SP:Iteration 15Q (474.590000 sec): 3 clusters Score: Raw -3762514.561738 + Penalty 5002.106443 = -3757512.455295 nChanged 210 SP:Iteration 16Q (474.710000 sec): 3 clusters Score: Raw -3762556.099450 + Penalty 5002.106443 = -3757553.993007 nChanged 215 SP:Iteration 17Q (474.830000 sec): 3 clusters Score: Raw -3762594.964633 + Penalty 5002.106443 = -3757592.858190 nChanged 208 SP:Iteration 18Q (474.950000 sec): 3 clusters Score: Raw -3762630.850025 + Penalty 5002.106443 = -3757628.743582 nChanged 185 SP:Iteration 19Q (475.070000 sec): 3 clusters Score: Raw -3762661.559037 + Penalty 5002.106443 = -3757659.452594 nChanged 184 SP:Iteration 20F (475.190000 sec): 3 clusters Score: Raw -3762694.271040 + Penalty 5002.106443 = -3757692.164597 nChanged 190 SP:Iteration 21Q (475.310000 sec): 3 clusters Score: Raw -3762726.279054 + Penalty 5002.106443 = -3757724.172611 nChanged 192 SP:Iteration 22Q (475.420000 sec): 3 clusters Score: Raw -3762759.555323 + Penalty 5002.106443 = -3757757.448880 nChanged 202 SP:Iteration 23Q (475.540000 sec): 3 clusters Score: Raw -3762794.336433 + Penalty 5002.106443 = -3757792.229990 nChanged 232 SP:Iteration 24Q (475.650000 sec): 3 clusters Score: Raw -3762838.592722 + Penalty 5002.106443 = -3757836.486279 nChanged 250 SP:Iteration 25Q (475.770000 sec): 3 clusters Score: Raw -3762885.241988 + Penalty 5002.106443 = -3757883.135545 nChanged 226 SP:Iteration 26Q (475.890000 sec): 3 clusters Score: Raw -3762925.877489 + Penalty 5002.106443 = -3757923.771046 nChanged 238 SP:Iteration 27Q (476.000000 sec): 3 clusters Score: Raw -3762970.628716 + Penalty 5002.106443 = -3757968.522273 nChanged 245 SP:Iteration 28Q (476.120000 sec): 3 clusters Score: Raw -3763020.398207 + Penalty 5002.106443 = -3758018.291764 nChanged 260 SP:Iteration 29Q (476.230000 sec): 3 clusters Score: Raw -3763076.723760 + Penalty 5002.106443 = -3758074.617317 nChanged 285 SP:Iteration 30Q (476.340000 sec): 3 clusters Score: Raw -3763139.538207 + Penalty 5002.106443 = -3758137.431764 nChanged 295 SP:Iteration 31Q (476.460000 sec): 3 clusters Score: Raw -3763212.494141 + Penalty 5002.106443 = -3758210.387698 nChanged 340 SP:Iteration 32Q (476.570000 sec): 3 clusters Score: Raw -3763297.978199 + Penalty 5002.106443 = -3758295.871756 nChanged 330 SP:Iteration 33Q (476.680000 sec): 3 clusters Score: Raw -3763377.297395 + Penalty 5002.106443 = -3758375.190952 nChanged 303 SP:Iteration 34Q (476.790000 sec): 3 clusters Score: Raw -3763450.525247 + Penalty 5002.106443 = -3758448.418804 nChanged 337 SP:Iteration 35Q (476.900000 sec): 3 clusters Score: Raw -3763545.335782 + Penalty 5002.106443 = -3758543.229339 nChanged 355 SP:Iteration 36Q (477.010000 sec): 3 clusters Score: Raw -3763650.541315 + Penalty 5002.106443 = -3758648.434872 nChanged 345 SP:Iteration 37Q (477.120000 sec): 3 clusters Score: Raw -3763745.866945 + Penalty 5002.106443 = -3758743.760502 nChanged 298 SP:Iteration 38Q (477.230000 sec): 3 clusters Score: Raw -3763831.719644 + Penalty 5002.106443 = -3758829.613201 nChanged 312 SP:Iteration 39Q (477.340000 sec): 3 clusters Score: Raw -3763924.850977 + Penalty 5002.106443 = -3758922.744534 nChanged 307 SP:Iteration 40F (477.460000 sec): 3 clusters Score: Raw -3764018.580400 + Penalty 5002.106443 = -3759016.473956 nChanged 271 SP:Iteration 41Q (477.560000 sec): 3 clusters Score: Raw -3764101.591014 + Penalty 5002.106443 = -3759099.484571 nChanged 245 SP:Iteration 42Q (477.670000 sec): 3 clusters Score: Raw -3764180.199355 + Penalty 5002.106443 = -3759178.092912 nChanged 244 SP:Iteration 43Q (477.770000 sec): 3 clusters Score: Raw -3764258.872446 + Penalty 5002.106443 = -3759256.766003 nChanged 224 SP:Iteration 44Q (477.870000 sec): 3 clusters Score: Raw -3764336.779949 + Penalty 5002.106443 = -3759334.673506 nChanged 230 SP:Iteration 45Q (477.970000 sec): 3 clusters Score: Raw -3764419.714615 + Penalty 5002.106443 = -3759417.608172 nChanged 220 SP:Iteration 46Q (478.080000 sec): 3 clusters Score: Raw -3764501.561427 + Penalty 5002.106443 = -3759499.454984 nChanged 183 SP:Iteration 47Q (478.180000 sec): 3 clusters Score: Raw -3764566.358389 + Penalty 5002.106443 = -3759564.251946 nChanged 160 SP:Iteration 48Q (478.270000 sec): 3 clusters Score: Raw -3764619.663222 + Penalty 5002.106443 = -3759617.556779 nChanged 114 SP:Iteration 49Q (478.370000 sec): 3 clusters Score: Raw -3764655.431902 + Penalty 5002.106443 = -3759653.325459 nChanged 104 SP:Iteration 50Q (478.470000 sec): 3 clusters Score: Raw -3764691.534258 + Penalty 5002.106443 = -3759689.427815 nChanged 95 SP:Iteration 51Q (478.570000 sec): 3 clusters Score: Raw -3764725.358925 + Penalty 5002.106443 = -3759723.252482 nChanged 80 SP:Iteration 52Q (478.670000 sec): 3 clusters Score: Raw -3764755.022565 + Penalty 5002.106443 = -3759752.916122 nChanged 74 SP:Iteration 53Q (478.760000 sec): 3 clusters Score: Raw -3764779.860010 + Penalty 5002.106443 = -3759777.753567 nChanged 63 SP:Iteration 54Q (478.860000 sec): 3 clusters Score: Raw -3764798.970018 + Penalty 5002.106443 = -3759796.863575 nChanged 52 SP:Iteration 55Q (478.950000 sec): 3 clusters Score: Raw -3764813.165919 + Penalty 5002.106443 = -3759811.059476 nChanged 37 SP:Iteration 56Q (479.050000 sec): 3 clusters Score: Raw -3764824.049074 + Penalty 5002.106443 = -3759821.942631 nChanged 41 SP:Iteration 57Q (479.150000 sec): 3 clusters Score: Raw -3764837.129690 + Penalty 5002.106443 = -3759835.023247 nChanged 50 SP:Iteration 58Q (479.240000 sec): 3 clusters Score: Raw -3764858.912228 + Penalty 5002.106443 = -3759856.805785 nChanged 53 SP:Iteration 59Q (479.330000 sec): 3 clusters Score: Raw -3764877.878627 + Penalty 5002.106443 = -3759875.772184 nChanged 58 SP:Iteration 60F (479.450000 sec): 3 clusters Score: Raw -3764897.733555 + Penalty 5002.106443 = -3759895.627112 nChanged 35 SP:Iteration 61Q (479.550000 sec): 3 clusters Score: Raw -3764908.560713 + Penalty 5002.106443 = -3759906.454270 nChanged 40 SP:Iteration 62Q (479.640000 sec): 3 clusters Score: Raw -3764921.813712 + Penalty 5002.106443 = -3759919.707269 nChanged 31 SP:Iteration 63Q (479.740000 sec): 3 clusters Score: Raw -3764935.198533 + Penalty 5002.106443 = -3759933.092090 nChanged 40 SP:Iteration 64Q (479.830000 sec): 3 clusters Score: Raw -3764947.822825 + Penalty 5002.106443 = -3759945.716382 nChanged 25 SP:Iteration 65Q (479.920000 sec): 3 clusters Score: Raw -3764957.182536 + Penalty 5002.106443 = -3759955.076093 nChanged 29 SP:Iteration 66Q (480.020000 sec): 3 clusters Score: Raw -3764966.737414 + Penalty 5002.106443 = -3759964.630971 nChanged 23 SP:Iteration 67Q (480.110000 sec): 3 clusters Score: Raw -3764974.604164 + Penalty 5002.106443 = -3759972.497721 nChanged 24 SP:Iteration 68Q (480.200000 sec): 3 clusters Score: Raw -3764984.347219 + Penalty 5002.106443 = -3759982.240776 nChanged 37 SP:Iteration 69Q (480.300000 sec): 3 clusters Score: Raw -3765000.533884 + Penalty 5002.106443 = -3759998.427441 nChanged 24 SP:Iteration 70Q (480.390000 sec): 3 clusters Score: Raw -3765011.195085 + Penalty 5002.106443 = -3760009.088642 nChanged 28 SP:Iteration 71Q (480.480000 sec): 3 clusters Score: Raw -3765022.415093 + Penalty 5002.106443 = -3760020.308650 nChanged 18 SP:Iteration 72Q (480.570000 sec): 3 clusters Score: Raw -3765027.971385 + Penalty 5002.106443 = -3760025.864942 nChanged 10 SP:Iteration 73Q (480.670000 sec): 3 clusters Score: Raw -3765031.621323 + Penalty 5002.106443 = -3760029.514880 nChanged 9 SP:Iteration 74Q (480.760000 sec): 3 clusters Score: Raw -3765035.102046 + Penalty 5002.106443 = -3760032.995603 nChanged 11 SP:Iteration 75Q (480.850000 sec): 3 clusters Score: Raw -3765038.566477 + Penalty 5002.106443 = -3760036.460034 nChanged 12 SP:Iteration 76Q (480.940000 sec): 3 clusters Score: Raw -3765043.056281 + Penalty 5002.106443 = -3760040.949838 nChanged 9 SP:Iteration 77Q (481.030000 sec): 3 clusters Score: Raw -3765046.089120 + Penalty 5002.106443 = -3760043.982677 nChanged 11 SP:Iteration 78Q (481.120000 sec): 3 clusters Score: Raw -3765049.774520 + Penalty 5002.106443 = -3760047.668077 nChanged 14 SP:Iteration 79Q (481.210000 sec): 3 clusters Score: Raw -3765054.405888 + Penalty 5002.106443 = -3760052.299445 nChanged 13 SP:Iteration 80F (481.330000 sec): 3 clusters Score: Raw -3765059.214265 + Penalty 5002.106443 = -3760057.107822 nChanged 12 SP:Iteration 81Q (481.430000 sec): 3 clusters Score: Raw -3765063.717273 + Penalty 5002.106443 = -3760061.610830 nChanged 8 SP:Iteration 82Q (481.510000 sec): 3 clusters Score: Raw -3765067.646354 + Penalty 5002.106443 = -3760065.539911 nChanged 15 SP:Iteration 83Q (481.610000 sec): 3 clusters Score: Raw -3765073.102557 + Penalty 5002.106443 = -3760070.996114 nChanged 11 SP:Iteration 84Q (481.700000 sec): 3 clusters Score: Raw -3765077.110213 + Penalty 5002.106443 = -3760075.003770 nChanged 11 SP:Iteration 85Q (481.790000 sec): 3 clusters Score: Raw -3765080.465150 + Penalty 5002.106443 = -3760078.358707 nChanged 15 SP:Iteration 86Q (481.890000 sec): 3 clusters Score: Raw -3765084.618130 + Penalty 5002.106443 = -3760082.511687 nChanged 8 SP:Iteration 87Q (481.980000 sec): 3 clusters Score: Raw -3765087.577509 + Penalty 5002.106443 = -3760085.471066 nChanged 7 SP:Iteration 88Q (482.070000 sec): 3 clusters Score: Raw -3765089.767024 + Penalty 5002.106443 = -3760087.660581 nChanged 10 SP:Iteration 89Q (482.170000 sec): 3 clusters Score: Raw -3765093.619395 + Penalty 5002.106443 = -3760091.512952 nChanged 7 SP:Iteration 90Q (482.260000 sec): 3 clusters Score: Raw -3765095.983669 + Penalty 5002.106443 = -3760093.877225 nChanged 6 SP:Iteration 91Q (482.350000 sec): 3 clusters Score: Raw -3765098.487965 + Penalty 5002.106443 = -3760096.381522 nChanged 7 SP:Iteration 92Q (482.440000 sec): 3 clusters Score: Raw -3765100.631987 + Penalty 5002.106443 = -3760098.525544 nChanged 6 SP:Iteration 93Q (482.530000 sec): 3 clusters Score: Raw -3765102.847039 + Penalty 5002.106443 = -3760100.740595 nChanged 7 SP:Iteration 94Q (482.630000 sec): 3 clusters Score: Raw -3765107.414232 + Penalty 5002.106443 = -3760105.307789 nChanged 9 SP:Iteration 95Q (482.720000 sec): 3 clusters Score: Raw -3765112.749155 + Penalty 5002.106443 = -3760110.642711 nChanged 6 SP:Iteration 96Q (482.810000 sec): 3 clusters Score: Raw -3765115.438885 + Penalty 5002.106443 = -3760113.332442 nChanged 3 SP:Iteration 97Q (482.900000 sec): 3 clusters Score: Raw -3765116.746203 + Penalty 5002.106443 = -3760114.639760 nChanged 2 SP:Iteration 98Q (482.990000 sec): 3 clusters Score: Raw -3765117.362716 + Penalty 5002.106443 = -3760115.256273 nChanged 1 SP:Iteration 99Q (483.090000 sec): 3 clusters Score: Raw -3765117.654995 + Penalty 5002.106443 = -3760115.548552 nChanged 3 SP:Iteration 100F (483.210000 sec): 3 clusters Score: Raw -3765118.616882 + Penalty 5002.106443 = -3760116.510439 nChanged 3 SP:Iteration 101Q (483.300000 sec): 3 clusters Score: Raw -3765119.216317 + Penalty 5002.106443 = -3760117.109874 nChanged 2 SP:Iteration 102Q (483.390000 sec): 3 clusters Score: Raw -3765119.927586 + Penalty 5002.106443 = -3760117.821143 nChanged 3 SP:Iteration 103Q (483.480000 sec): 3 clusters Score: Raw -3765120.679177 + Penalty 5002.106443 = -3760118.572734 nChanged 2 SP:Iteration 104Q (483.570000 sec): 3 clusters Score: Raw -3765121.396743 + Penalty 5002.106443 = -3760119.290300 nChanged 1 SP:Iteration 105Q (483.660000 sec): 3 clusters Score: Raw -3765121.588569 + Penalty 5002.106443 = -3760119.482126 nChanged 1 SP:Iteration 106Q (483.750000 sec): 3 clusters Score: Raw -3765121.738429 + Penalty 5002.106443 = -3760119.631986 nChanged 0 SP:Iteration 107F (483.870000 sec): 3 clusters Score: Raw -3765121.738429 + Penalty 5002.106443 = -3760119.631986 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (2772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.900000 sec): 2 clusters Score: Raw -377906.252825 + Penalty 1965.976441 = -375940.276383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.910000 sec): 3 clusters Score: Raw -377537.674319 + Penalty 3931.952883 = -373605.721436 nChanged 1170 SP:Iteration 1F (483.930000 sec): 3 clusters Score: Raw -381905.981728 + Penalty 3931.952883 = -377974.028845 nChanged 550 SP:Iteration 2F (483.940000 sec): 3 clusters Score: Raw -386622.073312 + Penalty 3931.952883 = -382690.120429 nChanged 221 SP:Iteration 3F (483.960000 sec): 3 clusters Score: Raw -387841.109420 + Penalty 3931.952883 = -383909.156538 nChanged 66 SP:Iteration 4Q (483.970000 sec): 3 clusters Score: Raw -388025.828156 + Penalty 3931.952883 = -384093.875273 nChanged 20 SP:Iteration 5Q (483.980000 sec): 3 clusters Score: Raw -388079.181894 + Penalty 3931.952883 = -384147.229011 nChanged 7 SP:Iteration 6Q (483.990000 sec): 3 clusters Score: Raw -388104.944805 + Penalty 3931.952883 = -384172.991923 nChanged 4 SP:Iteration 7Q (484.000000 sec): 3 clusters Score: Raw -388111.476082 + Penalty 3931.952883 = -384179.523200 nChanged 4 SP:Iteration 8Q (484.010000 sec): 3 clusters Score: Raw -388113.925704 + Penalty 3931.952883 = -384181.972821 nChanged 2 SP:Iteration 9Q (484.020000 sec): 3 clusters Score: Raw -388114.955376 + Penalty 3931.952883 = -384183.002493 nChanged 0 SP:Iteration 10F (484.030000 sec): 3 clusters Score: Raw -388114.955376 + Penalty 3931.952883 = -384183.002493 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Iteration 20F (516.330000 sec): 28 clusters Score: Raw -98982662.676068 + Penalty 89629.573294 = -98893033.102774 nChanged 16206 Iteration 21Q (525.330000 sec): 28 clusters Score: Raw -98993456.439161 + Penalty 89629.573294 = -98903826.865866 nChanged 8654 Iteration 22Q (533.990000 sec): 28 clusters Score: Raw -98996431.711903 + Penalty 89629.573294 = -98906802.138608 nChanged 6085 Iteration 23Q (542.540000 sec): 28 clusters Score: Raw -98998201.496755 + Penalty 89629.573294 = -98908571.923461 nChanged 4841 Iteration 24Q (551.020000 sec): 28 clusters Score: Raw -98999364.477908 + Penalty 89629.573294 = -98909734.904614 nChanged 3993 Iteration 25Q (559.460000 sec): 28 clusters Score: Raw -99000179.296348 + Penalty 89629.573294 = -98910549.723053 nChanged 3505 Iteration 26Q (567.860000 sec): 28 clusters Score: Raw -99000736.864895 + Penalty 89629.573294 = -98911107.291601 nChanged 3215 Iteration 27Q (576.230000 sec): 28 clusters Score: Raw -99001180.410385 + Penalty 89629.573294 = -98911550.837090 nChanged 3039 Iteration 28Q (584.590000 sec): 28 clusters Score: Raw -99001567.064467 + Penalty 89629.573294 = -98911937.491173 nChanged 2985 Iteration 29Q (592.920000 sec): 28 clusters Score: Raw -99001924.320388 + Penalty 89629.573294 = -98912294.747094 nChanged 2850 Iteration 30Q (601.250000 sec): 28 clusters Score: Raw -99002247.971711 + Penalty 89629.573294 = -98912618.398416 nChanged 2882 Iteration 31Q (609.580000 sec): 28 clusters Score: Raw -99002572.722821 + Penalty 89629.573294 = -98912943.149526 nChanged 2992 Iteration 32Q (617.900000 sec): 28 clusters Score: Raw -99002937.809206 + Penalty 89629.573294 = -98913308.235912 nChanged 3196 Iteration 33Q (626.260000 sec): 28 clusters Score: Raw -99003341.424256 + Penalty 89629.573294 = -98913711.850962 nChanged 3398 Iteration 34Q (634.600000 sec): 28 clusters Score: Raw -99003781.335354 + Penalty 89629.573294 = -98914151.762060 nChanged 3563 Iteration 35Q (642.930000 sec): 28 clusters Score: Raw -99004279.697155 + Penalty 89629.573294 = -98914650.123861 nChanged 3756 Iteration 36Q (651.300000 sec): 28 clusters Score: Raw -99004835.605975 + Penalty 89629.573294 = -98915206.032681 nChanged 4041 Iteration 37Q (659.690000 sec): 28 clusters Score: Raw -99005479.685876 + Penalty 89629.573294 = -98915850.112582 nChanged 4223 Iteration 38Q (668.090000 sec): 28 clusters Score: Raw -99006214.911152 + Penalty 89629.573294 = -98916585.337858 nChanged 4557 Iteration 39Q (676.500000 sec): 28 clusters Score: Raw -99007069.517573 + Penalty 89629.573294 = -98917439.944279 nChanged 4919 Iteration 40F (708.870000 sec): 28 clusters Score: Raw -99010072.540632 + Penalty 89629.573294 = -98920442.967337 nChanged 5349 Iteration 41Q (717.590000 sec): 28 clusters Score: Raw -99013253.645600 + Penalty 89629.573294 = -98923624.072305 nChanged 5549 Iteration 42Q (726.270000 sec): 28 clusters Score: Raw -99014726.382512 + Penalty 89629.573294 = -98925096.809218 nChanged 5572 Iteration 43Q (734.950000 sec): 28 clusters Score: Raw -99016155.978663 + Penalty 89629.573294 = -98926526.405369 nChanged 5571 Iteration 44Q (743.600000 sec): 28 clusters Score: Raw -99017600.444336 + Penalty 89629.573294 = -98927970.871042 nChanged 5535 Iteration 45Q (752.240000 sec): 28 clusters Score: Raw -99019038.112349 + Penalty 89629.573294 = -98929408.539055 nChanged 5436 Iteration 46Q (760.860000 sec): 28 clusters Score: Raw -99020446.204998 + Penalty 89629.573294 = -98930816.631704 nChanged 5216 Iteration 47Q (769.450000 sec): 28 clusters Score: Raw -99021761.518342 + Penalty 89629.573294 = -98932131.945048 nChanged 4960 Iteration 48Q (777.970000 sec): 28 clusters Score: Raw -99022986.414583 + Penalty 89629.573294 = -98933356.841288 nChanged 4675 Iteration 49Q (786.470000 sec): 28 clusters Score: Raw -99024134.276258 + Penalty 89629.573294 = -98934504.702964 nChanged 4364 Iteration 50Q (794.930000 sec): 28 clusters Score: Raw -99025179.366521 + Penalty 89629.573294 = -98935549.793226 nChanged 4082 Iteration 51Q (803.370000 sec): 28 clusters Score: Raw -99026130.803967 + Penalty 89629.573294 = -98936501.230672 nChanged 3788 Iteration 52Q (811.760000 sec): 28 clusters Score: Raw -99026976.138933 + Penalty 89629.573294 = -98937346.565639 nChanged 3429 Iteration 53Q (820.110000 sec): 28 clusters Score: Raw -99027690.439151 + Penalty 89629.573294 = -98938060.865856 nChanged 3035 Iteration 54Q (828.400000 sec): 28 clusters Score: Raw -99028287.149108 + Penalty 89629.573294 = -98938657.575813 nChanged 2717 Iteration 55Q (836.680000 sec): 28 clusters Score: Raw -99028814.788592 + Penalty 89629.573294 = -98939185.215297 nChanged 2417 Iteration 56Q (844.910000 sec): 28 clusters Score: Raw -99029251.736682 + Penalty 89629.573294 = -98939622.163387 nChanged 2137 Iteration 57Q (853.100000 sec): 28 clusters Score: Raw -99029633.142193 + Penalty 89629.573294 = -98940003.568899 nChanged 1928 Iteration 58Q (861.270000 sec): 28 clusters Score: Raw -99029951.629087 + Penalty 89629.573294 = -98940322.055792 nChanged 1676 Writing temp clu file Because OldScore, -98940003.568899, is greater than current (better) Score,-98940322.055792 Compute initial score before splitting: Score: Raw -99029951.629087 + Penalty 89629.573294 = -98940322.055792 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.580000 sec): 2 clusters Score: Raw -4519324.526819 + Penalty 2544.854873 = -4516779.671946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.730000 sec): 3 clusters Score: Raw -4502140.711598 + Penalty 5089.709747 = -4497051.001851 nChanged 12752 SP:Iteration 1F (861.880000 sec): 3 clusters Score: Raw -4509062.961780 + Penalty 5089.709747 = -4503973.252033 nChanged 1398 SP:Iteration 2Q (862.030000 sec): 3 clusters Score: Raw -4509519.735075 + Penalty 5089.709747 = -4504430.025329 nChanged 1238 SP:Iteration 3Q (862.180000 sec): 3 clusters Score: Raw -4509934.541963 + Penalty 5089.709747 = -4504844.832216 nChanged 1170 SP:Iteration 4Q (862.340000 sec): 3 clusters Score: Raw -4510344.178069 + Penalty 5089.709747 = -4505254.468322 nChanged 1139 SP:Iteration 5Q (862.490000 sec): 3 clusters Score: Raw -4510766.660034 + Penalty 5089.709747 = -4505676.950287 nChanged 1212 SP:Iteration 6Q (862.640000 sec): 3 clusters Score: Raw -4511311.881745 + Penalty 5089.709747 = -4506222.171998 nChanged 1394 SP:Iteration 7Q (862.790000 sec): 3 clusters Score: Raw -4511998.543958 + Penalty 5089.709747 = -4506908.834212 nChanged 1473 SP:Iteration 8F (862.940000 sec): 3 clusters Score: Raw -4512769.519144 + Penalty 5089.709747 = -4507679.809398 nChanged 1533 SP:Iteration 9F (863.090000 sec): 3 clusters Score: Raw -4513546.635953 + Penalty 5089.709747 = -4508456.926206 nChanged 1444 SP:Iteration 10F (863.240000 sec): 3 clusters Score: Raw -4514246.295500 + Penalty 5089.709747 = -4509156.585754 nChanged 1269 SP:Iteration 11Q (863.390000 sec): 3 clusters Score: Raw -4514775.408966 + Penalty 5089.709747 = -4509685.699219 nChanged 968 SP:Iteration 12Q (863.540000 sec): 3 clusters Score: Raw -4515111.006047 + Penalty 5089.709747 = -4510021.296300 nChanged 762 SP:Iteration 13Q (863.690000 sec): 3 clusters Score: Raw -4515324.525426 + Penalty 5089.709747 = -4510234.815680 nChanged 597 SP:Iteration 14Q (863.840000 sec): 3 clusters Score: Raw -4515449.925677 + Penalty 5089.709747 = -4510360.215931 nChanged 401 SP:Iteration 15Q (863.990000 sec): 3 clusters Score: Raw -4515524.950262 + Penalty 5089.709747 = -4510435.240515 nChanged 322 SP:Iteration 16Q (864.140000 sec): 3 clusters Score: Raw -4515577.831001 + Penalty 5089.709747 = -4510488.121255 nChanged 247 SP:Iteration 17Q (864.290000 sec): 3 clusters Score: Raw -4515609.537771 + Penalty 5089.709747 = -4510519.828024 nChanged 191 SP:Iteration 18Q (864.440000 sec): 3 clusters Score: Raw -4515633.295528 + Penalty 5089.709747 = -4510543.585781 nChanged 164 SP:Iteration 19Q (864.590000 sec): 3 clusters Score: Raw -4515652.283647 + Penalty 5089.709747 = -4510562.573901 nChanged 116 SP:Iteration 20F (864.740000 sec): 3 clusters Score: Raw -4515663.461951 + Penalty 5089.709747 = -4510573.752204 nChanged 103 SP:Iteration 21Q (864.890000 sec): 3 clusters Score: Raw -4515672.605391 + Penalty 5089.709747 = -4510582.895644 nChanged 101 SP:Iteration 22Q (865.040000 sec): 3 clusters Score: Raw -4515682.364028 + Penalty 5089.709747 = -4510592.654281 nChanged 94 SP:Iteration 23Q (865.180000 sec): 3 clusters Score: Raw -4515692.129511 + Penalty 5089.709747 = -4510602.419764 nChanged 94 SP:Iteration 24Q (865.340000 sec): 3 clusters Score: Raw -4515700.935828 + Penalty 5089.709747 = -4510611.226082 nChanged 83 SP:Iteration 25Q (865.480000 sec): 3 clusters Score: Raw -4515708.031714 + Penalty 5089.709747 = -4510618.321967 nChanged 83 SP:Iteration 26Q (865.640000 sec): 3 clusters Score: Raw -4515714.500739 + Penalty 5089.709747 = -4510624.790992 nChanged 58 SP:Iteration 27Q (865.780000 sec): 3 clusters Score: Raw -4515719.105257 + Penalty 5089.709747 = -4510629.395510 nChanged 63 SP:Iteration 28Q (865.940000 sec): 3 clusters Score: Raw -4515723.718832 + Penalty 5089.709747 = -4510634.009085 nChanged 65 SP:Iteration 29Q (866.090000 sec): 3 clusters Score: Raw -4515729.257079 + Penalty 5089.709747 = -4510639.547332 nChanged 78 SP:Iteration 30Q (866.240000 sec): 3 clusters Score: Raw -4515736.853774 + Penalty 5089.709747 = -4510647.144027 nChanged 74 SP:Iteration 31Q (866.390000 sec): 3 clusters Score: Raw -4515743.411767 + Penalty 5089.709747 = -4510653.702021 nChanged 75 SP:Iteration 32Q (866.540000 sec): 3 clusters Score: Raw -4515749.469501 + Penalty 5089.709747 = -4510659.759754 nChanged 77 SP:Iteration 33Q (866.680000 sec): 3 clusters Score: Raw -4515755.730044 + Penalty 5089.709747 = -4510666.020298 nChanged 78 SP:Iteration 34Q (866.840000 sec): 3 clusters Score: Raw -4515762.352754 + Penalty 5089.709747 = -4510672.643008 nChanged 82 SP:Iteration 35Q (866.980000 sec): 3 clusters Score: Raw -4515769.073967 + Penalty 5089.709747 = -4510679.364220 nChanged 75 SP:Iteration 36Q (867.130000 sec): 3 clusters Score: Raw -4515775.607475 + Penalty 5089.709747 = -4510685.897729 nChanged 94 SP:Iteration 37Q (867.280000 sec): 3 clusters Score: Raw -4515784.899082 + Penalty 5089.709747 = -4510695.189335 nChanged 113 SP:Iteration 38Q (867.430000 sec): 3 clusters Score: Raw -4515796.306432 + Penalty 5089.709747 = -4510706.596686 nChanged 109 SP:Iteration 39Q (867.580000 sec): 3 clusters Score: Raw -4515806.711015 + Penalty 5089.709747 = -4510717.001268 nChanged 105 SP:Iteration 40F (867.730000 sec): 3 clusters Score: Raw -4515816.915860 + Penalty 5089.709747 = -4510727.206113 nChanged 101 SP:Iteration 41Q (867.880000 sec): 3 clusters Score: Raw -4515826.207459 + Penalty 5089.709747 = -4510736.497713 nChanged 99 SP:Iteration 42Q (868.030000 sec): 3 clusters Score: Raw -4515835.960178 + Penalty 5089.709747 = -4510746.250431 nChanged 110 SP:Iteration 43Q (868.180000 sec): 3 clusters Score: Raw -4515845.756950 + Penalty 5089.709747 = -4510756.047203 nChanged 106 SP:Iteration 44Q (868.330000 sec): 3 clusters Score: Raw -4515857.126413 + Penalty 5089.709747 = -4510767.416666 nChanged 126 SP:Iteration 45Q (868.470000 sec): 3 clusters Score: Raw -4515871.621479 + Penalty 5089.709747 = -4510781.911732 nChanged 139 SP:Iteration 46Q (868.620000 sec): 3 clusters Score: Raw -4515888.421034 + Penalty 5089.709747 = -4510798.711288 nChanged 146 SP:Iteration 47Q (868.770000 sec): 3 clusters Score: Raw -4515906.938873 + Penalty 5089.709747 = -4510817.229126 nChanged 172 SP:Iteration 48Q (868.920000 sec): 3 clusters Score: Raw -4515929.293560 + Penalty 5089.709747 = -4510839.583813 nChanged 180 SP:Iteration 49Q (869.070000 sec): 3 clusters Score: Raw -4515952.394579 + Penalty 5089.709747 = -4510862.684832 nChanged 191 SP:Iteration 50Q (869.220000 sec): 3 clusters Score: Raw -4515977.249767 + Penalty 5089.709747 = -4510887.540020 nChanged 205 SP:Iteration 51Q (869.370000 sec): 3 clusters Score: Raw -4516003.149119 + Penalty 5089.709747 = -4510913.439373 nChanged 200 SP:Iteration 52Q (869.510000 sec): 3 clusters Score: Raw -4516031.309061 + Penalty 5089.709747 = -4510941.599314 nChanged 214 SP:Iteration 53Q (869.660000 sec): 3 clusters Score: Raw -4516064.976491 + Penalty 5089.709747 = -4510975.266744 nChanged 243 SP:Iteration 54Q (869.810000 sec): 3 clusters Score: Raw -4516105.708405 + Penalty 5089.709747 = -4511015.998658 nChanged 267 SP:Iteration 55Q (869.960000 sec): 3 clusters Score: Raw -4516148.095637 + Penalty 5089.709747 = -4511058.385890 nChanged 292 SP:Iteration 56Q (870.100000 sec): 3 clusters Score: Raw -4516202.084266 + Penalty 5089.709747 = -4511112.374519 nChanged 345 SP:Iteration 57Q (870.250000 sec): 3 clusters Score: Raw -4516276.431621 + Penalty 5089.709747 = -4511186.721874 nChanged 420 SP:Iteration 58Q (870.390000 sec): 3 clusters Score: Raw -4516374.801312 + Penalty 5089.709747 = -4511285.091565 nChanged 465 SP:Iteration 59Q (870.540000 sec): 3 clusters Score: Raw -4516488.804590 + Penalty 5089.709747 = -4511399.094843 nChanged 486 SP:Iteration 60F (870.690000 sec): 3 clusters Score: Raw -4516621.953972 + Penalty 5089.709747 = -4511532.244225 nChanged 539 SP:Iteration 61Q (870.830000 sec): 3 clusters Score: Raw -4516772.718783 + Penalty 5089.709747 = -4511683.009037 nChanged 566 SP:Iteration 62Q (870.970000 sec): 3 clusters Score: Raw -4516943.034766 + Penalty 5089.709747 = -4511853.325019 nChanged 603 SP:Iteration 63Q (871.110000 sec): 3 clusters Score: Raw -4517146.217461 + Penalty 5089.709747 = -4512056.507715 nChanged 622 SP:Iteration 64Q (871.250000 sec): 3 clusters Score: Raw -4517361.398569 + Penalty 5089.709747 = -4512271.688822 nChanged 608 SP:Iteration 65Q (871.390000 sec): 3 clusters Score: Raw -4517570.416816 + Penalty 5089.709747 = -4512480.707069 nChanged 578 SP:Iteration 66Q (871.520000 sec): 3 clusters Score: Raw -4517774.728509 + Penalty 5089.709747 = -4512685.018763 nChanged 554 SP:Iteration 67Q (871.650000 sec): 3 clusters Score: Raw -4517977.821276 + Penalty 5089.709747 = -4512888.111530 nChanged 515 SP:Iteration 68Q (871.790000 sec): 3 clusters Score: Raw -4518172.516811 + Penalty 5089.709747 = -4513082.807064 nChanged 510 SP:Iteration 69Q (871.920000 sec): 3 clusters Score: Raw -4518360.422717 + Penalty 5089.709747 = -4513270.712970 nChanged 425 SP:Iteration 70Q (872.050000 sec): 3 clusters Score: Raw -4518517.118920 + Penalty 5089.709747 = -4513427.409173 nChanged 401 SP:Iteration 71Q (872.180000 sec): 3 clusters Score: Raw -4518672.408328 + Penalty 5089.709747 = -4513582.698581 nChanged 369 SP:Iteration 72Q (872.300000 sec): 3 clusters Score: Raw -4518808.087755 + Penalty 5089.709747 = -4513718.378008 nChanged 293 SP:Iteration 73Q (872.430000 sec): 3 clusters Score: Raw -4518918.116568 + Penalty 5089.709747 = -4513828.406821 nChanged 268 SP:Iteration 74Q (872.550000 sec): 3 clusters Score: Raw -4519022.710289 + Penalty 5089.709747 = -4513933.000542 nChanged 232 SP:Iteration 75Q (872.670000 sec): 3 clusters Score: Raw -4519118.794334 + Penalty 5089.709747 = -4514029.084587 nChanged 212 SP:Iteration 76Q (872.790000 sec): 3 clusters Score: Raw -4519206.429949 + Penalty 5089.709747 = -4514116.720202 nChanged 182 SP:Iteration 77Q (872.910000 sec): 3 clusters Score: Raw -4519285.783272 + Penalty 5089.709747 = -4514196.073525 nChanged 164 SP:Iteration 78Q (873.030000 sec): 3 clusters Score: Raw -4519360.091130 + Penalty 5089.709747 = -4514270.381384 nChanged 156 SP:Iteration 79Q (873.150000 sec): 3 clusters Score: Raw -4519433.690814 + Penalty 5089.709747 = -4514343.981067 nChanged 118 SP:Iteration 80F (873.300000 sec): 3 clusters Score: Raw -4519484.698852 + Penalty 5089.709747 = -4514394.989106 nChanged 81 SP:Iteration 81Q (873.410000 sec): 3 clusters Score: Raw -4519523.387221 + Penalty 5089.709747 = -4514433.677474 nChanged 79 SP:Iteration 82Q (873.530000 sec): 3 clusters Score: Raw -4519564.044546 + Penalty 5089.709747 = -4514474.334799 nChanged 78 SP:Iteration 83Q (873.640000 sec): 3 clusters Score: Raw -4519601.683849 + Penalty 5089.709747 = -4514511.974102 nChanged 68 SP:Iteration 84Q (873.760000 sec): 3 clusters Score: Raw -4519633.166805 + Penalty 5089.709747 = -4514543.457058 nChanged 61 SP:Iteration 85Q (873.870000 sec): 3 clusters Score: Raw -4519664.712893 + Penalty 5089.709747 = -4514575.003146 nChanged 57 SP:Iteration 86Q (873.980000 sec): 3 clusters Score: Raw -4519693.817877 + Penalty 5089.709747 = -4514604.108130 nChanged 44 SP:Iteration 87Q (874.090000 sec): 3 clusters Score: Raw -4519716.458546 + Penalty 5089.709747 = -4514626.748799 nChanged 42 SP:Iteration 88Q (874.210000 sec): 3 clusters Score: Raw -4519736.964052 + Penalty 5089.709747 = -4514647.254305 nChanged 34 SP:Iteration 89Q (874.320000 sec): 3 clusters Score: Raw -4519751.391320 + Penalty 5089.709747 = -4514661.681573 nChanged 24 SP:Iteration 90Q (874.430000 sec): 3 clusters Score: Raw -4519763.489685 + Penalty 5089.709747 = -4514673.779938 nChanged 22 SP:Iteration 91Q (874.540000 sec): 3 clusters Score: Raw -4519773.307972 + Penalty 5089.709747 = -4514683.598226 nChanged 15 SP:Iteration 92Q (874.650000 sec): 3 clusters Score: Raw -4519778.637321 + Penalty 5089.709747 = -4514688.927574 nChanged 11 SP:Iteration 93Q (874.760000 sec): 3 clusters Score: Raw -4519782.973862 + Penalty 5089.709747 = -4514693.264115 nChanged 14 SP:Iteration 94Q (874.870000 sec): 3 clusters Score: Raw -4519790.899930 + Penalty 5089.709747 = -4514701.190183 nChanged 21 SP:Iteration 95Q (874.980000 sec): 3 clusters Score: Raw -4519800.759241 + Penalty 5089.709747 = -4514711.049494 nChanged 16 SP:Iteration 96Q (875.090000 sec): 3 clusters Score: Raw -4519808.224313 + Penalty 5089.709747 = -4514718.514567 nChanged 15 SP:Iteration 97Q (875.200000 sec): 3 clusters Score: Raw -4519815.162344 + Penalty 5089.709747 = -4514725.452598 nChanged 16 SP:Iteration 98Q (875.310000 sec): 3 clusters Score: Raw -4519823.342252 + Penalty 5089.709747 = -4514733.632505 nChanged 10 SP:Iteration 99Q (875.420000 sec): 3 clusters Score: Raw -4519827.226643 + Penalty 5089.709747 = -4514737.516897 nChanged 13 SP:Iteration 100F (875.570000 sec): 3 clusters Score: Raw -4519832.940461 + Penalty 5089.709747 = -4514743.230714 nChanged 10 SP:Iteration 101Q (875.680000 sec): 3 clusters Score: Raw -4519836.154907 + Penalty 5089.709747 = -4514746.445161 nChanged 3 SP:Iteration 102Q (875.790000 sec): 3 clusters Score: Raw -4519837.320265 + Penalty 5089.709747 = -4514747.610518 nChanged 4 SP:Iteration 103Q (875.890000 sec): 3 clusters Score: Raw -4519839.119115 + Penalty 5089.709747 = -4514749.409369 nChanged 2 SP:Iteration 104Q (876.000000 sec): 3 clusters Score: Raw -4519840.479547 + Penalty 5089.709747 = -4514750.769800 nChanged 4 SP:Iteration 105Q (876.110000 sec): 3 clusters Score: Raw -4519842.570052 + Penalty 5089.709747 = -4514752.860305 nChanged 3 SP:Iteration 106Q (876.220000 sec): 3 clusters Score: Raw -4519843.859112 + Penalty 5089.709747 = -4514754.149366 nChanged 2 SP:Iteration 107Q (876.330000 sec): 3 clusters Score: Raw -4519844.726129 + Penalty 5089.709747 = -4514755.016382 nChanged 2 SP:Iteration 108Q (876.440000 sec): 3 clusters Score: Raw -4519845.556202 + Penalty 5089.709747 = -4514755.846455 nChanged 1 SP:Iteration 109Q (876.550000 sec): 3 clusters Score: Raw -4519846.039649 + Penalty 5089.709747 = -4514756.329902 nChanged 0 SP:Iteration 110F (876.700000 sec): 3 clusters Score: Raw -4519846.039649 + Penalty 5089.709747 = -4514756.329902 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (2099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.730000 sec): 2 clusters Score: Raw -275483.821132 + Penalty 1897.005647 = -273586.815485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.730000 sec): 3 clusters Score: Raw -275294.202025 + Penalty 3794.011295 = -271500.190730 nChanged 779 SP:Iteration 1F (876.750000 sec): 3 clusters Score: Raw -278777.097106 + Penalty 3794.011295 = -274983.085812 nChanged 322 SP:Iteration 2F (876.760000 sec): 3 clusters Score: Raw -283209.489740 + Penalty 3794.011295 = -279415.478445 nChanged 210 SP:Iteration 3F (876.770000 sec): 3 clusters Score: Raw -283851.406768 + Penalty 3794.011295 = -280057.395474 nChanged 91 SP:Iteration 4Q (876.770000 sec): 3 clusters Score: Raw -284084.102787 + Penalty 3794.011295 = -280290.091492 nChanged 66 SP:Iteration 5Q (876.780000 sec): 3 clusters Score: Raw -284302.303314 + Penalty 3794.011295 = -280508.292019 nChanged 52 SP:Iteration 6Q (876.790000 sec): 3 clusters Score: Raw -284624.938300 + Penalty 3794.011295 = -280830.927005 nChanged 56 SP:Iteration 7Q (876.800000 sec): 3 clusters Score: Raw -285166.927603 + Penalty 3794.011295 = -281372.916309 nChanged 108 SP:Iteration 8F (876.810000 sec): 3 clusters Score: Raw -286142.687467 + Penalty 3794.011295 = -282348.676173 nChanged 105 SP:Iteration 9F (876.820000 sec): 3 clusters Score: Raw -286564.489033 + Penalty 3794.011295 = -282770.477738 nChanged 71 SP:Iteration 10Q (876.830000 sec): 3 clusters Score: Raw -287182.368035 + Penalty 3794.011295 = -283388.356740 nChanged 24 SP:Iteration 11Q (876.840000 sec): 3 clusters Score: Raw -287756.633182 + Penalty 3794.011295 = -283962.621887 nChanged 3 SP:Iteration 12Q (876.840000 sec): 3 clusters Score: Raw -287757.751474 + Penalty 3794.011295 = -283963.740179 nChanged 0 SP:Iteration 13F (876.850000 sec): 3 clusters Score: Raw -287757.751474 + Penalty 3794.011295 = -283963.740179 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 4.92 GB. Trying to split cluster 3 (4714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.880000 sec): 2 clusters Score: Raw -723065.000734 + Penalty 2097.656437 = -720967.344298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.910000 sec): 3 clusters Score: Raw -720800.081001 + Penalty 4195.312873 = -716604.768127 nChanged 1797 SP:Iteration 1F (876.930000 sec): 3 clusters Score: Raw -721850.940720 + Penalty 4195.312873 = -717655.627847 nChanged 366 SP:Iteration 2F (876.950000 sec): 3 clusters Score: Raw -722123.640939 + Penalty 4195.312873 = -717928.328065 nChanged 252 SP:Iteration 3F (876.980000 sec): 3 clusters Score: Raw -722311.124118 + Penalty 4195.312873 = -718115.811244 nChanged 221 SP:Iteration 4Q (877.000000 sec): 3 clusters Score: Raw -722491.487143 + Penalty 4195.312873 = -718296.174270 nChanged 218 SP:Iteration 5Q (877.020000 sec): 3 clusters Score: Raw -722674.945802 + Penalty 4195.312873 = -718479.632929 nChanged 231 SP:Iteration 6Q (877.050000 sec): 3 clusters Score: Raw -722833.238370 + Penalty 4195.312873 = -718637.925497 nChanged 216 SP:Iteration 7Q (877.070000 sec): 3 clusters Score: Raw -722985.442059 + Penalty 4195.312873 = -718790.129186 nChanged 206 SP:Iteration 8Q (877.090000 sec): 3 clusters Score: Raw -723133.308134 + Penalty 4195.312873 = -718937.995261 nChanged 208 SP:Iteration 9Q (877.120000 sec): 3 clusters Score: Raw -723303.344388 + Penalty 4195.312873 = -719108.031515 nChanged 194 SP:Iteration 10Q (877.140000 sec): 3 clusters Score: Raw -723474.932682 + Penalty 4195.312873 = -719279.619809 nChanged 179 SP:Iteration 11Q (877.170000 sec): 3 clusters Score: Raw -723626.696732 + Penalty 4195.312873 = -719431.383858 nChanged 138 SP:Iteration 12Q (877.190000 sec): 3 clusters Score: Raw -723745.329747 + Penalty 4195.312873 = -719550.016874 nChanged 112 SP:Iteration 13Q (877.210000 sec): 3 clusters Score: Raw -723834.835038 + Penalty 4195.312873 = -719639.522164 nChanged 66 SP:Iteration 14Q (877.230000 sec): 3 clusters Score: Raw -723884.952777 + Penalty 4195.312873 = -719689.639903 nChanged 48 SP:Iteration 15Q (877.250000 sec): 3 clusters Score: Raw -723925.425002 + Penalty 4195.312873 = -719730.112129 nChanged 38 SP:Iteration 16Q (877.280000 sec): 3 clusters Score: Raw -723957.158946 + Penalty 4195.312873 = -719761.846073 nChanged 32 SP:Iteration 17Q (877.300000 sec): 3 clusters Score: Raw -723983.540495 + Penalty 4195.312873 = -719788.227621 nChanged 24 SP:Iteration 18Q (877.320000 sec): 3 clusters Score: Raw -724002.684111 + Penalty 4195.312873 = -719807.371237 nChanged 18 SP:Iteration 19Q (877.340000 sec): 3 clusters Score: Raw -724017.681737 + Penalty 4195.312873 = -719822.368863 nChanged 13 SP:Iteration 20F (877.370000 sec): 3 clusters Score: Raw -724028.687451 + Penalty 4195.312873 = -719833.374577 nChanged 14 SP:Iteration 21Q (877.390000 sec): 3 clusters Score: Raw -724041.833026 + Penalty 4195.312873 = -719846.520153 nChanged 10 SP:Iteration 22Q (877.410000 sec): 3 clusters Score: Raw -724050.259848 + Penalty 4195.312873 = -719854.946975 nChanged 4 SP:Iteration 23Q (877.430000 sec): 3 clusters Score: Raw -724053.117538 + Penalty 4195.312873 = -719857.804665 nChanged 2 SP:Iteration 24Q (877.450000 sec): 3 clusters Score: Raw -724054.375523 + Penalty 4195.312873 = -719859.062649 nChanged 2 SP:Iteration 25Q (877.470000 sec): 3 clusters Score: Raw -724055.807504 + Penalty 4195.312873 = -719860.494630 nChanged 4 SP:Iteration 26Q (877.490000 sec): 3 clusters Score: Raw -724058.334839 + Penalty 4195.312873 = -719863.021966 nChanged 2 SP:Iteration 27Q (877.510000 sec): 3 clusters Score: Raw -724059.529787 + Penalty 4195.312873 = -719864.216914 nChanged 2 SP:Iteration 28Q (877.530000 sec): 3 clusters Score: Raw -724060.682221 + Penalty 4195.312873 = -719865.369347 nChanged 0 SP:Iteration 29F (877.560000 sec): 3 clusters Score: Raw -724060.682221 + Penalty 4195.312873 = -719865.369347 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (3932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.580000 sec): 2 clusters Score: Raw -568563.510527 + Penalty 2052.672063 = -566510.838464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.600000 sec): 3 clusters Score: Raw -566800.101075 + Penalty 4105.344127 = -562694.756948 nChanged 1422 SP:Iteration 1F (877.620000 sec): 3 clusters Score: Raw -567691.061954 + Penalty 4105.344127 = -563585.717828 nChanged 321 SP:Iteration 2F (877.640000 sec): 3 clusters Score: Raw -567918.624182 + Penalty 4105.344127 = -563813.280056 nChanged 233 SP:Iteration 3F (877.650000 sec): 3 clusters Score: Raw -568100.902700 + Penalty 4105.344127 = -563995.558573 nChanged 191 SP:Iteration 4Q (877.670000 sec): 3 clusters Score: Raw -568253.332839 + Penalty 4105.344127 = -564147.988712 nChanged 191 SP:Iteration 5Q (877.690000 sec): 3 clusters Score: Raw -568445.777108 + Penalty 4105.344127 = -564340.432981 nChanged 192 SP:Iteration 6Q (877.710000 sec): 3 clusters Score: Raw -568614.810279 + Penalty 4105.344127 = -564509.466152 nChanged 185 SP:Iteration 7Q (877.730000 sec): 3 clusters Score: Raw -568768.468443 + Penalty 4105.344127 = -564663.124316 nChanged 154 SP:Iteration 8Q (877.750000 sec): 3 clusters Score: Raw -568882.354731 + Penalty 4105.344127 = -564777.010604 nChanged 125 SP:Iteration 9Q (877.770000 sec): 3 clusters Score: Raw -568988.857851 + Penalty 4105.344127 = -564883.513724 nChanged 129 SP:Iteration 10Q (877.790000 sec): 3 clusters Score: Raw -569099.212414 + Penalty 4105.344127 = -564993.868287 nChanged 112 SP:Iteration 11Q (877.810000 sec): 3 clusters Score: Raw -569194.988584 + Penalty 4105.344127 = -565089.644458 nChanged 101 SP:Iteration 12Q (877.830000 sec): 3 clusters Score: Raw -569286.491459 + Penalty 4105.344127 = -565181.147332 nChanged 89 SP:Iteration 13Q (877.850000 sec): 3 clusters Score: Raw -569373.571867 + Penalty 4105.344127 = -565268.227740 nChanged 81 SP:Iteration 14Q (877.870000 sec): 3 clusters Score: Raw -569444.105001 + Penalty 4105.344127 = -565338.760874 nChanged 59 SP:Iteration 15Q (877.890000 sec): 3 clusters Score: Raw -569488.548205 + Penalty 4105.344127 = -565383.204078 nChanged 40 SP:Iteration 16Q (877.910000 sec): 3 clusters Score: Raw -569526.546820 + Penalty 4105.344127 = -565421.202694 nChanged 35 SP:Iteration 17Q (877.920000 sec): 3 clusters Score: Raw -569556.095258 + Penalty 4105.344127 = -565450.751131 nChanged 34 SP:Iteration 18Q (877.940000 sec): 3 clusters Score: Raw -569584.842704 + Penalty 4105.344127 = -565479.498577 nChanged 41 SP:Iteration 19Q (877.960000 sec): 3 clusters Score: Raw -569618.515408 + Penalty 4105.344127 = -565513.171281 nChanged 20 SP:Iteration 20F (877.980000 sec): 3 clusters Score: Raw -569636.719367 + Penalty 4105.344127 = -565531.375240 nChanged 18 SP:Iteration 21Q (878.000000 sec): 3 clusters Score: Raw -569655.242883 + Penalty 4105.344127 = -565549.898756 nChanged 11 SP:Iteration 22Q (878.010000 sec): 3 clusters Score: Raw -569667.069170 + Penalty 4105.344127 = -565561.725043 nChanged 11 SP:Iteration 23Q (878.030000 sec): 3 clusters Score: Raw -569676.854570 + Penalty 4105.344127 = -565571.510443 nChanged 9 SP:Iteration 24Q (878.050000 sec): 3 clusters Score: Raw -569682.756714 + Penalty 4105.344127 = -565577.412587 nChanged 4 SP:Iteration 25Q (878.070000 sec): 3 clusters Score: Raw -569684.741581 + Penalty 4105.344127 = -565579.397455 nChanged 3 SP:Iteration 26Q (878.090000 sec): 3 clusters Score: Raw -569686.445805 + Penalty 4105.344127 = -565581.101678 nChanged 6 SP:Iteration 27Q (878.100000 sec): 3 clusters Score: Raw -569691.116160 + Penalty 4105.344127 = -565585.772033 nChanged 6 SP:Iteration 28Q (878.120000 sec): 3 clusters Score: Raw -569694.921136 + Penalty 4105.344127 = -565589.577009 nChanged 3 SP:Iteration 29Q (878.140000 sec): 3 clusters Score: Raw -569696.604784 + Penalty 4105.344127 = -565591.260658 nChanged 1 SP:Iteration 30Q (878.150000 sec): 3 clusters Score: Raw -569698.268482 + Penalty 4105.344127 = -565592.924355 nChanged 1 SP:Iteration 31Q (878.170000 sec): 3 clusters Score: Raw -569699.032950 + Penalty 4105.344127 = -565593.688823 nChanged 2 SP:Iteration 32Q (878.190000 sec): 3 clusters Score: Raw -569700.188131 + Penalty 4105.344127 = -565594.844004 nChanged 2 SP:Iteration 33Q (878.210000 sec): 3 clusters Score: Raw -569701.966318 + Penalty 4105.344127 = -565596.622191 nChanged 1 SP:Iteration 34Q (878.220000 sec): 3 clusters Score: Raw -569702.785014 + Penalty 4105.344127 = -565597.440887 nChanged 3 SP:Iteration 35Q (878.240000 sec): 3 clusters Score: Raw -569704.565074 + Penalty 4105.344127 = -565599.220947 nChanged 5 SP:Iteration 36Q (878.260000 sec): 3 clusters Score: Raw -569706.990384 + Penalty 4105.344127 = -565601.646258 nChanged 2 SP:Iteration 37Q (878.270000 sec): 3 clusters Score: Raw -569708.002332 + Penalty 4105.344127 = -565602.658205 nChanged 2 SP:Iteration 38Q (878.290000 sec): 3 clusters Score: Raw -569708.969033 + Penalty 4105.344127 = -565603.624906 nChanged 1 SP:Iteration 39Q (878.310000 sec): 3 clusters Score: Raw -569709.658584 + Penalty 4105.344127 = -565604.314458 nChanged 1 SP:Iteration 40F (878.330000 sec): 3 clusters Score: Raw -569710.330516 + Penalty 4105.344127 = -565604.986389 nChanged 1 SP:Iteration 41Q (878.350000 sec): 3 clusters Score: Raw -569710.784115 + Penalty 4105.344127 = -565605.439988 nChanged 1 SP:Iteration 42Q (878.360000 sec): 3 clusters Score: Raw -569710.983831 + Penalty 4105.344127 = -565605.639704 nChanged 0 SP:Iteration 43F (878.380000 sec): 3 clusters Score: Raw -569710.983831 + Penalty 4105.344127 = -565605.639704 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.440000 sec): 2 clusters Score: Raw -1602615.142489 + Penalty 2305.194961 = -1600309.947527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.490000 sec): 3 clusters Score: Raw -1596732.479871 + Penalty 4610.389923 = -1592122.089948 nChanged 4587 SP:Iteration 1F (878.550000 sec): 3 clusters Score: Raw -1599524.366262 + Penalty 4610.389923 = -1594913.976339 nChanged 950 SP:Iteration 2F (878.600000 sec): 3 clusters Score: Raw -1600239.236983 + Penalty 4610.389923 = -1595628.847060 nChanged 829 SP:Iteration 3F (878.650000 sec): 3 clusters Score: Raw -1600868.642021 + Penalty 4610.389923 = -1596258.252098 nChanged 690 SP:Iteration 4F (878.710000 sec): 3 clusters Score: Raw -1601327.844854 + Penalty 4610.389923 = -1596717.454931 nChanged 612 SP:Iteration 5F (878.760000 sec): 3 clusters Score: Raw -1601673.291899 + Penalty 4610.389923 = -1597062.901976 nChanged 474 SP:Iteration 6Q (878.820000 sec): 3 clusters Score: Raw -1601937.966578 + Penalty 4610.389923 = -1597327.576655 nChanged 425 SP:Iteration 7Q (878.870000 sec): 3 clusters Score: Raw -1602169.355062 + Penalty 4610.389923 = -1597558.965139 nChanged 363 SP:Iteration 8Q (878.930000 sec): 3 clusters Score: Raw -1602368.862665 + Penalty 4610.389923 = -1597758.472742 nChanged 334 SP:Iteration 9Q (878.980000 sec): 3 clusters Score: Raw -1602549.351890 + Penalty 4610.389923 = -1597938.961967 nChanged 308 SP:Iteration 10Q (879.030000 sec): 3 clusters Score: Raw -1602709.055287 + Penalty 4610.389923 = -1598098.665364 nChanged 289 SP:Iteration 11Q (879.080000 sec): 3 clusters Score: Raw -1602850.161520 + Penalty 4610.389923 = -1598239.771597 nChanged 247 SP:Iteration 12Q (879.140000 sec): 3 clusters Score: Raw -1602974.755109 + Penalty 4610.389923 = -1598364.365186 nChanged 209 SP:Iteration 13Q (879.190000 sec): 3 clusters Score: Raw -1603082.245131 + Penalty 4610.389923 = -1598471.855208 nChanged 204 SP:Iteration 14Q (879.240000 sec): 3 clusters Score: Raw -1603186.286532 + Penalty 4610.389923 = -1598575.896609 nChanged 201 SP:Iteration 15Q (879.290000 sec): 3 clusters Score: Raw -1603288.224514 + Penalty 4610.389923 = -1598677.834591 nChanged 195 SP:Iteration 16Q (879.340000 sec): 3 clusters Score: Raw -1603409.281906 + Penalty 4610.389923 = -1598798.891983 nChanged 173 SP:Iteration 17Q (879.390000 sec): 3 clusters Score: Raw -1603538.506604 + Penalty 4610.389923 = -1598928.116681 nChanged 160 SP:Iteration 18Q (879.450000 sec): 3 clusters Score: Raw -1603686.366567 + Penalty 4610.389923 = -1599075.976644 nChanged 150 SP:Iteration 19Q (879.490000 sec): 3 clusters Score: Raw -1603830.861388 + Penalty 4610.389923 = -1599220.471465 nChanged 142 SP:Iteration 20F (879.550000 sec): 3 clusters Score: Raw -1603928.821700 + Penalty 4610.389923 = -1599318.431777 nChanged 101 SP:Iteration 21Q (879.590000 sec): 3 clusters Score: Raw -1603994.469572 + Penalty 4610.389923 = -1599384.079649 nChanged 91 SP:Iteration 22Q (879.640000 sec): 3 clusters Score: Raw -1604043.686458 + Penalty 4610.389923 = -1599433.296535 nChanged 78 SP:Iteration 23Q (879.680000 sec): 3 clusters Score: Raw -1604079.340722 + Penalty 4610.389923 = -1599468.950799 nChanged 56 SP:Iteration 24Q (879.730000 sec): 3 clusters Score: Raw -1604101.950268 + Penalty 4610.389923 = -1599491.560345 nChanged 36 SP:Iteration 25Q (879.770000 sec): 3 clusters Score: Raw -1604116.806890 + Penalty 4610.389923 = -1599506.416967 nChanged 27 SP:Iteration 26Q (879.810000 sec): 3 clusters Score: Raw -1604127.224426 + Penalty 4610.389923 = -1599516.834503 nChanged 21 SP:Iteration 27Q (879.860000 sec): 3 clusters Score: Raw -1604133.241325 + Penalty 4610.389923 = -1599522.851402 nChanged 15 SP:Iteration 28Q (879.900000 sec): 3 clusters Score: Raw -1604137.914486 + Penalty 4610.389923 = -1599527.524563 nChanged 10 SP:Iteration 29Q (879.940000 sec): 3 clusters Score: Raw -1604141.101610 + Penalty 4610.389923 = -1599530.711687 nChanged 8 SP:Iteration 30Q (879.990000 sec): 3 clusters Score: Raw -1604144.611776 + Penalty 4610.389923 = -1599534.221853 nChanged 8 SP:Iteration 31Q (880.030000 sec): 3 clusters Score: Raw -1604147.118517 + Penalty 4610.389923 = -1599536.728594 nChanged 9 SP:Iteration 32Q (880.070000 sec): 3 clusters Score: Raw -1604150.443382 + Penalty 4610.389923 = -1599540.053460 nChanged 7 SP:Iteration 33Q (880.120000 sec): 3 clusters Score: Raw -1604152.867485 + Penalty 4610.389923 = -1599542.477562 nChanged 9 SP:Iteration 34Q (880.160000 sec): 3 clusters Score: Raw -1604155.476730 + Penalty 4610.389923 = -1599545.086807 nChanged 6 SP:Iteration 35Q (880.200000 sec): 3 clusters Score: Raw -1604156.896656 + Penalty 4610.389923 = -1599546.506733 nChanged 6 SP:Iteration 36Q (880.250000 sec): 3 clusters Score: Raw -1604158.399649 + Penalty 4610.389923 = -1599548.009726 nChanged 7 SP:Iteration 37Q (880.290000 sec): 3 clusters Score: Raw -1604160.603834 + Penalty 4610.389923 = -1599550.213911 nChanged 8 SP:Iteration 38Q (880.330000 sec): 3 clusters Score: Raw -1604163.299015 + Penalty 4610.389923 = -1599552.909093 nChanged 4 SP:Iteration 39Q (880.380000 sec): 3 clusters Score: Raw -1604164.234289 + Penalty 4610.389923 = -1599553.844366 nChanged 4 SP:Iteration 40F (880.430000 sec): 3 clusters Score: Raw -1604166.106829 + Penalty 4610.389923 = -1599555.716906 nChanged 5 SP:Iteration 41Q (880.470000 sec): 3 clusters Score: Raw -1604167.570412 + Penalty 4610.389923 = -1599557.180489 nChanged 5 SP:Iteration 42Q (880.520000 sec): 3 clusters Score: Raw -1604169.223470 + Penalty 4610.389923 = -1599558.833547 nChanged 8 SP:Iteration 43Q (880.560000 sec): 3 clusters Score: Raw -1604171.053790 + Penalty 4610.389923 = -1599560.663867 nChanged 5 SP:Iteration 44Q (880.610000 sec): 3 clusters Score: Raw -1604172.745056 + Penalty 4610.389923 = -1599562.355133 nChanged 5 SP:Iteration 45Q (880.650000 sec): 3 clusters Score: Raw -1604174.216840 + Penalty 4610.389923 = -1599563.826917 nChanged 4 SP:Iteration 46Q (880.690000 sec): 3 clusters Score: Raw -1604175.233958 + Penalty 4610.389923 = -1599564.844035 nChanged 2 SP:Iteration 47Q (880.730000 sec): 3 clusters Score: Raw -1604175.797309 + Penalty 4610.389923 = -1599565.407386 nChanged 2 SP:Iteration 48Q (880.780000 sec): 3 clusters Score: Raw -1604176.091506 + Penalty 4610.389923 = -1599565.701583 nChanged 0 SP:Iteration 49F (880.830000 sec): 3 clusters Score: Raw -1604176.091506 + Penalty 4610.389923 = -1599565.701583 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (227741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.910000 sec): 2 clusters Score: Raw -34941585.462017 + Penalty 3059.319146 = -34938526.142871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.110000 sec): 3 clusters Score: Raw -34792276.443967 + Penalty 6118.638291 = -34786157.805676 nChanged 109580 SP:Iteration 1F (884.310000 sec): 3 clusters Score: Raw -34856746.518421 + Penalty 6118.638291 = -34850627.880129 nChanged 7247 SP:Iteration 2Q (885.530000 sec): 3 clusters Score: Raw -34858700.207905 + Penalty 6118.638291 = -34852581.569614 nChanged 8481 SP:Iteration 3Q (886.750000 sec): 3 clusters Score: Raw -34861791.024412 + Penalty 6118.638291 = -34855672.386120 nChanged 10487 SP:Iteration 4Q (887.970000 sec): 3 clusters Score: Raw -34866734.270942 + Penalty 6118.638291 = -34860615.632651 nChanged 13015 SP:Iteration 5F (889.170000 sec): 3 clusters Score: Raw -34874882.655700 + Penalty 6118.638291 = -34868764.017409 nChanged 15878 SP:Iteration 6F (890.360000 sec): 3 clusters Score: Raw -34887666.665298 + Penalty 6118.638291 = -34881548.027006 nChanged 17707 SP:Iteration 7F (891.550000 sec): 3 clusters Score: Raw -34904840.163031 + Penalty 6118.638291 = -34898721.524739 nChanged 17456 SP:Iteration 8F (892.740000 sec): 3 clusters Score: Raw -34922344.500382 + Penalty 6118.638291 = -34916225.862091 nChanged 13751 SP:Iteration 9F (893.930000 sec): 3 clusters Score: Raw -34933164.091614 + Penalty 6118.638291 = -34927045.453323 nChanged 8590 SP:Iteration 10Q (895.090000 sec): 3 clusters Score: Raw -34937719.190626 + Penalty 6118.638291 = -34931600.552335 nChanged 5238 SP:Iteration 11Q (896.210000 sec): 3 clusters Score: Raw -34939812.777798 + Penalty 6118.638291 = -34933694.139507 nChanged 3511 SP:Iteration 12Q (897.310000 sec): 3 clusters Score: Raw -34940869.499467 + Penalty 6118.638291 = -34934750.861176 nChanged 2513 SP:Iteration 13Q (898.420000 sec): 3 clusters Score: Raw -34941445.508749 + Penalty 6118.638291 = -34935326.870457 nChanged 1820 SP:Iteration 14Q (899.510000 sec): 3 clusters Score: Raw -34941761.615977 + Penalty 6118.638291 = -34935642.977685 nChanged 1358 SP:Iteration 15Q (900.610000 sec): 3 clusters Score: Raw -34941953.965715 + Penalty 6118.638291 = -34935835.327423 nChanged 1058 SP:Iteration 16Q (901.710000 sec): 3 clusters Score: Raw -34942077.386096 + Penalty 6118.638291 = -34935958.747804 nChanged 871 SP:Iteration 17Q (902.810000 sec): 3 clusters Score: Raw -34942168.502555 + Penalty 6118.638291 = -34936049.864264 nChanged 781 SP:Iteration 18Q (903.910000 sec): 3 clusters Score: Raw -34942242.946137 + Penalty 6118.638291 = -34936124.307846 nChanged 673 SP:Iteration 19Q (905.020000 sec): 3 clusters Score: Raw -34942299.074280 + Penalty 6118.638291 = -34936180.435988 nChanged 596 SP:Iteration 20F (906.210000 sec): 3 clusters Score: Raw -34942341.711589 + Penalty 6118.638291 = -34936223.073298 nChanged 473 SP:Iteration 21Q (907.300000 sec): 3 clusters Score: Raw -34942371.898208 + Penalty 6118.638291 = -34936253.259916 nChanged 403 SP:Iteration 22Q (908.390000 sec): 3 clusters Score: Raw -34942397.280415 + Penalty 6118.638291 = -34936278.642123 nChanged 392 SP:Iteration 23Q (909.490000 sec): 3 clusters Score: Raw -34942420.023853 + Penalty 6118.638291 = -34936301.385562 nChanged 331 SP:Iteration 24Q (910.590000 sec): 3 clusters Score: Raw -34942437.211224 + Penalty 6118.638291 = -34936318.572932 nChanged 300 SP:Iteration 25Q (911.680000 sec): 3 clusters Score: Raw -34942453.622058 + Penalty 6118.638291 = -34936334.983766 nChanged 292 SP:Iteration 26Q (912.770000 sec): 3 clusters Score: Raw -34942468.114240 + Penalty 6118.638291 = -34936349.475949 nChanged 276 SP:Iteration 27Q (913.860000 sec): 3 clusters Score: Raw -34942481.808424 + Penalty 6118.638291 = -34936363.170132 nChanged 298 SP:Iteration 28Q (914.950000 sec): 3 clusters Score: Raw -34942495.760320 + Penalty 6118.638291 = -34936377.122029 nChanged 289 SP:Iteration 29Q (916.050000 sec): 3 clusters Score: Raw -34942509.019146 + Penalty 6118.638291 = -34936390.380855 nChanged 271 SP:Iteration 30Q (917.140000 sec): 3 clusters Score: Raw -34942520.553471 + Penalty 6118.638291 = -34936401.915179 nChanged 277 SP:Iteration 31Q (918.240000 sec): 3 clusters Score: Raw -34942533.305006 + Penalty 6118.638291 = -34936414.666715 nChanged 292 SP:Iteration 32Q (919.330000 sec): 3 clusters Score: Raw -34942546.293530 + Penalty 6118.638291 = -34936427.655238 nChanged 267 SP:Iteration 33Q (920.410000 sec): 3 clusters Score: Raw -34942557.642718 + Penalty 6118.638291 = -34936439.004426 nChanged 259 SP:Iteration 34Q (921.510000 sec): 3 clusters Score: Raw -34942568.585050 + Penalty 6118.638291 = -34936449.946759 nChanged 275 SP:Iteration 35Q (922.600000 sec): 3 clusters Score: Raw -34942580.419312 + Penalty 6118.638291 = -34936461.781021 nChanged 283 SP:Iteration 36Q (923.680000 sec): 3 clusters Score: Raw -34942592.543807 + Penalty 6118.638291 = -34936473.905515 nChanged 273 SP:Iteration 37Q (924.780000 sec): 3 clusters Score: Raw -34942603.516364 + Penalty 6118.638291 = -34936484.878073 nChanged 267 SP:Iteration 38Q (925.860000 sec): 3 clusters Score: Raw -34942614.046676 + Penalty 6118.638291 = -34936495.408385 nChanged 262 SP:Iteration 39Q (926.950000 sec): 3 clusters Score: Raw -34942624.871626 + Penalty 6118.638291 = -34936506.233334 nChanged 254 SP:Iteration 40F (928.140000 sec): 3 clusters Score: Raw -34942635.471347 + Penalty 6118.638291 = -34936516.833056 nChanged 255 SP:Iteration 41Q (929.230000 sec): 3 clusters Score: Raw -34942646.130572 + Penalty 6118.638291 = -34936527.492280 nChanged 265 SP:Iteration 42Q (930.340000 sec): 3 clusters Score: Raw -34942657.949033 + Penalty 6118.638291 = -34936539.310742 nChanged 278 SP:Iteration 43Q (931.430000 sec): 3 clusters Score: Raw -34942670.516105 + Penalty 6118.638291 = -34936551.877814 nChanged 267 SP:Iteration 44Q (932.530000 sec): 3 clusters Score: Raw -34942682.687627 + Penalty 6118.638291 = -34936564.049336 nChanged 268 SP:Iteration 45Q (933.630000 sec): 3 clusters Score: Raw -34942694.659867 + Penalty 6118.638291 = -34936576.021575 nChanged 280 SP:Iteration 46Q (934.710000 sec): 3 clusters Score: Raw -34942706.446252 + Penalty 6118.638291 = -34936587.807960 nChanged 269 SP:Iteration 47Q (935.810000 sec): 3 clusters Score: Raw -34942717.157899 + Penalty 6118.638291 = -34936598.519607 nChanged 280 SP:Iteration 48Q (936.890000 sec): 3 clusters Score: Raw -34942728.785038 + Penalty 6118.638291 = -34936610.146746 nChanged 285 SP:Iteration 49Q (937.980000 sec): 3 clusters Score: Raw -34942740.697665 + Penalty 6118.638291 = -34936622.059374 nChanged 269 SP:Iteration 50Q (939.070000 sec): 3 clusters Score: Raw -34942751.200168 + Penalty 6118.638291 = -34936632.561876 nChanged 270 SP:Iteration 51Q (940.170000 sec): 3 clusters Score: Raw -34942761.989433 + Penalty 6118.638291 = -34936643.351141 nChanged 246 SP:Iteration 52Q (941.250000 sec): 3 clusters Score: Raw -34942771.554433 + Penalty 6118.638291 = -34936652.916142 nChanged 268 SP:Iteration 53Q (942.350000 sec): 3 clusters Score: Raw -34942782.540208 + Penalty 6118.638291 = -34936663.901916 nChanged 251 SP:Iteration 54Q (943.450000 sec): 3 clusters Score: Raw -34942792.642609 + Penalty 6118.638291 = -34936674.004317 nChanged 243 SP:Iteration 55Q (944.530000 sec): 3 clusters Score: Raw -34942802.149050 + Penalty 6118.638291 = -34936683.510758 nChanged 254 SP:Iteration 56Q (945.620000 sec): 3 clusters Score: Raw -34942812.813489 + Penalty 6118.638291 = -34936694.175198 nChanged 250 SP:Iteration 57Q (946.710000 sec): 3 clusters Score: Raw -34942822.420773 + Penalty 6118.638291 = -34936703.782481 nChanged 225 SP:Iteration 58Q (947.800000 sec): 3 clusters Score: Raw -34942830.695195 + Penalty 6118.638291 = -34936712.056904 nChanged 221 SP:Iteration 59Q (948.890000 sec): 3 clusters Score: Raw -34942839.301339 + Penalty 6118.638291 = -34936720.663047 nChanged 234 SP:Iteration 60F (950.080000 sec): 3 clusters Score: Raw -34942849.055146 + Penalty 6118.638291 = -34936730.416854 nChanged 239 SP:Iteration 61Q (951.170000 sec): 3 clusters Score: Raw -34942859.445833 + Penalty 6118.638291 = -34936740.807542 nChanged 236 SP:Iteration 62Q (952.260000 sec): 3 clusters Score: Raw -34942869.163353 + Penalty 6118.638291 = -34936750.525062 nChanged 228 SP:Iteration 63Q (953.350000 sec): 3 clusters Score: Raw -34942877.829112 + Penalty 6118.638291 = -34936759.190821 nChanged 230 SP:Iteration 64Q (954.440000 sec): 3 clusters Score: Raw -34942887.814734 + Penalty 6118.638291 = -34936769.176443 nChanged 250 SP:Iteration 65Q (955.550000 sec): 3 clusters Score: Raw -34942897.860249 + Penalty 6118.638291 = -34936779.221958 nChanged 260 SP:Iteration 66Q (956.650000 sec): 3 clusters Score: Raw -34942908.718582 + Penalty 6118.638291 = -34936790.080290 nChanged 246 SP:Iteration 67Q (957.750000 sec): 3 clusters Score: Raw -34942919.555200 + Penalty 6118.638291 = -34936800.916908 nChanged 257 SP:Iteration 68Q (958.840000 sec): 3 clusters Score: Raw -34942931.682259 + Penalty 6118.638291 = -34936813.043967 nChanged 294 SP:Iteration 69Q (959.940000 sec): 3 clusters Score: Raw -34942945.730412 + Penalty 6118.638291 = -34936827.092121 nChanged 304 SP:Iteration 70Q (961.040000 sec): 3 clusters Score: Raw -34942961.007057 + Penalty 6118.638291 = -34936842.368766 nChanged 292 SP:Iteration 71Q (962.140000 sec): 3 clusters Score: Raw -34942975.785053 + Penalty 6118.638291 = -34936857.146762 nChanged 263 SP:Iteration 72Q (963.230000 sec): 3 clusters Score: Raw -34942988.026623 + Penalty 6118.638291 = -34936869.388331 nChanged 264 SP:Iteration 73Q (964.330000 sec): 3 clusters Score: Raw -34943000.305788 + Penalty 6118.638291 = -34936881.667497 nChanged 261 SP:Iteration 74Q (965.420000 sec): 3 clusters Score: Raw -34943012.357084 + Penalty 6118.638291 = -34936893.718793 nChanged 273 SP:Iteration 75Q (966.520000 sec): 3 clusters Score: Raw -34943023.556611 + Penalty 6118.638291 = -34936904.918319 nChanged 240 SP:Iteration 76Q (967.620000 sec): 3 clusters Score: Raw -34943033.106652 + Penalty 6118.638291 = -34936914.468360 nChanged 247 SP:Iteration 77Q (968.710000 sec): 3 clusters Score: Raw -34943042.847615 + Penalty 6118.638291 = -34936924.209323 nChanged 238 SP:Iteration 78Q (969.800000 sec): 3 clusters Score: Raw -34943051.909060 + Penalty 6118.638291 = -34936933.270769 nChanged 226 SP:Iteration 79Q (970.880000 sec): 3 clusters Score: Raw -34943060.747278 + Penalty 6118.638291 = -34936942.108986 nChanged 210 SP:Iteration 80F (972.070000 sec): 3 clusters Score: Raw -34943068.681453 + Penalty 6118.638291 = -34936950.043162 nChanged 205 SP:Iteration 81Q (973.160000 sec): 3 clusters Score: Raw -34943077.303347 + Penalty 6118.638291 = -34936958.665056 nChanged 224 SP:Iteration 82Q (974.240000 sec): 3 clusters Score: Raw -34943086.465823 + Penalty 6118.638291 = -34936967.827531 nChanged 242 SP:Iteration 83Q (975.340000 sec): 3 clusters Score: Raw -34943097.879973 + Penalty 6118.638291 = -34936979.241681 nChanged 272 SP:Iteration 84Q (976.420000 sec): 3 clusters Score: Raw -34943111.560036 + Penalty 6118.638291 = -34936992.921745 nChanged 286 SP:Iteration 85Q (977.510000 sec): 3 clusters Score: Raw -34943127.737024 + Penalty 6118.638291 = -34937009.098733 nChanged 308 SP:Iteration 86Q (978.600000 sec): 3 clusters Score: Raw -34943146.227415 + Penalty 6118.638291 = -34937027.589123 nChanged 310 SP:Iteration 87Q (979.680000 sec): 3 clusters Score: Raw -34943167.321505 + Penalty 6118.638291 = -34937048.683214 nChanged 333 SP:Iteration 88Q (980.760000 sec): 3 clusters Score: Raw -34943189.842886 + Penalty 6118.638291 = -34937071.204594 nChanged 325 SP:Iteration 89Q (981.840000 sec): 3 clusters Score: Raw -34943213.295030 + Penalty 6118.638291 = -34937094.656738 nChanged 357 SP:Iteration 90Q (982.910000 sec): 3 clusters Score: Raw -34943241.310423 + Penalty 6118.638291 = -34937122.672131 nChanged 403 SP:Iteration 91Q (983.980000 sec): 3 clusters Score: Raw -34943275.211822 + Penalty 6118.638291 = -34937156.573530 nChanged 415 SP:Iteration 92Q (985.060000 sec): 3 clusters Score: Raw -34943313.883271 + Penalty 6118.638291 = -34937195.244980 nChanged 462 SP:Iteration 93Q (986.140000 sec): 3 clusters Score: Raw -34943361.662106 + Penalty 6118.638291 = -34937243.023814 nChanged 525 SP:Iteration 94Q (987.220000 sec): 3 clusters Score: Raw -34943422.392879 + Penalty 6118.638291 = -34937303.754588 nChanged 576 SP:Iteration 95Q (988.280000 sec): 3 clusters Score: Raw -34943501.265704 + Penalty 6118.638291 = -34937382.627412 nChanged 629 SP:Iteration 96Q (989.370000 sec): 3 clusters Score: Raw -34943592.294507 + Penalty 6118.638291 = -34937473.656216 nChanged 690 SP:Iteration 97Q (990.430000 sec): 3 clusters Score: Raw -34943689.495937 + Penalty 6118.638291 = -34937570.857645 nChanged 676 SP:Iteration 98Q (991.510000 sec): 3 clusters Score: Raw -34943773.154896 + Penalty 6118.638291 = -34937654.516604 nChanged 689 SP:Iteration 99Q (992.580000 sec): 3 clusters Score: Raw -34943856.689415 + Penalty 6118.638291 = -34937738.051123 nChanged 695 SP:Iteration 100F (993.760000 sec): 3 clusters Score: Raw -34943938.233869 + Penalty 6118.638291 = -34937819.595577 nChanged 690 SP:Iteration 101Q (994.840000 sec): 3 clusters Score: Raw -34944017.195000 + Penalty 6118.638291 = -34937898.556708 nChanged 636 SP:Iteration 102Q (995.920000 sec): 3 clusters Score: Raw -34944081.565327 + Penalty 6118.638291 = -34937962.927036 nChanged 589 SP:Iteration 103Q (996.990000 sec): 3 clusters Score: Raw -34944135.974384 + Penalty 6118.638291 = -34938017.336092 nChanged 549 SP:Iteration 104Q (998.060000 sec): 3 clusters Score: Raw -34944180.906994 + Penalty 6118.638291 = -34938062.268703 nChanged 563 SP:Iteration 105Q (999.110000 sec): 3 clusters Score: Raw -34944224.601817 + Penalty 6118.638291 = -34938105.963526 nChanged 472 SP:Iteration 106Q (1000.170000 sec): 3 clusters Score: Raw -34944259.860402 + Penalty 6118.638291 = -34938141.222111 nChanged 460 SP:Iteration 107Q (1001.230000 sec): 3 clusters Score: Raw -34944293.751300 + Penalty 6118.638291 = -34938175.113009 nChanged 456 SP:Iteration 108Q (1002.280000 sec): 3 clusters Score: Raw -34944323.124404 + Penalty 6118.638291 = -34938204.486112 nChanged 414 SP:Iteration 109Q (1003.330000 sec): 3 clusters Score: Raw -34944347.435988 + Penalty 6118.638291 = -34938228.797696 nChanged 392 SP:Iteration 110Q (1004.400000 sec): 3 clusters Score: Raw -34944370.760632 + Penalty 6118.638291 = -34938252.122340 nChanged 367 SP:Iteration 111Q (1005.460000 sec): 3 clusters Score: Raw -34944391.946667 + Penalty 6118.638291 = -34938273.308376 nChanged 376 SP:Iteration 112Q (1006.520000 sec): 3 clusters Score: Raw -34944411.609436 + Penalty 6118.638291 = -34938292.971145 nChanged 331 SP:Iteration 113Q (1007.590000 sec): 3 clusters Score: Raw -34944426.487004 + Penalty 6118.638291 = -34938307.848713 nChanged 314 SP:Iteration 114Q (1008.650000 sec): 3 clusters Score: Raw -34944439.455501 + Penalty 6118.638291 = -34938320.817209 nChanged 268 SP:Iteration 115Q (1009.710000 sec): 3 clusters Score: Raw -34944448.908698 + Penalty 6118.638291 = -34938330.270406 nChanged 227 SP:Iteration 116Q (1010.770000 sec): 3 clusters Score: Raw -34944456.099149 + Penalty 6118.638291 = -34938337.460857 nChanged 198 SP:Iteration 117Q (1011.830000 sec): 3 clusters Score: Raw -34944461.839130 + Penalty 6118.638291 = -34938343.200838 nChanged 169 SP:Iteration 118Q (1012.880000 sec): 3 clusters Score: Raw -34944466.188166 + Penalty 6118.638291 = -34938347.549874 nChanged 154 SP:Iteration 119Q (1013.940000 sec): 3 clusters Score: Raw -34944470.519929 + Penalty 6118.638291 = -34938351.881638 nChanged 154 SP:Iteration 120F (1015.140000 sec): 3 clusters Score: Raw -34944474.939929 + Penalty 6118.638291 = -34938356.301638 nChanged 137 SP:Iteration 121Q (1016.190000 sec): 3 clusters Score: Raw -34944478.091261 + Penalty 6118.638291 = -34938359.452969 nChanged 106 SP:Iteration 122Q (1017.250000 sec): 3 clusters Score: Raw -34944480.198553 + Penalty 6118.638291 = -34938361.560262 nChanged 90 SP:Iteration 123Q (1018.300000 sec): 3 clusters Score: Raw -34944481.777892 + Penalty 6118.638291 = -34938363.139601 nChanged 81 SP:Iteration 124Q (1019.370000 sec): 3 clusters Score: Raw -34944483.151217 + Penalty 6118.638291 = -34938364.512926 nChanged 81 SP:Iteration 125Q (1020.420000 sec): 3 clusters Score: Raw -34944484.594968 + Penalty 6118.638291 = -34938365.956677 nChanged 84 SP:Iteration 126Q (1021.470000 sec): 3 clusters Score: Raw -34944486.106314 + Penalty 6118.638291 = -34938367.468022 nChanged 68 SP:Iteration 127Q (1022.520000 sec): 3 clusters Score: Raw -34944487.254082 + Penalty 6118.638291 = -34938368.615791 nChanged 51 SP:Iteration 128Q (1023.580000 sec): 3 clusters Score: Raw -34944487.903493 + Penalty 6118.638291 = -34938369.265201 nChanged 37 SP:Iteration 129Q (1024.640000 sec): 3 clusters Score: Raw -34944488.308962 + Penalty 6118.638291 = -34938369.670671 nChanged 33 SP:Iteration 130Q (1025.700000 sec): 3 clusters Score: Raw -34944488.639368 + Penalty 6118.638291 = -34938370.001076 nChanged 22 SP:Iteration 131Q (1026.760000 sec): 3 clusters Score: Raw -34944488.867607 + Penalty 6118.638291 = -34938370.229316 nChanged 20 SP:Iteration 132Q (1027.820000 sec): 3 clusters Score: Raw -34944489.109792 + Penalty 6118.638291 = -34938370.471500 nChanged 21 SP:Iteration 133Q (1028.880000 sec): 3 clusters Score: Raw -34944489.344624 + Penalty 6118.638291 = -34938370.706333 nChanged 24 SP:Iteration 134Q (1029.930000 sec): 3 clusters Score: Raw -34944489.608929 + Penalty 6118.638291 = -34938370.970638 nChanged 21 SP:Iteration 135Q (1031.000000 sec): 3 clusters Score: Raw -34944489.869687 + Penalty 6118.638291 = -34938371.231395 nChanged 18 SP:Iteration 136Q (1032.050000 sec): 3 clusters Score: Raw -34944490.094822 + Penalty 6118.638291 = -34938371.456530 nChanged 12 SP:Iteration 137Q (1033.100000 sec): 3 clusters Score: Raw -34944490.247916 + Penalty 6118.638291 = -34938371.609625 nChanged 13 SP:Iteration 138Q (1034.160000 sec): 3 clusters Score: Raw -34944490.391221 + Penalty 6118.638291 = -34938371.752930 nChanged 14 SP:Iteration 139Q (1035.220000 sec): 3 clusters Score: Raw -34944490.547153 + Penalty 6118.638291 = -34938371.908861 nChanged 17 SP:Iteration 140F (1036.410000 sec): 3 clusters Score: Raw -34944490.721893 + Penalty 6118.638291 = -34938372.083602 nChanged 19 SP:Iteration 141Q (1037.460000 sec): 3 clusters Score: Raw -34944490.890277 + Penalty 6118.638291 = -34938372.251986 nChanged 11 SP:Iteration 142Q (1038.520000 sec): 3 clusters Score: Raw -34944491.000181 + Penalty 6118.638291 = -34938372.361889 nChanged 10 SP:Iteration 143Q (1039.580000 sec): 3 clusters Score: Raw -34944491.097864 + Penalty 6118.638291 = -34938372.459573 nChanged 11 SP:Iteration 144Q (1040.640000 sec): 3 clusters Score: Raw -34944491.182766 + Penalty 6118.638291 = -34938372.544475 nChanged 11 SP:Iteration 145Q (1041.700000 sec): 3 clusters Score: Raw -34944491.281497 + Penalty 6118.638291 = -34938372.643206 nChanged 8 SP:Iteration 146Q (1042.770000 sec): 3 clusters Score: Raw -34944491.355586 + Penalty 6118.638291 = -34938372.717295 nChanged 10 SP:Iteration 147Q (1043.830000 sec): 3 clusters Score: Raw -34944491.448183 + Penalty 6118.638291 = -34938372.809891 nChanged 14 SP:Iteration 148Q (1044.890000 sec): 3 clusters Score: Raw -34944491.558087 + Penalty 6118.638291 = -34938372.919796 nChanged 11 SP:Iteration 149Q (1045.950000 sec): 3 clusters Score: Raw -34944491.629748 + Penalty 6118.638291 = -34938372.991456 nChanged 5 SP:Iteration 150Q (1047.010000 sec): 3 clusters Score: Raw -34944491.682637 + Penalty 6118.638291 = -34938373.044346 nChanged 4 SP:Iteration 151Q (1048.060000 sec): 3 clusters Score: Raw -34944491.731925 + Penalty 6118.638291 = -34938373.093634 nChanged 7 SP:Iteration 152Q (1049.110000 sec): 3 clusters Score: Raw -34944491.785682 + Penalty 6118.638291 = -34938373.147390 nChanged 6 SP:Iteration 153Q (1050.160000 sec): 3 clusters Score: Raw -34944491.831065 + Penalty 6118.638291 = -34938373.192774 nChanged 0 SP:Iteration 154F (1051.360000 sec): 3 clusters Score: Raw -34944491.831065 + Penalty 6118.638291 = -34938373.192774 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (10748 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1051.530000 sec): 2 clusters Score: Raw -1661545.881394 + Penalty 2302.053792 = -1659243.827602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1051.590000 sec): 3 clusters Score: Raw -1655707.501026 + Penalty 4604.107585 = -1651103.393441 nChanged 4506 SP:Iteration 1F (1051.640000 sec): 3 clusters Score: Raw -1658227.167047 + Penalty 4604.107585 = -1653623.059462 nChanged 736 SP:Iteration 2F (1051.690000 sec): 3 clusters Score: Raw -1658598.379124 + Penalty 4604.107585 = -1653994.271539 nChanged 627 SP:Iteration 3F (1051.750000 sec): 3 clusters Score: Raw -1658940.156269 + Penalty 4604.107585 = -1654336.048684 nChanged 579 SP:Iteration 4F (1051.800000 sec): 3 clusters Score: Raw -1659310.514759 + Penalty 4604.107585 = -1654706.407174 nChanged 599 SP:Iteration 5F (1051.850000 sec): 3 clusters Score: Raw -1659767.444072 + Penalty 4604.107585 = -1655163.336487 nChanged 647 SP:Iteration 6F (1051.910000 sec): 3 clusters Score: Raw -1660324.057613 + Penalty 4604.107585 = -1655719.950028 nChanged 636 SP:Iteration 7F (1051.960000 sec): 3 clusters Score: Raw -1660893.203274 + Penalty 4604.107585 = -1656289.095690 nChanged 605 SP:Iteration 8F (1052.010000 sec): 3 clusters Score: Raw -1661446.638543 + Penalty 4604.107585 = -1656842.530958 nChanged 514 SP:Iteration 9Q (1052.070000 sec): 3 clusters Score: Raw -1661944.763741 + Penalty 4604.107585 = -1657340.656156 nChanged 391 SP:Iteration 10Q (1052.120000 sec): 3 clusters Score: Raw -1662347.730096 + Penalty 4604.107585 = -1657743.622511 nChanged 333 SP:Iteration 11Q (1052.170000 sec): 3 clusters Score: Raw -1662733.103432 + Penalty 4604.107585 = -1658128.995847 nChanged 316 SP:Iteration 12Q (1052.220000 sec): 3 clusters Score: Raw -1663108.942631 + Penalty 4604.107585 = -1658504.835046 nChanged 287 SP:Iteration 13Q (1052.270000 sec): 3 clusters Score: Raw -1663439.197063 + Penalty 4604.107585 = -1658835.089478 nChanged 234 SP:Iteration 14Q (1052.310000 sec): 3 clusters Score: Raw -1663661.921732 + Penalty 4604.107585 = -1659057.814147 nChanged 178 SP:Iteration 15Q (1052.350000 sec): 3 clusters Score: Raw -1663797.799699 + Penalty 4604.107585 = -1659193.692114 nChanged 141 SP:Iteration 16Q (1052.400000 sec): 3 clusters Score: Raw -1663889.063107 + Penalty 4604.107585 = -1659284.955522 nChanged 105 SP:Iteration 17Q (1052.440000 sec): 3 clusters Score: Raw -1663946.841362 + Penalty 4604.107585 = -1659342.733777 nChanged 81 SP:Iteration 18Q (1052.480000 sec): 3 clusters Score: Raw -1663989.138113 + Penalty 4604.107585 = -1659385.030528 nChanged 87 SP:Iteration 19Q (1052.530000 sec): 3 clusters Score: Raw -1664029.459305 + Penalty 4604.107585 = -1659425.351720 nChanged 66 SP:Iteration 20F (1052.580000 sec): 3 clusters Score: Raw -1664053.045212 + Penalty 4604.107585 = -1659448.937627 nChanged 40 SP:Iteration 21Q (1052.620000 sec): 3 clusters Score: Raw -1664066.144462 + Penalty 4604.107585 = -1659462.036877 nChanged 38 SP:Iteration 22Q (1052.660000 sec): 3 clusters Score: Raw -1664076.462284 + Penalty 4604.107585 = -1659472.354699 nChanged 26 SP:Iteration 23Q (1052.710000 sec): 3 clusters Score: Raw -1664082.673875 + Penalty 4604.107585 = -1659478.566290 nChanged 25 SP:Iteration 24Q (1052.750000 sec): 3 clusters Score: Raw -1664088.844216 + Penalty 4604.107585 = -1659484.736631 nChanged 25 SP:Iteration 25Q (1052.790000 sec): 3 clusters Score: Raw -1664095.080183 + Penalty 4604.107585 = -1659490.972598 nChanged 17 SP:Iteration 26Q (1052.830000 sec): 3 clusters Score: Raw -1664098.378375 + Penalty 4604.107585 = -1659494.270790 nChanged 14 SP:Iteration 27Q (1052.870000 sec): 3 clusters Score: Raw -1664101.359779 + Penalty 4604.107585 = -1659497.252194 nChanged 15 SP:Iteration 28Q (1052.920000 sec): 3 clusters Score: Raw -1664105.361547 + Penalty 4604.107585 = -1659501.253962 nChanged 19 SP:Iteration 29Q (1052.960000 sec): 3 clusters Score: Raw -1664110.030874 + Penalty 4604.107585 = -1659505.923289 nChanged 18 SP:Iteration 30Q (1053.000000 sec): 3 clusters Score: Raw -1664113.512379 + Penalty 4604.107585 = -1659509.404794 nChanged 14 SP:Iteration 31Q (1053.050000 sec): 3 clusters Score: Raw -1664115.841754 + Penalty 4604.107585 = -1659511.734169 nChanged 10 SP:Iteration 32Q (1053.090000 sec): 3 clusters Score: Raw -1664117.436481 + Penalty 4604.107585 = -1659513.328896 nChanged 11 SP:Iteration 33Q (1053.130000 sec): 3 clusters Score: Raw -1664119.328281 + Penalty 4604.107585 = -1659515.220696 nChanged 12 SP:Iteration 34Q (1053.170000 sec): 3 clusters Score: Raw -1664121.823698 + Penalty 4604.107585 = -1659517.716113 nChanged 15 SP:Iteration 35Q (1053.210000 sec): 3 clusters Score: Raw -1664124.879384 + Penalty 4604.107585 = -1659520.771799 nChanged 10 SP:Iteration 36Q (1053.250000 sec): 3 clusters Score: Raw -1664126.420562 + Penalty 4604.107585 = -1659522.312977 nChanged 7 SP:Iteration 37Q (1053.300000 sec): 3 clusters Score: Raw -1664127.414491 + Penalty 4604.107585 = -1659523.306906 nChanged 4 SP:Iteration 38Q (1053.340000 sec): 3 clusters Score: Raw -1664127.881127 + Penalty 4604.107585 = -1659523.773543 nChanged 4 SP:Iteration 39Q (1053.380000 sec): 3 clusters Score: Raw -1664128.444394 + Penalty 4604.107585 = -1659524.336809 nChanged 5 SP:Iteration 40F (1053.430000 sec): 3 clusters Score: Raw -1664129.239162 + Penalty 4604.107585 = -1659525.131577 nChanged 4 SP:Iteration 41Q (1053.470000 sec): 3 clusters Score: Raw -1664129.793619 + Penalty 4604.107585 = -1659525.686034 nChanged 4 SP:Iteration 42Q (1053.520000 sec): 3 clusters Score: Raw -1664130.432617 + Penalty 4604.107585 = -1659526.325032 nChanged 4 SP:Iteration 43Q (1053.560000 sec): 3 clusters Score: Raw -1664130.924848 + Penalty 4604.107585 = -1659526.817263 nChanged 3 SP:Iteration 44Q (1053.600000 sec): 3 clusters Score: Raw -1664131.499450 + Penalty 4604.107585 = -1659527.391865 nChanged 3 SP:Iteration 45Q (1053.650000 sec): 3 clusters Score: Raw -1664131.908145 + Penalty 4604.107585 = -1659527.800560 nChanged 2 SP:Iteration 46Q (1053.690000 sec): 3 clusters Score: Raw -1664132.266760 + Penalty 4604.107585 = -1659528.159175 nChanged 2 SP:Iteration 47Q (1053.730000 sec): 3 clusters Score: Raw -1664132.590489 + Penalty 4604.107585 = -1659528.482904 nChanged 0 SP:Iteration 48F (1053.790000 sec): 3 clusters Score: Raw -1664132.590489 + Penalty 4604.107585 = -1659528.482904 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 4.92 GB. Trying to split cluster 8 (35874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.960000 sec): 2 clusters Score: Raw -5647565.215708 + Penalty 2600.966483 = -5644964.249225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.140000 sec): 3 clusters Score: Raw -5625809.961937 + Penalty 5201.932967 = -5620608.028971 nChanged 16288 SP:Iteration 1F (1054.330000 sec): 3 clusters Score: Raw -5634794.575955 + Penalty 5201.932967 = -5629592.642988 nChanged 1936 SP:Iteration 2F (1054.510000 sec): 3 clusters Score: Raw -5635685.751373 + Penalty 5201.932967 = -5630483.818406 nChanged 1976 SP:Iteration 3F (1054.700000 sec): 3 clusters Score: Raw -5636744.014350 + Penalty 5201.932967 = -5631542.081383 nChanged 2101 SP:Iteration 4F (1054.880000 sec): 3 clusters Score: Raw -5638009.921076 + Penalty 5201.932967 = -5632807.988109 nChanged 2237 SP:Iteration 5F (1055.070000 sec): 3 clusters Score: Raw -5639440.216871 + Penalty 5201.932967 = -5634238.283905 nChanged 2300 SP:Iteration 6F (1055.250000 sec): 3 clusters Score: Raw -5640900.139366 + Penalty 5201.932967 = -5635698.206400 nChanged 2149 SP:Iteration 7F (1055.440000 sec): 3 clusters Score: Raw -5642405.765246 + Penalty 5201.932967 = -5637203.832279 nChanged 2026 SP:Iteration 8F (1055.630000 sec): 3 clusters Score: Raw -5643974.950156 + Penalty 5201.932967 = -5638773.017190 nChanged 1689 SP:Iteration 9Q (1055.810000 sec): 3 clusters Score: Raw -5645417.307888 + Penalty 5201.932967 = -5640215.374921 nChanged 1383 SP:Iteration 10Q (1055.990000 sec): 3 clusters Score: Raw -5646588.413411 + Penalty 5201.932967 = -5641386.480444 nChanged 1017 SP:Iteration 11Q (1056.170000 sec): 3 clusters Score: Raw -5647253.470876 + Penalty 5201.932967 = -5642051.537909 nChanged 711 SP:Iteration 12Q (1056.340000 sec): 3 clusters Score: Raw -5647634.188616 + Penalty 5201.932967 = -5642432.255649 nChanged 551 SP:Iteration 13Q (1056.510000 sec): 3 clusters Score: Raw -5647888.811472 + Penalty 5201.932967 = -5642686.878505 nChanged 454 SP:Iteration 14Q (1056.670000 sec): 3 clusters Score: Raw -5648058.658740 + Penalty 5201.932967 = -5642856.725773 nChanged 356 SP:Iteration 15Q (1056.830000 sec): 3 clusters Score: Raw -5648176.850169 + Penalty 5201.932967 = -5642974.917202 nChanged 301 SP:Iteration 16Q (1056.990000 sec): 3 clusters Score: Raw -5648261.952183 + Penalty 5201.932967 = -5643060.019216 nChanged 255 SP:Iteration 17Q (1057.150000 sec): 3 clusters Score: Raw -5648332.406198 + Penalty 5201.932967 = -5643130.473231 nChanged 222 SP:Iteration 18Q (1057.300000 sec): 3 clusters Score: Raw -5648386.215169 + Penalty 5201.932967 = -5643184.282202 nChanged 153 SP:Iteration 19Q (1057.450000 sec): 3 clusters Score: Raw -5648420.134114 + Penalty 5201.932967 = -5643218.201147 nChanged 137 SP:Iteration 20F (1057.640000 sec): 3 clusters Score: Raw -5648448.131771 + Penalty 5201.932967 = -5643246.198805 nChanged 115 SP:Iteration 21Q (1057.790000 sec): 3 clusters Score: Raw -5648469.225430 + Penalty 5201.932967 = -5643267.292463 nChanged 98 SP:Iteration 22Q (1057.950000 sec): 3 clusters Score: Raw -5648486.663665 + Penalty 5201.932967 = -5643284.730698 nChanged 94 SP:Iteration 23Q (1058.100000 sec): 3 clusters Score: Raw -5648504.257625 + Penalty 5201.932967 = -5643302.324658 nChanged 89 SP:Iteration 24Q (1058.250000 sec): 3 clusters Score: Raw -5648519.124792 + Penalty 5201.932967 = -5643317.191826 nChanged 82 SP:Iteration 25Q (1058.410000 sec): 3 clusters Score: Raw -5648533.147674 + Penalty 5201.932967 = -5643331.214707 nChanged 74 SP:Iteration 26Q (1058.560000 sec): 3 clusters Score: Raw -5648546.229924 + Penalty 5201.932967 = -5643344.296957 nChanged 69 SP:Iteration 27Q (1058.710000 sec): 3 clusters Score: Raw -5648557.408285 + Penalty 5201.932967 = -5643355.475318 nChanged 65 SP:Iteration 28Q (1058.860000 sec): 3 clusters Score: Raw -5648567.642024 + Penalty 5201.932967 = -5643365.709057 nChanged 57 SP:Iteration 29Q (1059.010000 sec): 3 clusters Score: Raw -5648575.573480 + Penalty 5201.932967 = -5643373.640514 nChanged 44 SP:Iteration 30Q (1059.170000 sec): 3 clusters Score: Raw -5648580.988802 + Penalty 5201.932967 = -5643379.055835 nChanged 37 SP:Iteration 31Q (1059.310000 sec): 3 clusters Score: Raw -5648586.050921 + Penalty 5201.932967 = -5643384.117954 nChanged 34 SP:Iteration 32Q (1059.470000 sec): 3 clusters Score: Raw -5648590.363408 + Penalty 5201.932967 = -5643388.430441 nChanged 34 SP:Iteration 33Q (1059.620000 sec): 3 clusters Score: Raw -5648595.127299 + Penalty 5201.932967 = -5643393.194332 nChanged 37 SP:Iteration 34Q (1059.770000 sec): 3 clusters Score: Raw -5648599.826461 + Penalty 5201.932967 = -5643397.893494 nChanged 32 SP:Iteration 35Q (1059.920000 sec): 3 clusters Score: Raw -5648603.976173 + Penalty 5201.932967 = -5643402.043206 nChanged 28 SP:Iteration 36Q (1060.070000 sec): 3 clusters Score: Raw -5648608.184897 + Penalty 5201.932967 = -5643406.251930 nChanged 21 SP:Iteration 37Q (1060.220000 sec): 3 clusters Score: Raw -5648610.282459 + Penalty 5201.932967 = -5643408.349492 nChanged 9 SP:Iteration 38Q (1060.370000 sec): 3 clusters Score: Raw -5648610.950486 + Penalty 5201.932967 = -5643409.017519 nChanged 7 SP:Iteration 39Q (1060.520000 sec): 3 clusters Score: Raw -5648611.389818 + Penalty 5201.932967 = -5643409.456851 nChanged 5 SP:Iteration 40F (1060.700000 sec): 3 clusters Score: Raw -5648611.851578 + Penalty 5201.932967 = -5643409.918612 nChanged 3 SP:Iteration 41Q (1060.860000 sec): 3 clusters Score: Raw -5648612.095760 + Penalty 5201.932967 = -5643410.162793 nChanged 2 SP:Iteration 42Q (1061.000000 sec): 3 clusters Score: Raw -5648612.285250 + Penalty 5201.932967 = -5643410.352283 nChanged 3 SP:Iteration 43Q (1061.160000 sec): 3 clusters Score: Raw -5648612.435771 + Penalty 5201.932967 = -5643410.502804 nChanged 0 SP:Iteration 44F (1061.340000 sec): 3 clusters Score: Raw -5648612.435771 + Penalty 5201.932967 = -5643410.502804 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (200257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1062.290000 sec): 2 clusters Score: Raw -31437041.861202 + Penalty 3027.424492 = -31434014.436711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1063.360000 sec): 3 clusters Score: Raw -31305610.264792 + Penalty 6054.848983 = -31299555.415809 nChanged 96378 SP:Iteration 1F (1064.410000 sec): 3 clusters Score: Raw -31363182.204482 + Penalty 6054.848983 = -31357127.355499 nChanged 7432 SP:Iteration 2Q (1065.480000 sec): 3 clusters Score: Raw -31365723.814453 + Penalty 6054.848983 = -31359668.965470 nChanged 9656 SP:Iteration 3Q (1066.560000 sec): 3 clusters Score: Raw -31370286.442398 + Penalty 6054.848983 = -31364231.593415 nChanged 13088 SP:Iteration 4F (1067.610000 sec): 3 clusters Score: Raw -31378576.650031 + Penalty 6054.848983 = -31372521.801048 nChanged 16509 SP:Iteration 5F (1068.660000 sec): 3 clusters Score: Raw -31391550.973618 + Penalty 6054.848983 = -31385496.124635 nChanged 17583 SP:Iteration 6F (1069.700000 sec): 3 clusters Score: Raw -31407488.195577 + Penalty 6054.848983 = -31401433.346594 nChanged 14869 SP:Iteration 7F (1070.740000 sec): 3 clusters Score: Raw -31421648.914400 + Penalty 6054.848983 = -31415594.065417 nChanged 9541 SP:Iteration 8Q (1071.750000 sec): 3 clusters Score: Raw -31430755.488494 + Penalty 6054.848983 = -31424700.639511 nChanged 4615 SP:Iteration 9Q (1072.710000 sec): 3 clusters Score: Raw -31435035.100819 + Penalty 6054.848983 = -31428980.251836 nChanged 1659 SP:Iteration 10Q (1073.580000 sec): 3 clusters Score: Raw -31436529.456082 + Penalty 6054.848983 = -31430474.607099 nChanged 481 SP:Iteration 11Q (1074.370000 sec): 3 clusters Score: Raw -31437001.241222 + Penalty 6054.848983 = -31430946.392239 nChanged 147 SP:Iteration 12Q (1075.120000 sec): 3 clusters Score: Raw -31437177.036366 + Penalty 6054.848983 = -31431122.187383 nChanged 53 SP:Iteration 13Q (1075.860000 sec): 3 clusters Score: Raw -31437257.799937 + Penalty 6054.848983 = -31431202.950954 nChanged 31 SP:Iteration 14Q (1076.600000 sec): 3 clusters Score: Raw -31437312.540252 + Penalty 6054.848983 = -31431257.691269 nChanged 19 SP:Iteration 15Q (1077.330000 sec): 3 clusters Score: Raw -31437342.591912 + Penalty 6054.848983 = -31431287.742929 nChanged 12 SP:Iteration 16Q (1078.060000 sec): 3 clusters Score: Raw -31437362.455462 + Penalty 6054.848983 = -31431307.606479 nChanged 6 SP:Iteration 17Q (1078.780000 sec): 3 clusters Score: Raw -31437370.646748 + Penalty 6054.848983 = -31431315.797765 nChanged 3 SP:Iteration 18Q (1079.520000 sec): 3 clusters Score: Raw -31437377.076455 + Penalty 6054.848983 = -31431322.227472 nChanged 2 SP:Iteration 19Q (1080.250000 sec): 3 clusters Score: Raw -31437380.316476 + Penalty 6054.848983 = -31431325.467493 nChanged 3 SP:Iteration 20F (1081.270000 sec): 3 clusters Score: Raw -31437383.849428 + Penalty 6054.848983 = -31431329.000445 nChanged 4 SP:Iteration 21Q (1082.000000 sec): 3 clusters Score: Raw -31437388.432568 + Penalty 6054.848983 = -31431333.583585 nChanged 2 SP:Iteration 22Q (1082.740000 sec): 3 clusters Score: Raw -31437391.195005 + Penalty 6054.848983 = -31431336.346022 nChanged 0 SP:Iteration 23F (1083.760000 sec): 3 clusters Score: Raw -31437391.195005 + Penalty 6054.848983 = -31431336.346022 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.880000 sec): 2 clusters Score: Raw -45697.167461 + Penalty 1430.543607 = -44266.623854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.880000 sec): 3 clusters Score: Raw -45821.916828 + Penalty 2861.087214 = -42960.829614 nChanged 40 SP:Iteration 1F (1083.880000 sec): 3 clusters Score: Raw -45983.157754 + Penalty 2861.087214 = -43122.070540 nChanged 20 SP:Iteration 2F (1083.890000 sec): 3 clusters Score: Raw -46081.167364 + Penalty 2861.087214 = -43220.080150 nChanged 10 SP:Iteration 3Q (1083.890000 sec): 3 clusters Score: Raw -46130.658256 + Penalty 2861.087214 = -43269.571042 nChanged 8 SP:Iteration 4Q (1083.890000 sec): 3 clusters Score: Raw -46186.850088 + Penalty 2861.087214 = -43325.762874 nChanged 4 SP:Iteration 5Q (1083.890000 sec): 3 clusters Score: Raw -46228.250989 + Penalty 2861.087214 = -43367.163775 nChanged 4 SP:Iteration 6Q (1083.890000 sec): 3 clusters Score: Raw -46247.571272 + Penalty 2861.087214 = -43386.484058 nChanged 1 SP:Iteration 7Q (1083.900000 sec): 3 clusters Score: Raw -46252.331345 + Penalty 2861.087214 = -43391.244132 nChanged 0 SP:Iteration 8F (1083.900000 sec): 3 clusters Score: Raw -46252.331345 + Penalty 2861.087214 = -43391.244132 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (27282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.030000 sec): 2 clusters Score: Raw -4249637.401343 + Penalty 2533.067641 = -4247104.333702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.180000 sec): 3 clusters Score: Raw -4233190.431979 + Penalty 5066.135282 = -4228124.296698 nChanged 12411 SP:Iteration 1F (1084.320000 sec): 3 clusters Score: Raw -4239924.273719 + Penalty 5066.135282 = -4234858.138437 nChanged 1293 SP:Iteration 2Q (1084.460000 sec): 3 clusters Score: Raw -4240346.583624 + Penalty 5066.135282 = -4235280.448342 nChanged 1133 SP:Iteration 3Q (1084.610000 sec): 3 clusters Score: Raw -4240720.278551 + Penalty 5066.135282 = -4235654.143270 nChanged 1055 SP:Iteration 4Q (1084.760000 sec): 3 clusters Score: Raw -4241067.976383 + Penalty 5066.135282 = -4236001.841101 nChanged 1030 SP:Iteration 5Q (1084.900000 sec): 3 clusters Score: Raw -4241427.755210 + Penalty 5066.135282 = -4236361.619928 nChanged 971 SP:Iteration 6Q (1085.040000 sec): 3 clusters Score: Raw -4241816.145731 + Penalty 5066.135282 = -4236750.010449 nChanged 1035 SP:Iteration 7Q (1085.190000 sec): 3 clusters Score: Raw -4242240.144456 + Penalty 5066.135282 = -4237174.009175 nChanged 1085 SP:Iteration 8Q (1085.330000 sec): 3 clusters Score: Raw -4242750.970936 + Penalty 5066.135282 = -4237684.835654 nChanged 1215 SP:Iteration 9Q (1085.480000 sec): 3 clusters Score: Raw -4243387.921399 + Penalty 5066.135282 = -4238321.786117 nChanged 1370 SP:Iteration 10F (1085.620000 sec): 3 clusters Score: Raw -4244217.994358 + Penalty 5066.135282 = -4239151.859076 nChanged 1447 SP:Iteration 11F (1085.760000 sec): 3 clusters Score: Raw -4245234.433407 + Penalty 5066.135282 = -4240168.298125 nChanged 1511 SP:Iteration 12F (1085.900000 sec): 3 clusters Score: Raw -4246352.898052 + Penalty 5066.135282 = -4241286.762770 nChanged 1390 SP:Iteration 13F (1086.040000 sec): 3 clusters Score: Raw -4247450.917894 + Penalty 5066.135282 = -4242384.782613 nChanged 1153 SP:Iteration 14Q (1086.170000 sec): 3 clusters Score: Raw -4248412.227113 + Penalty 5066.135282 = -4243346.091831 nChanged 837 SP:Iteration 15Q (1086.300000 sec): 3 clusters Score: Raw -4249157.673575 + Penalty 5066.135282 = -4244091.538294 nChanged 569 SP:Iteration 16Q (1086.420000 sec): 3 clusters Score: Raw -4249633.207082 + Penalty 5066.135282 = -4244567.071800 nChanged 376 SP:Iteration 17Q (1086.530000 sec): 3 clusters Score: Raw -4249913.852929 + Penalty 5066.135282 = -4244847.717647 nChanged 256 SP:Iteration 18Q (1086.640000 sec): 3 clusters Score: Raw -4250063.833499 + Penalty 5066.135282 = -4244997.698217 nChanged 173 SP:Iteration 19Q (1086.750000 sec): 3 clusters Score: Raw -4250157.981801 + Penalty 5066.135282 = -4245091.846519 nChanged 117 SP:Iteration 20F (1086.890000 sec): 3 clusters Score: Raw -4250206.069537 + Penalty 5066.135282 = -4245139.934255 nChanged 74 SP:Iteration 21Q (1087.000000 sec): 3 clusters Score: Raw -4250232.269058 + Penalty 5066.135282 = -4245166.133776 nChanged 45 SP:Iteration 22Q (1087.100000 sec): 3 clusters Score: Raw -4250246.854706 + Penalty 5066.135282 = -4245180.719424 nChanged 34 SP:Iteration 23Q (1087.210000 sec): 3 clusters Score: Raw -4250257.089063 + Penalty 5066.135282 = -4245190.953781 nChanged 28 SP:Iteration 24Q (1087.320000 sec): 3 clusters Score: Raw -4250265.656337 + Penalty 5066.135282 = -4245199.521056 nChanged 27 SP:Iteration 25Q (1087.430000 sec): 3 clusters Score: Raw -4250273.881792 + Penalty 5066.135282 = -4245207.746510 nChanged 20 SP:Iteration 26Q (1087.530000 sec): 3 clusters Score: Raw -4250279.912317 + Penalty 5066.135282 = -4245213.777035 nChanged 14 SP:Iteration 27Q (1087.640000 sec): 3 clusters Score: Raw -4250283.076634 + Penalty 5066.135282 = -4245216.941352 nChanged 5 SP:Iteration 28Q (1087.740000 sec): 3 clusters Score: Raw -4250284.447141 + Penalty 5066.135282 = -4245218.311860 nChanged 8 SP:Iteration 29Q (1087.850000 sec): 3 clusters Score: Raw -4250286.578280 + Penalty 5066.135282 = -4245220.442998 nChanged 8 SP:Iteration 30Q (1087.960000 sec): 3 clusters Score: Raw -4250288.020729 + Penalty 5066.135282 = -4245221.885447 nChanged 6 SP:Iteration 31Q (1088.060000 sec): 3 clusters Score: Raw -4250289.092149 + Penalty 5066.135282 = -4245222.956867 nChanged 1 SP:Iteration 32Q (1088.170000 sec): 3 clusters Score: Raw -4250289.309541 + Penalty 5066.135282 = -4245223.174259 nChanged 3 SP:Iteration 33Q (1088.280000 sec): 3 clusters Score: Raw -4250289.762334 + Penalty 5066.135282 = -4245223.627052 nChanged 1 SP:Iteration 34Q (1088.380000 sec): 3 clusters Score: Raw -4250289.849104 + Penalty 5066.135282 = -4245223.713822 nChanged 1 SP:Iteration 35Q (1088.490000 sec): 3 clusters Score: Raw -4250289.993477 + Penalty 5066.135282 = -4245223.858196 nChanged 1 SP:Iteration 36Q (1088.600000 sec): 3 clusters Score: Raw -4250290.321663 + Penalty 5066.135282 = -4245224.186381 nChanged 0 SP:Iteration 37F (1088.740000 sec): 3 clusters Score: Raw -4250290.321663 + Penalty 5066.135282 = -4245224.186381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.760000 sec): 2 clusters Score: Raw -114567.138372 + Penalty 1655.916698 = -112911.221674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.770000 sec): 3 clusters Score: Raw -114443.159329 + Penalty 3311.833397 = -111131.325932 nChanged 185 SP:Iteration 1F (1088.770000 sec): 3 clusters Score: Raw -114733.255024 + Penalty 3311.833397 = -111421.421627 nChanged 70 SP:Iteration 2F (1088.780000 sec): 3 clusters Score: Raw -114911.947265 + Penalty 3311.833397 = -111600.113868 nChanged 42 SP:Iteration 3F (1088.780000 sec): 3 clusters Score: Raw -115031.173640 + Penalty 3311.833397 = -111719.340243 nChanged 30 SP:Iteration 4Q (1088.780000 sec): 3 clusters Score: Raw -115121.932844 + Penalty 3311.833397 = -111810.099448 nChanged 27 SP:Iteration 5Q (1088.780000 sec): 3 clusters Score: Raw -115230.536161 + Penalty 3311.833397 = -111918.702764 nChanged 24 SP:Iteration 6Q (1088.790000 sec): 3 clusters Score: Raw -115367.742922 + Penalty 3311.833397 = -112055.909525 nChanged 21 SP:Iteration 7Q (1088.790000 sec): 3 clusters Score: Raw -115557.269029 + Penalty 3311.833397 = -112245.435633 nChanged 24 SP:Iteration 8Q (1088.800000 sec): 3 clusters Score: Raw -115692.204631 + Penalty 3311.833397 = -112380.371234 nChanged 25 SP:Iteration 9Q (1088.800000 sec): 3 clusters Score: Raw -115754.815317 + Penalty 3311.833397 = -112442.981920 nChanged 21 SP:Iteration 10Q (1088.800000 sec): 3 clusters Score: Raw -115796.716017 + Penalty 3311.833397 = -112484.882620 nChanged 14 SP:Iteration 11Q (1088.800000 sec): 3 clusters Score: Raw -115835.056164 + Penalty 3311.833397 = -112523.222768 nChanged 20 SP:Iteration 12Q (1088.810000 sec): 3 clusters Score: Raw -115878.156508 + Penalty 3311.833397 = -112566.323111 nChanged 17 SP:Iteration 13Q (1088.810000 sec): 3 clusters Score: Raw -115918.896997 + Penalty 3311.833397 = -112607.063600 nChanged 11 SP:Iteration 14Q (1088.820000 sec): 3 clusters Score: Raw -115945.206892 + Penalty 3311.833397 = -112633.373495 nChanged 13 SP:Iteration 15Q (1088.820000 sec): 3 clusters Score: Raw -115980.748838 + Penalty 3311.833397 = -112668.915441 nChanged 11 SP:Iteration 16Q (1088.820000 sec): 3 clusters Score: Raw -116014.635494 + Penalty 3311.833397 = -112702.802097 nChanged 15 SP:Iteration 17Q (1088.820000 sec): 3 clusters Score: Raw -116093.845956 + Penalty 3311.833397 = -112782.012559 nChanged 10 SP:Iteration 18Q (1088.830000 sec): 3 clusters Score: Raw -116147.629598 + Penalty 3311.833397 = -112835.796201 nChanged 9 SP:Iteration 19Q (1088.830000 sec): 3 clusters Score: Raw -116200.884040 + Penalty 3311.833397 = -112889.050643 nChanged 4 SP:Iteration 20F (1088.840000 sec): 3 clusters Score: Raw -116254.223381 + Penalty 3311.833397 = -112942.389985 nChanged 4 SP:Iteration 21Q (1088.840000 sec): 3 clusters Score: Raw -116325.752505 + Penalty 3311.833397 = -113013.919109 nChanged 0 SP:Iteration 22F (1088.840000 sec): 3 clusters Score: Raw -116325.752505 + Penalty 3311.833397 = -113013.919109 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 4.92 GB. Trying to split cluster 13 (1098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1088.850000 sec): 2 clusters Score: Raw -131237.008732 + Penalty 1736.308914 = -129500.699818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1088.860000 sec): 3 clusters Score: Raw -131659.387812 + Penalty 3472.617829 = -128186.769984 nChanged 420 SP:Iteration 1F (1088.860000 sec): 3 clusters Score: Raw -133909.199189 + Penalty 3472.617829 = -130436.581361 nChanged 172 SP:Iteration 2F (1088.870000 sec): 3 clusters Score: Raw -135572.543827 + Penalty 3472.617829 = -132099.925998 nChanged 39 SP:Iteration 3Q (1088.870000 sec): 3 clusters Score: Raw -135876.616475 + Penalty 3472.617829 = -132403.998646 nChanged 31 SP:Iteration 4Q (1088.880000 sec): 3 clusters Score: Raw -136234.632960 + Penalty 3472.617829 = -132762.015132 nChanged 28 SP:Iteration 5Q (1088.880000 sec): 3 clusters Score: Raw -136640.879282 + Penalty 3472.617829 = -133168.261454 nChanged 12 SP:Iteration 6Q (1088.880000 sec): 3 clusters Score: Raw -136967.721226 + Penalty 3472.617829 = -133495.103397 nChanged 3 SP:Iteration 7Q (1088.890000 sec): 3 clusters Score: Raw -137050.362461 + Penalty 3472.617829 = -133577.744633 nChanged 11 SP:Iteration 8Q (1088.890000 sec): 3 clusters Score: Raw -137487.087060 + Penalty 3472.617829 = -134014.469232 nChanged 5 SP:Iteration 9Q (1088.900000 sec): 3 clusters Score: Raw -137753.153899 + Penalty 3472.617829 = -134280.536070 nChanged 0 SP:Iteration 10F (1088.900000 sec): 3 clusters Score: Raw -137755.832139 + Penalty 3472.617829 = -134283.214310 nChanged 2 SP:Iteration 11Q (1088.910000 sec): 3 clusters Score: Raw -137766.754362 + Penalty 3472.617829 = -134294.136534 nChanged 3 SP:Iteration 12Q (1088.910000 sec): 3 clusters Score: Raw -137783.397259 + Penalty 3472.617829 = -134310.779431 nChanged 3 SP:Iteration 13Q (1088.910000 sec): 3 clusters Score: Raw -137797.379298 + Penalty 3472.617829 = -134324.761469 nChanged 2 SP:Iteration 14Q (1088.920000 sec): 3 clusters Score: Raw -137806.486984 + Penalty 3472.617829 = -134333.869155 nChanged 3 SP:Iteration 15Q (1088.920000 sec): 3 clusters Score: Raw -137814.875770 + Penalty 3472.617829 = -134342.257941 nChanged 0 SP:Iteration 16F (1088.930000 sec): 3 clusters Score: Raw -137814.875770 + Penalty 3472.617829 = -134342.257941 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 4.92 GB. Trying to split cluster 14 (23869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.040000 sec): 2 clusters Score: Raw -3704413.997595 + Penalty 2499.923285 = -3701914.074310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.170000 sec): 3 clusters Score: Raw -3690263.745333 + Penalty 4999.846569 = -3685263.898764 nChanged 10613 SP:Iteration 1F (1089.290000 sec): 3 clusters Score: Raw -3695871.996065 + Penalty 4999.846569 = -3690872.149496 nChanged 1194 SP:Iteration 2F (1089.420000 sec): 3 clusters Score: Raw -3696278.366742 + Penalty 4999.846569 = -3691278.520173 nChanged 1038 SP:Iteration 3Q (1089.540000 sec): 3 clusters Score: Raw -3696622.675587 + Penalty 4999.846569 = -3691622.829018 nChanged 941 SP:Iteration 4Q (1089.670000 sec): 3 clusters Score: Raw -3696971.942053 + Penalty 4999.846569 = -3691972.095484 nChanged 943 SP:Iteration 5Q (1089.800000 sec): 3 clusters Score: Raw -3697374.450207 + Penalty 4999.846569 = -3692374.603638 nChanged 1003 SP:Iteration 6Q (1089.920000 sec): 3 clusters Score: Raw -3697849.749117 + Penalty 4999.846569 = -3692849.902548 nChanged 1107 SP:Iteration 7Q (1090.040000 sec): 3 clusters Score: Raw -3698464.958066 + Penalty 4999.846569 = -3693465.111496 nChanged 1142 SP:Iteration 8Q (1090.170000 sec): 3 clusters Score: Raw -3699203.060919 + Penalty 4999.846569 = -3694203.214350 nChanged 1254 SP:Iteration 9F (1090.300000 sec): 3 clusters Score: Raw -3700036.278928 + Penalty 4999.846569 = -3695036.432359 nChanged 1240 SP:Iteration 10F (1090.420000 sec): 3 clusters Score: Raw -3700912.130573 + Penalty 4999.846569 = -3695912.284003 nChanged 1174 SP:Iteration 11Q (1090.540000 sec): 3 clusters Score: Raw -3701845.575488 + Penalty 4999.846569 = -3696845.728918 nChanged 1018 SP:Iteration 12Q (1090.660000 sec): 3 clusters Score: Raw -3702693.243504 + Penalty 4999.846569 = -3697693.396935 nChanged 847 SP:Iteration 13Q (1090.770000 sec): 3 clusters Score: Raw -3703475.159750 + Penalty 4999.846569 = -3698475.313181 nChanged 600 SP:Iteration 14Q (1090.880000 sec): 3 clusters Score: Raw -3704149.415338 + Penalty 4999.846569 = -3699149.568769 nChanged 398 SP:Iteration 15Q (1090.980000 sec): 3 clusters Score: Raw -3704556.428819 + Penalty 4999.846569 = -3699556.582250 nChanged 287 SP:Iteration 16Q (1091.080000 sec): 3 clusters Score: Raw -3704774.289245 + Penalty 4999.846569 = -3699774.442676 nChanged 203 SP:Iteration 17Q (1091.180000 sec): 3 clusters Score: Raw -3704903.762495 + Penalty 4999.846569 = -3699903.915925 nChanged 163 SP:Iteration 18Q (1091.270000 sec): 3 clusters Score: Raw -3704981.849324 + Penalty 4999.846569 = -3699982.002755 nChanged 99 SP:Iteration 19Q (1091.370000 sec): 3 clusters Score: Raw -3705026.676008 + Penalty 4999.846569 = -3700026.829439 nChanged 70 SP:Iteration 20F (1091.490000 sec): 3 clusters Score: Raw -3705060.041852 + Penalty 4999.846569 = -3700060.195283 nChanged 57 SP:Iteration 21Q (1091.580000 sec): 3 clusters Score: Raw -3705081.988550 + Penalty 4999.846569 = -3700082.141981 nChanged 55 SP:Iteration 22Q (1091.670000 sec): 3 clusters Score: Raw -3705099.114880 + Penalty 4999.846569 = -3700099.268311 nChanged 33 SP:Iteration 23Q (1091.770000 sec): 3 clusters Score: Raw -3705109.415953 + Penalty 4999.846569 = -3700109.569384 nChanged 21 SP:Iteration 24Q (1091.860000 sec): 3 clusters Score: Raw -3705115.036510 + Penalty 4999.846569 = -3700115.189941 nChanged 17 SP:Iteration 25Q (1091.950000 sec): 3 clusters Score: Raw -3705119.454467 + Penalty 4999.846569 = -3700119.607898 nChanged 10 SP:Iteration 26Q (1092.050000 sec): 3 clusters Score: Raw -3705122.082669 + Penalty 4999.846569 = -3700122.236100 nChanged 3 SP:Iteration 27Q (1092.140000 sec): 3 clusters Score: Raw -3705122.570499 + Penalty 4999.846569 = -3700122.723930 nChanged 5 SP:Iteration 28Q (1092.230000 sec): 3 clusters Score: Raw -3705123.936884 + Penalty 4999.846569 = -3700124.090315 nChanged 5 SP:Iteration 29Q (1092.320000 sec): 3 clusters Score: Raw -3705125.325773 + Penalty 4999.846569 = -3700125.479204 nChanged 0 SP:Iteration 30F (1092.450000 sec): 3 clusters Score: Raw -3705125.325773 + Penalty 4999.846569 = -3700125.479204 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1092.480000 sec): 2 clusters Score: Raw -736156.374501 + Penalty 2109.771428 = -734046.603073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1092.510000 sec): 3 clusters Score: Raw -733783.601809 + Penalty 4219.542856 = -729564.058953 nChanged 1862 SP:Iteration 1F (1092.530000 sec): 3 clusters Score: Raw -734917.186753 + Penalty 4219.542856 = -730697.643897 nChanged 398 SP:Iteration 2F (1092.550000 sec): 3 clusters Score: Raw -735206.546763 + Penalty 4219.542856 = -730987.003907 nChanged 302 SP:Iteration 3F (1092.580000 sec): 3 clusters Score: Raw -735415.313936 + Penalty 4219.542856 = -731195.771079 nChanged 236 SP:Iteration 4Q (1092.600000 sec): 3 clusters Score: Raw -735563.526429 + Penalty 4219.542856 = -731343.983572 nChanged 196 SP:Iteration 5Q (1092.630000 sec): 3 clusters Score: Raw -735695.268999 + Penalty 4219.542856 = -731475.726142 nChanged 167 SP:Iteration 6Q (1092.660000 sec): 3 clusters Score: Raw -735810.497308 + Penalty 4219.542856 = -731590.954451 nChanged 163 SP:Iteration 7Q (1092.680000 sec): 3 clusters Score: Raw -735911.711444 + Penalty 4219.542856 = -731692.168588 nChanged 143 SP:Iteration 8Q (1092.710000 sec): 3 clusters Score: Raw -736006.875043 + Penalty 4219.542856 = -731787.332187 nChanged 149 SP:Iteration 9Q (1092.730000 sec): 3 clusters Score: Raw -736100.397263 + Penalty 4219.542856 = -731880.854407 nChanged 140 SP:Iteration 10Q (1092.760000 sec): 3 clusters Score: Raw -736209.244355 + Penalty 4219.542856 = -731989.701499 nChanged 148 SP:Iteration 11Q (1092.780000 sec): 3 clusters Score: Raw -736317.194054 + Penalty 4219.542856 = -732097.651197 nChanged 135 SP:Iteration 12Q (1092.810000 sec): 3 clusters Score: Raw -736408.582117 + Penalty 4219.542856 = -732189.039261 nChanged 123 SP:Iteration 13Q (1092.830000 sec): 3 clusters Score: Raw -736505.136254 + Penalty 4219.542856 = -732285.593398 nChanged 111 SP:Iteration 14Q (1092.860000 sec): 3 clusters Score: Raw -736588.547750 + Penalty 4219.542856 = -732369.004894 nChanged 100 SP:Iteration 15Q (1092.880000 sec): 3 clusters Score: Raw -736667.066638 + Penalty 4219.542856 = -732447.523782 nChanged 83 SP:Iteration 16Q (1092.910000 sec): 3 clusters Score: Raw -736723.412922 + Penalty 4219.542856 = -732503.870066 nChanged 66 SP:Iteration 17Q (1092.930000 sec): 3 clusters Score: Raw -736773.275171 + Penalty 4219.542856 = -732553.732314 nChanged 62 SP:Iteration 18Q (1092.950000 sec): 3 clusters Score: Raw -736828.793745 + Penalty 4219.542856 = -732609.250888 nChanged 61 SP:Iteration 19Q (1092.970000 sec): 3 clusters Score: Raw -736875.645006 + Penalty 4219.542856 = -732656.102150 nChanged 65 SP:Iteration 20F (1093.000000 sec): 3 clusters Score: Raw -736926.492040 + Penalty 4219.542856 = -732706.949183 nChanged 61 SP:Iteration 21Q (1093.020000 sec): 3 clusters Score: Raw -736980.958622 + Penalty 4219.542856 = -732761.415766 nChanged 62 SP:Iteration 22Q (1093.040000 sec): 3 clusters Score: Raw -737034.127414 + Penalty 4219.542856 = -732814.584557 nChanged 59 SP:Iteration 23Q (1093.070000 sec): 3 clusters Score: Raw -737093.576341 + Penalty 4219.542856 = -732874.033485 nChanged 40 SP:Iteration 24Q (1093.090000 sec): 3 clusters Score: Raw -737129.074457 + Penalty 4219.542856 = -732909.531601 nChanged 34 SP:Iteration 25Q (1093.110000 sec): 3 clusters Score: Raw -737148.284917 + Penalty 4219.542856 = -732928.742061 nChanged 20 SP:Iteration 26Q (1093.130000 sec): 3 clusters Score: Raw -737157.879461 + Penalty 4219.542856 = -732938.336605 nChanged 15 SP:Iteration 27Q (1093.150000 sec): 3 clusters Score: Raw -737166.708192 + Penalty 4219.542856 = -732947.165336 nChanged 11 SP:Iteration 28Q (1093.170000 sec): 3 clusters Score: Raw -737172.600488 + Penalty 4219.542856 = -732953.057632 nChanged 6 SP:Iteration 29Q (1093.190000 sec): 3 clusters Score: Raw -737175.597271 + Penalty 4219.542856 = -732956.054414 nChanged 2 SP:Iteration 30Q (1093.210000 sec): 3 clusters Score: Raw -737177.273404 + Penalty 4219.542856 = -732957.730548 nChanged 2 SP:Iteration 31Q (1093.230000 sec): 3 clusters Score: Raw -737177.872615 + Penalty 4219.542856 = -732958.329758 nChanged 4 SP:Iteration 32Q (1093.250000 sec): 3 clusters Score: Raw -737180.151922 + Penalty 4219.542856 = -732960.609066 nChanged 7 SP:Iteration 33Q (1093.270000 sec): 3 clusters Score: Raw -737186.071510 + Penalty 4219.542856 = -732966.528653 nChanged 4 SP:Iteration 34Q (1093.290000 sec): 3 clusters Score: Raw -737189.226990 + Penalty 4219.542856 = -732969.684134 nChanged 5 SP:Iteration 35Q (1093.310000 sec): 3 clusters Score: Raw -737192.180672 + Penalty 4219.542856 = -732972.637815 nChanged 0 SP:Iteration 36F (1093.340000 sec): 3 clusters Score: Raw -737192.180672 + Penalty 4219.542856 = -732972.637815 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.350000 sec): 2 clusters Score: Raw -403035.757031 + Penalty 1950.280843 = -401085.476188 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.370000 sec): 3 clusters Score: Raw -401950.605105 + Penalty 3900.561687 = -398050.043418 nChanged 900 SP:Iteration 1F (1093.380000 sec): 3 clusters Score: Raw -402503.710687 + Penalty 3900.561687 = -398603.149000 nChanged 202 SP:Iteration 2F (1093.390000 sec): 3 clusters Score: Raw -402680.293986 + Penalty 3900.561687 = -398779.732299 nChanged 125 SP:Iteration 3Q (1093.410000 sec): 3 clusters Score: Raw -402779.880304 + Penalty 3900.561687 = -398879.318617 nChanged 94 SP:Iteration 4Q (1093.420000 sec): 3 clusters Score: Raw -402844.495694 + Penalty 3900.561687 = -398943.934007 nChanged 61 SP:Iteration 5Q (1093.430000 sec): 3 clusters Score: Raw -402881.794601 + Penalty 3900.561687 = -398981.232914 nChanged 45 SP:Iteration 6Q (1093.450000 sec): 3 clusters Score: Raw -402909.083390 + Penalty 3900.561687 = -399008.521703 nChanged 39 SP:Iteration 7Q (1093.460000 sec): 3 clusters Score: Raw -402932.804281 + Penalty 3900.561687 = -399032.242594 nChanged 27 SP:Iteration 8Q (1093.470000 sec): 3 clusters Score: Raw -402949.396253 + Penalty 3900.561687 = -399048.834566 nChanged 13 SP:Iteration 9Q (1093.490000 sec): 3 clusters Score: Raw -402959.076459 + Penalty 3900.561687 = -399058.514773 nChanged 12 SP:Iteration 10Q (1093.500000 sec): 3 clusters Score: Raw -402965.707507 + Penalty 3900.561687 = -399065.145820 nChanged 10 SP:Iteration 11Q (1093.510000 sec): 3 clusters Score: Raw -402973.308396 + Penalty 3900.561687 = -399072.746709 nChanged 15 SP:Iteration 12Q (1093.530000 sec): 3 clusters Score: Raw -402979.461395 + Penalty 3900.561687 = -399078.899708 nChanged 12 SP:Iteration 13Q (1093.540000 sec): 3 clusters Score: Raw -402984.829504 + Penalty 3900.561687 = -399084.267817 nChanged 6 SP:Iteration 14Q (1093.550000 sec): 3 clusters Score: Raw -402988.482976 + Penalty 3900.561687 = -399087.921289 nChanged 3 SP:Iteration 15Q (1093.570000 sec): 3 clusters Score: Raw -402989.811677 + Penalty 3900.561687 = -399089.249990 nChanged 4 SP:Iteration 16Q (1093.580000 sec): 3 clusters Score: Raw -402991.777614 + Penalty 3900.561687 = -399091.215927 nChanged 1 SP:Iteration 17Q (1093.590000 sec): 3 clusters Score: Raw -402992.515588 + Penalty 3900.561687 = -399091.953901 nChanged 4 SP:Iteration 18Q (1093.610000 sec): 3 clusters Score: Raw -402994.609951 + Penalty 3900.561687 = -399094.048264 nChanged 3 SP:Iteration 19Q (1093.620000 sec): 3 clusters Score: Raw -402995.616181 + Penalty 3900.561687 = -399095.054494 nChanged 1 SP:Iteration 20F (1093.630000 sec): 3 clusters Score: Raw -402995.802118 + Penalty 3900.561687 = -399095.240432 nChanged 3 SP:Iteration 21Q (1093.640000 sec): 3 clusters Score: Raw -402997.460429 + Penalty 3900.561687 = -399096.898742 nChanged 2 SP:Iteration 22Q (1093.660000 sec): 3 clusters Score: Raw -402997.727623 + Penalty 3900.561687 = -399097.165936 nChanged 1 SP:Iteration 23Q (1093.670000 sec): 3 clusters Score: Raw -402998.063539 + Penalty 3900.561687 = -399097.501853 nChanged 2 SP:Iteration 24Q (1093.680000 sec): 3 clusters Score: Raw -402998.690565 + Penalty 3900.561687 = -399098.128878 nChanged 3 SP:Iteration 25Q (1093.690000 sec): 3 clusters Score: Raw -402999.698351 + Penalty 3900.561687 = -399099.136664 nChanged 3 SP:Iteration 26Q (1093.710000 sec): 3 clusters Score: Raw -403001.485132 + Penalty 3900.561687 = -399100.923445 nChanged 3 SP:Iteration 27Q (1093.720000 sec): 3 clusters Score: Raw -403002.100793 + Penalty 3900.561687 = -399101.539106 nChanged 0 SP:Iteration 28F (1093.730000 sec): 3 clusters Score: Raw -403002.100793 + Penalty 3900.561687 = -399101.539106 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (2572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.750000 sec): 2 clusters Score: Raw -394756.780816 + Penalty 1947.404893 = -392809.375923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.760000 sec): 3 clusters Score: Raw -393691.439131 + Penalty 3894.809786 = -389796.629344 nChanged 872 SP:Iteration 1F (1093.770000 sec): 3 clusters Score: Raw -394340.488433 + Penalty 3894.809786 = -390445.678647 nChanged 254 SP:Iteration 2F (1093.790000 sec): 3 clusters Score: Raw -394721.872040 + Penalty 3894.809786 = -390827.062254 nChanged 222 SP:Iteration 3F (1093.800000 sec): 3 clusters Score: Raw -395185.032320 + Penalty 3894.809786 = -391290.222533 nChanged 190 SP:Iteration 4F (1093.810000 sec): 3 clusters Score: Raw -395589.359924 + Penalty 3894.809786 = -391694.550137 nChanged 177 SP:Iteration 5F (1093.830000 sec): 3 clusters Score: Raw -395965.678984 + Penalty 3894.809786 = -392070.869197 nChanged 123 SP:Iteration 6Q (1093.840000 sec): 3 clusters Score: Raw -396155.548249 + Penalty 3894.809786 = -392260.738463 nChanged 93 SP:Iteration 7Q (1093.850000 sec): 3 clusters Score: Raw -396269.627710 + Penalty 3894.809786 = -392374.817924 nChanged 60 SP:Iteration 8Q (1093.860000 sec): 3 clusters Score: Raw -396341.975271 + Penalty 3894.809786 = -392447.165485 nChanged 41 SP:Iteration 9Q (1093.870000 sec): 3 clusters Score: Raw -396385.639110 + Penalty 3894.809786 = -392490.829324 nChanged 28 SP:Iteration 10Q (1093.880000 sec): 3 clusters Score: Raw -396411.889757 + Penalty 3894.809786 = -392517.079971 nChanged 30 SP:Iteration 11Q (1093.890000 sec): 3 clusters Score: Raw -396439.082862 + Penalty 3894.809786 = -392544.273076 nChanged 24 SP:Iteration 12Q (1093.900000 sec): 3 clusters Score: Raw -396460.895538 + Penalty 3894.809786 = -392566.085752 nChanged 20 SP:Iteration 13Q (1093.910000 sec): 3 clusters Score: Raw -396475.031838 + Penalty 3894.809786 = -392580.222051 nChanged 11 SP:Iteration 14Q (1093.930000 sec): 3 clusters Score: Raw -396483.968001 + Penalty 3894.809786 = -392589.158215 nChanged 7 SP:Iteration 15Q (1093.930000 sec): 3 clusters Score: Raw -396487.026789 + Penalty 3894.809786 = -392592.217002 nChanged 3 SP:Iteration 16Q (1093.950000 sec): 3 clusters Score: Raw -396489.021652 + Penalty 3894.809786 = -392594.211866 nChanged 1 SP:Iteration 17Q (1093.960000 sec): 3 clusters Score: Raw -396489.424513 + Penalty 3894.809786 = -392594.614726 nChanged 3 SP:Iteration 18Q (1093.970000 sec): 3 clusters Score: Raw -396492.126711 + Penalty 3894.809786 = -392597.316925 nChanged 1 SP:Iteration 19Q (1093.980000 sec): 3 clusters Score: Raw -396494.063215 + Penalty 3894.809786 = -392599.253428 nChanged 1 SP:Iteration 20F (1093.990000 sec): 3 clusters Score: Raw -396494.625532 + Penalty 3894.809786 = -392599.815745 nChanged 1 SP:Iteration 21Q (1094.000000 sec): 3 clusters Score: Raw -396495.269526 + Penalty 3894.809786 = -392600.459739 nChanged 1 SP:Iteration 22Q (1094.010000 sec): 3 clusters Score: Raw -396496.335320 + Penalty 3894.809786 = -392601.525533 nChanged 0 SP:Iteration 23F (1094.030000 sec): 3 clusters Score: Raw -396496.335320 + Penalty 3894.809786 = -392601.525533 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1094.130000 sec): 2 clusters Score: Raw -3579132.458507 + Penalty 2488.113556 = -3576644.344952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1094.250000 sec): 3 clusters Score: Raw -3565744.127340 + Penalty 4976.227111 = -3560767.900229 nChanged 10209 SP:Iteration 1F (1094.370000 sec): 3 clusters Score: Raw -3571018.908690 + Penalty 4976.227111 = -3566042.681578 nChanged 1159 SP:Iteration 2F (1094.490000 sec): 3 clusters Score: Raw -3571391.864562 + Penalty 4976.227111 = -3566415.637450 nChanged 971 SP:Iteration 3Q (1094.610000 sec): 3 clusters Score: Raw -3571691.150177 + Penalty 4976.227111 = -3566714.923066 nChanged 860 SP:Iteration 4Q (1094.740000 sec): 3 clusters Score: Raw -3571963.661673 + Penalty 4976.227111 = -3566987.434561 nChanged 812 SP:Iteration 5Q (1094.860000 sec): 3 clusters Score: Raw -3572255.263367 + Penalty 4976.227111 = -3567279.036256 nChanged 864 SP:Iteration 6Q (1094.980000 sec): 3 clusters Score: Raw -3572593.046329 + Penalty 4976.227111 = -3567616.819218 nChanged 849 SP:Iteration 7Q (1095.110000 sec): 3 clusters Score: Raw -3572950.262014 + Penalty 4976.227111 = -3567974.034902 nChanged 972 SP:Iteration 8Q (1095.230000 sec): 3 clusters Score: Raw -3573398.150874 + Penalty 4976.227111 = -3568421.923762 nChanged 1049 SP:Iteration 9Q (1095.350000 sec): 3 clusters Score: Raw -3573922.164438 + Penalty 4976.227111 = -3568945.937326 nChanged 1115 SP:Iteration 10Q (1095.470000 sec): 3 clusters Score: Raw -3574553.651415 + Penalty 4976.227111 = -3569577.424304 nChanged 1141 SP:Iteration 11F (1095.590000 sec): 3 clusters Score: Raw -3575182.406984 + Penalty 4976.227111 = -3570206.179873 nChanged 948 SP:Iteration 12Q (1095.710000 sec): 3 clusters Score: Raw -3575707.931767 + Penalty 4976.227111 = -3570731.704656 nChanged 870 SP:Iteration 13Q (1095.830000 sec): 3 clusters Score: Raw -3576248.046036 + Penalty 4976.227111 = -3571271.818925 nChanged 786 SP:Iteration 14Q (1095.950000 sec): 3 clusters Score: Raw -3576835.090612 + Penalty 4976.227111 = -3571858.863500 nChanged 706 SP:Iteration 15Q (1096.070000 sec): 3 clusters Score: Raw -3577385.541197 + Penalty 4976.227111 = -3572409.314086 nChanged 591 SP:Iteration 16Q (1096.190000 sec): 3 clusters Score: Raw -3577809.240298 + Penalty 4976.227111 = -3572833.013187 nChanged 496 SP:Iteration 17Q (1096.300000 sec): 3 clusters Score: Raw -3578119.165885 + Penalty 4976.227111 = -3573142.938774 nChanged 396 SP:Iteration 18Q (1096.410000 sec): 3 clusters Score: Raw -3578334.967332 + Penalty 4976.227111 = -3573358.740220 nChanged 332 SP:Iteration 19Q (1096.520000 sec): 3 clusters Score: Raw -3578506.845149 + Penalty 4976.227111 = -3573530.618038 nChanged 307 SP:Iteration 20F (1096.630000 sec): 3 clusters Score: Raw -3578669.596220 + Penalty 4976.227111 = -3573693.369109 nChanged 291 SP:Iteration 21Q (1096.740000 sec): 3 clusters Score: Raw -3578821.808931 + Penalty 4976.227111 = -3573845.581819 nChanged 252 SP:Iteration 22Q (1096.840000 sec): 3 clusters Score: Raw -3578957.953927 + Penalty 4976.227111 = -3573981.726816 nChanged 240 SP:Iteration 23Q (1096.940000 sec): 3 clusters Score: Raw -3579078.637332 + Penalty 4976.227111 = -3574102.410221 nChanged 212 SP:Iteration 24Q (1097.030000 sec): 3 clusters Score: Raw -3579180.363266 + Penalty 4976.227111 = -3574204.136155 nChanged 187 SP:Iteration 25Q (1097.130000 sec): 3 clusters Score: Raw -3579273.235048 + Penalty 4976.227111 = -3574297.007936 nChanged 162 SP:Iteration 26Q (1097.230000 sec): 3 clusters Score: Raw -3579354.051102 + Penalty 4976.227111 = -3574377.823991 nChanged 150 SP:Iteration 27Q (1097.320000 sec): 3 clusters Score: Raw -3579427.322913 + Penalty 4976.227111 = -3574451.095801 nChanged 138 SP:Iteration 28Q (1097.410000 sec): 3 clusters Score: Raw -3579494.532278 + Penalty 4976.227111 = -3574518.305167 nChanged 124 SP:Iteration 29Q (1097.510000 sec): 3 clusters Score: Raw -3579554.164278 + Penalty 4976.227111 = -3574577.937167 nChanged 115 SP:Iteration 30Q (1097.600000 sec): 3 clusters Score: Raw -3579606.655077 + Penalty 4976.227111 = -3574630.427965 nChanged 100 SP:Iteration 31Q (1097.690000 sec): 3 clusters Score: Raw -3579647.468201 + Penalty 4976.227111 = -3574671.241089 nChanged 74 SP:Iteration 32Q (1097.780000 sec): 3 clusters Score: Raw -3579674.744570 + Penalty 4976.227111 = -3574698.517458 nChanged 61 SP:Iteration 33Q (1097.870000 sec): 3 clusters Score: Raw -3579694.699276 + Penalty 4976.227111 = -3574718.472164 nChanged 51 SP:Iteration 34Q (1097.960000 sec): 3 clusters Score: Raw -3579710.624170 + Penalty 4976.227111 = -3574734.397058 nChanged 48 SP:Iteration 35Q (1098.050000 sec): 3 clusters Score: Raw -3579725.247819 + Penalty 4976.227111 = -3574749.020708 nChanged 31 SP:Iteration 36Q (1098.140000 sec): 3 clusters Score: Raw -3579734.059177 + Penalty 4976.227111 = -3574757.832066 nChanged 24 SP:Iteration 37Q (1098.230000 sec): 3 clusters Score: Raw -3579742.596662 + Penalty 4976.227111 = -3574766.369550 nChanged 27 SP:Iteration 38Q (1098.320000 sec): 3 clusters Score: Raw -3579750.648463 + Penalty 4976.227111 = -3574774.421352 nChanged 29 SP:Iteration 39Q (1098.410000 sec): 3 clusters Score: Raw -3579761.370555 + Penalty 4976.227111 = -3574785.143444 nChanged 23 SP:Iteration 40F (1098.530000 sec): 3 clusters Score: Raw -3579768.194709 + Penalty 4976.227111 = -3574791.967597 nChanged 18 SP:Iteration 41Q (1098.610000 sec): 3 clusters Score: Raw -3579772.514125 + Penalty 4976.227111 = -3574796.287013 nChanged 10 SP:Iteration 42Q (1098.700000 sec): 3 clusters Score: Raw -3579775.608630 + Penalty 4976.227111 = -3574799.381518 nChanged 10 SP:Iteration 43Q (1098.790000 sec): 3 clusters Score: Raw -3579777.818637 + Penalty 4976.227111 = -3574801.591526 nChanged 6 SP:Iteration 44Q (1098.880000 sec): 3 clusters Score: Raw -3579779.683873 + Penalty 4976.227111 = -3574803.456761 nChanged 13 SP:Iteration 45Q (1098.970000 sec): 3 clusters Score: Raw -3579782.989193 + Penalty 4976.227111 = -3574806.762081 nChanged 11 SP:Iteration 46Q (1099.060000 sec): 3 clusters Score: Raw -3579785.242501 + Penalty 4976.227111 = -3574809.015390 nChanged 5 SP:Iteration 47Q (1099.150000 sec): 3 clusters Score: Raw -3579786.361060 + Penalty 4976.227111 = -3574810.133948 nChanged 5 SP:Iteration 48Q (1099.240000 sec): 3 clusters Score: Raw -3579787.260158 + Penalty 4976.227111 = -3574811.033046 nChanged 2 SP:Iteration 49Q (1099.320000 sec): 3 clusters Score: Raw -3579787.570900 + Penalty 4976.227111 = -3574811.343788 nChanged 1 SP:Iteration 50Q (1099.410000 sec): 3 clusters Score: Raw -3579787.693115 + Penalty 4976.227111 = -3574811.466004 nChanged 0 SP:Iteration 51F (1099.530000 sec): 3 clusters Score: Raw -3579787.693115 + Penalty 4976.227111 = -3574811.466004 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.550000 sec): 2 clusters Score: Raw -142660.541967 + Penalty 1714.360219 = -140946.181747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.550000 sec): 3 clusters Score: Raw -142626.081872 + Penalty 3428.720439 = -139197.361433 nChanged 315 SP:Iteration 1F (1099.550000 sec): 3 clusters Score: Raw -144274.401174 + Penalty 3428.720439 = -140845.680735 nChanged 200 SP:Iteration 2F (1099.560000 sec): 3 clusters Score: Raw -145905.485666 + Penalty 3428.720439 = -142476.765227 nChanged 63 SP:Iteration 3F (1099.570000 sec): 3 clusters Score: Raw -146678.900509 + Penalty 3428.720439 = -143250.180070 nChanged 30 SP:Iteration 4Q (1099.570000 sec): 3 clusters Score: Raw -146931.697163 + Penalty 3428.720439 = -143502.976724 nChanged 15 SP:Iteration 5Q (1099.570000 sec): 3 clusters Score: Raw -146999.587580 + Penalty 3428.720439 = -143570.867141 nChanged 2 SP:Iteration 6Q (1099.580000 sec): 3 clusters Score: Raw -147007.572917 + Penalty 3428.720439 = -143578.852478 nChanged 2 SP:Iteration 7Q (1099.580000 sec): 3 clusters Score: Raw -147015.655331 + Penalty 3428.720439 = -143586.934892 nChanged 2 SP:Iteration 8Q (1099.590000 sec): 3 clusters Score: Raw -147020.820174 + Penalty 3428.720439 = -143592.099735 nChanged 2 SP:Iteration 9Q (1099.590000 sec): 3 clusters Score: Raw -147028.602277 + Penalty 3428.720439 = -143599.881838 nChanged 2 SP:Iteration 10Q (1099.590000 sec): 3 clusters Score: Raw -147036.889263 + Penalty 3428.720439 = -143608.168825 nChanged 1 SP:Iteration 11Q (1099.590000 sec): 3 clusters Score: Raw -147040.018104 + Penalty 3428.720439 = -143611.297665 nChanged 4 SP:Iteration 12Q (1099.600000 sec): 3 clusters Score: Raw -147057.203816 + Penalty 3428.720439 = -143628.483377 nChanged 2 SP:Iteration 13Q (1099.600000 sec): 3 clusters Score: Raw -147061.959069 + Penalty 3428.720439 = -143633.238630 nChanged 3 SP:Iteration 14Q (1099.610000 sec): 3 clusters Score: Raw -147069.617791 + Penalty 3428.720439 = -143640.897352 nChanged 1 SP:Iteration 15Q (1099.610000 sec): 3 clusters Score: Raw -147070.946154 + Penalty 3428.720439 = -143642.225715 nChanged 1 SP:Iteration 16Q (1099.610000 sec): 3 clusters Score: Raw -147073.484741 + Penalty 3428.720439 = -143644.764302 nChanged 1 SP:Iteration 17Q (1099.620000 sec): 3 clusters Score: Raw -147074.445135 + Penalty 3428.720439 = -143645.724696 nChanged 0 SP:Iteration 18F (1099.620000 sec): 3 clusters Score: Raw -147074.445135 + Penalty 3428.720439 = -143645.724696 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 4.92 GB. Trying to split cluster 20 (9953 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.680000 sec): 2 clusters Score: Raw -1441504.833445 + Penalty 2282.996064 = -1439221.837381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.730000 sec): 3 clusters Score: Raw -1436163.940979 + Penalty 4565.992129 = -1431597.948850 nChanged 4182 SP:Iteration 1F (1099.780000 sec): 3 clusters Score: Raw -1438547.377700 + Penalty 4565.992129 = -1433981.385571 nChanged 746 SP:Iteration 2F (1099.830000 sec): 3 clusters Score: Raw -1439049.156346 + Penalty 4565.992129 = -1434483.164217 nChanged 587 SP:Iteration 3F (1099.870000 sec): 3 clusters Score: Raw -1439401.748400 + Penalty 4565.992129 = -1434835.756271 nChanged 486 SP:Iteration 4Q (1099.930000 sec): 3 clusters Score: Raw -1439682.192803 + Penalty 4565.992129 = -1435116.200674 nChanged 434 SP:Iteration 5Q (1099.970000 sec): 3 clusters Score: Raw -1439928.830151 + Penalty 4565.992129 = -1435362.838022 nChanged 389 SP:Iteration 6Q (1100.030000 sec): 3 clusters Score: Raw -1440116.620083 + Penalty 4565.992129 = -1435550.627954 nChanged 343 SP:Iteration 7Q (1100.070000 sec): 3 clusters Score: Raw -1440261.544886 + Penalty 4565.992129 = -1435695.552757 nChanged 278 SP:Iteration 8Q (1100.120000 sec): 3 clusters Score: Raw -1440388.322657 + Penalty 4565.992129 = -1435822.330528 nChanged 279 SP:Iteration 9Q (1100.170000 sec): 3 clusters Score: Raw -1440499.690009 + Penalty 4565.992129 = -1435933.697880 nChanged 224 SP:Iteration 10Q (1100.220000 sec): 3 clusters Score: Raw -1440580.676555 + Penalty 4565.992129 = -1436014.684426 nChanged 189 SP:Iteration 11Q (1100.270000 sec): 3 clusters Score: Raw -1440654.030397 + Penalty 4565.992129 = -1436088.038268 nChanged 190 SP:Iteration 12Q (1100.320000 sec): 3 clusters Score: Raw -1440717.543986 + Penalty 4565.992129 = -1436151.551857 nChanged 156 SP:Iteration 13Q (1100.370000 sec): 3 clusters Score: Raw -1440772.892346 + Penalty 4565.992129 = -1436206.900217 nChanged 167 SP:Iteration 14Q (1100.420000 sec): 3 clusters Score: Raw -1440846.019836 + Penalty 4565.992129 = -1436280.027707 nChanged 184 SP:Iteration 15Q (1100.470000 sec): 3 clusters Score: Raw -1440919.147832 + Penalty 4565.992129 = -1436353.155703 nChanged 165 SP:Iteration 16Q (1100.520000 sec): 3 clusters Score: Raw -1440974.759864 + Penalty 4565.992129 = -1436408.767735 nChanged 137 SP:Iteration 17Q (1100.570000 sec): 3 clusters Score: Raw -1441027.810874 + Penalty 4565.992129 = -1436461.818746 nChanged 138 SP:Iteration 18Q (1100.610000 sec): 3 clusters Score: Raw -1441071.108879 + Penalty 4565.992129 = -1436505.116750 nChanged 110 SP:Iteration 19Q (1100.670000 sec): 3 clusters Score: Raw -1441110.949500 + Penalty 4565.992129 = -1436544.957371 nChanged 117 SP:Iteration 20F (1100.710000 sec): 3 clusters Score: Raw -1441148.335274 + Penalty 4565.992129 = -1436582.343145 nChanged 103 SP:Iteration 21Q (1100.760000 sec): 3 clusters Score: Raw -1441182.960304 + Penalty 4565.992129 = -1436616.968175 nChanged 109 SP:Iteration 22Q (1100.810000 sec): 3 clusters Score: Raw -1441212.709179 + Penalty 4565.992129 = -1436646.717050 nChanged 67 SP:Iteration 23Q (1100.860000 sec): 3 clusters Score: Raw -1441227.021519 + Penalty 4565.992129 = -1436661.029390 nChanged 55 SP:Iteration 24Q (1100.910000 sec): 3 clusters Score: Raw -1441240.397793 + Penalty 4565.992129 = -1436674.405664 nChanged 52 SP:Iteration 25Q (1100.950000 sec): 3 clusters Score: Raw -1441252.231916 + Penalty 4565.992129 = -1436686.239787 nChanged 53 SP:Iteration 26Q (1101.000000 sec): 3 clusters Score: Raw -1441264.099039 + Penalty 4565.992129 = -1436698.106910 nChanged 38 SP:Iteration 27Q (1101.050000 sec): 3 clusters Score: Raw -1441271.725981 + Penalty 4565.992129 = -1436705.733852 nChanged 37 SP:Iteration 28Q (1101.100000 sec): 3 clusters Score: Raw -1441279.615924 + Penalty 4565.992129 = -1436713.623795 nChanged 34 SP:Iteration 29Q (1101.150000 sec): 3 clusters Score: Raw -1441287.762835 + Penalty 4565.992129 = -1436721.770706 nChanged 33 SP:Iteration 30Q (1101.190000 sec): 3 clusters Score: Raw -1441294.451250 + Penalty 4565.992129 = -1436728.459121 nChanged 42 SP:Iteration 31Q (1101.240000 sec): 3 clusters Score: Raw -1441303.419873 + Penalty 4565.992129 = -1436737.427744 nChanged 38 SP:Iteration 32Q (1101.290000 sec): 3 clusters Score: Raw -1441310.346136 + Penalty 4565.992129 = -1436744.354007 nChanged 43 SP:Iteration 33Q (1101.340000 sec): 3 clusters Score: Raw -1441319.513376 + Penalty 4565.992129 = -1436753.521247 nChanged 36 SP:Iteration 34Q (1101.380000 sec): 3 clusters Score: Raw -1441326.478451 + Penalty 4565.992129 = -1436760.486322 nChanged 33 SP:Iteration 35Q (1101.430000 sec): 3 clusters Score: Raw -1441332.662243 + Penalty 4565.992129 = -1436766.670114 nChanged 31 SP:Iteration 36Q (1101.480000 sec): 3 clusters Score: Raw -1441339.158844 + Penalty 4565.992129 = -1436773.166715 nChanged 31 SP:Iteration 37Q (1101.530000 sec): 3 clusters Score: Raw -1441345.260792 + Penalty 4565.992129 = -1436779.268663 nChanged 25 SP:Iteration 38Q (1101.570000 sec): 3 clusters Score: Raw -1441349.093106 + Penalty 4565.992129 = -1436783.100978 nChanged 22 SP:Iteration 39Q (1101.620000 sec): 3 clusters Score: Raw -1441352.573654 + Penalty 4565.992129 = -1436786.581525 nChanged 14 SP:Iteration 40F (1101.670000 sec): 3 clusters Score: Raw -1441353.967205 + Penalty 4565.992129 = -1436787.975076 nChanged 9 SP:Iteration 41Q (1101.720000 sec): 3 clusters Score: Raw -1441355.015047 + Penalty 4565.992129 = -1436789.022918 nChanged 6 SP:Iteration 42Q (1101.770000 sec): 3 clusters Score: Raw -1441355.748980 + Penalty 4565.992129 = -1436789.756851 nChanged 9 SP:Iteration 43Q (1101.810000 sec): 3 clusters Score: Raw -1441356.933952 + Penalty 4565.992129 = -1436790.941823 nChanged 14 SP:Iteration 44Q (1101.860000 sec): 3 clusters Score: Raw -1441358.840466 + Penalty 4565.992129 = -1436792.848337 nChanged 9 SP:Iteration 45Q (1101.910000 sec): 3 clusters Score: Raw -1441359.932769 + Penalty 4565.992129 = -1436793.940640 nChanged 7 SP:Iteration 46Q (1101.950000 sec): 3 clusters Score: Raw -1441360.718144 + Penalty 4565.992129 = -1436794.726016 nChanged 10 SP:Iteration 47Q (1102.000000 sec): 3 clusters Score: Raw -1441361.923287 + Penalty 4565.992129 = -1436795.931158 nChanged 9 SP:Iteration 48Q (1102.050000 sec): 3 clusters Score: Raw -1441363.177722 + Penalty 4565.992129 = -1436797.185593 nChanged 7 SP:Iteration 49Q (1102.100000 sec): 3 clusters Score: Raw -1441364.074602 + Penalty 4565.992129 = -1436798.082473 nChanged 4 SP:Iteration 50Q (1102.150000 sec): 3 clusters Score: Raw -1441364.437815 + Penalty 4565.992129 = -1436798.445686 nChanged 1 SP:Iteration 51Q (1102.190000 sec): 3 clusters Score: Raw -1441364.547445 + Penalty 4565.992129 = -1436798.555316 nChanged 1 SP:Iteration 52Q (1102.240000 sec): 3 clusters Score: Raw -1441364.712783 + Penalty 4565.992129 = -1436798.720654 nChanged 1 SP:Iteration 53Q (1102.290000 sec): 3 clusters Score: Raw -1441364.796967 + Penalty 4565.992129 = -1436798.804838 nChanged 0 SP:Iteration 54F (1102.340000 sec): 3 clusters Score: Raw -1441364.796967 + Penalty 4565.992129 = -1436798.804838 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.360000 sec): 2 clusters Score: Raw -522172.653713 + Penalty 2023.595863 = -520149.057850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.380000 sec): 3 clusters Score: Raw -520642.481864 + Penalty 4047.191726 = -516595.290138 nChanged 1264 SP:Iteration 1F (1102.400000 sec): 3 clusters Score: Raw -521494.340219 + Penalty 4047.191726 = -517447.148494 nChanged 295 SP:Iteration 2F (1102.410000 sec): 3 clusters Score: Raw -521725.554860 + Penalty 4047.191726 = -517678.363134 nChanged 183 SP:Iteration 3F (1102.430000 sec): 3 clusters Score: Raw -521879.322269 + Penalty 4047.191726 = -517832.130544 nChanged 157 SP:Iteration 4Q (1102.460000 sec): 3 clusters Score: Raw -522016.041446 + Penalty 4047.191726 = -517968.849720 nChanged 131 SP:Iteration 5Q (1102.470000 sec): 3 clusters Score: Raw -522146.349464 + Penalty 4047.191726 = -518099.157739 nChanged 149 SP:Iteration 6Q (1102.490000 sec): 3 clusters Score: Raw -522311.959861 + Penalty 4047.191726 = -518264.768135 nChanged 159 SP:Iteration 7Q (1102.510000 sec): 3 clusters Score: Raw -522543.837998 + Penalty 4047.191726 = -518496.646273 nChanged 202 SP:Iteration 8F (1102.520000 sec): 3 clusters Score: Raw -522844.701639 + Penalty 4047.191726 = -518797.509913 nChanged 198 SP:Iteration 9F (1102.540000 sec): 3 clusters Score: Raw -523114.191680 + Penalty 4047.191726 = -519066.999954 nChanged 172 SP:Iteration 10Q (1102.560000 sec): 3 clusters Score: Raw -523324.216680 + Penalty 4047.191726 = -519277.024954 nChanged 151 SP:Iteration 11Q (1102.570000 sec): 3 clusters Score: Raw -523489.681163 + Penalty 4047.191726 = -519442.489438 nChanged 103 SP:Iteration 12Q (1102.590000 sec): 3 clusters Score: Raw -523598.942535 + Penalty 4047.191726 = -519551.750810 nChanged 101 SP:Iteration 13Q (1102.610000 sec): 3 clusters Score: Raw -523725.747130 + Penalty 4047.191726 = -519678.555404 nChanged 82 SP:Iteration 14Q (1102.620000 sec): 3 clusters Score: Raw -523826.266966 + Penalty 4047.191726 = -519779.075240 nChanged 69 SP:Iteration 15Q (1102.640000 sec): 3 clusters Score: Raw -523892.691480 + Penalty 4047.191726 = -519845.499755 nChanged 37 SP:Iteration 16Q (1102.650000 sec): 3 clusters Score: Raw -523929.833365 + Penalty 4047.191726 = -519882.641640 nChanged 30 SP:Iteration 17Q (1102.670000 sec): 3 clusters Score: Raw -523945.889462 + Penalty 4047.191726 = -519898.697736 nChanged 10 SP:Iteration 18Q (1102.680000 sec): 3 clusters Score: Raw -523949.723219 + Penalty 4047.191726 = -519902.531494 nChanged 4 SP:Iteration 19Q (1102.700000 sec): 3 clusters Score: Raw -523952.297362 + Penalty 4047.191726 = -519905.105637 nChanged 4 SP:Iteration 20F (1102.720000 sec): 3 clusters Score: Raw -523954.737757 + Penalty 4047.191726 = -519907.546032 nChanged 1 SP:Iteration 21Q (1102.730000 sec): 3 clusters Score: Raw -523955.244563 + Penalty 4047.191726 = -519908.052837 nChanged 0 SP:Iteration 22F (1102.750000 sec): 3 clusters Score: Raw -523955.244563 + Penalty 4047.191726 = -519908.052837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.760000 sec): 2 clusters Score: Raw -108692.826067 + Penalty 1632.342234 = -107060.483833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.760000 sec): 3 clusters Score: Raw -108633.367770 + Penalty 3264.684469 = -105368.683301 nChanged 152 SP:Iteration 1F (1102.760000 sec): 3 clusters Score: Raw -108884.688401 + Penalty 3264.684469 = -105620.003932 nChanged 48 SP:Iteration 2F (1102.770000 sec): 3 clusters Score: Raw -109000.465561 + Penalty 3264.684469 = -105735.781092 nChanged 22 SP:Iteration 3Q (1102.770000 sec): 3 clusters Score: Raw -109083.276203 + Penalty 3264.684469 = -105818.591734 nChanged 19 SP:Iteration 4Q (1102.780000 sec): 3 clusters Score: Raw -109119.539834 + Penalty 3264.684469 = -105854.855365 nChanged 15 SP:Iteration 5Q (1102.780000 sec): 3 clusters Score: Raw -109154.244767 + Penalty 3264.684469 = -105889.560298 nChanged 10 SP:Iteration 6Q (1102.780000 sec): 3 clusters Score: Raw -109178.351482 + Penalty 3264.684469 = -105913.667013 nChanged 8 SP:Iteration 7Q (1102.780000 sec): 3 clusters Score: Raw -109193.727016 + Penalty 3264.684469 = -105929.042547 nChanged 7 SP:Iteration 8Q (1102.790000 sec): 3 clusters Score: Raw -109205.500039 + Penalty 3264.684469 = -105940.815570 nChanged 5 SP:Iteration 9Q (1102.790000 sec): 3 clusters Score: Raw -109214.566625 + Penalty 3264.684469 = -105949.882156 nChanged 8 SP:Iteration 10Q (1102.800000 sec): 3 clusters Score: Raw -109228.183865 + Penalty 3264.684469 = -105963.499396 nChanged 4 SP:Iteration 11Q (1102.800000 sec): 3 clusters Score: Raw -109235.820799 + Penalty 3264.684469 = -105971.136330 nChanged 2 SP:Iteration 12Q (1102.800000 sec): 3 clusters Score: Raw -109243.311378 + Penalty 3264.684469 = -105978.626909 nChanged 1 SP:Iteration 13Q (1102.800000 sec): 3 clusters Score: Raw -109247.193917 + Penalty 3264.684469 = -105982.509448 nChanged 2 SP:Iteration 14Q (1102.810000 sec): 3 clusters Score: Raw -109249.178494 + Penalty 3264.684469 = -105984.494025 nChanged 1 SP:Iteration 15Q (1102.810000 sec): 3 clusters Score: Raw -109251.174196 + Penalty 3264.684469 = -105986.489727 nChanged 0 SP:Iteration 16F (1102.820000 sec): 3 clusters Score: Raw -109251.174196 + Penalty 3264.684469 = -105986.489727 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (12153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.870000 sec): 2 clusters Score: Raw -1877268.062750 + Penalty 2332.522170 = -1874935.540579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.940000 sec): 3 clusters Score: Raw -1870532.254944 + Penalty 4665.044341 = -1865867.210604 nChanged 5167 SP:Iteration 1F (1103.000000 sec): 3 clusters Score: Raw -1873362.430868 + Penalty 4665.044341 = -1868697.386527 nChanged 860 SP:Iteration 2F (1103.060000 sec): 3 clusters Score: Raw -1873837.549688 + Penalty 4665.044341 = -1869172.505348 nChanged 728 SP:Iteration 3F (1103.120000 sec): 3 clusters Score: Raw -1874259.044921 + Penalty 4665.044341 = -1869594.000580 nChanged 636 SP:Iteration 4F (1103.180000 sec): 3 clusters Score: Raw -1874670.937908 + Penalty 4665.044341 = -1870005.893567 nChanged 674 SP:Iteration 5F (1103.240000 sec): 3 clusters Score: Raw -1875137.623397 + Penalty 4665.044341 = -1870472.579057 nChanged 671 SP:Iteration 6F (1103.300000 sec): 3 clusters Score: Raw -1875650.206438 + Penalty 4665.044341 = -1870985.162097 nChanged 636 SP:Iteration 7F (1103.360000 sec): 3 clusters Score: Raw -1876148.634194 + Penalty 4665.044341 = -1871483.589853 nChanged 539 SP:Iteration 8Q (1103.420000 sec): 3 clusters Score: Raw -1876588.684347 + Penalty 4665.044341 = -1871923.640007 nChanged 466 SP:Iteration 9Q (1103.480000 sec): 3 clusters Score: Raw -1876925.835051 + Penalty 4665.044341 = -1872260.790710 nChanged 326 SP:Iteration 10Q (1103.530000 sec): 3 clusters Score: Raw -1877136.360863 + Penalty 4665.044341 = -1872471.316522 nChanged 259 SP:Iteration 11Q (1103.590000 sec): 3 clusters Score: Raw -1877291.386896 + Penalty 4665.044341 = -1872626.342556 nChanged 207 SP:Iteration 12Q (1103.650000 sec): 3 clusters Score: Raw -1877397.489964 + Penalty 4665.044341 = -1872732.445624 nChanged 136 SP:Iteration 13Q (1103.700000 sec): 3 clusters Score: Raw -1877459.697837 + Penalty 4665.044341 = -1872794.653496 nChanged 113 SP:Iteration 14Q (1103.750000 sec): 3 clusters Score: Raw -1877513.978422 + Penalty 4665.044341 = -1872848.934081 nChanged 96 SP:Iteration 15Q (1103.800000 sec): 3 clusters Score: Raw -1877553.857097 + Penalty 4665.044341 = -1872888.812757 nChanged 76 SP:Iteration 16Q (1103.860000 sec): 3 clusters Score: Raw -1877588.020054 + Penalty 4665.044341 = -1872922.975714 nChanged 61 SP:Iteration 17Q (1103.910000 sec): 3 clusters Score: Raw -1877614.465767 + Penalty 4665.044341 = -1872949.421427 nChanged 52 SP:Iteration 18Q (1103.960000 sec): 3 clusters Score: Raw -1877638.991080 + Penalty 4665.044341 = -1872973.946739 nChanged 45 SP:Iteration 19Q (1104.010000 sec): 3 clusters Score: Raw -1877665.507469 + Penalty 4665.044341 = -1873000.463128 nChanged 32 SP:Iteration 20F (1104.070000 sec): 3 clusters Score: Raw -1877684.553666 + Penalty 4665.044341 = -1873019.509326 nChanged 32 SP:Iteration 21Q (1104.120000 sec): 3 clusters Score: Raw -1877700.374029 + Penalty 4665.044341 = -1873035.329688 nChanged 26 SP:Iteration 22Q (1104.170000 sec): 3 clusters Score: Raw -1877711.196171 + Penalty 4665.044341 = -1873046.151830 nChanged 20 SP:Iteration 23Q (1104.220000 sec): 3 clusters Score: Raw -1877718.124009 + Penalty 4665.044341 = -1873053.079668 nChanged 17 SP:Iteration 24Q (1104.260000 sec): 3 clusters Score: Raw -1877724.293185 + Penalty 4665.044341 = -1873059.248845 nChanged 18 SP:Iteration 25Q (1104.320000 sec): 3 clusters Score: Raw -1877729.955006 + Penalty 4665.044341 = -1873064.910665 nChanged 14 SP:Iteration 26Q (1104.360000 sec): 3 clusters Score: Raw -1877735.401497 + Penalty 4665.044341 = -1873070.357157 nChanged 9 SP:Iteration 27Q (1104.410000 sec): 3 clusters Score: Raw -1877738.179577 + Penalty 4665.044341 = -1873073.135236 nChanged 5 SP:Iteration 28Q (1104.460000 sec): 3 clusters Score: Raw -1877739.411936 + Penalty 4665.044341 = -1873074.367595 nChanged 4 SP:Iteration 29Q (1104.510000 sec): 3 clusters Score: Raw -1877740.942270 + Penalty 4665.044341 = -1873075.897930 nChanged 9 SP:Iteration 30Q (1104.560000 sec): 3 clusters Score: Raw -1877743.860163 + Penalty 4665.044341 = -1873078.815823 nChanged 6 SP:Iteration 31Q (1104.610000 sec): 3 clusters Score: Raw -1877745.658489 + Penalty 4665.044341 = -1873080.614148 nChanged 3 SP:Iteration 32Q (1104.660000 sec): 3 clusters Score: Raw -1877746.541750 + Penalty 4665.044341 = -1873081.497410 nChanged 4 SP:Iteration 33Q (1104.710000 sec): 3 clusters Score: Raw -1877748.374713 + Penalty 4665.044341 = -1873083.330372 nChanged 3 SP:Iteration 34Q (1104.760000 sec): 3 clusters Score: Raw -1877749.487335 + Penalty 4665.044341 = -1873084.442995 nChanged 3 SP:Iteration 35Q (1104.800000 sec): 3 clusters Score: Raw -1877750.635316 + Penalty 4665.044341 = -1873085.590975 nChanged 1 SP:Iteration 36Q (1104.860000 sec): 3 clusters Score: Raw -1877750.925323 + Penalty 4665.044341 = -1873085.880983 nChanged 2 SP:Iteration 37Q (1104.900000 sec): 3 clusters Score: Raw -1877752.233354 + Penalty 4665.044341 = -1873087.189013 nChanged 1 SP:Iteration 38Q (1104.950000 sec): 3 clusters Score: Raw -1877752.451499 + Penalty 4665.044341 = -1873087.407159 nChanged 1 SP:Iteration 39Q (1105.000000 sec): 3 clusters Score: Raw -1877752.882740 + Penalty 4665.044341 = -1873087.838399 nChanged 0 SP:Iteration 40F (1105.060000 sec): 3 clusters Score: Raw -1877752.882740 + Penalty 4665.044341 = -1873087.838399 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.070000 sec): 2 clusters Score: Raw -78288.124256 + Penalty 1567.550537 = -76720.573719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.080000 sec): 3 clusters Score: Raw -78312.738832 + Penalty 3135.101074 = -75177.637758 nChanged 115 SP:Iteration 1F (1105.080000 sec): 3 clusters Score: Raw -78583.050993 + Penalty 3135.101074 = -75447.949919 nChanged 42 SP:Iteration 2F (1105.080000 sec): 3 clusters Score: Raw -78682.451617 + Penalty 3135.101074 = -75547.350543 nChanged 23 SP:Iteration 3Q (1105.090000 sec): 3 clusters Score: Raw -78742.083299 + Penalty 3135.101074 = -75606.982225 nChanged 17 SP:Iteration 4Q (1105.090000 sec): 3 clusters Score: Raw -78796.591952 + Penalty 3135.101074 = -75661.490878 nChanged 16 SP:Iteration 5Q (1105.090000 sec): 3 clusters Score: Raw -78886.201015 + Penalty 3135.101074 = -75751.099941 nChanged 13 SP:Iteration 6Q (1105.100000 sec): 3 clusters Score: Raw -78952.539837 + Penalty 3135.101074 = -75817.438763 nChanged 15 SP:Iteration 7Q (1105.100000 sec): 3 clusters Score: Raw -78996.832913 + Penalty 3135.101074 = -75861.731839 nChanged 7 SP:Iteration 8Q (1105.100000 sec): 3 clusters Score: Raw -79021.307335 + Penalty 3135.101074 = -75886.206261 nChanged 4 SP:Iteration 9Q (1105.100000 sec): 3 clusters Score: Raw -79037.172547 + Penalty 3135.101074 = -75902.071473 nChanged 5 SP:Iteration 10Q (1105.100000 sec): 3 clusters Score: Raw -79056.231166 + Penalty 3135.101074 = -75921.130092 nChanged 6 SP:Iteration 11Q (1105.110000 sec): 3 clusters Score: Raw -79084.406599 + Penalty 3135.101074 = -75949.305525 nChanged 5 SP:Iteration 12Q (1105.110000 sec): 3 clusters Score: Raw -79093.707265 + Penalty 3135.101074 = -75958.606191 nChanged 5 SP:Iteration 13Q (1105.110000 sec): 3 clusters Score: Raw -79113.225893 + Penalty 3135.101074 = -75978.124819 nChanged 6 SP:Iteration 14Q (1105.120000 sec): 3 clusters Score: Raw -79147.592320 + Penalty 3135.101074 = -76012.491246 nChanged 9 SP:Iteration 15Q (1105.120000 sec): 3 clusters Score: Raw -79173.892739 + Penalty 3135.101074 = -76038.791665 nChanged 7 SP:Iteration 16Q (1105.120000 sec): 3 clusters Score: Raw -79195.083088 + Penalty 3135.101074 = -76059.982014 nChanged 12 SP:Iteration 17Q (1105.120000 sec): 3 clusters Score: Raw -79247.695942 + Penalty 3135.101074 = -76112.594868 nChanged 13 SP:Iteration 18Q (1105.120000 sec): 3 clusters Score: Raw -79313.514774 + Penalty 3135.101074 = -76178.413700 nChanged 11 SP:Iteration 19Q (1105.120000 sec): 3 clusters Score: Raw -79348.070498 + Penalty 3135.101074 = -76212.969424 nChanged 12 SP:Iteration 20F (1105.130000 sec): 3 clusters Score: Raw -79381.149068 + Penalty 3135.101074 = -76246.047994 nChanged 10 SP:Iteration 21Q (1105.130000 sec): 3 clusters Score: Raw -79402.522781 + Penalty 3135.101074 = -76267.421707 nChanged 8 SP:Iteration 22Q (1105.130000 sec): 3 clusters Score: Raw -79431.349438 + Penalty 3135.101074 = -76296.248364 nChanged 9 SP:Iteration 23Q (1105.140000 sec): 3 clusters Score: Raw -79466.118062 + Penalty 3135.101074 = -76331.016988 nChanged 12 SP:Iteration 24Q (1105.140000 sec): 3 clusters Score: Raw -79517.438550 + Penalty 3135.101074 = -76382.337476 nChanged 10 SP:Iteration 25Q (1105.140000 sec): 3 clusters Score: Raw -79556.277619 + Penalty 3135.101074 = -76421.176545 nChanged 5 SP:Iteration 26Q (1105.140000 sec): 3 clusters Score: Raw -79578.744362 + Penalty 3135.101074 = -76443.643288 nChanged 4 SP:Iteration 27Q (1105.140000 sec): 3 clusters Score: Raw -79610.745873 + Penalty 3135.101074 = -76475.644799 nChanged 3 SP:Iteration 28Q (1105.150000 sec): 3 clusters Score: Raw -79633.487452 + Penalty 3135.101074 = -76498.386378 nChanged 2 SP:Iteration 29Q (1105.150000 sec): 3 clusters Score: Raw -79644.872289 + Penalty 3135.101074 = -76509.771215 nChanged 0 SP:Iteration 30F (1105.150000 sec): 3 clusters Score: Raw -79644.872289 + Penalty 3135.101074 = -76509.771215 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (4969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1105.180000 sec): 2 clusters Score: Raw -754875.398541 + Penalty 2110.721525 = -752764.677016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1105.200000 sec): 3 clusters Score: Raw -752458.184229 + Penalty 4221.443050 = -748236.741179 nChanged 1912 SP:Iteration 1F (1105.230000 sec): 3 clusters Score: Raw -753562.589002 + Penalty 4221.443050 = -749341.145952 nChanged 405 SP:Iteration 2F (1105.250000 sec): 3 clusters Score: Raw -753806.856671 + Penalty 4221.443050 = -749585.413620 nChanged 259 SP:Iteration 3F (1105.280000 sec): 3 clusters Score: Raw -753943.442245 + Penalty 4221.443050 = -749721.999195 nChanged 184 SP:Iteration 4Q (1105.300000 sec): 3 clusters Score: Raw -754052.031292 + Penalty 4221.443050 = -749830.588242 nChanged 162 SP:Iteration 5Q (1105.330000 sec): 3 clusters Score: Raw -754138.219774 + Penalty 4221.443050 = -749916.776724 nChanged 147 SP:Iteration 6Q (1105.350000 sec): 3 clusters Score: Raw -754220.408383 + Penalty 4221.443050 = -749998.965333 nChanged 139 SP:Iteration 7Q (1105.380000 sec): 3 clusters Score: Raw -754302.299027 + Penalty 4221.443050 = -750080.855977 nChanged 142 SP:Iteration 8Q (1105.400000 sec): 3 clusters Score: Raw -754383.149466 + Penalty 4221.443050 = -750161.706416 nChanged 153 SP:Iteration 9Q (1105.420000 sec): 3 clusters Score: Raw -754474.063455 + Penalty 4221.443050 = -750252.620405 nChanged 165 SP:Iteration 10Q (1105.450000 sec): 3 clusters Score: Raw -754562.803357 + Penalty 4221.443050 = -750341.360306 nChanged 139 SP:Iteration 11Q (1105.480000 sec): 3 clusters Score: Raw -754642.749008 + Penalty 4221.443050 = -750421.305958 nChanged 120 SP:Iteration 12Q (1105.500000 sec): 3 clusters Score: Raw -754705.743407 + Penalty 4221.443050 = -750484.300357 nChanged 110 SP:Iteration 13Q (1105.520000 sec): 3 clusters Score: Raw -754757.175877 + Penalty 4221.443050 = -750535.732826 nChanged 90 SP:Iteration 14Q (1105.550000 sec): 3 clusters Score: Raw -754799.638499 + Penalty 4221.443050 = -750578.195449 nChanged 77 SP:Iteration 15Q (1105.570000 sec): 3 clusters Score: Raw -754836.663195 + Penalty 4221.443050 = -750615.220145 nChanged 79 SP:Iteration 16Q (1105.600000 sec): 3 clusters Score: Raw -754876.976992 + Penalty 4221.443050 = -750655.533942 nChanged 60 SP:Iteration 17Q (1105.620000 sec): 3 clusters Score: Raw -754905.468267 + Penalty 4221.443050 = -750684.025216 nChanged 64 SP:Iteration 18Q (1105.650000 sec): 3 clusters Score: Raw -754937.969559 + Penalty 4221.443050 = -750716.526509 nChanged 59 SP:Iteration 19Q (1105.670000 sec): 3 clusters Score: Raw -754964.190568 + Penalty 4221.443050 = -750742.747518 nChanged 55 SP:Iteration 20F (1105.700000 sec): 3 clusters Score: Raw -754991.325463 + Penalty 4221.443050 = -750769.882413 nChanged 49 SP:Iteration 21Q (1105.720000 sec): 3 clusters Score: Raw -755017.053072 + Penalty 4221.443050 = -750795.610022 nChanged 51 SP:Iteration 22Q (1105.750000 sec): 3 clusters Score: Raw -755038.374025 + Penalty 4221.443050 = -750816.930975 nChanged 40 SP:Iteration 23Q (1105.770000 sec): 3 clusters Score: Raw -755057.074394 + Penalty 4221.443050 = -750835.631343 nChanged 48 SP:Iteration 24Q (1105.800000 sec): 3 clusters Score: Raw -755090.212017 + Penalty 4221.443050 = -750868.768967 nChanged 62 SP:Iteration 25Q (1105.820000 sec): 3 clusters Score: Raw -755160.322126 + Penalty 4221.443050 = -750938.879076 nChanged 82 SP:Iteration 26Q (1105.840000 sec): 3 clusters Score: Raw -755306.304000 + Penalty 4221.443050 = -751084.860950 nChanged 108 SP:Iteration 27Q (1105.870000 sec): 3 clusters Score: Raw -755454.782886 + Penalty 4221.443050 = -751233.339836 nChanged 100 SP:Iteration 28Q (1105.890000 sec): 3 clusters Score: Raw -755527.473518 + Penalty 4221.443050 = -751306.030468 nChanged 76 SP:Iteration 29Q (1105.920000 sec): 3 clusters Score: Raw -755565.387836 + Penalty 4221.443050 = -751343.944786 nChanged 49 SP:Iteration 30Q (1105.940000 sec): 3 clusters Score: Raw -755587.643312 + Penalty 4221.443050 = -751366.200262 nChanged 36 SP:Iteration 31Q (1105.960000 sec): 3 clusters Score: Raw -755601.958595 + Penalty 4221.443050 = -751380.515544 nChanged 23 SP:Iteration 32Q (1105.990000 sec): 3 clusters Score: Raw -755611.205887 + Penalty 4221.443050 = -751389.762837 nChanged 18 SP:Iteration 33Q (1106.010000 sec): 3 clusters Score: Raw -755617.929042 + Penalty 4221.443050 = -751396.485992 nChanged 23 SP:Iteration 34Q (1106.040000 sec): 3 clusters Score: Raw -755627.960063 + Penalty 4221.443050 = -751406.517013 nChanged 17 SP:Iteration 35Q (1106.060000 sec): 3 clusters Score: Raw -755635.139102 + Penalty 4221.443050 = -751413.696051 nChanged 15 SP:Iteration 36Q (1106.080000 sec): 3 clusters Score: Raw -755639.796949 + Penalty 4221.443050 = -751418.353899 nChanged 12 SP:Iteration 37Q (1106.110000 sec): 3 clusters Score: Raw -755643.548916 + Penalty 4221.443050 = -751422.105866 nChanged 9 SP:Iteration 38Q (1106.130000 sec): 3 clusters Score: Raw -755646.730148 + Penalty 4221.443050 = -751425.287098 nChanged 8 SP:Iteration 39Q (1106.160000 sec): 3 clusters Score: Raw -755649.791226 + Penalty 4221.443050 = -751428.348176 nChanged 7 SP:Iteration 40F (1106.180000 sec): 3 clusters Score: Raw -755651.616580 + Penalty 4221.443050 = -751430.173530 nChanged 4 SP:Iteration 41Q (1106.200000 sec): 3 clusters Score: Raw -755653.223158 + Penalty 4221.443050 = -751431.780108 nChanged 2 SP:Iteration 42Q (1106.230000 sec): 3 clusters Score: Raw -755653.716736 + Penalty 4221.443050 = -751432.273686 nChanged 3 SP:Iteration 43Q (1106.250000 sec): 3 clusters Score: Raw -755654.437511 + Penalty 4221.443050 = -751432.994461 nChanged 3 SP:Iteration 44Q (1106.270000 sec): 3 clusters Score: Raw -755655.119284 + Penalty 4221.443050 = -751433.676233 nChanged 2 SP:Iteration 45Q (1106.300000 sec): 3 clusters Score: Raw -755655.612316 + Penalty 4221.443050 = -751434.169266 nChanged 3 SP:Iteration 46Q (1106.320000 sec): 3 clusters Score: Raw -755656.614556 + Penalty 4221.443050 = -751435.171505 nChanged 3 SP:Iteration 47Q (1106.340000 sec): 3 clusters Score: Raw -755657.248640 + Penalty 4221.443050 = -751435.805590 nChanged 1 SP:Iteration 48Q (1106.370000 sec): 3 clusters Score: Raw -755657.442446 + Penalty 4221.443050 = -751435.999396 nChanged 0 SP:Iteration 49F (1106.390000 sec): 3 clusters Score: Raw -755657.442446 + Penalty 4221.443050 = -751435.999396 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.420000 sec): 2 clusters Score: Raw -615003.888181 + Penalty 2063.410740 = -612940.477441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.440000 sec): 3 clusters Score: Raw -613092.519166 + Penalty 4126.821480 = -608965.697686 nChanged 1535 SP:Iteration 1F (1106.460000 sec): 3 clusters Score: Raw -613969.685424 + Penalty 4126.821480 = -609842.863944 nChanged 308 SP:Iteration 2F (1106.480000 sec): 3 clusters Score: Raw -614166.414810 + Penalty 4126.821480 = -610039.593329 nChanged 218 SP:Iteration 3F (1106.500000 sec): 3 clusters Score: Raw -614304.843843 + Penalty 4126.821480 = -610178.022362 nChanged 165 SP:Iteration 4Q (1106.520000 sec): 3 clusters Score: Raw -614394.131123 + Penalty 4126.821480 = -610267.309642 nChanged 122 SP:Iteration 5Q (1106.540000 sec): 3 clusters Score: Raw -614453.315718 + Penalty 4126.821480 = -610326.494237 nChanged 93 SP:Iteration 6Q (1106.560000 sec): 3 clusters Score: Raw -614497.717285 + Penalty 4126.821480 = -610370.895804 nChanged 77 SP:Iteration 7Q (1106.580000 sec): 3 clusters Score: Raw -614527.353353 + Penalty 4126.821480 = -610400.531873 nChanged 46 SP:Iteration 8Q (1106.600000 sec): 3 clusters Score: Raw -614548.243429 + Penalty 4126.821480 = -610421.421949 nChanged 47 SP:Iteration 9Q (1106.620000 sec): 3 clusters Score: Raw -614565.958053 + Penalty 4126.821480 = -610439.136573 nChanged 37 SP:Iteration 10Q (1106.640000 sec): 3 clusters Score: Raw -614581.244741 + Penalty 4126.821480 = -610454.423261 nChanged 44 SP:Iteration 11Q (1106.660000 sec): 3 clusters Score: Raw -614604.217275 + Penalty 4126.821480 = -610477.395795 nChanged 39 SP:Iteration 12Q (1106.680000 sec): 3 clusters Score: Raw -614618.475580 + Penalty 4126.821480 = -610491.654099 nChanged 28 SP:Iteration 13Q (1106.710000 sec): 3 clusters Score: Raw -614631.434842 + Penalty 4126.821480 = -610504.613361 nChanged 32 SP:Iteration 14Q (1106.720000 sec): 3 clusters Score: Raw -614645.454504 + Penalty 4126.821480 = -610518.633024 nChanged 35 SP:Iteration 15Q (1106.740000 sec): 3 clusters Score: Raw -614655.880559 + Penalty 4126.821480 = -610529.059079 nChanged 24 SP:Iteration 16Q (1106.760000 sec): 3 clusters Score: Raw -614664.041335 + Penalty 4126.821480 = -610537.219855 nChanged 26 SP:Iteration 17Q (1106.780000 sec): 3 clusters Score: Raw -614674.882912 + Penalty 4126.821480 = -610548.061431 nChanged 27 SP:Iteration 18Q (1106.800000 sec): 3 clusters Score: Raw -614684.637284 + Penalty 4126.821480 = -610557.815804 nChanged 25 SP:Iteration 19Q (1106.820000 sec): 3 clusters Score: Raw -614693.435036 + Penalty 4126.821480 = -610566.613555 nChanged 20 SP:Iteration 20F (1106.840000 sec): 3 clusters Score: Raw -614699.476225 + Penalty 4126.821480 = -610572.654745 nChanged 14 SP:Iteration 21Q (1106.860000 sec): 3 clusters Score: Raw -614705.075831 + Penalty 4126.821480 = -610578.254351 nChanged 17 SP:Iteration 22Q (1106.880000 sec): 3 clusters Score: Raw -614711.026589 + Penalty 4126.821480 = -610584.205109 nChanged 12 SP:Iteration 23Q (1106.910000 sec): 3 clusters Score: Raw -614716.107315 + Penalty 4126.821480 = -610589.285834 nChanged 15 SP:Iteration 24Q (1106.930000 sec): 3 clusters Score: Raw -614721.817033 + Penalty 4126.821480 = -610594.995552 nChanged 14 SP:Iteration 25Q (1106.950000 sec): 3 clusters Score: Raw -614728.659800 + Penalty 4126.821480 = -610601.838319 nChanged 22 SP:Iteration 26Q (1106.970000 sec): 3 clusters Score: Raw -614736.099154 + Penalty 4126.821480 = -610609.277673 nChanged 9 SP:Iteration 27Q (1106.990000 sec): 3 clusters Score: Raw -614740.085243 + Penalty 4126.821480 = -610613.263763 nChanged 8 SP:Iteration 28Q (1107.010000 sec): 3 clusters Score: Raw -614741.398005 + Penalty 4126.821480 = -610614.576524 nChanged 7 SP:Iteration 29Q (1107.030000 sec): 3 clusters Score: Raw -614743.424587 + Penalty 4126.821480 = -610616.603106 nChanged 10 SP:Iteration 30Q (1107.050000 sec): 3 clusters Score: Raw -614746.636769 + Penalty 4126.821480 = -610619.815289 nChanged 10 SP:Iteration 31Q (1107.070000 sec): 3 clusters Score: Raw -614749.346641 + Penalty 4126.821480 = -610622.525161 nChanged 7 SP:Iteration 32Q (1107.090000 sec): 3 clusters Score: Raw -614751.914507 + Penalty 4126.821480 = -610625.093027 nChanged 5 SP:Iteration 33Q (1107.110000 sec): 3 clusters Score: Raw -614753.204103 + Penalty 4126.821480 = -610626.382623 nChanged 4 SP:Iteration 34Q (1107.130000 sec): 3 clusters Score: Raw -614754.260360 + Penalty 4126.821480 = -610627.438880 nChanged 5 SP:Iteration 35Q (1107.150000 sec): 3 clusters Score: Raw -614756.192703 + Penalty 4126.821480 = -610629.371222 nChanged 11 SP:Iteration 36Q (1107.170000 sec): 3 clusters Score: Raw -614759.028060 + Penalty 4126.821480 = -610632.206580 nChanged 6 SP:Iteration 37Q (1107.190000 sec): 3 clusters Score: Raw -614760.645251 + Penalty 4126.821480 = -610633.823770 nChanged 6 SP:Iteration 38Q (1107.210000 sec): 3 clusters Score: Raw -614762.739905 + Penalty 4126.821480 = -610635.918424 nChanged 9 SP:Iteration 39Q (1107.230000 sec): 3 clusters Score: Raw -614764.729601 + Penalty 4126.821480 = -610637.908121 nChanged 2 SP:Iteration 40F (1107.250000 sec): 3 clusters Score: Raw -614765.340949 + Penalty 4126.821480 = -610638.519469 nChanged 3 SP:Iteration 41Q (1107.270000 sec): 3 clusters Score: Raw -614766.150819 + Penalty 4126.821480 = -610639.329339 nChanged 1 SP:Iteration 42Q (1107.290000 sec): 3 clusters Score: Raw -614766.291032 + Penalty 4126.821480 = -610639.469551 nChanged 3 SP:Iteration 43Q (1107.310000 sec): 3 clusters Score: Raw -614766.785458 + Penalty 4126.821480 = -610639.963977 nChanged 0 SP:Iteration 44F (1107.330000 sec): 3 clusters Score: Raw -614766.785458 + Penalty 4126.821480 = -610639.963977 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1107.340000 sec): 2 clusters Score: Raw -59295.072627 + Penalty 1540.228819 = -57754.843808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1107.340000 sec): 3 clusters Score: Raw -59554.052284 + Penalty 3080.457638 = -56473.594646 nChanged 135 SP:Iteration 1F (1107.350000 sec): 3 clusters Score: Raw -59954.372681 + Penalty 3080.457638 = -56873.915042 nChanged 36 SP:Iteration 2F (1107.350000 sec): 3 clusters Score: Raw -60184.269474 + Penalty 3080.457638 = -57103.811836 nChanged 32 SP:Iteration 3F (1107.350000 sec): 3 clusters Score: Raw -60508.806507 + Penalty 3080.457638 = -57428.348869 nChanged 47 SP:Iteration 4F (1107.350000 sec): 3 clusters Score: Raw -60752.389743 + Penalty 3080.457638 = -57671.932104 nChanged 28 SP:Iteration 5F (1107.360000 sec): 3 clusters Score: Raw -60960.660910 + Penalty 3080.457638 = -57880.203272 nChanged 13 SP:Iteration 6Q (1107.360000 sec): 3 clusters Score: Raw -61028.113209 + Penalty 3080.457638 = -57947.655570 nChanged 6 SP:Iteration 7Q (1107.360000 sec): 3 clusters Score: Raw -61044.778991 + Penalty 3080.457638 = -57964.321353 nChanged 6 SP:Iteration 8Q (1107.360000 sec): 3 clusters Score: Raw -61070.596802 + Penalty 3080.457638 = -57990.139164 nChanged 1 SP:Iteration 9Q (1107.360000 sec): 3 clusters Score: Raw -61071.720239 + Penalty 3080.457638 = -57991.262601 nChanged 0 SP:Iteration 10F (1107.370000 sec): 3 clusters Score: Raw -61071.720239 + Penalty 3080.457638 = -57991.262601 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 33. Deleting Class 30 (231 points): Lose 1961.347082 but Gain 3319.613826 Iteration 59Q (1116.710000 sec): 33 clusters Score: Raw -99059220.132347 + Penalty 106227.642423 = -98952992.489924 nChanged 2544 Deleting Class 32 (282 points): Lose 2826.236745 but Gain 3319.613826 Iteration 60F (1154.850000 sec): 32 clusters Score: Raw -99061129.686166 + Penalty 102908.028597 = -98958221.657569 nChanged 2260 Iteration 61Q (1163.890000 sec): 32 clusters Score: Raw -99067785.477125 + Penalty 102908.028597 = -98964877.448528 nChanged 1872 Iteration 62Q (1172.890000 sec): 32 clusters Score: Raw -99068609.021733 + Penalty 102908.028597 = -98965700.993136 nChanged 1529 Iteration 63Q (1181.900000 sec): 32 clusters Score: Raw -99068989.222981 + Penalty 102908.028597 = -98966081.194384 nChanged 1309 Iteration 64Q (1190.870000 sec): 32 clusters Score: Raw -99069414.342729 + Penalty 102908.028597 = -98966506.314132 nChanged 1133 Iteration 65Q (1199.810000 sec): 32 clusters Score: Raw -99069707.427918 + Penalty 102908.028597 = -98966799.399321 nChanged 1050 Iteration 66Q (1208.730000 sec): 32 clusters Score: Raw -99070012.410704 + Penalty 102908.028597 = -98967104.382107 nChanged 904 Iteration 67Q (1217.660000 sec): 32 clusters Score: Raw -99070257.140238 + Penalty 102908.028597 = -98967349.111641 nChanged 798 Iteration 68Q (1226.580000 sec): 32 clusters Score: Raw -99070477.770295 + Penalty 102908.028597 = -98967569.741698 nChanged 704 Iteration 69Q (1235.460000 sec): 32 clusters Score: Raw -99070635.025035 + Penalty 102908.028597 = -98967726.996438 nChanged 617 Iteration 70Q (1244.350000 sec): 32 clusters Score: Raw -99070852.759603 + Penalty 102908.028597 = -98967944.731006 nChanged 537 Iteration 71Q (1253.250000 sec): 32 clusters Score: Raw -99071042.730177 + Penalty 102908.028597 = -98968134.701580 nChanged 458 Iteration 72Q (1262.130000 sec): 32 clusters Score: Raw -99071232.731505 + Penalty 102908.028597 = -98968324.702908 nChanged 401 Iteration 73Q (1271.000000 sec): 32 clusters Score: Raw -99071502.135689 + Penalty 102908.028597 = -98968594.107092 nChanged 317 Iteration 74Q (1279.870000 sec): 32 clusters Score: Raw -99071901.113140 + Penalty 102908.028597 = -98968993.084543 nChanged 313 Iteration 75Q (1288.760000 sec): 32 clusters Score: Raw -99072340.992814 + Penalty 102908.028597 = -98969432.964217 nChanged 279 Iteration 76Q (1297.640000 sec): 32 clusters Score: Raw -99072369.450561 + Penalty 102908.028597 = -98969461.421963 nChanged 255 Iteration 77Q (1306.490000 sec): 32 clusters Score: Raw -99072389.109309 + Penalty 102908.028597 = -98969481.080712 nChanged 211 Iteration 78Q (1315.330000 sec): 32 clusters Score: Raw -99072404.970984 + Penalty 102908.028597 = -98969496.942386 nChanged 202 Iteration 79Q (1324.190000 sec): 32 clusters Score: Raw -99072418.847862 + Penalty 102908.028597 = -98969510.819265 nChanged 172 Iteration 80F (1361.160000 sec): 32 clusters Score: Raw -99128707.161809 + Penalty 102908.028597 = -99025799.133211 nChanged 795 Iteration 81Q (1370.220000 sec): 32 clusters Score: Raw -99145719.061044 + Penalty 102908.028597 = -99042811.032447 nChanged 194 Iteration 82Q (1379.260000 sec): 32 clusters Score: Raw -99145811.630731 + Penalty 102908.028597 = -99042903.602134 nChanged 136 Iteration 83Q (1388.270000 sec): 32 clusters Score: Raw -99145826.307701 + Penalty 102908.028597 = -99042918.279104 nChanged 124 Iteration 84Q (1397.270000 sec): 32 clusters Score: Raw -99145835.987172 + Penalty 102908.028597 = -99042927.958575 nChanged 94 Iteration 85Q (1406.260000 sec): 32 clusters Score: Raw -99145840.870713 + Penalty 102908.028597 = -99042932.842116 nChanged 99 Iteration 86Q (1415.250000 sec): 32 clusters Score: Raw -99145845.857502 + Penalty 102908.028597 = -99042937.828905 nChanged 85 Iteration 87Q (1424.240000 sec): 32 clusters Score: Raw -99145850.506050 + Penalty 102908.028597 = -99042942.477452 nChanged 73 Iteration 88Q (1433.270000 sec): 32 clusters Score: Raw -99145854.083077 + Penalty 102908.028597 = -99042946.054480 nChanged 57 Iteration 89Q (1442.260000 sec): 32 clusters Score: Raw -99145856.456686 + Penalty 102908.028597 = -99042948.428089 nChanged 46 Iteration 90Q (1451.280000 sec): 32 clusters Score: Raw -99145858.209440 + Penalty 102908.028597 = -99042950.180843 nChanged 46 Iteration 91Q (1460.270000 sec): 32 clusters Score: Raw -99145860.924265 + Penalty 102908.028597 = -99042952.895668 nChanged 46 Iteration 92Q (1469.250000 sec): 32 clusters Score: Raw -99145863.338041 + Penalty 102908.028597 = -99042955.309444 nChanged 42 Iteration 93Q (1478.240000 sec): 32 clusters Score: Raw -99145865.579937 + Penalty 102908.028597 = -99042957.551339 nChanged 37 Iteration 94Q (1487.220000 sec): 32 clusters Score: Raw -99145867.574259 + Penalty 102908.028597 = -99042959.545662 nChanged 34 Iteration 95Q (1496.210000 sec): 32 clusters Score: Raw -99145868.996475 + Penalty 102908.028597 = -99042960.967878 nChanged 35 Iteration 96Q (1505.200000 sec): 32 clusters Score: Raw -99145870.332769 + Penalty 102908.028597 = -99042962.304172 nChanged 29 Iteration 97Q (1514.140000 sec): 32 clusters Score: Raw -99145871.321231 + Penalty 102908.028597 = -99042963.292634 nChanged 18 Iteration 98Q (1523.090000 sec): 32 clusters Score: Raw -99145871.943069 + Penalty 102908.028597 = -99042963.914472 nChanged 20 Writing temp clu file Because OldScore, -99042963.292634, is greater than current (better) Score,-99042963.914472 Compute initial score before splitting: Score: Raw -99145871.943069 + Penalty 102908.028597 = -99042963.914472 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1523.360000 sec): 2 clusters Score: Raw -4550675.029216 + Penalty 2546.599717 = -4548128.429499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1523.510000 sec): 3 clusters Score: Raw -4533443.998675 + Penalty 5093.199434 = -4528350.799241 nChanged 13005 SP:Iteration 1F (1523.660000 sec): 3 clusters Score: Raw -4540416.257633 + Penalty 5093.199434 = -4535323.058199 nChanged 1435 SP:Iteration 2Q (1523.810000 sec): 3 clusters Score: Raw -4540934.628703 + Penalty 5093.199434 = -4535841.429269 nChanged 1391 SP:Iteration 3Q (1523.960000 sec): 3 clusters Score: Raw -4541446.345502 + Penalty 5093.199434 = -4536353.146068 nChanged 1314 SP:Iteration 4Q (1524.120000 sec): 3 clusters Score: Raw -4541977.412195 + Penalty 5093.199434 = -4536884.212761 nChanged 1358 SP:Iteration 5Q (1524.270000 sec): 3 clusters Score: Raw -4542608.448823 + Penalty 5093.199434 = -4537515.249389 nChanged 1516 SP:Iteration 6F (1524.420000 sec): 3 clusters Score: Raw -4543368.320440 + Penalty 5093.199434 = -4538275.121006 nChanged 1642 SP:Iteration 7F (1524.570000 sec): 3 clusters Score: Raw -4544216.467341 + Penalty 5093.199434 = -4539123.267907 nChanged 1605 SP:Iteration 8F (1524.720000 sec): 3 clusters Score: Raw -4545064.839313 + Penalty 5093.199434 = -4539971.639879 nChanged 1450 SP:Iteration 9F (1524.860000 sec): 3 clusters Score: Raw -4545828.143740 + Penalty 5093.199434 = -4540734.944306 nChanged 1326 SP:Iteration 10Q (1525.020000 sec): 3 clusters Score: Raw -4546540.059604 + Penalty 5093.199434 = -4541446.860170 nChanged 1189 SP:Iteration 11Q (1525.170000 sec): 3 clusters Score: Raw -4547151.316469 + Penalty 5093.199434 = -4542058.117035 nChanged 1032 SP:Iteration 12Q (1525.320000 sec): 3 clusters Score: Raw -4547665.024708 + Penalty 5093.199434 = -4542571.825274 nChanged 921 SP:Iteration 13Q (1525.470000 sec): 3 clusters Score: Raw -4548118.719458 + Penalty 5093.199434 = -4543025.520024 nChanged 809 SP:Iteration 14Q (1525.620000 sec): 3 clusters Score: Raw -4548530.200650 + Penalty 5093.199434 = -4543437.001216 nChanged 745 SP:Iteration 15Q (1525.770000 sec): 3 clusters Score: Raw -4548916.030782 + Penalty 5093.199434 = -4543822.831348 nChanged 639 SP:Iteration 16Q (1525.920000 sec): 3 clusters Score: Raw -4549274.179949 + Penalty 5093.199434 = -4544180.980515 nChanged 576 SP:Iteration 17Q (1526.060000 sec): 3 clusters Score: Raw -4549604.129495 + Penalty 5093.199434 = -4544510.930061 nChanged 502 SP:Iteration 18Q (1526.210000 sec): 3 clusters Score: Raw -4549924.237456 + Penalty 5093.199434 = -4544831.038022 nChanged 422 SP:Iteration 19Q (1526.360000 sec): 3 clusters Score: Raw -4550195.710677 + Penalty 5093.199434 = -4545102.511243 nChanged 308 SP:Iteration 20F (1526.500000 sec): 3 clusters Score: Raw -4550399.270668 + Penalty 5093.199434 = -4545306.071234 nChanged 253 SP:Iteration 21Q (1526.640000 sec): 3 clusters Score: Raw -4550580.363021 + Penalty 5093.199434 = -4545487.163587 nChanged 172 SP:Iteration 22Q (1526.780000 sec): 3 clusters Score: Raw -4550709.070272 + Penalty 5093.199434 = -4545615.870838 nChanged 118 SP:Iteration 23Q (1526.900000 sec): 3 clusters Score: Raw -4550790.272403 + Penalty 5093.199434 = -4545697.072969 nChanged 78 SP:Iteration 24Q (1527.030000 sec): 3 clusters Score: Raw -4550850.215822 + Penalty 5093.199434 = -4545757.016388 nChanged 60 SP:Iteration 25Q (1527.150000 sec): 3 clusters Score: Raw -4550896.565178 + Penalty 5093.199434 = -4545803.365744 nChanged 47 SP:Iteration 26Q (1527.270000 sec): 3 clusters Score: Raw -4550929.676129 + Penalty 5093.199434 = -4545836.476695 nChanged 26 SP:Iteration 27Q (1527.390000 sec): 3 clusters Score: Raw -4550949.274468 + Penalty 5093.199434 = -4545856.075034 nChanged 18 SP:Iteration 28Q (1527.510000 sec): 3 clusters Score: Raw -4550959.924268 + Penalty 5093.199434 = -4545866.724834 nChanged 10 SP:Iteration 29Q (1527.620000 sec): 3 clusters Score: Raw -4550965.962884 + Penalty 5093.199434 = -4545872.763450 nChanged 8 SP:Iteration 30Q (1527.740000 sec): 3 clusters Score: Raw -4550971.370724 + Penalty 5093.199434 = -4545878.171290 nChanged 8 SP:Iteration 31Q (1527.860000 sec): 3 clusters Score: Raw -4550978.012063 + Penalty 5093.199434 = -4545884.812629 nChanged 10 SP:Iteration 32Q (1527.970000 sec): 3 clusters Score: Raw -4550987.283002 + Penalty 5093.199434 = -4545894.083568 nChanged 9 SP:Iteration 33Q (1528.090000 sec): 3 clusters Score: Raw -4550993.723318 + Penalty 5093.199434 = -4545900.523884 nChanged 9 SP:Iteration 34Q (1528.200000 sec): 3 clusters Score: Raw -4550999.930771 + Penalty 5093.199434 = -4545906.731337 nChanged 7 SP:Iteration 35Q (1528.320000 sec): 3 clusters Score: Raw -4551007.217183 + Penalty 5093.199434 = -4545914.017749 nChanged 8 SP:Iteration 36Q (1528.430000 sec): 3 clusters Score: Raw -4551013.729757 + Penalty 5093.199434 = -4545920.530323 nChanged 5 SP:Iteration 37Q (1528.550000 sec): 3 clusters Score: Raw -4551017.340615 + Penalty 5093.199434 = -4545924.141181 nChanged 5 SP:Iteration 38Q (1528.660000 sec): 3 clusters Score: Raw -4551021.294834 + Penalty 5093.199434 = -4545928.095400 nChanged 2 SP:Iteration 39Q (1528.770000 sec): 3 clusters Score: Raw -4551023.121618 + Penalty 5093.199434 = -4545929.922184 nChanged 2 SP:Iteration 40F (1528.920000 sec): 3 clusters Score: Raw -4551024.429184 + Penalty 5093.199434 = -4545931.229750 nChanged 2 SP:Iteration 41Q (1529.040000 sec): 3 clusters Score: Raw -4551025.803622 + Penalty 5093.199434 = -4545932.604188 nChanged 2 SP:Iteration 42Q (1529.150000 sec): 3 clusters Score: Raw -4551026.883427 + Penalty 5093.199434 = -4545933.683993 nChanged 0 SP:Iteration 43F (1529.300000 sec): 3 clusters Score: Raw -4551026.883427 + Penalty 5093.199434 = -4545933.683993 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (1452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.320000 sec): 2 clusters Score: Raw -202648.156890 + Penalty 1805.612904 = -200842.543986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.330000 sec): 3 clusters Score: Raw -202311.598361 + Penalty 3611.225809 = -198700.372552 nChanged 452 SP:Iteration 1F (1529.340000 sec): 3 clusters Score: Raw -203907.709250 + Penalty 3611.225809 = -200296.483442 nChanged 280 SP:Iteration 2F (1529.340000 sec): 3 clusters Score: Raw -206646.560558 + Penalty 3611.225809 = -203035.334749 nChanged 200 SP:Iteration 3F (1529.350000 sec): 3 clusters Score: Raw -208643.578494 + Penalty 3611.225809 = -205032.352685 nChanged 77 SP:Iteration 4F (1529.360000 sec): 3 clusters Score: Raw -209156.361671 + Penalty 3611.225809 = -205545.135863 nChanged 14 SP:Iteration 5Q (1529.360000 sec): 3 clusters Score: Raw -209247.392776 + Penalty 3611.225809 = -205636.166967 nChanged 6 SP:Iteration 6Q (1529.370000 sec): 3 clusters Score: Raw -209282.004351 + Penalty 3611.225809 = -205670.778542 nChanged 6 SP:Iteration 7Q (1529.370000 sec): 3 clusters Score: Raw -209301.782263 + Penalty 3611.225809 = -205690.556454 nChanged 5 SP:Iteration 8Q (1529.380000 sec): 3 clusters Score: Raw -209320.802583 + Penalty 3611.225809 = -205709.576774 nChanged 10 SP:Iteration 9Q (1529.380000 sec): 3 clusters Score: Raw -209369.452636 + Penalty 3611.225809 = -205758.226827 nChanged 10 SP:Iteration 10Q (1529.390000 sec): 3 clusters Score: Raw -209411.032630 + Penalty 3611.225809 = -205799.806821 nChanged 5 SP:Iteration 11Q (1529.390000 sec): 3 clusters Score: Raw -209446.334298 + Penalty 3611.225809 = -205835.108489 nChanged 7 SP:Iteration 12Q (1529.400000 sec): 3 clusters Score: Raw -209481.259478 + Penalty 3611.225809 = -205870.033669 nChanged 2 SP:Iteration 13Q (1529.400000 sec): 3 clusters Score: Raw -209496.783866 + Penalty 3611.225809 = -205885.558057 nChanged 5 SP:Iteration 14Q (1529.410000 sec): 3 clusters Score: Raw -209510.813304 + Penalty 3611.225809 = -205899.587495 nChanged 2 SP:Iteration 15Q (1529.420000 sec): 3 clusters Score: Raw -209516.116866 + Penalty 3611.225809 = -205904.891057 nChanged 0 SP:Iteration 16F (1529.430000 sec): 3 clusters Score: Raw -209520.721620 + Penalty 3611.225809 = -205909.495811 nChanged 4 SP:Iteration 17Q (1529.430000 sec): 3 clusters Score: Raw -209531.603731 + Penalty 3611.225809 = -205920.377923 nChanged 1 SP:Iteration 18Q (1529.440000 sec): 3 clusters Score: Raw -209532.701142 + Penalty 3611.225809 = -205921.475334 nChanged 0 SP:Iteration 19F (1529.450000 sec): 3 clusters Score: Raw -209532.701142 + Penalty 3611.225809 = -205921.475334 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 4.92 GB. Trying to split cluster 3 (4725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.470000 sec): 2 clusters Score: Raw -724649.793364 + Penalty 2098.234464 = -722551.558900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.500000 sec): 3 clusters Score: Raw -722382.129705 + Penalty 4196.468929 = -718185.660776 nChanged 1785 SP:Iteration 1F (1529.520000 sec): 3 clusters Score: Raw -723399.368621 + Penalty 4196.468929 = -719202.899692 nChanged 351 SP:Iteration 2F (1529.550000 sec): 3 clusters Score: Raw -723615.049886 + Penalty 4196.468929 = -719418.580958 nChanged 262 SP:Iteration 3F (1529.570000 sec): 3 clusters Score: Raw -723815.336218 + Penalty 4196.468929 = -719618.867290 nChanged 220 SP:Iteration 4Q (1529.590000 sec): 3 clusters Score: Raw -723988.091812 + Penalty 4196.468929 = -719791.622884 nChanged 221 SP:Iteration 5Q (1529.610000 sec): 3 clusters Score: Raw -724180.483846 + Penalty 4196.468929 = -719984.014917 nChanged 232 SP:Iteration 6Q (1529.640000 sec): 3 clusters Score: Raw -724355.821125 + Penalty 4196.468929 = -720159.352196 nChanged 217 SP:Iteration 7Q (1529.660000 sec): 3 clusters Score: Raw -724504.593943 + Penalty 4196.468929 = -720308.125014 nChanged 198 SP:Iteration 8Q (1529.690000 sec): 3 clusters Score: Raw -724630.708257 + Penalty 4196.468929 = -720434.239329 nChanged 162 SP:Iteration 9Q (1529.710000 sec): 3 clusters Score: Raw -724739.975301 + Penalty 4196.468929 = -720543.506372 nChanged 157 SP:Iteration 10Q (1529.730000 sec): 3 clusters Score: Raw -724836.725183 + Penalty 4196.468929 = -720640.256255 nChanged 121 SP:Iteration 11Q (1529.750000 sec): 3 clusters Score: Raw -724910.788931 + Penalty 4196.468929 = -720714.320002 nChanged 107 SP:Iteration 12Q (1529.780000 sec): 3 clusters Score: Raw -724969.946758 + Penalty 4196.468929 = -720773.477829 nChanged 90 SP:Iteration 13Q (1529.800000 sec): 3 clusters Score: Raw -725021.699864 + Penalty 4196.468929 = -720825.230935 nChanged 92 SP:Iteration 14Q (1529.830000 sec): 3 clusters Score: Raw -725084.302298 + Penalty 4196.468929 = -720887.833369 nChanged 90 SP:Iteration 15Q (1529.850000 sec): 3 clusters Score: Raw -725138.722602 + Penalty 4196.468929 = -720942.253673 nChanged 78 SP:Iteration 16Q (1529.870000 sec): 3 clusters Score: Raw -725182.173703 + Penalty 4196.468929 = -720985.704775 nChanged 76 SP:Iteration 17Q (1529.890000 sec): 3 clusters Score: Raw -725221.405801 + Penalty 4196.468929 = -721024.936873 nChanged 67 SP:Iteration 18Q (1529.920000 sec): 3 clusters Score: Raw -725255.023794 + Penalty 4196.468929 = -721058.554866 nChanged 63 SP:Iteration 19Q (1529.940000 sec): 3 clusters Score: Raw -725288.526167 + Penalty 4196.468929 = -721092.057238 nChanged 54 SP:Iteration 20F (1529.970000 sec): 3 clusters Score: Raw -725324.095262 + Penalty 4196.468929 = -721127.626333 nChanged 65 SP:Iteration 21Q (1529.990000 sec): 3 clusters Score: Raw -725359.349002 + Penalty 4196.468929 = -721162.880073 nChanged 47 SP:Iteration 22Q (1530.010000 sec): 3 clusters Score: Raw -725388.426286 + Penalty 4196.468929 = -721191.957357 nChanged 50 SP:Iteration 23Q (1530.030000 sec): 3 clusters Score: Raw -725418.607866 + Penalty 4196.468929 = -721222.138937 nChanged 34 SP:Iteration 24Q (1530.050000 sec): 3 clusters Score: Raw -725438.376924 + Penalty 4196.468929 = -721241.907995 nChanged 32 SP:Iteration 25Q (1530.080000 sec): 3 clusters Score: Raw -725459.369015 + Penalty 4196.468929 = -721262.900086 nChanged 26 SP:Iteration 26Q (1530.100000 sec): 3 clusters Score: Raw -725472.998474 + Penalty 4196.468929 = -721276.529545 nChanged 21 SP:Iteration 27Q (1530.120000 sec): 3 clusters Score: Raw -725484.317451 + Penalty 4196.468929 = -721287.848523 nChanged 15 SP:Iteration 28Q (1530.150000 sec): 3 clusters Score: Raw -725491.999248 + Penalty 4196.468929 = -721295.530319 nChanged 15 SP:Iteration 29Q (1530.170000 sec): 3 clusters Score: Raw -725500.638692 + Penalty 4196.468929 = -721304.169763 nChanged 15 SP:Iteration 30Q (1530.190000 sec): 3 clusters Score: Raw -725513.709484 + Penalty 4196.468929 = -721317.240556 nChanged 23 SP:Iteration 31Q (1530.210000 sec): 3 clusters Score: Raw -725530.381218 + Penalty 4196.468929 = -721333.912289 nChanged 19 SP:Iteration 32Q (1530.230000 sec): 3 clusters Score: Raw -725543.821574 + Penalty 4196.468929 = -721347.352646 nChanged 17 SP:Iteration 33Q (1530.260000 sec): 3 clusters Score: Raw -725554.246098 + Penalty 4196.468929 = -721357.777169 nChanged 8 SP:Iteration 34Q (1530.280000 sec): 3 clusters Score: Raw -725560.813393 + Penalty 4196.468929 = -721364.344465 nChanged 11 SP:Iteration 35Q (1530.300000 sec): 3 clusters Score: Raw -725570.336702 + Penalty 4196.468929 = -721373.867773 nChanged 10 SP:Iteration 36Q (1530.320000 sec): 3 clusters Score: Raw -725578.334050 + Penalty 4196.468929 = -721381.865122 nChanged 12 SP:Iteration 37Q (1530.340000 sec): 3 clusters Score: Raw -725586.543894 + Penalty 4196.468929 = -721390.074966 nChanged 6 SP:Iteration 38Q (1530.370000 sec): 3 clusters Score: Raw -725590.253495 + Penalty 4196.468929 = -721393.784566 nChanged 5 SP:Iteration 39Q (1530.390000 sec): 3 clusters Score: Raw -725594.243089 + Penalty 4196.468929 = -721397.774160 nChanged 5 SP:Iteration 40F (1530.410000 sec): 3 clusters Score: Raw -725598.306625 + Penalty 4196.468929 = -721401.837696 nChanged 6 SP:Iteration 41Q (1530.430000 sec): 3 clusters Score: Raw -725605.086096 + Penalty 4196.468929 = -721408.617167 nChanged 9 SP:Iteration 42Q (1530.450000 sec): 3 clusters Score: Raw -725610.996937 + Penalty 4196.468929 = -721414.528009 nChanged 6 SP:Iteration 43Q (1530.470000 sec): 3 clusters Score: Raw -725616.775035 + Penalty 4196.468929 = -721420.306106 nChanged 5 SP:Iteration 44Q (1530.500000 sec): 3 clusters Score: Raw -725619.943082 + Penalty 4196.468929 = -721423.474154 nChanged 5 SP:Iteration 45Q (1530.520000 sec): 3 clusters Score: Raw -725623.515735 + Penalty 4196.468929 = -721427.046806 nChanged 6 SP:Iteration 46Q (1530.540000 sec): 3 clusters Score: Raw -725628.618854 + Penalty 4196.468929 = -721432.149925 nChanged 5 SP:Iteration 47Q (1530.560000 sec): 3 clusters Score: Raw -725632.171161 + Penalty 4196.468929 = -721435.702233 nChanged 4 SP:Iteration 48Q (1530.580000 sec): 3 clusters Score: Raw -725635.449157 + Penalty 4196.468929 = -721438.980228 nChanged 4 SP:Iteration 49Q (1530.600000 sec): 3 clusters Score: Raw -725639.341038 + Penalty 4196.468929 = -721442.872110 nChanged 5 SP:Iteration 50Q (1530.620000 sec): 3 clusters Score: Raw -725642.935615 + Penalty 4196.468929 = -721446.466686 nChanged 3 SP:Iteration 51Q (1530.650000 sec): 3 clusters Score: Raw -725645.117029 + Penalty 4196.468929 = -721448.648101 nChanged 4 SP:Iteration 52Q (1530.670000 sec): 3 clusters Score: Raw -725646.985868 + Penalty 4196.468929 = -721450.516939 nChanged 7 SP:Iteration 53Q (1530.690000 sec): 3 clusters Score: Raw -725656.419381 + Penalty 4196.468929 = -721459.950453 nChanged 6 SP:Iteration 54Q (1530.710000 sec): 3 clusters Score: Raw -725661.673340 + Penalty 4196.468929 = -721465.204412 nChanged 5 SP:Iteration 55Q (1530.730000 sec): 3 clusters Score: Raw -725668.849050 + Penalty 4196.468929 = -721472.380121 nChanged 6 SP:Iteration 56Q (1530.750000 sec): 3 clusters Score: Raw -725672.232778 + Penalty 4196.468929 = -721475.763849 nChanged 3 SP:Iteration 57Q (1530.770000 sec): 3 clusters Score: Raw -725673.666947 + Penalty 4196.468929 = -721477.198018 nChanged 3 SP:Iteration 58Q (1530.790000 sec): 3 clusters Score: Raw -725676.095766 + Penalty 4196.468929 = -721479.626838 nChanged 2 SP:Iteration 59Q (1530.810000 sec): 3 clusters Score: Raw -725677.805968 + Penalty 4196.468929 = -721481.337040 nChanged 1 SP:Iteration 60F (1530.830000 sec): 3 clusters Score: Raw -725678.315438 + Penalty 4196.468929 = -721481.846509 nChanged 1 SP:Iteration 61Q (1530.850000 sec): 3 clusters Score: Raw -725678.526744 + Penalty 4196.468929 = -721482.057815 nChanged 0 SP:Iteration 62F (1530.870000 sec): 3 clusters Score: Raw -725678.526744 + Penalty 4196.468929 = -721482.057815 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.890000 sec): 2 clusters Score: Raw -581184.380897 + Penalty 2057.914332 = -579126.466565 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.920000 sec): 3 clusters Score: Raw -579302.254482 + Penalty 4115.828664 = -575186.425818 nChanged 1532 SP:Iteration 1F (1530.940000 sec): 3 clusters Score: Raw -580269.278761 + Penalty 4115.828664 = -576153.450097 nChanged 323 SP:Iteration 2F (1530.960000 sec): 3 clusters Score: Raw -580542.082215 + Penalty 4115.828664 = -576426.253551 nChanged 232 SP:Iteration 3F (1530.980000 sec): 3 clusters Score: Raw -580708.104376 + Penalty 4115.828664 = -576592.275712 nChanged 171 SP:Iteration 4Q (1531.000000 sec): 3 clusters Score: Raw -580825.803582 + Penalty 4115.828664 = -576709.974918 nChanged 131 SP:Iteration 5Q (1531.020000 sec): 3 clusters Score: Raw -580899.112845 + Penalty 4115.828664 = -576783.284181 nChanged 97 SP:Iteration 6Q (1531.040000 sec): 3 clusters Score: Raw -580953.189358 + Penalty 4115.828664 = -576837.360694 nChanged 95 SP:Iteration 7Q (1531.060000 sec): 3 clusters Score: Raw -581005.385731 + Penalty 4115.828664 = -576889.557067 nChanged 95 SP:Iteration 8Q (1531.080000 sec): 3 clusters Score: Raw -581065.527139 + Penalty 4115.828664 = -576949.698475 nChanged 94 SP:Iteration 9Q (1531.100000 sec): 3 clusters Score: Raw -581126.668161 + Penalty 4115.828664 = -577010.839496 nChanged 97 SP:Iteration 10Q (1531.110000 sec): 3 clusters Score: Raw -581186.576159 + Penalty 4115.828664 = -577070.747495 nChanged 101 SP:Iteration 11Q (1531.130000 sec): 3 clusters Score: Raw -581250.729371 + Penalty 4115.828664 = -577134.900707 nChanged 105 SP:Iteration 12Q (1531.150000 sec): 3 clusters Score: Raw -581314.987450 + Penalty 4115.828664 = -577199.158786 nChanged 118 SP:Iteration 13Q (1531.170000 sec): 3 clusters Score: Raw -581387.064815 + Penalty 4115.828664 = -577271.236151 nChanged 115 SP:Iteration 14Q (1531.190000 sec): 3 clusters Score: Raw -581456.386280 + Penalty 4115.828664 = -577340.557616 nChanged 96 SP:Iteration 15Q (1531.210000 sec): 3 clusters Score: Raw -581517.323213 + Penalty 4115.828664 = -577401.494549 nChanged 92 SP:Iteration 16Q (1531.230000 sec): 3 clusters Score: Raw -581582.792384 + Penalty 4115.828664 = -577466.963720 nChanged 89 SP:Iteration 17Q (1531.250000 sec): 3 clusters Score: Raw -581652.269055 + Penalty 4115.828664 = -577536.440391 nChanged 113 SP:Iteration 18Q (1531.270000 sec): 3 clusters Score: Raw -581750.011042 + Penalty 4115.828664 = -577634.182378 nChanged 118 SP:Iteration 19Q (1531.290000 sec): 3 clusters Score: Raw -581867.931632 + Penalty 4115.828664 = -577752.102968 nChanged 106 SP:Iteration 20F (1531.310000 sec): 3 clusters Score: Raw -581955.592289 + Penalty 4115.828664 = -577839.763625 nChanged 84 SP:Iteration 21Q (1531.330000 sec): 3 clusters Score: Raw -582023.326349 + Penalty 4115.828664 = -577907.497685 nChanged 60 SP:Iteration 22Q (1531.350000 sec): 3 clusters Score: Raw -582068.486891 + Penalty 4115.828664 = -577952.658227 nChanged 45 SP:Iteration 23Q (1531.370000 sec): 3 clusters Score: Raw -582101.785820 + Penalty 4115.828664 = -577985.957156 nChanged 46 SP:Iteration 24Q (1531.390000 sec): 3 clusters Score: Raw -582137.291793 + Penalty 4115.828664 = -578021.463129 nChanged 26 SP:Iteration 25Q (1531.410000 sec): 3 clusters Score: Raw -582152.662998 + Penalty 4115.828664 = -578036.834334 nChanged 20 SP:Iteration 26Q (1531.430000 sec): 3 clusters Score: Raw -582165.113821 + Penalty 4115.828664 = -578049.285157 nChanged 13 SP:Iteration 27Q (1531.450000 sec): 3 clusters Score: Raw -582172.333836 + Penalty 4115.828664 = -578056.505172 nChanged 10 SP:Iteration 28Q (1531.460000 sec): 3 clusters Score: Raw -582177.108297 + Penalty 4115.828664 = -578061.279633 nChanged 7 SP:Iteration 29Q (1531.480000 sec): 3 clusters Score: Raw -582181.067551 + Penalty 4115.828664 = -578065.238887 nChanged 3 SP:Iteration 30Q (1531.500000 sec): 3 clusters Score: Raw -582182.651420 + Penalty 4115.828664 = -578066.822756 nChanged 5 SP:Iteration 31Q (1531.520000 sec): 3 clusters Score: Raw -582185.493576 + Penalty 4115.828664 = -578069.664912 nChanged 4 SP:Iteration 32Q (1531.540000 sec): 3 clusters Score: Raw -582187.308095 + Penalty 4115.828664 = -578071.479431 nChanged 4 SP:Iteration 33Q (1531.550000 sec): 3 clusters Score: Raw -582188.879585 + Penalty 4115.828664 = -578073.050921 nChanged 3 SP:Iteration 34Q (1531.570000 sec): 3 clusters Score: Raw -582190.293685 + Penalty 4115.828664 = -578074.465021 nChanged 0 SP:Iteration 35F (1531.590000 sec): 3 clusters Score: Raw -582190.400545 + Penalty 4115.828664 = -578074.571881 nChanged 1 SP:Iteration 36Q (1531.610000 sec): 3 clusters Score: Raw -582194.065526 + Penalty 4115.828664 = -578078.236862 nChanged 2 SP:Iteration 37Q (1531.630000 sec): 3 clusters Score: Raw -582194.864573 + Penalty 4115.828664 = -578079.035909 nChanged 2 SP:Iteration 38Q (1531.640000 sec): 3 clusters Score: Raw -582195.713330 + Penalty 4115.828664 = -578079.884666 nChanged 1 SP:Iteration 39Q (1531.660000 sec): 3 clusters Score: Raw -582196.191699 + Penalty 4115.828664 = -578080.363035 nChanged 1 SP:Iteration 40F (1531.680000 sec): 3 clusters Score: Raw -582196.590597 + Penalty 4115.828664 = -578080.761933 nChanged 1 SP:Iteration 41Q (1531.700000 sec): 3 clusters Score: Raw -582197.456342 + Penalty 4115.828664 = -578081.627678 nChanged 0 SP:Iteration 42F (1531.720000 sec): 3 clusters Score: Raw -582197.456342 + Penalty 4115.828664 = -578081.627678 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (11001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1531.770000 sec): 2 clusters Score: Raw -1629422.348751 + Penalty 2307.823881 = -1627114.524869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1531.830000 sec): 3 clusters Score: Raw -1623523.041345 + Penalty 4615.647763 = -1618907.393583 nChanged 4529 SP:Iteration 1F (1531.880000 sec): 3 clusters Score: Raw -1626171.305016 + Penalty 4615.647763 = -1621555.657254 nChanged 863 SP:Iteration 2F (1531.930000 sec): 3 clusters Score: Raw -1626850.280520 + Penalty 4615.647763 = -1622234.632758 nChanged 809 SP:Iteration 3F (1531.990000 sec): 3 clusters Score: Raw -1627522.112198 + Penalty 4615.647763 = -1622906.464436 nChanged 763 SP:Iteration 4F (1532.050000 sec): 3 clusters Score: Raw -1628124.050815 + Penalty 4615.647763 = -1623508.403052 nChanged 655 SP:Iteration 5F (1532.100000 sec): 3 clusters Score: Raw -1628551.197414 + Penalty 4615.647763 = -1623935.549652 nChanged 543 SP:Iteration 6Q (1532.150000 sec): 3 clusters Score: Raw -1628852.172076 + Penalty 4615.647763 = -1624236.524314 nChanged 411 SP:Iteration 7Q (1532.210000 sec): 3 clusters Score: Raw -1629066.942345 + Penalty 4615.647763 = -1624451.294582 nChanged 357 SP:Iteration 8Q (1532.260000 sec): 3 clusters Score: Raw -1629233.640661 + Penalty 4615.647763 = -1624617.992899 nChanged 306 SP:Iteration 9Q (1532.310000 sec): 3 clusters Score: Raw -1629376.738364 + Penalty 4615.647763 = -1624761.090601 nChanged 266 SP:Iteration 10Q (1532.370000 sec): 3 clusters Score: Raw -1629496.370875 + Penalty 4615.647763 = -1624880.723113 nChanged 259 SP:Iteration 11Q (1532.420000 sec): 3 clusters Score: Raw -1629610.019060 + Penalty 4615.647763 = -1624994.371297 nChanged 258 SP:Iteration 12Q (1532.470000 sec): 3 clusters Score: Raw -1629736.623766 + Penalty 4615.647763 = -1625120.976004 nChanged 247 SP:Iteration 13Q (1532.530000 sec): 3 clusters Score: Raw -1629869.499746 + Penalty 4615.647763 = -1625253.851983 nChanged 248 SP:Iteration 14Q (1532.580000 sec): 3 clusters Score: Raw -1630010.153250 + Penalty 4615.647763 = -1625394.505488 nChanged 225 SP:Iteration 15Q (1532.630000 sec): 3 clusters Score: Raw -1630130.907957 + Penalty 4615.647763 = -1625515.260194 nChanged 204 SP:Iteration 16Q (1532.690000 sec): 3 clusters Score: Raw -1630240.246265 + Penalty 4615.647763 = -1625624.598502 nChanged 205 SP:Iteration 17Q (1532.740000 sec): 3 clusters Score: Raw -1630356.903008 + Penalty 4615.647763 = -1625741.255245 nChanged 191 SP:Iteration 18Q (1532.790000 sec): 3 clusters Score: Raw -1630456.672273 + Penalty 4615.647763 = -1625841.024511 nChanged 153 SP:Iteration 19Q (1532.840000 sec): 3 clusters Score: Raw -1630542.795624 + Penalty 4615.647763 = -1625927.147861 nChanged 145 SP:Iteration 20F (1532.890000 sec): 3 clusters Score: Raw -1630613.333299 + Penalty 4615.647763 = -1625997.685537 nChanged 117 SP:Iteration 21Q (1532.940000 sec): 3 clusters Score: Raw -1630661.562984 + Penalty 4615.647763 = -1626045.915221 nChanged 96 SP:Iteration 22Q (1532.990000 sec): 3 clusters Score: Raw -1630702.455292 + Penalty 4615.647763 = -1626086.807530 nChanged 77 SP:Iteration 23Q (1533.040000 sec): 3 clusters Score: Raw -1630727.758900 + Penalty 4615.647763 = -1626112.111138 nChanged 48 SP:Iteration 24Q (1533.090000 sec): 3 clusters Score: Raw -1630743.313123 + Penalty 4615.647763 = -1626127.665360 nChanged 42 SP:Iteration 25Q (1533.140000 sec): 3 clusters Score: Raw -1630756.442634 + Penalty 4615.647763 = -1626140.794872 nChanged 39 SP:Iteration 26Q (1533.190000 sec): 3 clusters Score: Raw -1630773.025844 + Penalty 4615.647763 = -1626157.378081 nChanged 29 SP:Iteration 27Q (1533.230000 sec): 3 clusters Score: Raw -1630782.246940 + Penalty 4615.647763 = -1626166.599177 nChanged 28 SP:Iteration 28Q (1533.280000 sec): 3 clusters Score: Raw -1630789.632378 + Penalty 4615.647763 = -1626173.984616 nChanged 26 SP:Iteration 29Q (1533.330000 sec): 3 clusters Score: Raw -1630796.430654 + Penalty 4615.647763 = -1626180.782892 nChanged 20 SP:Iteration 30Q (1533.380000 sec): 3 clusters Score: Raw -1630802.250988 + Penalty 4615.647763 = -1626186.603226 nChanged 21 SP:Iteration 31Q (1533.430000 sec): 3 clusters Score: Raw -1630809.753038 + Penalty 4615.647763 = -1626194.105275 nChanged 19 SP:Iteration 32Q (1533.470000 sec): 3 clusters Score: Raw -1630817.659427 + Penalty 4615.647763 = -1626202.011665 nChanged 23 SP:Iteration 33Q (1533.520000 sec): 3 clusters Score: Raw -1630827.156535 + Penalty 4615.647763 = -1626211.508772 nChanged 27 SP:Iteration 34Q (1533.570000 sec): 3 clusters Score: Raw -1630835.348205 + Penalty 4615.647763 = -1626219.700442 nChanged 17 SP:Iteration 35Q (1533.620000 sec): 3 clusters Score: Raw -1630840.183327 + Penalty 4615.647763 = -1626224.535564 nChanged 13 SP:Iteration 36Q (1533.670000 sec): 3 clusters Score: Raw -1630844.309398 + Penalty 4615.647763 = -1626228.661635 nChanged 10 SP:Iteration 37Q (1533.710000 sec): 3 clusters Score: Raw -1630846.973718 + Penalty 4615.647763 = -1626231.325956 nChanged 11 SP:Iteration 38Q (1533.760000 sec): 3 clusters Score: Raw -1630850.460777 + Penalty 4615.647763 = -1626234.813014 nChanged 12 SP:Iteration 39Q (1533.810000 sec): 3 clusters Score: Raw -1630854.012117 + Penalty 4615.647763 = -1626238.364355 nChanged 10 SP:Iteration 40F (1533.870000 sec): 3 clusters Score: Raw -1630856.265937 + Penalty 4615.647763 = -1626240.618175 nChanged 5 SP:Iteration 41Q (1533.920000 sec): 3 clusters Score: Raw -1630858.327055 + Penalty 4615.647763 = -1626242.679293 nChanged 6 SP:Iteration 42Q (1533.960000 sec): 3 clusters Score: Raw -1630860.520987 + Penalty 4615.647763 = -1626244.873225 nChanged 7 SP:Iteration 43Q (1534.010000 sec): 3 clusters Score: Raw -1630862.294654 + Penalty 4615.647763 = -1626246.646892 nChanged 5 SP:Iteration 44Q (1534.060000 sec): 3 clusters Score: Raw -1630863.869744 + Penalty 4615.647763 = -1626248.221982 nChanged 4 SP:Iteration 45Q (1534.100000 sec): 3 clusters Score: Raw -1630864.837738 + Penalty 4615.647763 = -1626249.189976 nChanged 3 SP:Iteration 46Q (1534.150000 sec): 3 clusters Score: Raw -1630865.638425 + Penalty 4615.647763 = -1626249.990663 nChanged 2 SP:Iteration 47Q (1534.200000 sec): 3 clusters Score: Raw -1630865.872113 + Penalty 4615.647763 = -1626250.224351 nChanged 1 SP:Iteration 48Q (1534.240000 sec): 3 clusters Score: Raw -1630866.141258 + Penalty 4615.647763 = -1626250.493496 nChanged 1 SP:Iteration 49Q (1534.290000 sec): 3 clusters Score: Raw -1630866.366396 + Penalty 4615.647763 = -1626250.718633 nChanged 0 SP:Iteration 50F (1534.350000 sec): 3 clusters Score: Raw -1630866.366396 + Penalty 4615.647763 = -1626250.718633 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (226558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1535.400000 sec): 2 clusters Score: Raw -34767817.942560 + Penalty 3058.027553 = -34764759.915007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.590000 sec): 3 clusters Score: Raw -34618878.708794 + Penalty 6116.055106 = -34612762.653688 nChanged 109253 SP:Iteration 1F (1537.780000 sec): 3 clusters Score: Raw -34682699.137788 + Penalty 6116.055106 = -34676583.082682 nChanged 6014 SP:Iteration 2Q (1538.990000 sec): 3 clusters Score: Raw -34683954.848921 + Penalty 6116.055106 = -34677838.793815 nChanged 6539 SP:Iteration 3Q (1540.200000 sec): 3 clusters Score: Raw -34685599.428307 + Penalty 6116.055106 = -34679483.373201 nChanged 7575 SP:Iteration 4Q (1541.410000 sec): 3 clusters Score: Raw -34687995.421476 + Penalty 6116.055106 = -34681879.366370 nChanged 9086 SP:Iteration 5Q (1542.630000 sec): 3 clusters Score: Raw -34691584.947090 + Penalty 6116.055106 = -34685468.891984 nChanged 10785 SP:Iteration 6Q (1543.850000 sec): 3 clusters Score: Raw -34696825.055690 + Penalty 6116.055106 = -34690709.000584 nChanged 12578 SP:Iteration 7F (1545.030000 sec): 3 clusters Score: Raw -34703847.640524 + Penalty 6116.055106 = -34697731.585418 nChanged 13465 SP:Iteration 8F (1546.210000 sec): 3 clusters Score: Raw -34711759.539316 + Penalty 6116.055106 = -34705643.484211 nChanged 13181 SP:Iteration 9F (1547.400000 sec): 3 clusters Score: Raw -34719522.190306 + Penalty 6116.055106 = -34713406.135201 nChanged 12167 SP:Iteration 10F (1548.580000 sec): 3 clusters Score: Raw -34726374.018991 + Penalty 6116.055106 = -34720257.963885 nChanged 11069 SP:Iteration 11Q (1549.780000 sec): 3 clusters Score: Raw -34732275.479496 + Penalty 6116.055106 = -34726159.424390 nChanged 9966 SP:Iteration 12Q (1550.970000 sec): 3 clusters Score: Raw -34737388.386497 + Penalty 6116.055106 = -34731272.331391 nChanged 9674 SP:Iteration 13Q (1552.120000 sec): 3 clusters Score: Raw -34742331.402476 + Penalty 6116.055106 = -34736215.347370 nChanged 9518 SP:Iteration 14Q (1553.240000 sec): 3 clusters Score: Raw -34747177.584502 + Penalty 6116.055106 = -34741061.529396 nChanged 8969 SP:Iteration 15Q (1554.350000 sec): 3 clusters Score: Raw -34751694.309744 + Penalty 6116.055106 = -34745578.254638 nChanged 8211 SP:Iteration 16Q (1555.440000 sec): 3 clusters Score: Raw -34755772.528659 + Penalty 6116.055106 = -34749656.473554 nChanged 7131 SP:Iteration 17Q (1556.500000 sec): 3 clusters Score: Raw -34759258.656489 + Penalty 6116.055106 = -34753142.601384 nChanged 5774 SP:Iteration 18Q (1557.510000 sec): 3 clusters Score: Raw -34761988.122007 + Penalty 6116.055106 = -34755872.066901 nChanged 4459 SP:Iteration 19Q (1558.500000 sec): 3 clusters Score: Raw -34763972.250031 + Penalty 6116.055106 = -34757856.194925 nChanged 3339 SP:Iteration 20F (1559.670000 sec): 3 clusters Score: Raw -34765390.059075 + Penalty 6116.055106 = -34759274.003969 nChanged 2470 SP:Iteration 21Q (1560.610000 sec): 3 clusters Score: Raw -34766390.819030 + Penalty 6116.055106 = -34760274.763924 nChanged 1759 SP:Iteration 22Q (1561.530000 sec): 3 clusters Score: Raw -34767062.128604 + Penalty 6116.055106 = -34760946.073498 nChanged 1187 SP:Iteration 23Q (1562.440000 sec): 3 clusters Score: Raw -34767491.405987 + Penalty 6116.055106 = -34761375.350881 nChanged 841 SP:Iteration 24Q (1563.340000 sec): 3 clusters Score: Raw -34767764.225219 + Penalty 6116.055106 = -34761648.170113 nChanged 612 SP:Iteration 25Q (1564.230000 sec): 3 clusters Score: Raw -34767961.915567 + Penalty 6116.055106 = -34761845.860461 nChanged 474 SP:Iteration 26Q (1565.110000 sec): 3 clusters Score: Raw -34768111.321652 + Penalty 6116.055106 = -34761995.266546 nChanged 386 SP:Iteration 27Q (1565.990000 sec): 3 clusters Score: Raw -34768244.241584 + Penalty 6116.055106 = -34762128.186478 nChanged 312 SP:Iteration 28Q (1566.870000 sec): 3 clusters Score: Raw -34768351.354407 + Penalty 6116.055106 = -34762235.299301 nChanged 250 SP:Iteration 29Q (1567.740000 sec): 3 clusters Score: Raw -34768440.384261 + Penalty 6116.055106 = -34762324.329155 nChanged 200 SP:Iteration 30Q (1568.600000 sec): 3 clusters Score: Raw -34768509.656698 + Penalty 6116.055106 = -34762393.601592 nChanged 157 SP:Iteration 31Q (1569.470000 sec): 3 clusters Score: Raw -34768575.640193 + Penalty 6116.055106 = -34762459.585087 nChanged 173 SP:Iteration 32Q (1570.330000 sec): 3 clusters Score: Raw -34768653.313289 + Penalty 6116.055106 = -34762537.258183 nChanged 164 SP:Iteration 33Q (1571.190000 sec): 3 clusters Score: Raw -34768735.029147 + Penalty 6116.055106 = -34762618.974041 nChanged 138 SP:Iteration 34Q (1572.040000 sec): 3 clusters Score: Raw -34768820.862424 + Penalty 6116.055106 = -34762704.807318 nChanged 149 SP:Iteration 35Q (1572.900000 sec): 3 clusters Score: Raw -34768969.526133 + Penalty 6116.055106 = -34762853.471027 nChanged 188 SP:Iteration 36Q (1573.740000 sec): 3 clusters Score: Raw -34769170.560884 + Penalty 6116.055106 = -34763054.505778 nChanged 195 SP:Iteration 37Q (1574.590000 sec): 3 clusters Score: Raw -34769282.157986 + Penalty 6116.055106 = -34763166.102881 nChanged 175 SP:Iteration 38Q (1575.440000 sec): 3 clusters Score: Raw -34769339.970592 + Penalty 6116.055106 = -34763223.915486 nChanged 103 SP:Iteration 39Q (1576.290000 sec): 3 clusters Score: Raw -34769368.324077 + Penalty 6116.055106 = -34763252.268971 nChanged 93 SP:Iteration 40F (1577.450000 sec): 3 clusters Score: Raw -34769392.190179 + Penalty 6116.055106 = -34763276.135073 nChanged 57 SP:Iteration 41Q (1578.300000 sec): 3 clusters Score: Raw -34769404.726778 + Penalty 6116.055106 = -34763288.671672 nChanged 52 SP:Iteration 42Q (1579.150000 sec): 3 clusters Score: Raw -34769416.257174 + Penalty 6116.055106 = -34763300.202069 nChanged 46 SP:Iteration 43Q (1580.010000 sec): 3 clusters Score: Raw -34769426.972651 + Penalty 6116.055106 = -34763310.917545 nChanged 47 SP:Iteration 44Q (1580.860000 sec): 3 clusters Score: Raw -34769435.554048 + Penalty 6116.055106 = -34763319.498942 nChanged 35 SP:Iteration 45Q (1581.710000 sec): 3 clusters Score: Raw -34769442.324425 + Penalty 6116.055106 = -34763326.269319 nChanged 46 SP:Iteration 46Q (1582.560000 sec): 3 clusters Score: Raw -34769451.832393 + Penalty 6116.055106 = -34763335.777287 nChanged 39 SP:Iteration 47Q (1583.420000 sec): 3 clusters Score: Raw -34769460.950779 + Penalty 6116.055106 = -34763344.895673 nChanged 53 SP:Iteration 48Q (1584.270000 sec): 3 clusters Score: Raw -34769472.534559 + Penalty 6116.055106 = -34763356.479453 nChanged 51 SP:Iteration 49Q (1585.120000 sec): 3 clusters Score: Raw -34769483.755466 + Penalty 6116.055106 = -34763367.700360 nChanged 47 SP:Iteration 50Q (1585.980000 sec): 3 clusters Score: Raw -34769494.449583 + Penalty 6116.055106 = -34763378.394477 nChanged 51 SP:Iteration 51Q (1586.820000 sec): 3 clusters Score: Raw -34769504.879526 + Penalty 6116.055106 = -34763388.824420 nChanged 44 SP:Iteration 52Q (1587.680000 sec): 3 clusters Score: Raw -34769512.958094 + Penalty 6116.055106 = -34763396.902988 nChanged 32 SP:Iteration 53Q (1588.530000 sec): 3 clusters Score: Raw -34769518.751596 + Penalty 6116.055106 = -34763402.696490 nChanged 30 SP:Iteration 54Q (1589.380000 sec): 3 clusters Score: Raw -34769524.418556 + Penalty 6116.055106 = -34763408.363450 nChanged 31 SP:Iteration 55Q (1590.230000 sec): 3 clusters Score: Raw -34769530.107227 + Penalty 6116.055106 = -34763414.052121 nChanged 27 SP:Iteration 56Q (1591.080000 sec): 3 clusters Score: Raw -34769534.644422 + Penalty 6116.055106 = -34763418.589316 nChanged 26 SP:Iteration 57Q (1591.930000 sec): 3 clusters Score: Raw -34769539.175378 + Penalty 6116.055106 = -34763423.120272 nChanged 24 SP:Iteration 58Q (1592.780000 sec): 3 clusters Score: Raw -34769543.376965 + Penalty 6116.055106 = -34763427.321859 nChanged 22 SP:Iteration 59Q (1593.630000 sec): 3 clusters Score: Raw -34769546.966998 + Penalty 6116.055106 = -34763430.911892 nChanged 23 SP:Iteration 60F (1594.800000 sec): 3 clusters Score: Raw -34769550.622071 + Penalty 6116.055106 = -34763434.566965 nChanged 24 SP:Iteration 61Q (1595.650000 sec): 3 clusters Score: Raw -34769553.933832 + Penalty 6116.055106 = -34763437.878726 nChanged 17 SP:Iteration 62Q (1596.510000 sec): 3 clusters Score: Raw -34769556.235577 + Penalty 6116.055106 = -34763440.180472 nChanged 8 SP:Iteration 63Q (1597.360000 sec): 3 clusters Score: Raw -34769557.185388 + Penalty 6116.055106 = -34763441.130282 nChanged 8 SP:Iteration 64Q (1598.220000 sec): 3 clusters Score: Raw -34769558.525819 + Penalty 6116.055106 = -34763442.470714 nChanged 13 SP:Iteration 65Q (1599.070000 sec): 3 clusters Score: Raw -34769560.740252 + Penalty 6116.055106 = -34763444.685147 nChanged 8 SP:Iteration 66Q (1599.930000 sec): 3 clusters Score: Raw -34769561.742187 + Penalty 6116.055106 = -34763445.687082 nChanged 4 SP:Iteration 67Q (1600.790000 sec): 3 clusters Score: Raw -34769562.260558 + Penalty 6116.055106 = -34763446.205453 nChanged 5 SP:Iteration 68Q (1601.640000 sec): 3 clusters Score: Raw -34769563.060431 + Penalty 6116.055106 = -34763447.005325 nChanged 5 SP:Iteration 69Q (1602.500000 sec): 3 clusters Score: Raw -34769563.779545 + Penalty 6116.055106 = -34763447.724439 nChanged 8 SP:Iteration 70Q (1603.360000 sec): 3 clusters Score: Raw -34769565.274316 + Penalty 6116.055106 = -34763449.219210 nChanged 8 SP:Iteration 71Q (1604.210000 sec): 3 clusters Score: Raw -34769566.372734 + Penalty 6116.055106 = -34763450.317628 nChanged 6 SP:Iteration 72Q (1605.070000 sec): 3 clusters Score: Raw -34769567.130471 + Penalty 6116.055106 = -34763451.075365 nChanged 6 SP:Iteration 73Q (1605.920000 sec): 3 clusters Score: Raw -34769567.874566 + Penalty 6116.055106 = -34763451.819460 nChanged 6 SP:Iteration 74Q (1606.780000 sec): 3 clusters Score: Raw -34769568.612289 + Penalty 6116.055106 = -34763452.557183 nChanged 9 SP:Iteration 75Q (1607.640000 sec): 3 clusters Score: Raw -34769570.177265 + Penalty 6116.055106 = -34763454.122160 nChanged 6 SP:Iteration 76Q (1608.490000 sec): 3 clusters Score: Raw -34769570.930035 + Penalty 6116.055106 = -34763454.874929 nChanged 9 SP:Iteration 77Q (1609.350000 sec): 3 clusters Score: Raw -34769572.041570 + Penalty 6116.055106 = -34763455.986464 nChanged 6 SP:Iteration 78Q (1610.210000 sec): 3 clusters Score: Raw -34769572.745034 + Penalty 6116.055106 = -34763456.689929 nChanged 5 SP:Iteration 79Q (1611.060000 sec): 3 clusters Score: Raw -34769573.295031 + Penalty 6116.055106 = -34763457.239925 nChanged 5 SP:Iteration 80F (1612.230000 sec): 3 clusters Score: Raw -34769573.945899 + Penalty 6116.055106 = -34763457.890793 nChanged 8 SP:Iteration 81Q (1613.080000 sec): 3 clusters Score: Raw -34769575.243335 + Penalty 6116.055106 = -34763459.188229 nChanged 8 SP:Iteration 82Q (1613.940000 sec): 3 clusters Score: Raw -34769576.326748 + Penalty 6116.055106 = -34763460.271642 nChanged 12 SP:Iteration 83Q (1614.790000 sec): 3 clusters Score: Raw -34769578.034628 + Penalty 6116.055106 = -34763461.979523 nChanged 8 SP:Iteration 84Q (1615.650000 sec): 3 clusters Score: Raw -34769578.948197 + Penalty 6116.055106 = -34763462.893091 nChanged 6 SP:Iteration 85Q (1616.510000 sec): 3 clusters Score: Raw -34769579.842860 + Penalty 6116.055106 = -34763463.787755 nChanged 1 SP:Iteration 86Q (1617.370000 sec): 3 clusters Score: Raw -34769579.983321 + Penalty 6116.055106 = -34763463.928215 nChanged 2 SP:Iteration 87Q (1618.230000 sec): 3 clusters Score: Raw -34769580.254127 + Penalty 6116.055106 = -34763464.199021 nChanged 1 SP:Iteration 88Q (1619.090000 sec): 3 clusters Score: Raw -34769580.365597 + Penalty 6116.055106 = -34763464.310491 nChanged 0 SP:Iteration 89F (1620.250000 sec): 3 clusters Score: Raw -34769580.365597 + Penalty 6116.055106 = -34763464.310491 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.410000 sec): 2 clusters Score: Raw -1324724.122116 + Penalty 2243.801358 = -1322480.320758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.450000 sec): 3 clusters Score: Raw -1320339.397272 + Penalty 4487.602716 = -1315851.794557 nChanged 3377 SP:Iteration 1F (1620.490000 sec): 3 clusters Score: Raw -1322183.212634 + Penalty 4487.602716 = -1317695.609918 nChanged 571 SP:Iteration 2F (1620.540000 sec): 3 clusters Score: Raw -1322470.067456 + Penalty 4487.602716 = -1317982.464740 nChanged 452 SP:Iteration 3F (1620.580000 sec): 3 clusters Score: Raw -1322703.546255 + Penalty 4487.602716 = -1318215.943539 nChanged 369 SP:Iteration 4Q (1620.620000 sec): 3 clusters Score: Raw -1322894.537235 + Penalty 4487.602716 = -1318406.934519 nChanged 355 SP:Iteration 5Q (1620.670000 sec): 3 clusters Score: Raw -1323070.264675 + Penalty 4487.602716 = -1318582.661959 nChanged 319 SP:Iteration 6Q (1620.710000 sec): 3 clusters Score: Raw -1323242.870119 + Penalty 4487.602716 = -1318755.267403 nChanged 318 SP:Iteration 7Q (1620.750000 sec): 3 clusters Score: Raw -1323420.997305 + Penalty 4487.602716 = -1318933.394590 nChanged 320 SP:Iteration 8Q (1620.790000 sec): 3 clusters Score: Raw -1323615.814875 + Penalty 4487.602716 = -1319128.212159 nChanged 293 SP:Iteration 9Q (1620.830000 sec): 3 clusters Score: Raw -1323793.448162 + Penalty 4487.602716 = -1319305.845447 nChanged 256 SP:Iteration 10Q (1620.880000 sec): 3 clusters Score: Raw -1323959.703259 + Penalty 4487.602716 = -1319472.100543 nChanged 254 SP:Iteration 11Q (1620.920000 sec): 3 clusters Score: Raw -1324122.433862 + Penalty 4487.602716 = -1319634.831146 nChanged 217 SP:Iteration 12Q (1620.960000 sec): 3 clusters Score: Raw -1324269.185510 + Penalty 4487.602716 = -1319781.582794 nChanged 179 SP:Iteration 13Q (1621.000000 sec): 3 clusters Score: Raw -1324399.607472 + Penalty 4487.602716 = -1319912.004756 nChanged 182 SP:Iteration 14Q (1621.040000 sec): 3 clusters Score: Raw -1324544.114238 + Penalty 4487.602716 = -1320056.511522 nChanged 144 SP:Iteration 15Q (1621.080000 sec): 3 clusters Score: Raw -1324652.746493 + Penalty 4487.602716 = -1320165.143777 nChanged 101 SP:Iteration 16Q (1621.120000 sec): 3 clusters Score: Raw -1324733.344645 + Penalty 4487.602716 = -1320245.741929 nChanged 78 SP:Iteration 17Q (1621.160000 sec): 3 clusters Score: Raw -1324790.613060 + Penalty 4487.602716 = -1320303.010344 nChanged 63 SP:Iteration 18Q (1621.200000 sec): 3 clusters Score: Raw -1324834.044767 + Penalty 4487.602716 = -1320346.442051 nChanged 35 SP:Iteration 19Q (1621.240000 sec): 3 clusters Score: Raw -1324864.615785 + Penalty 4487.602716 = -1320377.013069 nChanged 31 SP:Iteration 20F (1621.280000 sec): 3 clusters Score: Raw -1324886.187504 + Penalty 4487.602716 = -1320398.584788 nChanged 21 SP:Iteration 21Q (1621.310000 sec): 3 clusters Score: Raw -1324902.069295 + Penalty 4487.602716 = -1320414.466580 nChanged 15 SP:Iteration 22Q (1621.350000 sec): 3 clusters Score: Raw -1324915.072719 + Penalty 4487.602716 = -1320427.470003 nChanged 11 SP:Iteration 23Q (1621.390000 sec): 3 clusters Score: Raw -1324924.728573 + Penalty 4487.602716 = -1320437.125857 nChanged 10 SP:Iteration 24Q (1621.430000 sec): 3 clusters Score: Raw -1324935.449565 + Penalty 4487.602716 = -1320447.846849 nChanged 10 SP:Iteration 25Q (1621.460000 sec): 3 clusters Score: Raw -1324943.181385 + Penalty 4487.602716 = -1320455.578669 nChanged 9 SP:Iteration 26Q (1621.500000 sec): 3 clusters Score: Raw -1324949.855713 + Penalty 4487.602716 = -1320462.252998 nChanged 5 SP:Iteration 27Q (1621.530000 sec): 3 clusters Score: Raw -1324951.749987 + Penalty 4487.602716 = -1320464.147271 nChanged 3 SP:Iteration 28Q (1621.570000 sec): 3 clusters Score: Raw -1324953.245574 + Penalty 4487.602716 = -1320465.642858 nChanged 0 SP:Iteration 29F (1621.610000 sec): 3 clusters Score: Raw -1324953.245574 + Penalty 4487.602716 = -1320465.642858 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.780000 sec): 2 clusters Score: Raw -5638790.929147 + Penalty 2600.551351 = -5636190.377796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.970000 sec): 3 clusters Score: Raw -5616953.841471 + Penalty 5201.102702 = -5611752.738769 nChanged 16357 SP:Iteration 1F (1622.150000 sec): 3 clusters Score: Raw -5626058.930032 + Penalty 5201.102702 = -5620857.827330 nChanged 1794 SP:Iteration 2F (1622.340000 sec): 3 clusters Score: Raw -5626805.388280 + Penalty 5201.102702 = -5621604.285578 nChanged 1786 SP:Iteration 3Q (1622.530000 sec): 3 clusters Score: Raw -5627720.399530 + Penalty 5201.102702 = -5622519.296828 nChanged 1797 SP:Iteration 4F (1622.710000 sec): 3 clusters Score: Raw -5628669.636548 + Penalty 5201.102702 = -5623468.533845 nChanged 1783 SP:Iteration 5Q (1622.900000 sec): 3 clusters Score: Raw -5629593.235809 + Penalty 5201.102702 = -5624392.133107 nChanged 1823 SP:Iteration 6F (1623.090000 sec): 3 clusters Score: Raw -5630527.628390 + Penalty 5201.102702 = -5625326.525688 nChanged 1756 SP:Iteration 7Q (1623.280000 sec): 3 clusters Score: Raw -5631448.661304 + Penalty 5201.102702 = -5626247.558602 nChanged 1808 SP:Iteration 8F (1623.470000 sec): 3 clusters Score: Raw -5632452.019774 + Penalty 5201.102702 = -5627250.917072 nChanged 1881 SP:Iteration 9F (1623.650000 sec): 3 clusters Score: Raw -5633610.825222 + Penalty 5201.102702 = -5628409.722520 nChanged 1941 SP:Iteration 10F (1623.830000 sec): 3 clusters Score: Raw -5634870.701955 + Penalty 5201.102702 = -5629669.599253 nChanged 1760 SP:Iteration 11Q (1624.010000 sec): 3 clusters Score: Raw -5636069.942353 + Penalty 5201.102702 = -5630868.839651 nChanged 1418 SP:Iteration 12Q (1624.190000 sec): 3 clusters Score: Raw -5637023.436644 + Penalty 5201.102702 = -5631822.333942 nChanged 1020 SP:Iteration 13Q (1624.370000 sec): 3 clusters Score: Raw -5637721.412949 + Penalty 5201.102702 = -5632520.310247 nChanged 719 SP:Iteration 14Q (1624.540000 sec): 3 clusters Score: Raw -5638203.991094 + Penalty 5201.102702 = -5633002.888392 nChanged 449 SP:Iteration 15Q (1624.710000 sec): 3 clusters Score: Raw -5638526.045264 + Penalty 5201.102702 = -5633324.942562 nChanged 321 SP:Iteration 16Q (1624.870000 sec): 3 clusters Score: Raw -5638759.707292 + Penalty 5201.102702 = -5633558.604590 nChanged 191 SP:Iteration 17Q (1625.030000 sec): 3 clusters Score: Raw -5638901.305897 + Penalty 5201.102702 = -5633700.203195 nChanged 100 SP:Iteration 18Q (1625.180000 sec): 3 clusters Score: Raw -5638973.713565 + Penalty 5201.102702 = -5633772.610863 nChanged 64 SP:Iteration 19Q (1625.330000 sec): 3 clusters Score: Raw -5639018.688160 + Penalty 5201.102702 = -5633817.585458 nChanged 54 SP:Iteration 20F (1625.510000 sec): 3 clusters Score: Raw -5639051.223281 + Penalty 5201.102702 = -5633850.120579 nChanged 29 SP:Iteration 21Q (1625.660000 sec): 3 clusters Score: Raw -5639071.494987 + Penalty 5201.102702 = -5633870.392285 nChanged 16 SP:Iteration 22Q (1625.800000 sec): 3 clusters Score: Raw -5639081.819861 + Penalty 5201.102702 = -5633880.717159 nChanged 16 SP:Iteration 23Q (1625.950000 sec): 3 clusters Score: Raw -5639090.627434 + Penalty 5201.102702 = -5633889.524732 nChanged 15 SP:Iteration 24Q (1626.090000 sec): 3 clusters Score: Raw -5639100.279867 + Penalty 5201.102702 = -5633899.177165 nChanged 16 SP:Iteration 25Q (1626.230000 sec): 3 clusters Score: Raw -5639111.131160 + Penalty 5201.102702 = -5633910.028458 nChanged 12 SP:Iteration 26Q (1626.370000 sec): 3 clusters Score: Raw -5639121.519514 + Penalty 5201.102702 = -5633920.416812 nChanged 13 SP:Iteration 27Q (1626.510000 sec): 3 clusters Score: Raw -5639130.859868 + Penalty 5201.102702 = -5633929.757166 nChanged 11 SP:Iteration 28Q (1626.650000 sec): 3 clusters Score: Raw -5639139.294147 + Penalty 5201.102702 = -5633938.191445 nChanged 8 SP:Iteration 29Q (1626.790000 sec): 3 clusters Score: Raw -5639143.641424 + Penalty 5201.102702 = -5633942.538722 nChanged 5 SP:Iteration 30Q (1626.930000 sec): 3 clusters Score: Raw -5639146.884028 + Penalty 5201.102702 = -5633945.781326 nChanged 4 SP:Iteration 31Q (1627.070000 sec): 3 clusters Score: Raw -5639149.305847 + Penalty 5201.102702 = -5633948.203145 nChanged 0 SP:Iteration 32F (1627.260000 sec): 3 clusters Score: Raw -5639149.305847 + Penalty 5201.102702 = -5633948.203145 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (205002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.210000 sec): 2 clusters Score: Raw -32164134.713273 + Penalty 3033.232204 = -32161101.481070 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1629.290000 sec): 3 clusters Score: Raw -32029255.733656 + Penalty 6066.464407 = -32023189.269249 nChanged 98817 SP:Iteration 1F (1630.360000 sec): 3 clusters Score: Raw -32087806.553982 + Penalty 6066.464407 = -32081740.089575 nChanged 6364 SP:Iteration 2Q (1631.460000 sec): 3 clusters Score: Raw -32089348.485492 + Penalty 6066.464407 = -32083282.021085 nChanged 7105 SP:Iteration 3Q (1632.550000 sec): 3 clusters Score: Raw -32091396.980225 + Penalty 6066.464407 = -32085330.515818 nChanged 8299 SP:Iteration 4Q (1633.660000 sec): 3 clusters Score: Raw -32094382.427393 + Penalty 6066.464407 = -32088315.962986 nChanged 10030 SP:Iteration 5Q (1634.760000 sec): 3 clusters Score: Raw -32098866.957848 + Penalty 6066.464407 = -32092800.493441 nChanged 11957 SP:Iteration 6F (1635.830000 sec): 3 clusters Score: Raw -32105293.184885 + Penalty 6066.464407 = -32099226.720478 nChanged 13255 SP:Iteration 7F (1636.900000 sec): 3 clusters Score: Raw -32113523.357567 + Penalty 6066.464407 = -32107456.893160 nChanged 13591 SP:Iteration 8F (1637.970000 sec): 3 clusters Score: Raw -32123013.106596 + Penalty 6066.464407 = -32116946.642189 nChanged 13031 SP:Iteration 9F (1639.040000 sec): 3 clusters Score: Raw -32132990.877699 + Penalty 6066.464407 = -32126924.413292 nChanged 11656 SP:Iteration 10F (1640.120000 sec): 3 clusters Score: Raw -32142464.198245 + Penalty 6066.464407 = -32136397.733838 nChanged 9551 SP:Iteration 11Q (1641.140000 sec): 3 clusters Score: Raw -32150447.177462 + Penalty 6066.464407 = -32144380.713055 nChanged 7164 SP:Iteration 12Q (1642.130000 sec): 3 clusters Score: Raw -32156585.543496 + Penalty 6066.464407 = -32150519.079089 nChanged 4746 SP:Iteration 13Q (1643.040000 sec): 3 clusters Score: Raw -32160750.808684 + Penalty 6066.464407 = -32154684.344277 nChanged 2518 SP:Iteration 14Q (1643.880000 sec): 3 clusters Score: Raw -32162924.418986 + Penalty 6066.464407 = -32156857.954579 nChanged 1008 SP:Iteration 15Q (1644.690000 sec): 3 clusters Score: Raw -32163822.883704 + Penalty 6066.464407 = -32157756.419297 nChanged 341 SP:Iteration 16Q (1645.460000 sec): 3 clusters Score: Raw -32164126.039036 + Penalty 6066.464407 = -32158059.574629 nChanged 117 SP:Iteration 17Q (1646.220000 sec): 3 clusters Score: Raw -32164247.549371 + Penalty 6066.464407 = -32158181.084964 nChanged 49 SP:Iteration 18Q (1646.980000 sec): 3 clusters Score: Raw -32164300.083404 + Penalty 6066.464407 = -32158233.618997 nChanged 23 SP:Iteration 19Q (1647.730000 sec): 3 clusters Score: Raw -32164325.736480 + Penalty 6066.464407 = -32158259.272073 nChanged 13 SP:Iteration 20F (1648.780000 sec): 3 clusters Score: Raw -32164342.908849 + Penalty 6066.464407 = -32158276.444442 nChanged 13 SP:Iteration 21Q (1649.530000 sec): 3 clusters Score: Raw -32164360.383922 + Penalty 6066.464407 = -32158293.919515 nChanged 13 SP:Iteration 22Q (1650.280000 sec): 3 clusters Score: Raw -32164378.000046 + Penalty 6066.464407 = -32158311.535639 nChanged 11 SP:Iteration 23Q (1651.030000 sec): 3 clusters Score: Raw -32164393.085326 + Penalty 6066.464407 = -32158326.620919 nChanged 7 SP:Iteration 24Q (1651.780000 sec): 3 clusters Score: Raw -32164402.594992 + Penalty 6066.464407 = -32158336.130585 nChanged 5 SP:Iteration 25Q (1652.530000 sec): 3 clusters Score: Raw -32164408.316136 + Penalty 6066.464407 = -32158341.851729 nChanged 1 SP:Iteration 26Q (1653.280000 sec): 3 clusters Score: Raw -32164409.478119 + Penalty 6066.464407 = -32158343.013712 nChanged 3 SP:Iteration 27Q (1654.020000 sec): 3 clusters Score: Raw -32164412.458279 + Penalty 6066.464407 = -32158345.993872 nChanged 2 SP:Iteration 28Q (1654.770000 sec): 3 clusters Score: Raw -32164415.406656 + Penalty 6066.464407 = -32158348.942249 nChanged 4 SP:Iteration 29Q (1655.520000 sec): 3 clusters Score: Raw -32164419.377019 + Penalty 6066.464407 = -32158352.912612 nChanged 4 SP:Iteration 30Q (1656.270000 sec): 3 clusters Score: Raw -32164424.978062 + Penalty 6066.464407 = -32158358.513655 nChanged 4 SP:Iteration 31Q (1657.010000 sec): 3 clusters Score: Raw -32164428.447457 + Penalty 6066.464407 = -32158361.983050 nChanged 1 SP:Iteration 32Q (1657.760000 sec): 3 clusters Score: Raw -32164430.488024 + Penalty 6066.464407 = -32158364.023617 nChanged 2 SP:Iteration 33Q (1658.500000 sec): 3 clusters Score: Raw -32164432.609071 + Penalty 6066.464407 = -32158366.144664 nChanged 3 SP:Iteration 34Q (1659.250000 sec): 3 clusters Score: Raw -32164437.378287 + Penalty 6066.464407 = -32158370.913880 nChanged 5 SP:Iteration 35Q (1660.000000 sec): 3 clusters Score: Raw -32164445.082088 + Penalty 6066.464407 = -32158378.617681 nChanged 4 SP:Iteration 36Q (1660.740000 sec): 3 clusters Score: Raw -32164453.208569 + Penalty 6066.464407 = -32158386.744162 nChanged 5 SP:Iteration 37Q (1661.490000 sec): 3 clusters Score: Raw -32164460.439837 + Penalty 6066.464407 = -32158393.975430 nChanged 7 SP:Iteration 38Q (1662.240000 sec): 3 clusters Score: Raw -32164473.746843 + Penalty 6066.464407 = -32158407.282436 nChanged 7 SP:Iteration 39Q (1662.980000 sec): 3 clusters Score: Raw -32164483.709592 + Penalty 6066.464407 = -32158417.245185 nChanged 6 SP:Iteration 40F (1664.040000 sec): 3 clusters Score: Raw -32164490.915327 + Penalty 6066.464407 = -32158424.450920 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1664.160000 sec): 2 clusters Score: Raw -45987.476677 + Penalty 1432.088783 = -44555.387894 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1664.160000 sec): 3 clusters Score: Raw -46167.735749 + Penalty 2864.177567 = -43303.558182 nChanged 49 SP:Iteration 1F (1664.160000 sec): 3 clusters Score: Raw -46366.233525 + Penalty 2864.177567 = -43502.055958 nChanged 19 SP:Iteration 2F (1664.170000 sec): 3 clusters Score: Raw -46458.346463 + Penalty 2864.177567 = -43594.168896 nChanged 4 SP:Iteration 3Q (1664.170000 sec): 3 clusters Score: Raw -46473.018015 + Penalty 2864.177567 = -43608.840448 nChanged 1 SP:Iteration 4Q (1664.170000 sec): 3 clusters Score: Raw -46474.873037 + Penalty 2864.177567 = -43610.695471 nChanged 0 SP:Iteration 5F (1664.170000 sec): 3 clusters Score: Raw -46474.873037 + Penalty 2864.177567 = -43610.695471 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1664.300000 sec): 2 clusters Score: Raw -4041855.849493 + Penalty 2520.500912 = -4039335.348581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1664.430000 sec): 3 clusters Score: Raw -4026402.039229 + Penalty 5041.001824 = -4021361.037406 nChanged 11629 SP:Iteration 1F (1664.570000 sec): 3 clusters Score: Raw -4032662.929158 + Penalty 5041.001824 = -4027621.927334 nChanged 1280 SP:Iteration 2Q (1664.700000 sec): 3 clusters Score: Raw -4033103.571817 + Penalty 5041.001824 = -4028062.569994 nChanged 1187 SP:Iteration 3Q (1664.840000 sec): 3 clusters Score: Raw -4033524.317505 + Penalty 5041.001824 = -4028483.315682 nChanged 1043 SP:Iteration 4Q (1664.980000 sec): 3 clusters Score: Raw -4033931.700341 + Penalty 5041.001824 = -4028890.698517 nChanged 1071 SP:Iteration 5Q (1665.110000 sec): 3 clusters Score: Raw -4034418.316140 + Penalty 5041.001824 = -4029377.314317 nChanged 1156 SP:Iteration 6Q (1665.250000 sec): 3 clusters Score: Raw -4034989.650258 + Penalty 5041.001824 = -4029948.648434 nChanged 1170 SP:Iteration 7Q (1665.380000 sec): 3 clusters Score: Raw -4035623.384883 + Penalty 5041.001824 = -4030582.383060 nChanged 1231 SP:Iteration 8Q (1665.520000 sec): 3 clusters Score: Raw -4036375.277659 + Penalty 5041.001824 = -4031334.275836 nChanged 1362 SP:Iteration 9F (1665.650000 sec): 3 clusters Score: Raw -4037268.275339 + Penalty 5041.001824 = -4032227.273515 nChanged 1423 SP:Iteration 10F (1665.790000 sec): 3 clusters Score: Raw -4038273.443589 + Penalty 5041.001824 = -4033232.441765 nChanged 1357 SP:Iteration 11F (1665.920000 sec): 3 clusters Score: Raw -4039285.252655 + Penalty 5041.001824 = -4034244.250832 nChanged 1170 SP:Iteration 12Q (1666.050000 sec): 3 clusters Score: Raw -4040207.533183 + Penalty 5041.001824 = -4035166.531359 nChanged 933 SP:Iteration 13Q (1666.170000 sec): 3 clusters Score: Raw -4040960.234452 + Penalty 5041.001824 = -4035919.232628 nChanged 637 SP:Iteration 14Q (1666.280000 sec): 3 clusters Score: Raw -4041493.080366 + Penalty 5041.001824 = -4036452.078543 nChanged 363 SP:Iteration 15Q (1666.400000 sec): 3 clusters Score: Raw -4041779.860993 + Penalty 5041.001824 = -4036738.859170 nChanged 178 SP:Iteration 16Q (1666.500000 sec): 3 clusters Score: Raw -4041925.494172 + Penalty 5041.001824 = -4036884.492349 nChanged 113 SP:Iteration 17Q (1666.600000 sec): 3 clusters Score: Raw -4042022.033502 + Penalty 5041.001824 = -4036981.031678 nChanged 63 SP:Iteration 18Q (1666.700000 sec): 3 clusters Score: Raw -4042076.138313 + Penalty 5041.001824 = -4037035.136489 nChanged 41 SP:Iteration 19Q (1666.800000 sec): 3 clusters Score: Raw -4042113.275979 + Penalty 5041.001824 = -4037072.274155 nChanged 31 SP:Iteration 20F (1666.940000 sec): 3 clusters Score: Raw -4042141.222566 + Penalty 5041.001824 = -4037100.220743 nChanged 19 SP:Iteration 21Q (1667.030000 sec): 3 clusters Score: Raw -4042156.332366 + Penalty 5041.001824 = -4037115.330543 nChanged 13 SP:Iteration 22Q (1667.130000 sec): 3 clusters Score: Raw -4042165.996658 + Penalty 5041.001824 = -4037124.994834 nChanged 8 SP:Iteration 23Q (1667.220000 sec): 3 clusters Score: Raw -4042173.560843 + Penalty 5041.001824 = -4037132.559019 nChanged 5 SP:Iteration 24Q (1667.320000 sec): 3 clusters Score: Raw -4042177.243226 + Penalty 5041.001824 = -4037136.241402 nChanged 5 SP:Iteration 25Q (1667.420000 sec): 3 clusters Score: Raw -4042180.162108 + Penalty 5041.001824 = -4037139.160285 nChanged 3 SP:Iteration 26Q (1667.510000 sec): 3 clusters Score: Raw -4042183.516553 + Penalty 5041.001824 = -4037142.514729 nChanged 2 SP:Iteration 27Q (1667.600000 sec): 3 clusters Score: Raw -4042186.273689 + Penalty 5041.001824 = -4037145.271865 nChanged 2 SP:Iteration 28Q (1667.700000 sec): 3 clusters Score: Raw -4042189.173941 + Penalty 5041.001824 = -4037148.172118 nChanged 3 SP:Iteration 29Q (1667.800000 sec): 3 clusters Score: Raw -4042192.500962 + Penalty 5041.001824 = -4037151.499138 nChanged 2 SP:Iteration 30Q (1667.890000 sec): 3 clusters Score: Raw -4042194.324602 + Penalty 5041.001824 = -4037153.322778 nChanged 3 SP:Iteration 31Q (1667.980000 sec): 3 clusters Score: Raw -4042196.634924 + Penalty 5041.001824 = -4037155.633100 nChanged 1 SP:Iteration 32Q (1668.080000 sec): 3 clusters Score: Raw -4042197.126407 + Penalty 5041.001824 = -4037156.124583 nChanged 0 SP:Iteration 33F (1668.210000 sec): 3 clusters Score: Raw -4042197.126407 + Penalty 5041.001824 = -4037156.124583 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1668.230000 sec): 2 clusters Score: Raw -96268.798905 + Penalty 1611.200198 = -94657.598708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1668.230000 sec): 3 clusters Score: Raw -96203.026812 + Penalty 3222.400395 = -92980.626416 nChanged 148 SP:Iteration 1F (1668.240000 sec): 3 clusters Score: Raw -96471.246079 + Penalty 3222.400395 = -93248.845683 nChanged 35 SP:Iteration 2F (1668.240000 sec): 3 clusters Score: Raw -96623.771348 + Penalty 3222.400395 = -93401.370953 nChanged 29 SP:Iteration 3Q (1668.240000 sec): 3 clusters Score: Raw -96745.906214 + Penalty 3222.400395 = -93523.505818 nChanged 24 SP:Iteration 4Q (1668.250000 sec): 3 clusters Score: Raw -96848.746930 + Penalty 3222.400395 = -93626.346535 nChanged 26 SP:Iteration 5Q (1668.250000 sec): 3 clusters Score: Raw -96966.322474 + Penalty 3222.400395 = -93743.922079 nChanged 24 SP:Iteration 6Q (1668.250000 sec): 3 clusters Score: Raw -97190.395605 + Penalty 3222.400395 = -93967.995210 nChanged 24 SP:Iteration 7Q (1668.250000 sec): 3 clusters Score: Raw -97448.435122 + Penalty 3222.400395 = -94226.034727 nChanged 26 SP:Iteration 8Q (1668.260000 sec): 3 clusters Score: Raw -97523.502555 + Penalty 3222.400395 = -94301.102159 nChanged 16 SP:Iteration 9Q (1668.260000 sec): 3 clusters Score: Raw -97579.192011 + Penalty 3222.400395 = -94356.791616 nChanged 9 SP:Iteration 10Q (1668.260000 sec): 3 clusters Score: Raw -97603.914972 + Penalty 3222.400395 = -94381.514576 nChanged 9 SP:Iteration 11Q (1668.270000 sec): 3 clusters Score: Raw -97630.444348 + Penalty 3222.400395 = -94408.043953 nChanged 5 SP:Iteration 12Q (1668.270000 sec): 3 clusters Score: Raw -97648.705102 + Penalty 3222.400395 = -94426.304707 nChanged 4 SP:Iteration 13Q (1668.270000 sec): 3 clusters Score: Raw -97658.982740 + Penalty 3222.400395 = -94436.582345 nChanged 4 SP:Iteration 14Q (1668.270000 sec): 3 clusters Score: Raw -97685.791310 + Penalty 3222.400395 = -94463.390915 nChanged 5 SP:Iteration 15Q (1668.270000 sec): 3 clusters Score: Raw -97703.789086 + Penalty 3222.400395 = -94481.388691 nChanged 8 SP:Iteration 16Q (1668.280000 sec): 3 clusters Score: Raw -97752.512353 + Penalty 3222.400395 = -94530.111958 nChanged 6 SP:Iteration 17Q (1668.280000 sec): 3 clusters Score: Raw -97790.363257 + Penalty 3222.400395 = -94567.962862 nChanged 4 SP:Iteration 18Q (1668.280000 sec): 3 clusters Score: Raw -97795.454059 + Penalty 3222.400395 = -94573.053664 nChanged 1 SP:Iteration 19Q (1668.290000 sec): 3 clusters Score: Raw -97797.568689 + Penalty 3222.400395 = -94575.168294 nChanged 1 SP:Iteration 20F (1668.290000 sec): 3 clusters Score: Raw -97805.353781 + Penalty 3222.400395 = -94582.953386 nChanged 2 SP:Iteration 21Q (1668.290000 sec): 3 clusters Score: Raw -97821.398089 + Penalty 3222.400395 = -94598.997694 nChanged 2 SP:Iteration 22Q (1668.290000 sec): 3 clusters Score: Raw -97824.531336 + Penalty 3222.400395 = -94602.130941 nChanged 1 SP:Iteration 23Q (1668.300000 sec): 3 clusters Score: Raw -97827.851831 + Penalty 3222.400395 = -94605.451436 nChanged 1 SP:Iteration 24Q (1668.300000 sec): 3 clusters Score: Raw -97830.323770 + Penalty 3222.400395 = -94607.923375 nChanged 1 SP:Iteration 25Q (1668.300000 sec): 3 clusters Score: Raw -97831.882888 + Penalty 3222.400395 = -94609.482493 nChanged 0 SP:Iteration 26F (1668.310000 sec): 3 clusters Score: Raw -97831.882888 + Penalty 3222.400395 = -94609.482493 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1668.310000 sec): 2 clusters Score: Raw -90928.270756 + Penalty 1625.728509 = -89302.542247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1668.310000 sec): 3 clusters Score: Raw -90941.942106 + Penalty 3251.457018 = -87690.485088 nChanged 193 SP:Iteration 1F (1668.320000 sec): 3 clusters Score: Raw -91653.313858 + Penalty 3251.457018 = -88401.856839 nChanged 78 SP:Iteration 2F (1668.320000 sec): 3 clusters Score: Raw -92125.800600 + Penalty 3251.457018 = -88874.343582 nChanged 37 SP:Iteration 3F (1668.330000 sec): 3 clusters Score: Raw -92270.378183 + Penalty 3251.457018 = -89018.921165 nChanged 17 SP:Iteration 4Q (1668.330000 sec): 3 clusters Score: Raw -92306.751299 + Penalty 3251.457018 = -89055.294281 nChanged 11 SP:Iteration 5Q (1668.330000 sec): 3 clusters Score: Raw -92342.888324 + Penalty 3251.457018 = -89091.431306 nChanged 12 SP:Iteration 6Q (1668.330000 sec): 3 clusters Score: Raw -92363.498346 + Penalty 3251.457018 = -89112.041328 nChanged 11 SP:Iteration 7Q (1668.340000 sec): 3 clusters Score: Raw -92407.788876 + Penalty 3251.457018 = -89156.331858 nChanged 27 SP:Iteration 8Q (1668.340000 sec): 3 clusters Score: Raw -92578.681833 + Penalty 3251.457018 = -89327.224815 nChanged 32 SP:Iteration 9Q (1668.350000 sec): 3 clusters Score: Raw -92821.819339 + Penalty 3251.457018 = -89570.362321 nChanged 22 SP:Iteration 10Q (1668.350000 sec): 3 clusters Score: Raw -93006.437105 + Penalty 3251.457018 = -89754.980086 nChanged 9 SP:Iteration 11Q (1668.350000 sec): 3 clusters Score: Raw -93085.984285 + Penalty 3251.457018 = -89834.527266 nChanged 9 SP:Iteration 12Q (1668.350000 sec): 3 clusters Score: Raw -93123.859083 + Penalty 3251.457018 = -89872.402064 nChanged 3 SP:Iteration 13Q (1668.350000 sec): 3 clusters Score: Raw -93128.813768 + Penalty 3251.457018 = -89877.356749 nChanged 1 SP:Iteration 14Q (1668.360000 sec): 3 clusters Score: Raw -93133.583786 + Penalty 3251.457018 = -89882.126768 nChanged 0 SP:Iteration 15F (1668.360000 sec): 3 clusters Score: Raw -93133.583786 + Penalty 3251.457018 = -89882.126768 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 4.92 GB. Trying to split cluster 14 (20944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1668.470000 sec): 2 clusters Score: Raw -3243746.821455 + Penalty 2467.502657 = -3241279.318798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1668.570000 sec): 3 clusters Score: Raw -3231486.888279 + Penalty 4935.005314 = -3226551.882964 nChanged 9275 SP:Iteration 1F (1668.680000 sec): 3 clusters Score: Raw -3236373.572219 + Penalty 4935.005314 = -3231438.566904 nChanged 1046 SP:Iteration 2Q (1668.790000 sec): 3 clusters Score: Raw -3236712.767693 + Penalty 4935.005314 = -3231777.762379 nChanged 872 SP:Iteration 3Q (1668.890000 sec): 3 clusters Score: Raw -3236977.119855 + Penalty 4935.005314 = -3232042.114541 nChanged 774 SP:Iteration 4Q (1669.000000 sec): 3 clusters Score: Raw -3237212.628827 + Penalty 4935.005314 = -3232277.623513 nChanged 659 SP:Iteration 5Q (1669.110000 sec): 3 clusters Score: Raw -3237403.558183 + Penalty 4935.005314 = -3232468.552869 nChanged 581 SP:Iteration 6Q (1669.220000 sec): 3 clusters Score: Raw -3237600.308361 + Penalty 4935.005314 = -3232665.303047 nChanged 646 SP:Iteration 7Q (1669.330000 sec): 3 clusters Score: Raw -3237830.759878 + Penalty 4935.005314 = -3232895.754563 nChanged 655 SP:Iteration 8Q (1669.430000 sec): 3 clusters Score: Raw -3238106.702300 + Penalty 4935.005314 = -3233171.696986 nChanged 704 SP:Iteration 9Q (1669.540000 sec): 3 clusters Score: Raw -3238460.766223 + Penalty 4935.005314 = -3233525.760909 nChanged 798 SP:Iteration 10Q (1669.650000 sec): 3 clusters Score: Raw -3238920.332041 + Penalty 4935.005314 = -3233985.326727 nChanged 888 SP:Iteration 11Q (1669.760000 sec): 3 clusters Score: Raw -3239481.965853 + Penalty 4935.005314 = -3234546.960539 nChanged 925 SP:Iteration 12Q (1669.870000 sec): 3 clusters Score: Raw -3240119.601129 + Penalty 4935.005314 = -3235184.595815 nChanged 917 SP:Iteration 13Q (1669.970000 sec): 3 clusters Score: Raw -3240747.791454 + Penalty 4935.005314 = -3235812.786140 nChanged 859 SP:Iteration 14Q (1670.070000 sec): 3 clusters Score: Raw -3241295.058743 + Penalty 4935.005314 = -3236360.053429 nChanged 733 SP:Iteration 15Q (1670.170000 sec): 3 clusters Score: Raw -3241756.275884 + Penalty 4935.005314 = -3236821.270570 nChanged 681 SP:Iteration 16Q (1670.270000 sec): 3 clusters Score: Raw -3242147.881619 + Penalty 4935.005314 = -3237212.876305 nChanged 559 SP:Iteration 17Q (1670.360000 sec): 3 clusters Score: Raw -3242437.644990 + Penalty 4935.005314 = -3237502.639676 nChanged 466 SP:Iteration 18Q (1670.460000 sec): 3 clusters Score: Raw -3242645.642651 + Penalty 4935.005314 = -3237710.637337 nChanged 413 SP:Iteration 19Q (1670.550000 sec): 3 clusters Score: Raw -3242817.898028 + Penalty 4935.005314 = -3237882.892714 nChanged 321 SP:Iteration 20F (1670.650000 sec): 3 clusters Score: Raw -3242949.743223 + Penalty 4935.005314 = -3238014.737909 nChanged 309 SP:Iteration 21Q (1670.750000 sec): 3 clusters Score: Raw -3243097.321463 + Penalty 4935.005314 = -3238162.316148 nChanged 300 SP:Iteration 22Q (1670.830000 sec): 3 clusters Score: Raw -3243245.221638 + Penalty 4935.005314 = -3238310.216324 nChanged 264 SP:Iteration 23Q (1670.920000 sec): 3 clusters Score: Raw -3243368.377603 + Penalty 4935.005314 = -3238433.372289 nChanged 235 SP:Iteration 24Q (1671.010000 sec): 3 clusters Score: Raw -3243479.889325 + Penalty 4935.005314 = -3238544.884011 nChanged 201 SP:Iteration 25Q (1671.100000 sec): 3 clusters Score: Raw -3243588.789989 + Penalty 4935.005314 = -3238653.784675 nChanged 194 SP:Iteration 26Q (1671.180000 sec): 3 clusters Score: Raw -3243693.720682 + Penalty 4935.005314 = -3238758.715367 nChanged 178 SP:Iteration 27Q (1671.270000 sec): 3 clusters Score: Raw -3243797.181458 + Penalty 4935.005314 = -3238862.176144 nChanged 157 SP:Iteration 28Q (1671.350000 sec): 3 clusters Score: Raw -3243886.366582 + Penalty 4935.005314 = -3238951.361268 nChanged 126 SP:Iteration 29Q (1671.430000 sec): 3 clusters Score: Raw -3243959.534113 + Penalty 4935.005314 = -3239024.528799 nChanged 109 SP:Iteration 30Q (1671.520000 sec): 3 clusters Score: Raw -3244013.857133 + Penalty 4935.005314 = -3239078.851818 nChanged 83 SP:Iteration 31Q (1671.600000 sec): 3 clusters Score: Raw -3244053.926253 + Penalty 4935.005314 = -3239118.920939 nChanged 72 SP:Iteration 32Q (1671.680000 sec): 3 clusters Score: Raw -3244090.305694 + Penalty 4935.005314 = -3239155.300380 nChanged 69 SP:Iteration 33Q (1671.760000 sec): 3 clusters Score: Raw -3244123.573189 + Penalty 4935.005314 = -3239188.567875 nChanged 64 SP:Iteration 34Q (1671.850000 sec): 3 clusters Score: Raw -3244154.820592 + Penalty 4935.005314 = -3239219.815278 nChanged 50 SP:Iteration 35Q (1671.930000 sec): 3 clusters Score: Raw -3244175.926804 + Penalty 4935.005314 = -3239240.921490 nChanged 38 SP:Iteration 36Q (1672.010000 sec): 3 clusters Score: Raw -3244191.532768 + Penalty 4935.005314 = -3239256.527454 nChanged 33 SP:Iteration 37Q (1672.090000 sec): 3 clusters Score: Raw -3244203.368915 + Penalty 4935.005314 = -3239268.363601 nChanged 24 SP:Iteration 38Q (1672.170000 sec): 3 clusters Score: Raw -3244212.022362 + Penalty 4935.005314 = -3239277.017048 nChanged 21 SP:Iteration 39Q (1672.250000 sec): 3 clusters Score: Raw -3244218.212575 + Penalty 4935.005314 = -3239283.207260 nChanged 16 SP:Iteration 40F (1672.350000 sec): 3 clusters Score: Raw -3244224.062688 + Penalty 4935.005314 = -3239289.057374 nChanged 12 SP:Iteration 41Q (1672.440000 sec): 3 clusters Score: Raw -3244227.752710 + Penalty 4935.005314 = -3239292.747396 nChanged 15 SP:Iteration 42Q (1672.520000 sec): 3 clusters Score: Raw -3244232.583138 + Penalty 4935.005314 = -3239297.577824 nChanged 13 SP:Iteration 43Q (1672.600000 sec): 3 clusters Score: Raw -3244236.755342 + Penalty 4935.005314 = -3239301.750028 nChanged 14 SP:Iteration 44Q (1672.680000 sec): 3 clusters Score: Raw -3244241.559234 + Penalty 4935.005314 = -3239306.553920 nChanged 17 SP:Iteration 45Q (1672.760000 sec): 3 clusters Score: Raw -3244248.020004 + Penalty 4935.005314 = -3239313.014690 nChanged 16 SP:Iteration 46Q (1672.840000 sec): 3 clusters Score: Raw -3244255.067436 + Penalty 4935.005314 = -3239320.062122 nChanged 14 SP:Iteration 47Q (1672.920000 sec): 3 clusters Score: Raw -3244261.005964 + Penalty 4935.005314 = -3239326.000650 nChanged 9 SP:Iteration 48Q (1673.000000 sec): 3 clusters Score: Raw -3244263.598063 + Penalty 4935.005314 = -3239328.592749 nChanged 9 SP:Iteration 49Q (1673.080000 sec): 3 clusters Score: Raw -3244267.178374 + Penalty 4935.005314 = -3239332.173060 nChanged 15 SP:Iteration 50Q (1673.160000 sec): 3 clusters Score: Raw -3244272.271585 + Penalty 4935.005314 = -3239337.266271 nChanged 9 SP:Iteration 51Q (1673.240000 sec): 3 clusters Score: Raw -3244274.494123 + Penalty 4935.005314 = -3239339.488808 nChanged 9 SP:Iteration 52Q (1673.310000 sec): 3 clusters Score: Raw -3244277.482667 + Penalty 4935.005314 = -3239342.477353 nChanged 6 SP:Iteration 53Q (1673.390000 sec): 3 clusters Score: Raw -3244279.426229 + Penalty 4935.005314 = -3239344.420915 nChanged 5 SP:Iteration 54Q (1673.480000 sec): 3 clusters Score: Raw -3244281.006871 + Penalty 4935.005314 = -3239346.001557 nChanged 5 SP:Iteration 55Q (1673.560000 sec): 3 clusters Score: Raw -3244282.444903 + Penalty 4935.005314 = -3239347.439589 nChanged 6 SP:Iteration 56Q (1673.640000 sec): 3 clusters Score: Raw -3244284.502170 + Penalty 4935.005314 = -3239349.496856 nChanged 9 SP:Iteration 57Q (1673.720000 sec): 3 clusters Score: Raw -3244287.515042 + Penalty 4935.005314 = -3239352.509728 nChanged 9 SP:Iteration 58Q (1673.790000 sec): 3 clusters Score: Raw -3244291.274395 + Penalty 4935.005314 = -3239356.269081 nChanged 15 SP:Iteration 59Q (1673.870000 sec): 3 clusters Score: Raw -3244295.960328 + Penalty 4935.005314 = -3239360.955014 nChanged 13 SP:Iteration 60F (1673.980000 sec): 3 clusters Score: Raw -3244301.508916 + Penalty 4935.005314 = -3239366.503602 nChanged 11 SP:Iteration 61Q (1674.060000 sec): 3 clusters Score: Raw -3244304.801059 + Penalty 4935.005314 = -3239369.795745 nChanged 8 SP:Iteration 62Q (1674.140000 sec): 3 clusters Score: Raw -3244307.213527 + Penalty 4935.005314 = -3239372.208213 nChanged 11 SP:Iteration 63Q (1674.220000 sec): 3 clusters Score: Raw -3244310.446150 + Penalty 4935.005314 = -3239375.440836 nChanged 10 SP:Iteration 64Q (1674.290000 sec): 3 clusters Score: Raw -3244312.970531 + Penalty 4935.005314 = -3239377.965217 nChanged 6 SP:Iteration 65Q (1674.370000 sec): 3 clusters Score: Raw -3244314.508351 + Penalty 4935.005314 = -3239379.503037 nChanged 4 SP:Iteration 66Q (1674.450000 sec): 3 clusters Score: Raw -3244315.904393 + Penalty 4935.005314 = -3239380.899079 nChanged 6 SP:Iteration 67Q (1674.530000 sec): 3 clusters Score: Raw -3244317.102882 + Penalty 4935.005314 = -3239382.097567 nChanged 3 SP:Iteration 68Q (1674.610000 sec): 3 clusters Score: Raw -3244318.670803 + Penalty 4935.005314 = -3239383.665489 nChanged 9 SP:Iteration 69Q (1674.690000 sec): 3 clusters Score: Raw -3244321.381637 + Penalty 4935.005314 = -3239386.376323 nChanged 6 SP:Iteration 70Q (1674.770000 sec): 3 clusters Score: Raw -3244323.173930 + Penalty 4935.005314 = -3239388.168616 nChanged 8 SP:Iteration 71Q (1674.850000 sec): 3 clusters Score: Raw -3244325.432285 + Penalty 4935.005314 = -3239390.426971 nChanged 8 SP:Iteration 72Q (1674.930000 sec): 3 clusters Score: Raw -3244328.418460 + Penalty 4935.005314 = -3239393.413146 nChanged 10 SP:Iteration 73Q (1675.010000 sec): 3 clusters Score: Raw -3244331.981167 + Penalty 4935.005314 = -3239396.975853 nChanged 4 SP:Iteration 74Q (1675.080000 sec): 3 clusters Score: Raw -3244333.555666 + Penalty 4935.005314 = -3239398.550352 nChanged 7 SP:Iteration 75Q (1675.160000 sec): 3 clusters Score: Raw -3244335.743765 + Penalty 4935.005314 = -3239400.738451 nChanged 5 SP:Iteration 76Q (1675.240000 sec): 3 clusters Score: Raw -3244337.343634 + Penalty 4935.005314 = -3239402.338320 nChanged 5 SP:Iteration 77Q (1675.320000 sec): 3 clusters Score: Raw -3244339.328256 + Penalty 4935.005314 = -3239404.322942 nChanged 5 SP:Iteration 78Q (1675.390000 sec): 3 clusters Score: Raw -3244341.494840 + Penalty 4935.005314 = -3239406.489526 nChanged 4 SP:Iteration 79Q (1675.470000 sec): 3 clusters Score: Raw -3244342.465074 + Penalty 4935.005314 = -3239407.459760 nChanged 3 SP:Iteration 80F (1675.580000 sec): 3 clusters Score: Raw -3244343.274858 + Penalty 4935.005314 = -3239408.269544 nChanged 1 SP:Iteration 81Q (1675.660000 sec): 3 clusters Score: Raw -3244343.505283 + Penalty 4935.005314 = -3239408.499969 nChanged 1 SP:Iteration 82Q (1675.730000 sec): 3 clusters Score: Raw -3244343.987330 + Penalty 4935.005314 = -3239408.982016 nChanged 1 SP:Iteration 83Q (1675.810000 sec): 3 clusters Score: Raw -3244344.474041 + Penalty 4935.005314 = -3239409.468727 nChanged 1 SP:Iteration 84Q (1675.890000 sec): 3 clusters Score: Raw -3244344.895628 + Penalty 4935.005314 = -3239409.890314 nChanged 2 SP:Iteration 85Q (1675.980000 sec): 3 clusters Score: Raw -3244345.355890 + Penalty 4935.005314 = -3239410.350576 nChanged 1 SP:Iteration 86Q (1676.060000 sec): 3 clusters Score: Raw -3244345.640696 + Penalty 4935.005314 = -3239410.635381 nChanged 0 SP:Iteration 87F (1676.170000 sec): 3 clusters Score: Raw -3244345.640696 + Penalty 4935.005314 = -3239410.635381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1676.200000 sec): 2 clusters Score: Raw -735535.948394 + Penalty 2109.721322 = -733426.227072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1676.230000 sec): 3 clusters Score: Raw -733158.556995 + Penalty 4219.442644 = -728939.114351 nChanged 1841 SP:Iteration 1F (1676.250000 sec): 3 clusters Score: Raw -734199.519548 + Penalty 4219.442644 = -729980.076904 nChanged 366 SP:Iteration 2F (1676.280000 sec): 3 clusters Score: Raw -734423.141437 + Penalty 4219.442644 = -730203.698793 nChanged 221 SP:Iteration 3Q (1676.300000 sec): 3 clusters Score: Raw -734546.151174 + Penalty 4219.442644 = -730326.708530 nChanged 204 SP:Iteration 4Q (1676.330000 sec): 3 clusters Score: Raw -734653.393341 + Penalty 4219.442644 = -730433.950697 nChanged 163 SP:Iteration 5Q (1676.350000 sec): 3 clusters Score: Raw -734729.035299 + Penalty 4219.442644 = -730509.592655 nChanged 134 SP:Iteration 6Q (1676.380000 sec): 3 clusters Score: Raw -734797.846439 + Penalty 4219.442644 = -730578.403795 nChanged 129 SP:Iteration 7Q (1676.400000 sec): 3 clusters Score: Raw -734871.295161 + Penalty 4219.442644 = -730651.852517 nChanged 141 SP:Iteration 8Q (1676.430000 sec): 3 clusters Score: Raw -734946.801349 + Penalty 4219.442644 = -730727.358704 nChanged 130 SP:Iteration 9Q (1676.450000 sec): 3 clusters Score: Raw -735031.823334 + Penalty 4219.442644 = -730812.380690 nChanged 152 SP:Iteration 10Q (1676.480000 sec): 3 clusters Score: Raw -735131.364791 + Penalty 4219.442644 = -730911.922147 nChanged 139 SP:Iteration 11Q (1676.500000 sec): 3 clusters Score: Raw -735223.154194 + Penalty 4219.442644 = -731003.711550 nChanged 145 SP:Iteration 12Q (1676.530000 sec): 3 clusters Score: Raw -735343.282530 + Penalty 4219.442644 = -731123.839886 nChanged 175 SP:Iteration 13Q (1676.550000 sec): 3 clusters Score: Raw -735497.436505 + Penalty 4219.442644 = -731277.993860 nChanged 185 SP:Iteration 14Q (1676.580000 sec): 3 clusters Score: Raw -735675.347129 + Penalty 4219.442644 = -731455.904485 nChanged 166 SP:Iteration 15Q (1676.600000 sec): 3 clusters Score: Raw -735829.053531 + Penalty 4219.442644 = -731609.610887 nChanged 149 SP:Iteration 16Q (1676.620000 sec): 3 clusters Score: Raw -735950.380525 + Penalty 4219.442644 = -731730.937880 nChanged 148 SP:Iteration 17Q (1676.650000 sec): 3 clusters Score: Raw -736055.202724 + Penalty 4219.442644 = -731835.760080 nChanged 114 SP:Iteration 18Q (1676.670000 sec): 3 clusters Score: Raw -736141.149952 + Penalty 4219.442644 = -731921.707308 nChanged 81 SP:Iteration 19Q (1676.700000 sec): 3 clusters Score: Raw -736197.524182 + Penalty 4219.442644 = -731978.081537 nChanged 67 SP:Iteration 20F (1676.720000 sec): 3 clusters Score: Raw -736243.694142 + Penalty 4219.442644 = -732024.251498 nChanged 61 SP:Iteration 21Q (1676.740000 sec): 3 clusters Score: Raw -736295.895416 + Penalty 4219.442644 = -732076.452772 nChanged 52 SP:Iteration 22Q (1676.760000 sec): 3 clusters Score: Raw -736333.515179 + Penalty 4219.442644 = -732114.072535 nChanged 57 SP:Iteration 23Q (1676.790000 sec): 3 clusters Score: Raw -736367.943708 + Penalty 4219.442644 = -732148.501063 nChanged 42 SP:Iteration 24Q (1676.810000 sec): 3 clusters Score: Raw -736389.853147 + Penalty 4219.442644 = -732170.410503 nChanged 30 SP:Iteration 25Q (1676.830000 sec): 3 clusters Score: Raw -736411.586883 + Penalty 4219.442644 = -732192.144239 nChanged 42 SP:Iteration 26Q (1676.850000 sec): 3 clusters Score: Raw -736437.999288 + Penalty 4219.442644 = -732218.556644 nChanged 24 SP:Iteration 27Q (1676.880000 sec): 3 clusters Score: Raw -736450.608397 + Penalty 4219.442644 = -732231.165753 nChanged 17 SP:Iteration 28Q (1676.900000 sec): 3 clusters Score: Raw -736456.692433 + Penalty 4219.442644 = -732237.249789 nChanged 12 SP:Iteration 29Q (1676.920000 sec): 3 clusters Score: Raw -736461.770071 + Penalty 4219.442644 = -732242.327427 nChanged 12 SP:Iteration 30Q (1676.940000 sec): 3 clusters Score: Raw -736465.556197 + Penalty 4219.442644 = -732246.113553 nChanged 6 SP:Iteration 31Q (1676.960000 sec): 3 clusters Score: Raw -736467.273000 + Penalty 4219.442644 = -732247.830356 nChanged 5 SP:Iteration 32Q (1676.980000 sec): 3 clusters Score: Raw -736468.686185 + Penalty 4219.442644 = -732249.243541 nChanged 0 SP:Iteration 33F (1677.010000 sec): 3 clusters Score: Raw -736468.686185 + Penalty 4219.442644 = -732249.243541 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.020000 sec): 2 clusters Score: Raw -412323.453182 + Penalty 1955.841403 = -410367.611779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.040000 sec): 3 clusters Score: Raw -411220.385327 + Penalty 3911.682806 = -407308.702520 nChanged 915 SP:Iteration 1F (1677.050000 sec): 3 clusters Score: Raw -411801.777973 + Penalty 3911.682806 = -407890.095167 nChanged 188 SP:Iteration 2F (1677.060000 sec): 3 clusters Score: Raw -411920.942412 + Penalty 3911.682806 = -408009.259605 nChanged 105 SP:Iteration 3Q (1677.080000 sec): 3 clusters Score: Raw -411988.018320 + Penalty 3911.682806 = -408076.335514 nChanged 63 SP:Iteration 4Q (1677.090000 sec): 3 clusters Score: Raw -412031.304241 + Penalty 3911.682806 = -408119.621434 nChanged 59 SP:Iteration 5Q (1677.100000 sec): 3 clusters Score: Raw -412062.544158 + Penalty 3911.682806 = -408150.861352 nChanged 36 SP:Iteration 6Q (1677.120000 sec): 3 clusters Score: Raw -412082.238757 + Penalty 3911.682806 = -408170.555950 nChanged 42 SP:Iteration 7Q (1677.130000 sec): 3 clusters Score: Raw -412107.889163 + Penalty 3911.682806 = -408196.206356 nChanged 35 SP:Iteration 8Q (1677.140000 sec): 3 clusters Score: Raw -412131.559157 + Penalty 3911.682806 = -408219.876351 nChanged 33 SP:Iteration 9Q (1677.160000 sec): 3 clusters Score: Raw -412151.969315 + Penalty 3911.682806 = -408240.286508 nChanged 32 SP:Iteration 10Q (1677.170000 sec): 3 clusters Score: Raw -412167.904114 + Penalty 3911.682806 = -408256.221308 nChanged 22 SP:Iteration 11Q (1677.180000 sec): 3 clusters Score: Raw -412180.718829 + Penalty 3911.682806 = -408269.036023 nChanged 26 SP:Iteration 12Q (1677.200000 sec): 3 clusters Score: Raw -412197.254360 + Penalty 3911.682806 = -408285.571554 nChanged 20 SP:Iteration 13Q (1677.210000 sec): 3 clusters Score: Raw -412207.694795 + Penalty 3911.682806 = -408296.011989 nChanged 16 SP:Iteration 14Q (1677.220000 sec): 3 clusters Score: Raw -412214.469510 + Penalty 3911.682806 = -408302.786704 nChanged 14 SP:Iteration 15Q (1677.240000 sec): 3 clusters Score: Raw -412222.449663 + Penalty 3911.682806 = -408310.766857 nChanged 16 SP:Iteration 16Q (1677.250000 sec): 3 clusters Score: Raw -412228.992428 + Penalty 3911.682806 = -408317.309622 nChanged 13 SP:Iteration 17Q (1677.260000 sec): 3 clusters Score: Raw -412235.019262 + Penalty 3911.682806 = -408323.336455 nChanged 7 SP:Iteration 18Q (1677.280000 sec): 3 clusters Score: Raw -412237.450247 + Penalty 3911.682806 = -408325.767441 nChanged 4 SP:Iteration 19Q (1677.290000 sec): 3 clusters Score: Raw -412239.215517 + Penalty 3911.682806 = -408327.532710 nChanged 3 SP:Iteration 20F (1677.300000 sec): 3 clusters Score: Raw -412240.009159 + Penalty 3911.682806 = -408328.326353 nChanged 1 SP:Iteration 21Q (1677.320000 sec): 3 clusters Score: Raw -412240.117384 + Penalty 3911.682806 = -408328.434578 nChanged 1 SP:Iteration 22Q (1677.330000 sec): 3 clusters Score: Raw -412240.224474 + Penalty 3911.682806 = -408328.541667 nChanged 2 SP:Iteration 23Q (1677.340000 sec): 3 clusters Score: Raw -412240.678572 + Penalty 3911.682806 = -408328.995766 nChanged 0 SP:Iteration 24F (1677.360000 sec): 3 clusters Score: Raw -412240.678572 + Penalty 3911.682806 = -408328.995766 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.370000 sec): 2 clusters Score: Raw -392181.373690 + Penalty 1945.663177 = -390235.710512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.380000 sec): 3 clusters Score: Raw -391175.761234 + Penalty 3891.326354 = -387284.434880 nChanged 858 SP:Iteration 1F (1677.400000 sec): 3 clusters Score: Raw -391857.742690 + Penalty 3891.326354 = -387966.416336 nChanged 213 SP:Iteration 2F (1677.410000 sec): 3 clusters Score: Raw -392047.627348 + Penalty 3891.326354 = -388156.300994 nChanged 108 SP:Iteration 3Q (1677.420000 sec): 3 clusters Score: Raw -392181.721343 + Penalty 3891.326354 = -388290.394988 nChanged 107 SP:Iteration 4Q (1677.440000 sec): 3 clusters Score: Raw -392295.978806 + Penalty 3891.326354 = -388404.652452 nChanged 113 SP:Iteration 5Q (1677.450000 sec): 3 clusters Score: Raw -392504.924757 + Penalty 3891.326354 = -388613.598403 nChanged 134 SP:Iteration 6F (1677.460000 sec): 3 clusters Score: Raw -392822.968523 + Penalty 3891.326354 = -388931.642169 nChanged 137 SP:Iteration 7F (1677.480000 sec): 3 clusters Score: Raw -393090.040326 + Penalty 3891.326354 = -389198.713972 nChanged 144 SP:Iteration 8F (1677.490000 sec): 3 clusters Score: Raw -393324.755358 + Penalty 3891.326354 = -389433.429003 nChanged 129 SP:Iteration 9F (1677.500000 sec): 3 clusters Score: Raw -393516.712621 + Penalty 3891.326354 = -389625.386267 nChanged 120 SP:Iteration 10Q (1677.510000 sec): 3 clusters Score: Raw -393690.711418 + Penalty 3891.326354 = -389799.385064 nChanged 88 SP:Iteration 11Q (1677.520000 sec): 3 clusters Score: Raw -393827.902652 + Penalty 3891.326354 = -389936.576298 nChanged 66 SP:Iteration 12Q (1677.530000 sec): 3 clusters Score: Raw -393958.986488 + Penalty 3891.326354 = -390067.660133 nChanged 65 SP:Iteration 13Q (1677.540000 sec): 3 clusters Score: Raw -394123.221837 + Penalty 3891.326354 = -390231.895483 nChanged 63 SP:Iteration 14Q (1677.550000 sec): 3 clusters Score: Raw -394239.167213 + Penalty 3891.326354 = -390347.840858 nChanged 34 SP:Iteration 15Q (1677.560000 sec): 3 clusters Score: Raw -394276.423924 + Penalty 3891.326354 = -390385.097570 nChanged 25 SP:Iteration 16Q (1677.570000 sec): 3 clusters Score: Raw -394306.010880 + Penalty 3891.326354 = -390414.684526 nChanged 27 SP:Iteration 17Q (1677.580000 sec): 3 clusters Score: Raw -394333.547051 + Penalty 3891.326354 = -390442.220697 nChanged 16 SP:Iteration 18Q (1677.590000 sec): 3 clusters Score: Raw -394361.402443 + Penalty 3891.326354 = -390470.076088 nChanged 19 SP:Iteration 19Q (1677.600000 sec): 3 clusters Score: Raw -394392.648798 + Penalty 3891.326354 = -390501.322443 nChanged 23 SP:Iteration 20F (1677.620000 sec): 3 clusters Score: Raw -394425.097088 + Penalty 3891.326354 = -390533.770734 nChanged 20 SP:Iteration 21Q (1677.620000 sec): 3 clusters Score: Raw -394455.888128 + Penalty 3891.326354 = -390564.561774 nChanged 24 SP:Iteration 22Q (1677.640000 sec): 3 clusters Score: Raw -394499.680430 + Penalty 3891.326354 = -390608.354076 nChanged 19 SP:Iteration 23Q (1677.640000 sec): 3 clusters Score: Raw -394534.072261 + Penalty 3891.326354 = -390642.745907 nChanged 12 SP:Iteration 24Q (1677.650000 sec): 3 clusters Score: Raw -394548.923819 + Penalty 3891.326354 = -390657.597465 nChanged 12 SP:Iteration 25Q (1677.660000 sec): 3 clusters Score: Raw -394576.003455 + Penalty 3891.326354 = -390684.677100 nChanged 9 SP:Iteration 26Q (1677.670000 sec): 3 clusters Score: Raw -394590.140332 + Penalty 3891.326354 = -390698.813978 nChanged 10 SP:Iteration 27Q (1677.680000 sec): 3 clusters Score: Raw -394617.563569 + Penalty 3891.326354 = -390726.237214 nChanged 9 SP:Iteration 28Q (1677.690000 sec): 3 clusters Score: Raw -394643.230441 + Penalty 3891.326354 = -390751.904087 nChanged 5 SP:Iteration 29Q (1677.700000 sec): 3 clusters Score: Raw -394655.276199 + Penalty 3891.326354 = -390763.949845 nChanged 6 SP:Iteration 30Q (1677.710000 sec): 3 clusters Score: Raw -394665.096048 + Penalty 3891.326354 = -390773.769694 nChanged 5 SP:Iteration 31Q (1677.720000 sec): 3 clusters Score: Raw -394671.086855 + Penalty 3891.326354 = -390779.760501 nChanged 1 SP:Iteration 32Q (1677.720000 sec): 3 clusters Score: Raw -394671.872338 + Penalty 3891.326354 = -390780.545984 nChanged 0 SP:Iteration 33F (1677.740000 sec): 3 clusters Score: Raw -394671.872338 + Penalty 3891.326354 = -390780.545984 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 4.92 GB. Trying to split cluster 18 (22647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1677.850000 sec): 2 clusters Score: Raw -3562455.260992 + Penalty 2486.890103 = -3559968.370889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1677.970000 sec): 3 clusters Score: Raw -3549112.522454 + Penalty 4973.780205 = -3544138.742249 nChanged 10087 SP:Iteration 1F (1678.080000 sec): 3 clusters Score: Raw -3554626.326158 + Penalty 4973.780205 = -3549652.545953 nChanged 1276 SP:Iteration 2F (1678.200000 sec): 3 clusters Score: Raw -3555143.270838 + Penalty 4973.780205 = -3550169.490633 nChanged 1126 SP:Iteration 3Q (1678.320000 sec): 3 clusters Score: Raw -3555598.482443 + Penalty 4973.780205 = -3550624.702237 nChanged 1074 SP:Iteration 4Q (1678.430000 sec): 3 clusters Score: Raw -3556016.122276 + Penalty 4973.780205 = -3551042.342071 nChanged 1078 SP:Iteration 5Q (1678.550000 sec): 3 clusters Score: Raw -3556502.136528 + Penalty 4973.780205 = -3551528.356323 nChanged 1139 SP:Iteration 6F (1678.660000 sec): 3 clusters Score: Raw -3557075.276249 + Penalty 4973.780205 = -3552101.496044 nChanged 1198 SP:Iteration 7F (1678.780000 sec): 3 clusters Score: Raw -3557727.256314 + Penalty 4973.780205 = -3552753.476109 nChanged 1214 SP:Iteration 8F (1678.900000 sec): 3 clusters Score: Raw -3558477.796342 + Penalty 4973.780205 = -3553504.016136 nChanged 1227 SP:Iteration 9F (1679.010000 sec): 3 clusters Score: Raw -3559278.133601 + Penalty 4973.780205 = -3554304.353396 nChanged 1104 SP:Iteration 10Q (1679.130000 sec): 3 clusters Score: Raw -3560021.074178 + Penalty 4973.780205 = -3555047.293973 nChanged 903 SP:Iteration 11Q (1679.240000 sec): 3 clusters Score: Raw -3560630.640535 + Penalty 4973.780205 = -3555656.860330 nChanged 701 SP:Iteration 12Q (1679.360000 sec): 3 clusters Score: Raw -3561119.360645 + Penalty 4973.780205 = -3556145.580440 nChanged 587 SP:Iteration 13Q (1679.480000 sec): 3 clusters Score: Raw -3561576.177782 + Penalty 4973.780205 = -3556602.397576 nChanged 472 SP:Iteration 14Q (1679.590000 sec): 3 clusters Score: Raw -3561986.646130 + Penalty 4973.780205 = -3557012.865925 nChanged 312 SP:Iteration 15Q (1679.700000 sec): 3 clusters Score: Raw -3562256.533688 + Penalty 4973.780205 = -3557282.753483 nChanged 201 SP:Iteration 16Q (1679.800000 sec): 3 clusters Score: Raw -3562424.178265 + Penalty 4973.780205 = -3557450.398059 nChanged 111 SP:Iteration 17Q (1679.900000 sec): 3 clusters Score: Raw -3562519.760654 + Penalty 4973.780205 = -3557545.980448 nChanged 85 SP:Iteration 18Q (1679.990000 sec): 3 clusters Score: Raw -3562600.863521 + Penalty 4973.780205 = -3557627.083316 nChanged 65 SP:Iteration 19Q (1680.090000 sec): 3 clusters Score: Raw -3562657.824399 + Penalty 4973.780205 = -3557684.044194 nChanged 35 SP:Iteration 20F (1680.200000 sec): 3 clusters Score: Raw -3562692.598726 + Penalty 4973.780205 = -3557718.818521 nChanged 19 SP:Iteration 21Q (1680.290000 sec): 3 clusters Score: Raw -3562710.972084 + Penalty 4973.780205 = -3557737.191878 nChanged 23 SP:Iteration 22Q (1680.380000 sec): 3 clusters Score: Raw -3562736.336168 + Penalty 4973.780205 = -3557762.555962 nChanged 20 SP:Iteration 23Q (1680.470000 sec): 3 clusters Score: Raw -3562758.744121 + Penalty 4973.780205 = -3557784.963916 nChanged 17 SP:Iteration 24Q (1680.560000 sec): 3 clusters Score: Raw -3562774.096931 + Penalty 4973.780205 = -3557800.316725 nChanged 10 SP:Iteration 25Q (1680.640000 sec): 3 clusters Score: Raw -3562785.102315 + Penalty 4973.780205 = -3557811.322110 nChanged 12 SP:Iteration 26Q (1680.730000 sec): 3 clusters Score: Raw -3562798.233336 + Penalty 4973.780205 = -3557824.453131 nChanged 8 SP:Iteration 27Q (1680.820000 sec): 3 clusters Score: Raw -3562806.431517 + Penalty 4973.780205 = -3557832.651312 nChanged 3 SP:Iteration 28Q (1680.900000 sec): 3 clusters Score: Raw -3562809.003294 + Penalty 4973.780205 = -3557835.223089 nChanged 2 SP:Iteration 29Q (1680.990000 sec): 3 clusters Score: Raw -3562810.901178 + Penalty 4973.780205 = -3557837.120973 nChanged 1 SP:Iteration 30Q (1681.070000 sec): 3 clusters Score: Raw -3562811.503135 + Penalty 4973.780205 = -3557837.722930 nChanged 2 SP:Iteration 31Q (1681.160000 sec): 3 clusters Score: Raw -3562812.682049 + Penalty 4973.780205 = -3557838.901844 nChanged 1 SP:Iteration 32Q (1681.240000 sec): 3 clusters Score: Raw -3562814.166012 + Penalty 4973.780205 = -3557840.385806 nChanged 1 SP:Iteration 33Q (1681.330000 sec): 3 clusters Score: Raw -3562814.799185 + Penalty 4973.780205 = -3557841.018980 nChanged 1 SP:Iteration 34Q (1681.420000 sec): 3 clusters Score: Raw -3562815.541019 + Penalty 4973.780205 = -3557841.760813 nChanged 0 SP:Iteration 35F (1681.530000 sec): 3 clusters Score: Raw -3562815.541019 + Penalty 4973.780205 = -3557841.760813 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1681.550000 sec): 2 clusters Score: Raw -119687.325367 + Penalty 1658.402935 = -118028.922432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1681.550000 sec): 3 clusters Score: Raw -119610.528803 + Penalty 3316.805870 = -116293.722934 nChanged 192 SP:Iteration 1F (1681.560000 sec): 3 clusters Score: Raw -119906.162041 + Penalty 3316.805870 = -116589.356171 nChanged 51 SP:Iteration 2F (1681.560000 sec): 3 clusters Score: Raw -120040.418477 + Penalty 3316.805870 = -116723.612607 nChanged 34 SP:Iteration 3Q (1681.560000 sec): 3 clusters Score: Raw -120163.936171 + Penalty 3316.805870 = -116847.130302 nChanged 32 SP:Iteration 4Q (1681.570000 sec): 3 clusters Score: Raw -120237.224233 + Penalty 3316.805870 = -116920.418364 nChanged 41 SP:Iteration 5F (1681.570000 sec): 3 clusters Score: Raw -120335.879631 + Penalty 3316.805870 = -117019.073761 nChanged 31 SP:Iteration 6Q (1681.580000 sec): 3 clusters Score: Raw -120405.034001 + Penalty 3316.805870 = -117088.228132 nChanged 42 SP:Iteration 7F (1681.580000 sec): 3 clusters Score: Raw -120522.255498 + Penalty 3316.805870 = -117205.449628 nChanged 47 SP:Iteration 8F (1681.580000 sec): 3 clusters Score: Raw -120633.043758 + Penalty 3316.805870 = -117316.237889 nChanged 27 SP:Iteration 9Q (1681.590000 sec): 3 clusters Score: Raw -120708.706664 + Penalty 3316.805870 = -117391.900794 nChanged 19 SP:Iteration 10Q (1681.590000 sec): 3 clusters Score: Raw -120763.929733 + Penalty 3316.805870 = -117447.123864 nChanged 16 SP:Iteration 11Q (1681.600000 sec): 3 clusters Score: Raw -120808.457613 + Penalty 3316.805870 = -117491.651743 nChanged 13 SP:Iteration 12Q (1681.600000 sec): 3 clusters Score: Raw -120843.561137 + Penalty 3316.805870 = -117526.755268 nChanged 7 SP:Iteration 13Q (1681.600000 sec): 3 clusters Score: Raw -120860.806953 + Penalty 3316.805870 = -117544.001083 nChanged 4 SP:Iteration 14Q (1681.600000 sec): 3 clusters Score: Raw -120873.040595 + Penalty 3316.805870 = -117556.234725 nChanged 4 SP:Iteration 15Q (1681.610000 sec): 3 clusters Score: Raw -120892.189423 + Penalty 3316.805870 = -117575.383554 nChanged 5 SP:Iteration 16Q (1681.610000 sec): 3 clusters Score: Raw -120906.149618 + Penalty 3316.805870 = -117589.343749 nChanged 5 SP:Iteration 17Q (1681.610000 sec): 3 clusters Score: Raw -120918.443262 + Penalty 3316.805870 = -117601.637392 nChanged 5 SP:Iteration 18Q (1681.620000 sec): 3 clusters Score: Raw -120931.236395 + Penalty 3316.805870 = -117614.430526 nChanged 4 SP:Iteration 19Q (1681.620000 sec): 3 clusters Score: Raw -120944.599461 + Penalty 3316.805870 = -117627.793591 nChanged 4 SP:Iteration 20F (1681.620000 sec): 3 clusters Score: Raw -120956.851808 + Penalty 3316.805870 = -117640.045939 nChanged 3 SP:Iteration 21Q (1681.630000 sec): 3 clusters Score: Raw -120967.181550 + Penalty 3316.805870 = -117650.375680 nChanged 3 SP:Iteration 22Q (1681.630000 sec): 3 clusters Score: Raw -120978.989924 + Penalty 3316.805870 = -117662.184055 nChanged 5 SP:Iteration 23Q (1681.630000 sec): 3 clusters Score: Raw -120993.718499 + Penalty 3316.805870 = -117676.912630 nChanged 2 SP:Iteration 24Q (1681.640000 sec): 3 clusters Score: Raw -120997.499847 + Penalty 3316.805870 = -117680.693977 nChanged 0 SP:Iteration 25F (1681.640000 sec): 3 clusters Score: Raw -120997.499847 + Penalty 3316.805870 = -117680.693977 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (10924 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1681.700000 sec): 2 clusters Score: Raw -1582122.256491 + Penalty 2306.081936 = -1579816.174555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1681.750000 sec): 3 clusters Score: Raw -1576165.841853 + Penalty 4612.163871 = -1571553.677982 nChanged 4539 SP:Iteration 1F (1681.800000 sec): 3 clusters Score: Raw -1578659.432043 + Penalty 4612.163871 = -1574047.268172 nChanged 811 SP:Iteration 2F (1681.860000 sec): 3 clusters Score: Raw -1579182.692909 + Penalty 4612.163871 = -1574570.529038 nChanged 694 SP:Iteration 3F (1681.910000 sec): 3 clusters Score: Raw -1579636.303817 + Penalty 4612.163871 = -1575024.139946 nChanged 653 SP:Iteration 4F (1681.970000 sec): 3 clusters Score: Raw -1580033.568619 + Penalty 4612.163871 = -1575421.404747 nChanged 545 SP:Iteration 5Q (1682.020000 sec): 3 clusters Score: Raw -1580331.813228 + Penalty 4612.163871 = -1575719.649357 nChanged 487 SP:Iteration 6Q (1682.080000 sec): 3 clusters Score: Raw -1580587.150427 + Penalty 4612.163871 = -1575974.986556 nChanged 434 SP:Iteration 7Q (1682.130000 sec): 3 clusters Score: Raw -1580812.249937 + Penalty 4612.163871 = -1576200.086066 nChanged 383 SP:Iteration 8Q (1682.180000 sec): 3 clusters Score: Raw -1581004.981872 + Penalty 4612.163871 = -1576392.818000 nChanged 351 SP:Iteration 9Q (1682.240000 sec): 3 clusters Score: Raw -1581168.369072 + Penalty 4612.163871 = -1576556.205200 nChanged 299 SP:Iteration 10Q (1682.290000 sec): 3 clusters Score: Raw -1581295.961373 + Penalty 4612.163871 = -1576683.797501 nChanged 260 SP:Iteration 11Q (1682.340000 sec): 3 clusters Score: Raw -1581399.419624 + Penalty 4612.163871 = -1576787.255752 nChanged 218 SP:Iteration 12Q (1682.400000 sec): 3 clusters Score: Raw -1581474.704810 + Penalty 4612.163871 = -1576862.540938 nChanged 184 SP:Iteration 13Q (1682.450000 sec): 3 clusters Score: Raw -1581544.529648 + Penalty 4612.163871 = -1576932.365776 nChanged 185 SP:Iteration 14Q (1682.500000 sec): 3 clusters Score: Raw -1581607.203460 + Penalty 4612.163871 = -1576995.039589 nChanged 153 SP:Iteration 15Q (1682.560000 sec): 3 clusters Score: Raw -1581654.986142 + Penalty 4612.163871 = -1577042.822271 nChanged 130 SP:Iteration 16Q (1682.610000 sec): 3 clusters Score: Raw -1581691.426928 + Penalty 4612.163871 = -1577079.263056 nChanged 108 SP:Iteration 17Q (1682.660000 sec): 3 clusters Score: Raw -1581724.975729 + Penalty 4612.163871 = -1577112.811858 nChanged 114 SP:Iteration 18Q (1682.710000 sec): 3 clusters Score: Raw -1581763.509354 + Penalty 4612.163871 = -1577151.345482 nChanged 125 SP:Iteration 19Q (1682.760000 sec): 3 clusters Score: Raw -1581805.152394 + Penalty 4612.163871 = -1577192.988523 nChanged 132 SP:Iteration 20F (1682.820000 sec): 3 clusters Score: Raw -1581846.549758 + Penalty 4612.163871 = -1577234.385887 nChanged 108 SP:Iteration 21Q (1682.870000 sec): 3 clusters Score: Raw -1581881.369598 + Penalty 4612.163871 = -1577269.205727 nChanged 107 SP:Iteration 22Q (1682.920000 sec): 3 clusters Score: Raw -1581914.982021 + Penalty 4612.163871 = -1577302.818150 nChanged 107 SP:Iteration 23Q (1682.980000 sec): 3 clusters Score: Raw -1581944.422032 + Penalty 4612.163871 = -1577332.258160 nChanged 97 SP:Iteration 24Q (1683.030000 sec): 3 clusters Score: Raw -1581973.775548 + Penalty 4612.163871 = -1577361.611677 nChanged 97 SP:Iteration 25Q (1683.080000 sec): 3 clusters Score: Raw -1582000.371985 + Penalty 4612.163871 = -1577388.208113 nChanged 87 SP:Iteration 26Q (1683.130000 sec): 3 clusters Score: Raw -1582023.890272 + Penalty 4612.163871 = -1577411.726401 nChanged 90 SP:Iteration 27Q (1683.180000 sec): 3 clusters Score: Raw -1582051.199569 + Penalty 4612.163871 = -1577439.035698 nChanged 84 SP:Iteration 28Q (1683.230000 sec): 3 clusters Score: Raw -1582073.736837 + Penalty 4612.163871 = -1577461.572965 nChanged 78 SP:Iteration 29Q (1683.280000 sec): 3 clusters Score: Raw -1582103.879995 + Penalty 4612.163871 = -1577491.716124 nChanged 104 SP:Iteration 30Q (1683.330000 sec): 3 clusters Score: Raw -1582140.108245 + Penalty 4612.163871 = -1577527.944374 nChanged 104 SP:Iteration 31Q (1683.380000 sec): 3 clusters Score: Raw -1582176.633267 + Penalty 4612.163871 = -1577564.469396 nChanged 107 SP:Iteration 32Q (1683.430000 sec): 3 clusters Score: Raw -1582209.679694 + Penalty 4612.163871 = -1577597.515823 nChanged 89 SP:Iteration 33Q (1683.480000 sec): 3 clusters Score: Raw -1582236.945058 + Penalty 4612.163871 = -1577624.781187 nChanged 84 SP:Iteration 34Q (1683.530000 sec): 3 clusters Score: Raw -1582262.558950 + Penalty 4612.163871 = -1577650.395079 nChanged 79 SP:Iteration 35Q (1683.580000 sec): 3 clusters Score: Raw -1582289.012216 + Penalty 4612.163871 = -1577676.848345 nChanged 85 SP:Iteration 36Q (1683.630000 sec): 3 clusters Score: Raw -1582319.587834 + Penalty 4612.163871 = -1577707.423962 nChanged 87 SP:Iteration 37Q (1683.680000 sec): 3 clusters Score: Raw -1582348.998547 + Penalty 4612.163871 = -1577736.834676 nChanged 66 SP:Iteration 38Q (1683.730000 sec): 3 clusters Score: Raw -1582370.212548 + Penalty 4612.163871 = -1577758.048677 nChanged 64 SP:Iteration 39Q (1683.780000 sec): 3 clusters Score: Raw -1582389.006064 + Penalty 4612.163871 = -1577776.842193 nChanged 58 SP:Iteration 40F (1683.830000 sec): 3 clusters Score: Raw -1582405.752331 + Penalty 4612.163871 = -1577793.588460 nChanged 67 SP:Iteration 41Q (1683.880000 sec): 3 clusters Score: Raw -1582427.104968 + Penalty 4612.163871 = -1577814.941097 nChanged 61 SP:Iteration 42Q (1683.920000 sec): 3 clusters Score: Raw -1582446.387150 + Penalty 4612.163871 = -1577834.223279 nChanged 50 SP:Iteration 43Q (1683.970000 sec): 3 clusters Score: Raw -1582461.754403 + Penalty 4612.163871 = -1577849.590532 nChanged 59 SP:Iteration 44Q (1684.020000 sec): 3 clusters Score: Raw -1582482.361773 + Penalty 4612.163871 = -1577870.197901 nChanged 72 SP:Iteration 45Q (1684.070000 sec): 3 clusters Score: Raw -1582507.873235 + Penalty 4612.163871 = -1577895.709363 nChanged 75 SP:Iteration 46Q (1684.120000 sec): 3 clusters Score: Raw -1582534.783688 + Penalty 4612.163871 = -1577922.619816 nChanged 72 SP:Iteration 47Q (1684.160000 sec): 3 clusters Score: Raw -1582563.472460 + Penalty 4612.163871 = -1577951.308589 nChanged 70 SP:Iteration 48Q (1684.210000 sec): 3 clusters Score: Raw -1582593.891295 + Penalty 4612.163871 = -1577981.727424 nChanged 68 SP:Iteration 49Q (1684.260000 sec): 3 clusters Score: Raw -1582626.091436 + Penalty 4612.163871 = -1578013.927564 nChanged 80 SP:Iteration 50Q (1684.300000 sec): 3 clusters Score: Raw -1582662.392570 + Penalty 4612.163871 = -1578050.228699 nChanged 79 SP:Iteration 51Q (1684.350000 sec): 3 clusters Score: Raw -1582695.561110 + Penalty 4612.163871 = -1578083.397238 nChanged 77 SP:Iteration 52Q (1684.400000 sec): 3 clusters Score: Raw -1582734.414024 + Penalty 4612.163871 = -1578122.250152 nChanged 82 SP:Iteration 53Q (1684.440000 sec): 3 clusters Score: Raw -1582769.779987 + Penalty 4612.163871 = -1578157.616116 nChanged 76 SP:Iteration 54Q (1684.490000 sec): 3 clusters Score: Raw -1582809.701107 + Penalty 4612.163871 = -1578197.537236 nChanged 78 SP:Iteration 55Q (1684.530000 sec): 3 clusters Score: Raw -1582856.170001 + Penalty 4612.163871 = -1578244.006129 nChanged 78 SP:Iteration 56Q (1684.580000 sec): 3 clusters Score: Raw -1582899.082272 + Penalty 4612.163871 = -1578286.918400 nChanged 67 SP:Iteration 57Q (1684.620000 sec): 3 clusters Score: Raw -1582935.988714 + Penalty 4612.163871 = -1578323.824843 nChanged 57 SP:Iteration 58Q (1684.660000 sec): 3 clusters Score: Raw -1582970.966478 + Penalty 4612.163871 = -1578358.802607 nChanged 58 SP:Iteration 59Q (1684.710000 sec): 3 clusters Score: Raw -1583003.115798 + Penalty 4612.163871 = -1578390.951927 nChanged 41 SP:Iteration 60F (1684.760000 sec): 3 clusters Score: Raw -1583022.656888 + Penalty 4612.163871 = -1578410.493016 nChanged 34 SP:Iteration 61Q (1684.810000 sec): 3 clusters Score: Raw -1583039.110260 + Penalty 4612.163871 = -1578426.946388 nChanged 35 SP:Iteration 62Q (1684.850000 sec): 3 clusters Score: Raw -1583057.463002 + Penalty 4612.163871 = -1578445.299130 nChanged 38 SP:Iteration 63Q (1684.900000 sec): 3 clusters Score: Raw -1583081.545580 + Penalty 4612.163871 = -1578469.381709 nChanged 41 SP:Iteration 64Q (1684.940000 sec): 3 clusters Score: Raw -1583104.182541 + Penalty 4612.163871 = -1578492.018670 nChanged 40 SP:Iteration 65Q (1684.980000 sec): 3 clusters Score: Raw -1583129.748894 + Penalty 4612.163871 = -1578517.585022 nChanged 39 SP:Iteration 66Q (1685.020000 sec): 3 clusters Score: Raw -1583154.006143 + Penalty 4612.163871 = -1578541.842272 nChanged 32 SP:Iteration 67Q (1685.060000 sec): 3 clusters Score: Raw -1583171.587610 + Penalty 4612.163871 = -1578559.423739 nChanged 23 SP:Iteration 68Q (1685.110000 sec): 3 clusters Score: Raw -1583183.872909 + Penalty 4612.163871 = -1578571.709037 nChanged 18 SP:Iteration 69Q (1685.150000 sec): 3 clusters Score: Raw -1583195.110724 + Penalty 4612.163871 = -1578582.946852 nChanged 13 SP:Iteration 70Q (1685.190000 sec): 3 clusters Score: Raw -1583206.437183 + Penalty 4612.163871 = -1578594.273312 nChanged 17 SP:Iteration 71Q (1685.230000 sec): 3 clusters Score: Raw -1583214.648073 + Penalty 4612.163871 = -1578602.484201 nChanged 12 SP:Iteration 72Q (1685.280000 sec): 3 clusters Score: Raw -1583221.007782 + Penalty 4612.163871 = -1578608.843911 nChanged 8 SP:Iteration 73Q (1685.320000 sec): 3 clusters Score: Raw -1583224.456579 + Penalty 4612.163871 = -1578612.292707 nChanged 3 SP:Iteration 74Q (1685.360000 sec): 3 clusters Score: Raw -1583225.944689 + Penalty 4612.163871 = -1578613.780818 nChanged 5 SP:Iteration 75Q (1685.400000 sec): 3 clusters Score: Raw -1583228.042946 + Penalty 4612.163871 = -1578615.879074 nChanged 6 SP:Iteration 76Q (1685.440000 sec): 3 clusters Score: Raw -1583230.438654 + Penalty 4612.163871 = -1578618.274783 nChanged 3 SP:Iteration 77Q (1685.480000 sec): 3 clusters Score: Raw -1583231.897677 + Penalty 4612.163871 = -1578619.733806 nChanged 2 SP:Iteration 78Q (1685.530000 sec): 3 clusters Score: Raw -1583232.602677 + Penalty 4612.163871 = -1578620.438805 nChanged 3 SP:Iteration 79Q (1685.570000 sec): 3 clusters Score: Raw -1583233.235479 + Penalty 4612.163871 = -1578621.071608 nChanged 1 SP:Iteration 80F (1685.620000 sec): 3 clusters Score: Raw -1583233.449143 + Penalty 4612.163871 = -1578621.285272 nChanged 1 SP:Iteration 81Q (1685.660000 sec): 3 clusters Score: Raw -1583233.721244 + Penalty 4612.163871 = -1578621.557372 nChanged 2 SP:Iteration 82Q (1685.700000 sec): 3 clusters Score: Raw -1583234.266250 + Penalty 4612.163871 = -1578622.102379 nChanged 2 SP:Iteration 83Q (1685.750000 sec): 3 clusters Score: Raw -1583235.521907 + Penalty 4612.163871 = -1578623.358035 nChanged 4 SP:Iteration 84Q (1685.790000 sec): 3 clusters Score: Raw -1583237.523630 + Penalty 4612.163871 = -1578625.359758 nChanged 5 SP:Iteration 85Q (1685.830000 sec): 3 clusters Score: Raw -1583240.137216 + Penalty 4612.163871 = -1578627.973344 nChanged 8 SP:Iteration 86Q (1685.870000 sec): 3 clusters Score: Raw -1583242.675835 + Penalty 4612.163871 = -1578630.511963 nChanged 5 SP:Iteration 87Q (1685.910000 sec): 3 clusters Score: Raw -1583244.317942 + Penalty 4612.163871 = -1578632.154070 nChanged 4 SP:Iteration 88Q (1685.960000 sec): 3 clusters Score: Raw -1583245.589127 + Penalty 4612.163871 = -1578633.425256 nChanged 2 SP:Iteration 89Q (1686.000000 sec): 3 clusters Score: Raw -1583246.277477 + Penalty 4612.163871 = -1578634.113606 nChanged 3 SP:Iteration 90Q (1686.040000 sec): 3 clusters Score: Raw -1583247.157307 + Penalty 4612.163871 = -1578634.993436 nChanged 1 SP:Iteration 91Q (1686.080000 sec): 3 clusters Score: Raw -1583247.301046 + Penalty 4612.163871 = -1578635.137175 nChanged 1 SP:Iteration 92Q (1686.120000 sec): 3 clusters Score: Raw -1583247.535344 + Penalty 4612.163871 = -1578635.371472 nChanged 0 SP:Iteration 93F (1686.180000 sec): 3 clusters Score: Raw -1583247.535344 + Penalty 4612.163871 = -1578635.371472 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.200000 sec): 2 clusters Score: Raw -525361.810321 + Penalty 2024.869111 = -523336.941209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.220000 sec): 3 clusters Score: Raw -523799.624654 + Penalty 4049.738223 = -519749.886431 nChanged 1264 SP:Iteration 1F (1686.230000 sec): 3 clusters Score: Raw -524597.161696 + Penalty 4049.738223 = -520547.423473 nChanged 272 SP:Iteration 2F (1686.250000 sec): 3 clusters Score: Raw -524831.091734 + Penalty 4049.738223 = -520781.353511 nChanged 182 SP:Iteration 3F (1686.270000 sec): 3 clusters Score: Raw -524972.558395 + Penalty 4049.738223 = -520922.820172 nChanged 138 SP:Iteration 4Q (1686.280000 sec): 3 clusters Score: Raw -525079.030704 + Penalty 4049.738223 = -521029.292481 nChanged 143 SP:Iteration 5Q (1686.300000 sec): 3 clusters Score: Raw -525228.014689 + Penalty 4049.738223 = -521178.276466 nChanged 171 SP:Iteration 6Q (1686.320000 sec): 3 clusters Score: Raw -525445.789842 + Penalty 4049.738223 = -521396.051619 nChanged 202 SP:Iteration 7F (1686.340000 sec): 3 clusters Score: Raw -525745.324083 + Penalty 4049.738223 = -521695.585860 nChanged 234 SP:Iteration 8F (1686.360000 sec): 3 clusters Score: Raw -526109.143901 + Penalty 4049.738223 = -522059.405678 nChanged 237 SP:Iteration 9F (1686.370000 sec): 3 clusters Score: Raw -526509.236805 + Penalty 4049.738223 = -522459.498582 nChanged 232 SP:Iteration 10F (1686.390000 sec): 3 clusters Score: Raw -526852.070715 + Penalty 4049.738223 = -522802.332492 nChanged 147 SP:Iteration 11Q (1686.400000 sec): 3 clusters Score: Raw -526990.421164 + Penalty 4049.738223 = -522940.682941 nChanged 92 SP:Iteration 12Q (1686.420000 sec): 3 clusters Score: Raw -527073.626811 + Penalty 4049.738223 = -523023.888588 nChanged 51 SP:Iteration 13Q (1686.440000 sec): 3 clusters Score: Raw -527108.751293 + Penalty 4049.738223 = -523059.013070 nChanged 15 SP:Iteration 14Q (1686.450000 sec): 3 clusters Score: Raw -527116.776176 + Penalty 4049.738223 = -523067.037954 nChanged 11 SP:Iteration 15Q (1686.470000 sec): 3 clusters Score: Raw -527120.974420 + Penalty 4049.738223 = -523071.236198 nChanged 2 SP:Iteration 16Q (1686.480000 sec): 3 clusters Score: Raw -527121.695442 + Penalty 4049.738223 = -523071.957219 nChanged 1 SP:Iteration 17Q (1686.500000 sec): 3 clusters Score: Raw -527121.942888 + Penalty 4049.738223 = -523072.204665 nChanged 1 SP:Iteration 18Q (1686.510000 sec): 3 clusters Score: Raw -527122.193635 + Penalty 4049.738223 = -523072.455412 nChanged 0 SP:Iteration 19F (1686.530000 sec): 3 clusters Score: Raw -527122.193635 + Penalty 4049.738223 = -523072.455412 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.540000 sec): 2 clusters Score: Raw -108091.716221 + Penalty 1630.964453 = -106460.751768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.540000 sec): 3 clusters Score: Raw -108057.663045 + Penalty 3261.928906 = -104795.734139 nChanged 157 SP:Iteration 1F (1686.540000 sec): 3 clusters Score: Raw -108301.404510 + Penalty 3261.928906 = -105039.475604 nChanged 38 SP:Iteration 2F (1686.550000 sec): 3 clusters Score: Raw -108387.921964 + Penalty 3261.928906 = -105125.993058 nChanged 22 SP:Iteration 3Q (1686.550000 sec): 3 clusters Score: Raw -108432.696558 + Penalty 3261.928906 = -105170.767651 nChanged 21 SP:Iteration 4Q (1686.560000 sec): 3 clusters Score: Raw -108596.320650 + Penalty 3261.928906 = -105334.391744 nChanged 36 SP:Iteration 5F (1686.560000 sec): 3 clusters Score: Raw -108738.663146 + Penalty 3261.928906 = -105476.734240 nChanged 42 SP:Iteration 6F (1686.560000 sec): 3 clusters Score: Raw -108882.299503 + Penalty 3261.928906 = -105620.370597 nChanged 32 SP:Iteration 7Q (1686.570000 sec): 3 clusters Score: Raw -108996.376693 + Penalty 3261.928906 = -105734.447787 nChanged 34 SP:Iteration 8Q (1686.570000 sec): 3 clusters Score: Raw -109163.394280 + Penalty 3261.928906 = -105901.465373 nChanged 24 SP:Iteration 9Q (1686.570000 sec): 3 clusters Score: Raw -109371.587177 + Penalty 3261.928906 = -106109.658271 nChanged 23 SP:Iteration 10Q (1686.580000 sec): 3 clusters Score: Raw -109568.177140 + Penalty 3261.928906 = -106306.248234 nChanged 22 SP:Iteration 11Q (1686.580000 sec): 3 clusters Score: Raw -109689.672461 + Penalty 3261.928906 = -106427.743555 nChanged 13 SP:Iteration 12Q (1686.580000 sec): 3 clusters Score: Raw -109779.027549 + Penalty 3261.928906 = -106517.098643 nChanged 5 SP:Iteration 13Q (1686.580000 sec): 3 clusters Score: Raw -109818.045423 + Penalty 3261.928906 = -106556.116516 nChanged 2 SP:Iteration 14Q (1686.580000 sec): 3 clusters Score: Raw -109829.325995 + Penalty 3261.928906 = -106567.397089 nChanged 3 SP:Iteration 15Q (1686.590000 sec): 3 clusters Score: Raw -109845.509510 + Penalty 3261.928906 = -106583.580603 nChanged 0 SP:Iteration 16F (1686.590000 sec): 3 clusters Score: Raw -109845.509510 + Penalty 3261.928906 = -106583.580603 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 4.92 GB. Trying to split cluster 23 (11994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1686.660000 sec): 2 clusters Score: Raw -1853094.944842 + Penalty 2329.256127 = -1850765.688715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1686.720000 sec): 3 clusters Score: Raw -1846540.354972 + Penalty 4658.512255 = -1841881.842717 nChanged 5096 SP:Iteration 1F (1686.780000 sec): 3 clusters Score: Raw -1849315.701805 + Penalty 4658.512255 = -1844657.189551 nChanged 862 SP:Iteration 2F (1686.840000 sec): 3 clusters Score: Raw -1849848.414823 + Penalty 4658.512255 = -1845189.902568 nChanged 836 SP:Iteration 3F (1686.890000 sec): 3 clusters Score: Raw -1850443.078290 + Penalty 4658.512255 = -1845784.566036 nChanged 777 SP:Iteration 4F (1686.950000 sec): 3 clusters Score: Raw -1851033.878372 + Penalty 4658.512255 = -1846375.366117 nChanged 747 SP:Iteration 5F (1687.010000 sec): 3 clusters Score: Raw -1851591.975430 + Penalty 4658.512255 = -1846933.463175 nChanged 630 SP:Iteration 6F (1687.070000 sec): 3 clusters Score: Raw -1852059.242964 + Penalty 4658.512255 = -1847400.730709 nChanged 532 SP:Iteration 7Q (1687.130000 sec): 3 clusters Score: Raw -1852424.552030 + Penalty 4658.512255 = -1847766.039775 nChanged 428 SP:Iteration 8Q (1687.190000 sec): 3 clusters Score: Raw -1852712.710894 + Penalty 4658.512255 = -1848054.198640 nChanged 361 SP:Iteration 9Q (1687.250000 sec): 3 clusters Score: Raw -1852942.329521 + Penalty 4658.512255 = -1848283.817266 nChanged 268 SP:Iteration 10Q (1687.310000 sec): 3 clusters Score: Raw -1853097.384017 + Penalty 4658.512255 = -1848438.871763 nChanged 184 SP:Iteration 11Q (1687.360000 sec): 3 clusters Score: Raw -1853191.701775 + Penalty 4658.512255 = -1848533.189521 nChanged 132 SP:Iteration 12Q (1687.420000 sec): 3 clusters Score: Raw -1853254.361946 + Penalty 4658.512255 = -1848595.849691 nChanged 120 SP:Iteration 13Q (1687.480000 sec): 3 clusters Score: Raw -1853329.068652 + Penalty 4658.512255 = -1848670.556397 nChanged 121 SP:Iteration 14Q (1687.530000 sec): 3 clusters Score: Raw -1853400.048288 + Penalty 4658.512255 = -1848741.536033 nChanged 88 SP:Iteration 15Q (1687.590000 sec): 3 clusters Score: Raw -1853447.243540 + Penalty 4658.512255 = -1848788.731285 nChanged 62 SP:Iteration 16Q (1687.640000 sec): 3 clusters Score: Raw -1853482.299981 + Penalty 4658.512255 = -1848823.787727 nChanged 61 SP:Iteration 17Q (1687.690000 sec): 3 clusters Score: Raw -1853513.885765 + Penalty 4658.512255 = -1848855.373510 nChanged 44 SP:Iteration 18Q (1687.750000 sec): 3 clusters Score: Raw -1853539.931628 + Penalty 4658.512255 = -1848881.419373 nChanged 43 SP:Iteration 19Q (1687.800000 sec): 3 clusters Score: Raw -1853563.228994 + Penalty 4658.512255 = -1848904.716739 nChanged 39 SP:Iteration 20F (1687.860000 sec): 3 clusters Score: Raw -1853588.166356 + Penalty 4658.512255 = -1848929.654101 nChanged 35 SP:Iteration 21Q (1687.910000 sec): 3 clusters Score: Raw -1853609.732953 + Penalty 4658.512255 = -1848951.220698 nChanged 27 SP:Iteration 22Q (1687.960000 sec): 3 clusters Score: Raw -1853622.058103 + Penalty 4658.512255 = -1848963.545848 nChanged 18 SP:Iteration 23Q (1688.000000 sec): 3 clusters Score: Raw -1853628.604718 + Penalty 4658.512255 = -1848970.092463 nChanged 11 SP:Iteration 24Q (1688.060000 sec): 3 clusters Score: Raw -1853632.768475 + Penalty 4658.512255 = -1848974.256220 nChanged 5 SP:Iteration 25Q (1688.100000 sec): 3 clusters Score: Raw -1853633.989491 + Penalty 4658.512255 = -1848975.477236 nChanged 2 SP:Iteration 26Q (1688.160000 sec): 3 clusters Score: Raw -1853634.558631 + Penalty 4658.512255 = -1848976.046376 nChanged 0 SP:Iteration 27F (1688.220000 sec): 3 clusters Score: Raw -1853634.558631 + Penalty 4658.512255 = -1848976.046376 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.230000 sec): 2 clusters Score: Raw -97472.028491 + Penalty 1619.657652 = -95852.370839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1688.230000 sec): 3 clusters Score: Raw -97463.939438 + Penalty 3239.315303 = -94224.624135 nChanged 157 SP:Iteration 1F (1688.240000 sec): 3 clusters Score: Raw -97792.634057 + Penalty 3239.315303 = -94553.318754 nChanged 49 SP:Iteration 2F (1688.240000 sec): 3 clusters Score: Raw -97941.892246 + Penalty 3239.315303 = -94702.576942 nChanged 33 SP:Iteration 3Q (1688.240000 sec): 3 clusters Score: Raw -98000.469667 + Penalty 3239.315303 = -94761.154364 nChanged 13 SP:Iteration 4Q (1688.250000 sec): 3 clusters Score: Raw -98029.862231 + Penalty 3239.315303 = -94790.546928 nChanged 11 SP:Iteration 5Q (1688.250000 sec): 3 clusters Score: Raw -98060.558145 + Penalty 3239.315303 = -94821.242841 nChanged 12 SP:Iteration 6Q (1688.250000 sec): 3 clusters Score: Raw -98087.754142 + Penalty 3239.315303 = -94848.438838 nChanged 10 SP:Iteration 7Q (1688.260000 sec): 3 clusters Score: Raw -98103.171937 + Penalty 3239.315303 = -94863.856633 nChanged 5 SP:Iteration 8Q (1688.260000 sec): 3 clusters Score: Raw -98112.116311 + Penalty 3239.315303 = -94872.801008 nChanged 4 SP:Iteration 9Q (1688.260000 sec): 3 clusters Score: Raw -98118.291670 + Penalty 3239.315303 = -94878.976367 nChanged 5 SP:Iteration 10Q (1688.260000 sec): 3 clusters Score: Raw -98126.077105 + Penalty 3239.315303 = -94886.761801 nChanged 4 SP:Iteration 11Q (1688.270000 sec): 3 clusters Score: Raw -98136.712751 + Penalty 3239.315303 = -94897.397448 nChanged 2 SP:Iteration 12Q (1688.270000 sec): 3 clusters Score: Raw -98141.604823 + Penalty 3239.315303 = -94902.289519 nChanged 2 SP:Iteration 13Q (1688.280000 sec): 3 clusters Score: Raw -98145.602940 + Penalty 3239.315303 = -94906.287636 nChanged 1 SP:Iteration 14Q (1688.280000 sec): 3 clusters Score: Raw -98146.921899 + Penalty 3239.315303 = -94907.606596 nChanged 0 SP:Iteration 15F (1688.280000 sec): 3 clusters Score: Raw -98146.921899 + Penalty 3239.315303 = -94907.606596 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.300000 sec): 2 clusters Score: Raw -361862.383070 + Penalty 1932.604907 = -359929.778163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1688.310000 sec): 3 clusters Score: Raw -360899.399330 + Penalty 3865.209814 = -357034.189517 nChanged 849 SP:Iteration 1F (1688.320000 sec): 3 clusters Score: Raw -361565.562342 + Penalty 3865.209814 = -357700.352528 nChanged 233 SP:Iteration 2F (1688.330000 sec): 3 clusters Score: Raw -361776.757964 + Penalty 3865.209814 = -357911.548151 nChanged 133 SP:Iteration 3F (1688.340000 sec): 3 clusters Score: Raw -361945.902480 + Penalty 3865.209814 = -358080.692666 nChanged 102 SP:Iteration 4Q (1688.360000 sec): 3 clusters Score: Raw -362051.733089 + Penalty 3865.209814 = -358186.523275 nChanged 88 SP:Iteration 5Q (1688.370000 sec): 3 clusters Score: Raw -362137.682512 + Penalty 3865.209814 = -358272.472698 nChanged 80 SP:Iteration 6Q (1688.380000 sec): 3 clusters Score: Raw -362216.943579 + Penalty 3865.209814 = -358351.733765 nChanged 75 SP:Iteration 7Q (1688.390000 sec): 3 clusters Score: Raw -362298.472548 + Penalty 3865.209814 = -358433.262735 nChanged 81 SP:Iteration 8Q (1688.400000 sec): 3 clusters Score: Raw -362380.202240 + Penalty 3865.209814 = -358514.992427 nChanged 81 SP:Iteration 9Q (1688.420000 sec): 3 clusters Score: Raw -362448.097406 + Penalty 3865.209814 = -358582.887592 nChanged 57 SP:Iteration 10Q (1688.430000 sec): 3 clusters Score: Raw -362492.870730 + Penalty 3865.209814 = -358627.660916 nChanged 41 SP:Iteration 11Q (1688.440000 sec): 3 clusters Score: Raw -362524.356589 + Penalty 3865.209814 = -358659.146775 nChanged 29 SP:Iteration 12Q (1688.450000 sec): 3 clusters Score: Raw -362548.545429 + Penalty 3865.209814 = -358683.335615 nChanged 22 SP:Iteration 13Q (1688.460000 sec): 3 clusters Score: Raw -362568.250588 + Penalty 3865.209814 = -358703.040774 nChanged 31 SP:Iteration 14Q (1688.470000 sec): 3 clusters Score: Raw -362590.329694 + Penalty 3865.209814 = -358725.119880 nChanged 25 SP:Iteration 15Q (1688.480000 sec): 3 clusters Score: Raw -362611.098458 + Penalty 3865.209814 = -358745.888645 nChanged 17 SP:Iteration 16Q (1688.500000 sec): 3 clusters Score: Raw -362624.888632 + Penalty 3865.209814 = -358759.678818 nChanged 22 SP:Iteration 17Q (1688.510000 sec): 3 clusters Score: Raw -362642.071574 + Penalty 3865.209814 = -358776.861761 nChanged 13 SP:Iteration 18Q (1688.520000 sec): 3 clusters Score: Raw -362652.687464 + Penalty 3865.209814 = -358787.477651 nChanged 10 SP:Iteration 19Q (1688.530000 sec): 3 clusters Score: Raw -362661.868668 + Penalty 3865.209814 = -358796.658854 nChanged 6 SP:Iteration 20F (1688.540000 sec): 3 clusters Score: Raw -362667.382653 + Penalty 3865.209814 = -358802.172840 nChanged 5 SP:Iteration 21Q (1688.550000 sec): 3 clusters Score: Raw -362677.982514 + Penalty 3865.209814 = -358812.772701 nChanged 7 SP:Iteration 22Q (1688.560000 sec): 3 clusters Score: Raw -362685.575834 + Penalty 3865.209814 = -358820.366021 nChanged 9 SP:Iteration 23Q (1688.580000 sec): 3 clusters Score: Raw -362689.941128 + Penalty 3865.209814 = -358824.731314 nChanged 4 SP:Iteration 24Q (1688.590000 sec): 3 clusters Score: Raw -362693.908994 + Penalty 3865.209814 = -358828.699181 nChanged 6 SP:Iteration 25Q (1688.600000 sec): 3 clusters Score: Raw -362698.584396 + Penalty 3865.209814 = -358833.374582 nChanged 5 SP:Iteration 26Q (1688.610000 sec): 3 clusters Score: Raw -362705.191548 + Penalty 3865.209814 = -358839.981734 nChanged 6 SP:Iteration 27Q (1688.620000 sec): 3 clusters Score: Raw -362709.008038 + Penalty 3865.209814 = -358843.798225 nChanged 5 SP:Iteration 28Q (1688.630000 sec): 3 clusters Score: Raw -362711.684573 + Penalty 3865.209814 = -358846.474759 nChanged 4 SP:Iteration 29Q (1688.640000 sec): 3 clusters Score: Raw -362714.197649 + Penalty 3865.209814 = -358848.987836 nChanged 5 SP:Iteration 30Q (1688.660000 sec): 3 clusters Score: Raw -362716.425970 + Penalty 3865.209814 = -358851.216157 nChanged 3 SP:Iteration 31Q (1688.670000 sec): 3 clusters Score: Raw -362717.676764 + Penalty 3865.209814 = -358852.466950 nChanged 3 SP:Iteration 32Q (1688.680000 sec): 3 clusters Score: Raw -362718.810208 + Penalty 3865.209814 = -358853.600395 nChanged 5 SP:Iteration 33Q (1688.690000 sec): 3 clusters Score: Raw -362722.859777 + Penalty 3865.209814 = -358857.649964 nChanged 9 SP:Iteration 34Q (1688.700000 sec): 3 clusters Score: Raw -362726.709607 + Penalty 3865.209814 = -358861.499793 nChanged 3 SP:Iteration 35Q (1688.710000 sec): 3 clusters Score: Raw -362727.871748 + Penalty 3865.209814 = -358862.661935 nChanged 3 SP:Iteration 36Q (1688.720000 sec): 3 clusters Score: Raw -362729.337433 + Penalty 3865.209814 = -358864.127620 nChanged 6 SP:Iteration 37Q (1688.740000 sec): 3 clusters Score: Raw -362732.521376 + Penalty 3865.209814 = -358867.311563 nChanged 4 SP:Iteration 38Q (1688.750000 sec): 3 clusters Score: Raw -362733.913784 + Penalty 3865.209814 = -358868.703970 nChanged 1 SP:Iteration 39Q (1688.760000 sec): 3 clusters Score: Raw -362734.154790 + Penalty 3865.209814 = -358868.944976 nChanged 0 SP:Iteration 40F (1688.770000 sec): 3 clusters Score: Raw -362734.154790 + Penalty 3865.209814 = -358868.944976 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.800000 sec): 2 clusters Score: Raw -710309.519887 + Penalty 2098.968193 = -708210.551694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1688.820000 sec): 3 clusters Score: Raw -708049.481722 + Penalty 4197.936385 = -703851.545337 nChanged 1777 SP:Iteration 1F (1688.840000 sec): 3 clusters Score: Raw -709012.076616 + Penalty 4197.936385 = -704814.140231 nChanged 338 SP:Iteration 2F (1688.870000 sec): 3 clusters Score: Raw -709207.734654 + Penalty 4197.936385 = -705009.798268 nChanged 252 SP:Iteration 3F (1688.890000 sec): 3 clusters Score: Raw -709336.265432 + Penalty 4197.936385 = -705138.329047 nChanged 166 SP:Iteration 4Q (1688.920000 sec): 3 clusters Score: Raw -709418.662589 + Penalty 4197.936385 = -705220.726204 nChanged 132 SP:Iteration 5Q (1688.940000 sec): 3 clusters Score: Raw -709475.450390 + Penalty 4197.936385 = -705277.514005 nChanged 101 SP:Iteration 6Q (1688.960000 sec): 3 clusters Score: Raw -709525.485389 + Penalty 4197.936385 = -705327.549004 nChanged 86 SP:Iteration 7Q (1688.990000 sec): 3 clusters Score: Raw -709556.570741 + Penalty 4197.936385 = -705358.634355 nChanged 55 SP:Iteration 8Q (1689.010000 sec): 3 clusters Score: Raw -709576.270853 + Penalty 4197.936385 = -705378.334468 nChanged 63 SP:Iteration 9Q (1689.040000 sec): 3 clusters Score: Raw -709601.276535 + Penalty 4197.936385 = -705403.340150 nChanged 47 SP:Iteration 10Q (1689.060000 sec): 3 clusters Score: Raw -709618.835118 + Penalty 4197.936385 = -705420.898733 nChanged 36 SP:Iteration 11Q (1689.080000 sec): 3 clusters Score: Raw -709634.952813 + Penalty 4197.936385 = -705437.016427 nChanged 50 SP:Iteration 12Q (1689.110000 sec): 3 clusters Score: Raw -709656.458478 + Penalty 4197.936385 = -705458.522092 nChanged 45 SP:Iteration 13Q (1689.130000 sec): 3 clusters Score: Raw -709671.520285 + Penalty 4197.936385 = -705473.583900 nChanged 34 SP:Iteration 14Q (1689.160000 sec): 3 clusters Score: Raw -709681.858855 + Penalty 4197.936385 = -705483.922469 nChanged 32 SP:Iteration 15Q (1689.180000 sec): 3 clusters Score: Raw -709693.729313 + Penalty 4197.936385 = -705495.792928 nChanged 34 SP:Iteration 16Q (1689.200000 sec): 3 clusters Score: Raw -709706.616742 + Penalty 4197.936385 = -705508.680356 nChanged 42 SP:Iteration 17Q (1689.230000 sec): 3 clusters Score: Raw -709722.860213 + Penalty 4197.936385 = -705524.923828 nChanged 43 SP:Iteration 18Q (1689.250000 sec): 3 clusters Score: Raw -709736.437429 + Penalty 4197.936385 = -705538.501044 nChanged 24 SP:Iteration 19Q (1689.280000 sec): 3 clusters Score: Raw -709744.275644 + Penalty 4197.936385 = -705546.339258 nChanged 13 SP:Iteration 20F (1689.300000 sec): 3 clusters Score: Raw -709749.041807 + Penalty 4197.936385 = -705551.105421 nChanged 17 SP:Iteration 21Q (1689.320000 sec): 3 clusters Score: Raw -709754.254563 + Penalty 4197.936385 = -705556.318178 nChanged 15 SP:Iteration 22Q (1689.340000 sec): 3 clusters Score: Raw -709760.327845 + Penalty 4197.936385 = -705562.391459 nChanged 15 SP:Iteration 23Q (1689.370000 sec): 3 clusters Score: Raw -709764.613075 + Penalty 4197.936385 = -705566.676690 nChanged 20 SP:Iteration 24Q (1689.390000 sec): 3 clusters Score: Raw -709772.044685 + Penalty 4197.936385 = -705574.108300 nChanged 17 SP:Iteration 25Q (1689.420000 sec): 3 clusters Score: Raw -709777.027144 + Penalty 4197.936385 = -705579.090758 nChanged 18 SP:Iteration 26Q (1689.440000 sec): 3 clusters Score: Raw -709782.742077 + Penalty 4197.936385 = -705584.805691 nChanged 13 SP:Iteration 27Q (1689.460000 sec): 3 clusters Score: Raw -709788.476605 + Penalty 4197.936385 = -705590.540220 nChanged 20 SP:Iteration 28Q (1689.490000 sec): 3 clusters Score: Raw -709796.955441 + Penalty 4197.936385 = -705599.019056 nChanged 20 SP:Iteration 29Q (1689.510000 sec): 3 clusters Score: Raw -709804.430117 + Penalty 4197.936385 = -705606.493731 nChanged 16 SP:Iteration 30Q (1689.540000 sec): 3 clusters Score: Raw -709810.084769 + Penalty 4197.936385 = -705612.148384 nChanged 22 SP:Iteration 31Q (1689.560000 sec): 3 clusters Score: Raw -709815.898911 + Penalty 4197.936385 = -705617.962526 nChanged 21 SP:Iteration 32Q (1689.580000 sec): 3 clusters Score: Raw -709821.997691 + Penalty 4197.936385 = -705624.061305 nChanged 16 SP:Iteration 33Q (1689.610000 sec): 3 clusters Score: Raw -709827.213914 + Penalty 4197.936385 = -705629.277528 nChanged 15 SP:Iteration 34Q (1689.630000 sec): 3 clusters Score: Raw -709832.478871 + Penalty 4197.936385 = -705634.542486 nChanged 16 SP:Iteration 35Q (1689.660000 sec): 3 clusters Score: Raw -709836.774776 + Penalty 4197.936385 = -705638.838391 nChanged 19 SP:Iteration 36Q (1689.680000 sec): 3 clusters Score: Raw -709843.039790 + Penalty 4197.936385 = -705645.103405 nChanged 16 SP:Iteration 37Q (1689.700000 sec): 3 clusters Score: Raw -709846.667267 + Penalty 4197.936385 = -705648.730882 nChanged 8 SP:Iteration 38Q (1689.720000 sec): 3 clusters Score: Raw -709849.612685 + Penalty 4197.936385 = -705651.676300 nChanged 6 SP:Iteration 39Q (1689.750000 sec): 3 clusters Score: Raw -709851.516792 + Penalty 4197.936385 = -705653.580407 nChanged 6 SP:Iteration 40F (1689.770000 sec): 3 clusters Score: Raw -709852.879203 + Penalty 4197.936385 = -705654.942817 nChanged 3 SP:Iteration 41Q (1689.800000 sec): 3 clusters Score: Raw -709853.681076 + Penalty 4197.936385 = -705655.744690 nChanged 5 SP:Iteration 42Q (1689.820000 sec): 3 clusters Score: Raw -709855.247540 + Penalty 4197.936385 = -705657.311155 nChanged 6 SP:Iteration 43Q (1689.840000 sec): 3 clusters Score: Raw -709857.331022 + Penalty 4197.936385 = -705659.394637 nChanged 7 SP:Iteration 44Q (1689.870000 sec): 3 clusters Score: Raw -709859.117871 + Penalty 4197.936385 = -705661.181485 nChanged 7 SP:Iteration 45Q (1689.890000 sec): 3 clusters Score: Raw -709862.091355 + Penalty 4197.936385 = -705664.154969 nChanged 9 SP:Iteration 46Q (1689.920000 sec): 3 clusters Score: Raw -709865.699925 + Penalty 4197.936385 = -705667.763540 nChanged 10 SP:Iteration 47Q (1689.940000 sec): 3 clusters Score: Raw -709868.039632 + Penalty 4197.936385 = -705670.103247 nChanged 10 SP:Iteration 48Q (1689.960000 sec): 3 clusters Score: Raw -709872.104414 + Penalty 4197.936385 = -705674.168029 nChanged 10 SP:Iteration 49Q (1689.990000 sec): 3 clusters Score: Raw -709875.500248 + Penalty 4197.936385 = -705677.563863 nChanged 11 SP:Iteration 50Q (1690.010000 sec): 3 clusters Score: Raw -709878.279832 + Penalty 4197.936385 = -705680.343447 nChanged 13 SP:Iteration 51Q (1690.040000 sec): 3 clusters Score: Raw -709883.469766 + Penalty 4197.936385 = -705685.533380 nChanged 17 SP:Iteration 52Q (1690.060000 sec): 3 clusters Score: Raw -709888.981580 + Penalty 4197.936385 = -705691.045194 nChanged 15 SP:Iteration 53Q (1690.080000 sec): 3 clusters Score: Raw -709894.652980 + Penalty 4197.936385 = -705696.716595 nChanged 19 SP:Iteration 54Q (1690.110000 sec): 3 clusters Score: Raw -709901.353075 + Penalty 4197.936385 = -705703.416690 nChanged 20 SP:Iteration 55Q (1690.130000 sec): 3 clusters Score: Raw -709909.955437 + Penalty 4197.936385 = -705712.019052 nChanged 18 SP:Iteration 56Q (1690.160000 sec): 3 clusters Score: Raw -709916.925368 + Penalty 4197.936385 = -705718.988982 nChanged 20 SP:Iteration 57Q (1690.180000 sec): 3 clusters Score: Raw -709923.692882 + Penalty 4197.936385 = -705725.756497 nChanged 13 SP:Iteration 58Q (1690.200000 sec): 3 clusters Score: Raw -709928.793858 + Penalty 4197.936385 = -705730.857473 nChanged 18 SP:Iteration 59Q (1690.220000 sec): 3 clusters Score: Raw -709934.598091 + Penalty 4197.936385 = -705736.661705 nChanged 19 SP:Iteration 60F (1690.250000 sec): 3 clusters Score: Raw -709941.076534 + Penalty 4197.936385 = -705743.140149 nChanged 25 SP:Iteration 61Q (1690.270000 sec): 3 clusters Score: Raw -709952.972058 + Penalty 4197.936385 = -705755.035673 nChanged 36 SP:Iteration 62Q (1690.300000 sec): 3 clusters Score: Raw -709968.222586 + Penalty 4197.936385 = -705770.286201 nChanged 36 SP:Iteration 63Q (1690.320000 sec): 3 clusters Score: Raw -709980.960585 + Penalty 4197.936385 = -705783.024200 nChanged 36 SP:Iteration 64Q (1690.340000 sec): 3 clusters Score: Raw -709994.780563 + Penalty 4197.936385 = -705796.844178 nChanged 30 SP:Iteration 65Q (1690.370000 sec): 3 clusters Score: Raw -710009.824352 + Penalty 4197.936385 = -705811.887967 nChanged 36 SP:Iteration 66Q (1690.390000 sec): 3 clusters Score: Raw -710026.409635 + Penalty 4197.936385 = -705828.473250 nChanged 33 SP:Iteration 67Q (1690.420000 sec): 3 clusters Score: Raw -710040.188050 + Penalty 4197.936385 = -705842.251665 nChanged 33 SP:Iteration 68Q (1690.440000 sec): 3 clusters Score: Raw -710052.221258 + Penalty 4197.936385 = -705854.284873 nChanged 35 SP:Iteration 69Q (1690.460000 sec): 3 clusters Score: Raw -710064.745224 + Penalty 4197.936385 = -705866.808839 nChanged 27 SP:Iteration 70Q (1690.480000 sec): 3 clusters Score: Raw -710077.838222 + Penalty 4197.936385 = -705879.901837 nChanged 27 SP:Iteration 71Q (1690.510000 sec): 3 clusters Score: Raw -710088.657410 + Penalty 4197.936385 = -705890.721025 nChanged 29 SP:Iteration 72Q (1690.530000 sec): 3 clusters Score: Raw -710099.215750 + Penalty 4197.936385 = -705901.279365 nChanged 30 SP:Iteration 73Q (1690.560000 sec): 3 clusters Score: Raw -710112.062113 + Penalty 4197.936385 = -705914.125728 nChanged 33 SP:Iteration 74Q (1690.580000 sec): 3 clusters Score: Raw -710126.636828 + Penalty 4197.936385 = -705928.700443 nChanged 25 SP:Iteration 75Q (1690.600000 sec): 3 clusters Score: Raw -710138.367103 + Penalty 4197.936385 = -705940.430717 nChanged 23 SP:Iteration 76Q (1690.620000 sec): 3 clusters Score: Raw -710148.228290 + Penalty 4197.936385 = -705950.291905 nChanged 24 SP:Iteration 77Q (1690.650000 sec): 3 clusters Score: Raw -710159.343715 + Penalty 4197.936385 = -705961.407329 nChanged 17 SP:Iteration 78Q (1690.670000 sec): 3 clusters Score: Raw -710168.370955 + Penalty 4197.936385 = -705970.434570 nChanged 16 SP:Iteration 79Q (1690.700000 sec): 3 clusters Score: Raw -710175.741559 + Penalty 4197.936385 = -705977.805174 nChanged 17 SP:Iteration 80F (1690.720000 sec): 3 clusters Score: Raw -710183.538047 + Penalty 4197.936385 = -705985.601661 nChanged 9 SP:Iteration 81Q (1690.740000 sec): 3 clusters Score: Raw -710186.990622 + Penalty 4197.936385 = -705989.054237 nChanged 7 SP:Iteration 82Q (1690.760000 sec): 3 clusters Score: Raw -710189.289364 + Penalty 4197.936385 = -705991.352979 nChanged 8 SP:Iteration 83Q (1690.790000 sec): 3 clusters Score: Raw -710192.448127 + Penalty 4197.936385 = -705994.511741 nChanged 10 SP:Iteration 84Q (1690.810000 sec): 3 clusters Score: Raw -710195.972145 + Penalty 4197.936385 = -705998.035760 nChanged 6 SP:Iteration 85Q (1690.830000 sec): 3 clusters Score: Raw -710198.115109 + Penalty 4197.936385 = -706000.178724 nChanged 8 SP:Iteration 86Q (1690.860000 sec): 3 clusters Score: Raw -710200.630363 + Penalty 4197.936385 = -706002.693978 nChanged 12 SP:Iteration 87Q (1690.880000 sec): 3 clusters Score: Raw -710205.502661 + Penalty 4197.936385 = -706007.566276 nChanged 8 SP:Iteration 88Q (1690.900000 sec): 3 clusters Score: Raw -710207.940071 + Penalty 4197.936385 = -706010.003686 nChanged 10 SP:Iteration 89Q (1690.920000 sec): 3 clusters Score: Raw -710211.391337 + Penalty 4197.936385 = -706013.454952 nChanged 6 SP:Iteration 90Q (1690.950000 sec): 3 clusters Score: Raw -710214.237564 + Penalty 4197.936385 = -706016.301179 nChanged 14 SP:Iteration 91Q (1690.970000 sec): 3 clusters Score: Raw -710220.717925 + Penalty 4197.936385 = -706022.781540 nChanged 13 SP:Iteration 92Q (1690.990000 sec): 3 clusters Score: Raw -710227.364120 + Penalty 4197.936385 = -706029.427734 nChanged 13 SP:Iteration 93Q (1691.020000 sec): 3 clusters Score: Raw -710233.391446 + Penalty 4197.936385 = -706035.455061 nChanged 13 SP:Iteration 94Q (1691.040000 sec): 3 clusters Score: Raw -710239.914550 + Penalty 4197.936385 = -706041.978164 nChanged 11 SP:Iteration 95Q (1691.060000 sec): 3 clusters Score: Raw -710245.640790 + Penalty 4197.936385 = -706047.704405 nChanged 17 SP:Iteration 96Q (1691.080000 sec): 3 clusters Score: Raw -710252.715967 + Penalty 4197.936385 = -706054.779582 nChanged 14 SP:Iteration 97Q (1691.110000 sec): 3 clusters Score: Raw -710258.782485 + Penalty 4197.936385 = -706060.846100 nChanged 19 SP:Iteration 98Q (1691.130000 sec): 3 clusters Score: Raw -710268.351478 + Penalty 4197.936385 = -706070.415093 nChanged 32 SP:Iteration 99Q (1691.150000 sec): 3 clusters Score: Raw -710288.628053 + Penalty 4197.936385 = -706090.691667 nChanged 30 SP:Iteration 100F (1691.180000 sec): 3 clusters Score: Raw -710305.612476 + Penalty 4197.936385 = -706107.676091 nChanged 24 SP:Iteration 101Q (1691.200000 sec): 3 clusters Score: Raw -710316.049694 + Penalty 4197.936385 = -706118.113308 nChanged 21 SP:Iteration 102Q (1691.220000 sec): 3 clusters Score: Raw -710326.077978 + Penalty 4197.936385 = -706128.141592 nChanged 22 SP:Iteration 103Q (1691.240000 sec): 3 clusters Score: Raw -710333.907510 + Penalty 4197.936385 = -706135.971125 nChanged 20 SP:Iteration 104Q (1691.260000 sec): 3 clusters Score: Raw -710341.791784 + Penalty 4197.936385 = -706143.855399 nChanged 19 SP:Iteration 105Q (1691.290000 sec): 3 clusters Score: Raw -710350.695546 + Penalty 4197.936385 = -706152.759161 nChanged 18 SP:Iteration 106Q (1691.310000 sec): 3 clusters Score: Raw -710358.860306 + Penalty 4197.936385 = -706160.923921 nChanged 22 SP:Iteration 107Q (1691.330000 sec): 3 clusters Score: Raw -710372.696789 + Penalty 4197.936385 = -706174.760404 nChanged 20 SP:Iteration 108Q (1691.350000 sec): 3 clusters Score: Raw -710384.343187 + Penalty 4197.936385 = -706186.406801 nChanged 17 SP:Iteration 109Q (1691.380000 sec): 3 clusters Score: Raw -710395.294928 + Penalty 4197.936385 = -706197.358542 nChanged 25 SP:Iteration 110Q (1691.400000 sec): 3 clusters Score: Raw -710410.302658 + Penalty 4197.936385 = -706212.366273 nChanged 27 SP:Iteration 111Q (1691.420000 sec): 3 clusters Score: Raw -710424.265796 + Penalty 4197.936385 = -706226.329411 nChanged 21 SP:Iteration 112Q (1691.440000 sec): 3 clusters Score: Raw -710434.443571 + Penalty 4197.936385 = -706236.507185 nChanged 21 SP:Iteration 113Q (1691.460000 sec): 3 clusters Score: Raw -710450.566569 + Penalty 4197.936385 = -706252.630184 nChanged 24 SP:Iteration 114Q (1691.480000 sec): 3 clusters Score: Raw -710467.224669 + Penalty 4197.936385 = -706269.288284 nChanged 28 SP:Iteration 115Q (1691.500000 sec): 3 clusters Score: Raw -710482.532459 + Penalty 4197.936385 = -706284.596073 nChanged 20 SP:Iteration 116Q (1691.520000 sec): 3 clusters Score: Raw -710496.762953 + Penalty 4197.936385 = -706298.826567 nChanged 15 SP:Iteration 117Q (1691.540000 sec): 3 clusters Score: Raw -710504.488746 + Penalty 4197.936385 = -706306.552360 nChanged 9 SP:Iteration 118Q (1691.560000 sec): 3 clusters Score: Raw -710509.804263 + Penalty 4197.936385 = -706311.867878 nChanged 6 SP:Iteration 119Q (1691.580000 sec): 3 clusters Score: Raw -710513.794213 + Penalty 4197.936385 = -706315.857828 nChanged 5 SP:Iteration 120F (1691.610000 sec): 3 clusters Score: Raw -710516.237612 + Penalty 4197.936385 = -706318.301227 nChanged 4 SP:Iteration 121Q (1691.630000 sec): 3 clusters Score: Raw -710517.919759 + Penalty 4197.936385 = -706319.983374 nChanged 5 SP:Iteration 122Q (1691.650000 sec): 3 clusters Score: Raw -710519.840044 + Penalty 4197.936385 = -706321.903659 nChanged 2 SP:Iteration 123Q (1691.670000 sec): 3 clusters Score: Raw -710520.335203 + Penalty 4197.936385 = -706322.398818 nChanged 1 SP:Iteration 124Q (1691.690000 sec): 3 clusters Score: Raw -710520.676348 + Penalty 4197.936385 = -706322.739962 nChanged 1 SP:Iteration 125Q (1691.720000 sec): 3 clusters Score: Raw -710521.111987 + Penalty 4197.936385 = -706323.175601 nChanged 3 SP:Iteration 126Q (1691.740000 sec): 3 clusters Score: Raw -710522.452499 + Penalty 4197.936385 = -706324.516114 nChanged 2 SP:Iteration 127Q (1691.760000 sec): 3 clusters Score: Raw -710523.084800 + Penalty 4197.936385 = -706325.148415 nChanged 1 SP:Iteration 128Q (1691.780000 sec): 3 clusters Score: Raw -710523.940724 + Penalty 4197.936385 = -706326.004338 nChanged 1 SP:Iteration 129Q (1691.800000 sec): 3 clusters Score: Raw -710524.149058 + Penalty 4197.936385 = -706326.212673 nChanged 0 SP:Iteration 130F (1691.820000 sec): 3 clusters Score: Raw -710524.149058 + Penalty 4197.936385 = -706326.212673 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.830000 sec): 2 clusters Score: Raw -19805.629661 + Penalty 1283.685134 = -18521.944527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.830000 sec): 3 clusters Score: Raw -20163.962750 + Penalty 2567.370267 = -17596.592482 nChanged 24 SP:Iteration 1F (1691.830000 sec): 3 clusters Score: Raw -20339.705652 + Penalty 2567.370267 = -17772.335385 nChanged 5 SP:Iteration 2Q (1691.830000 sec): 3 clusters Score: Raw -20377.020693 + Penalty 2567.370267 = -17809.650426 nChanged 3 SP:Iteration 3Q (1691.830000 sec): 3 clusters Score: Raw -20398.262810 + Penalty 2567.370267 = -17830.892542 nChanged 2 SP:Iteration 4Q (1691.830000 sec): 3 clusters Score: Raw -20403.961357 + Penalty 2567.370267 = -17836.591090 nChanged 1 SP:Iteration 5Q (1691.840000 sec): 3 clusters Score: Raw -20404.786359 + Penalty 2567.370267 = -17837.416091 nChanged 0 SP:Iteration 6F (1691.840000 sec): 3 clusters Score: Raw -20404.786359 + Penalty 2567.370267 = -17837.416091 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.840000 sec): 2 clusters Score: Raw -97527.180338 + Penalty 1635.753567 = -95891.426770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.840000 sec): 3 clusters Score: Raw -97516.554113 + Penalty 3271.507135 = -94245.046979 nChanged 171 SP:Iteration 1F (1691.850000 sec): 3 clusters Score: Raw -98094.047559 + Penalty 3271.507135 = -94822.540424 nChanged 119 SP:Iteration 2F (1691.850000 sec): 3 clusters Score: Raw -98737.894973 + Penalty 3271.507135 = -95466.387838 nChanged 91 SP:Iteration 3F (1691.860000 sec): 3 clusters Score: Raw -99351.541455 + Penalty 3271.507135 = -96080.034320 nChanged 47 SP:Iteration 4F (1691.860000 sec): 3 clusters Score: Raw -100585.824344 + Penalty 3271.507135 = -97314.317209 nChanged 22 SP:Iteration 5Q (1691.860000 sec): 3 clusters Score: Raw -101536.712176 + Penalty 3271.507135 = -98265.205041 nChanged 6 SP:Iteration 6Q (1691.860000 sec): 3 clusters Score: Raw -101936.742151 + Penalty 3271.507135 = -98665.235016 nChanged 2 SP:Iteration 7Q (1691.870000 sec): 3 clusters Score: Raw -101945.955119 + Penalty 3271.507135 = -98674.447984 nChanged 0 SP:Iteration 8F (1691.870000 sec): 3 clusters Score: Raw -101946.440373 + Penalty 3271.507135 = -98674.933238 nChanged 1 SP:Iteration 9Q (1691.880000 sec): 3 clusters Score: Raw -101952.710521 + Penalty 3271.507135 = -98681.203386 nChanged 0 SP:Iteration 10F (1691.880000 sec): 3 clusters Score: Raw -101952.710521 + Penalty 3271.507135 = -98681.203386 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 4.92 GB. Trying to split cluster 29 (3793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1691.900000 sec): 2 clusters Score: Raw -585880.928240 + Penalty 2043.746310 = -583837.181930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1691.920000 sec): 3 clusters Score: Raw -584205.118249 + Penalty 4087.492621 = -580117.625628 nChanged 1357 SP:Iteration 1F (1691.940000 sec): 3 clusters Score: Raw -584961.564996 + Penalty 4087.492621 = -580874.072375 nChanged 287 SP:Iteration 2F (1691.960000 sec): 3 clusters Score: Raw -585146.256145 + Penalty 4087.492621 = -581058.763524 nChanged 177 SP:Iteration 3Q (1691.980000 sec): 3 clusters Score: Raw -585240.306023 + Penalty 4087.492621 = -581152.813402 nChanged 114 SP:Iteration 4Q (1692.000000 sec): 3 clusters Score: Raw -585303.101164 + Penalty 4087.492621 = -581215.608544 nChanged 87 SP:Iteration 5Q (1692.020000 sec): 3 clusters Score: Raw -585352.884779 + Penalty 4087.492621 = -581265.392159 nChanged 72 SP:Iteration 6Q (1692.040000 sec): 3 clusters Score: Raw -585390.531103 + Penalty 4087.492621 = -581303.038482 nChanged 52 SP:Iteration 7Q (1692.050000 sec): 3 clusters Score: Raw -585415.357690 + Penalty 4087.492621 = -581327.865069 nChanged 52 SP:Iteration 8Q (1692.070000 sec): 3 clusters Score: Raw -585438.331136 + Penalty 4087.492621 = -581350.838515 nChanged 43 SP:Iteration 9Q (1692.090000 sec): 3 clusters Score: Raw -585461.056714 + Penalty 4087.492621 = -581373.564093 nChanged 41 SP:Iteration 10Q (1692.110000 sec): 3 clusters Score: Raw -585481.042217 + Penalty 4087.492621 = -581393.549597 nChanged 33 SP:Iteration 11Q (1692.130000 sec): 3 clusters Score: Raw -585498.004718 + Penalty 4087.492621 = -581410.512098 nChanged 39 SP:Iteration 12Q (1692.150000 sec): 3 clusters Score: Raw -585519.621400 + Penalty 4087.492621 = -581432.128779 nChanged 46 SP:Iteration 13Q (1692.170000 sec): 3 clusters Score: Raw -585545.583791 + Penalty 4087.492621 = -581458.091170 nChanged 42 SP:Iteration 14Q (1692.190000 sec): 3 clusters Score: Raw -585568.554612 + Penalty 4087.492621 = -581481.061992 nChanged 46 SP:Iteration 15Q (1692.200000 sec): 3 clusters Score: Raw -585593.872916 + Penalty 4087.492621 = -581506.380295 nChanged 61 SP:Iteration 16Q (1692.220000 sec): 3 clusters Score: Raw -585626.248649 + Penalty 4087.492621 = -581538.756028 nChanged 43 SP:Iteration 17Q (1692.240000 sec): 3 clusters Score: Raw -585647.427540 + Penalty 4087.492621 = -581559.934919 nChanged 51 SP:Iteration 18Q (1692.260000 sec): 3 clusters Score: Raw -585675.518310 + Penalty 4087.492621 = -581588.025689 nChanged 56 SP:Iteration 19Q (1692.280000 sec): 3 clusters Score: Raw -585704.190958 + Penalty 4087.492621 = -581616.698337 nChanged 51 SP:Iteration 20F (1692.300000 sec): 3 clusters Score: Raw -585727.479091 + Penalty 4087.492621 = -581639.986470 nChanged 55 SP:Iteration 21Q (1692.320000 sec): 3 clusters Score: Raw -585753.342356 + Penalty 4087.492621 = -581665.849735 nChanged 46 SP:Iteration 22Q (1692.340000 sec): 3 clusters Score: Raw -585777.907203 + Penalty 4087.492621 = -581690.414582 nChanged 50 SP:Iteration 23Q (1692.360000 sec): 3 clusters Score: Raw -585806.251095 + Penalty 4087.492621 = -581718.758475 nChanged 50 SP:Iteration 24Q (1692.380000 sec): 3 clusters Score: Raw -585835.585468 + Penalty 4087.492621 = -581748.092847 nChanged 56 SP:Iteration 25Q (1692.390000 sec): 3 clusters Score: Raw -585864.152271 + Penalty 4087.492621 = -581776.659650 nChanged 48 SP:Iteration 26Q (1692.410000 sec): 3 clusters Score: Raw -585888.247475 + Penalty 4087.492621 = -581800.754855 nChanged 46 SP:Iteration 27Q (1692.430000 sec): 3 clusters Score: Raw -585919.460513 + Penalty 4087.492621 = -581831.967893 nChanged 59 SP:Iteration 28Q (1692.450000 sec): 3 clusters Score: Raw -585958.333300 + Penalty 4087.492621 = -581870.840680 nChanged 56 SP:Iteration 29Q (1692.470000 sec): 3 clusters Score: Raw -585995.915555 + Penalty 4087.492621 = -581908.422935 nChanged 55 SP:Iteration 30Q (1692.480000 sec): 3 clusters Score: Raw -586033.013589 + Penalty 4087.492621 = -581945.520968 nChanged 51 SP:Iteration 31Q (1692.500000 sec): 3 clusters Score: Raw -586064.772617 + Penalty 4087.492621 = -581977.279996 nChanged 46 SP:Iteration 32Q (1692.520000 sec): 3 clusters Score: Raw -586098.306968 + Penalty 4087.492621 = -582010.814348 nChanged 33 SP:Iteration 33Q (1692.540000 sec): 3 clusters Score: Raw -586129.112808 + Penalty 4087.492621 = -582041.620188 nChanged 34 SP:Iteration 34Q (1692.560000 sec): 3 clusters Score: Raw -586156.612990 + Penalty 4087.492621 = -582069.120369 nChanged 34 SP:Iteration 35Q (1692.580000 sec): 3 clusters Score: Raw -586183.417352 + Penalty 4087.492621 = -582095.924732 nChanged 31 SP:Iteration 36Q (1692.600000 sec): 3 clusters Score: Raw -586208.167276 + Penalty 4087.492621 = -582120.674655 nChanged 21 SP:Iteration 37Q (1692.610000 sec): 3 clusters Score: Raw -586228.756955 + Penalty 4087.492621 = -582141.264334 nChanged 23 SP:Iteration 38Q (1692.630000 sec): 3 clusters Score: Raw -586248.739347 + Penalty 4087.492621 = -582161.246726 nChanged 18 SP:Iteration 39Q (1692.650000 sec): 3 clusters Score: Raw -586261.597870 + Penalty 4087.492621 = -582174.105249 nChanged 12 SP:Iteration 40F (1692.660000 sec): 3 clusters Score: Raw -586271.192137 + Penalty 4087.492621 = -582183.699516 nChanged 12 SP:Iteration 41Q (1692.680000 sec): 3 clusters Score: Raw -586282.033852 + Penalty 4087.492621 = -582194.541232 nChanged 9 SP:Iteration 42Q (1692.700000 sec): 3 clusters Score: Raw -586290.151854 + Penalty 4087.492621 = -582202.659233 nChanged 13 SP:Iteration 43Q (1692.720000 sec): 3 clusters Score: Raw -586301.043726 + Penalty 4087.492621 = -582213.551106 nChanged 14 SP:Iteration 44Q (1692.740000 sec): 3 clusters Score: Raw -586312.870172 + Penalty 4087.492621 = -582225.377551 nChanged 10 SP:Iteration 45Q (1692.750000 sec): 3 clusters Score: Raw -586319.211839 + Penalty 4087.492621 = -582231.719218 nChanged 9 SP:Iteration 46Q (1692.770000 sec): 3 clusters Score: Raw -586326.189907 + Penalty 4087.492621 = -582238.697286 nChanged 8 SP:Iteration 47Q (1692.780000 sec): 3 clusters Score: Raw -586335.097684 + Penalty 4087.492621 = -582247.605064 nChanged 3 SP:Iteration 48Q (1692.800000 sec): 3 clusters Score: Raw -586338.542505 + Penalty 4087.492621 = -582251.049885 nChanged 5 SP:Iteration 49Q (1692.820000 sec): 3 clusters Score: Raw -586341.872176 + Penalty 4087.492621 = -582254.379556 nChanged 2 SP:Iteration 50Q (1692.840000 sec): 3 clusters Score: Raw -586344.244497 + Penalty 4087.492621 = -582256.751877 nChanged 2 SP:Iteration 51Q (1692.850000 sec): 3 clusters Score: Raw -586346.909654 + Penalty 4087.492621 = -582259.417033 nChanged 7 SP:Iteration 52Q (1692.870000 sec): 3 clusters Score: Raw -586353.312611 + Penalty 4087.492621 = -582265.819990 nChanged 7 SP:Iteration 53Q (1692.880000 sec): 3 clusters Score: Raw -586359.341933 + Penalty 4087.492621 = -582271.849312 nChanged 7 SP:Iteration 54Q (1692.900000 sec): 3 clusters Score: Raw -586365.340742 + Penalty 4087.492621 = -582277.848121 nChanged 5 SP:Iteration 55Q (1692.920000 sec): 3 clusters Score: Raw -586369.064211 + Penalty 4087.492621 = -582281.571590 nChanged 5 SP:Iteration 56Q (1692.930000 sec): 3 clusters Score: Raw -586372.794909 + Penalty 4087.492621 = -582285.302289 nChanged 5 SP:Iteration 57Q (1692.950000 sec): 3 clusters Score: Raw -586378.368733 + Penalty 4087.492621 = -582290.876113 nChanged 5 SP:Iteration 58Q (1692.960000 sec): 3 clusters Score: Raw -586382.763961 + Penalty 4087.492621 = -582295.271340 nChanged 1 SP:Iteration 59Q (1692.980000 sec): 3 clusters Score: Raw -586383.627107 + Penalty 4087.492621 = -582296.134487 nChanged 1 SP:Iteration 60F (1693.000000 sec): 3 clusters Score: Raw -586384.050336 + Penalty 4087.492621 = -582296.557715 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.010000 sec): 2 clusters Score: Raw -119676.398112 + Penalty 1714.360219 = -117962.037892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.020000 sec): 3 clusters Score: Raw -119986.130443 + Penalty 3428.720439 = -116557.410004 nChanged 347 SP:Iteration 1F (1693.020000 sec): 3 clusters Score: Raw -122501.448346 + Penalty 3428.720439 = -119072.727907 nChanged 115 SP:Iteration 2F (1693.020000 sec): 3 clusters Score: Raw -123821.162238 + Penalty 3428.720439 = -120392.441799 nChanged 29 SP:Iteration 3Q (1693.030000 sec): 3 clusters Score: Raw -123986.368241 + Penalty 3428.720439 = -120557.647802 nChanged 17 SP:Iteration 4Q (1693.030000 sec): 3 clusters Score: Raw -124114.636716 + Penalty 3428.720439 = -120685.916277 nChanged 9 SP:Iteration 5Q (1693.040000 sec): 3 clusters Score: Raw -124218.306881 + Penalty 3428.720439 = -120789.586442 nChanged 13 SP:Iteration 6Q (1693.040000 sec): 3 clusters Score: Raw -124378.852889 + Penalty 3428.720439 = -120950.132450 nChanged 1 SP:Iteration 7Q (1693.040000 sec): 3 clusters Score: Raw -124380.424296 + Penalty 3428.720439 = -120951.703857 nChanged 0 SP:Iteration 8F (1693.050000 sec): 3 clusters Score: Raw -124380.424296 + Penalty 3428.720439 = -120951.703857 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 4.92 GB. Trying to split cluster 33 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1693.060000 sec): 2 clusters Score: Raw -66269.275495 + Penalty 1550.949545 = -64718.325950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.060000 sec): 3 clusters Score: Raw -66403.859112 + Penalty 3101.899091 = -63301.960021 nChanged 134 SP:Iteration 1F (1693.060000 sec): 3 clusters Score: Raw -66759.261829 + Penalty 3101.899091 = -63657.362739 nChanged 66 SP:Iteration 2F (1693.060000 sec): 3 clusters Score: Raw -66989.740133 + Penalty 3101.899091 = -63887.841042 nChanged 41 SP:Iteration 3F (1693.070000 sec): 3 clusters Score: Raw -67181.226953 + Penalty 3101.899091 = -64079.327863 nChanged 28 SP:Iteration 4F (1693.070000 sec): 3 clusters Score: Raw -67315.393026 + Penalty 3101.899091 = -64213.493936 nChanged 14 SP:Iteration 5Q (1693.070000 sec): 3 clusters Score: Raw -67375.593381 + Penalty 3101.899091 = -64273.694290 nChanged 6 SP:Iteration 6Q (1693.080000 sec): 3 clusters Score: Raw -67406.037222 + Penalty 3101.899091 = -64304.138132 nChanged 2 SP:Iteration 7Q (1693.080000 sec): 3 clusters Score: Raw -67421.818059 + Penalty 3101.899091 = -64319.918969 nChanged 6 SP:Iteration 8Q (1693.080000 sec): 3 clusters Score: Raw -67451.081915 + Penalty 3101.899091 = -64349.182824 nChanged 5 SP:Iteration 9Q (1693.080000 sec): 3 clusters Score: Raw -67477.193266 + Penalty 3101.899091 = -64375.294176 nChanged 7 SP:Iteration 10Q (1693.080000 sec): 3 clusters Score: Raw -67514.532547 + Penalty 3101.899091 = -64412.633457 nChanged 4 SP:Iteration 11Q (1693.080000 sec): 3 clusters Score: Raw -67618.584348 + Penalty 3101.899091 = -64516.685258 nChanged 3 SP:Iteration 12Q (1693.090000 sec): 3 clusters Score: Raw -67631.017591 + Penalty 3101.899091 = -64529.118500 nChanged 2 SP:Iteration 13Q (1693.090000 sec): 3 clusters Score: Raw -67645.208615 + Penalty 3101.899091 = -64543.309524 nChanged 2 SP:Iteration 14Q (1693.090000 sec): 3 clusters Score: Raw -67654.914544 + Penalty 3101.899091 = -64553.015453 nChanged 0 SP:Iteration 15F (1693.100000 sec): 3 clusters Score: Raw -67654.914544 + Penalty 3101.899091 = -64553.015453 nChanged 0 Iteration 99Q (1703.240000 sec): 38 clusters Score: Raw -99177679.179083 + Penalty 122825.711551 = -99054853.467531 nChanged 586 Iteration 100F (1747.070000 sec): 38 clusters Score: Raw -99187868.674790 + Penalty 122825.711551 = -99065042.963238 nChanged 453 Iteration 101Q (1756.980000 sec): 38 clusters Score: Raw -99192916.124133 + Penalty 122825.711551 = -99070090.412581 nChanged 273 Iteration 102Q (1766.870000 sec): 38 clusters Score: Raw -99193264.571781 + Penalty 122825.711551 = -99070438.860230 nChanged 223 Iteration 103Q (1776.760000 sec): 38 clusters Score: Raw -99193412.895829 + Penalty 122825.711551 = -99070587.184277 nChanged 169 Iteration 104Q (1786.650000 sec): 38 clusters Score: Raw -99193472.237193 + Penalty 122825.711551 = -99070646.525641 nChanged 126 Iteration 105Q (1796.530000 sec): 38 clusters Score: Raw -99193500.656414 + Penalty 122825.711551 = -99070674.944862 nChanged 103 Iteration 106Q (1806.430000 sec): 38 clusters Score: Raw -99193526.699284 + Penalty 122825.711551 = -99070700.987733 nChanged 85 Iteration 107Q (1816.310000 sec): 38 clusters Score: Raw -99193541.653355 + Penalty 122825.711551 = -99070715.941803 nChanged 78 Iteration 108Q (1826.160000 sec): 38 clusters Score: Raw -99193550.710591 + Penalty 122825.711551 = -99070724.999040 nChanged 62 Iteration 109Q (1836.050000 sec): 38 clusters Score: Raw -99193556.961031 + Penalty 122825.711551 = -99070731.249480 nChanged 47 Iteration 110Q (1845.950000 sec): 38 clusters Score: Raw -99193559.275653 + Penalty 122825.711551 = -99070733.564101 nChanged 45 Iteration 111Q (1855.830000 sec): 38 clusters Score: Raw -99193561.901712 + Penalty 122825.711551 = -99070736.190160 nChanged 33 Iteration 112Q (1865.710000 sec): 38 clusters Score: Raw -99193563.936630 + Penalty 122825.711551 = -99070738.225078 nChanged 33 Iteration 113Q (1875.570000 sec): 38 clusters Score: Raw -99193566.151691 + Penalty 122825.711551 = -99070740.440139 nChanged 29 Iteration 114Q (1885.430000 sec): 38 clusters Score: Raw -99193567.414183 + Penalty 122825.711551 = -99070741.702631 nChanged 24 Iteration 115Q (1894.190000 sec): 38 clusters Score: Raw -99193568.963772 + Penalty 122825.711551 = -99070743.252220 nChanged 24 Iteration 116Q (1902.420000 sec): 38 clusters Score: Raw -99193570.622625 + Penalty 122825.711551 = -99070744.911074 nChanged 30 Iteration 117Q (1910.670000 sec): 38 clusters Score: Raw -99193572.244072 + Penalty 122825.711551 = -99070746.532520 nChanged 25 Iteration 118Q (1918.910000 sec): 38 clusters Score: Raw -99193574.184335 + Penalty 122825.711551 = -99070748.472784 nChanged 22 Iteration 119Q (1927.120000 sec): 38 clusters Score: Raw -99193575.166832 + Penalty 122825.711551 = -99070749.455280 nChanged 18 Iteration 120F (1970.040000 sec): 38 clusters Score: Raw -99199752.087091 + Penalty 122825.711551 = -99076926.375540 nChanged 117 Iteration 121Q (1978.360000 sec): 38 clusters Score: Raw -99204279.208075 + Penalty 122825.711551 = -99081453.496523 nChanged 43 Iteration 122Q (1986.650000 sec): 38 clusters Score: Raw -99204382.034294 + Penalty 122825.711551 = -99081556.322742 nChanged 32 Iteration 123Q (1994.950000 sec): 38 clusters Score: Raw -99204458.335110 + Penalty 122825.711551 = -99081632.623559 nChanged 23 Iteration 124Q (2003.220000 sec): 38 clusters Score: Raw -99204492.168327 + Penalty 122825.711551 = -99081666.456776 nChanged 17 Iteration 125Q (2011.500000 sec): 38 clusters Score: Raw -99204514.238731 + Penalty 122825.711551 = -99081688.527179 nChanged 17 Iteration 126Q (2019.770000 sec): 38 clusters Score: Raw -99204526.172182 + Penalty 122825.711551 = -99081700.460631 nChanged 19 Iteration 127Q (2028.050000 sec): 38 clusters Score: Raw -99204536.960183 + Penalty 122825.711551 = -99081711.248632 nChanged 16 Iteration 128Q (2036.310000 sec): 38 clusters Score: Raw -99204539.803676 + Penalty 122825.711551 = -99081714.092125 nChanged 17 Iteration 129Q (2044.560000 sec): 38 clusters Score: Raw -99204542.874528 + Penalty 122825.711551 = -99081717.162977 nChanged 11 Iteration 130Q (2052.840000 sec): 38 clusters Score: Raw -99204546.559654 + Penalty 122825.711551 = -99081720.848103 nChanged 1 Iteration 131Q (2061.090000 sec): 38 clusters Score: Raw -99204546.607261 + Penalty 122825.711551 = -99081720.895709 nChanged 2 Iteration 132Q (2069.350000 sec): 38 clusters Score: Raw -99204546.708896 + Penalty 122825.711551 = -99081720.997344 nChanged 4 Iteration 133Q (2077.600000 sec): 38 clusters Score: Raw -99204546.856559 + Penalty 122825.711551 = -99081721.145008 nChanged 2 Iteration 134Q (2085.870000 sec): 38 clusters Score: Raw -99204546.994312 + Penalty 122825.711551 = -99081721.282760 nChanged 4 Iteration 135Q (2094.130000 sec): 38 clusters Score: Raw -99204547.360800 + Penalty 122825.711551 = -99081721.649248 nChanged 6 Iteration 136Q (2102.390000 sec): 38 clusters Score: Raw -99204547.885177 + Penalty 122825.711551 = -99081722.173625 nChanged 8 Iteration 137Q (2110.660000 sec): 38 clusters Score: Raw -99204548.413926 + Penalty 122825.711551 = -99081722.702375 nChanged 7 Iteration 138Q (2118.950000 sec): 38 clusters Score: Raw -99204548.774982 + Penalty 122825.711551 = -99081723.063430 nChanged 8 Writing temp clu file Because OldScore, -99081722.702375, is greater than current (better) Score,-99081723.063430 Compute initial score before splitting: Score: Raw -99204548.774982 + Penalty 122825.711551 = -99081723.063430 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.210000 sec): 2 clusters Score: Raw -4555462.776852 + Penalty 2546.866407 = -4552915.910446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.360000 sec): 3 clusters Score: Raw -4538268.708355 + Penalty 5093.732814 = -4533174.975541 nChanged 12997 SP:Iteration 1F (2119.510000 sec): 3 clusters Score: Raw -4545302.589857 + Penalty 5093.732814 = -4540208.857044 nChanged 1404 SP:Iteration 2Q (2119.660000 sec): 3 clusters Score: Raw -4545776.148917 + Penalty 5093.732814 = -4540682.416103 nChanged 1342 SP:Iteration 3Q (2119.820000 sec): 3 clusters Score: Raw -4546290.741754 + Penalty 5093.732814 = -4541197.008940 nChanged 1407 SP:Iteration 4Q (2119.970000 sec): 3 clusters Score: Raw -4546925.404551 + Penalty 5093.732814 = -4541831.671738 nChanged 1627 SP:Iteration 5F (2120.120000 sec): 3 clusters Score: Raw -4547874.043203 + Penalty 5093.732814 = -4542780.310389 nChanged 1904 SP:Iteration 6F (2120.260000 sec): 3 clusters Score: Raw -4549215.884409 + Penalty 5093.732814 = -4544122.151595 nChanged 2046 SP:Iteration 7F (2120.410000 sec): 3 clusters Score: Raw -4550838.005920 + Penalty 5093.732814 = -4545744.273106 nChanged 1884 SP:Iteration 8F (2120.560000 sec): 3 clusters Score: Raw -4552364.553998 + Penalty 5093.732814 = -4547270.821184 nChanged 1425 SP:Iteration 9Q (2120.700000 sec): 3 clusters Score: Raw -4553511.576187 + Penalty 5093.732814 = -4548417.843373 nChanged 992 SP:Iteration 10Q (2120.850000 sec): 3 clusters Score: Raw -4554266.245607 + Penalty 5093.732814 = -4549172.512793 nChanged 664 SP:Iteration 11Q (2121.000000 sec): 3 clusters Score: Raw -4554766.668756 + Penalty 5093.732814 = -4549672.935943 nChanged 432 SP:Iteration 12Q (2121.140000 sec): 3 clusters Score: Raw -4555087.594111 + Penalty 5093.732814 = -4549993.861298 nChanged 290 SP:Iteration 13Q (2121.270000 sec): 3 clusters Score: Raw -4555321.574822 + Penalty 5093.732814 = -4550227.842008 nChanged 184 SP:Iteration 14Q (2121.400000 sec): 3 clusters Score: Raw -4555464.631798 + Penalty 5093.732814 = -4550370.898984 nChanged 136 SP:Iteration 15Q (2121.520000 sec): 3 clusters Score: Raw -4555571.485919 + Penalty 5093.732814 = -4550477.753106 nChanged 73 SP:Iteration 16Q (2121.640000 sec): 3 clusters Score: Raw -4555636.104556 + Penalty 5093.732814 = -4550542.371743 nChanged 56 SP:Iteration 17Q (2121.750000 sec): 3 clusters Score: Raw -4555683.785254 + Penalty 5093.732814 = -4550590.052440 nChanged 46 SP:Iteration 18Q (2121.860000 sec): 3 clusters Score: Raw -4555731.172692 + Penalty 5093.732814 = -4550637.439879 nChanged 38 SP:Iteration 19Q (2121.980000 sec): 3 clusters Score: Raw -4555768.053329 + Penalty 5093.732814 = -4550674.320515 nChanged 24 SP:Iteration 20F (2122.120000 sec): 3 clusters Score: Raw -4555791.147118 + Penalty 5093.732814 = -4550697.414304 nChanged 12 SP:Iteration 21Q (2122.230000 sec): 3 clusters Score: Raw -4555800.763624 + Penalty 5093.732814 = -4550707.030810 nChanged 13 SP:Iteration 22Q (2122.340000 sec): 3 clusters Score: Raw -4555810.598027 + Penalty 5093.732814 = -4550716.865213 nChanged 7 SP:Iteration 23Q (2122.450000 sec): 3 clusters Score: Raw -4555816.004207 + Penalty 5093.732814 = -4550722.271393 nChanged 1 SP:Iteration 24Q (2122.560000 sec): 3 clusters Score: Raw -4555816.678505 + Penalty 5093.732814 = -4550722.945692 nChanged 1 SP:Iteration 25Q (2122.670000 sec): 3 clusters Score: Raw -4555817.799605 + Penalty 5093.732814 = -4550724.066792 nChanged 2 SP:Iteration 26Q (2122.780000 sec): 3 clusters Score: Raw -4555819.594978 + Penalty 5093.732814 = -4550725.862164 nChanged 1 SP:Iteration 27Q (2122.890000 sec): 3 clusters Score: Raw -4555820.179580 + Penalty 5093.732814 = -4550726.446766 nChanged 1 SP:Iteration 28Q (2123.000000 sec): 3 clusters Score: Raw -4555821.430087 + Penalty 5093.732814 = -4550727.697273 nChanged 1 SP:Iteration 29Q (2123.110000 sec): 3 clusters Score: Raw -4555822.726799 + Penalty 5093.732814 = -4550728.993985 nChanged 2 SP:Iteration 30Q (2123.220000 sec): 3 clusters Score: Raw -4555823.712237 + Penalty 5093.732814 = -4550729.979424 nChanged 1 SP:Iteration 31Q (2123.320000 sec): 3 clusters Score: Raw -4555824.149914 + Penalty 5093.732814 = -4550730.417100 nChanged 0 SP:Iteration 32F (2123.470000 sec): 3 clusters Score: Raw -4555824.149914 + Penalty 5093.732814 = -4550730.417100 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.490000 sec): 2 clusters Score: Raw -45975.499322 + Penalty 1437.422322 = -44538.077000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.490000 sec): 3 clusters Score: Raw -46143.555844 + Penalty 2874.844644 = -43268.711200 nChanged 48 SP:Iteration 1F (2123.490000 sec): 3 clusters Score: Raw -46427.317931 + Penalty 2874.844644 = -43552.473286 nChanged 20 SP:Iteration 2F (2123.490000 sec): 3 clusters Score: Raw -46553.001967 + Penalty 2874.844644 = -43678.157322 nChanged 18 SP:Iteration 3F (2123.500000 sec): 3 clusters Score: Raw -46669.881211 + Penalty 2874.844644 = -43795.036567 nChanged 15 SP:Iteration 4Q (2123.500000 sec): 3 clusters Score: Raw -46935.740363 + Penalty 2874.844644 = -44060.895719 nChanged 17 SP:Iteration 5F (2123.500000 sec): 3 clusters Score: Raw -46992.033667 + Penalty 2874.844644 = -44117.189023 nChanged 7 SP:Iteration 6Q (2123.500000 sec): 3 clusters Score: Raw -47010.912116 + Penalty 2874.844644 = -44136.067472 nChanged 2 SP:Iteration 7Q (2123.500000 sec): 3 clusters Score: Raw -47017.706368 + Penalty 2874.844644 = -44142.861724 nChanged 2 SP:Iteration 8Q (2123.500000 sec): 3 clusters Score: Raw -47030.578440 + Penalty 2874.844644 = -44155.733796 nChanged 2 SP:Iteration 9Q (2123.500000 sec): 3 clusters Score: Raw -47040.150934 + Penalty 2874.844644 = -44165.306290 nChanged 2 SP:Iteration 10Q (2123.510000 sec): 3 clusters Score: Raw -47049.635276 + Penalty 2874.844644 = -44174.790632 nChanged 0 SP:Iteration 11F (2123.510000 sec): 3 clusters Score: Raw -47049.635276 + Penalty 2874.844644 = -44174.790632 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.530000 sec): 2 clusters Score: Raw -726277.694837 + Penalty 2098.811148 = -724178.883690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.560000 sec): 3 clusters Score: Raw -724038.185259 + Penalty 4197.622296 = -719840.562963 nChanged 1817 SP:Iteration 1F (2123.580000 sec): 3 clusters Score: Raw -725228.038347 + Penalty 4197.622296 = -721030.416052 nChanged 436 SP:Iteration 2F (2123.600000 sec): 3 clusters Score: Raw -725689.984857 + Penalty 4197.622296 = -721492.362561 nChanged 380 SP:Iteration 3F (2123.630000 sec): 3 clusters Score: Raw -726040.293277 + Penalty 4197.622296 = -721842.670981 nChanged 303 SP:Iteration 4F (2123.650000 sec): 3 clusters Score: Raw -726283.908214 + Penalty 4197.622296 = -722086.285919 nChanged 251 SP:Iteration 5F (2123.680000 sec): 3 clusters Score: Raw -726468.163211 + Penalty 4197.622296 = -722270.540915 nChanged 175 SP:Iteration 6Q (2123.700000 sec): 3 clusters Score: Raw -726598.047903 + Penalty 4197.622296 = -722400.425607 nChanged 156 SP:Iteration 7Q (2123.720000 sec): 3 clusters Score: Raw -726712.502744 + Penalty 4197.622296 = -722514.880449 nChanged 127 SP:Iteration 8Q (2123.740000 sec): 3 clusters Score: Raw -726801.501188 + Penalty 4197.622296 = -722603.878893 nChanged 112 SP:Iteration 9Q (2123.770000 sec): 3 clusters Score: Raw -726872.578265 + Penalty 4197.622296 = -722674.955970 nChanged 77 SP:Iteration 10Q (2123.790000 sec): 3 clusters Score: Raw -726926.590389 + Penalty 4197.622296 = -722728.968094 nChanged 73 SP:Iteration 11Q (2123.820000 sec): 3 clusters Score: Raw -726980.036784 + Penalty 4197.622296 = -722782.414489 nChanged 66 SP:Iteration 12Q (2123.840000 sec): 3 clusters Score: Raw -727025.398771 + Penalty 4197.622296 = -722827.776476 nChanged 54 SP:Iteration 13Q (2123.860000 sec): 3 clusters Score: Raw -727062.558517 + Penalty 4197.622296 = -722864.936221 nChanged 45 SP:Iteration 14Q (2123.880000 sec): 3 clusters Score: Raw -727087.579417 + Penalty 4197.622296 = -722889.957121 nChanged 31 SP:Iteration 15Q (2123.910000 sec): 3 clusters Score: Raw -727104.096679 + Penalty 4197.622296 = -722906.474383 nChanged 17 SP:Iteration 16Q (2123.930000 sec): 3 clusters Score: Raw -727115.930032 + Penalty 4197.622296 = -722918.307737 nChanged 17 SP:Iteration 17Q (2123.960000 sec): 3 clusters Score: Raw -727126.223539 + Penalty 4197.622296 = -722928.601243 nChanged 18 SP:Iteration 18Q (2123.980000 sec): 3 clusters Score: Raw -727135.611614 + Penalty 4197.622296 = -722937.989319 nChanged 16 SP:Iteration 19Q (2124.000000 sec): 3 clusters Score: Raw -727144.664971 + Penalty 4197.622296 = -722947.042675 nChanged 19 SP:Iteration 20F (2124.020000 sec): 3 clusters Score: Raw -727157.372458 + Penalty 4197.622296 = -722959.750162 nChanged 15 SP:Iteration 21Q (2124.050000 sec): 3 clusters Score: Raw -727165.046487 + Penalty 4197.622296 = -722967.424192 nChanged 9 SP:Iteration 22Q (2124.070000 sec): 3 clusters Score: Raw -727170.048233 + Penalty 4197.622296 = -722972.425937 nChanged 4 SP:Iteration 23Q (2124.100000 sec): 3 clusters Score: Raw -727172.587755 + Penalty 4197.622296 = -722974.965459 nChanged 6 SP:Iteration 24Q (2124.120000 sec): 3 clusters Score: Raw -727176.187188 + Penalty 4197.622296 = -722978.564892 nChanged 7 SP:Iteration 25Q (2124.140000 sec): 3 clusters Score: Raw -727178.494451 + Penalty 4197.622296 = -722980.872155 nChanged 3 SP:Iteration 26Q (2124.170000 sec): 3 clusters Score: Raw -727180.009579 + Penalty 4197.622296 = -722982.387283 nChanged 2 SP:Iteration 27Q (2124.190000 sec): 3 clusters Score: Raw -727181.222179 + Penalty 4197.622296 = -722983.599884 nChanged 2 SP:Iteration 28Q (2124.210000 sec): 3 clusters Score: Raw -727182.255937 + Penalty 4197.622296 = -722984.633641 nChanged 3 SP:Iteration 29Q (2124.230000 sec): 3 clusters Score: Raw -727183.419194 + Penalty 4197.622296 = -722985.796898 nChanged 4 SP:Iteration 30Q (2124.260000 sec): 3 clusters Score: Raw -727185.267917 + Penalty 4197.622296 = -722987.645622 nChanged 1 SP:Iteration 31Q (2124.280000 sec): 3 clusters Score: Raw -727185.653856 + Penalty 4197.622296 = -722988.031560 nChanged 1 SP:Iteration 32Q (2124.300000 sec): 3 clusters Score: Raw -727186.624197 + Penalty 4197.622296 = -722989.001902 nChanged 4 SP:Iteration 33Q (2124.330000 sec): 3 clusters Score: Raw -727189.023969 + Penalty 4197.622296 = -722991.401674 nChanged 4 SP:Iteration 34Q (2124.350000 sec): 3 clusters Score: Raw -727190.607023 + Penalty 4197.622296 = -722992.984727 nChanged 4 SP:Iteration 35Q (2124.370000 sec): 3 clusters Score: Raw -727192.226422 + Penalty 4197.622296 = -722994.604126 nChanged 0 SP:Iteration 36F (2124.390000 sec): 3 clusters Score: Raw -727192.226422 + Penalty 4197.622296 = -722994.604126 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.410000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2124.430000 sec): 3 clusters Score: Raw -579252.077499 + Penalty 4115.705143 = -575136.372356 nChanged 1506 SP:Iteration 1F (2124.450000 sec): 3 clusters Score: Raw -580184.269981 + Penalty 4115.705143 = -576068.564839 nChanged 309 SP:Iteration 2F (2124.470000 sec): 3 clusters Score: Raw -580432.049074 + Penalty 4115.705143 = -576316.343931 nChanged 239 SP:Iteration 3F (2124.490000 sec): 3 clusters Score: Raw -580594.502251 + Penalty 4115.705143 = -576478.797108 nChanged 173 SP:Iteration 4Q (2124.510000 sec): 3 clusters Score: Raw -580728.488116 + Penalty 4115.705143 = -576612.782973 nChanged 166 SP:Iteration 5Q (2124.530000 sec): 3 clusters Score: Raw -580871.198294 + Penalty 4115.705143 = -576755.493151 nChanged 170 SP:Iteration 6Q (2124.550000 sec): 3 clusters Score: Raw -580977.074293 + Penalty 4115.705143 = -576861.369151 nChanged 152 SP:Iteration 7Q (2124.570000 sec): 3 clusters Score: Raw -581075.911292 + Penalty 4115.705143 = -576960.206149 nChanged 136 SP:Iteration 8Q (2124.590000 sec): 3 clusters Score: Raw -581172.351746 + Penalty 4115.705143 = -577056.646603 nChanged 142 SP:Iteration 9Q (2124.610000 sec): 3 clusters Score: Raw -581266.920329 + Penalty 4115.705143 = -577151.215186 nChanged 131 SP:Iteration 10Q (2124.630000 sec): 3 clusters Score: Raw -581362.515291 + Penalty 4115.705143 = -577246.810148 nChanged 136 SP:Iteration 11Q (2124.650000 sec): 3 clusters Score: Raw -581471.667184 + Penalty 4115.705143 = -577355.962041 nChanged 129 SP:Iteration 12Q (2124.670000 sec): 3 clusters Score: Raw -581574.972559 + Penalty 4115.705143 = -577459.267416 nChanged 126 SP:Iteration 13Q (2124.690000 sec): 3 clusters Score: Raw -581678.369995 + Penalty 4115.705143 = -577562.664852 nChanged 117 SP:Iteration 14Q (2124.710000 sec): 3 clusters Score: Raw -581764.026642 + Penalty 4115.705143 = -577648.321499 nChanged 94 SP:Iteration 15Q (2124.730000 sec): 3 clusters Score: Raw -581825.882113 + Penalty 4115.705143 = -577710.176970 nChanged 77 SP:Iteration 16Q (2124.750000 sec): 3 clusters Score: Raw -581876.881494 + Penalty 4115.705143 = -577761.176352 nChanged 69 SP:Iteration 17Q (2124.770000 sec): 3 clusters Score: Raw -581921.914058 + Penalty 4115.705143 = -577806.208915 nChanged 59 SP:Iteration 18Q (2124.790000 sec): 3 clusters Score: Raw -581956.360828 + Penalty 4115.705143 = -577840.655685 nChanged 45 SP:Iteration 19Q (2124.810000 sec): 3 clusters Score: Raw -581984.653162 + Penalty 4115.705143 = -577868.948020 nChanged 40 SP:Iteration 20F (2124.830000 sec): 3 clusters Score: Raw -582008.427123 + Penalty 4115.705143 = -577892.721980 nChanged 25 SP:Iteration 21Q (2124.850000 sec): 3 clusters Score: Raw -582019.787869 + Penalty 4115.705143 = -577904.082726 nChanged 14 SP:Iteration 22Q (2124.870000 sec): 3 clusters Score: Raw -582027.325004 + Penalty 4115.705143 = -577911.619862 nChanged 10 SP:Iteration 23Q (2124.880000 sec): 3 clusters Score: Raw -582031.985106 + Penalty 4115.705143 = -577916.279963 nChanged 9 SP:Iteration 24Q (2124.900000 sec): 3 clusters Score: Raw -582037.907163 + Penalty 4115.705143 = -577922.202020 nChanged 15 SP:Iteration 25Q (2124.920000 sec): 3 clusters Score: Raw -582046.411583 + Penalty 4115.705143 = -577930.706440 nChanged 15 SP:Iteration 26Q (2124.940000 sec): 3 clusters Score: Raw -582054.615330 + Penalty 4115.705143 = -577938.910187 nChanged 11 SP:Iteration 27Q (2124.960000 sec): 3 clusters Score: Raw -582060.457581 + Penalty 4115.705143 = -577944.752439 nChanged 6 SP:Iteration 28Q (2124.980000 sec): 3 clusters Score: Raw -582063.377930 + Penalty 4115.705143 = -577947.672788 nChanged 8 SP:Iteration 29Q (2125.000000 sec): 3 clusters Score: Raw -582067.411408 + Penalty 4115.705143 = -577951.706265 nChanged 5 SP:Iteration 30Q (2125.020000 sec): 3 clusters Score: Raw -582069.841253 + Penalty 4115.705143 = -577954.136110 nChanged 5 SP:Iteration 31Q (2125.030000 sec): 3 clusters Score: Raw -582072.208730 + Penalty 4115.705143 = -577956.503588 nChanged 6 SP:Iteration 32Q (2125.050000 sec): 3 clusters Score: Raw -582075.864474 + Penalty 4115.705143 = -577960.159331 nChanged 6 SP:Iteration 33Q (2125.070000 sec): 3 clusters Score: Raw -582078.903175 + Penalty 4115.705143 = -577963.198032 nChanged 4 SP:Iteration 34Q (2125.090000 sec): 3 clusters Score: Raw -582080.504447 + Penalty 4115.705143 = -577964.799304 nChanged 2 SP:Iteration 35Q (2125.110000 sec): 3 clusters Score: Raw -582081.583645 + Penalty 4115.705143 = -577965.878502 nChanged 2 SP:Iteration 36Q (2125.130000 sec): 3 clusters Score: Raw -582082.977787 + Penalty 4115.705143 = -577967.272644 nChanged 2 SP:Iteration 37Q (2125.150000 sec): 3 clusters Score: Raw -582084.592344 + Penalty 4115.705143 = -577968.887202 nChanged 1 SP:Iteration 38Q (2125.170000 sec): 3 clusters Score: Raw -582086.018365 + Penalty 4115.705143 = -577970.313222 nChanged 3 SP:Iteration 39Q (2125.190000 sec): 3 clusters Score: Raw -582087.626906 + Penalty 4115.705143 = -577971.921764 nChanged 2 SP:Iteration 40F (2125.210000 sec): 3 clusters Score: Raw -582088.393746 + Penalty 4115.705143 = -577972.688604 nChanged 1 SP:Iteration 41Q (2125.230000 sec): 3 clusters Score: Raw -582088.657577 + Penalty 4115.705143 = -577972.952434 nChanged 0 SP:Iteration 42F (2125.250000 sec): 3 clusters Score: Raw -582088.657577 + Penalty 4115.705143 = -577972.952434 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.300000 sec): 2 clusters Score: Raw -1608665.775779 + Penalty 2304.556197 = -1606361.219581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.350000 sec): 3 clusters Score: Raw -1602738.874766 + Penalty 4609.112395 = -1598129.762372 nChanged 4530 SP:Iteration 1F (2125.410000 sec): 3 clusters Score: Raw -1605294.600128 + Penalty 4609.112395 = -1600685.487733 nChanged 818 SP:Iteration 2F (2125.460000 sec): 3 clusters Score: Raw -1605867.040011 + Penalty 4609.112395 = -1601257.927616 nChanged 767 SP:Iteration 3F (2125.510000 sec): 3 clusters Score: Raw -1606486.114332 + Penalty 4609.112395 = -1601877.001937 nChanged 756 SP:Iteration 4F (2125.570000 sec): 3 clusters Score: Raw -1607114.088853 + Penalty 4609.112395 = -1602504.976459 nChanged 736 SP:Iteration 5F (2125.620000 sec): 3 clusters Score: Raw -1607660.826655 + Penalty 4609.112395 = -1603051.714260 nChanged 621 SP:Iteration 6F (2125.670000 sec): 3 clusters Score: Raw -1608100.823801 + Penalty 4609.112395 = -1603491.711406 nChanged 499 SP:Iteration 7Q (2125.730000 sec): 3 clusters Score: Raw -1608413.122401 + Penalty 4609.112395 = -1603804.010006 nChanged 400 SP:Iteration 8Q (2125.780000 sec): 3 clusters Score: Raw -1608645.220155 + Penalty 4609.112395 = -1604036.107761 nChanged 319 SP:Iteration 9Q (2125.830000 sec): 3 clusters Score: Raw -1608844.848117 + Penalty 4609.112395 = -1604235.735723 nChanged 264 SP:Iteration 10Q (2125.890000 sec): 3 clusters Score: Raw -1609012.251766 + Penalty 4609.112395 = -1604403.139371 nChanged 231 SP:Iteration 11Q (2125.940000 sec): 3 clusters Score: Raw -1609153.830933 + Penalty 4609.112395 = -1604544.718538 nChanged 201 SP:Iteration 12Q (2125.990000 sec): 3 clusters Score: Raw -1609270.396682 + Penalty 4609.112395 = -1604661.284287 nChanged 186 SP:Iteration 13Q (2126.040000 sec): 3 clusters Score: Raw -1609377.081101 + Penalty 4609.112395 = -1604767.968706 nChanged 168 SP:Iteration 14Q (2126.090000 sec): 3 clusters Score: Raw -1609472.949114 + Penalty 4609.112395 = -1604863.836719 nChanged 136 SP:Iteration 15Q (2126.140000 sec): 3 clusters Score: Raw -1609535.115805 + Penalty 4609.112395 = -1604926.003410 nChanged 109 SP:Iteration 16Q (2126.190000 sec): 3 clusters Score: Raw -1609581.185848 + Penalty 4609.112395 = -1604972.073454 nChanged 94 SP:Iteration 17Q (2126.240000 sec): 3 clusters Score: Raw -1609616.280854 + Penalty 4609.112395 = -1605007.168460 nChanged 70 SP:Iteration 18Q (2126.290000 sec): 3 clusters Score: Raw -1609642.150107 + Penalty 4609.112395 = -1605033.037712 nChanged 61 SP:Iteration 19Q (2126.340000 sec): 3 clusters Score: Raw -1609662.371544 + Penalty 4609.112395 = -1605053.259149 nChanged 56 SP:Iteration 20F (2126.390000 sec): 3 clusters Score: Raw -1609680.135079 + Penalty 4609.112395 = -1605071.022684 nChanged 45 SP:Iteration 21Q (2126.440000 sec): 3 clusters Score: Raw -1609694.994395 + Penalty 4609.112395 = -1605085.882000 nChanged 35 SP:Iteration 22Q (2126.490000 sec): 3 clusters Score: Raw -1609705.549480 + Penalty 4609.112395 = -1605096.437085 nChanged 38 SP:Iteration 23Q (2126.540000 sec): 3 clusters Score: Raw -1609713.927015 + Penalty 4609.112395 = -1605104.814620 nChanged 18 SP:Iteration 24Q (2126.590000 sec): 3 clusters Score: Raw -1609718.259096 + Penalty 4609.112395 = -1605109.146702 nChanged 13 SP:Iteration 25Q (2126.630000 sec): 3 clusters Score: Raw -1609721.847034 + Penalty 4609.112395 = -1605112.734639 nChanged 18 SP:Iteration 26Q (2126.680000 sec): 3 clusters Score: Raw -1609726.325541 + Penalty 4609.112395 = -1605117.213146 nChanged 17 SP:Iteration 27Q (2126.730000 sec): 3 clusters Score: Raw -1609729.513305 + Penalty 4609.112395 = -1605120.400910 nChanged 8 SP:Iteration 28Q (2126.780000 sec): 3 clusters Score: Raw -1609731.027047 + Penalty 4609.112395 = -1605121.914652 nChanged 5 SP:Iteration 29Q (2126.830000 sec): 3 clusters Score: Raw -1609732.663208 + Penalty 4609.112395 = -1605123.550813 nChanged 6 SP:Iteration 30Q (2126.870000 sec): 3 clusters Score: Raw -1609733.496086 + Penalty 4609.112395 = -1605124.383692 nChanged 3 SP:Iteration 31Q (2126.920000 sec): 3 clusters Score: Raw -1609733.938726 + Penalty 4609.112395 = -1605124.826331 nChanged 1 SP:Iteration 32Q (2126.970000 sec): 3 clusters Score: Raw -1609734.078600 + Penalty 4609.112395 = -1605124.966205 nChanged 0 SP:Iteration 33F (2127.030000 sec): 3 clusters Score: Raw -1609734.078600 + Penalty 4609.112395 = -1605124.966205 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2128.050000 sec): 2 clusters Score: Raw -34676389.328272 + Penalty 3057.372091 = -34673331.956181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.230000 sec): 3 clusters Score: Raw -34528069.921605 + Penalty 6114.744183 = -34521955.177422 nChanged 108856 SP:Iteration 1F (2130.410000 sec): 3 clusters Score: Raw -34592462.555327 + Penalty 6114.744183 = -34586347.811144 nChanged 6653 SP:Iteration 2Q (2131.610000 sec): 3 clusters Score: Raw -34594183.971478 + Penalty 6114.744183 = -34588069.227296 nChanged 7601 SP:Iteration 3Q (2132.820000 sec): 3 clusters Score: Raw -34596746.528313 + Penalty 6114.744183 = -34590631.784130 nChanged 9427 SP:Iteration 4Q (2134.030000 sec): 3 clusters Score: Raw -34601070.315804 + Penalty 6114.744183 = -34594955.571621 nChanged 12512 SP:Iteration 5F (2135.200000 sec): 3 clusters Score: Raw -34608735.474042 + Penalty 6114.744183 = -34602620.729859 nChanged 16118 SP:Iteration 6F (2136.370000 sec): 3 clusters Score: Raw -34621426.981781 + Penalty 6114.744183 = -34615312.237599 nChanged 18678 SP:Iteration 7F (2137.540000 sec): 3 clusters Score: Raw -34638638.379491 + Penalty 6114.744183 = -34632523.635308 nChanged 17173 SP:Iteration 8F (2138.700000 sec): 3 clusters Score: Raw -34655547.477286 + Penalty 6114.744183 = -34649432.733103 nChanged 11565 SP:Iteration 9F (2139.850000 sec): 3 clusters Score: Raw -34666936.018344 + Penalty 6114.744183 = -34660821.274161 nChanged 6209 SP:Iteration 10Q (2140.860000 sec): 3 clusters Score: Raw -34672845.209365 + Penalty 6114.744183 = -34666730.465182 nChanged 3037 SP:Iteration 11Q (2141.790000 sec): 3 clusters Score: Raw -34675448.404426 + Penalty 6114.744183 = -34669333.660244 nChanged 1712 SP:Iteration 12Q (2142.680000 sec): 3 clusters Score: Raw -34676642.804033 + Penalty 6114.744183 = -34670528.059850 nChanged 1024 SP:Iteration 13Q (2143.550000 sec): 3 clusters Score: Raw -34677204.181062 + Penalty 6114.744183 = -34671089.436879 nChanged 778 SP:Iteration 14Q (2144.420000 sec): 3 clusters Score: Raw -34677554.801035 + Penalty 6114.744183 = -34671440.056852 nChanged 575 SP:Iteration 15Q (2145.290000 sec): 3 clusters Score: Raw -34677782.248835 + Penalty 6114.744183 = -34671667.504652 nChanged 468 SP:Iteration 16Q (2146.150000 sec): 3 clusters Score: Raw -34677935.351310 + Penalty 6114.744183 = -34671820.607128 nChanged 340 SP:Iteration 17Q (2147.010000 sec): 3 clusters Score: Raw -34678040.727933 + Penalty 6114.744183 = -34671925.983750 nChanged 305 SP:Iteration 18Q (2147.870000 sec): 3 clusters Score: Raw -34678123.819297 + Penalty 6114.744183 = -34672009.075115 nChanged 245 SP:Iteration 19Q (2148.740000 sec): 3 clusters Score: Raw -34678175.209651 + Penalty 6114.744183 = -34672060.465469 nChanged 177 SP:Iteration 20F (2149.890000 sec): 3 clusters Score: Raw -34678208.149778 + Penalty 6114.744183 = -34672093.405596 nChanged 132 SP:Iteration 21Q (2150.750000 sec): 3 clusters Score: Raw -34678231.392231 + Penalty 6114.744183 = -34672116.648048 nChanged 125 SP:Iteration 22Q (2151.610000 sec): 3 clusters Score: Raw -34678254.970551 + Penalty 6114.744183 = -34672140.226369 nChanged 128 SP:Iteration 23Q (2152.470000 sec): 3 clusters Score: Raw -34678279.940257 + Penalty 6114.744183 = -34672165.196074 nChanged 110 SP:Iteration 24Q (2153.340000 sec): 3 clusters Score: Raw -34678296.570852 + Penalty 6114.744183 = -34672181.826669 nChanged 79 SP:Iteration 25Q (2154.200000 sec): 3 clusters Score: Raw -34678308.154525 + Penalty 6114.744183 = -34672193.410343 nChanged 63 SP:Iteration 26Q (2155.060000 sec): 3 clusters Score: Raw -34678315.239955 + Penalty 6114.744183 = -34672200.495772 nChanged 48 SP:Iteration 27Q (2155.920000 sec): 3 clusters Score: Raw -34678320.589235 + Penalty 6114.744183 = -34672205.845053 nChanged 39 SP:Iteration 28Q (2156.770000 sec): 3 clusters Score: Raw -34678325.238267 + Penalty 6114.744183 = -34672210.494085 nChanged 36 SP:Iteration 29Q (2157.630000 sec): 3 clusters Score: Raw -34678329.984434 + Penalty 6114.744183 = -34672215.240252 nChanged 46 SP:Iteration 30Q (2158.490000 sec): 3 clusters Score: Raw -34678335.482616 + Penalty 6114.744183 = -34672220.738434 nChanged 37 SP:Iteration 31Q (2159.350000 sec): 3 clusters Score: Raw -34678339.798195 + Penalty 6114.744183 = -34672225.054013 nChanged 31 SP:Iteration 32Q (2160.200000 sec): 3 clusters Score: Raw -34678343.056535 + Penalty 6114.744183 = -34672228.312353 nChanged 27 SP:Iteration 33Q (2161.060000 sec): 3 clusters Score: Raw -34678346.588055 + Penalty 6114.744183 = -34672231.843872 nChanged 35 SP:Iteration 34Q (2161.920000 sec): 3 clusters Score: Raw -34678350.210952 + Penalty 6114.744183 = -34672235.466769 nChanged 24 SP:Iteration 35Q (2162.780000 sec): 3 clusters Score: Raw -34678352.985892 + Penalty 6114.744183 = -34672238.241709 nChanged 30 SP:Iteration 36Q (2163.640000 sec): 3 clusters Score: Raw -34678356.135095 + Penalty 6114.744183 = -34672241.390913 nChanged 32 SP:Iteration 37Q (2164.490000 sec): 3 clusters Score: Raw -34678359.600299 + Penalty 6114.744183 = -34672244.856116 nChanged 29 SP:Iteration 38Q (2165.350000 sec): 3 clusters Score: Raw -34678363.181763 + Penalty 6114.744183 = -34672248.437580 nChanged 35 SP:Iteration 39Q (2166.210000 sec): 3 clusters Score: Raw -34678367.204767 + Penalty 6114.744183 = -34672252.460584 nChanged 26 SP:Iteration 40F (2167.360000 sec): 3 clusters Score: Raw -34678370.078815 + Penalty 6114.744183 = -34672255.334632 nChanged 26 SP:Iteration 41Q (2168.220000 sec): 3 clusters Score: Raw -34678373.022968 + Penalty 6114.744183 = -34672258.278785 nChanged 24 SP:Iteration 42Q (2169.080000 sec): 3 clusters Score: Raw -34678375.495135 + Penalty 6114.744183 = -34672260.750952 nChanged 18 SP:Iteration 43Q (2169.940000 sec): 3 clusters Score: Raw -34678377.348001 + Penalty 6114.744183 = -34672262.603819 nChanged 19 SP:Iteration 44Q (2170.800000 sec): 3 clusters Score: Raw -34678379.438271 + Penalty 6114.744183 = -34672264.694089 nChanged 19 SP:Iteration 45Q (2171.660000 sec): 3 clusters Score: Raw -34678381.688627 + Penalty 6114.744183 = -34672266.944445 nChanged 19 SP:Iteration 46Q (2172.520000 sec): 3 clusters Score: Raw -34678383.465176 + Penalty 6114.744183 = -34672268.720994 nChanged 14 SP:Iteration 47Q (2173.380000 sec): 3 clusters Score: Raw -34678384.868692 + Penalty 6114.744183 = -34672270.124509 nChanged 13 SP:Iteration 48Q (2174.240000 sec): 3 clusters Score: Raw -34678386.018832 + Penalty 6114.744183 = -34672271.274649 nChanged 13 SP:Iteration 49Q (2175.100000 sec): 3 clusters Score: Raw -34678387.042586 + Penalty 6114.744183 = -34672272.298403 nChanged 9 SP:Iteration 50Q (2175.960000 sec): 3 clusters Score: Raw -34678387.722687 + Penalty 6114.744183 = -34672272.978504 nChanged 8 SP:Iteration 51Q (2176.820000 sec): 3 clusters Score: Raw -34678388.429706 + Penalty 6114.744183 = -34672273.685523 nChanged 5 SP:Iteration 52Q (2177.680000 sec): 3 clusters Score: Raw -34678388.767064 + Penalty 6114.744183 = -34672274.022881 nChanged 6 SP:Iteration 53Q (2178.540000 sec): 3 clusters Score: Raw -34678389.311157 + Penalty 6114.744183 = -34672274.566975 nChanged 3 SP:Iteration 54Q (2179.400000 sec): 3 clusters Score: Raw -34678389.538324 + Penalty 6114.744183 = -34672274.794141 nChanged 1 SP:Iteration 55Q (2180.270000 sec): 3 clusters Score: Raw -34678389.641971 + Penalty 6114.744183 = -34672274.897788 nChanged 2 SP:Iteration 56Q (2181.130000 sec): 3 clusters Score: Raw -34678389.763306 + Penalty 6114.744183 = -34672275.019123 nChanged 1 SP:Iteration 57Q (2181.990000 sec): 3 clusters Score: Raw -34678389.832615 + Penalty 6114.744183 = -34672275.088432 nChanged 0 SP:Iteration 58F (2183.140000 sec): 3 clusters Score: Raw -34678389.832615 + Penalty 6114.744183 = -34672275.088432 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2183.290000 sec): 2 clusters Score: Raw -1324724.122116 + Penalty 2243.801358 = -1322480.320758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2183.340000 sec): 3 clusters Score: Raw -1320319.852751 + Penalty 4487.602716 = -1315832.250035 nChanged 3429 SP:Iteration 1F (2183.380000 sec): 3 clusters Score: Raw -1322090.056875 + Penalty 4487.602716 = -1317602.454160 nChanged 552 SP:Iteration 2F (2183.420000 sec): 3 clusters Score: Raw -1322364.218735 + Penalty 4487.602716 = -1317876.616019 nChanged 432 SP:Iteration 3F (2183.470000 sec): 3 clusters Score: Raw -1322576.062365 + Penalty 4487.602716 = -1318088.459649 nChanged 388 SP:Iteration 4Q (2183.510000 sec): 3 clusters Score: Raw -1322763.903113 + Penalty 4487.602716 = -1318276.300397 nChanged 306 SP:Iteration 5Q (2183.560000 sec): 3 clusters Score: Raw -1322896.499310 + Penalty 4487.602716 = -1318408.896594 nChanged 241 SP:Iteration 6Q (2183.600000 sec): 3 clusters Score: Raw -1322990.446423 + Penalty 4487.602716 = -1318502.843707 nChanged 222 SP:Iteration 7Q (2183.640000 sec): 3 clusters Score: Raw -1323076.630343 + Penalty 4487.602716 = -1318589.027627 nChanged 211 SP:Iteration 8Q (2183.680000 sec): 3 clusters Score: Raw -1323168.506921 + Penalty 4487.602716 = -1318680.904205 nChanged 219 SP:Iteration 9Q (2183.720000 sec): 3 clusters Score: Raw -1323269.803352 + Penalty 4487.602716 = -1318782.200636 nChanged 224 SP:Iteration 10Q (2183.770000 sec): 3 clusters Score: Raw -1323379.371139 + Penalty 4487.602716 = -1318891.768423 nChanged 254 SP:Iteration 11Q (2183.810000 sec): 3 clusters Score: Raw -1323498.744064 + Penalty 4487.602716 = -1319011.141348 nChanged 250 SP:Iteration 12Q (2183.850000 sec): 3 clusters Score: Raw -1323623.929827 + Penalty 4487.602716 = -1319136.327111 nChanged 252 SP:Iteration 13Q (2183.900000 sec): 3 clusters Score: Raw -1323774.558865 + Penalty 4487.602716 = -1319286.956149 nChanged 272 SP:Iteration 14Q (2183.940000 sec): 3 clusters Score: Raw -1323931.514454 + Penalty 4487.602716 = -1319443.911738 nChanged 227 SP:Iteration 15Q (2183.980000 sec): 3 clusters Score: Raw -1324077.014932 + Penalty 4487.602716 = -1319589.412216 nChanged 230 SP:Iteration 16Q (2184.020000 sec): 3 clusters Score: Raw -1324225.238353 + Penalty 4487.602716 = -1319737.635637 nChanged 204 SP:Iteration 17Q (2184.060000 sec): 3 clusters Score: Raw -1324365.226115 + Penalty 4487.602716 = -1319877.623400 nChanged 180 SP:Iteration 18Q (2184.100000 sec): 3 clusters Score: Raw -1324494.435827 + Penalty 4487.602716 = -1320006.833112 nChanged 131 SP:Iteration 19Q (2184.140000 sec): 3 clusters Score: Raw -1324575.705428 + Penalty 4487.602716 = -1320088.102713 nChanged 100 SP:Iteration 20F (2184.180000 sec): 3 clusters Score: Raw -1324640.279148 + Penalty 4487.602716 = -1320152.676432 nChanged 81 SP:Iteration 21Q (2184.220000 sec): 3 clusters Score: Raw -1324692.952411 + Penalty 4487.602716 = -1320205.349695 nChanged 64 SP:Iteration 22Q (2184.260000 sec): 3 clusters Score: Raw -1324735.991451 + Penalty 4487.602716 = -1320248.388735 nChanged 55 SP:Iteration 23Q (2184.300000 sec): 3 clusters Score: Raw -1324777.331396 + Penalty 4487.602716 = -1320289.728680 nChanged 55 SP:Iteration 24Q (2184.340000 sec): 3 clusters Score: Raw -1324817.950592 + Penalty 4487.602716 = -1320330.347876 nChanged 43 SP:Iteration 25Q (2184.380000 sec): 3 clusters Score: Raw -1324848.293128 + Penalty 4487.602716 = -1320360.690412 nChanged 26 SP:Iteration 26Q (2184.420000 sec): 3 clusters Score: Raw -1324867.472017 + Penalty 4487.602716 = -1320379.869302 nChanged 15 SP:Iteration 27Q (2184.450000 sec): 3 clusters Score: Raw -1324880.041407 + Penalty 4487.602716 = -1320392.438692 nChanged 15 SP:Iteration 28Q (2184.490000 sec): 3 clusters Score: Raw -1324890.918402 + Penalty 4487.602716 = -1320403.315686 nChanged 14 SP:Iteration 29Q (2184.530000 sec): 3 clusters Score: Raw -1324901.478679 + Penalty 4487.602716 = -1320413.875963 nChanged 14 SP:Iteration 30Q (2184.560000 sec): 3 clusters Score: Raw -1324913.675806 + Penalty 4487.602716 = -1320426.073090 nChanged 12 SP:Iteration 31Q (2184.600000 sec): 3 clusters Score: Raw -1324924.287031 + Penalty 4487.602716 = -1320436.684315 nChanged 13 SP:Iteration 32Q (2184.640000 sec): 3 clusters Score: Raw -1324932.591866 + Penalty 4487.602716 = -1320444.989150 nChanged 7 SP:Iteration 33Q (2184.670000 sec): 3 clusters Score: Raw -1324937.857223 + Penalty 4487.602716 = -1320450.254507 nChanged 8 SP:Iteration 34Q (2184.710000 sec): 3 clusters Score: Raw -1324944.400373 + Penalty 4487.602716 = -1320456.797657 nChanged 7 SP:Iteration 35Q (2184.740000 sec): 3 clusters Score: Raw -1324949.507313 + Penalty 4487.602716 = -1320461.904597 nChanged 3 SP:Iteration 36Q (2184.780000 sec): 3 clusters Score: Raw -1324951.490958 + Penalty 4487.602716 = -1320463.888242 nChanged 7 SP:Iteration 37Q (2184.820000 sec): 3 clusters Score: Raw -1324957.130368 + Penalty 4487.602716 = -1320469.527652 nChanged 1 SP:Iteration 38Q (2184.850000 sec): 3 clusters Score: Raw -1324957.775634 + Penalty 4487.602716 = -1320470.172918 nChanged 1 SP:Iteration 39Q (2184.890000 sec): 3 clusters Score: Raw -1324958.689477 + Penalty 4487.602716 = -1320471.086761 nChanged 1 SP:Iteration 40F (2184.930000 sec): 3 clusters Score: Raw -1324959.367493 + Penalty 4487.602716 = -1320471.764777 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.100000 sec): 2 clusters Score: Raw -5636350.052537 + Penalty 2600.433604 = -5633749.618933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.280000 sec): 3 clusters Score: Raw -5614510.967571 + Penalty 5200.867208 = -5609310.100364 nChanged 16270 SP:Iteration 1F (2185.470000 sec): 3 clusters Score: Raw -5623436.506713 + Penalty 5200.867208 = -5618235.639505 nChanged 1747 SP:Iteration 2Q (2185.660000 sec): 3 clusters Score: Raw -5624039.445042 + Penalty 5200.867208 = -5618838.577835 nChanged 1770 SP:Iteration 3Q (2185.850000 sec): 3 clusters Score: Raw -5624790.503468 + Penalty 5200.867208 = -5619589.636261 nChanged 1984 SP:Iteration 4F (2186.030000 sec): 3 clusters Score: Raw -5625802.144464 + Penalty 5200.867208 = -5620601.277257 nChanged 2242 SP:Iteration 5F (2186.220000 sec): 3 clusters Score: Raw -5627139.744647 + Penalty 5200.867208 = -5621938.877440 nChanged 2408 SP:Iteration 6F (2186.400000 sec): 3 clusters Score: Raw -5628762.888476 + Penalty 5200.867208 = -5623562.021269 nChanged 2468 SP:Iteration 7F (2186.590000 sec): 3 clusters Score: Raw -5630464.843221 + Penalty 5200.867208 = -5625263.976013 nChanged 2120 SP:Iteration 8F (2186.770000 sec): 3 clusters Score: Raw -5631894.823953 + Penalty 5200.867208 = -5626693.956746 nChanged 1709 SP:Iteration 9Q (2186.960000 sec): 3 clusters Score: Raw -5633063.989929 + Penalty 5200.867208 = -5627863.122722 nChanged 1378 SP:Iteration 10Q (2187.150000 sec): 3 clusters Score: Raw -5634005.527486 + Penalty 5200.867208 = -5628804.660279 nChanged 1049 SP:Iteration 11Q (2187.330000 sec): 3 clusters Score: Raw -5634722.895544 + Penalty 5200.867208 = -5629522.028337 nChanged 804 SP:Iteration 12Q (2187.520000 sec): 3 clusters Score: Raw -5635277.220546 + Penalty 5200.867208 = -5630076.353338 nChanged 642 SP:Iteration 13Q (2187.700000 sec): 3 clusters Score: Raw -5635764.102757 + Penalty 5200.867208 = -5630563.235550 nChanged 473 SP:Iteration 14Q (2187.880000 sec): 3 clusters Score: Raw -5636097.416781 + Penalty 5200.867208 = -5630896.549573 nChanged 308 SP:Iteration 15Q (2188.060000 sec): 3 clusters Score: Raw -5636310.870636 + Penalty 5200.867208 = -5631110.003428 nChanged 197 SP:Iteration 16Q (2188.230000 sec): 3 clusters Score: Raw -5636448.340690 + Penalty 5200.867208 = -5631247.473482 nChanged 127 SP:Iteration 17Q (2188.390000 sec): 3 clusters Score: Raw -5636536.162400 + Penalty 5200.867208 = -5631335.295193 nChanged 105 SP:Iteration 18Q (2188.560000 sec): 3 clusters Score: Raw -5636607.538001 + Penalty 5200.867208 = -5631406.670793 nChanged 58 SP:Iteration 19Q (2188.720000 sec): 3 clusters Score: Raw -5636642.135149 + Penalty 5200.867208 = -5631441.267942 nChanged 40 SP:Iteration 20F (2188.900000 sec): 3 clusters Score: Raw -5636669.636547 + Penalty 5200.867208 = -5631468.769340 nChanged 29 SP:Iteration 21Q (2189.050000 sec): 3 clusters Score: Raw -5636690.406662 + Penalty 5200.867208 = -5631489.539455 nChanged 18 SP:Iteration 22Q (2189.210000 sec): 3 clusters Score: Raw -5636701.684032 + Penalty 5200.867208 = -5631500.816824 nChanged 7 SP:Iteration 23Q (2189.360000 sec): 3 clusters Score: Raw -5636705.299192 + Penalty 5200.867208 = -5631504.431984 nChanged 4 SP:Iteration 24Q (2189.510000 sec): 3 clusters Score: Raw -5636707.929426 + Penalty 5200.867208 = -5631507.062219 nChanged 7 SP:Iteration 25Q (2189.660000 sec): 3 clusters Score: Raw -5636711.655497 + Penalty 5200.867208 = -5631510.788289 nChanged 2 SP:Iteration 26Q (2189.820000 sec): 3 clusters Score: Raw -5636713.704966 + Penalty 5200.867208 = -5631512.837759 nChanged 5 SP:Iteration 27Q (2189.970000 sec): 3 clusters Score: Raw -5636717.867452 + Penalty 5200.867208 = -5631517.000244 nChanged 10 SP:Iteration 28Q (2190.120000 sec): 3 clusters Score: Raw -5636724.536925 + Penalty 5200.867208 = -5631523.669718 nChanged 8 SP:Iteration 29Q (2190.270000 sec): 3 clusters Score: Raw -5636728.878547 + Penalty 5200.867208 = -5631528.011339 nChanged 9 SP:Iteration 30Q (2190.420000 sec): 3 clusters Score: Raw -5636733.456804 + Penalty 5200.867208 = -5631532.589597 nChanged 9 SP:Iteration 31Q (2190.570000 sec): 3 clusters Score: Raw -5636737.640794 + Penalty 5200.867208 = -5631536.773586 nChanged 5 SP:Iteration 32Q (2190.720000 sec): 3 clusters Score: Raw -5636741.489322 + Penalty 5200.867208 = -5631540.622114 nChanged 3 SP:Iteration 33Q (2190.870000 sec): 3 clusters Score: Raw -5636743.892444 + Penalty 5200.867208 = -5631543.025237 nChanged 6 SP:Iteration 34Q (2191.020000 sec): 3 clusters Score: Raw -5636747.355035 + Penalty 5200.867208 = -5631546.487827 nChanged 7 SP:Iteration 35Q (2191.170000 sec): 3 clusters Score: Raw -5636750.651933 + Penalty 5200.867208 = -5631549.784726 nChanged 6 SP:Iteration 36Q (2191.320000 sec): 3 clusters Score: Raw -5636754.967254 + Penalty 5200.867208 = -5631554.100047 nChanged 7 SP:Iteration 37Q (2191.470000 sec): 3 clusters Score: Raw -5636759.980002 + Penalty 5200.867208 = -5631559.112795 nChanged 9 SP:Iteration 38Q (2191.620000 sec): 3 clusters Score: Raw -5636765.397013 + Penalty 5200.867208 = -5631564.529805 nChanged 2 SP:Iteration 39Q (2191.770000 sec): 3 clusters Score: Raw -5636766.130185 + Penalty 5200.867208 = -5631565.262978 nChanged 4 SP:Iteration 40F (2191.950000 sec): 3 clusters Score: Raw -5636767.998478 + Penalty 5200.867208 = -5631567.131271 nChanged 2 SP:Iteration 41Q (2192.100000 sec): 3 clusters Score: Raw -5636768.732391 + Penalty 5200.867208 = -5631567.865184 nChanged 1 SP:Iteration 42Q (2192.250000 sec): 3 clusters Score: Raw -5636769.078766 + Penalty 5200.867208 = -5631568.211558 nChanged 0 SP:Iteration 43F (2192.430000 sec): 3 clusters Score: Raw -5636769.078766 + Penalty 5200.867208 = -5631568.211558 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204872 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2193.360000 sec): 2 clusters Score: Raw -32144079.497470 + Penalty 3033.074887 = -32141046.422583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2194.430000 sec): 3 clusters Score: Raw -32009699.366718 + Penalty 6066.149774 = -32003633.216944 nChanged 98527 SP:Iteration 1F (2195.500000 sec): 3 clusters Score: Raw -32067348.862845 + Penalty 6066.149774 = -32061282.713072 nChanged 6037 SP:Iteration 2Q (2196.590000 sec): 3 clusters Score: Raw -32068787.201190 + Penalty 6066.149774 = -32062721.051416 nChanged 6696 SP:Iteration 3Q (2197.680000 sec): 3 clusters Score: Raw -32070726.327799 + Penalty 6066.149774 = -32064660.178026 nChanged 7641 SP:Iteration 4Q (2198.760000 sec): 3 clusters Score: Raw -32073582.622919 + Penalty 6066.149774 = -32067516.473145 nChanged 9124 SP:Iteration 5Q (2199.860000 sec): 3 clusters Score: Raw -32077863.464646 + Penalty 6066.149774 = -32071797.314872 nChanged 11071 SP:Iteration 6F (2200.930000 sec): 3 clusters Score: Raw -32084324.128801 + Penalty 6066.149774 = -32078257.979027 nChanged 13359 SP:Iteration 7F (2201.990000 sec): 3 clusters Score: Raw -32093675.479563 + Penalty 6066.149774 = -32087609.329790 nChanged 15306 SP:Iteration 8F (2203.050000 sec): 3 clusters Score: Raw -32105703.787400 + Penalty 6066.149774 = -32099637.637627 nChanged 15459 SP:Iteration 9F (2204.100000 sec): 3 clusters Score: Raw -32118873.125018 + Penalty 6066.149774 = -32112806.975244 nChanged 12904 SP:Iteration 10F (2205.160000 sec): 3 clusters Score: Raw -32130044.264162 + Penalty 6066.149774 = -32123978.114388 nChanged 8722 SP:Iteration 11Q (2206.110000 sec): 3 clusters Score: Raw -32137420.365126 + Penalty 6066.149774 = -32131354.215352 nChanged 4764 SP:Iteration 12Q (2206.990000 sec): 3 clusters Score: Raw -32141231.761590 + Penalty 6066.149774 = -32135165.611816 nChanged 2268 SP:Iteration 13Q (2207.810000 sec): 3 clusters Score: Raw -32142963.236966 + Penalty 6066.149774 = -32136897.087192 nChanged 1032 SP:Iteration 14Q (2208.600000 sec): 3 clusters Score: Raw -32143772.114455 + Penalty 6066.149774 = -32137705.964682 nChanged 451 SP:Iteration 15Q (2209.370000 sec): 3 clusters Score: Raw -32144132.237805 + Penalty 6066.149774 = -32138066.088031 nChanged 255 SP:Iteration 16Q (2210.130000 sec): 3 clusters Score: Raw -32144339.020870 + Penalty 6066.149774 = -32138272.871097 nChanged 162 SP:Iteration 17Q (2210.880000 sec): 3 clusters Score: Raw -32144488.461235 + Penalty 6066.149774 = -32138422.311461 nChanged 114 SP:Iteration 18Q (2211.620000 sec): 3 clusters Score: Raw -32144595.313804 + Penalty 6066.149774 = -32138529.164030 nChanged 93 SP:Iteration 19Q (2212.370000 sec): 3 clusters Score: Raw -32144695.209335 + Penalty 6066.149774 = -32138629.059561 nChanged 91 SP:Iteration 20F (2213.420000 sec): 3 clusters Score: Raw -32144787.466065 + Penalty 6066.149774 = -32138721.316291 nChanged 88 SP:Iteration 21Q (2214.170000 sec): 3 clusters Score: Raw -32144874.228523 + Penalty 6066.149774 = -32138808.078750 nChanged 80 SP:Iteration 22Q (2214.910000 sec): 3 clusters Score: Raw -32144934.029500 + Penalty 6066.149774 = -32138867.879726 nChanged 69 SP:Iteration 23Q (2215.650000 sec): 3 clusters Score: Raw -32144980.812969 + Penalty 6066.149774 = -32138914.663195 nChanged 49 SP:Iteration 24Q (2216.400000 sec): 3 clusters Score: Raw -32145015.178825 + Penalty 6066.149774 = -32138949.029052 nChanged 52 SP:Iteration 25Q (2217.140000 sec): 3 clusters Score: Raw -32145051.881528 + Penalty 6066.149774 = -32138985.731755 nChanged 56 SP:Iteration 26Q (2217.890000 sec): 3 clusters Score: Raw -32145089.649256 + Penalty 6066.149774 = -32139023.499482 nChanged 55 SP:Iteration 27Q (2218.630000 sec): 3 clusters Score: Raw -32145129.521835 + Penalty 6066.149774 = -32139063.372061 nChanged 64 SP:Iteration 28Q (2219.370000 sec): 3 clusters Score: Raw -32145173.583909 + Penalty 6066.149774 = -32139107.434135 nChanged 72 SP:Iteration 29Q (2220.110000 sec): 3 clusters Score: Raw -32145223.439320 + Penalty 6066.149774 = -32139157.289547 nChanged 68 SP:Iteration 30Q (2220.860000 sec): 3 clusters Score: Raw -32145266.786980 + Penalty 6066.149774 = -32139200.637206 nChanged 80 SP:Iteration 31Q (2221.600000 sec): 3 clusters Score: Raw -32145319.379162 + Penalty 6066.149774 = -32139253.229388 nChanged 76 SP:Iteration 32Q (2222.340000 sec): 3 clusters Score: Raw -32145374.196353 + Penalty 6066.149774 = -32139308.046579 nChanged 80 SP:Iteration 33Q (2223.080000 sec): 3 clusters Score: Raw -32145418.244594 + Penalty 6066.149774 = -32139352.094821 nChanged 73 SP:Iteration 34Q (2223.830000 sec): 3 clusters Score: Raw -32145454.367567 + Penalty 6066.149774 = -32139388.217793 nChanged 59 SP:Iteration 35Q (2224.570000 sec): 3 clusters Score: Raw -32145485.826153 + Penalty 6066.149774 = -32139419.676379 nChanged 62 SP:Iteration 36Q (2225.320000 sec): 3 clusters Score: Raw -32145515.041964 + Penalty 6066.149774 = -32139448.892190 nChanged 50 SP:Iteration 37Q (2226.070000 sec): 3 clusters Score: Raw -32145534.524760 + Penalty 6066.149774 = -32139468.374986 nChanged 43 SP:Iteration 38Q (2226.810000 sec): 3 clusters Score: Raw -32145552.403912 + Penalty 6066.149774 = -32139486.254138 nChanged 27 SP:Iteration 39Q (2227.550000 sec): 3 clusters Score: Raw -32145562.047627 + Penalty 6066.149774 = -32139495.897853 nChanged 22 SP:Iteration 40F (2228.590000 sec): 3 clusters Score: Raw -32145613.699567 + Penalty 6066.149774 = -32139547.549793 nChanged 84 SP:Iteration 41Q (2229.340000 sec): 3 clusters Score: Raw -32145664.178174 + Penalty 6066.149774 = -32139598.028401 nChanged 78 SP:Iteration 42Q (2230.090000 sec): 3 clusters Score: Raw -32145703.267594 + Penalty 6066.149774 = -32139637.117820 nChanged 79 SP:Iteration 43Q (2230.840000 sec): 3 clusters Score: Raw -32145737.273271 + Penalty 6066.149774 = -32139671.123497 nChanged 68 SP:Iteration 44Q (2231.590000 sec): 3 clusters Score: Raw -32145763.482943 + Penalty 6066.149774 = -32139697.333169 nChanged 60 SP:Iteration 45Q (2232.330000 sec): 3 clusters Score: Raw -32145787.756064 + Penalty 6066.149774 = -32139721.606290 nChanged 65 SP:Iteration 46Q (2233.080000 sec): 3 clusters Score: Raw -32145813.450453 + Penalty 6066.149774 = -32139747.300680 nChanged 58 SP:Iteration 47Q (2233.830000 sec): 3 clusters Score: Raw -32145835.282170 + Penalty 6066.149774 = -32139769.132396 nChanged 71 SP:Iteration 48Q (2234.580000 sec): 3 clusters Score: Raw -32145866.784388 + Penalty 6066.149774 = -32139800.634614 nChanged 80 SP:Iteration 49Q (2235.330000 sec): 3 clusters Score: Raw -32145896.900921 + Penalty 6066.149774 = -32139830.751147 nChanged 72 SP:Iteration 50Q (2236.080000 sec): 3 clusters Score: Raw -32145923.852368 + Penalty 6066.149774 = -32139857.702595 nChanged 82 SP:Iteration 51Q (2236.830000 sec): 3 clusters Score: Raw -32145953.109434 + Penalty 6066.149774 = -32139886.959661 nChanged 91 SP:Iteration 52Q (2237.580000 sec): 3 clusters Score: Raw -32145986.451425 + Penalty 6066.149774 = -32139920.301651 nChanged 92 SP:Iteration 53Q (2238.330000 sec): 3 clusters Score: Raw -32146018.409280 + Penalty 6066.149774 = -32139952.259506 nChanged 96 SP:Iteration 54Q (2239.070000 sec): 3 clusters Score: Raw -32146049.169483 + Penalty 6066.149774 = -32139983.019709 nChanged 92 SP:Iteration 55Q (2239.820000 sec): 3 clusters Score: Raw -32146082.995083 + Penalty 6066.149774 = -32140016.845309 nChanged 84 SP:Iteration 56Q (2240.570000 sec): 3 clusters Score: Raw -32146108.563123 + Penalty 6066.149774 = -32140042.413350 nChanged 87 SP:Iteration 57Q (2241.320000 sec): 3 clusters Score: Raw -32146134.799100 + Penalty 6066.149774 = -32140068.649326 nChanged 94 SP:Iteration 58Q (2242.070000 sec): 3 clusters Score: Raw -32146161.185432 + Penalty 6066.149774 = -32140095.035659 nChanged 73 SP:Iteration 59Q (2242.810000 sec): 3 clusters Score: Raw -32146181.096602 + Penalty 6066.149774 = -32140114.946828 nChanged 65 SP:Iteration 60F (2243.860000 sec): 3 clusters Score: Raw -32146205.614777 + Penalty 6066.149774 = -32140139.465003 nChanged 81 SP:Iteration 61Q (2244.620000 sec): 3 clusters Score: Raw -32146226.451086 + Penalty 6066.149774 = -32140160.301312 nChanged 75 SP:Iteration 62Q (2245.380000 sec): 3 clusters Score: Raw -32146247.476001 + Penalty 6066.149774 = -32140181.326227 nChanged 78 SP:Iteration 63Q (2246.140000 sec): 3 clusters Score: Raw -32146265.736546 + Penalty 6066.149774 = -32140199.586773 nChanged 55 SP:Iteration 64Q (2246.900000 sec): 3 clusters Score: Raw -32146277.446110 + Penalty 6066.149774 = -32140211.296336 nChanged 49 SP:Iteration 65Q (2247.660000 sec): 3 clusters Score: Raw -32146286.132243 + Penalty 6066.149774 = -32140219.982469 nChanged 35 SP:Iteration 66Q (2248.420000 sec): 3 clusters Score: Raw -32146292.620499 + Penalty 6066.149774 = -32140226.470725 nChanged 34 SP:Iteration 67Q (2249.180000 sec): 3 clusters Score: Raw -32146298.254478 + Penalty 6066.149774 = -32140232.104705 nChanged 29 SP:Iteration 68Q (2249.940000 sec): 3 clusters Score: Raw -32146303.534538 + Penalty 6066.149774 = -32140237.384764 nChanged 34 SP:Iteration 69Q (2250.700000 sec): 3 clusters Score: Raw -32146309.961905 + Penalty 6066.149774 = -32140243.812132 nChanged 35 SP:Iteration 70Q (2251.460000 sec): 3 clusters Score: Raw -32146315.633348 + Penalty 6066.149774 = -32140249.483575 nChanged 30 SP:Iteration 71Q (2252.220000 sec): 3 clusters Score: Raw -32146321.858635 + Penalty 6066.149774 = -32140255.708861 nChanged 43 SP:Iteration 72Q (2252.980000 sec): 3 clusters Score: Raw -32146331.180022 + Penalty 6066.149774 = -32140265.030248 nChanged 41 SP:Iteration 73Q (2253.740000 sec): 3 clusters Score: Raw -32146338.172762 + Penalty 6066.149774 = -32140272.022988 nChanged 26 SP:Iteration 74Q (2254.500000 sec): 3 clusters Score: Raw -32146342.645193 + Penalty 6066.149774 = -32140276.495419 nChanged 23 SP:Iteration 75Q (2255.260000 sec): 3 clusters Score: Raw -32146346.375002 + Penalty 6066.149774 = -32140280.225228 nChanged 19 SP:Iteration 76Q (2256.020000 sec): 3 clusters Score: Raw -32146349.246038 + Penalty 6066.149774 = -32140283.096265 nChanged 14 SP:Iteration 77Q (2256.780000 sec): 3 clusters Score: Raw -32146351.253264 + Penalty 6066.149774 = -32140285.103491 nChanged 13 SP:Iteration 78Q (2257.540000 sec): 3 clusters Score: Raw -32146352.659482 + Penalty 6066.149774 = -32140286.509708 nChanged 9 SP:Iteration 79Q (2258.300000 sec): 3 clusters Score: Raw -32146353.735232 + Penalty 6066.149774 = -32140287.585458 nChanged 4 SP:Iteration 80F (2259.340000 sec): 3 clusters Score: Raw -32146354.187275 + Penalty 6066.149774 = -32140288.037501 nChanged 3 SP:Iteration 81Q (2260.110000 sec): 3 clusters Score: Raw -32146354.576367 + Penalty 6066.149774 = -32140288.426593 nChanged 4 SP:Iteration 82Q (2260.880000 sec): 3 clusters Score: Raw -32146354.972304 + Penalty 6066.149774 = -32140288.822530 nChanged 4 SP:Iteration 83Q (2261.650000 sec): 3 clusters Score: Raw -32146355.498502 + Penalty 6066.149774 = -32140289.348728 nChanged 4 SP:Iteration 84Q (2262.420000 sec): 3 clusters Score: Raw -32146356.174158 + Penalty 6066.149774 = -32140290.024384 nChanged 4 SP:Iteration 85Q (2263.180000 sec): 3 clusters Score: Raw -32146356.706844 + Penalty 6066.149774 = -32140290.557070 nChanged 1 SP:Iteration 86Q (2263.950000 sec): 3 clusters Score: Raw -32146356.865520 + Penalty 6066.149774 = -32140290.715746 nChanged 2 SP:Iteration 87Q (2264.710000 sec): 3 clusters Score: Raw -32146357.110156 + Penalty 6066.149774 = -32140290.960383 nChanged 1 SP:Iteration 88Q (2265.480000 sec): 3 clusters Score: Raw -32146357.217793 + Penalty 6066.149774 = -32140291.068019 nChanged 1 SP:Iteration 89Q (2266.240000 sec): 3 clusters Score: Raw -32146357.343950 + Penalty 6066.149774 = -32140291.194176 nChanged 2 SP:Iteration 90Q (2267.010000 sec): 3 clusters Score: Raw -32146357.661478 + Penalty 6066.149774 = -32140291.511705 nChanged 4 SP:Iteration 91Q (2267.770000 sec): 3 clusters Score: Raw -32146358.356059 + Penalty 6066.149774 = -32140292.206285 nChanged 7 SP:Iteration 92Q (2268.540000 sec): 3 clusters Score: Raw -32146359.364448 + Penalty 6066.149774 = -32140293.214674 nChanged 6 SP:Iteration 93Q (2269.300000 sec): 3 clusters Score: Raw -32146360.159315 + Penalty 6066.149774 = -32140294.009541 nChanged 5 SP:Iteration 94Q (2270.060000 sec): 3 clusters Score: Raw -32146360.791114 + Penalty 6066.149774 = -32140294.641341 nChanged 5 SP:Iteration 95Q (2270.820000 sec): 3 clusters Score: Raw -32146361.394636 + Penalty 6066.149774 = -32140295.244862 nChanged 6 SP:Iteration 96Q (2271.590000 sec): 3 clusters Score: Raw -32146362.114844 + Penalty 6066.149774 = -32140295.965070 nChanged 7 SP:Iteration 97Q (2272.350000 sec): 3 clusters Score: Raw -32146362.930229 + Penalty 6066.149774 = -32140296.780456 nChanged 4 SP:Iteration 98Q (2273.110000 sec): 3 clusters Score: Raw -32146363.427358 + Penalty 6066.149774 = -32140297.277585 nChanged 4 SP:Iteration 99Q (2273.880000 sec): 3 clusters Score: Raw -32146364.007687 + Penalty 6066.149774 = -32140297.857913 nChanged 3 SP:Iteration 100F (2274.920000 sec): 3 clusters Score: Raw -32146364.394238 + Penalty 6066.149774 = -32140298.244464 nChanged 5 SP:Iteration 101Q (2275.680000 sec): 3 clusters Score: Raw -32146365.042726 + Penalty 6066.149774 = -32140298.892952 nChanged 4 SP:Iteration 102Q (2276.450000 sec): 3 clusters Score: Raw -32146365.493463 + Penalty 6066.149774 = -32140299.343689 nChanged 2 SP:Iteration 103Q (2277.220000 sec): 3 clusters Score: Raw -32146365.674854 + Penalty 6066.149774 = -32140299.525080 nChanged 2 SP:Iteration 104Q (2277.980000 sec): 3 clusters Score: Raw -32146365.868515 + Penalty 6066.149774 = -32140299.718741 nChanged 3 SP:Iteration 105Q (2278.750000 sec): 3 clusters Score: Raw -32146366.196231 + Penalty 6066.149774 = -32140300.046458 nChanged 1 SP:Iteration 106Q (2279.510000 sec): 3 clusters Score: Raw -32146366.290978 + Penalty 6066.149774 = -32140300.141205 nChanged 1 SP:Iteration 107Q (2280.270000 sec): 3 clusters Score: Raw -32146366.409593 + Penalty 6066.149774 = -32140300.259820 nChanged 1 SP:Iteration 108Q (2281.040000 sec): 3 clusters Score: Raw -32146366.490894 + Penalty 6066.149774 = -32140300.341120 nChanged 3 SP:Iteration 109Q (2281.800000 sec): 3 clusters Score: Raw -32146366.779940 + Penalty 6066.149774 = -32140300.630167 nChanged 1 SP:Iteration 110Q (2282.560000 sec): 3 clusters Score: Raw -32146366.863415 + Penalty 6066.149774 = -32140300.713642 nChanged 0 SP:Iteration 111F (2283.610000 sec): 3 clusters Score: Raw -32146366.863415 + Penalty 6066.149774 = -32140300.713642 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2283.730000 sec): 2 clusters Score: Raw -36995.391895 + Penalty 1379.049044 = -35616.342851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2283.730000 sec): 3 clusters Score: Raw -37173.166458 + Penalty 2758.098089 = -34415.068369 nChanged 30 SP:Iteration 1F (2283.730000 sec): 3 clusters Score: Raw -37296.015961 + Penalty 2758.098089 = -34537.917872 nChanged 9 SP:Iteration 2Q (2283.730000 sec): 3 clusters Score: Raw -37363.660025 + Penalty 2758.098089 = -34605.561936 nChanged 4 SP:Iteration 3Q (2283.730000 sec): 3 clusters Score: Raw -37377.639656 + Penalty 2758.098089 = -34619.541567 nChanged 4 SP:Iteration 4Q (2283.730000 sec): 3 clusters Score: Raw -37392.919500 + Penalty 2758.098089 = -34634.821411 nChanged 0 SP:Iteration 5F (2283.730000 sec): 3 clusters Score: Raw -37392.919500 + Penalty 2758.098089 = -34634.821411 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2283.860000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2283.990000 sec): 3 clusters Score: Raw -4026840.284478 + Penalty 5041.040073 = -4021799.244405 nChanged 11622 SP:Iteration 1F (2284.130000 sec): 3 clusters Score: Raw -4033115.685961 + Penalty 5041.040073 = -4028074.645888 nChanged 1407 SP:Iteration 2F (2284.260000 sec): 3 clusters Score: Raw -4033628.014780 + Penalty 5041.040073 = -4028586.974707 nChanged 1176 SP:Iteration 3Q (2284.400000 sec): 3 clusters Score: Raw -4034045.665239 + Penalty 5041.040073 = -4029004.625166 nChanged 1063 SP:Iteration 4Q (2284.530000 sec): 3 clusters Score: Raw -4034493.960128 + Penalty 5041.040073 = -4029452.920055 nChanged 1143 SP:Iteration 5Q (2284.670000 sec): 3 clusters Score: Raw -4034973.865574 + Penalty 5041.040073 = -4029932.825501 nChanged 1110 SP:Iteration 6Q (2284.800000 sec): 3 clusters Score: Raw -4035425.813815 + Penalty 5041.040073 = -4030384.773742 nChanged 1073 SP:Iteration 7Q (2284.940000 sec): 3 clusters Score: Raw -4035888.593234 + Penalty 5041.040073 = -4030847.553161 nChanged 1044 SP:Iteration 8Q (2285.080000 sec): 3 clusters Score: Raw -4036323.562809 + Penalty 5041.040073 = -4031282.522736 nChanged 1031 SP:Iteration 9Q (2285.220000 sec): 3 clusters Score: Raw -4036731.706046 + Penalty 5041.040073 = -4031690.665973 nChanged 936 SP:Iteration 10Q (2285.350000 sec): 3 clusters Score: Raw -4037074.462960 + Penalty 5041.040073 = -4032033.422887 nChanged 808 SP:Iteration 11Q (2285.490000 sec): 3 clusters Score: Raw -4037324.548680 + Penalty 5041.040073 = -4032283.508607 nChanged 704 SP:Iteration 12Q (2285.620000 sec): 3 clusters Score: Raw -4037525.923333 + Penalty 5041.040073 = -4032484.883260 nChanged 596 SP:Iteration 13Q (2285.760000 sec): 3 clusters Score: Raw -4037690.157779 + Penalty 5041.040073 = -4032649.117706 nChanged 537 SP:Iteration 14Q (2285.900000 sec): 3 clusters Score: Raw -4037833.747353 + Penalty 5041.040073 = -4032792.707280 nChanged 502 SP:Iteration 15Q (2286.030000 sec): 3 clusters Score: Raw -4037962.850115 + Penalty 5041.040073 = -4032921.810042 nChanged 452 SP:Iteration 16Q (2286.170000 sec): 3 clusters Score: Raw -4038087.657102 + Penalty 5041.040073 = -4033046.617029 nChanged 441 SP:Iteration 17Q (2286.300000 sec): 3 clusters Score: Raw -4038201.350097 + Penalty 5041.040073 = -4033160.310024 nChanged 430 SP:Iteration 18Q (2286.440000 sec): 3 clusters Score: Raw -4038329.517141 + Penalty 5041.040073 = -4033288.477068 nChanged 456 SP:Iteration 19Q (2286.570000 sec): 3 clusters Score: Raw -4038478.713039 + Penalty 5041.040073 = -4033437.672966 nChanged 496 SP:Iteration 20F (2286.700000 sec): 3 clusters Score: Raw -4038663.745750 + Penalty 5041.040073 = -4033622.705677 nChanged 569 SP:Iteration 21Q (2286.840000 sec): 3 clusters Score: Raw -4038901.527419 + Penalty 5041.040073 = -4033860.487346 nChanged 634 SP:Iteration 22Q (2286.970000 sec): 3 clusters Score: Raw -4039200.939113 + Penalty 5041.040073 = -4034159.899040 nChanged 705 SP:Iteration 23Q (2287.100000 sec): 3 clusters Score: Raw -4039543.011147 + Penalty 5041.040073 = -4034501.971074 nChanged 701 SP:Iteration 24Q (2287.240000 sec): 3 clusters Score: Raw -4039867.957725 + Penalty 5041.040073 = -4034826.917652 nChanged 590 SP:Iteration 25Q (2287.360000 sec): 3 clusters Score: Raw -4040103.818244 + Penalty 5041.040073 = -4035062.778171 nChanged 465 SP:Iteration 26Q (2287.490000 sec): 3 clusters Score: Raw -4040269.398476 + Penalty 5041.040073 = -4035228.358403 nChanged 389 SP:Iteration 27Q (2287.620000 sec): 3 clusters Score: Raw -4040378.341561 + Penalty 5041.040073 = -4035337.301488 nChanged 278 SP:Iteration 28Q (2287.750000 sec): 3 clusters Score: Raw -4040443.777109 + Penalty 5041.040073 = -4035402.737036 nChanged 218 SP:Iteration 29Q (2287.880000 sec): 3 clusters Score: Raw -4040484.751833 + Penalty 5041.040073 = -4035443.711760 nChanged 178 SP:Iteration 30Q (2288.000000 sec): 3 clusters Score: Raw -4040517.535434 + Penalty 5041.040073 = -4035476.495361 nChanged 161 SP:Iteration 31Q (2288.130000 sec): 3 clusters Score: Raw -4040541.588093 + Penalty 5041.040073 = -4035500.548020 nChanged 118 SP:Iteration 32Q (2288.260000 sec): 3 clusters Score: Raw -4040558.161065 + Penalty 5041.040073 = -4035517.120992 nChanged 102 SP:Iteration 33Q (2288.380000 sec): 3 clusters Score: Raw -4040569.894376 + Penalty 5041.040073 = -4035528.854303 nChanged 88 SP:Iteration 34Q (2288.510000 sec): 3 clusters Score: Raw -4040579.709273 + Penalty 5041.040073 = -4035538.669200 nChanged 79 SP:Iteration 35Q (2288.640000 sec): 3 clusters Score: Raw -4040588.882787 + Penalty 5041.040073 = -4035547.842714 nChanged 66 SP:Iteration 36Q (2288.760000 sec): 3 clusters Score: Raw -4040595.444007 + Penalty 5041.040073 = -4035554.403934 nChanged 47 SP:Iteration 37Q (2288.890000 sec): 3 clusters Score: Raw -4040600.262025 + Penalty 5041.040073 = -4035559.221952 nChanged 58 SP:Iteration 38Q (2289.020000 sec): 3 clusters Score: Raw -4040606.460468 + Penalty 5041.040073 = -4035565.420394 nChanged 64 SP:Iteration 39Q (2289.140000 sec): 3 clusters Score: Raw -4040612.872815 + Penalty 5041.040073 = -4035571.832742 nChanged 50 SP:Iteration 40F (2289.280000 sec): 3 clusters Score: Raw -4040617.906839 + Penalty 5041.040073 = -4035576.866766 nChanged 51 SP:Iteration 41Q (2289.400000 sec): 3 clusters Score: Raw -4040623.376745 + Penalty 5041.040073 = -4035582.336672 nChanged 51 SP:Iteration 42Q (2289.530000 sec): 3 clusters Score: Raw -4040628.555164 + Penalty 5041.040073 = -4035587.515091 nChanged 46 SP:Iteration 43Q (2289.660000 sec): 3 clusters Score: Raw -4040633.631794 + Penalty 5041.040073 = -4035592.591721 nChanged 55 SP:Iteration 44Q (2289.780000 sec): 3 clusters Score: Raw -4040638.950132 + Penalty 5041.040073 = -4035597.910059 nChanged 54 SP:Iteration 45Q (2289.910000 sec): 3 clusters Score: Raw -4040644.630777 + Penalty 5041.040073 = -4035603.590704 nChanged 50 SP:Iteration 46Q (2290.040000 sec): 3 clusters Score: Raw -4040648.494392 + Penalty 5041.040073 = -4035607.454319 nChanged 35 SP:Iteration 47Q (2290.160000 sec): 3 clusters Score: Raw -4040651.354405 + Penalty 5041.040073 = -4035610.314332 nChanged 34 SP:Iteration 48Q (2290.290000 sec): 3 clusters Score: Raw -4040653.552173 + Penalty 5041.040073 = -4035612.512099 nChanged 22 SP:Iteration 49Q (2290.420000 sec): 3 clusters Score: Raw -4040655.440728 + Penalty 5041.040073 = -4035614.400655 nChanged 24 SP:Iteration 50Q (2290.540000 sec): 3 clusters Score: Raw -4040657.364417 + Penalty 5041.040073 = -4035616.324344 nChanged 17 SP:Iteration 51Q (2290.670000 sec): 3 clusters Score: Raw -4040658.544146 + Penalty 5041.040073 = -4035617.504073 nChanged 12 SP:Iteration 52Q (2290.800000 sec): 3 clusters Score: Raw -4040659.501748 + Penalty 5041.040073 = -4035618.461675 nChanged 14 SP:Iteration 53Q (2290.920000 sec): 3 clusters Score: Raw -4040660.334477 + Penalty 5041.040073 = -4035619.294404 nChanged 10 SP:Iteration 54Q (2291.050000 sec): 3 clusters Score: Raw -4040660.735845 + Penalty 5041.040073 = -4035619.695771 nChanged 7 SP:Iteration 55Q (2291.180000 sec): 3 clusters Score: Raw -4040661.149268 + Penalty 5041.040073 = -4035620.109195 nChanged 9 SP:Iteration 56Q (2291.300000 sec): 3 clusters Score: Raw -4040661.553603 + Penalty 5041.040073 = -4035620.513530 nChanged 7 SP:Iteration 57Q (2291.430000 sec): 3 clusters Score: Raw -4040661.995969 + Penalty 5041.040073 = -4035620.955896 nChanged 8 SP:Iteration 58Q (2291.560000 sec): 3 clusters Score: Raw -4040662.715601 + Penalty 5041.040073 = -4035621.675528 nChanged 7 SP:Iteration 59Q (2291.680000 sec): 3 clusters Score: Raw -4040663.101011 + Penalty 5041.040073 = -4035622.060938 nChanged 9 SP:Iteration 60F (2291.820000 sec): 3 clusters Score: Raw -4040663.568970 + Penalty 5041.040073 = -4035622.528897 nChanged 8 SP:Iteration 61Q (2291.940000 sec): 3 clusters Score: Raw -4040663.974017 + Penalty 5041.040073 = -4035622.933944 nChanged 4 SP:Iteration 62Q (2292.070000 sec): 3 clusters Score: Raw -4040664.146927 + Penalty 5041.040073 = -4035623.106854 nChanged 2 SP:Iteration 63Q (2292.200000 sec): 3 clusters Score: Raw -4040664.247414 + Penalty 5041.040073 = -4035623.207341 nChanged 2 SP:Iteration 64Q (2292.320000 sec): 3 clusters Score: Raw -4040664.382299 + Penalty 5041.040073 = -4035623.342226 nChanged 3 SP:Iteration 65Q (2292.450000 sec): 3 clusters Score: Raw -4040664.577078 + Penalty 5041.040073 = -4035623.537005 nChanged 1 SP:Iteration 66Q (2292.580000 sec): 3 clusters Score: Raw -4040664.640662 + Penalty 5041.040073 = -4035623.600589 nChanged 3 SP:Iteration 67Q (2292.700000 sec): 3 clusters Score: Raw -4040664.860246 + Penalty 5041.040073 = -4035623.820173 nChanged 3 SP:Iteration 68Q (2292.840000 sec): 3 clusters Score: Raw -4040665.121562 + Penalty 5041.040073 = -4035624.081489 nChanged 3 SP:Iteration 69Q (2292.970000 sec): 3 clusters Score: Raw -4040665.305291 + Penalty 5041.040073 = -4035624.265218 nChanged 2 SP:Iteration 70Q (2293.090000 sec): 3 clusters Score: Raw -4040665.382932 + Penalty 5041.040073 = -4035624.342859 nChanged 1 SP:Iteration 71Q (2293.220000 sec): 3 clusters Score: Raw -4040665.428589 + Penalty 5041.040073 = -4035624.388516 nChanged 1 SP:Iteration 72Q (2293.350000 sec): 3 clusters Score: Raw -4040665.454947 + Penalty 5041.040073 = -4035624.414874 nChanged 0 SP:Iteration 73F (2293.480000 sec): 3 clusters Score: Raw -4040665.454947 + Penalty 5041.040073 = -4035624.414874 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.500000 sec): 2 clusters Score: Raw -96410.263026 + Penalty 1611.573973 = -94798.689053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.500000 sec): 3 clusters Score: Raw -96366.998457 + Penalty 3223.147946 = -93143.850510 nChanged 157 SP:Iteration 1F (2293.500000 sec): 3 clusters Score: Raw -96678.707233 + Penalty 3223.147946 = -93455.559287 nChanged 29 SP:Iteration 2Q (2293.510000 sec): 3 clusters Score: Raw -96800.485538 + Penalty 3223.147946 = -93577.337592 nChanged 24 SP:Iteration 3Q (2293.510000 sec): 3 clusters Score: Raw -96877.602982 + Penalty 3223.147946 = -93654.455035 nChanged 23 SP:Iteration 4Q (2293.510000 sec): 3 clusters Score: Raw -96987.523541 + Penalty 3223.147946 = -93764.375595 nChanged 25 SP:Iteration 5Q (2293.520000 sec): 3 clusters Score: Raw -97246.953258 + Penalty 3223.147946 = -94023.805312 nChanged 25 SP:Iteration 6Q (2293.520000 sec): 3 clusters Score: Raw -97457.201379 + Penalty 3223.147946 = -94234.053433 nChanged 34 SP:Iteration 7F (2293.520000 sec): 3 clusters Score: Raw -97541.379107 + Penalty 3223.147946 = -94318.231161 nChanged 19 SP:Iteration 8Q (2293.530000 sec): 3 clusters Score: Raw -97605.021012 + Penalty 3223.147946 = -94381.873066 nChanged 17 SP:Iteration 9Q (2293.530000 sec): 3 clusters Score: Raw -97659.530379 + Penalty 3223.147946 = -94436.382433 nChanged 18 SP:Iteration 10Q (2293.530000 sec): 3 clusters Score: Raw -97730.753921 + Penalty 3223.147946 = -94507.605975 nChanged 14 SP:Iteration 11Q (2293.530000 sec): 3 clusters Score: Raw -97793.211467 + Penalty 3223.147946 = -94570.063521 nChanged 9 SP:Iteration 12Q (2293.540000 sec): 3 clusters Score: Raw -97834.151712 + Penalty 3223.147946 = -94611.003766 nChanged 9 SP:Iteration 13Q (2293.540000 sec): 3 clusters Score: Raw -97884.460551 + Penalty 3223.147946 = -94661.312605 nChanged 6 SP:Iteration 14Q (2293.540000 sec): 3 clusters Score: Raw -97926.909867 + Penalty 3223.147946 = -94703.761921 nChanged 5 SP:Iteration 15Q (2293.540000 sec): 3 clusters Score: Raw -97981.488753 + Penalty 3223.147946 = -94758.340807 nChanged 4 SP:Iteration 16Q (2293.550000 sec): 3 clusters Score: Raw -97999.322434 + Penalty 3223.147946 = -94776.174487 nChanged 0 SP:Iteration 17F (2293.550000 sec): 3 clusters Score: Raw -97999.322434 + Penalty 3223.147946 = -94776.174487 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.550000 sec): 2 clusters Score: Raw -34295.483845 + Penalty 1381.894200 = -32913.589645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.550000 sec): 3 clusters Score: Raw -34495.674235 + Penalty 2763.788400 = -31731.885835 nChanged 35 SP:Iteration 1F (2293.560000 sec): 3 clusters Score: Raw -34637.418345 + Penalty 2763.788400 = -31873.629945 nChanged 8 SP:Iteration 2Q (2293.560000 sec): 3 clusters Score: Raw -34701.418042 + Penalty 2763.788400 = -31937.629642 nChanged 5 SP:Iteration 3Q (2293.560000 sec): 3 clusters Score: Raw -34763.713076 + Penalty 2763.788400 = -31999.924676 nChanged 5 SP:Iteration 4Q (2293.560000 sec): 3 clusters Score: Raw -34814.787646 + Penalty 2763.788400 = -32050.999246 nChanged 5 SP:Iteration 5Q (2293.560000 sec): 3 clusters Score: Raw -34954.956918 + Penalty 2763.788400 = -32191.168518 nChanged 7 SP:Iteration 6Q (2293.560000 sec): 3 clusters Score: Raw -35041.491154 + Penalty 2763.788400 = -32277.702754 nChanged 8 SP:Iteration 7Q (2293.560000 sec): 3 clusters Score: Raw -35129.336281 + Penalty 2763.788400 = -32365.547881 nChanged 5 SP:Iteration 8Q (2293.570000 sec): 3 clusters Score: Raw -35181.482356 + Penalty 2763.788400 = -32417.693956 nChanged 4 SP:Iteration 9Q (2293.570000 sec): 3 clusters Score: Raw -35416.136081 + Penalty 2763.788400 = -32652.347681 nChanged 4 SP:Iteration 10Q (2293.570000 sec): 3 clusters Score: Raw -35444.429508 + Penalty 2763.788400 = -32680.641108 nChanged 5 SP:Iteration 11Q (2293.570000 sec): 3 clusters Score: Raw -35481.377432 + Penalty 2763.788400 = -32717.589032 nChanged 1 SP:Iteration 12Q (2293.570000 sec): 3 clusters Score: Raw -35489.815924 + Penalty 2763.788400 = -32726.027524 nChanged 3 SP:Iteration 13Q (2293.570000 sec): 3 clusters Score: Raw -35518.600838 + Penalty 2763.788400 = -32754.812438 nChanged 2 SP:Iteration 14Q (2293.570000 sec): 3 clusters Score: Raw -35541.655029 + Penalty 2763.788400 = -32777.866629 nChanged 2 SP:Iteration 15Q (2293.570000 sec): 3 clusters Score: Raw -35561.518709 + Penalty 2763.788400 = -32797.730310 nChanged 3 SP:Iteration 16Q (2293.570000 sec): 3 clusters Score: Raw -35595.640651 + Penalty 2763.788400 = -32831.852251 nChanged 0 SP:Iteration 17F (2293.570000 sec): 3 clusters Score: Raw -35595.640651 + Penalty 2763.788400 = -32831.852251 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2293.670000 sec): 2 clusters Score: Raw -3237146.172287 + Penalty 2467.087872 = -3234679.084415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2293.780000 sec): 3 clusters Score: Raw -3224871.514562 + Penalty 4934.175744 = -3219937.338818 nChanged 9217 SP:Iteration 1F (2293.890000 sec): 3 clusters Score: Raw -3229761.115424 + Penalty 4934.175744 = -3224826.939680 nChanged 1000 SP:Iteration 2Q (2293.990000 sec): 3 clusters Score: Raw -3230099.600138 + Penalty 4934.175744 = -3225165.424394 nChanged 899 SP:Iteration 3Q (2294.100000 sec): 3 clusters Score: Raw -3230409.512208 + Penalty 4934.175744 = -3225475.336464 nChanged 821 SP:Iteration 4Q (2294.210000 sec): 3 clusters Score: Raw -3230704.986445 + Penalty 4934.175744 = -3225770.810701 nChanged 808 SP:Iteration 5Q (2294.320000 sec): 3 clusters Score: Raw -3231037.673095 + Penalty 4934.175744 = -3226103.497351 nChanged 891 SP:Iteration 6Q (2294.430000 sec): 3 clusters Score: Raw -3231469.247925 + Penalty 4934.175744 = -3226535.072181 nChanged 1053 SP:Iteration 7F (2294.530000 sec): 3 clusters Score: Raw -3232058.523047 + Penalty 4934.175744 = -3227124.347303 nChanged 1198 SP:Iteration 8F (2294.640000 sec): 3 clusters Score: Raw -3232859.991079 + Penalty 4934.175744 = -3227925.815336 nChanged 1354 SP:Iteration 9F (2294.750000 sec): 3 clusters Score: Raw -3233952.047031 + Penalty 4934.175744 = -3229017.871287 nChanged 1343 SP:Iteration 10F (2294.850000 sec): 3 clusters Score: Raw -3235161.832419 + Penalty 4934.175744 = -3230227.656675 nChanged 1074 SP:Iteration 11F (2294.950000 sec): 3 clusters Score: Raw -3236160.928099 + Penalty 4934.175744 = -3231226.752356 nChanged 661 SP:Iteration 12Q (2295.050000 sec): 3 clusters Score: Raw -3236778.601358 + Penalty 4934.175744 = -3231844.425614 nChanged 311 SP:Iteration 13Q (2295.140000 sec): 3 clusters Score: Raw -3237055.870157 + Penalty 4934.175744 = -3232121.694413 nChanged 141 SP:Iteration 14Q (2295.230000 sec): 3 clusters Score: Raw -3237197.295775 + Penalty 4934.175744 = -3232263.120031 nChanged 65 SP:Iteration 15Q (2295.310000 sec): 3 clusters Score: Raw -3237270.888975 + Penalty 4934.175744 = -3232336.713231 nChanged 43 SP:Iteration 16Q (2295.390000 sec): 3 clusters Score: Raw -3237325.281539 + Penalty 4934.175744 = -3232391.105795 nChanged 25 SP:Iteration 17Q (2295.470000 sec): 3 clusters Score: Raw -3237356.682650 + Penalty 4934.175744 = -3232422.506906 nChanged 13 SP:Iteration 18Q (2295.550000 sec): 3 clusters Score: Raw -3237374.535792 + Penalty 4934.175744 = -3232440.360049 nChanged 14 SP:Iteration 19Q (2295.630000 sec): 3 clusters Score: Raw -3237390.239808 + Penalty 4934.175744 = -3232456.064064 nChanged 12 SP:Iteration 20F (2295.730000 sec): 3 clusters Score: Raw -3237405.649766 + Penalty 4934.175744 = -3232471.474023 nChanged 9 SP:Iteration 21Q (2295.810000 sec): 3 clusters Score: Raw -3237414.766580 + Penalty 4934.175744 = -3232480.590836 nChanged 6 SP:Iteration 22Q (2295.890000 sec): 3 clusters Score: Raw -3237423.211375 + Penalty 4934.175744 = -3232489.035631 nChanged 5 SP:Iteration 23Q (2295.970000 sec): 3 clusters Score: Raw -3237428.322070 + Penalty 4934.175744 = -3232494.146326 nChanged 2 SP:Iteration 24Q (2296.040000 sec): 3 clusters Score: Raw -3237430.696755 + Penalty 4934.175744 = -3232496.521011 nChanged 1 SP:Iteration 25Q (2296.120000 sec): 3 clusters Score: Raw -3237431.999401 + Penalty 4934.175744 = -3232497.823657 nChanged 3 SP:Iteration 26Q (2296.200000 sec): 3 clusters Score: Raw -3237437.503285 + Penalty 4934.175744 = -3232503.327541 nChanged 1 SP:Iteration 27Q (2296.280000 sec): 3 clusters Score: Raw -3237438.330872 + Penalty 4934.175744 = -3232504.155128 nChanged 0 SP:Iteration 28F (2296.380000 sec): 3 clusters Score: Raw -3237438.330872 + Penalty 4934.175744 = -3232504.155128 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2296.420000 sec): 2 clusters Score: Raw -736459.666097 + Penalty 2110.021807 = -734349.644291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2296.440000 sec): 3 clusters Score: Raw -734089.771687 + Penalty 4220.043614 = -729869.728074 nChanged 1874 SP:Iteration 1F (2296.470000 sec): 3 clusters Score: Raw -735167.892546 + Penalty 4220.043614 = -730947.848933 nChanged 384 SP:Iteration 2F (2296.490000 sec): 3 clusters Score: Raw -735406.404713 + Penalty 4220.043614 = -731186.361099 nChanged 227 SP:Iteration 3Q (2296.520000 sec): 3 clusters Score: Raw -735557.914846 + Penalty 4220.043614 = -731337.871233 nChanged 218 SP:Iteration 4Q (2296.540000 sec): 3 clusters Score: Raw -735706.815656 + Penalty 4220.043614 = -731486.772043 nChanged 178 SP:Iteration 5Q (2296.570000 sec): 3 clusters Score: Raw -735852.695516 + Penalty 4220.043614 = -731632.651902 nChanged 180 SP:Iteration 6Q (2296.590000 sec): 3 clusters Score: Raw -735999.528645 + Penalty 4220.043614 = -731779.485031 nChanged 176 SP:Iteration 7Q (2296.620000 sec): 3 clusters Score: Raw -736140.889595 + Penalty 4220.043614 = -731920.845982 nChanged 178 SP:Iteration 8Q (2296.640000 sec): 3 clusters Score: Raw -736279.487622 + Penalty 4220.043614 = -732059.444008 nChanged 166 SP:Iteration 9Q (2296.670000 sec): 3 clusters Score: Raw -736386.845144 + Penalty 4220.043614 = -732166.801530 nChanged 139 SP:Iteration 10Q (2296.690000 sec): 3 clusters Score: Raw -736475.377705 + Penalty 4220.043614 = -732255.334092 nChanged 138 SP:Iteration 11Q (2296.710000 sec): 3 clusters Score: Raw -736562.327308 + Penalty 4220.043614 = -732342.283694 nChanged 119 SP:Iteration 12Q (2296.740000 sec): 3 clusters Score: Raw -736638.229067 + Penalty 4220.043614 = -732418.185453 nChanged 135 SP:Iteration 13Q (2296.760000 sec): 3 clusters Score: Raw -736727.452282 + Penalty 4220.043614 = -732507.408669 nChanged 134 SP:Iteration 14Q (2296.790000 sec): 3 clusters Score: Raw -736825.131584 + Penalty 4220.043614 = -732605.087971 nChanged 143 SP:Iteration 15Q (2296.810000 sec): 3 clusters Score: Raw -736934.798558 + Penalty 4220.043614 = -732714.754945 nChanged 142 SP:Iteration 16Q (2296.830000 sec): 3 clusters Score: Raw -737037.374482 + Penalty 4220.043614 = -732817.330868 nChanged 105 SP:Iteration 17Q (2296.860000 sec): 3 clusters Score: Raw -737115.831514 + Penalty 4220.043614 = -732895.787900 nChanged 82 SP:Iteration 18Q (2296.880000 sec): 3 clusters Score: Raw -737180.169481 + Penalty 4220.043614 = -732960.125867 nChanged 89 SP:Iteration 19Q (2296.910000 sec): 3 clusters Score: Raw -737236.563299 + Penalty 4220.043614 = -733016.519686 nChanged 61 SP:Iteration 20F (2296.930000 sec): 3 clusters Score: Raw -737273.080827 + Penalty 4220.043614 = -733053.037213 nChanged 61 SP:Iteration 21Q (2296.950000 sec): 3 clusters Score: Raw -737309.500547 + Penalty 4220.043614 = -733089.456933 nChanged 52 SP:Iteration 22Q (2296.970000 sec): 3 clusters Score: Raw -737346.724785 + Penalty 4220.043614 = -733126.681171 nChanged 48 SP:Iteration 23Q (2297.000000 sec): 3 clusters Score: Raw -737381.571412 + Penalty 4220.043614 = -733161.527799 nChanged 47 SP:Iteration 24Q (2297.020000 sec): 3 clusters Score: Raw -737413.914995 + Penalty 4220.043614 = -733193.871382 nChanged 39 SP:Iteration 25Q (2297.040000 sec): 3 clusters Score: Raw -737445.615116 + Penalty 4220.043614 = -733225.571502 nChanged 26 SP:Iteration 26Q (2297.060000 sec): 3 clusters Score: Raw -737461.832459 + Penalty 4220.043614 = -733241.788846 nChanged 25 SP:Iteration 27Q (2297.090000 sec): 3 clusters Score: Raw -737477.405568 + Penalty 4220.043614 = -733257.361954 nChanged 22 SP:Iteration 28Q (2297.110000 sec): 3 clusters Score: Raw -737490.743342 + Penalty 4220.043614 = -733270.699728 nChanged 17 SP:Iteration 29Q (2297.130000 sec): 3 clusters Score: Raw -737502.030187 + Penalty 4220.043614 = -733281.986573 nChanged 13 SP:Iteration 30Q (2297.150000 sec): 3 clusters Score: Raw -737508.317657 + Penalty 4220.043614 = -733288.274043 nChanged 7 SP:Iteration 31Q (2297.170000 sec): 3 clusters Score: Raw -737511.745417 + Penalty 4220.043614 = -733291.701804 nChanged 0 SP:Iteration 32F (2297.190000 sec): 3 clusters Score: Raw -737511.745417 + Penalty 4220.043614 = -733291.701804 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2297.210000 sec): 2 clusters Score: Raw -416795.540011 + Penalty 1958.529525 = -414837.010486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2297.220000 sec): 3 clusters Score: Raw -415724.543072 + Penalty 3917.059050 = -411807.484022 nChanged 903 SP:Iteration 1F (2297.240000 sec): 3 clusters Score: Raw -416317.273652 + Penalty 3917.059050 = -412400.214601 nChanged 200 SP:Iteration 2F (2297.250000 sec): 3 clusters Score: Raw -416483.582341 + Penalty 3917.059050 = -412566.523291 nChanged 139 SP:Iteration 3F (2297.270000 sec): 3 clusters Score: Raw -416610.512299 + Penalty 3917.059050 = -412693.453248 nChanged 109 SP:Iteration 4Q (2297.280000 sec): 3 clusters Score: Raw -416682.758885 + Penalty 3917.059050 = -412765.699835 nChanged 69 SP:Iteration 5Q (2297.290000 sec): 3 clusters Score: Raw -416734.224498 + Penalty 3917.059050 = -412817.165447 nChanged 62 SP:Iteration 6Q (2297.310000 sec): 3 clusters Score: Raw -416781.413386 + Penalty 3917.059050 = -412864.354336 nChanged 51 SP:Iteration 7Q (2297.320000 sec): 3 clusters Score: Raw -416813.621968 + Penalty 3917.059050 = -412896.562918 nChanged 46 SP:Iteration 8Q (2297.330000 sec): 3 clusters Score: Raw -416846.194645 + Penalty 3917.059050 = -412929.135594 nChanged 39 SP:Iteration 9Q (2297.350000 sec): 3 clusters Score: Raw -416871.293120 + Penalty 3917.059050 = -412954.234069 nChanged 29 SP:Iteration 10Q (2297.360000 sec): 3 clusters Score: Raw -416890.817069 + Penalty 3917.059050 = -412973.758018 nChanged 27 SP:Iteration 11Q (2297.370000 sec): 3 clusters Score: Raw -416909.215370 + Penalty 3917.059050 = -412992.156319 nChanged 30 SP:Iteration 12Q (2297.390000 sec): 3 clusters Score: Raw -416927.496220 + Penalty 3917.059050 = -413010.437170 nChanged 25 SP:Iteration 13Q (2297.400000 sec): 3 clusters Score: Raw -416949.572143 + Penalty 3917.059050 = -413032.513093 nChanged 29 SP:Iteration 14Q (2297.410000 sec): 3 clusters Score: Raw -416964.235643 + Penalty 3917.059050 = -413047.176592 nChanged 18 SP:Iteration 15Q (2297.430000 sec): 3 clusters Score: Raw -416975.996897 + Penalty 3917.059050 = -413058.937847 nChanged 18 SP:Iteration 16Q (2297.440000 sec): 3 clusters Score: Raw -416984.438303 + Penalty 3917.059050 = -413067.379252 nChanged 11 SP:Iteration 17Q (2297.450000 sec): 3 clusters Score: Raw -416992.971615 + Penalty 3917.059050 = -413075.912565 nChanged 14 SP:Iteration 18Q (2297.470000 sec): 3 clusters Score: Raw -417001.466867 + Penalty 3917.059050 = -413084.407817 nChanged 15 SP:Iteration 19Q (2297.480000 sec): 3 clusters Score: Raw -417009.208270 + Penalty 3917.059050 = -413092.149220 nChanged 15 SP:Iteration 20F (2297.490000 sec): 3 clusters Score: Raw -417018.439325 + Penalty 3917.059050 = -413101.380274 nChanged 15 SP:Iteration 21Q (2297.510000 sec): 3 clusters Score: Raw -417026.888182 + Penalty 3917.059050 = -413109.829132 nChanged 14 SP:Iteration 22Q (2297.520000 sec): 3 clusters Score: Raw -417035.146476 + Penalty 3917.059050 = -413118.087426 nChanged 11 SP:Iteration 23Q (2297.530000 sec): 3 clusters Score: Raw -417042.297685 + Penalty 3917.059050 = -413125.238635 nChanged 19 SP:Iteration 24Q (2297.550000 sec): 3 clusters Score: Raw -417054.792341 + Penalty 3917.059050 = -413137.733291 nChanged 17 SP:Iteration 25Q (2297.560000 sec): 3 clusters Score: Raw -417063.762197 + Penalty 3917.059050 = -413146.703146 nChanged 16 SP:Iteration 26Q (2297.570000 sec): 3 clusters Score: Raw -417075.207838 + Penalty 3917.059050 = -413158.148788 nChanged 17 SP:Iteration 27Q (2297.580000 sec): 3 clusters Score: Raw -417084.229283 + Penalty 3917.059050 = -413167.170233 nChanged 12 SP:Iteration 28Q (2297.600000 sec): 3 clusters Score: Raw -417091.163976 + Penalty 3917.059050 = -413174.104925 nChanged 8 SP:Iteration 29Q (2297.610000 sec): 3 clusters Score: Raw -417095.784836 + Penalty 3917.059050 = -413178.725786 nChanged 6 SP:Iteration 30Q (2297.620000 sec): 3 clusters Score: Raw -417098.847012 + Penalty 3917.059050 = -413181.787962 nChanged 7 SP:Iteration 31Q (2297.630000 sec): 3 clusters Score: Raw -417103.355037 + Penalty 3917.059050 = -413186.295986 nChanged 9 SP:Iteration 32Q (2297.650000 sec): 3 clusters Score: Raw -417106.763010 + Penalty 3917.059050 = -413189.703959 nChanged 4 SP:Iteration 33Q (2297.660000 sec): 3 clusters Score: Raw -417109.268177 + Penalty 3917.059050 = -413192.209126 nChanged 4 SP:Iteration 34Q (2297.670000 sec): 3 clusters Score: Raw -417111.747563 + Penalty 3917.059050 = -413194.688513 nChanged 2 SP:Iteration 35Q (2297.690000 sec): 3 clusters Score: Raw -417112.915224 + Penalty 3917.059050 = -413195.856174 nChanged 2 SP:Iteration 36Q (2297.700000 sec): 3 clusters Score: Raw -417114.475908 + Penalty 3917.059050 = -413197.416858 nChanged 3 SP:Iteration 37Q (2297.710000 sec): 3 clusters Score: Raw -417115.784875 + Penalty 3917.059050 = -413198.725824 nChanged 3 SP:Iteration 38Q (2297.730000 sec): 3 clusters Score: Raw -417117.197331 + Penalty 3917.059050 = -413200.138280 nChanged 1 SP:Iteration 39Q (2297.740000 sec): 3 clusters Score: Raw -417117.476918 + Penalty 3917.059050 = -413200.417867 nChanged 0 SP:Iteration 40F (2297.750000 sec): 3 clusters Score: Raw -417117.476918 + Penalty 3917.059050 = -413200.417867 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2297.760000 sec): 2 clusters Score: Raw -209290.515003 + Penalty 1779.331629 = -207511.183374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2297.770000 sec): 3 clusters Score: Raw -208940.110579 + Penalty 3558.663258 = -205381.447322 nChanged 363 SP:Iteration 1F (2297.770000 sec): 3 clusters Score: Raw -209252.926675 + Penalty 3558.663258 = -205694.263417 nChanged 73 SP:Iteration 2F (2297.780000 sec): 3 clusters Score: Raw -209343.726252 + Penalty 3558.663258 = -205785.062994 nChanged 42 SP:Iteration 3Q (2297.790000 sec): 3 clusters Score: Raw -209385.294638 + Penalty 3558.663258 = -205826.631380 nChanged 19 SP:Iteration 4Q (2297.790000 sec): 3 clusters Score: Raw -209400.729000 + Penalty 3558.663258 = -205842.065742 nChanged 11 SP:Iteration 5Q (2297.800000 sec): 3 clusters Score: Raw -209413.580695 + Penalty 3558.663258 = -205854.917437 nChanged 12 SP:Iteration 6Q (2297.800000 sec): 3 clusters Score: Raw -209424.350109 + Penalty 3558.663258 = -205865.686851 nChanged 10 SP:Iteration 7Q (2297.810000 sec): 3 clusters Score: Raw -209439.799565 + Penalty 3558.663258 = -205881.136308 nChanged 13 SP:Iteration 8Q (2297.810000 sec): 3 clusters Score: Raw -209451.616718 + Penalty 3558.663258 = -205892.953461 nChanged 4 SP:Iteration 9Q (2297.820000 sec): 3 clusters Score: Raw -209455.426275 + Penalty 3558.663258 = -205896.763017 nChanged 4 SP:Iteration 10Q (2297.830000 sec): 3 clusters Score: Raw -209459.067314 + Penalty 3558.663258 = -205900.404056 nChanged 3 SP:Iteration 11Q (2297.830000 sec): 3 clusters Score: Raw -209461.451893 + Penalty 3558.663258 = -205902.788635 nChanged 2 SP:Iteration 12Q (2297.840000 sec): 3 clusters Score: Raw -209462.927851 + Penalty 3558.663258 = -205904.264593 nChanged 2 SP:Iteration 13Q (2297.850000 sec): 3 clusters Score: Raw -209464.302522 + Penalty 3558.663258 = -205905.639264 nChanged 1 SP:Iteration 14Q (2297.850000 sec): 3 clusters Score: Raw -209464.731369 + Penalty 3558.663258 = -205906.068112 nChanged 0 SP:Iteration 15F (2297.860000 sec): 3 clusters Score: Raw -209464.731369 + Penalty 3558.663258 = -205906.068112 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2297.970000 sec): 2 clusters Score: Raw -3562634.360389 + Penalty 2486.901053 = -3560147.459336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2298.080000 sec): 3 clusters Score: Raw -3549400.893039 + Penalty 4973.802106 = -3544427.090933 nChanged 9966 SP:Iteration 1F (2298.200000 sec): 3 clusters Score: Raw -3554733.635532 + Penalty 4973.802106 = -3549759.833426 nChanged 1180 SP:Iteration 2F (2298.310000 sec): 3 clusters Score: Raw -3555200.338998 + Penalty 4973.802106 = -3550226.536892 nChanged 1085 SP:Iteration 3Q (2298.430000 sec): 3 clusters Score: Raw -3555640.873241 + Penalty 4973.802106 = -3550667.071135 nChanged 1058 SP:Iteration 4Q (2298.540000 sec): 3 clusters Score: Raw -3556033.233508 + Penalty 4973.802106 = -3551059.431402 nChanged 920 SP:Iteration 5Q (2298.660000 sec): 3 clusters Score: Raw -3556388.827629 + Penalty 4973.802106 = -3551415.025522 nChanged 933 SP:Iteration 6Q (2298.780000 sec): 3 clusters Score: Raw -3556748.938883 + Penalty 4973.802106 = -3551775.136777 nChanged 945 SP:Iteration 7Q (2298.890000 sec): 3 clusters Score: Raw -3557156.753716 + Penalty 4973.802106 = -3552182.951610 nChanged 1071 SP:Iteration 8Q (2299.010000 sec): 3 clusters Score: Raw -3557690.396879 + Penalty 4973.802106 = -3552716.594773 nChanged 1172 SP:Iteration 9F (2299.120000 sec): 3 clusters Score: Raw -3558369.797643 + Penalty 4973.802106 = -3553395.995537 nChanged 1252 SP:Iteration 10F (2299.240000 sec): 3 clusters Score: Raw -3559192.810162 + Penalty 4973.802106 = -3554219.008056 nChanged 1251 SP:Iteration 11F (2299.350000 sec): 3 clusters Score: Raw -3560102.983956 + Penalty 4973.802106 = -3555129.181850 nChanged 1171 SP:Iteration 12F (2299.470000 sec): 3 clusters Score: Raw -3560971.181820 + Penalty 4973.802106 = -3555997.379714 nChanged 861 SP:Iteration 13Q (2299.580000 sec): 3 clusters Score: Raw -3561607.175645 + Penalty 4973.802106 = -3556633.373539 nChanged 634 SP:Iteration 14Q (2299.700000 sec): 3 clusters Score: Raw -3562099.470543 + Penalty 4973.802106 = -3557125.668437 nChanged 401 SP:Iteration 15Q (2299.810000 sec): 3 clusters Score: Raw -3562407.712290 + Penalty 4973.802106 = -3557433.910184 nChanged 242 SP:Iteration 16Q (2299.910000 sec): 3 clusters Score: Raw -3562581.298440 + Penalty 4973.802106 = -3557607.496334 nChanged 141 SP:Iteration 17Q (2300.020000 sec): 3 clusters Score: Raw -3562685.964809 + Penalty 4973.802106 = -3557712.162703 nChanged 94 SP:Iteration 18Q (2300.120000 sec): 3 clusters Score: Raw -3562755.409598 + Penalty 4973.802106 = -3557781.607492 nChanged 66 SP:Iteration 19Q (2300.210000 sec): 3 clusters Score: Raw -3562805.354191 + Penalty 4973.802106 = -3557831.552085 nChanged 47 SP:Iteration 20F (2300.330000 sec): 3 clusters Score: Raw -3562842.179749 + Penalty 4973.802106 = -3557868.377643 nChanged 34 SP:Iteration 21Q (2300.420000 sec): 3 clusters Score: Raw -3562870.739965 + Penalty 4973.802106 = -3557896.937859 nChanged 36 SP:Iteration 22Q (2300.520000 sec): 3 clusters Score: Raw -3562906.913106 + Penalty 4973.802106 = -3557933.111000 nChanged 25 SP:Iteration 23Q (2300.610000 sec): 3 clusters Score: Raw -3562932.104425 + Penalty 4973.802106 = -3557958.302319 nChanged 18 SP:Iteration 24Q (2300.700000 sec): 3 clusters Score: Raw -3562950.060020 + Penalty 4973.802106 = -3557976.257914 nChanged 11 SP:Iteration 25Q (2300.790000 sec): 3 clusters Score: Raw -3562960.362421 + Penalty 4973.802106 = -3557986.560315 nChanged 9 SP:Iteration 26Q (2300.880000 sec): 3 clusters Score: Raw -3562968.158542 + Penalty 4973.802106 = -3557994.356436 nChanged 11 SP:Iteration 27Q (2300.970000 sec): 3 clusters Score: Raw -3562978.543936 + Penalty 4973.802106 = -3558004.741830 nChanged 9 SP:Iteration 28Q (2301.050000 sec): 3 clusters Score: Raw -3562987.102045 + Penalty 4973.802106 = -3558013.299939 nChanged 8 SP:Iteration 29Q (2301.140000 sec): 3 clusters Score: Raw -3562991.309392 + Penalty 4973.802106 = -3558017.507286 nChanged 4 SP:Iteration 30Q (2301.230000 sec): 3 clusters Score: Raw -3562996.922575 + Penalty 4973.802106 = -3558023.120469 nChanged 5 SP:Iteration 31Q (2301.320000 sec): 3 clusters Score: Raw -3563001.692289 + Penalty 4973.802106 = -3558027.890183 nChanged 4 SP:Iteration 32Q (2301.410000 sec): 3 clusters Score: Raw -3563005.138737 + Penalty 4973.802106 = -3558031.336631 nChanged 3 SP:Iteration 33Q (2301.490000 sec): 3 clusters Score: Raw -3563009.600402 + Penalty 4973.802106 = -3558035.798296 nChanged 7 SP:Iteration 34Q (2301.580000 sec): 3 clusters Score: Raw -3563015.272785 + Penalty 4973.802106 = -3558041.470679 nChanged 4 SP:Iteration 35Q (2301.670000 sec): 3 clusters Score: Raw -3563019.634661 + Penalty 4973.802106 = -3558045.832555 nChanged 4 SP:Iteration 36Q (2301.750000 sec): 3 clusters Score: Raw -3563024.268863 + Penalty 4973.802106 = -3558050.466757 nChanged 6 SP:Iteration 37Q (2301.840000 sec): 3 clusters Score: Raw -3563031.397783 + Penalty 4973.802106 = -3558057.595677 nChanged 4 SP:Iteration 38Q (2301.930000 sec): 3 clusters Score: Raw -3563034.699904 + Penalty 4973.802106 = -3558060.897798 nChanged 4 SP:Iteration 39Q (2302.010000 sec): 3 clusters Score: Raw -3563037.926817 + Penalty 4973.802106 = -3558064.124711 nChanged 4 SP:Iteration 40F (2302.130000 sec): 3 clusters Score: Raw -3563040.859976 + Penalty 4973.802106 = -3558067.057870 nChanged 2 SP:Iteration 41Q (2302.210000 sec): 3 clusters Score: Raw -3563044.920383 + Penalty 4973.802106 = -3558071.118277 nChanged 4 SP:Iteration 42Q (2302.290000 sec): 3 clusters Score: Raw -3563049.881723 + Penalty 4973.802106 = -3558076.079616 nChanged 4 SP:Iteration 43Q (2302.380000 sec): 3 clusters Score: Raw -3563052.955684 + Penalty 4973.802106 = -3558079.153578 nChanged 3 SP:Iteration 44Q (2302.470000 sec): 3 clusters Score: Raw -3563055.149869 + Penalty 4973.802106 = -3558081.347763 nChanged 6 SP:Iteration 45Q (2302.550000 sec): 3 clusters Score: Raw -3563059.653992 + Penalty 4973.802106 = -3558085.851886 nChanged 1 SP:Iteration 46Q (2302.640000 sec): 3 clusters Score: Raw -3563061.049108 + Penalty 4973.802106 = -3558087.247002 nChanged 1 SP:Iteration 47Q (2302.720000 sec): 3 clusters Score: Raw -3563062.092039 + Penalty 4973.802106 = -3558088.289933 nChanged 1 SP:Iteration 48Q (2302.810000 sec): 3 clusters Score: Raw -3563063.449806 + Penalty 4973.802106 = -3558089.647700 nChanged 2 SP:Iteration 49Q (2302.890000 sec): 3 clusters Score: Raw -3563065.590532 + Penalty 4973.802106 = -3558091.788426 nChanged 2 SP:Iteration 50Q (2302.970000 sec): 3 clusters Score: Raw -3563066.878852 + Penalty 4973.802106 = -3558093.076746 nChanged 0 SP:Iteration 51F (2303.090000 sec): 3 clusters Score: Raw -3563066.878852 + Penalty 4973.802106 = -3558093.076746 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.100000 sec): 2 clusters Score: Raw -120277.499224 + Penalty 1659.636768 = -118617.862456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.110000 sec): 3 clusters Score: Raw -120188.680478 + Penalty 3319.273536 = -116869.406942 nChanged 192 SP:Iteration 1F (2303.110000 sec): 3 clusters Score: Raw -120546.366543 + Penalty 3319.273536 = -117227.093006 nChanged 61 SP:Iteration 2F (2303.110000 sec): 3 clusters Score: Raw -120730.340018 + Penalty 3319.273536 = -117411.066482 nChanged 62 SP:Iteration 3F (2303.120000 sec): 3 clusters Score: Raw -120948.657137 + Penalty 3319.273536 = -117629.383600 nChanged 50 SP:Iteration 4F (2303.120000 sec): 3 clusters Score: Raw -121079.311796 + Penalty 3319.273536 = -117760.038260 nChanged 38 SP:Iteration 5Q (2303.130000 sec): 3 clusters Score: Raw -121173.382014 + Penalty 3319.273536 = -117854.108477 nChanged 29 SP:Iteration 6Q (2303.130000 sec): 3 clusters Score: Raw -121235.076798 + Penalty 3319.273536 = -117915.803262 nChanged 15 SP:Iteration 7Q (2303.130000 sec): 3 clusters Score: Raw -121269.666449 + Penalty 3319.273536 = -117950.392912 nChanged 8 SP:Iteration 8Q (2303.140000 sec): 3 clusters Score: Raw -121288.537647 + Penalty 3319.273536 = -117969.264111 nChanged 6 SP:Iteration 9Q (2303.140000 sec): 3 clusters Score: Raw -121303.229475 + Penalty 3319.273536 = -117983.955939 nChanged 3 SP:Iteration 10Q (2303.150000 sec): 3 clusters Score: Raw -121308.714538 + Penalty 3319.273536 = -117989.441002 nChanged 2 SP:Iteration 11Q (2303.150000 sec): 3 clusters Score: Raw -121310.690495 + Penalty 3319.273536 = -117991.416959 nChanged 0 SP:Iteration 12F (2303.150000 sec): 3 clusters Score: Raw -121310.690495 + Penalty 3319.273536 = -117991.416959 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2303.210000 sec): 2 clusters Score: Raw -1599255.709653 + Penalty 2308.768901 = -1596946.940752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2303.260000 sec): 3 clusters Score: Raw -1593205.975882 + Penalty 4617.537803 = -1588588.438079 nChanged 4678 SP:Iteration 1F (2303.310000 sec): 3 clusters Score: Raw -1595862.980325 + Penalty 4617.537803 = -1591245.442522 nChanged 799 SP:Iteration 2F (2303.370000 sec): 3 clusters Score: Raw -1596300.853133 + Penalty 4617.537803 = -1591683.315330 nChanged 612 SP:Iteration 3F (2303.430000 sec): 3 clusters Score: Raw -1596618.709974 + Penalty 4617.537803 = -1592001.172171 nChanged 547 SP:Iteration 4Q (2303.480000 sec): 3 clusters Score: Raw -1596870.068058 + Penalty 4617.537803 = -1592252.530256 nChanged 416 SP:Iteration 5Q (2303.530000 sec): 3 clusters Score: Raw -1597059.111229 + Penalty 4617.537803 = -1592441.573426 nChanged 384 SP:Iteration 6Q (2303.590000 sec): 3 clusters Score: Raw -1597255.428570 + Penalty 4617.537803 = -1592637.890767 nChanged 431 SP:Iteration 7Q (2303.640000 sec): 3 clusters Score: Raw -1597457.471064 + Penalty 4617.537803 = -1592839.933261 nChanged 395 SP:Iteration 8Q (2303.700000 sec): 3 clusters Score: Raw -1597658.116657 + Penalty 4617.537803 = -1593040.578854 nChanged 363 SP:Iteration 9Q (2303.750000 sec): 3 clusters Score: Raw -1597839.931491 + Penalty 4617.537803 = -1593222.393688 nChanged 357 SP:Iteration 10Q (2303.810000 sec): 3 clusters Score: Raw -1597990.987159 + Penalty 4617.537803 = -1593373.449356 nChanged 300 SP:Iteration 11Q (2303.860000 sec): 3 clusters Score: Raw -1598113.966079 + Penalty 4617.537803 = -1593496.428276 nChanged 260 SP:Iteration 12Q (2303.910000 sec): 3 clusters Score: Raw -1598219.576371 + Penalty 4617.537803 = -1593602.038568 nChanged 233 SP:Iteration 13Q (2303.970000 sec): 3 clusters Score: Raw -1598311.034255 + Penalty 4617.537803 = -1593693.496453 nChanged 209 SP:Iteration 14Q (2304.020000 sec): 3 clusters Score: Raw -1598381.364687 + Penalty 4617.537803 = -1593763.826884 nChanged 190 SP:Iteration 15Q (2304.080000 sec): 3 clusters Score: Raw -1598444.182044 + Penalty 4617.537803 = -1593826.644241 nChanged 192 SP:Iteration 16Q (2304.130000 sec): 3 clusters Score: Raw -1598507.719647 + Penalty 4617.537803 = -1593890.181844 nChanged 170 SP:Iteration 17Q (2304.190000 sec): 3 clusters Score: Raw -1598566.698395 + Penalty 4617.537803 = -1593949.160592 nChanged 180 SP:Iteration 18Q (2304.240000 sec): 3 clusters Score: Raw -1598635.330278 + Penalty 4617.537803 = -1594017.792475 nChanged 197 SP:Iteration 19Q (2304.290000 sec): 3 clusters Score: Raw -1598706.674825 + Penalty 4617.537803 = -1594089.137022 nChanged 187 SP:Iteration 20F (2304.350000 sec): 3 clusters Score: Raw -1598779.222091 + Penalty 4617.537803 = -1594161.684288 nChanged 178 SP:Iteration 21Q (2304.400000 sec): 3 clusters Score: Raw -1598851.974505 + Penalty 4617.537803 = -1594234.436702 nChanged 179 SP:Iteration 22Q (2304.460000 sec): 3 clusters Score: Raw -1598926.028047 + Penalty 4617.537803 = -1594308.490244 nChanged 165 SP:Iteration 23Q (2304.510000 sec): 3 clusters Score: Raw -1599005.739259 + Penalty 4617.537803 = -1594388.201456 nChanged 197 SP:Iteration 24Q (2304.560000 sec): 3 clusters Score: Raw -1599097.946790 + Penalty 4617.537803 = -1594480.408987 nChanged 191 SP:Iteration 25Q (2304.620000 sec): 3 clusters Score: Raw -1599193.743135 + Penalty 4617.537803 = -1594576.205332 nChanged 186 SP:Iteration 26Q (2304.670000 sec): 3 clusters Score: Raw -1599317.610783 + Penalty 4617.537803 = -1594700.072980 nChanged 201 SP:Iteration 27Q (2304.720000 sec): 3 clusters Score: Raw -1599457.792517 + Penalty 4617.537803 = -1594840.254714 nChanged 182 SP:Iteration 28Q (2304.770000 sec): 3 clusters Score: Raw -1599593.263715 + Penalty 4617.537803 = -1594975.725912 nChanged 158 SP:Iteration 29Q (2304.830000 sec): 3 clusters Score: Raw -1599688.322230 + Penalty 4617.537803 = -1595070.784427 nChanged 123 SP:Iteration 30Q (2304.880000 sec): 3 clusters Score: Raw -1599757.668278 + Penalty 4617.537803 = -1595140.130475 nChanged 100 SP:Iteration 31Q (2304.930000 sec): 3 clusters Score: Raw -1599809.297892 + Penalty 4617.537803 = -1595191.760090 nChanged 95 SP:Iteration 32Q (2304.980000 sec): 3 clusters Score: Raw -1599856.730168 + Penalty 4617.537803 = -1595239.192365 nChanged 81 SP:Iteration 33Q (2305.030000 sec): 3 clusters Score: Raw -1599897.470610 + Penalty 4617.537803 = -1595279.932807 nChanged 75 SP:Iteration 34Q (2305.070000 sec): 3 clusters Score: Raw -1599930.453002 + Penalty 4617.537803 = -1595312.915199 nChanged 50 SP:Iteration 35Q (2305.130000 sec): 3 clusters Score: Raw -1599950.180943 + Penalty 4617.537803 = -1595332.643140 nChanged 41 SP:Iteration 36Q (2305.170000 sec): 3 clusters Score: Raw -1599966.234012 + Penalty 4617.537803 = -1595348.696209 nChanged 33 SP:Iteration 37Q (2305.220000 sec): 3 clusters Score: Raw -1599979.081601 + Penalty 4617.537803 = -1595361.543799 nChanged 25 SP:Iteration 38Q (2305.270000 sec): 3 clusters Score: Raw -1599989.683034 + Penalty 4617.537803 = -1595372.145231 nChanged 20 SP:Iteration 39Q (2305.310000 sec): 3 clusters Score: Raw -1599997.633378 + Penalty 4617.537803 = -1595380.095575 nChanged 21 SP:Iteration 40F (2305.370000 sec): 3 clusters Score: Raw -1600005.223100 + Penalty 4617.537803 = -1595387.685297 nChanged 20 SP:Iteration 41Q (2305.420000 sec): 3 clusters Score: Raw -1600013.737792 + Penalty 4617.537803 = -1595396.199989 nChanged 18 SP:Iteration 42Q (2305.470000 sec): 3 clusters Score: Raw -1600019.173903 + Penalty 4617.537803 = -1595401.636100 nChanged 16 SP:Iteration 43Q (2305.510000 sec): 3 clusters Score: Raw -1600025.260491 + Penalty 4617.537803 = -1595407.722688 nChanged 13 SP:Iteration 44Q (2305.560000 sec): 3 clusters Score: Raw -1600028.828902 + Penalty 4617.537803 = -1595411.291100 nChanged 8 SP:Iteration 45Q (2305.610000 sec): 3 clusters Score: Raw -1600031.519057 + Penalty 4617.537803 = -1595413.981254 nChanged 8 SP:Iteration 46Q (2305.650000 sec): 3 clusters Score: Raw -1600033.952923 + Penalty 4617.537803 = -1595416.415120 nChanged 12 SP:Iteration 47Q (2305.700000 sec): 3 clusters Score: Raw -1600037.377647 + Penalty 4617.537803 = -1595419.839844 nChanged 12 SP:Iteration 48Q (2305.750000 sec): 3 clusters Score: Raw -1600040.204559 + Penalty 4617.537803 = -1595422.666756 nChanged 7 SP:Iteration 49Q (2305.790000 sec): 3 clusters Score: Raw -1600041.955357 + Penalty 4617.537803 = -1595424.417554 nChanged 7 SP:Iteration 50Q (2305.840000 sec): 3 clusters Score: Raw -1600043.552218 + Penalty 4617.537803 = -1595426.014415 nChanged 6 SP:Iteration 51Q (2305.890000 sec): 3 clusters Score: Raw -1600045.204629 + Penalty 4617.537803 = -1595427.666826 nChanged 3 SP:Iteration 52Q (2305.930000 sec): 3 clusters Score: Raw -1600045.742064 + Penalty 4617.537803 = -1595428.204261 nChanged 1 SP:Iteration 53Q (2305.980000 sec): 3 clusters Score: Raw -1600045.997637 + Penalty 4617.537803 = -1595428.459834 nChanged 1 SP:Iteration 54Q (2306.030000 sec): 3 clusters Score: Raw -1600046.083654 + Penalty 4617.537803 = -1595428.545851 nChanged 0 SP:Iteration 55F (2306.080000 sec): 3 clusters Score: Raw -1600046.083654 + Penalty 4617.537803 = -1595428.545851 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.100000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.120000 sec): 3 clusters Score: Raw -524091.275866 + Penalty 4050.020362 = -520041.255504 nChanged 1265 SP:Iteration 1F (2306.130000 sec): 3 clusters Score: Raw -525116.961853 + Penalty 4050.020362 = -521066.941492 nChanged 362 SP:Iteration 2F (2306.150000 sec): 3 clusters Score: Raw -525658.136694 + Penalty 4050.020362 = -521608.116332 nChanged 324 SP:Iteration 3F (2306.170000 sec): 3 clusters Score: Raw -526210.947829 + Penalty 4050.020362 = -522160.927468 nChanged 304 SP:Iteration 4F (2306.190000 sec): 3 clusters Score: Raw -526728.609456 + Penalty 4050.020362 = -522678.589094 nChanged 267 SP:Iteration 5F (2306.210000 sec): 3 clusters Score: Raw -527089.744322 + Penalty 4050.020362 = -523039.723960 nChanged 151 SP:Iteration 6Q (2306.220000 sec): 3 clusters Score: Raw -527226.919457 + Penalty 4050.020362 = -523176.899095 nChanged 72 SP:Iteration 7Q (2306.240000 sec): 3 clusters Score: Raw -527282.183155 + Penalty 4050.020362 = -523232.162793 nChanged 45 SP:Iteration 8Q (2306.250000 sec): 3 clusters Score: Raw -527317.281533 + Penalty 4050.020362 = -523267.261171 nChanged 32 SP:Iteration 9Q (2306.270000 sec): 3 clusters Score: Raw -527340.695813 + Penalty 4050.020362 = -523290.675451 nChanged 17 SP:Iteration 10Q (2306.280000 sec): 3 clusters Score: Raw -527348.572366 + Penalty 4050.020362 = -523298.552004 nChanged 11 SP:Iteration 11Q (2306.300000 sec): 3 clusters Score: Raw -527354.403122 + Penalty 4050.020362 = -523304.382761 nChanged 7 SP:Iteration 12Q (2306.310000 sec): 3 clusters Score: Raw -527357.759575 + Penalty 4050.020362 = -523307.739213 nChanged 3 SP:Iteration 13Q (2306.330000 sec): 3 clusters Score: Raw -527359.186357 + Penalty 4050.020362 = -523309.165995 nChanged 4 SP:Iteration 14Q (2306.350000 sec): 3 clusters Score: Raw -527361.025001 + Penalty 4050.020362 = -523311.004640 nChanged 5 SP:Iteration 15Q (2306.360000 sec): 3 clusters Score: Raw -527363.374797 + Penalty 4050.020362 = -523313.354435 nChanged 2 SP:Iteration 16Q (2306.370000 sec): 3 clusters Score: Raw -527364.462291 + Penalty 4050.020362 = -523314.441930 nChanged 2 SP:Iteration 17Q (2306.390000 sec): 3 clusters Score: Raw -527366.894232 + Penalty 4050.020362 = -523316.873870 nChanged 4 SP:Iteration 18Q (2306.410000 sec): 3 clusters Score: Raw -527368.980284 + Penalty 4050.020362 = -523318.959923 nChanged 2 SP:Iteration 19Q (2306.420000 sec): 3 clusters Score: Raw -527369.732108 + Penalty 4050.020362 = -523319.711747 nChanged 2 SP:Iteration 20F (2306.440000 sec): 3 clusters Score: Raw -527370.159215 + Penalty 4050.020362 = -523320.138853 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.450000 sec): 2 clusters Score: Raw -64333.253125 + Penalty 1499.748300 = -62833.504824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.450000 sec): 3 clusters Score: Raw -64398.342536 + Penalty 2999.496601 = -61398.845935 nChanged 63 SP:Iteration 1F (2306.450000 sec): 3 clusters Score: Raw -64574.366060 + Penalty 2999.496601 = -61574.869459 nChanged 12 SP:Iteration 2Q (2306.450000 sec): 3 clusters Score: Raw -64606.808721 + Penalty 2999.496601 = -61607.312120 nChanged 6 SP:Iteration 3Q (2306.450000 sec): 3 clusters Score: Raw -64623.533841 + Penalty 2999.496601 = -61624.037240 nChanged 5 SP:Iteration 4Q (2306.450000 sec): 3 clusters Score: Raw -64639.401783 + Penalty 2999.496601 = -61639.905182 nChanged 1 SP:Iteration 5Q (2306.460000 sec): 3 clusters Score: Raw -64643.134103 + Penalty 2999.496601 = -61643.637502 nChanged 1 SP:Iteration 6Q (2306.460000 sec): 3 clusters Score: Raw -64645.413554 + Penalty 2999.496601 = -61645.916953 nChanged 1 SP:Iteration 7Q (2306.460000 sec): 3 clusters Score: Raw -64647.902364 + Penalty 2999.496601 = -61648.405764 nChanged 2 SP:Iteration 8Q (2306.460000 sec): 3 clusters Score: Raw -64652.690223 + Penalty 2999.496601 = -61653.193622 nChanged 1 SP:Iteration 9Q (2306.470000 sec): 3 clusters Score: Raw -64654.430716 + Penalty 2999.496601 = -61654.934115 nChanged 1 SP:Iteration 10Q (2306.470000 sec): 3 clusters Score: Raw -64661.312791 + Penalty 2999.496601 = -61661.816190 nChanged 2 SP:Iteration 11Q (2306.470000 sec): 3 clusters Score: Raw -64666.624496 + Penalty 2999.496601 = -61667.127895 nChanged 2 SP:Iteration 12Q (2306.470000 sec): 3 clusters Score: Raw -64671.547230 + Penalty 2999.496601 = -61672.050629 nChanged 2 SP:Iteration 13Q (2306.470000 sec): 3 clusters Score: Raw -64676.193606 + Penalty 2999.496601 = -61676.697006 nChanged 0 SP:Iteration 14F (2306.480000 sec): 3 clusters Score: Raw -64676.193606 + Penalty 2999.496601 = -61676.697006 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2306.530000 sec): 2 clusters Score: Raw -1852332.082744 + Penalty 2329.152721 = -1850002.930023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2306.590000 sec): 3 clusters Score: Raw -1845745.795820 + Penalty 4658.305441 = -1841087.490378 nChanged 5077 SP:Iteration 1F (2306.650000 sec): 3 clusters Score: Raw -1848305.576307 + Penalty 4658.305441 = -1843647.270865 nChanged 743 SP:Iteration 2F (2306.710000 sec): 3 clusters Score: Raw -1848643.234810 + Penalty 4658.305441 = -1843984.929368 nChanged 619 SP:Iteration 3F (2306.770000 sec): 3 clusters Score: Raw -1848933.703526 + Penalty 4658.305441 = -1844275.398084 nChanged 556 SP:Iteration 4Q (2306.830000 sec): 3 clusters Score: Raw -1849172.513527 + Penalty 4658.305441 = -1844514.208085 nChanged 524 SP:Iteration 5Q (2306.890000 sec): 3 clusters Score: Raw -1849430.268084 + Penalty 4658.305441 = -1844771.962643 nChanged 548 SP:Iteration 6Q (2306.950000 sec): 3 clusters Score: Raw -1849739.780076 + Penalty 4658.305441 = -1845081.474635 nChanged 620 SP:Iteration 7F (2307.010000 sec): 3 clusters Score: Raw -1850114.218745 + Penalty 4658.305441 = -1845455.913303 nChanged 638 SP:Iteration 8F (2307.070000 sec): 3 clusters Score: Raw -1850547.065481 + Penalty 4658.305441 = -1845888.760040 nChanged 621 SP:Iteration 9F (2307.130000 sec): 3 clusters Score: Raw -1850972.852981 + Penalty 4658.305441 = -1846314.547540 nChanged 556 SP:Iteration 10Q (2307.190000 sec): 3 clusters Score: Raw -1851352.858905 + Penalty 4658.305441 = -1846694.553463 nChanged 449 SP:Iteration 11Q (2307.240000 sec): 3 clusters Score: Raw -1851633.607899 + Penalty 4658.305441 = -1846975.302457 nChanged 363 SP:Iteration 12Q (2307.300000 sec): 3 clusters Score: Raw -1851850.785607 + Penalty 4658.305441 = -1847192.480166 nChanged 309 SP:Iteration 13Q (2307.360000 sec): 3 clusters Score: Raw -1852017.475755 + Penalty 4658.305441 = -1847359.170314 nChanged 234 SP:Iteration 14Q (2307.410000 sec): 3 clusters Score: Raw -1852140.205217 + Penalty 4658.305441 = -1847481.899775 nChanged 189 SP:Iteration 15Q (2307.470000 sec): 3 clusters Score: Raw -1852241.411561 + Penalty 4658.305441 = -1847583.106120 nChanged 168 SP:Iteration 16Q (2307.530000 sec): 3 clusters Score: Raw -1852331.119708 + Penalty 4658.305441 = -1847672.814267 nChanged 145 SP:Iteration 17Q (2307.590000 sec): 3 clusters Score: Raw -1852404.436164 + Penalty 4658.305441 = -1847746.130723 nChanged 131 SP:Iteration 18Q (2307.640000 sec): 3 clusters Score: Raw -1852467.576369 + Penalty 4658.305441 = -1847809.270927 nChanged 98 SP:Iteration 19Q (2307.700000 sec): 3 clusters Score: Raw -1852503.027754 + Penalty 4658.305441 = -1847844.722312 nChanged 85 SP:Iteration 20F (2307.750000 sec): 3 clusters Score: Raw -1852533.438184 + Penalty 4658.305441 = -1847875.132742 nChanged 64 SP:Iteration 21Q (2307.800000 sec): 3 clusters Score: Raw -1852559.811801 + Penalty 4658.305441 = -1847901.506359 nChanged 59 SP:Iteration 22Q (2307.860000 sec): 3 clusters Score: Raw -1852583.713486 + Penalty 4658.305441 = -1847925.408045 nChanged 48 SP:Iteration 23Q (2307.910000 sec): 3 clusters Score: Raw -1852599.705446 + Penalty 4658.305441 = -1847941.400004 nChanged 43 SP:Iteration 24Q (2307.960000 sec): 3 clusters Score: Raw -1852614.900825 + Penalty 4658.305441 = -1847956.595383 nChanged 40 SP:Iteration 25Q (2308.010000 sec): 3 clusters Score: Raw -1852628.904219 + Penalty 4658.305441 = -1847970.598777 nChanged 36 SP:Iteration 26Q (2308.060000 sec): 3 clusters Score: Raw -1852639.345570 + Penalty 4658.305441 = -1847981.040128 nChanged 26 SP:Iteration 27Q (2308.110000 sec): 3 clusters Score: Raw -1852644.480469 + Penalty 4658.305441 = -1847986.175028 nChanged 15 SP:Iteration 28Q (2308.160000 sec): 3 clusters Score: Raw -1852648.547036 + Penalty 4658.305441 = -1847990.241594 nChanged 14 SP:Iteration 29Q (2308.210000 sec): 3 clusters Score: Raw -1852652.156882 + Penalty 4658.305441 = -1847993.851440 nChanged 14 SP:Iteration 30Q (2308.260000 sec): 3 clusters Score: Raw -1852656.377308 + Penalty 4658.305441 = -1847998.071866 nChanged 18 SP:Iteration 31Q (2308.310000 sec): 3 clusters Score: Raw -1852660.202807 + Penalty 4658.305441 = -1848001.897366 nChanged 14 SP:Iteration 32Q (2308.370000 sec): 3 clusters Score: Raw -1852663.886569 + Penalty 4658.305441 = -1848005.581128 nChanged 13 SP:Iteration 33Q (2308.410000 sec): 3 clusters Score: Raw -1852666.730893 + Penalty 4658.305441 = -1848008.425452 nChanged 14 SP:Iteration 34Q (2308.470000 sec): 3 clusters Score: Raw -1852671.195218 + Penalty 4658.305441 = -1848012.889777 nChanged 12 SP:Iteration 35Q (2308.520000 sec): 3 clusters Score: Raw -1852674.041048 + Penalty 4658.305441 = -1848015.735606 nChanged 14 SP:Iteration 36Q (2308.570000 sec): 3 clusters Score: Raw -1852678.472941 + Penalty 4658.305441 = -1848020.167500 nChanged 18 SP:Iteration 37Q (2308.620000 sec): 3 clusters Score: Raw -1852682.960279 + Penalty 4658.305441 = -1848024.654838 nChanged 17 SP:Iteration 38Q (2308.670000 sec): 3 clusters Score: Raw -1852687.554224 + Penalty 4658.305441 = -1848029.248783 nChanged 11 SP:Iteration 39Q (2308.720000 sec): 3 clusters Score: Raw -1852690.198681 + Penalty 4658.305441 = -1848031.893240 nChanged 16 SP:Iteration 40F (2308.780000 sec): 3 clusters Score: Raw -1852694.722366 + Penalty 4658.305441 = -1848036.416925 nChanged 13 SP:Iteration 41Q (2308.830000 sec): 3 clusters Score: Raw -1852697.961099 + Penalty 4658.305441 = -1848039.655657 nChanged 8 SP:Iteration 42Q (2308.880000 sec): 3 clusters Score: Raw -1852701.320648 + Penalty 4658.305441 = -1848043.015206 nChanged 15 SP:Iteration 43Q (2308.930000 sec): 3 clusters Score: Raw -1852706.392386 + Penalty 4658.305441 = -1848048.086945 nChanged 15 SP:Iteration 44Q (2308.980000 sec): 3 clusters Score: Raw -1852713.250719 + Penalty 4658.305441 = -1848054.945278 nChanged 20 SP:Iteration 45Q (2309.030000 sec): 3 clusters Score: Raw -1852723.390022 + Penalty 4658.305441 = -1848065.084580 nChanged 26 SP:Iteration 46Q (2309.080000 sec): 3 clusters Score: Raw -1852733.389356 + Penalty 4658.305441 = -1848075.083914 nChanged 17 SP:Iteration 47Q (2309.130000 sec): 3 clusters Score: Raw -1852742.437984 + Penalty 4658.305441 = -1848084.132542 nChanged 18 SP:Iteration 48Q (2309.170000 sec): 3 clusters Score: Raw -1852751.935113 + Penalty 4658.305441 = -1848093.629671 nChanged 22 SP:Iteration 49Q (2309.230000 sec): 3 clusters Score: Raw -1852759.945840 + Penalty 4658.305441 = -1848101.640399 nChanged 18 SP:Iteration 50Q (2309.270000 sec): 3 clusters Score: Raw -1852769.075239 + Penalty 4658.305441 = -1848110.769797 nChanged 26 SP:Iteration 51Q (2309.320000 sec): 3 clusters Score: Raw -1852778.434403 + Penalty 4658.305441 = -1848120.128961 nChanged 22 SP:Iteration 52Q (2309.370000 sec): 3 clusters Score: Raw -1852785.886064 + Penalty 4658.305441 = -1848127.580623 nChanged 19 SP:Iteration 53Q (2309.420000 sec): 3 clusters Score: Raw -1852792.375397 + Penalty 4658.305441 = -1848134.069955 nChanged 18 SP:Iteration 54Q (2309.470000 sec): 3 clusters Score: Raw -1852800.506186 + Penalty 4658.305441 = -1848142.200744 nChanged 26 SP:Iteration 55Q (2309.520000 sec): 3 clusters Score: Raw -1852813.890321 + Penalty 4658.305441 = -1848155.584880 nChanged 27 SP:Iteration 56Q (2309.570000 sec): 3 clusters Score: Raw -1852825.859930 + Penalty 4658.305441 = -1848167.554488 nChanged 25 SP:Iteration 57Q (2309.610000 sec): 3 clusters Score: Raw -1852837.159219 + Penalty 4658.305441 = -1848178.853777 nChanged 27 SP:Iteration 58Q (2309.660000 sec): 3 clusters Score: Raw -1852847.052752 + Penalty 4658.305441 = -1848188.747310 nChanged 16 SP:Iteration 59Q (2309.710000 sec): 3 clusters Score: Raw -1852855.203900 + Penalty 4658.305441 = -1848196.898459 nChanged 18 SP:Iteration 60F (2309.770000 sec): 3 clusters Score: Raw -1852861.802591 + Penalty 4658.305441 = -1848203.497150 nChanged 18 SP:Iteration 61Q (2309.820000 sec): 3 clusters Score: Raw -1852867.759634 + Penalty 4658.305441 = -1848209.454193 nChanged 17 SP:Iteration 62Q (2309.870000 sec): 3 clusters Score: Raw -1852873.993292 + Penalty 4658.305441 = -1848215.687850 nChanged 18 SP:Iteration 63Q (2309.910000 sec): 3 clusters Score: Raw -1852880.446073 + Penalty 4658.305441 = -1848222.140631 nChanged 12 SP:Iteration 64Q (2309.960000 sec): 3 clusters Score: Raw -1852883.793795 + Penalty 4658.305441 = -1848225.488353 nChanged 8 SP:Iteration 65Q (2310.010000 sec): 3 clusters Score: Raw -1852886.095493 + Penalty 4658.305441 = -1848227.790051 nChanged 11 SP:Iteration 66Q (2310.050000 sec): 3 clusters Score: Raw -1852890.038725 + Penalty 4658.305441 = -1848231.733283 nChanged 10 SP:Iteration 67Q (2310.100000 sec): 3 clusters Score: Raw -1852893.432914 + Penalty 4658.305441 = -1848235.127473 nChanged 11 SP:Iteration 68Q (2310.150000 sec): 3 clusters Score: Raw -1852899.366197 + Penalty 4658.305441 = -1848241.060755 nChanged 13 SP:Iteration 69Q (2310.200000 sec): 3 clusters Score: Raw -1852902.790737 + Penalty 4658.305441 = -1848244.485295 nChanged 12 SP:Iteration 70Q (2310.250000 sec): 3 clusters Score: Raw -1852905.748399 + Penalty 4658.305441 = -1848247.442957 nChanged 10 SP:Iteration 71Q (2310.290000 sec): 3 clusters Score: Raw -1852909.813048 + Penalty 4658.305441 = -1848251.507607 nChanged 9 SP:Iteration 72Q (2310.350000 sec): 3 clusters Score: Raw -1852912.173145 + Penalty 4658.305441 = -1848253.867704 nChanged 6 SP:Iteration 73Q (2310.390000 sec): 3 clusters Score: Raw -1852913.584754 + Penalty 4658.305441 = -1848255.279312 nChanged 2 SP:Iteration 74Q (2310.440000 sec): 3 clusters Score: Raw -1852914.036208 + Penalty 4658.305441 = -1848255.730767 nChanged 1 SP:Iteration 75Q (2310.490000 sec): 3 clusters Score: Raw -1852914.298614 + Penalty 4658.305441 = -1848255.993173 nChanged 0 SP:Iteration 76F (2310.550000 sec): 3 clusters Score: Raw -1852914.298614 + Penalty 4658.305441 = -1848255.993173 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.560000 sec): 2 clusters Score: Raw -97710.605692 + Penalty 1620.379632 = -96090.226060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.560000 sec): 3 clusters Score: Raw -97666.377203 + Penalty 3240.759264 = -94425.617939 nChanged 152 SP:Iteration 1F (2310.560000 sec): 3 clusters Score: Raw -97967.393823 + Penalty 3240.759264 = -94726.634560 nChanged 47 SP:Iteration 2F (2310.570000 sec): 3 clusters Score: Raw -98134.273277 + Penalty 3240.759264 = -94893.514013 nChanged 44 SP:Iteration 3F (2310.570000 sec): 3 clusters Score: Raw -98314.821355 + Penalty 3240.759264 = -95074.062092 nChanged 41 SP:Iteration 4F (2310.580000 sec): 3 clusters Score: Raw -98456.321640 + Penalty 3240.759264 = -95215.562376 nChanged 34 SP:Iteration 5Q (2310.580000 sec): 3 clusters Score: Raw -98602.887973 + Penalty 3240.759264 = -95362.128709 nChanged 31 SP:Iteration 6Q (2310.580000 sec): 3 clusters Score: Raw -98771.166686 + Penalty 3240.759264 = -95530.407422 nChanged 25 SP:Iteration 7Q (2310.580000 sec): 3 clusters Score: Raw -98942.303134 + Penalty 3240.759264 = -95701.543870 nChanged 31 SP:Iteration 8Q (2310.590000 sec): 3 clusters Score: Raw -99257.811540 + Penalty 3240.759264 = -96017.052276 nChanged 16 SP:Iteration 9Q (2310.590000 sec): 3 clusters Score: Raw -99898.011393 + Penalty 3240.759264 = -96657.252129 nChanged 15 SP:Iteration 10Q (2310.590000 sec): 3 clusters Score: Raw -100001.555614 + Penalty 3240.759264 = -96760.796351 nChanged 3 SP:Iteration 11Q (2310.600000 sec): 3 clusters Score: Raw -100040.149640 + Penalty 3240.759264 = -96799.390376 nChanged 2 SP:Iteration 12Q (2310.600000 sec): 3 clusters Score: Raw -100067.215557 + Penalty 3240.759264 = -96826.456294 nChanged 2 SP:Iteration 13Q (2310.600000 sec): 3 clusters Score: Raw -100096.192397 + Penalty 3240.759264 = -96855.433134 nChanged 0 SP:Iteration 14F (2310.600000 sec): 3 clusters Score: Raw -100096.192397 + Penalty 3240.759264 = -96855.433134 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 4.92 GB. Trying to split cluster 25 (2278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.620000 sec): 2 clusters Score: Raw -339953.918035 + Penalty 1917.301180 = -338036.616856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.630000 sec): 3 clusters Score: Raw -339088.269766 + Penalty 3834.602359 = -335253.667407 nChanged 728 SP:Iteration 1F (2310.640000 sec): 3 clusters Score: Raw -339635.580292 + Penalty 3834.602359 = -335800.977933 nChanged 182 SP:Iteration 2F (2310.660000 sec): 3 clusters Score: Raw -339801.463713 + Penalty 3834.602359 = -335966.861353 nChanged 114 SP:Iteration 3F (2310.660000 sec): 3 clusters Score: Raw -339941.714445 + Penalty 3834.602359 = -336107.112086 nChanged 107 SP:Iteration 4Q (2310.680000 sec): 3 clusters Score: Raw -340057.117704 + Penalty 3834.602359 = -336222.515345 nChanged 105 SP:Iteration 5Q (2310.690000 sec): 3 clusters Score: Raw -340177.961164 + Penalty 3834.602359 = -336343.358804 nChanged 107 SP:Iteration 6Q (2310.700000 sec): 3 clusters Score: Raw -340291.387244 + Penalty 3834.602359 = -336456.784884 nChanged 89 SP:Iteration 7Q (2310.710000 sec): 3 clusters Score: Raw -340387.385202 + Penalty 3834.602359 = -336552.782843 nChanged 77 SP:Iteration 8Q (2310.720000 sec): 3 clusters Score: Raw -340455.602005 + Penalty 3834.602359 = -336620.999645 nChanged 56 SP:Iteration 9Q (2310.730000 sec): 3 clusters Score: Raw -340517.549341 + Penalty 3834.602359 = -336682.946982 nChanged 48 SP:Iteration 10Q (2310.740000 sec): 3 clusters Score: Raw -340567.951189 + Penalty 3834.602359 = -336733.348830 nChanged 43 SP:Iteration 11Q (2310.760000 sec): 3 clusters Score: Raw -340609.139467 + Penalty 3834.602359 = -336774.537107 nChanged 40 SP:Iteration 12Q (2310.760000 sec): 3 clusters Score: Raw -340652.090166 + Penalty 3834.602359 = -336817.487807 nChanged 40 SP:Iteration 13Q (2310.780000 sec): 3 clusters Score: Raw -340693.105199 + Penalty 3834.602359 = -336858.502839 nChanged 30 SP:Iteration 14Q (2310.790000 sec): 3 clusters Score: Raw -340722.928218 + Penalty 3834.602359 = -336888.325858 nChanged 18 SP:Iteration 15Q (2310.800000 sec): 3 clusters Score: Raw -340737.090958 + Penalty 3834.602359 = -336902.488598 nChanged 14 SP:Iteration 16Q (2310.810000 sec): 3 clusters Score: Raw -340747.735331 + Penalty 3834.602359 = -336913.132971 nChanged 6 SP:Iteration 17Q (2310.820000 sec): 3 clusters Score: Raw -340752.725160 + Penalty 3834.602359 = -336918.122801 nChanged 5 SP:Iteration 18Q (2310.830000 sec): 3 clusters Score: Raw -340756.989912 + Penalty 3834.602359 = -336922.387552 nChanged 6 SP:Iteration 19Q (2310.840000 sec): 3 clusters Score: Raw -340761.564381 + Penalty 3834.602359 = -336926.962022 nChanged 5 SP:Iteration 20F (2310.850000 sec): 3 clusters Score: Raw -340765.481297 + Penalty 3834.602359 = -336930.878937 nChanged 5 SP:Iteration 21Q (2310.860000 sec): 3 clusters Score: Raw -340768.658757 + Penalty 3834.602359 = -336934.056398 nChanged 2 SP:Iteration 22Q (2310.870000 sec): 3 clusters Score: Raw -340770.755697 + Penalty 3834.602359 = -336936.153337 nChanged 1 SP:Iteration 23Q (2310.880000 sec): 3 clusters Score: Raw -340771.440239 + Penalty 3834.602359 = -336936.837880 nChanged 0 SP:Iteration 24F (2310.900000 sec): 3 clusters Score: Raw -340771.440239 + Penalty 3834.602359 = -336936.837880 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2310.920000 sec): 2 clusters Score: Raw -717164.420496 + Penalty 2101.363843 = -715063.056653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2310.940000 sec): 3 clusters Score: Raw -714888.181156 + Penalty 4202.727687 = -710685.453469 nChanged 1847 SP:Iteration 1F (2310.960000 sec): 3 clusters Score: Raw -715897.320653 + Penalty 4202.727687 = -711694.592967 nChanged 356 SP:Iteration 2F (2310.980000 sec): 3 clusters Score: Raw -716119.484706 + Penalty 4202.727687 = -711916.757019 nChanged 237 SP:Iteration 3Q (2311.010000 sec): 3 clusters Score: Raw -716236.698521 + Penalty 4202.727687 = -712033.970834 nChanged 142 SP:Iteration 4Q (2311.030000 sec): 3 clusters Score: Raw -716303.302488 + Penalty 4202.727687 = -712100.574801 nChanged 115 SP:Iteration 5Q (2311.060000 sec): 3 clusters Score: Raw -716352.976881 + Penalty 4202.727687 = -712150.249194 nChanged 83 SP:Iteration 6Q (2311.080000 sec): 3 clusters Score: Raw -716390.622397 + Penalty 4202.727687 = -712187.894711 nChanged 77 SP:Iteration 7Q (2311.100000 sec): 3 clusters Score: Raw -716423.801500 + Penalty 4202.727687 = -712221.073813 nChanged 82 SP:Iteration 8Q (2311.130000 sec): 3 clusters Score: Raw -716464.140586 + Penalty 4202.727687 = -712261.412899 nChanged 74 SP:Iteration 9Q (2311.150000 sec): 3 clusters Score: Raw -716506.479891 + Penalty 4202.727687 = -712303.752205 nChanged 85 SP:Iteration 10Q (2311.180000 sec): 3 clusters Score: Raw -716553.804633 + Penalty 4202.727687 = -712351.076946 nChanged 84 SP:Iteration 11Q (2311.200000 sec): 3 clusters Score: Raw -716599.675280 + Penalty 4202.727687 = -712396.947594 nChanged 87 SP:Iteration 12Q (2311.220000 sec): 3 clusters Score: Raw -716645.202615 + Penalty 4202.727687 = -712442.474929 nChanged 93 SP:Iteration 13Q (2311.250000 sec): 3 clusters Score: Raw -716692.183653 + Penalty 4202.727687 = -712489.455966 nChanged 86 SP:Iteration 14Q (2311.270000 sec): 3 clusters Score: Raw -716734.430027 + Penalty 4202.727687 = -712531.702340 nChanged 85 SP:Iteration 15Q (2311.300000 sec): 3 clusters Score: Raw -716781.702337 + Penalty 4202.727687 = -712578.974651 nChanged 72 SP:Iteration 16Q (2311.320000 sec): 3 clusters Score: Raw -716813.675378 + Penalty 4202.727687 = -712610.947691 nChanged 72 SP:Iteration 17Q (2311.340000 sec): 3 clusters Score: Raw -716846.302820 + Penalty 4202.727687 = -712643.575133 nChanged 58 SP:Iteration 18Q (2311.360000 sec): 3 clusters Score: Raw -716869.730108 + Penalty 4202.727687 = -712667.002422 nChanged 50 SP:Iteration 19Q (2311.390000 sec): 3 clusters Score: Raw -716893.848218 + Penalty 4202.727687 = -712691.120531 nChanged 49 SP:Iteration 20F (2311.410000 sec): 3 clusters Score: Raw -716911.148047 + Penalty 4202.727687 = -712708.420361 nChanged 44 SP:Iteration 21Q (2311.440000 sec): 3 clusters Score: Raw -716927.117908 + Penalty 4202.727687 = -712724.390222 nChanged 42 SP:Iteration 22Q (2311.460000 sec): 3 clusters Score: Raw -716942.644684 + Penalty 4202.727687 = -712739.916997 nChanged 38 SP:Iteration 23Q (2311.480000 sec): 3 clusters Score: Raw -716955.170058 + Penalty 4202.727687 = -712752.442371 nChanged 35 SP:Iteration 24Q (2311.500000 sec): 3 clusters Score: Raw -716968.679937 + Penalty 4202.727687 = -712765.952251 nChanged 45 SP:Iteration 25Q (2311.530000 sec): 3 clusters Score: Raw -716992.797316 + Penalty 4202.727687 = -712790.069630 nChanged 59 SP:Iteration 26Q (2311.550000 sec): 3 clusters Score: Raw -717016.429025 + Penalty 4202.727687 = -712813.701338 nChanged 47 SP:Iteration 27Q (2311.580000 sec): 3 clusters Score: Raw -717036.668725 + Penalty 4202.727687 = -712833.941038 nChanged 44 SP:Iteration 28Q (2311.600000 sec): 3 clusters Score: Raw -717054.026448 + Penalty 4202.727687 = -712851.298761 nChanged 37 SP:Iteration 29Q (2311.620000 sec): 3 clusters Score: Raw -717066.629354 + Penalty 4202.727687 = -712863.901668 nChanged 28 SP:Iteration 30Q (2311.640000 sec): 3 clusters Score: Raw -717077.104479 + Penalty 4202.727687 = -712874.376792 nChanged 30 SP:Iteration 31Q (2311.670000 sec): 3 clusters Score: Raw -717087.028392 + Penalty 4202.727687 = -712884.300705 nChanged 21 SP:Iteration 32Q (2311.690000 sec): 3 clusters Score: Raw -717096.319887 + Penalty 4202.727687 = -712893.592201 nChanged 28 SP:Iteration 33Q (2311.720000 sec): 3 clusters Score: Raw -717107.475507 + Penalty 4202.727687 = -712904.747820 nChanged 31 SP:Iteration 34Q (2311.740000 sec): 3 clusters Score: Raw -717122.460728 + Penalty 4202.727687 = -712919.733041 nChanged 38 SP:Iteration 35Q (2311.760000 sec): 3 clusters Score: Raw -717142.315785 + Penalty 4202.727687 = -712939.588098 nChanged 42 SP:Iteration 36Q (2311.780000 sec): 3 clusters Score: Raw -717168.488417 + Penalty 4202.727687 = -712965.760731 nChanged 69 SP:Iteration 37Q (2311.810000 sec): 3 clusters Score: Raw -717212.026898 + Penalty 4202.727687 = -713009.299212 nChanged 70 SP:Iteration 38Q (2311.830000 sec): 3 clusters Score: Raw -717256.725373 + Penalty 4202.727687 = -713053.997686 nChanged 73 SP:Iteration 39Q (2311.850000 sec): 3 clusters Score: Raw -717298.644493 + Penalty 4202.727687 = -713095.916806 nChanged 75 SP:Iteration 40F (2311.880000 sec): 3 clusters Score: Raw -717349.390527 + Penalty 4202.727687 = -713146.662840 nChanged 73 SP:Iteration 41Q (2311.900000 sec): 3 clusters Score: Raw -717393.448323 + Penalty 4202.727687 = -713190.720636 nChanged 60 SP:Iteration 42Q (2311.920000 sec): 3 clusters Score: Raw -717430.748511 + Penalty 4202.727687 = -713228.020824 nChanged 57 SP:Iteration 43Q (2311.940000 sec): 3 clusters Score: Raw -717461.072852 + Penalty 4202.727687 = -713258.345165 nChanged 47 SP:Iteration 44Q (2311.960000 sec): 3 clusters Score: Raw -717486.320778 + Penalty 4202.727687 = -713283.593091 nChanged 38 SP:Iteration 45Q (2311.990000 sec): 3 clusters Score: Raw -717508.465076 + Penalty 4202.727687 = -713305.737389 nChanged 32 SP:Iteration 46Q (2312.010000 sec): 3 clusters Score: Raw -717524.975849 + Penalty 4202.727687 = -713322.248162 nChanged 30 SP:Iteration 47Q (2312.030000 sec): 3 clusters Score: Raw -717538.769118 + Penalty 4202.727687 = -713336.041431 nChanged 27 SP:Iteration 48Q (2312.050000 sec): 3 clusters Score: Raw -717554.542324 + Penalty 4202.727687 = -713351.814637 nChanged 29 SP:Iteration 49Q (2312.070000 sec): 3 clusters Score: Raw -717570.981428 + Penalty 4202.727687 = -713368.253741 nChanged 24 SP:Iteration 50Q (2312.100000 sec): 3 clusters Score: Raw -717583.350458 + Penalty 4202.727687 = -713380.622771 nChanged 17 SP:Iteration 51Q (2312.120000 sec): 3 clusters Score: Raw -717592.102218 + Penalty 4202.727687 = -713389.374531 nChanged 16 SP:Iteration 52Q (2312.140000 sec): 3 clusters Score: Raw -717602.660767 + Penalty 4202.727687 = -713399.933080 nChanged 16 SP:Iteration 53Q (2312.160000 sec): 3 clusters Score: Raw -717616.609279 + Penalty 4202.727687 = -713413.881593 nChanged 19 SP:Iteration 54Q (2312.180000 sec): 3 clusters Score: Raw -717626.751500 + Penalty 4202.727687 = -713424.023813 nChanged 16 SP:Iteration 55Q (2312.200000 sec): 3 clusters Score: Raw -717639.488518 + Penalty 4202.727687 = -713436.760832 nChanged 22 SP:Iteration 56Q (2312.220000 sec): 3 clusters Score: Raw -717657.072573 + Penalty 4202.727687 = -713454.344886 nChanged 26 SP:Iteration 57Q (2312.240000 sec): 3 clusters Score: Raw -717678.201980 + Penalty 4202.727687 = -713475.474293 nChanged 33 SP:Iteration 58Q (2312.260000 sec): 3 clusters Score: Raw -717707.811015 + Penalty 4202.727687 = -713505.083329 nChanged 43 SP:Iteration 59Q (2312.280000 sec): 3 clusters Score: Raw -717757.198430 + Penalty 4202.727687 = -713554.470743 nChanged 34 SP:Iteration 60F (2312.310000 sec): 3 clusters Score: Raw -717798.095372 + Penalty 4202.727687 = -713595.367685 nChanged 29 SP:Iteration 61Q (2312.330000 sec): 3 clusters Score: Raw -717821.216727 + Penalty 4202.727687 = -713618.489040 nChanged 26 SP:Iteration 62Q (2312.350000 sec): 3 clusters Score: Raw -717842.873724 + Penalty 4202.727687 = -713640.146037 nChanged 22 SP:Iteration 63Q (2312.370000 sec): 3 clusters Score: Raw -717858.300298 + Penalty 4202.727687 = -713655.572611 nChanged 20 SP:Iteration 64Q (2312.390000 sec): 3 clusters Score: Raw -717876.098777 + Penalty 4202.727687 = -713673.371090 nChanged 17 SP:Iteration 65Q (2312.400000 sec): 3 clusters Score: Raw -717887.609955 + Penalty 4202.727687 = -713684.882269 nChanged 9 SP:Iteration 66Q (2312.420000 sec): 3 clusters Score: Raw -717891.446005 + Penalty 4202.727687 = -713688.718319 nChanged 3 SP:Iteration 67Q (2312.440000 sec): 3 clusters Score: Raw -717892.698709 + Penalty 4202.727687 = -713689.971022 nChanged 3 SP:Iteration 68Q (2312.460000 sec): 3 clusters Score: Raw -717894.735304 + Penalty 4202.727687 = -713692.007618 nChanged 5 SP:Iteration 69Q (2312.480000 sec): 3 clusters Score: Raw -717896.815877 + Penalty 4202.727687 = -713694.088190 nChanged 2 SP:Iteration 70Q (2312.500000 sec): 3 clusters Score: Raw -717897.848267 + Penalty 4202.727687 = -713695.120580 nChanged 0 SP:Iteration 71F (2312.520000 sec): 3 clusters Score: Raw -717897.848267 + Penalty 4202.727687 = -713695.120580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.530000 sec): 2 clusters Score: Raw -19855.070974 + Penalty 1285.082320 = -18569.988654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.530000 sec): 3 clusters Score: Raw -20258.197028 + Penalty 2570.164641 = -17688.032387 nChanged 31 SP:Iteration 1F (2312.530000 sec): 3 clusters Score: Raw -20486.437096 + Penalty 2570.164641 = -17916.272455 nChanged 8 SP:Iteration 2Q (2312.530000 sec): 3 clusters Score: Raw -20588.034301 + Penalty 2570.164641 = -18017.869660 nChanged 4 SP:Iteration 3Q (2312.530000 sec): 3 clusters Score: Raw -20652.941261 + Penalty 2570.164641 = -18082.776620 nChanged 0 SP:Iteration 4F (2312.540000 sec): 3 clusters Score: Raw -20652.941261 + Penalty 2570.164641 = -18082.776620 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.540000 sec): 2 clusters Score: Raw -39941.032583 + Penalty 1416.185900 = -38524.846683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.540000 sec): 3 clusters Score: Raw -40215.418624 + Penalty 2832.371801 = -37383.046823 nChanged 59 SP:Iteration 1F (2312.540000 sec): 3 clusters Score: Raw -40518.083042 + Penalty 2832.371801 = -37685.711241 nChanged 29 SP:Iteration 2F (2312.540000 sec): 3 clusters Score: Raw -40763.504141 + Penalty 2832.371801 = -37931.132340 nChanged 20 SP:Iteration 3F (2312.540000 sec): 3 clusters Score: Raw -40926.764758 + Penalty 2832.371801 = -38094.392958 nChanged 14 SP:Iteration 4Q (2312.550000 sec): 3 clusters Score: Raw -41217.854448 + Penalty 2832.371801 = -38385.482647 nChanged 6 SP:Iteration 5Q (2312.550000 sec): 3 clusters Score: Raw -41452.116580 + Penalty 2832.371801 = -38619.744779 nChanged 4 SP:Iteration 6Q (2312.550000 sec): 3 clusters Score: Raw -41473.026262 + Penalty 2832.371801 = -38640.654462 nChanged 1 SP:Iteration 7Q (2312.550000 sec): 3 clusters Score: Raw -41483.944798 + Penalty 2832.371801 = -38651.572997 nChanged 1 SP:Iteration 8Q (2312.550000 sec): 3 clusters Score: Raw -41494.093125 + Penalty 2832.371801 = -38661.721324 nChanged 0 SP:Iteration 9F (2312.550000 sec): 3 clusters Score: Raw -41494.093125 + Penalty 2832.371801 = -38661.721324 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 4.92 GB. Trying to split cluster 29 (3796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2312.580000 sec): 2 clusters Score: Raw -586327.025508 + Penalty 2043.942384 = -584283.083124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2312.590000 sec): 3 clusters Score: Raw -584590.945897 + Penalty 4087.884767 = -580503.061130 nChanged 1411 SP:Iteration 1F (2312.610000 sec): 3 clusters Score: Raw -585467.940637 + Penalty 4087.884767 = -581380.055870 nChanged 290 SP:Iteration 2F (2312.630000 sec): 3 clusters Score: Raw -585663.740518 + Penalty 4087.884767 = -581575.855751 nChanged 174 SP:Iteration 3Q (2312.650000 sec): 3 clusters Score: Raw -585769.742615 + Penalty 4087.884767 = -581681.857848 nChanged 125 SP:Iteration 4Q (2312.670000 sec): 3 clusters Score: Raw -585852.610002 + Penalty 4087.884767 = -581764.725234 nChanged 104 SP:Iteration 5Q (2312.690000 sec): 3 clusters Score: Raw -585905.584462 + Penalty 4087.884767 = -581817.699695 nChanged 78 SP:Iteration 6Q (2312.710000 sec): 3 clusters Score: Raw -585942.304711 + Penalty 4087.884767 = -581854.419944 nChanged 55 SP:Iteration 7Q (2312.720000 sec): 3 clusters Score: Raw -585966.309694 + Penalty 4087.884767 = -581878.424927 nChanged 40 SP:Iteration 8Q (2312.740000 sec): 3 clusters Score: Raw -585982.657458 + Penalty 4087.884767 = -581894.772691 nChanged 37 SP:Iteration 9Q (2312.760000 sec): 3 clusters Score: Raw -585999.152335 + Penalty 4087.884767 = -581911.267568 nChanged 38 SP:Iteration 10Q (2312.780000 sec): 3 clusters Score: Raw -586012.664563 + Penalty 4087.884767 = -581924.779796 nChanged 29 SP:Iteration 11Q (2312.800000 sec): 3 clusters Score: Raw -586023.407428 + Penalty 4087.884767 = -581935.522661 nChanged 24 SP:Iteration 12Q (2312.820000 sec): 3 clusters Score: Raw -586029.985120 + Penalty 4087.884767 = -581942.100352 nChanged 15 SP:Iteration 13Q (2312.840000 sec): 3 clusters Score: Raw -586035.007717 + Penalty 4087.884767 = -581947.122950 nChanged 15 SP:Iteration 14Q (2312.860000 sec): 3 clusters Score: Raw -586040.321562 + Penalty 4087.884767 = -581952.436795 nChanged 11 SP:Iteration 15Q (2312.880000 sec): 3 clusters Score: Raw -586046.515483 + Penalty 4087.884767 = -581958.630716 nChanged 11 SP:Iteration 16Q (2312.890000 sec): 3 clusters Score: Raw -586052.402224 + Penalty 4087.884767 = -581964.517457 nChanged 23 SP:Iteration 17Q (2312.910000 sec): 3 clusters Score: Raw -586061.175780 + Penalty 4087.884767 = -581973.291012 nChanged 18 SP:Iteration 18Q (2312.930000 sec): 3 clusters Score: Raw -586066.564852 + Penalty 4087.884767 = -581978.680085 nChanged 10 SP:Iteration 19Q (2312.950000 sec): 3 clusters Score: Raw -586069.759717 + Penalty 4087.884767 = -581981.874949 nChanged 8 SP:Iteration 20F (2312.970000 sec): 3 clusters Score: Raw -586073.012179 + Penalty 4087.884767 = -581985.127412 nChanged 9 SP:Iteration 21Q (2312.990000 sec): 3 clusters Score: Raw -586076.286126 + Penalty 4087.884767 = -581988.401359 nChanged 12 SP:Iteration 22Q (2313.010000 sec): 3 clusters Score: Raw -586080.444362 + Penalty 4087.884767 = -581992.559595 nChanged 8 SP:Iteration 23Q (2313.020000 sec): 3 clusters Score: Raw -586082.871652 + Penalty 4087.884767 = -581994.986885 nChanged 6 SP:Iteration 24Q (2313.040000 sec): 3 clusters Score: Raw -586084.842352 + Penalty 4087.884767 = -581996.957585 nChanged 6 SP:Iteration 25Q (2313.060000 sec): 3 clusters Score: Raw -586086.918775 + Penalty 4087.884767 = -581999.034008 nChanged 4 SP:Iteration 26Q (2313.080000 sec): 3 clusters Score: Raw -586088.592732 + Penalty 4087.884767 = -582000.707964 nChanged 8 SP:Iteration 27Q (2313.100000 sec): 3 clusters Score: Raw -586090.522262 + Penalty 4087.884767 = -582002.637495 nChanged 3 SP:Iteration 28Q (2313.120000 sec): 3 clusters Score: Raw -586092.089253 + Penalty 4087.884767 = -582004.204486 nChanged 5 SP:Iteration 29Q (2313.140000 sec): 3 clusters Score: Raw -586094.507918 + Penalty 4087.884767 = -582006.623151 nChanged 5 SP:Iteration 30Q (2313.160000 sec): 3 clusters Score: Raw -586096.392791 + Penalty 4087.884767 = -582008.508023 nChanged 7 SP:Iteration 31Q (2313.170000 sec): 3 clusters Score: Raw -586098.495774 + Penalty 4087.884767 = -582010.611006 nChanged 3 SP:Iteration 32Q (2313.190000 sec): 3 clusters Score: Raw -586099.437821 + Penalty 4087.884767 = -582011.553054 nChanged 5 SP:Iteration 33Q (2313.210000 sec): 3 clusters Score: Raw -586100.319618 + Penalty 4087.884767 = -582012.434851 nChanged 3 SP:Iteration 34Q (2313.230000 sec): 3 clusters Score: Raw -586101.251975 + Penalty 4087.884767 = -582013.367207 nChanged 3 SP:Iteration 35Q (2313.250000 sec): 3 clusters Score: Raw -586102.037967 + Penalty 4087.884767 = -582014.153199 nChanged 3 SP:Iteration 36Q (2313.270000 sec): 3 clusters Score: Raw -586102.799151 + Penalty 4087.884767 = -582014.914384 nChanged 2 SP:Iteration 37Q (2313.280000 sec): 3 clusters Score: Raw -586103.808806 + Penalty 4087.884767 = -582015.924038 nChanged 3 SP:Iteration 38Q (2313.300000 sec): 3 clusters Score: Raw -586105.202664 + Penalty 4087.884767 = -582017.317897 nChanged 2 SP:Iteration 39Q (2313.320000 sec): 3 clusters Score: Raw -586105.612090 + Penalty 4087.884767 = -582017.727323 nChanged 4 SP:Iteration 40F (2313.340000 sec): 3 clusters Score: Raw -586106.665826 + Penalty 4087.884767 = -582018.781059 nChanged 4 SP:Iteration 41Q (2313.360000 sec): 3 clusters Score: Raw -586107.741224 + Penalty 4087.884767 = -582019.856457 nChanged 2 SP:Iteration 42Q (2313.380000 sec): 3 clusters Score: Raw -586108.029852 + Penalty 4087.884767 = -582020.145085 nChanged 1 SP:Iteration 43Q (2313.400000 sec): 3 clusters Score: Raw -586108.189383 + Penalty 4087.884767 = -582020.304616 nChanged 1 SP:Iteration 44Q (2313.420000 sec): 3 clusters Score: Raw -586108.367345 + Penalty 4087.884767 = -582020.482577 nChanged 3 SP:Iteration 45Q (2313.440000 sec): 3 clusters Score: Raw -586109.488067 + Penalty 4087.884767 = -582021.603299 nChanged 0 SP:Iteration 46F (2313.450000 sec): 3 clusters Score: Raw -586109.488067 + Penalty 4087.884767 = -582021.603299 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (1118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.460000 sec): 2 clusters Score: Raw -163721.582395 + Penalty 1740.785570 = -161980.796825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.470000 sec): 3 clusters Score: Raw -163450.043166 + Penalty 3481.571140 = -159968.472025 nChanged 324 SP:Iteration 1F (2313.470000 sec): 3 clusters Score: Raw -163855.247406 + Penalty 3481.571140 = -160373.676266 nChanged 96 SP:Iteration 2F (2313.480000 sec): 3 clusters Score: Raw -164010.501665 + Penalty 3481.571140 = -160528.930525 nChanged 58 SP:Iteration 3F (2313.480000 sec): 3 clusters Score: Raw -164227.809583 + Penalty 3481.571140 = -160746.238443 nChanged 46 SP:Iteration 4Q (2313.490000 sec): 3 clusters Score: Raw -164712.945405 + Penalty 3481.571140 = -161231.374265 nChanged 74 SP:Iteration 5F (2313.500000 sec): 3 clusters Score: Raw -164882.434802 + Penalty 3481.571140 = -161400.863662 nChanged 61 SP:Iteration 6F (2313.500000 sec): 3 clusters Score: Raw -165031.565388 + Penalty 3481.571140 = -161549.994247 nChanged 48 SP:Iteration 7Q (2313.510000 sec): 3 clusters Score: Raw -165136.883250 + Penalty 3481.571140 = -161655.312110 nChanged 38 SP:Iteration 8Q (2313.510000 sec): 3 clusters Score: Raw -165242.106537 + Penalty 3481.571140 = -161760.535396 nChanged 50 SP:Iteration 9Q (2313.520000 sec): 3 clusters Score: Raw -165454.553393 + Penalty 3481.571140 = -161972.982253 nChanged 41 SP:Iteration 10Q (2313.520000 sec): 3 clusters Score: Raw -165768.120882 + Penalty 3481.571140 = -162286.549742 nChanged 22 SP:Iteration 11Q (2313.520000 sec): 3 clusters Score: Raw -165920.195578 + Penalty 3481.571140 = -162438.624438 nChanged 29 SP:Iteration 12Q (2313.530000 sec): 3 clusters Score: Raw -165972.498747 + Penalty 3481.571140 = -162490.927607 nChanged 24 SP:Iteration 13Q (2313.540000 sec): 3 clusters Score: Raw -166016.525118 + Penalty 3481.571140 = -162534.953978 nChanged 18 SP:Iteration 14Q (2313.540000 sec): 3 clusters Score: Raw -166058.503287 + Penalty 3481.571140 = -162576.932147 nChanged 17 SP:Iteration 15Q (2313.540000 sec): 3 clusters Score: Raw -166093.701370 + Penalty 3481.571140 = -162612.130230 nChanged 18 SP:Iteration 16Q (2313.550000 sec): 3 clusters Score: Raw -166134.888006 + Penalty 3481.571140 = -162653.316866 nChanged 15 SP:Iteration 17Q (2313.550000 sec): 3 clusters Score: Raw -166174.634407 + Penalty 3481.571140 = -162693.063267 nChanged 20 SP:Iteration 18Q (2313.560000 sec): 3 clusters Score: Raw -166260.230692 + Penalty 3481.571140 = -162778.659552 nChanged 16 SP:Iteration 19Q (2313.560000 sec): 3 clusters Score: Raw -166327.402663 + Penalty 3481.571140 = -162845.831523 nChanged 5 SP:Iteration 20F (2313.570000 sec): 3 clusters Score: Raw -166392.244568 + Penalty 3481.571140 = -162910.673428 nChanged 13 SP:Iteration 21Q (2313.570000 sec): 3 clusters Score: Raw -166611.895611 + Penalty 3481.571140 = -163130.324471 nChanged 8 SP:Iteration 22Q (2313.580000 sec): 3 clusters Score: Raw -166993.784818 + Penalty 3481.571140 = -163512.213678 nChanged 1 SP:Iteration 23Q (2313.580000 sec): 3 clusters Score: Raw -167106.396976 + Penalty 3481.571140 = -163624.825836 nChanged 0 SP:Iteration 24F (2313.580000 sec): 3 clusters Score: Raw -167106.396976 + Penalty 3481.571140 = -163624.825836 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 4.92 GB. Trying to split cluster 31 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.600000 sec): 2 clusters Score: Raw -97214.530497 + Penalty 1647.982560 = -95566.547937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.600000 sec): 3 clusters Score: Raw -97203.354860 + Penalty 3295.965121 = -93907.389739 nChanged 217 SP:Iteration 1F (2313.600000 sec): 3 clusters Score: Raw -98059.719203 + Penalty 3295.965121 = -94763.754082 nChanged 107 SP:Iteration 2F (2313.610000 sec): 3 clusters Score: Raw -98933.397612 + Penalty 3295.965121 = -95637.432491 nChanged 54 SP:Iteration 3F (2313.610000 sec): 3 clusters Score: Raw -99479.887034 + Penalty 3295.965121 = -96183.921913 nChanged 33 SP:Iteration 4Q (2313.610000 sec): 3 clusters Score: Raw -100008.214306 + Penalty 3295.965121 = -96712.249185 nChanged 22 SP:Iteration 5Q (2313.620000 sec): 3 clusters Score: Raw -100183.916580 + Penalty 3295.965121 = -96887.951459 nChanged 8 SP:Iteration 6Q (2313.620000 sec): 3 clusters Score: Raw -100266.572440 + Penalty 3295.965121 = -96970.607319 nChanged 4 SP:Iteration 7Q (2313.620000 sec): 3 clusters Score: Raw -100272.780618 + Penalty 3295.965121 = -96976.815497 nChanged 0 SP:Iteration 8F (2313.620000 sec): 3 clusters Score: Raw -100274.956264 + Penalty 3295.965121 = -96978.991143 nChanged 1 SP:Iteration 9Q (2313.630000 sec): 3 clusters Score: Raw -100291.406349 + Penalty 3295.965121 = -96995.441228 nChanged 2 SP:Iteration 10Q (2313.630000 sec): 3 clusters Score: Raw -100303.660682 + Penalty 3295.965121 = -97007.695561 nChanged 2 SP:Iteration 11Q (2313.640000 sec): 3 clusters Score: Raw -100314.381330 + Penalty 3295.965121 = -97018.416209 nChanged 1 SP:Iteration 12Q (2313.640000 sec): 3 clusters Score: Raw -100318.625119 + Penalty 3295.965121 = -97022.659998 nChanged 0 SP:Iteration 13F (2313.640000 sec): 3 clusters Score: Raw -100318.625119 + Penalty 3295.965121 = -97022.659998 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 4.92 GB. Trying to split cluster 32 (456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.650000 sec): 2 clusters Score: Raw -61280.584129 + Penalty 1518.378217 = -59762.205913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.650000 sec): 3 clusters Score: Raw -61627.587092 + Penalty 3036.756434 = -58590.830658 nChanged 99 SP:Iteration 1F (2313.660000 sec): 3 clusters Score: Raw -61938.723218 + Penalty 3036.756434 = -58901.966785 nChanged 44 SP:Iteration 2F (2313.660000 sec): 3 clusters Score: Raw -62119.679068 + Penalty 3036.756434 = -59082.922634 nChanged 16 SP:Iteration 3Q (2313.660000 sec): 3 clusters Score: Raw -62219.123612 + Penalty 3036.756434 = -59182.367179 nChanged 13 SP:Iteration 4Q (2313.660000 sec): 3 clusters Score: Raw -62288.012033 + Penalty 3036.756434 = -59251.255599 nChanged 11 SP:Iteration 5Q (2313.660000 sec): 3 clusters Score: Raw -62358.345392 + Penalty 3036.756434 = -59321.588958 nChanged 12 SP:Iteration 6Q (2313.660000 sec): 3 clusters Score: Raw -62484.322638 + Penalty 3036.756434 = -59447.566204 nChanged 12 SP:Iteration 7Q (2313.670000 sec): 3 clusters Score: Raw -62753.120320 + Penalty 3036.756434 = -59716.363886 nChanged 9 SP:Iteration 8Q (2313.670000 sec): 3 clusters Score: Raw -62851.223743 + Penalty 3036.756434 = -59814.467309 nChanged 4 SP:Iteration 9Q (2313.670000 sec): 3 clusters Score: Raw -62980.186394 + Penalty 3036.756434 = -59943.429960 nChanged 3 SP:Iteration 10Q (2313.670000 sec): 3 clusters Score: Raw -63105.467203 + Penalty 3036.756434 = -60068.710770 nChanged 3 SP:Iteration 11Q (2313.670000 sec): 3 clusters Score: Raw -63120.014704 + Penalty 3036.756434 = -60083.258270 nChanged 2 SP:Iteration 12Q (2313.680000 sec): 3 clusters Score: Raw -63138.861210 + Penalty 3036.756434 = -60102.104777 nChanged 1 SP:Iteration 13Q (2313.680000 sec): 3 clusters Score: Raw -63143.541128 + Penalty 3036.756434 = -60106.784694 nChanged 0 SP:Iteration 14F (2313.680000 sec): 3 clusters Score: Raw -63148.463174 + Penalty 3036.756434 = -60111.706741 nChanged 2 SP:Iteration 15Q (2313.680000 sec): 3 clusters Score: Raw -63158.297286 + Penalty 3036.756434 = -60121.540853 nChanged 3 SP:Iteration 16Q (2313.680000 sec): 3 clusters Score: Raw -63193.195274 + Penalty 3036.756434 = -60156.438841 nChanged 6 SP:Iteration 17Q (2313.680000 sec): 3 clusters Score: Raw -63283.445386 + Penalty 3036.756434 = -60246.688952 nChanged 5 SP:Iteration 18Q (2313.690000 sec): 3 clusters Score: Raw -63418.238449 + Penalty 3036.756434 = -60381.482016 nChanged 4 SP:Iteration 19Q (2313.690000 sec): 3 clusters Score: Raw -63518.050430 + Penalty 3036.756434 = -60481.293997 nChanged 1 SP:Iteration 20F (2313.690000 sec): 3 clusters Score: Raw -63520.769562 + Penalty 3036.756434 = -60484.013129 nChanged 1 SP:Iteration 21Q (2313.690000 sec): 3 clusters Score: Raw -63531.908015 + Penalty 3036.756434 = -60495.151582 nChanged 1 SP:Iteration 22Q (2313.690000 sec): 3 clusters Score: Raw -63535.963083 + Penalty 3036.756434 = -60499.206649 nChanged 0 SP:Iteration 23F (2313.700000 sec): 3 clusters Score: Raw -63535.963083 + Penalty 3036.756434 = -60499.206649 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 4.92 GB. Trying to split cluster 33 (522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.700000 sec): 2 clusters Score: Raw -66524.253663 + Penalty 1551.901562 = -64972.352102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.700000 sec): 3 clusters Score: Raw -66823.832647 + Penalty 3103.803124 = -63720.029523 nChanged 147 SP:Iteration 1F (2313.710000 sec): 3 clusters Score: Raw -67338.655136 + Penalty 3103.803124 = -64234.852012 nChanged 51 SP:Iteration 2F (2313.710000 sec): 3 clusters Score: Raw -67562.198217 + Penalty 3103.803124 = -64458.395093 nChanged 25 SP:Iteration 3Q (2313.710000 sec): 3 clusters Score: Raw -67669.728408 + Penalty 3103.803124 = -64565.925284 nChanged 26 SP:Iteration 4Q (2313.720000 sec): 3 clusters Score: Raw -67763.317208 + Penalty 3103.803124 = -64659.514084 nChanged 13 SP:Iteration 5Q (2313.720000 sec): 3 clusters Score: Raw -67841.080169 + Penalty 3103.803124 = -64737.277046 nChanged 12 SP:Iteration 6Q (2313.720000 sec): 3 clusters Score: Raw -67902.926143 + Penalty 3103.803124 = -64799.123020 nChanged 7 SP:Iteration 7Q (2313.720000 sec): 3 clusters Score: Raw -67924.664854 + Penalty 3103.803124 = -64820.861731 nChanged 4 SP:Iteration 8Q (2313.720000 sec): 3 clusters Score: Raw -67935.295559 + Penalty 3103.803124 = -64831.492436 nChanged 3 SP:Iteration 9Q (2313.730000 sec): 3 clusters Score: Raw -67948.251397 + Penalty 3103.803124 = -64844.448273 nChanged 0 SP:Iteration 10F (2313.730000 sec): 3 clusters Score: Raw -67948.251397 + Penalty 3103.803124 = -64844.448273 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2313.740000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2313.750000 sec): 3 clusters Score: Raw -295549.813605 + Penalty 3749.799911 = -291800.013695 nChanged 568 SP:Iteration 1F (2313.760000 sec): 3 clusters Score: Raw -296039.607280 + Penalty 3749.799911 = -292289.807369 nChanged 139 SP:Iteration 2F (2313.770000 sec): 3 clusters Score: Raw -296206.082822 + Penalty 3749.799911 = -292456.282912 nChanged 98 SP:Iteration 3F (2313.780000 sec): 3 clusters Score: Raw -296321.764222 + Penalty 3749.799911 = -292571.964311 nChanged 75 SP:Iteration 4Q (2313.790000 sec): 3 clusters Score: Raw -296402.497348 + Penalty 3749.799911 = -292652.697437 nChanged 65 SP:Iteration 5Q (2313.800000 sec): 3 clusters Score: Raw -296489.739670 + Penalty 3749.799911 = -292739.939759 nChanged 62 SP:Iteration 6Q (2313.810000 sec): 3 clusters Score: Raw -296569.566653 + Penalty 3749.799911 = -292819.766742 nChanged 45 SP:Iteration 7Q (2313.820000 sec): 3 clusters Score: Raw -296611.070241 + Penalty 3749.799911 = -292861.270330 nChanged 33 SP:Iteration 8Q (2313.820000 sec): 3 clusters Score: Raw -296654.178923 + Penalty 3749.799911 = -292904.379013 nChanged 44 SP:Iteration 9Q (2313.830000 sec): 3 clusters Score: Raw -296708.035871 + Penalty 3749.799911 = -292958.235960 nChanged 45 SP:Iteration 10Q (2313.840000 sec): 3 clusters Score: Raw -296767.444076 + Penalty 3749.799911 = -293017.644166 nChanged 39 SP:Iteration 11Q (2313.850000 sec): 3 clusters Score: Raw -296802.996126 + Penalty 3749.799911 = -293053.196215 nChanged 34 SP:Iteration 12Q (2313.860000 sec): 3 clusters Score: Raw -296860.331327 + Penalty 3749.799911 = -293110.531417 nChanged 44 SP:Iteration 13Q (2313.870000 sec): 3 clusters Score: Raw -296944.174841 + Penalty 3749.799911 = -293194.374930 nChanged 52 SP:Iteration 14Q (2313.880000 sec): 3 clusters Score: Raw -297012.153169 + Penalty 3749.799911 = -293262.353258 nChanged 40 SP:Iteration 15Q (2313.880000 sec): 3 clusters Score: Raw -297063.831817 + Penalty 3749.799911 = -293314.031907 nChanged 39 SP:Iteration 16Q (2313.890000 sec): 3 clusters Score: Raw -297122.447825 + Penalty 3749.799911 = -293372.647914 nChanged 42 SP:Iteration 17Q (2313.900000 sec): 3 clusters Score: Raw -297183.499241 + Penalty 3749.799911 = -293433.699331 nChanged 29 SP:Iteration 18Q (2313.910000 sec): 3 clusters Score: Raw -297215.407814 + Penalty 3749.799911 = -293465.607904 nChanged 27 SP:Iteration 19Q (2313.920000 sec): 3 clusters Score: Raw -297246.971979 + Penalty 3749.799911 = -293497.172069 nChanged 22 SP:Iteration 20F (2313.930000 sec): 3 clusters Score: Raw -297270.685547 + Penalty 3749.799911 = -293520.885636 nChanged 20 SP:Iteration 21Q (2313.940000 sec): 3 clusters Score: Raw -297289.526219 + Penalty 3749.799911 = -293539.726309 nChanged 12 SP:Iteration 22Q (2313.940000 sec): 3 clusters Score: Raw -297300.741430 + Penalty 3749.799911 = -293550.941519 nChanged 9 SP:Iteration 23Q (2313.950000 sec): 3 clusters Score: Raw -297310.977068 + Penalty 3749.799911 = -293561.177158 nChanged 8 SP:Iteration 24Q (2313.960000 sec): 3 clusters Score: Raw -297317.950625 + Penalty 3749.799911 = -293568.150715 nChanged 11 SP:Iteration 25Q (2313.970000 sec): 3 clusters Score: Raw -297332.304811 + Penalty 3749.799911 = -293582.504901 nChanged 13 SP:Iteration 26Q (2313.980000 sec): 3 clusters Score: Raw -297343.392884 + Penalty 3749.799911 = -293593.592973 nChanged 5 SP:Iteration 27Q (2313.980000 sec): 3 clusters Score: Raw -297348.178855 + Penalty 3749.799911 = -293598.378944 nChanged 6 SP:Iteration 28Q (2313.990000 sec): 3 clusters Score: Raw -297352.144004 + Penalty 3749.799911 = -293602.344093 nChanged 1 SP:Iteration 29Q (2314.000000 sec): 3 clusters Score: Raw -297352.357729 + Penalty 3749.799911 = -293602.557819 nChanged 1 SP:Iteration 30Q (2314.010000 sec): 3 clusters Score: Raw -297352.976084 + Penalty 3749.799911 = -293603.176173 nChanged 0 SP:Iteration 31F (2314.020000 sec): 3 clusters Score: Raw -297352.976084 + Penalty 3749.799911 = -293603.176173 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.020000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.020000 sec): 3 clusters Score: Raw -78120.674555 + Penalty 3086.397829 = -75034.276727 nChanged 92 SP:Iteration 1F (2314.030000 sec): 3 clusters Score: Raw -78292.990689 + Penalty 3086.397829 = -75206.592860 nChanged 19 SP:Iteration 2Q (2314.030000 sec): 3 clusters Score: Raw -78339.569931 + Penalty 3086.397829 = -75253.172102 nChanged 9 SP:Iteration 3Q (2314.030000 sec): 3 clusters Score: Raw -78361.437330 + Penalty 3086.397829 = -75275.039501 nChanged 4 SP:Iteration 4Q (2314.040000 sec): 3 clusters Score: Raw -78371.798127 + Penalty 3086.397829 = -75285.400298 nChanged 3 SP:Iteration 5Q (2314.040000 sec): 3 clusters Score: Raw -78381.160331 + Penalty 3086.397829 = -75294.762502 nChanged 2 SP:Iteration 6Q (2314.040000 sec): 3 clusters Score: Raw -78385.589392 + Penalty 3086.397829 = -75299.191563 nChanged 2 SP:Iteration 7Q (2314.040000 sec): 3 clusters Score: Raw -78390.423447 + Penalty 3086.397829 = -75304.025618 nChanged 2 SP:Iteration 8Q (2314.040000 sec): 3 clusters Score: Raw -78393.225325 + Penalty 3086.397829 = -75306.827496 nChanged 1 SP:Iteration 9Q (2314.050000 sec): 3 clusters Score: Raw -78396.662057 + Penalty 3086.397829 = -75310.264228 nChanged 1 SP:Iteration 10Q (2314.050000 sec): 3 clusters Score: Raw -78398.281780 + Penalty 3086.397829 = -75311.883951 nChanged 1 SP:Iteration 11Q (2314.050000 sec): 3 clusters Score: Raw -78402.736965 + Penalty 3086.397829 = -75316.339136 nChanged 0 SP:Iteration 12F (2314.050000 sec): 3 clusters Score: Raw -78402.736965 + Penalty 3086.397829 = -75316.339136 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.060000 sec): 2 clusters Score: Raw -71976.930720 + Penalty 1544.181094 = -70432.749626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.060000 sec): 3 clusters Score: Raw -71993.808916 + Penalty 3088.362188 = -68905.446728 nChanged 95 SP:Iteration 1F (2314.060000 sec): 3 clusters Score: Raw -72170.330712 + Penalty 3088.362188 = -69081.968524 nChanged 26 SP:Iteration 2F (2314.070000 sec): 3 clusters Score: Raw -72246.377585 + Penalty 3088.362188 = -69158.015397 nChanged 17 SP:Iteration 3Q (2314.070000 sec): 3 clusters Score: Raw -72285.210150 + Penalty 3088.362188 = -69196.847962 nChanged 12 SP:Iteration 4Q (2314.070000 sec): 3 clusters Score: Raw -72316.023218 + Penalty 3088.362188 = -69227.661030 nChanged 8 SP:Iteration 5Q (2314.070000 sec): 3 clusters Score: Raw -72328.311672 + Penalty 3088.362188 = -69239.949484 nChanged 5 SP:Iteration 6Q (2314.080000 sec): 3 clusters Score: Raw -72336.081264 + Penalty 3088.362188 = -69247.719076 nChanged 5 SP:Iteration 7Q (2314.080000 sec): 3 clusters Score: Raw -72344.265501 + Penalty 3088.362188 = -69255.903313 nChanged 3 SP:Iteration 8Q (2314.080000 sec): 3 clusters Score: Raw -72352.338048 + Penalty 3088.362188 = -69263.975860 nChanged 3 SP:Iteration 9Q (2314.080000 sec): 3 clusters Score: Raw -72360.379880 + Penalty 3088.362188 = -69272.017692 nChanged 2 SP:Iteration 10Q (2314.080000 sec): 3 clusters Score: Raw -72367.499246 + Penalty 3088.362188 = -69279.137058 nChanged 5 SP:Iteration 11Q (2314.090000 sec): 3 clusters Score: Raw -72393.697655 + Penalty 3088.362188 = -69305.335467 nChanged 7 SP:Iteration 12Q (2314.090000 sec): 3 clusters Score: Raw -72435.417128 + Penalty 3088.362188 = -69347.054940 nChanged 7 SP:Iteration 13Q (2314.090000 sec): 3 clusters Score: Raw -72484.453338 + Penalty 3088.362188 = -69396.091150 nChanged 11 SP:Iteration 14Q (2314.100000 sec): 3 clusters Score: Raw -72516.305206 + Penalty 3088.362188 = -69427.943018 nChanged 11 SP:Iteration 15Q (2314.100000 sec): 3 clusters Score: Raw -72577.849764 + Penalty 3088.362188 = -69489.487576 nChanged 15 SP:Iteration 16Q (2314.100000 sec): 3 clusters Score: Raw -72631.151058 + Penalty 3088.362188 = -69542.788870 nChanged 14 SP:Iteration 17Q (2314.100000 sec): 3 clusters Score: Raw -72696.187023 + Penalty 3088.362188 = -69607.824835 nChanged 13 SP:Iteration 18Q (2314.100000 sec): 3 clusters Score: Raw -72762.594100 + Penalty 3088.362188 = -69674.231912 nChanged 10 SP:Iteration 19Q (2314.110000 sec): 3 clusters Score: Raw -72786.679851 + Penalty 3088.362188 = -69698.317663 nChanged 6 SP:Iteration 20F (2314.110000 sec): 3 clusters Score: Raw -72800.836930 + Penalty 3088.362188 = -69712.474742 nChanged 4 SP:Iteration 21Q (2314.110000 sec): 3 clusters Score: Raw -72808.101045 + Penalty 3088.362188 = -69719.738857 nChanged 3 SP:Iteration 22Q (2314.110000 sec): 3 clusters Score: Raw -72829.893632 + Penalty 3088.362188 = -69741.531444 nChanged 2 SP:Iteration 23Q (2314.120000 sec): 3 clusters Score: Raw -72840.459770 + Penalty 3088.362188 = -69752.097582 nChanged 1 SP:Iteration 24Q (2314.120000 sec): 3 clusters Score: Raw -72842.744593 + Penalty 3088.362188 = -69754.382405 nChanged 0 SP:Iteration 25F (2314.120000 sec): 3 clusters Score: Raw -72842.744593 + Penalty 3088.362188 = -69754.382405 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.120000 sec): 2 clusters Score: Raw -50896.653545 + Penalty 1512.322422 = -49384.331123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.130000 sec): 3 clusters Score: Raw -51177.001226 + Penalty 3024.644844 = -48152.356382 nChanged 112 SP:Iteration 1F (2314.130000 sec): 3 clusters Score: Raw -51762.562320 + Penalty 3024.644844 = -48737.917476 nChanged 56 SP:Iteration 2F (2314.130000 sec): 3 clusters Score: Raw -52172.643217 + Penalty 3024.644844 = -49147.998373 nChanged 33 SP:Iteration 3F (2314.140000 sec): 3 clusters Score: Raw -52487.339949 + Penalty 3024.644844 = -49462.695105 nChanged 31 SP:Iteration 4F (2314.140000 sec): 3 clusters Score: Raw -53068.619688 + Penalty 3024.644844 = -50043.974844 nChanged 36 SP:Iteration 5F (2314.140000 sec): 3 clusters Score: Raw -54106.728027 + Penalty 3024.644844 = -51082.083183 nChanged 8 SP:Iteration 6Q (2314.140000 sec): 3 clusters Score: Raw -54797.402286 + Penalty 3024.644844 = -51772.757442 nChanged 3 SP:Iteration 7Q (2314.140000 sec): 3 clusters Score: Raw -54907.019207 + Penalty 3024.644844 = -51882.374363 nChanged 1 SP:Iteration 8Q (2314.140000 sec): 3 clusters Score: Raw -55019.555936 + Penalty 3024.644844 = -51994.911092 nChanged 1 SP:Iteration 9Q (2314.140000 sec): 3 clusters Score: Raw -55137.439888 + Penalty 3024.644844 = -52112.795044 nChanged 2 SP:Iteration 10Q (2314.150000 sec): 3 clusters Score: Raw -55355.459017 + Penalty 3024.644844 = -52330.814173 nChanged 0 SP:Iteration 11F (2314.150000 sec): 3 clusters Score: Raw -55355.459017 + Penalty 3024.644844 = -52330.814173 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 43. Deleting Class 39 (83 points): Lose 1914.621070 but Gain 3319.613826 Iteration 139Q (2324.680000 sec): 43 clusters Score: Raw -99220924.360795 + Penalty 139423.780680 = -99081500.580115 nChanged 123 Deleting Class 32 (167 points): Lose 2272.107668 but Gain 3319.613826 Iteration 140F (2371.310000 sec): 42 clusters Score: Raw -99223463.457802 + Penalty 136104.166854 = -99087359.290947 nChanged 237 Deleting Class 10 (224 points): Lose 3050.324452 but Gain 3319.613826 Iteration 141Q (2381.650000 sec): 41 clusters Score: Raw -99225716.878420 + Penalty 132784.553029 = -99092932.325392 nChanged 259 Iteration 142Q (2391.860000 sec): 41 clusters Score: Raw -99228210.631815 + Penalty 132784.553029 = -99095426.078787 nChanged 82 Iteration 143Q (2401.540000 sec): 41 clusters Score: Raw -99228664.039413 + Penalty 132784.553029 = -99095879.486385 nChanged 56 Iteration 144Q (2411.760000 sec): 41 clusters Score: Raw -99229238.565751 + Penalty 132784.553029 = -99096454.012723 nChanged 37 Iteration 145Q (2421.970000 sec): 41 clusters Score: Raw -99229491.432435 + Penalty 132784.553029 = -99096706.879406 nChanged 16 Iteration 146Q (2432.190000 sec): 41 clusters Score: Raw -99229517.015997 + Penalty 132784.553029 = -99096732.462968 nChanged 14 Iteration 147Q (2442.400000 sec): 41 clusters Score: Raw -99229546.084654 + Penalty 132784.553029 = -99096761.531625 nChanged 11 Iteration 148Q (2452.600000 sec): 41 clusters Score: Raw -99229551.940912 + Penalty 132784.553029 = -99096767.387883 nChanged 15 Iteration 149Q (2462.820000 sec): 41 clusters Score: Raw -99229553.140122 + Penalty 132784.553029 = -99096768.587093 nChanged 14 Iteration 150Q (2473.040000 sec): 41 clusters Score: Raw -99229554.621209 + Penalty 132784.553029 = -99096770.068180 nChanged 11 Iteration 151Q (2483.280000 sec): 41 clusters Score: Raw -99229555.579862 + Penalty 132784.553029 = -99096771.026834 nChanged 12 Iteration 152Q (2493.510000 sec): 41 clusters Score: Raw -99229556.523964 + Penalty 132784.553029 = -99096771.970935 nChanged 11 Iteration 153Q (2503.760000 sec): 41 clusters Score: Raw -99229557.551598 + Penalty 132784.553029 = -99096772.998570 nChanged 16 Iteration 154Q (2513.980000 sec): 41 clusters Score: Raw -99229559.470943 + Penalty 132784.553029 = -99096774.917915 nChanged 10 Iteration 155Q (2524.200000 sec): 41 clusters Score: Raw -99229560.191143 + Penalty 132784.553029 = -99096775.638114 nChanged 12 Iteration 156Q (2534.430000 sec): 41 clusters Score: Raw -99229561.370540 + Penalty 132784.553029 = -99096776.817511 nChanged 15 Iteration 157Q (2544.660000 sec): 41 clusters Score: Raw -99229562.128024 + Penalty 132784.553029 = -99096777.574996 nChanged 4 Iteration 158Q (2554.880000 sec): 41 clusters Score: Raw -99229562.381670 + Penalty 132784.553029 = -99096777.828641 nChanged 3 Iteration 159Q (2565.100000 sec): 41 clusters Score: Raw -99229562.551271 + Penalty 132784.553029 = -99096777.998243 nChanged 3 Iteration 160F (2609.530000 sec): 41 clusters Score: Raw -99232082.154917 + Penalty 132784.553029 = -99099297.601889 nChanged 53 Iteration 161Q (2616.970000 sec): 41 clusters Score: Raw -99235204.864745 + Penalty 132784.553029 = -99102420.311716 nChanged 9 Iteration 162Q (2624.420000 sec): 41 clusters Score: Raw -99235235.684824 + Penalty 132784.553029 = -99102451.131796 nChanged 2 Iteration 163Q (2632.770000 sec): 41 clusters Score: Raw -99235251.348587 + Penalty 132784.553029 = -99102466.795558 nChanged 2 Iteration 164Q (2640.460000 sec): 41 clusters Score: Raw -99235258.958924 + Penalty 132784.553029 = -99102474.405895 nChanged 0 Iteration 165F (2686.730000 sec): 41 clusters Score: Raw -99238514.047750 + Penalty 132784.553029 = -99105729.494721 nChanged 52 Iteration 166Q (2695.330000 sec): 41 clusters Score: Raw -99240596.966549 + Penalty 132784.553029 = -99107812.413521 nChanged 11 Iteration 167Q (2703.910000 sec): 41 clusters Score: Raw -99240781.435238 + Penalty 132784.553029 = -99107996.882210 nChanged 6 Iteration 168Q (2712.500000 sec): 41 clusters Score: Raw -99240938.483070 + Penalty 132784.553029 = -99108153.930041 nChanged 7 Iteration 169Q (2721.080000 sec): 41 clusters Score: Raw -99241037.340963 + Penalty 132784.553029 = -99108252.787935 nChanged 2 Iteration 170Q (2729.660000 sec): 41 clusters Score: Raw -99241050.012098 + Penalty 132784.553029 = -99108265.459069 nChanged 2 Iteration 171Q (2738.210000 sec): 41 clusters Score: Raw -99241062.450519 + Penalty 132784.553029 = -99108277.897490 nChanged 1 Iteration 172Q (2746.790000 sec): 41 clusters Score: Raw -99241066.859143 + Penalty 132784.553029 = -99108282.306115 nChanged 1 Iteration 173Q (2755.350000 sec): 41 clusters Score: Raw -99241072.048066 + Penalty 132784.553029 = -99108287.495038 nChanged 1 Iteration 174Q (2763.920000 sec): 41 clusters Score: Raw -99241077.325216 + Penalty 132784.553029 = -99108292.772187 nChanged 1 Iteration 175Q (2772.490000 sec): 41 clusters Score: Raw -99241081.817309 + Penalty 132784.553029 = -99108297.264281 nChanged 1 Iteration 176Q (2781.080000 sec): 41 clusters Score: Raw -99241089.071283 + Penalty 132784.553029 = -99108304.518254 nChanged 3 Iteration 177Q (2789.670000 sec): 41 clusters Score: Raw -99241148.796724 + Penalty 132784.553029 = -99108364.243695 nChanged 6 Iteration 178Q (2798.250000 sec): 41 clusters Score: Raw -99241477.162785 + Penalty 132784.553029 = -99108692.609757 nChanged 0 Writing temp clu file Because OldScore, -99108364.243695, is greater than current (better) Score,-99108692.609757 Compute initial score before splitting: Score: Raw -99241477.162785 + Penalty 132784.553029 = -99108692.609757 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2798.500000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2798.650000 sec): 3 clusters Score: Raw -4538998.905464 + Penalty 5093.818789 = -4533905.086675 nChanged 13028 SP:Iteration 1F (2798.790000 sec): 3 clusters Score: Raw -4546088.382350 + Penalty 5093.818789 = -4540994.563562 nChanged 1458 SP:Iteration 2F (2798.930000 sec): 3 clusters Score: Raw -4546654.902654 + Penalty 5093.818789 = -4541561.083866 nChanged 1533 SP:Iteration 3F (2799.080000 sec): 3 clusters Score: Raw -4547340.282177 + Penalty 5093.818789 = -4542246.463389 nChanged 1668 SP:Iteration 4F (2799.220000 sec): 3 clusters Score: Raw -4548218.736168 + Penalty 5093.818789 = -4543124.917379 nChanged 1827 SP:Iteration 5F (2799.370000 sec): 3 clusters Score: Raw -4549337.661583 + Penalty 5093.818789 = -4544243.842794 nChanged 1951 SP:Iteration 6F (2799.510000 sec): 3 clusters Score: Raw -4550700.380854 + Penalty 5093.818789 = -4545606.562065 nChanged 1900 SP:Iteration 7F (2799.650000 sec): 3 clusters Score: Raw -4552111.964728 + Penalty 5093.818789 = -4547018.145939 nChanged 1661 SP:Iteration 8F (2799.800000 sec): 3 clusters Score: Raw -4553397.683767 + Penalty 5093.818789 = -4548303.864978 nChanged 1352 SP:Iteration 9Q (2799.950000 sec): 3 clusters Score: Raw -4554455.643852 + Penalty 5093.818789 = -4549361.825063 nChanged 982 SP:Iteration 10Q (2800.090000 sec): 3 clusters Score: Raw -4555232.276513 + Penalty 5093.818789 = -4550138.457724 nChanged 680 SP:Iteration 11Q (2800.230000 sec): 3 clusters Score: Raw -4555771.494558 + Penalty 5093.818789 = -4550677.675769 nChanged 390 SP:Iteration 12Q (2800.370000 sec): 3 clusters Score: Raw -4556064.384924 + Penalty 5093.818789 = -4550970.566135 nChanged 244 SP:Iteration 13Q (2800.500000 sec): 3 clusters Score: Raw -4556255.506711 + Penalty 5093.818789 = -4551161.687922 nChanged 153 SP:Iteration 14Q (2800.630000 sec): 3 clusters Score: Raw -4556386.447579 + Penalty 5093.818789 = -4551292.628790 nChanged 82 SP:Iteration 15Q (2800.750000 sec): 3 clusters Score: Raw -4556450.064161 + Penalty 5093.818789 = -4551356.245372 nChanged 53 SP:Iteration 16Q (2800.860000 sec): 3 clusters Score: Raw -4556491.116199 + Penalty 5093.818789 = -4551397.297410 nChanged 35 SP:Iteration 17Q (2800.980000 sec): 3 clusters Score: Raw -4556524.572530 + Penalty 5093.818789 = -4551430.753741 nChanged 32 SP:Iteration 18Q (2801.090000 sec): 3 clusters Score: Raw -4556552.465160 + Penalty 5093.818789 = -4551458.646371 nChanged 24 SP:Iteration 19Q (2801.200000 sec): 3 clusters Score: Raw -4556573.265782 + Penalty 5093.818789 = -4551479.446993 nChanged 26 SP:Iteration 20F (2801.350000 sec): 3 clusters Score: Raw -4556596.353729 + Penalty 5093.818789 = -4551502.534940 nChanged 12 SP:Iteration 21Q (2801.460000 sec): 3 clusters Score: Raw -4556607.676528 + Penalty 5093.818789 = -4551513.857739 nChanged 15 SP:Iteration 22Q (2801.570000 sec): 3 clusters Score: Raw -4556619.593462 + Penalty 5093.818789 = -4551525.774673 nChanged 8 SP:Iteration 23Q (2801.680000 sec): 3 clusters Score: Raw -4556627.524855 + Penalty 5093.818789 = -4551533.706066 nChanged 4 SP:Iteration 24Q (2801.790000 sec): 3 clusters Score: Raw -4556631.720243 + Penalty 5093.818789 = -4551537.901454 nChanged 3 SP:Iteration 25Q (2801.910000 sec): 3 clusters Score: Raw -4556633.916365 + Penalty 5093.818789 = -4551540.097576 nChanged 2 SP:Iteration 26Q (2802.010000 sec): 3 clusters Score: Raw -4556635.120889 + Penalty 5093.818789 = -4551541.302100 nChanged 1 SP:Iteration 27Q (2802.130000 sec): 3 clusters Score: Raw -4556636.007782 + Penalty 5093.818789 = -4551542.188993 nChanged 2 SP:Iteration 28Q (2802.230000 sec): 3 clusters Score: Raw -4556637.479344 + Penalty 5093.818789 = -4551543.660555 nChanged 1 SP:Iteration 29Q (2802.350000 sec): 3 clusters Score: Raw -4556638.297782 + Penalty 5093.818789 = -4551544.478994 nChanged 1 SP:Iteration 30Q (2802.450000 sec): 3 clusters Score: Raw -4556639.529319 + Penalty 5093.818789 = -4551545.710530 nChanged 1 SP:Iteration 31Q (2802.560000 sec): 3 clusters Score: Raw -4556640.020193 + Penalty 5093.818789 = -4551546.201404 nChanged 0 SP:Iteration 32F (2802.710000 sec): 3 clusters Score: Raw -4556640.020193 + Penalty 5093.818789 = -4551546.201404 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.720000 sec): 2 clusters Score: Raw -50631.046476 + Penalty 1462.494159 = -49168.552317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.720000 sec): 3 clusters Score: Raw -50738.997510 + Penalty 2924.988318 = -47814.009191 nChanged 55 SP:Iteration 1F (2802.730000 sec): 3 clusters Score: Raw -50951.837616 + Penalty 2924.988318 = -48026.849298 nChanged 29 SP:Iteration 2F (2802.730000 sec): 3 clusters Score: Raw -51157.745241 + Penalty 2924.988318 = -48232.756923 nChanged 16 SP:Iteration 3Q (2802.730000 sec): 3 clusters Score: Raw -51262.818866 + Penalty 2924.988318 = -48337.830548 nChanged 11 SP:Iteration 4Q (2802.730000 sec): 3 clusters Score: Raw -51349.141873 + Penalty 2924.988318 = -48424.153554 nChanged 10 SP:Iteration 5Q (2802.730000 sec): 3 clusters Score: Raw -51450.262776 + Penalty 2924.988318 = -48525.274458 nChanged 8 SP:Iteration 6Q (2802.730000 sec): 3 clusters Score: Raw -51660.153427 + Penalty 2924.988318 = -48735.165109 nChanged 8 SP:Iteration 7Q (2802.730000 sec): 3 clusters Score: Raw -51682.756530 + Penalty 2924.988318 = -48757.768212 nChanged 1 SP:Iteration 8Q (2802.730000 sec): 3 clusters Score: Raw -51686.659081 + Penalty 2924.988318 = -48761.670762 nChanged 1 SP:Iteration 9Q (2802.740000 sec): 3 clusters Score: Raw -51690.781558 + Penalty 2924.988318 = -48765.793240 nChanged 0 SP:Iteration 10F (2802.740000 sec): 3 clusters Score: Raw -51690.781558 + Penalty 2924.988318 = -48765.793240 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.760000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.790000 sec): 3 clusters Score: Raw -724115.107277 + Penalty 4197.727014 = -719917.380263 nChanged 1831 SP:Iteration 1F (2802.810000 sec): 3 clusters Score: Raw -725168.594493 + Penalty 4197.727014 = -720970.867479 nChanged 381 SP:Iteration 2F (2802.830000 sec): 3 clusters Score: Raw -725487.442660 + Penalty 4197.727014 = -721289.715646 nChanged 333 SP:Iteration 3F (2802.850000 sec): 3 clusters Score: Raw -725828.787497 + Penalty 4197.727014 = -721631.060483 nChanged 340 SP:Iteration 4F (2802.880000 sec): 3 clusters Score: Raw -726133.935370 + Penalty 4197.727014 = -721936.208356 nChanged 327 SP:Iteration 5F (2802.900000 sec): 3 clusters Score: Raw -726428.115638 + Penalty 4197.727014 = -722230.388623 nChanged 265 SP:Iteration 6F (2802.930000 sec): 3 clusters Score: Raw -726654.773297 + Penalty 4197.727014 = -722457.046283 nChanged 220 SP:Iteration 7Q (2802.950000 sec): 3 clusters Score: Raw -726840.201762 + Penalty 4197.727014 = -722642.474748 nChanged 174 SP:Iteration 8Q (2802.970000 sec): 3 clusters Score: Raw -726981.356975 + Penalty 4197.727014 = -722783.629961 nChanged 131 SP:Iteration 9Q (2803.000000 sec): 3 clusters Score: Raw -727094.281754 + Penalty 4197.727014 = -722896.554740 nChanged 122 SP:Iteration 10Q (2803.020000 sec): 3 clusters Score: Raw -727199.691124 + Penalty 4197.727014 = -723001.964110 nChanged 74 SP:Iteration 11Q (2803.040000 sec): 3 clusters Score: Raw -727260.248381 + Penalty 4197.727014 = -723062.521366 nChanged 51 SP:Iteration 12Q (2803.070000 sec): 3 clusters Score: Raw -727304.614281 + Penalty 4197.727014 = -723106.887266 nChanged 36 SP:Iteration 13Q (2803.090000 sec): 3 clusters Score: Raw -727332.089037 + Penalty 4197.727014 = -723134.362023 nChanged 28 SP:Iteration 14Q (2803.120000 sec): 3 clusters Score: Raw -727357.052573 + Penalty 4197.727014 = -723159.325559 nChanged 18 SP:Iteration 15Q (2803.140000 sec): 3 clusters Score: Raw -727374.386037 + Penalty 4197.727014 = -723176.659023 nChanged 16 SP:Iteration 16Q (2803.160000 sec): 3 clusters Score: Raw -727390.583312 + Penalty 4197.727014 = -723192.856297 nChanged 16 SP:Iteration 17Q (2803.180000 sec): 3 clusters Score: Raw -727406.808111 + Penalty 4197.727014 = -723209.081096 nChanged 11 SP:Iteration 18Q (2803.200000 sec): 3 clusters Score: Raw -727423.313761 + Penalty 4197.727014 = -723225.586747 nChanged 11 SP:Iteration 19Q (2803.220000 sec): 3 clusters Score: Raw -727436.287946 + Penalty 4197.727014 = -723238.560932 nChanged 11 SP:Iteration 20F (2803.240000 sec): 3 clusters Score: Raw -727445.406370 + Penalty 4197.727014 = -723247.679356 nChanged 9 SP:Iteration 21Q (2803.270000 sec): 3 clusters Score: Raw -727454.836538 + Penalty 4197.727014 = -723257.109523 nChanged 6 SP:Iteration 22Q (2803.290000 sec): 3 clusters Score: Raw -727462.257684 + Penalty 4197.727014 = -723264.530670 nChanged 4 SP:Iteration 23Q (2803.310000 sec): 3 clusters Score: Raw -727468.779439 + Penalty 4197.727014 = -723271.052425 nChanged 3 SP:Iteration 24Q (2803.330000 sec): 3 clusters Score: Raw -727471.280177 + Penalty 4197.727014 = -723273.553163 nChanged 7 SP:Iteration 25Q (2803.350000 sec): 3 clusters Score: Raw -727476.701118 + Penalty 4197.727014 = -723278.974104 nChanged 5 SP:Iteration 26Q (2803.370000 sec): 3 clusters Score: Raw -727481.850557 + Penalty 4197.727014 = -723284.123543 nChanged 4 SP:Iteration 27Q (2803.390000 sec): 3 clusters Score: Raw -727485.800370 + Penalty 4197.727014 = -723288.073355 nChanged 6 SP:Iteration 28Q (2803.410000 sec): 3 clusters Score: Raw -727491.099291 + Penalty 4197.727014 = -723293.372277 nChanged 3 SP:Iteration 29Q (2803.430000 sec): 3 clusters Score: Raw -727494.053663 + Penalty 4197.727014 = -723296.326648 nChanged 3 SP:Iteration 30Q (2803.450000 sec): 3 clusters Score: Raw -727496.370817 + Penalty 4197.727014 = -723298.643803 nChanged 3 SP:Iteration 31Q (2803.460000 sec): 3 clusters Score: Raw -727498.576122 + Penalty 4197.727014 = -723300.849107 nChanged 3 SP:Iteration 32Q (2803.480000 sec): 3 clusters Score: Raw -727500.369649 + Penalty 4197.727014 = -723302.642635 nChanged 0 SP:Iteration 33F (2803.510000 sec): 3 clusters Score: Raw -727500.369649 + Penalty 4197.727014 = -723302.642635 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.530000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.550000 sec): 3 clusters Score: Raw -579286.660365 + Penalty 4115.705143 = -575170.955223 nChanged 1486 SP:Iteration 1F (2803.570000 sec): 3 clusters Score: Raw -580437.047514 + Penalty 4115.705143 = -576321.342371 nChanged 393 SP:Iteration 2F (2803.590000 sec): 3 clusters Score: Raw -580885.079464 + Penalty 4115.705143 = -576769.374321 nChanged 284 SP:Iteration 3F (2803.610000 sec): 3 clusters Score: Raw -581107.616279 + Penalty 4115.705143 = -576991.911137 nChanged 183 SP:Iteration 4Q (2803.630000 sec): 3 clusters Score: Raw -581215.194955 + Penalty 4115.705143 = -577099.489812 nChanged 107 SP:Iteration 5Q (2803.650000 sec): 3 clusters Score: Raw -581276.965887 + Penalty 4115.705143 = -577161.260744 nChanged 70 SP:Iteration 6Q (2803.660000 sec): 3 clusters Score: Raw -581316.226872 + Penalty 4115.705143 = -577200.521730 nChanged 67 SP:Iteration 7Q (2803.680000 sec): 3 clusters Score: Raw -581346.467887 + Penalty 4115.705143 = -577230.762744 nChanged 57 SP:Iteration 8Q (2803.700000 sec): 3 clusters Score: Raw -581375.360799 + Penalty 4115.705143 = -577259.655656 nChanged 54 SP:Iteration 9Q (2803.720000 sec): 3 clusters Score: Raw -581395.204342 + Penalty 4115.705143 = -577279.499199 nChanged 32 SP:Iteration 10Q (2803.740000 sec): 3 clusters Score: Raw -581407.027876 + Penalty 4115.705143 = -577291.322733 nChanged 30 SP:Iteration 11Q (2803.760000 sec): 3 clusters Score: Raw -581417.652644 + Penalty 4115.705143 = -577301.947502 nChanged 26 SP:Iteration 12Q (2803.780000 sec): 3 clusters Score: Raw -581425.727277 + Penalty 4115.705143 = -577310.022134 nChanged 22 SP:Iteration 13Q (2803.800000 sec): 3 clusters Score: Raw -581433.581078 + Penalty 4115.705143 = -577317.875935 nChanged 15 SP:Iteration 14Q (2803.820000 sec): 3 clusters Score: Raw -581439.471047 + Penalty 4115.705143 = -577323.765904 nChanged 14 SP:Iteration 15Q (2803.840000 sec): 3 clusters Score: Raw -581444.002099 + Penalty 4115.705143 = -577328.296956 nChanged 14 SP:Iteration 16Q (2803.860000 sec): 3 clusters Score: Raw -581448.469953 + Penalty 4115.705143 = -577332.764810 nChanged 17 SP:Iteration 17Q (2803.880000 sec): 3 clusters Score: Raw -581454.702044 + Penalty 4115.705143 = -577338.996901 nChanged 20 SP:Iteration 18Q (2803.890000 sec): 3 clusters Score: Raw -581459.969010 + Penalty 4115.705143 = -577344.263867 nChanged 7 SP:Iteration 19Q (2803.910000 sec): 3 clusters Score: Raw -581462.210318 + Penalty 4115.705143 = -577346.505175 nChanged 9 SP:Iteration 20F (2803.930000 sec): 3 clusters Score: Raw -581465.113705 + Penalty 4115.705143 = -577349.408562 nChanged 8 SP:Iteration 21Q (2803.950000 sec): 3 clusters Score: Raw -581467.248403 + Penalty 4115.705143 = -577351.543260 nChanged 6 SP:Iteration 22Q (2803.970000 sec): 3 clusters Score: Raw -581470.040262 + Penalty 4115.705143 = -577354.335119 nChanged 5 SP:Iteration 23Q (2803.990000 sec): 3 clusters Score: Raw -581471.091182 + Penalty 4115.705143 = -577355.386040 nChanged 6 SP:Iteration 24Q (2804.010000 sec): 3 clusters Score: Raw -581472.214599 + Penalty 4115.705143 = -577356.509456 nChanged 1 SP:Iteration 25Q (2804.030000 sec): 3 clusters Score: Raw -581472.477208 + Penalty 4115.705143 = -577356.772066 nChanged 3 SP:Iteration 26Q (2804.050000 sec): 3 clusters Score: Raw -581473.129054 + Penalty 4115.705143 = -577357.423911 nChanged 1 SP:Iteration 27Q (2804.070000 sec): 3 clusters Score: Raw -581473.292437 + Penalty 4115.705143 = -577357.587295 nChanged 0 SP:Iteration 28F (2804.090000 sec): 3 clusters Score: Raw -581473.292437 + Penalty 4115.705143 = -577357.587295 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2804.140000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2804.190000 sec): 3 clusters Score: Raw -1601303.419964 + Penalty 4608.655336 = -1596694.764627 nChanged 4560 SP:Iteration 1F (2804.240000 sec): 3 clusters Score: Raw -1603846.109539 + Penalty 4608.655336 = -1599237.454202 nChanged 793 SP:Iteration 2F (2804.300000 sec): 3 clusters Score: Raw -1604358.362261 + Penalty 4608.655336 = -1599749.706925 nChanged 721 SP:Iteration 3F (2804.350000 sec): 3 clusters Score: Raw -1604897.438042 + Penalty 4608.655336 = -1600288.782706 nChanged 694 SP:Iteration 4F (2804.400000 sec): 3 clusters Score: Raw -1605408.095032 + Penalty 4608.655336 = -1600799.439696 nChanged 596 SP:Iteration 5F (2804.460000 sec): 3 clusters Score: Raw -1605818.651495 + Penalty 4608.655336 = -1601209.996158 nChanged 568 SP:Iteration 6F (2804.510000 sec): 3 clusters Score: Raw -1606160.840350 + Penalty 4608.655336 = -1601552.185014 nChanged 535 SP:Iteration 7Q (2804.560000 sec): 3 clusters Score: Raw -1606488.064700 + Penalty 4608.655336 = -1601879.409364 nChanged 479 SP:Iteration 8Q (2804.620000 sec): 3 clusters Score: Raw -1606774.247873 + Penalty 4608.655336 = -1602165.592537 nChanged 432 SP:Iteration 9Q (2804.670000 sec): 3 clusters Score: Raw -1607028.998249 + Penalty 4608.655336 = -1602420.342913 nChanged 374 SP:Iteration 10Q (2804.720000 sec): 3 clusters Score: Raw -1607240.681529 + Penalty 4608.655336 = -1602632.026193 nChanged 324 SP:Iteration 11Q (2804.770000 sec): 3 clusters Score: Raw -1607433.526357 + Penalty 4608.655336 = -1602824.871021 nChanged 337 SP:Iteration 12Q (2804.820000 sec): 3 clusters Score: Raw -1607657.823267 + Penalty 4608.655336 = -1603049.167931 nChanged 324 SP:Iteration 13Q (2804.880000 sec): 3 clusters Score: Raw -1607877.031411 + Penalty 4608.655336 = -1603268.376074 nChanged 276 SP:Iteration 14Q (2804.920000 sec): 3 clusters Score: Raw -1608052.360558 + Penalty 4608.655336 = -1603443.705221 nChanged 244 SP:Iteration 15Q (2804.980000 sec): 3 clusters Score: Raw -1608199.902723 + Penalty 4608.655336 = -1603591.247387 nChanged 206 SP:Iteration 16Q (2805.030000 sec): 3 clusters Score: Raw -1608319.998623 + Penalty 4608.655336 = -1603711.343286 nChanged 179 SP:Iteration 17Q (2805.080000 sec): 3 clusters Score: Raw -1608410.781196 + Penalty 4608.655336 = -1603802.125860 nChanged 138 SP:Iteration 18Q (2805.120000 sec): 3 clusters Score: Raw -1608470.109376 + Penalty 4608.655336 = -1603861.454040 nChanged 109 SP:Iteration 19Q (2805.170000 sec): 3 clusters Score: Raw -1608512.240028 + Penalty 4608.655336 = -1603903.584692 nChanged 72 SP:Iteration 20F (2805.220000 sec): 3 clusters Score: Raw -1608540.121986 + Penalty 4608.655336 = -1603931.466650 nChanged 56 SP:Iteration 21Q (2805.270000 sec): 3 clusters Score: Raw -1608556.375101 + Penalty 4608.655336 = -1603947.719765 nChanged 37 SP:Iteration 22Q (2805.320000 sec): 3 clusters Score: Raw -1608568.745753 + Penalty 4608.655336 = -1603960.090417 nChanged 30 SP:Iteration 23Q (2805.370000 sec): 3 clusters Score: Raw -1608580.396723 + Penalty 4608.655336 = -1603971.741387 nChanged 34 SP:Iteration 24Q (2805.420000 sec): 3 clusters Score: Raw -1608593.178882 + Penalty 4608.655336 = -1603984.523546 nChanged 32 SP:Iteration 25Q (2805.460000 sec): 3 clusters Score: Raw -1608606.148736 + Penalty 4608.655336 = -1603997.493400 nChanged 27 SP:Iteration 26Q (2805.510000 sec): 3 clusters Score: Raw -1608616.990716 + Penalty 4608.655336 = -1604008.335379 nChanged 32 SP:Iteration 27Q (2805.560000 sec): 3 clusters Score: Raw -1608628.112220 + Penalty 4608.655336 = -1604019.456883 nChanged 27 SP:Iteration 28Q (2805.600000 sec): 3 clusters Score: Raw -1608635.482535 + Penalty 4608.655336 = -1604026.827199 nChanged 16 SP:Iteration 29Q (2805.650000 sec): 3 clusters Score: Raw -1608640.638690 + Penalty 4608.655336 = -1604031.983354 nChanged 18 SP:Iteration 30Q (2805.700000 sec): 3 clusters Score: Raw -1608645.768437 + Penalty 4608.655336 = -1604037.113101 nChanged 14 SP:Iteration 31Q (2805.740000 sec): 3 clusters Score: Raw -1608649.133777 + Penalty 4608.655336 = -1604040.478441 nChanged 10 SP:Iteration 32Q (2805.790000 sec): 3 clusters Score: Raw -1608651.390615 + Penalty 4608.655336 = -1604042.735279 nChanged 7 SP:Iteration 33Q (2805.840000 sec): 3 clusters Score: Raw -1608652.933005 + Penalty 4608.655336 = -1604044.277669 nChanged 6 SP:Iteration 34Q (2805.880000 sec): 3 clusters Score: Raw -1608654.799914 + Penalty 4608.655336 = -1604046.144577 nChanged 9 SP:Iteration 35Q (2805.930000 sec): 3 clusters Score: Raw -1608656.940227 + Penalty 4608.655336 = -1604048.284891 nChanged 4 SP:Iteration 36Q (2805.980000 sec): 3 clusters Score: Raw -1608658.201954 + Penalty 4608.655336 = -1604049.546618 nChanged 9 SP:Iteration 37Q (2806.020000 sec): 3 clusters Score: Raw -1608660.972996 + Penalty 4608.655336 = -1604052.317659 nChanged 10 SP:Iteration 38Q (2806.070000 sec): 3 clusters Score: Raw -1608664.365409 + Penalty 4608.655336 = -1604055.710073 nChanged 9 SP:Iteration 39Q (2806.110000 sec): 3 clusters Score: Raw -1608667.621238 + Penalty 4608.655336 = -1604058.965902 nChanged 11 SP:Iteration 40F (2806.170000 sec): 3 clusters Score: Raw -1608671.529525 + Penalty 4608.655336 = -1604062.874189 nChanged 13 SP:Iteration 41Q (2806.210000 sec): 3 clusters Score: Raw -1608674.804429 + Penalty 4608.655336 = -1604066.149092 nChanged 14 SP:Iteration 42Q (2806.260000 sec): 3 clusters Score: Raw -1608678.436643 + Penalty 4608.655336 = -1604069.781307 nChanged 7 SP:Iteration 43Q (2806.300000 sec): 3 clusters Score: Raw -1608679.887956 + Penalty 4608.655336 = -1604071.232620 nChanged 6 SP:Iteration 44Q (2806.350000 sec): 3 clusters Score: Raw -1608681.200141 + Penalty 4608.655336 = -1604072.544805 nChanged 7 SP:Iteration 45Q (2806.400000 sec): 3 clusters Score: Raw -1608682.402220 + Penalty 4608.655336 = -1604073.746884 nChanged 9 SP:Iteration 46Q (2806.440000 sec): 3 clusters Score: Raw -1608684.795480 + Penalty 4608.655336 = -1604076.140144 nChanged 6 SP:Iteration 47Q (2806.490000 sec): 3 clusters Score: Raw -1608686.114868 + Penalty 4608.655336 = -1604077.459531 nChanged 4 SP:Iteration 48Q (2806.530000 sec): 3 clusters Score: Raw -1608687.044741 + Penalty 4608.655336 = -1604078.389404 nChanged 2 SP:Iteration 49Q (2806.580000 sec): 3 clusters Score: Raw -1608687.419307 + Penalty 4608.655336 = -1604078.763971 nChanged 2 SP:Iteration 50Q (2806.620000 sec): 3 clusters Score: Raw -1608687.744507 + Penalty 4608.655336 = -1604079.089171 nChanged 2 SP:Iteration 51Q (2806.670000 sec): 3 clusters Score: Raw -1608688.067114 + Penalty 4608.655336 = -1604079.411778 nChanged 1 SP:Iteration 52Q (2806.720000 sec): 3 clusters Score: Raw -1608688.460020 + Penalty 4608.655336 = -1604079.804684 nChanged 3 SP:Iteration 53Q (2806.760000 sec): 3 clusters Score: Raw -1608689.082202 + Penalty 4608.655336 = -1604080.426866 nChanged 1 SP:Iteration 54Q (2806.810000 sec): 3 clusters Score: Raw -1608689.318625 + Penalty 4608.655336 = -1604080.663288 nChanged 3 SP:Iteration 55Q (2806.850000 sec): 3 clusters Score: Raw -1608689.929656 + Penalty 4608.655336 = -1604081.274320 nChanged 2 SP:Iteration 56Q (2806.900000 sec): 3 clusters Score: Raw -1608690.496549 + Penalty 4608.655336 = -1604081.841213 nChanged 0 SP:Iteration 57F (2806.950000 sec): 3 clusters Score: Raw -1608690.496549 + Penalty 4608.655336 = -1604081.841213 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2807.920000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2809.070000 sec): 3 clusters Score: Raw -34525634.830573 + Penalty 6114.711255 = -34519520.119318 nChanged 108816 SP:Iteration 1F (2810.210000 sec): 3 clusters Score: Raw -34591821.384609 + Penalty 6114.711255 = -34585706.673354 nChanged 10750 SP:Iteration 2Q (2811.370000 sec): 3 clusters Score: Raw -34596623.046663 + Penalty 6114.711255 = -34590508.335408 nChanged 14765 SP:Iteration 3F (2812.520000 sec): 3 clusters Score: Raw -34605624.748064 + Penalty 6114.711255 = -34599510.036809 nChanged 18212 SP:Iteration 4F (2813.660000 sec): 3 clusters Score: Raw -34619458.139267 + Penalty 6114.711255 = -34613343.428012 nChanged 19290 SP:Iteration 5F (2814.800000 sec): 3 clusters Score: Raw -34635936.417892 + Penalty 6114.711255 = -34629821.706636 nChanged 16732 SP:Iteration 6F (2815.940000 sec): 3 clusters Score: Raw -34650558.138124 + Penalty 6114.711255 = -34644443.426869 nChanged 12136 SP:Iteration 7F (2817.080000 sec): 3 clusters Score: Raw -34661071.616494 + Penalty 6114.711255 = -34654956.905238 nChanged 7798 SP:Iteration 8Q (2818.210000 sec): 3 clusters Score: Raw -34667787.072797 + Penalty 6114.711255 = -34661672.361542 nChanged 4505 SP:Iteration 9Q (2819.280000 sec): 3 clusters Score: Raw -34671723.061220 + Penalty 6114.711255 = -34665608.349964 nChanged 2209 SP:Iteration 10Q (2820.240000 sec): 3 clusters Score: Raw -34673651.495062 + Penalty 6114.711255 = -34667536.783806 nChanged 966 SP:Iteration 11Q (2821.120000 sec): 3 clusters Score: Raw -34674529.627199 + Penalty 6114.711255 = -34668414.915943 nChanged 488 SP:Iteration 12Q (2821.960000 sec): 3 clusters Score: Raw -34674932.391679 + Penalty 6114.711255 = -34668817.680424 nChanged 274 SP:Iteration 13Q (2822.780000 sec): 3 clusters Score: Raw -34675120.307066 + Penalty 6114.711255 = -34669005.595810 nChanged 221 SP:Iteration 14Q (2823.590000 sec): 3 clusters Score: Raw -34675241.526048 + Penalty 6114.711255 = -34669126.814793 nChanged 147 SP:Iteration 15Q (2824.410000 sec): 3 clusters Score: Raw -34675321.339237 + Penalty 6114.711255 = -34669206.627982 nChanged 102 SP:Iteration 16Q (2825.210000 sec): 3 clusters Score: Raw -34675370.997779 + Penalty 6114.711255 = -34669256.286523 nChanged 75 SP:Iteration 17Q (2826.010000 sec): 3 clusters Score: Raw -34675410.210466 + Penalty 6114.711255 = -34669295.499210 nChanged 72 SP:Iteration 18Q (2826.810000 sec): 3 clusters Score: Raw -34675439.567182 + Penalty 6114.711255 = -34669324.855927 nChanged 56 SP:Iteration 19Q (2827.610000 sec): 3 clusters Score: Raw -34675464.679887 + Penalty 6114.711255 = -34669349.968632 nChanged 53 SP:Iteration 20F (2828.740000 sec): 3 clusters Score: Raw -34675488.933172 + Penalty 6114.711255 = -34669374.221917 nChanged 49 SP:Iteration 21Q (2829.540000 sec): 3 clusters Score: Raw -34675508.620373 + Penalty 6114.711255 = -34669393.909117 nChanged 33 SP:Iteration 22Q (2830.340000 sec): 3 clusters Score: Raw -34675520.570604 + Penalty 6114.711255 = -34669405.859349 nChanged 28 SP:Iteration 23Q (2831.140000 sec): 3 clusters Score: Raw -34675529.416768 + Penalty 6114.711255 = -34669414.705512 nChanged 18 SP:Iteration 24Q (2831.930000 sec): 3 clusters Score: Raw -34675534.417672 + Penalty 6114.711255 = -34669419.706416 nChanged 12 SP:Iteration 25Q (2832.730000 sec): 3 clusters Score: Raw -34675538.871086 + Penalty 6114.711255 = -34669424.159831 nChanged 13 SP:Iteration 26Q (2833.530000 sec): 3 clusters Score: Raw -34675541.894805 + Penalty 6114.711255 = -34669427.183549 nChanged 10 SP:Iteration 27Q (2834.330000 sec): 3 clusters Score: Raw -34675543.783450 + Penalty 6114.711255 = -34669429.072195 nChanged 6 SP:Iteration 28Q (2835.120000 sec): 3 clusters Score: Raw -34675545.251066 + Penalty 6114.711255 = -34669430.539811 nChanged 8 SP:Iteration 29Q (2835.920000 sec): 3 clusters Score: Raw -34675547.780244 + Penalty 6114.711255 = -34669433.068988 nChanged 13 SP:Iteration 30Q (2836.720000 sec): 3 clusters Score: Raw -34675551.418741 + Penalty 6114.711255 = -34669436.707486 nChanged 8 SP:Iteration 31Q (2837.510000 sec): 3 clusters Score: Raw -34675553.045297 + Penalty 6114.711255 = -34669438.334042 nChanged 4 SP:Iteration 32Q (2838.310000 sec): 3 clusters Score: Raw -34675554.185651 + Penalty 6114.711255 = -34669439.474396 nChanged 3 SP:Iteration 33Q (2839.110000 sec): 3 clusters Score: Raw -34675554.901545 + Penalty 6114.711255 = -34669440.190290 nChanged 7 SP:Iteration 34Q (2839.910000 sec): 3 clusters Score: Raw -34675557.670164 + Penalty 6114.711255 = -34669442.958909 nChanged 5 SP:Iteration 35Q (2840.700000 sec): 3 clusters Score: Raw -34675559.323729 + Penalty 6114.711255 = -34669444.612474 nChanged 4 SP:Iteration 36Q (2841.500000 sec): 3 clusters Score: Raw -34675559.930407 + Penalty 6114.711255 = -34669445.219152 nChanged 6 SP:Iteration 37Q (2842.290000 sec): 3 clusters Score: Raw -34675561.453328 + Penalty 6114.711255 = -34669446.742073 nChanged 11 SP:Iteration 38Q (2843.090000 sec): 3 clusters Score: Raw -34675564.567908 + Penalty 6114.711255 = -34669449.856653 nChanged 8 SP:Iteration 39Q (2843.890000 sec): 3 clusters Score: Raw -34675566.911203 + Penalty 6114.711255 = -34669452.199948 nChanged 4 SP:Iteration 40F (2845.010000 sec): 3 clusters Score: Raw -34675568.058389 + Penalty 6114.711255 = -34669453.347133 nChanged 5 SP:Iteration 41Q (2845.810000 sec): 3 clusters Score: Raw -34675569.465526 + Penalty 6114.711255 = -34669454.754271 nChanged 6 SP:Iteration 42Q (2846.610000 sec): 3 clusters Score: Raw -34675571.657598 + Penalty 6114.711255 = -34669456.946343 nChanged 6 SP:Iteration 43Q (2847.400000 sec): 3 clusters Score: Raw -34675573.320919 + Penalty 6114.711255 = -34669458.609664 nChanged 9 SP:Iteration 44Q (2848.200000 sec): 3 clusters Score: Raw -34675576.452844 + Penalty 6114.711255 = -34669461.741589 nChanged 6 SP:Iteration 45Q (2848.990000 sec): 3 clusters Score: Raw -34675577.921571 + Penalty 6114.711255 = -34669463.210315 nChanged 8 SP:Iteration 46Q (2849.790000 sec): 3 clusters Score: Raw -34675580.409520 + Penalty 6114.711255 = -34669465.698264 nChanged 11 SP:Iteration 47Q (2850.590000 sec): 3 clusters Score: Raw -34675584.060674 + Penalty 6114.711255 = -34669469.349419 nChanged 7 SP:Iteration 48Q (2851.380000 sec): 3 clusters Score: Raw -34675585.993419 + Penalty 6114.711255 = -34669471.282163 nChanged 8 SP:Iteration 49Q (2852.180000 sec): 3 clusters Score: Raw -34675587.647546 + Penalty 6114.711255 = -34669472.936291 nChanged 5 SP:Iteration 50Q (2852.980000 sec): 3 clusters Score: Raw -34675588.855218 + Penalty 6114.711255 = -34669474.143962 nChanged 3 SP:Iteration 51Q (2853.780000 sec): 3 clusters Score: Raw -34675589.430184 + Penalty 6114.711255 = -34669474.718929 nChanged 1 SP:Iteration 52Q (2854.580000 sec): 3 clusters Score: Raw -34675589.564616 + Penalty 6114.711255 = -34669474.853360 nChanged 2 SP:Iteration 53Q (2855.370000 sec): 3 clusters Score: Raw -34675589.929834 + Penalty 6114.711255 = -34669475.218579 nChanged 3 SP:Iteration 54Q (2856.170000 sec): 3 clusters Score: Raw -34675590.275882 + Penalty 6114.711255 = -34669475.564627 nChanged 3 SP:Iteration 55Q (2856.970000 sec): 3 clusters Score: Raw -34675591.114993 + Penalty 6114.711255 = -34669476.403738 nChanged 2 SP:Iteration 56Q (2857.760000 sec): 3 clusters Score: Raw -34675591.673666 + Penalty 6114.711255 = -34669476.962411 nChanged 1 SP:Iteration 57Q (2858.560000 sec): 3 clusters Score: Raw -34675591.858482 + Penalty 6114.711255 = -34669477.147226 nChanged 2 SP:Iteration 58Q (2859.360000 sec): 3 clusters Score: Raw -34675592.112329 + Penalty 6114.711255 = -34669477.401074 nChanged 1 SP:Iteration 59Q (2860.150000 sec): 3 clusters Score: Raw -34675592.846591 + Penalty 6114.711255 = -34669478.135336 nChanged 5 SP:Iteration 60F (2861.280000 sec): 3 clusters Score: Raw -34675593.734693 + Penalty 6114.711255 = -34669479.023437 nChanged 2 SP:Iteration 61Q (2862.080000 sec): 3 clusters Score: Raw -34675593.892646 + Penalty 6114.711255 = -34669479.181391 nChanged 0 SP:Iteration 62F (2863.200000 sec): 3 clusters Score: Raw -34675593.892646 + Penalty 6114.711255 = -34669479.181391 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2863.330000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2863.370000 sec): 3 clusters Score: Raw -1320431.351901 + Penalty 4487.661079 = -1315943.690821 nChanged 3468 SP:Iteration 1F (2863.410000 sec): 3 clusters Score: Raw -1322226.724613 + Penalty 4487.661079 = -1317739.063533 nChanged 561 SP:Iteration 2F (2863.460000 sec): 3 clusters Score: Raw -1322491.972519 + Penalty 4487.661079 = -1318004.311439 nChanged 404 SP:Iteration 3Q (2863.500000 sec): 3 clusters Score: Raw -1322662.775969 + Penalty 4487.661079 = -1318175.114890 nChanged 309 SP:Iteration 4Q (2863.540000 sec): 3 clusters Score: Raw -1322811.732984 + Penalty 4487.661079 = -1318324.071904 nChanged 260 SP:Iteration 5Q (2863.580000 sec): 3 clusters Score: Raw -1322929.040108 + Penalty 4487.661079 = -1318441.379029 nChanged 225 SP:Iteration 6Q (2863.620000 sec): 3 clusters Score: Raw -1323024.524203 + Penalty 4487.661079 = -1318536.863124 nChanged 208 SP:Iteration 7Q (2863.660000 sec): 3 clusters Score: Raw -1323109.300925 + Penalty 4487.661079 = -1318621.639845 nChanged 187 SP:Iteration 8Q (2863.710000 sec): 3 clusters Score: Raw -1323190.912297 + Penalty 4487.661079 = -1318703.251218 nChanged 190 SP:Iteration 9Q (2863.750000 sec): 3 clusters Score: Raw -1323271.039927 + Penalty 4487.661079 = -1318783.378848 nChanged 184 SP:Iteration 10Q (2863.790000 sec): 3 clusters Score: Raw -1323346.038645 + Penalty 4487.661079 = -1318858.377565 nChanged 178 SP:Iteration 11Q (2863.830000 sec): 3 clusters Score: Raw -1323417.795817 + Penalty 4487.661079 = -1318930.134738 nChanged 177 SP:Iteration 12Q (2863.870000 sec): 3 clusters Score: Raw -1323491.156173 + Penalty 4487.661079 = -1319003.495094 nChanged 194 SP:Iteration 13Q (2863.920000 sec): 3 clusters Score: Raw -1323581.747827 + Penalty 4487.661079 = -1319094.086748 nChanged 216 SP:Iteration 14Q (2863.960000 sec): 3 clusters Score: Raw -1323682.272488 + Penalty 4487.661079 = -1319194.611408 nChanged 213 SP:Iteration 15Q (2864.000000 sec): 3 clusters Score: Raw -1323789.296521 + Penalty 4487.661079 = -1319301.635442 nChanged 238 SP:Iteration 16Q (2864.040000 sec): 3 clusters Score: Raw -1323927.681177 + Penalty 4487.661079 = -1319440.020098 nChanged 247 SP:Iteration 17Q (2864.080000 sec): 3 clusters Score: Raw -1324075.823666 + Penalty 4487.661079 = -1319588.162587 nChanged 221 SP:Iteration 18Q (2864.120000 sec): 3 clusters Score: Raw -1324203.119711 + Penalty 4487.661079 = -1319715.458632 nChanged 210 SP:Iteration 19Q (2864.160000 sec): 3 clusters Score: Raw -1324325.859743 + Penalty 4487.661079 = -1319838.198663 nChanged 180 SP:Iteration 20F (2864.200000 sec): 3 clusters Score: Raw -1324446.094389 + Penalty 4487.661079 = -1319958.433310 nChanged 180 SP:Iteration 21Q (2864.240000 sec): 3 clusters Score: Raw -1324572.492846 + Penalty 4487.661079 = -1320084.831767 nChanged 181 SP:Iteration 22Q (2864.280000 sec): 3 clusters Score: Raw -1324699.614706 + Penalty 4487.661079 = -1320211.953627 nChanged 136 SP:Iteration 23Q (2864.310000 sec): 3 clusters Score: Raw -1324793.509370 + Penalty 4487.661079 = -1320305.848291 nChanged 91 SP:Iteration 24Q (2864.350000 sec): 3 clusters Score: Raw -1324858.571128 + Penalty 4487.661079 = -1320370.910049 nChanged 84 SP:Iteration 25Q (2864.380000 sec): 3 clusters Score: Raw -1324917.682019 + Penalty 4487.661079 = -1320430.020940 nChanged 62 SP:Iteration 26Q (2864.420000 sec): 3 clusters Score: Raw -1324969.842872 + Penalty 4487.661079 = -1320482.181793 nChanged 66 SP:Iteration 27Q (2864.460000 sec): 3 clusters Score: Raw -1325026.161042 + Penalty 4487.661079 = -1320538.499963 nChanged 47 SP:Iteration 28Q (2864.490000 sec): 3 clusters Score: Raw -1325060.710136 + Penalty 4487.661079 = -1320573.049057 nChanged 33 SP:Iteration 29Q (2864.520000 sec): 3 clusters Score: Raw -1325085.803455 + Penalty 4487.661079 = -1320598.142376 nChanged 31 SP:Iteration 30Q (2864.560000 sec): 3 clusters Score: Raw -1325109.331108 + Penalty 4487.661079 = -1320621.670029 nChanged 27 SP:Iteration 31Q (2864.590000 sec): 3 clusters Score: Raw -1325130.285856 + Penalty 4487.661079 = -1320642.624777 nChanged 22 SP:Iteration 32Q (2864.620000 sec): 3 clusters Score: Raw -1325145.620693 + Penalty 4487.661079 = -1320657.959614 nChanged 17 SP:Iteration 33Q (2864.660000 sec): 3 clusters Score: Raw -1325162.211602 + Penalty 4487.661079 = -1320674.550522 nChanged 16 SP:Iteration 34Q (2864.690000 sec): 3 clusters Score: Raw -1325178.675635 + Penalty 4487.661079 = -1320691.014556 nChanged 18 SP:Iteration 35Q (2864.720000 sec): 3 clusters Score: Raw -1325191.572479 + Penalty 4487.661079 = -1320703.911400 nChanged 14 SP:Iteration 36Q (2864.760000 sec): 3 clusters Score: Raw -1325200.854091 + Penalty 4487.661079 = -1320713.193012 nChanged 13 SP:Iteration 37Q (2864.800000 sec): 3 clusters Score: Raw -1325212.321054 + Penalty 4487.661079 = -1320724.659975 nChanged 11 SP:Iteration 38Q (2864.830000 sec): 3 clusters Score: Raw -1325218.997085 + Penalty 4487.661079 = -1320731.336006 nChanged 4 SP:Iteration 39Q (2864.860000 sec): 3 clusters Score: Raw -1325220.524291 + Penalty 4487.661079 = -1320732.863212 nChanged 6 SP:Iteration 40F (2864.910000 sec): 3 clusters Score: Raw -1325224.150225 + Penalty 4487.661079 = -1320736.489146 nChanged 2 SP:Iteration 41Q (2864.940000 sec): 3 clusters Score: Raw -1325225.211079 + Penalty 4487.661079 = -1320737.550000 nChanged 1 SP:Iteration 42Q (2864.970000 sec): 3 clusters Score: Raw -1325226.642941 + Penalty 4487.661079 = -1320738.981862 nChanged 0 SP:Iteration 43F (2865.010000 sec): 3 clusters Score: Raw -1325226.642941 + Penalty 4487.661079 = -1320738.981862 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2865.170000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.350000 sec): 3 clusters Score: Raw -5613589.723348 + Penalty 5200.770207 = -5608388.953141 nChanged 16328 SP:Iteration 1F (2865.530000 sec): 3 clusters Score: Raw -5623127.347261 + Penalty 5200.770207 = -5617926.577055 nChanged 2225 SP:Iteration 2F (2865.710000 sec): 3 clusters Score: Raw -5624387.478770 + Penalty 5200.770207 = -5619186.708563 nChanged 2585 SP:Iteration 3F (2865.890000 sec): 3 clusters Score: Raw -5626196.733550 + Penalty 5200.770207 = -5620995.963343 nChanged 2832 SP:Iteration 4F (2866.070000 sec): 3 clusters Score: Raw -5628367.016847 + Penalty 5200.770207 = -5623166.246640 nChanged 2625 SP:Iteration 5F (2866.250000 sec): 3 clusters Score: Raw -5630305.940813 + Penalty 5200.770207 = -5625105.170607 nChanged 2116 SP:Iteration 6F (2866.430000 sec): 3 clusters Score: Raw -5631729.824553 + Penalty 5200.770207 = -5626529.054346 nChanged 1560 SP:Iteration 7Q (2866.610000 sec): 3 clusters Score: Raw -5632712.496445 + Penalty 5200.770207 = -5627511.726238 nChanged 1225 SP:Iteration 8Q (2866.790000 sec): 3 clusters Score: Raw -5633458.540936 + Penalty 5200.770207 = -5628257.770730 nChanged 950 SP:Iteration 9Q (2866.970000 sec): 3 clusters Score: Raw -5634027.917368 + Penalty 5200.770207 = -5628827.147161 nChanged 755 SP:Iteration 10Q (2867.140000 sec): 3 clusters Score: Raw -5634463.931035 + Penalty 5200.770207 = -5629263.160828 nChanged 558 SP:Iteration 11Q (2867.320000 sec): 3 clusters Score: Raw -5634793.206019 + Penalty 5200.770207 = -5629592.435813 nChanged 453 SP:Iteration 12Q (2867.490000 sec): 3 clusters Score: Raw -5635058.895051 + Penalty 5200.770207 = -5629858.124844 nChanged 319 SP:Iteration 13Q (2867.660000 sec): 3 clusters Score: Raw -5635242.777051 + Penalty 5200.770207 = -5630042.006844 nChanged 221 SP:Iteration 14Q (2867.830000 sec): 3 clusters Score: Raw -5635369.250465 + Penalty 5200.770207 = -5630168.480258 nChanged 153 SP:Iteration 15Q (2867.990000 sec): 3 clusters Score: Raw -5635462.451896 + Penalty 5200.770207 = -5630261.681689 nChanged 137 SP:Iteration 16Q (2868.150000 sec): 3 clusters Score: Raw -5635541.153162 + Penalty 5200.770207 = -5630340.382955 nChanged 96 SP:Iteration 17Q (2868.310000 sec): 3 clusters Score: Raw -5635596.982446 + Penalty 5200.770207 = -5630396.212239 nChanged 74 SP:Iteration 18Q (2868.470000 sec): 3 clusters Score: Raw -5635641.278094 + Penalty 5200.770207 = -5630440.507888 nChanged 41 SP:Iteration 19Q (2868.620000 sec): 3 clusters Score: Raw -5635663.962227 + Penalty 5200.770207 = -5630463.192020 nChanged 36 SP:Iteration 20F (2868.800000 sec): 3 clusters Score: Raw -5635684.410452 + Penalty 5200.770207 = -5630483.640245 nChanged 31 SP:Iteration 21Q (2868.950000 sec): 3 clusters Score: Raw -5635705.940449 + Penalty 5200.770207 = -5630505.170243 nChanged 35 SP:Iteration 22Q (2869.100000 sec): 3 clusters Score: Raw -5635723.632620 + Penalty 5200.770207 = -5630522.862413 nChanged 22 SP:Iteration 23Q (2869.250000 sec): 3 clusters Score: Raw -5635734.957458 + Penalty 5200.770207 = -5630534.187251 nChanged 14 SP:Iteration 24Q (2869.400000 sec): 3 clusters Score: Raw -5635743.485220 + Penalty 5200.770207 = -5630542.715014 nChanged 20 SP:Iteration 25Q (2869.550000 sec): 3 clusters Score: Raw -5635755.576032 + Penalty 5200.770207 = -5630554.805825 nChanged 10 SP:Iteration 26Q (2869.690000 sec): 3 clusters Score: Raw -5635760.848528 + Penalty 5200.770207 = -5630560.078321 nChanged 12 SP:Iteration 27Q (2869.840000 sec): 3 clusters Score: Raw -5635769.173032 + Penalty 5200.770207 = -5630568.402825 nChanged 12 SP:Iteration 28Q (2869.980000 sec): 3 clusters Score: Raw -5635777.257213 + Penalty 5200.770207 = -5630576.487006 nChanged 10 SP:Iteration 29Q (2870.130000 sec): 3 clusters Score: Raw -5635781.137119 + Penalty 5200.770207 = -5630580.366912 nChanged 8 SP:Iteration 30Q (2870.270000 sec): 3 clusters Score: Raw -5635784.956910 + Penalty 5200.770207 = -5630584.186703 nChanged 4 SP:Iteration 31Q (2870.420000 sec): 3 clusters Score: Raw -5635787.298706 + Penalty 5200.770207 = -5630586.528499 nChanged 3 SP:Iteration 32Q (2870.570000 sec): 3 clusters Score: Raw -5635789.488577 + Penalty 5200.770207 = -5630588.718370 nChanged 5 SP:Iteration 33Q (2870.710000 sec): 3 clusters Score: Raw -5635790.920508 + Penalty 5200.770207 = -5630590.150302 nChanged 1 SP:Iteration 34Q (2870.850000 sec): 3 clusters Score: Raw -5635791.886381 + Penalty 5200.770207 = -5630591.116175 nChanged 5 SP:Iteration 35Q (2871.000000 sec): 3 clusters Score: Raw -5635794.065747 + Penalty 5200.770207 = -5630593.295540 nChanged 3 SP:Iteration 36Q (2871.140000 sec): 3 clusters Score: Raw -5635795.491267 + Penalty 5200.770207 = -5630594.721060 nChanged 3 SP:Iteration 37Q (2871.290000 sec): 3 clusters Score: Raw -5635797.015061 + Penalty 5200.770207 = -5630596.244855 nChanged 2 SP:Iteration 38Q (2871.430000 sec): 3 clusters Score: Raw -5635798.377740 + Penalty 5200.770207 = -5630597.607534 nChanged 2 SP:Iteration 39Q (2871.570000 sec): 3 clusters Score: Raw -5635799.575254 + Penalty 5200.770207 = -5630598.805048 nChanged 1 SP:Iteration 40F (2871.750000 sec): 3 clusters Score: Raw -5635799.906107 + Penalty 5200.770207 = -5630599.135900 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.610000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2873.650000 sec): 3 clusters Score: Raw -32008190.829890 + Penalty 6066.123142 = -32002124.706748 nChanged 98230 SP:Iteration 1F (2874.690000 sec): 3 clusters Score: Raw -32067195.000869 + Penalty 6066.123142 = -32061128.877728 nChanged 8041 SP:Iteration 2Q (2875.750000 sec): 3 clusters Score: Raw -32069895.207365 + Penalty 6066.123142 = -32063829.084224 nChanged 9743 SP:Iteration 3Q (2876.790000 sec): 3 clusters Score: Raw -32073924.743279 + Penalty 6066.123142 = -32067858.620137 nChanged 11588 SP:Iteration 4F (2877.750000 sec): 3 clusters Score: Raw -32079395.036892 + Penalty 6066.123142 = -32073328.913751 nChanged 12890 SP:Iteration 5F (2878.770000 sec): 3 clusters Score: Raw -32086318.882663 + Penalty 6066.123142 = -32080252.759521 nChanged 13687 SP:Iteration 6F (2879.810000 sec): 3 clusters Score: Raw -32094565.364520 + Penalty 6066.123142 = -32088499.241378 nChanged 13735 SP:Iteration 7F (2880.850000 sec): 3 clusters Score: Raw -32103682.270632 + Penalty 6066.123142 = -32097616.147490 nChanged 13018 SP:Iteration 8F (2881.890000 sec): 3 clusters Score: Raw -32113095.809028 + Penalty 6066.123142 = -32107029.685886 nChanged 11535 SP:Iteration 9F (2882.910000 sec): 3 clusters Score: Raw -32122115.464119 + Penalty 6066.123142 = -32116049.340978 nChanged 9601 SP:Iteration 10Q (2883.950000 sec): 3 clusters Score: Raw -32130222.663583 + Penalty 6066.123142 = -32124156.540441 nChanged 6885 SP:Iteration 11Q (2884.970000 sec): 3 clusters Score: Raw -32136316.748545 + Penalty 6066.123142 = -32130250.625404 nChanged 3990 SP:Iteration 12Q (2885.940000 sec): 3 clusters Score: Raw -32139937.123228 + Penalty 6066.123142 = -32133871.000086 nChanged 1847 SP:Iteration 13Q (2886.820000 sec): 3 clusters Score: Raw -32141600.369550 + Penalty 6066.123142 = -32135534.246408 nChanged 634 SP:Iteration 14Q (2887.600000 sec): 3 clusters Score: Raw -32142210.191027 + Penalty 6066.123142 = -32136144.067886 nChanged 230 SP:Iteration 15Q (2888.350000 sec): 3 clusters Score: Raw -32142474.510510 + Penalty 6066.123142 = -32136408.387368 nChanged 88 SP:Iteration 16Q (2889.080000 sec): 3 clusters Score: Raw -32142581.445258 + Penalty 6066.123142 = -32136515.322116 nChanged 50 SP:Iteration 17Q (2889.800000 sec): 3 clusters Score: Raw -32142646.827940 + Penalty 6066.123142 = -32136580.704798 nChanged 26 SP:Iteration 18Q (2890.510000 sec): 3 clusters Score: Raw -32142682.140938 + Penalty 6066.123142 = -32136616.017797 nChanged 21 SP:Iteration 19Q (2891.220000 sec): 3 clusters Score: Raw -32142711.379036 + Penalty 6066.123142 = -32136645.255895 nChanged 13 SP:Iteration 20F (2892.240000 sec): 3 clusters Score: Raw -32142728.956669 + Penalty 6066.123142 = -32136662.833527 nChanged 7 SP:Iteration 21Q (2892.940000 sec): 3 clusters Score: Raw -32142736.917681 + Penalty 6066.123142 = -32136670.794540 nChanged 6 SP:Iteration 22Q (2893.660000 sec): 3 clusters Score: Raw -32142744.711249 + Penalty 6066.123142 = -32136678.588107 nChanged 5 SP:Iteration 23Q (2894.360000 sec): 3 clusters Score: Raw -32142751.615075 + Penalty 6066.123142 = -32136685.491933 nChanged 7 SP:Iteration 24Q (2895.070000 sec): 3 clusters Score: Raw -32142759.257334 + Penalty 6066.123142 = -32136693.134192 nChanged 4 SP:Iteration 25Q (2895.780000 sec): 3 clusters Score: Raw -32142764.546742 + Penalty 6066.123142 = -32136698.423600 nChanged 3 SP:Iteration 26Q (2896.490000 sec): 3 clusters Score: Raw -32142768.646668 + Penalty 6066.123142 = -32136702.523526 nChanged 4 SP:Iteration 27Q (2897.200000 sec): 3 clusters Score: Raw -32142777.150813 + Penalty 6066.123142 = -32136711.027671 nChanged 6 SP:Iteration 28Q (2897.910000 sec): 3 clusters Score: Raw -32142784.636433 + Penalty 6066.123142 = -32136718.513292 nChanged 4 SP:Iteration 29Q (2898.610000 sec): 3 clusters Score: Raw -32142786.665555 + Penalty 6066.123142 = -32136720.542413 nChanged 1 SP:Iteration 30Q (2899.320000 sec): 3 clusters Score: Raw -32142789.164311 + Penalty 6066.123142 = -32136723.041169 nChanged 2 SP:Iteration 31Q (2900.020000 sec): 3 clusters Score: Raw -32142790.240629 + Penalty 6066.123142 = -32136724.117487 nChanged 3 SP:Iteration 32Q (2900.730000 sec): 3 clusters Score: Raw -32142792.444544 + Penalty 6066.123142 = -32136726.321402 nChanged 0 SP:Iteration 33F (2901.750000 sec): 3 clusters Score: Raw -32142792.444544 + Penalty 6066.123142 = -32136726.321402 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2901.920000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2902.050000 sec): 3 clusters Score: Raw -4026821.258102 + Penalty 5041.040073 = -4021780.218029 nChanged 11576 SP:Iteration 1F (2902.180000 sec): 3 clusters Score: Raw -4033035.945449 + Penalty 5041.040073 = -4027994.905376 nChanged 1275 SP:Iteration 2Q (2902.310000 sec): 3 clusters Score: Raw -4033491.673763 + Penalty 5041.040073 = -4028450.633690 nChanged 1172 SP:Iteration 3Q (2902.440000 sec): 3 clusters Score: Raw -4033905.803231 + Penalty 5041.040073 = -4028864.763158 nChanged 1094 SP:Iteration 4Q (2902.570000 sec): 3 clusters Score: Raw -4034336.129520 + Penalty 5041.040073 = -4029295.089447 nChanged 1194 SP:Iteration 5Q (2902.700000 sec): 3 clusters Score: Raw -4034871.805103 + Penalty 5041.040073 = -4029830.765030 nChanged 1349 SP:Iteration 6F (2902.830000 sec): 3 clusters Score: Raw -4035583.831089 + Penalty 5041.040073 = -4030542.791016 nChanged 1498 SP:Iteration 7F (2902.960000 sec): 3 clusters Score: Raw -4036516.709623 + Penalty 5041.040073 = -4031475.669550 nChanged 1595 SP:Iteration 8F (2903.080000 sec): 3 clusters Score: Raw -4037671.110753 + Penalty 5041.040073 = -4032630.070680 nChanged 1651 SP:Iteration 9F (2903.210000 sec): 3 clusters Score: Raw -4038928.887774 + Penalty 5041.040073 = -4033887.847701 nChanged 1394 SP:Iteration 10F (2903.340000 sec): 3 clusters Score: Raw -4040020.485872 + Penalty 5041.040073 = -4034979.445799 nChanged 1074 SP:Iteration 11Q (2903.470000 sec): 3 clusters Score: Raw -4040812.649385 + Penalty 5041.040073 = -4035771.609312 nChanged 800 SP:Iteration 12Q (2903.590000 sec): 3 clusters Score: Raw -4041410.814978 + Penalty 5041.040073 = -4036369.774905 nChanged 547 SP:Iteration 13Q (2903.710000 sec): 3 clusters Score: Raw -4041802.300388 + Penalty 5041.040073 = -4036761.260315 nChanged 342 SP:Iteration 14Q (2903.820000 sec): 3 clusters Score: Raw -4042033.390115 + Penalty 5041.040073 = -4036992.350042 nChanged 214 SP:Iteration 15Q (2903.940000 sec): 3 clusters Score: Raw -4042185.897648 + Penalty 5041.040073 = -4037144.857575 nChanged 141 SP:Iteration 16Q (2904.040000 sec): 3 clusters Score: Raw -4042277.227299 + Penalty 5041.040073 = -4037236.187225 nChanged 82 SP:Iteration 17Q (2904.140000 sec): 3 clusters Score: Raw -4042326.843950 + Penalty 5041.040073 = -4037285.803877 nChanged 58 SP:Iteration 18Q (2904.250000 sec): 3 clusters Score: Raw -4042369.190003 + Penalty 5041.040073 = -4037328.149930 nChanged 44 SP:Iteration 19Q (2904.350000 sec): 3 clusters Score: Raw -4042403.016167 + Penalty 5041.040073 = -4037361.976094 nChanged 37 SP:Iteration 20F (2904.480000 sec): 3 clusters Score: Raw -4042428.880462 + Penalty 5041.040073 = -4037387.840389 nChanged 29 SP:Iteration 21Q (2904.570000 sec): 3 clusters Score: Raw -4042446.198467 + Penalty 5041.040073 = -4037405.158394 nChanged 21 SP:Iteration 22Q (2904.670000 sec): 3 clusters Score: Raw -4042459.367079 + Penalty 5041.040073 = -4037418.327006 nChanged 16 SP:Iteration 23Q (2904.770000 sec): 3 clusters Score: Raw -4042469.011286 + Penalty 5041.040073 = -4037427.971213 nChanged 12 SP:Iteration 24Q (2904.870000 sec): 3 clusters Score: Raw -4042476.878538 + Penalty 5041.040073 = -4037435.838465 nChanged 16 SP:Iteration 25Q (2904.970000 sec): 3 clusters Score: Raw -4042485.116909 + Penalty 5041.040073 = -4037444.076836 nChanged 9 SP:Iteration 26Q (2905.060000 sec): 3 clusters Score: Raw -4042491.121980 + Penalty 5041.040073 = -4037450.081907 nChanged 13 SP:Iteration 27Q (2905.160000 sec): 3 clusters Score: Raw -4042497.052992 + Penalty 5041.040073 = -4037456.012919 nChanged 7 SP:Iteration 28Q (2905.260000 sec): 3 clusters Score: Raw -4042501.102661 + Penalty 5041.040073 = -4037460.062588 nChanged 4 SP:Iteration 29Q (2905.360000 sec): 3 clusters Score: Raw -4042504.058210 + Penalty 5041.040073 = -4037463.018137 nChanged 5 SP:Iteration 30Q (2905.450000 sec): 3 clusters Score: Raw -4042506.974924 + Penalty 5041.040073 = -4037465.934851 nChanged 9 SP:Iteration 31Q (2905.550000 sec): 3 clusters Score: Raw -4042512.700432 + Penalty 5041.040073 = -4037471.660359 nChanged 5 SP:Iteration 32Q (2905.640000 sec): 3 clusters Score: Raw -4042515.663224 + Penalty 5041.040073 = -4037474.623151 nChanged 6 SP:Iteration 33Q (2905.740000 sec): 3 clusters Score: Raw -4042520.686888 + Penalty 5041.040073 = -4037479.646815 nChanged 4 SP:Iteration 34Q (2905.840000 sec): 3 clusters Score: Raw -4042523.101719 + Penalty 5041.040073 = -4037482.061646 nChanged 3 SP:Iteration 35Q (2905.940000 sec): 3 clusters Score: Raw -4042524.732718 + Penalty 5041.040073 = -4037483.692645 nChanged 3 SP:Iteration 36Q (2906.030000 sec): 3 clusters Score: Raw -4042526.121278 + Penalty 5041.040073 = -4037485.081205 nChanged 2 SP:Iteration 37Q (2906.130000 sec): 3 clusters Score: Raw -4042527.435042 + Penalty 5041.040073 = -4037486.394969 nChanged 2 SP:Iteration 38Q (2906.220000 sec): 3 clusters Score: Raw -4042528.887773 + Penalty 5041.040073 = -4037487.847700 nChanged 3 SP:Iteration 39Q (2906.320000 sec): 3 clusters Score: Raw -4042530.301509 + Penalty 5041.040073 = -4037489.261436 nChanged 1 SP:Iteration 40F (2906.450000 sec): 3 clusters Score: Raw -4042530.881638 + Penalty 5041.040073 = -4037489.841565 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.460000 sec): 2 clusters Score: Raw -96820.620952 + Penalty 1612.691931 = -95207.929020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.460000 sec): 3 clusters Score: Raw -96728.975763 + Penalty 3225.383863 = -93503.591900 nChanged 139 SP:Iteration 1F (2906.460000 sec): 3 clusters Score: Raw -96982.566444 + Penalty 3225.383863 = -93757.182581 nChanged 31 SP:Iteration 2Q (2906.470000 sec): 3 clusters Score: Raw -97050.884504 + Penalty 3225.383863 = -93825.500641 nChanged 12 SP:Iteration 3Q (2906.470000 sec): 3 clusters Score: Raw -97074.020656 + Penalty 3225.383863 = -93848.636793 nChanged 11 SP:Iteration 4Q (2906.480000 sec): 3 clusters Score: Raw -97090.694527 + Penalty 3225.383863 = -93865.310664 nChanged 10 SP:Iteration 5Q (2906.480000 sec): 3 clusters Score: Raw -97106.367148 + Penalty 3225.383863 = -93880.983285 nChanged 3 SP:Iteration 6Q (2906.480000 sec): 3 clusters Score: Raw -97112.565087 + Penalty 3225.383863 = -93887.181224 nChanged 4 SP:Iteration 7Q (2906.480000 sec): 3 clusters Score: Raw -97119.642273 + Penalty 3225.383863 = -93894.258410 nChanged 2 SP:Iteration 8Q (2906.490000 sec): 3 clusters Score: Raw -97122.887146 + Penalty 3225.383863 = -93897.503283 nChanged 2 SP:Iteration 9Q (2906.490000 sec): 3 clusters Score: Raw -97125.879805 + Penalty 3225.383863 = -93900.495942 nChanged 0 SP:Iteration 10F (2906.500000 sec): 3 clusters Score: Raw -97125.879805 + Penalty 3225.383863 = -93900.495942 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.500000 sec): 2 clusters Score: Raw -44640.535406 + Penalty 1444.115382 = -43196.420024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.500000 sec): 3 clusters Score: Raw -44830.267575 + Penalty 2888.230764 = -41942.036811 nChanged 43 SP:Iteration 1F (2906.500000 sec): 3 clusters Score: Raw -45030.946069 + Penalty 2888.230764 = -42142.715305 nChanged 21 SP:Iteration 2F (2906.500000 sec): 3 clusters Score: Raw -45375.477614 + Penalty 2888.230764 = -42487.246850 nChanged 12 SP:Iteration 3Q (2906.500000 sec): 3 clusters Score: Raw -45460.773956 + Penalty 2888.230764 = -42572.543191 nChanged 10 SP:Iteration 4Q (2906.510000 sec): 3 clusters Score: Raw -45534.870236 + Penalty 2888.230764 = -42646.639472 nChanged 7 SP:Iteration 5Q (2906.510000 sec): 3 clusters Score: Raw -45573.535006 + Penalty 2888.230764 = -42685.304242 nChanged 4 SP:Iteration 6Q (2906.510000 sec): 3 clusters Score: Raw -45584.975299 + Penalty 2888.230764 = -42696.744535 nChanged 1 SP:Iteration 7Q (2906.510000 sec): 3 clusters Score: Raw -45594.559467 + Penalty 2888.230764 = -42706.328703 nChanged 2 SP:Iteration 8Q (2906.510000 sec): 3 clusters Score: Raw -45600.096356 + Penalty 2888.230764 = -42711.865591 nChanged 1 SP:Iteration 9Q (2906.510000 sec): 3 clusters Score: Raw -45608.682378 + Penalty 2888.230764 = -42720.451613 nChanged 1 SP:Iteration 10Q (2906.520000 sec): 3 clusters Score: Raw -45612.179827 + Penalty 2888.230764 = -42723.949063 nChanged 2 SP:Iteration 11Q (2906.520000 sec): 3 clusters Score: Raw -45630.959987 + Penalty 2888.230764 = -42742.729223 nChanged 3 SP:Iteration 12Q (2906.520000 sec): 3 clusters Score: Raw -45671.377479 + Penalty 2888.230764 = -42783.146715 nChanged 4 SP:Iteration 13Q (2906.520000 sec): 3 clusters Score: Raw -45822.219673 + Penalty 2888.230764 = -42933.988909 nChanged 6 SP:Iteration 14Q (2906.520000 sec): 3 clusters Score: Raw -45843.120706 + Penalty 2888.230764 = -42954.889941 nChanged 4 SP:Iteration 15Q (2906.520000 sec): 3 clusters Score: Raw -45853.418056 + Penalty 2888.230764 = -42965.187292 nChanged 2 SP:Iteration 16Q (2906.520000 sec): 3 clusters Score: Raw -45856.192938 + Penalty 2888.230764 = -42967.962174 nChanged 1 SP:Iteration 17Q (2906.520000 sec): 3 clusters Score: Raw -45858.162452 + Penalty 2888.230764 = -42969.931688 nChanged 0 SP:Iteration 18F (2906.530000 sec): 3 clusters Score: Raw -45858.162452 + Penalty 2888.230764 = -42969.931688 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2906.620000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2906.720000 sec): 3 clusters Score: Raw -3223597.050837 + Penalty 4933.985933 = -3218663.064904 nChanged 9195 SP:Iteration 1F (2906.830000 sec): 3 clusters Score: Raw -3228512.858107 + Penalty 4933.985933 = -3223578.872174 nChanged 1105 SP:Iteration 2F (2906.930000 sec): 3 clusters Score: Raw -3228957.531655 + Penalty 4933.985933 = -3224023.545722 nChanged 969 SP:Iteration 3Q (2907.040000 sec): 3 clusters Score: Raw -3229380.893394 + Penalty 4933.985933 = -3224446.907461 nChanged 946 SP:Iteration 4Q (2907.140000 sec): 3 clusters Score: Raw -3229812.280025 + Penalty 4933.985933 = -3224878.294092 nChanged 944 SP:Iteration 5Q (2907.240000 sec): 3 clusters Score: Raw -3230262.110288 + Penalty 4933.985933 = -3225328.124356 nChanged 907 SP:Iteration 6Q (2907.350000 sec): 3 clusters Score: Raw -3230718.342464 + Penalty 4933.985933 = -3225784.356532 nChanged 951 SP:Iteration 7Q (2907.450000 sec): 3 clusters Score: Raw -3231225.481541 + Penalty 4933.985933 = -3226291.495608 nChanged 934 SP:Iteration 8Q (2907.560000 sec): 3 clusters Score: Raw -3231733.919640 + Penalty 4933.985933 = -3226799.933707 nChanged 958 SP:Iteration 9Q (2907.660000 sec): 3 clusters Score: Raw -3232265.590780 + Penalty 4933.985933 = -3227331.604847 nChanged 904 SP:Iteration 10Q (2907.760000 sec): 3 clusters Score: Raw -3232757.136421 + Penalty 4933.985933 = -3227823.150488 nChanged 856 SP:Iteration 11Q (2907.870000 sec): 3 clusters Score: Raw -3233210.675481 + Penalty 4933.985933 = -3228276.689548 nChanged 786 SP:Iteration 12Q (2907.970000 sec): 3 clusters Score: Raw -3233564.203720 + Penalty 4933.985933 = -3228630.217788 nChanged 668 SP:Iteration 13Q (2908.070000 sec): 3 clusters Score: Raw -3233845.078921 + Penalty 4933.985933 = -3228911.092989 nChanged 512 SP:Iteration 14Q (2908.170000 sec): 3 clusters Score: Raw -3234025.830628 + Penalty 4933.985933 = -3229091.844695 nChanged 422 SP:Iteration 15Q (2908.270000 sec): 3 clusters Score: Raw -3234165.577275 + Penalty 4933.985933 = -3229231.591342 nChanged 371 SP:Iteration 16Q (2908.370000 sec): 3 clusters Score: Raw -3234280.429989 + Penalty 4933.985933 = -3229346.444056 nChanged 339 SP:Iteration 17Q (2908.460000 sec): 3 clusters Score: Raw -3234382.701025 + Penalty 4933.985933 = -3229448.715092 nChanged 305 SP:Iteration 18Q (2908.560000 sec): 3 clusters Score: Raw -3234473.314411 + Penalty 4933.985933 = -3229539.328478 nChanged 285 SP:Iteration 19Q (2908.660000 sec): 3 clusters Score: Raw -3234559.120837 + Penalty 4933.985933 = -3229625.134905 nChanged 277 SP:Iteration 20F (2908.760000 sec): 3 clusters Score: Raw -3234638.001887 + Penalty 4933.985933 = -3229704.015954 nChanged 249 SP:Iteration 21Q (2908.860000 sec): 3 clusters Score: Raw -3234709.463727 + Penalty 4933.985933 = -3229775.477794 nChanged 279 SP:Iteration 22Q (2908.950000 sec): 3 clusters Score: Raw -3234793.005345 + Penalty 4933.985933 = -3229859.019412 nChanged 243 SP:Iteration 23Q (2909.040000 sec): 3 clusters Score: Raw -3234866.354684 + Penalty 4933.985933 = -3229932.368751 nChanged 248 SP:Iteration 24Q (2909.140000 sec): 3 clusters Score: Raw -3234940.396390 + Penalty 4933.985933 = -3230006.410457 nChanged 227 SP:Iteration 25Q (2909.230000 sec): 3 clusters Score: Raw -3235011.917937 + Penalty 4933.985933 = -3230077.932004 nChanged 227 SP:Iteration 26Q (2909.320000 sec): 3 clusters Score: Raw -3235082.238611 + Penalty 4933.985933 = -3230148.252678 nChanged 206 SP:Iteration 27Q (2909.420000 sec): 3 clusters Score: Raw -3235142.611966 + Penalty 4933.985933 = -3230208.626034 nChanged 184 SP:Iteration 28Q (2909.510000 sec): 3 clusters Score: Raw -3235195.355559 + Penalty 4933.985933 = -3230261.369626 nChanged 168 SP:Iteration 29Q (2909.600000 sec): 3 clusters Score: Raw -3235242.973119 + Penalty 4933.985933 = -3230308.987186 nChanged 155 SP:Iteration 30Q (2909.690000 sec): 3 clusters Score: Raw -3235285.292515 + Penalty 4933.985933 = -3230351.306583 nChanged 154 SP:Iteration 31Q (2909.780000 sec): 3 clusters Score: Raw -3235330.211403 + Penalty 4933.985933 = -3230396.225470 nChanged 146 SP:Iteration 32Q (2909.860000 sec): 3 clusters Score: Raw -3235369.419681 + Penalty 4933.985933 = -3230435.433749 nChanged 145 SP:Iteration 33Q (2909.950000 sec): 3 clusters Score: Raw -3235405.835326 + Penalty 4933.985933 = -3230471.849393 nChanged 113 SP:Iteration 34Q (2910.040000 sec): 3 clusters Score: Raw -3235436.680623 + Penalty 4933.985933 = -3230502.694691 nChanged 138 SP:Iteration 35Q (2910.130000 sec): 3 clusters Score: Raw -3235477.871820 + Penalty 4933.985933 = -3230543.885887 nChanged 155 SP:Iteration 36Q (2910.220000 sec): 3 clusters Score: Raw -3235522.879441 + Penalty 4933.985933 = -3230588.893508 nChanged 134 SP:Iteration 37Q (2910.300000 sec): 3 clusters Score: Raw -3235561.655425 + Penalty 4933.985933 = -3230627.669493 nChanged 115 SP:Iteration 38Q (2910.390000 sec): 3 clusters Score: Raw -3235597.383251 + Penalty 4933.985933 = -3230663.397319 nChanged 111 SP:Iteration 39Q (2910.470000 sec): 3 clusters Score: Raw -3235631.401963 + Penalty 4933.985933 = -3230697.416030 nChanged 113 SP:Iteration 40F (2910.580000 sec): 3 clusters Score: Raw -3235668.517555 + Penalty 4933.985933 = -3230734.531622 nChanged 92 SP:Iteration 41Q (2910.660000 sec): 3 clusters Score: Raw -3235695.936124 + Penalty 4933.985933 = -3230761.950191 nChanged 97 SP:Iteration 42Q (2910.740000 sec): 3 clusters Score: Raw -3235728.035264 + Penalty 4933.985933 = -3230794.049332 nChanged 98 SP:Iteration 43Q (2910.830000 sec): 3 clusters Score: Raw -3235763.248325 + Penalty 4933.985933 = -3230829.262393 nChanged 92 SP:Iteration 44Q (2910.910000 sec): 3 clusters Score: Raw -3235796.381013 + Penalty 4933.985933 = -3230862.395080 nChanged 101 SP:Iteration 45Q (2910.990000 sec): 3 clusters Score: Raw -3235829.465374 + Penalty 4933.985933 = -3230895.479441 nChanged 90 SP:Iteration 46Q (2911.080000 sec): 3 clusters Score: Raw -3235858.130819 + Penalty 4933.985933 = -3230924.144886 nChanged 86 SP:Iteration 47Q (2911.160000 sec): 3 clusters Score: Raw -3235885.020579 + Penalty 4933.985933 = -3230951.034646 nChanged 74 SP:Iteration 48Q (2911.240000 sec): 3 clusters Score: Raw -3235908.613340 + Penalty 4933.985933 = -3230974.627407 nChanged 73 SP:Iteration 49Q (2911.320000 sec): 3 clusters Score: Raw -3235933.389464 + Penalty 4933.985933 = -3230999.403531 nChanged 60 SP:Iteration 50Q (2911.400000 sec): 3 clusters Score: Raw -3235952.430782 + Penalty 4933.985933 = -3231018.444850 nChanged 50 SP:Iteration 51Q (2911.480000 sec): 3 clusters Score: Raw -3235968.084926 + Penalty 4933.985933 = -3231034.098993 nChanged 57 SP:Iteration 52Q (2911.560000 sec): 3 clusters Score: Raw -3235987.922220 + Penalty 4933.985933 = -3231053.936287 nChanged 48 SP:Iteration 53Q (2911.630000 sec): 3 clusters Score: Raw -3236005.491562 + Penalty 4933.985933 = -3231071.505630 nChanged 45 SP:Iteration 54Q (2911.700000 sec): 3 clusters Score: Raw -3236024.360245 + Penalty 4933.985933 = -3231090.374312 nChanged 55 SP:Iteration 55Q (2911.770000 sec): 3 clusters Score: Raw -3236047.321770 + Penalty 4933.985933 = -3231113.335837 nChanged 56 SP:Iteration 56Q (2911.840000 sec): 3 clusters Score: Raw -3236068.636762 + Penalty 4933.985933 = -3231134.650829 nChanged 48 SP:Iteration 57Q (2911.910000 sec): 3 clusters Score: Raw -3236086.981605 + Penalty 4933.985933 = -3231152.995672 nChanged 34 SP:Iteration 58Q (2911.980000 sec): 3 clusters Score: Raw -3236098.730390 + Penalty 4933.985933 = -3231164.744458 nChanged 28 SP:Iteration 59Q (2912.050000 sec): 3 clusters Score: Raw -3236107.521158 + Penalty 4933.985933 = -3231173.535226 nChanged 23 SP:Iteration 60F (2912.160000 sec): 3 clusters Score: Raw -3236116.027328 + Penalty 4933.985933 = -3231182.041396 nChanged 25 SP:Iteration 61Q (2912.240000 sec): 3 clusters Score: Raw -3236126.130135 + Penalty 4933.985933 = -3231192.144202 nChanged 22 SP:Iteration 62Q (2912.320000 sec): 3 clusters Score: Raw -3236135.819439 + Penalty 4933.985933 = -3231201.833507 nChanged 26 SP:Iteration 63Q (2912.400000 sec): 3 clusters Score: Raw -3236145.712787 + Penalty 4933.985933 = -3231211.726855 nChanged 20 SP:Iteration 64Q (2912.470000 sec): 3 clusters Score: Raw -3236152.778220 + Penalty 4933.985933 = -3231218.792287 nChanged 14 SP:Iteration 65Q (2912.550000 sec): 3 clusters Score: Raw -3236158.647602 + Penalty 4933.985933 = -3231224.661669 nChanged 15 SP:Iteration 66Q (2912.630000 sec): 3 clusters Score: Raw -3236163.729180 + Penalty 4933.985933 = -3231229.743247 nChanged 19 SP:Iteration 67Q (2912.710000 sec): 3 clusters Score: Raw -3236171.593438 + Penalty 4933.985933 = -3231237.607505 nChanged 18 SP:Iteration 68Q (2912.780000 sec): 3 clusters Score: Raw -3236178.287729 + Penalty 4933.985933 = -3231244.301796 nChanged 12 SP:Iteration 69Q (2912.860000 sec): 3 clusters Score: Raw -3236182.584300 + Penalty 4933.985933 = -3231248.598367 nChanged 15 SP:Iteration 70Q (2912.940000 sec): 3 clusters Score: Raw -3236187.818191 + Penalty 4933.985933 = -3231253.832258 nChanged 15 SP:Iteration 71Q (2913.020000 sec): 3 clusters Score: Raw -3236192.837166 + Penalty 4933.985933 = -3231258.851234 nChanged 15 SP:Iteration 72Q (2913.100000 sec): 3 clusters Score: Raw -3236197.402831 + Penalty 4933.985933 = -3231263.416898 nChanged 11 SP:Iteration 73Q (2913.170000 sec): 3 clusters Score: Raw -3236200.415738 + Penalty 4933.985933 = -3231266.429805 nChanged 6 SP:Iteration 74Q (2913.250000 sec): 3 clusters Score: Raw -3236201.958598 + Penalty 4933.985933 = -3231267.972666 nChanged 4 SP:Iteration 75Q (2913.330000 sec): 3 clusters Score: Raw -3236203.527452 + Penalty 4933.985933 = -3231269.541520 nChanged 8 SP:Iteration 76Q (2913.400000 sec): 3 clusters Score: Raw -3236205.895673 + Penalty 4933.985933 = -3231271.909741 nChanged 3 SP:Iteration 77Q (2913.480000 sec): 3 clusters Score: Raw -3236206.799126 + Penalty 4933.985933 = -3231272.813194 nChanged 6 SP:Iteration 78Q (2913.560000 sec): 3 clusters Score: Raw -3236208.029317 + Penalty 4933.985933 = -3231274.043385 nChanged 3 SP:Iteration 79Q (2913.640000 sec): 3 clusters Score: Raw -3236208.710294 + Penalty 4933.985933 = -3231274.724362 nChanged 1 SP:Iteration 80F (2913.740000 sec): 3 clusters Score: Raw -3236209.070007 + Penalty 4933.985933 = -3231275.084074 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2913.770000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2913.790000 sec): 3 clusters Score: Raw -735382.119281 + Penalty 4220.943705 = -731161.175576 nChanged 1902 SP:Iteration 1F (2913.820000 sec): 3 clusters Score: Raw -736428.634187 + Penalty 4220.943705 = -732207.690482 nChanged 395 SP:Iteration 2F (2913.840000 sec): 3 clusters Score: Raw -736690.831787 + Penalty 4220.943705 = -732469.888082 nChanged 284 SP:Iteration 3F (2913.870000 sec): 3 clusters Score: Raw -736875.574587 + Penalty 4220.943705 = -732654.630883 nChanged 237 SP:Iteration 4Q (2913.890000 sec): 3 clusters Score: Raw -737014.030167 + Penalty 4220.943705 = -732793.086462 nChanged 174 SP:Iteration 5Q (2913.920000 sec): 3 clusters Score: Raw -737104.118466 + Penalty 4220.943705 = -732883.174762 nChanged 141 SP:Iteration 6Q (2913.940000 sec): 3 clusters Score: Raw -737179.024046 + Penalty 4220.943705 = -732958.080341 nChanged 117 SP:Iteration 7Q (2913.960000 sec): 3 clusters Score: Raw -737242.007296 + Penalty 4220.943705 = -733021.063591 nChanged 106 SP:Iteration 8Q (2913.990000 sec): 3 clusters Score: Raw -737301.106678 + Penalty 4220.943705 = -733080.162973 nChanged 104 SP:Iteration 9Q (2914.020000 sec): 3 clusters Score: Raw -737352.851590 + Penalty 4220.943705 = -733131.907886 nChanged 96 SP:Iteration 10Q (2914.040000 sec): 3 clusters Score: Raw -737408.610747 + Penalty 4220.943705 = -733187.667043 nChanged 103 SP:Iteration 11Q (2914.060000 sec): 3 clusters Score: Raw -737462.235018 + Penalty 4220.943705 = -733241.291313 nChanged 88 SP:Iteration 12Q (2914.090000 sec): 3 clusters Score: Raw -737504.709338 + Penalty 4220.943705 = -733283.765633 nChanged 89 SP:Iteration 13Q (2914.110000 sec): 3 clusters Score: Raw -737545.435278 + Penalty 4220.943705 = -733324.491573 nChanged 75 SP:Iteration 14Q (2914.140000 sec): 3 clusters Score: Raw -737582.418111 + Penalty 4220.943705 = -733361.474406 nChanged 71 SP:Iteration 15Q (2914.160000 sec): 3 clusters Score: Raw -737613.182377 + Penalty 4220.943705 = -733392.238672 nChanged 59 SP:Iteration 16Q (2914.190000 sec): 3 clusters Score: Raw -737637.021059 + Penalty 4220.943705 = -733416.077355 nChanged 55 SP:Iteration 17Q (2914.210000 sec): 3 clusters Score: Raw -737660.055623 + Penalty 4220.943705 = -733439.111918 nChanged 61 SP:Iteration 18Q (2914.240000 sec): 3 clusters Score: Raw -737687.454230 + Penalty 4220.943705 = -733466.510525 nChanged 58 SP:Iteration 19Q (2914.260000 sec): 3 clusters Score: Raw -737712.734677 + Penalty 4220.943705 = -733491.790973 nChanged 48 SP:Iteration 20F (2914.280000 sec): 3 clusters Score: Raw -737732.722404 + Penalty 4220.943705 = -733511.778700 nChanged 44 SP:Iteration 21Q (2914.310000 sec): 3 clusters Score: Raw -737749.763529 + Penalty 4220.943705 = -733528.819824 nChanged 40 SP:Iteration 22Q (2914.330000 sec): 3 clusters Score: Raw -737767.058966 + Penalty 4220.943705 = -733546.115261 nChanged 46 SP:Iteration 23Q (2914.360000 sec): 3 clusters Score: Raw -737786.257538 + Penalty 4220.943705 = -733565.313834 nChanged 39 SP:Iteration 24Q (2914.380000 sec): 3 clusters Score: Raw -737801.667633 + Penalty 4220.943705 = -733580.723929 nChanged 34 SP:Iteration 25Q (2914.410000 sec): 3 clusters Score: Raw -737815.419430 + Penalty 4220.943705 = -733594.475726 nChanged 40 SP:Iteration 26Q (2914.430000 sec): 3 clusters Score: Raw -737836.088107 + Penalty 4220.943705 = -733615.144403 nChanged 51 SP:Iteration 27Q (2914.460000 sec): 3 clusters Score: Raw -737862.410522 + Penalty 4220.943705 = -733641.466818 nChanged 55 SP:Iteration 28Q (2914.480000 sec): 3 clusters Score: Raw -737888.905836 + Penalty 4220.943705 = -733667.962131 nChanged 65 SP:Iteration 29Q (2914.500000 sec): 3 clusters Score: Raw -737924.720901 + Penalty 4220.943705 = -733703.777197 nChanged 67 SP:Iteration 30Q (2914.530000 sec): 3 clusters Score: Raw -737965.767348 + Penalty 4220.943705 = -733744.823644 nChanged 73 SP:Iteration 31Q (2914.550000 sec): 3 clusters Score: Raw -738003.188859 + Penalty 4220.943705 = -733782.245154 nChanged 70 SP:Iteration 32Q (2914.580000 sec): 3 clusters Score: Raw -738038.443230 + Penalty 4220.943705 = -733817.499525 nChanged 79 SP:Iteration 33Q (2914.600000 sec): 3 clusters Score: Raw -738080.325996 + Penalty 4220.943705 = -733859.382292 nChanged 86 SP:Iteration 34Q (2914.620000 sec): 3 clusters Score: Raw -738122.585791 + Penalty 4220.943705 = -733901.642086 nChanged 71 SP:Iteration 35Q (2914.650000 sec): 3 clusters Score: Raw -738160.756950 + Penalty 4220.943705 = -733939.813246 nChanged 76 SP:Iteration 36Q (2914.670000 sec): 3 clusters Score: Raw -738201.165635 + Penalty 4220.943705 = -733980.221931 nChanged 60 SP:Iteration 37Q (2914.690000 sec): 3 clusters Score: Raw -738239.997619 + Penalty 4220.943705 = -734019.053914 nChanged 68 SP:Iteration 38Q (2914.720000 sec): 3 clusters Score: Raw -738276.318513 + Penalty 4220.943705 = -734055.374808 nChanged 59 SP:Iteration 39Q (2914.740000 sec): 3 clusters Score: Raw -738304.860194 + Penalty 4220.943705 = -734083.916490 nChanged 43 SP:Iteration 40F (2914.760000 sec): 3 clusters Score: Raw -738328.705096 + Penalty 4220.943705 = -734107.761391 nChanged 61 SP:Iteration 41Q (2914.790000 sec): 3 clusters Score: Raw -738362.284090 + Penalty 4220.943705 = -734141.340385 nChanged 73 SP:Iteration 42Q (2914.810000 sec): 3 clusters Score: Raw -738412.277304 + Penalty 4220.943705 = -734191.333600 nChanged 63 SP:Iteration 43Q (2914.840000 sec): 3 clusters Score: Raw -738452.010727 + Penalty 4220.943705 = -734231.067022 nChanged 50 SP:Iteration 44Q (2914.860000 sec): 3 clusters Score: Raw -738486.223688 + Penalty 4220.943705 = -734265.279983 nChanged 47 SP:Iteration 45Q (2914.880000 sec): 3 clusters Score: Raw -738514.869553 + Penalty 4220.943705 = -734293.925849 nChanged 42 SP:Iteration 46Q (2914.900000 sec): 3 clusters Score: Raw -738542.760708 + Penalty 4220.943705 = -734321.817003 nChanged 45 SP:Iteration 47Q (2914.920000 sec): 3 clusters Score: Raw -738567.413719 + Penalty 4220.943705 = -734346.470015 nChanged 35 SP:Iteration 48Q (2914.940000 sec): 3 clusters Score: Raw -738586.098361 + Penalty 4220.943705 = -734365.154656 nChanged 25 SP:Iteration 49Q (2914.970000 sec): 3 clusters Score: Raw -738600.719231 + Penalty 4220.943705 = -734379.775527 nChanged 22 SP:Iteration 50Q (2914.990000 sec): 3 clusters Score: Raw -738611.462715 + Penalty 4220.943705 = -734390.519011 nChanged 19 SP:Iteration 51Q (2915.010000 sec): 3 clusters Score: Raw -738619.929472 + Penalty 4220.943705 = -734398.985767 nChanged 15 SP:Iteration 52Q (2915.030000 sec): 3 clusters Score: Raw -738624.890956 + Penalty 4220.943705 = -734403.947251 nChanged 6 SP:Iteration 53Q (2915.050000 sec): 3 clusters Score: Raw -738628.780448 + Penalty 4220.943705 = -734407.836744 nChanged 10 SP:Iteration 54Q (2915.080000 sec): 3 clusters Score: Raw -738632.429736 + Penalty 4220.943705 = -734411.486031 nChanged 2 SP:Iteration 55Q (2915.100000 sec): 3 clusters Score: Raw -738633.894914 + Penalty 4220.943705 = -734412.951210 nChanged 2 SP:Iteration 56Q (2915.120000 sec): 3 clusters Score: Raw -738635.112640 + Penalty 4220.943705 = -734414.168936 nChanged 1 SP:Iteration 57Q (2915.140000 sec): 3 clusters Score: Raw -738635.471432 + Penalty 4220.943705 = -734414.527728 nChanged 1 SP:Iteration 58Q (2915.160000 sec): 3 clusters Score: Raw -738636.110487 + Penalty 4220.943705 = -734415.166782 nChanged 1 SP:Iteration 59Q (2915.180000 sec): 3 clusters Score: Raw -738636.729851 + Penalty 4220.943705 = -734415.786146 nChanged 2 SP:Iteration 60F (2915.210000 sec): 3 clusters Score: Raw -738637.194074 + Penalty 4220.943705 = -734416.250370 nChanged 2 SP:Iteration 61Q (2915.230000 sec): 3 clusters Score: Raw -738638.095537 + Penalty 4220.943705 = -734417.151832 nChanged 1 SP:Iteration 62Q (2915.250000 sec): 3 clusters Score: Raw -738638.348379 + Penalty 4220.943705 = -734417.404674 nChanged 0 SP:Iteration 63F (2915.280000 sec): 3 clusters Score: Raw -738638.348379 + Penalty 4220.943705 = -734417.404674 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2915.290000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2915.300000 sec): 3 clusters Score: Raw -416249.874895 + Penalty 3917.796049 = -412332.078846 nChanged 919 SP:Iteration 1F (2915.320000 sec): 3 clusters Score: Raw -416859.579902 + Penalty 3917.796049 = -412941.783853 nChanged 188 SP:Iteration 2F (2915.330000 sec): 3 clusters Score: Raw -416997.375819 + Penalty 3917.796049 = -413079.579770 nChanged 125 SP:Iteration 3Q (2915.340000 sec): 3 clusters Score: Raw -417088.954904 + Penalty 3917.796049 = -413171.158855 nChanged 75 SP:Iteration 4Q (2915.360000 sec): 3 clusters Score: Raw -417137.729660 + Penalty 3917.796049 = -413219.933611 nChanged 48 SP:Iteration 5Q (2915.370000 sec): 3 clusters Score: Raw -417167.398747 + Penalty 3917.796049 = -413249.602698 nChanged 44 SP:Iteration 6Q (2915.380000 sec): 3 clusters Score: Raw -417189.714771 + Penalty 3917.796049 = -413271.918722 nChanged 36 SP:Iteration 7Q (2915.400000 sec): 3 clusters Score: Raw -417210.074935 + Penalty 3917.796049 = -413292.278886 nChanged 32 SP:Iteration 8Q (2915.410000 sec): 3 clusters Score: Raw -417230.323312 + Penalty 3917.796049 = -413312.527263 nChanged 32 SP:Iteration 9Q (2915.420000 sec): 3 clusters Score: Raw -417248.195208 + Penalty 3917.796049 = -413330.399159 nChanged 31 SP:Iteration 10Q (2915.440000 sec): 3 clusters Score: Raw -417263.322792 + Penalty 3917.796049 = -413345.526743 nChanged 31 SP:Iteration 11Q (2915.450000 sec): 3 clusters Score: Raw -417281.468144 + Penalty 3917.796049 = -413363.672095 nChanged 31 SP:Iteration 12Q (2915.460000 sec): 3 clusters Score: Raw -417298.870718 + Penalty 3917.796049 = -413381.074669 nChanged 28 SP:Iteration 13Q (2915.480000 sec): 3 clusters Score: Raw -417313.145072 + Penalty 3917.796049 = -413395.349023 nChanged 27 SP:Iteration 14Q (2915.490000 sec): 3 clusters Score: Raw -417328.942628 + Penalty 3917.796049 = -413411.146579 nChanged 16 SP:Iteration 15Q (2915.500000 sec): 3 clusters Score: Raw -417338.569869 + Penalty 3917.796049 = -413420.773819 nChanged 15 SP:Iteration 16Q (2915.520000 sec): 3 clusters Score: Raw -417349.249937 + Penalty 3917.796049 = -413431.453888 nChanged 17 SP:Iteration 17Q (2915.530000 sec): 3 clusters Score: Raw -417359.556440 + Penalty 3917.796049 = -413441.760391 nChanged 15 SP:Iteration 18Q (2915.540000 sec): 3 clusters Score: Raw -417368.674575 + Penalty 3917.796049 = -413450.878526 nChanged 21 SP:Iteration 19Q (2915.560000 sec): 3 clusters Score: Raw -417380.706774 + Penalty 3917.796049 = -413462.910725 nChanged 18 SP:Iteration 20F (2915.570000 sec): 3 clusters Score: Raw -417387.685253 + Penalty 3917.796049 = -413469.889204 nChanged 13 SP:Iteration 21Q (2915.580000 sec): 3 clusters Score: Raw -417395.523326 + Penalty 3917.796049 = -413477.727277 nChanged 23 SP:Iteration 22Q (2915.600000 sec): 3 clusters Score: Raw -417410.164206 + Penalty 3917.796049 = -413492.368157 nChanged 24 SP:Iteration 23Q (2915.610000 sec): 3 clusters Score: Raw -417424.296189 + Penalty 3917.796049 = -413506.500140 nChanged 24 SP:Iteration 24Q (2915.620000 sec): 3 clusters Score: Raw -417438.431059 + Penalty 3917.796049 = -413520.635010 nChanged 19 SP:Iteration 25Q (2915.630000 sec): 3 clusters Score: Raw -417451.310617 + Penalty 3917.796049 = -413533.514568 nChanged 28 SP:Iteration 26Q (2915.650000 sec): 3 clusters Score: Raw -417469.341297 + Penalty 3917.796049 = -413551.545248 nChanged 28 SP:Iteration 27Q (2915.660000 sec): 3 clusters Score: Raw -417486.170688 + Penalty 3917.796049 = -413568.374638 nChanged 28 SP:Iteration 28Q (2915.670000 sec): 3 clusters Score: Raw -417500.227840 + Penalty 3917.796049 = -413582.431791 nChanged 19 SP:Iteration 29Q (2915.690000 sec): 3 clusters Score: Raw -417513.165902 + Penalty 3917.796049 = -413595.369853 nChanged 21 SP:Iteration 30Q (2915.700000 sec): 3 clusters Score: Raw -417523.549221 + Penalty 3917.796049 = -413605.753172 nChanged 10 SP:Iteration 31Q (2915.710000 sec): 3 clusters Score: Raw -417530.436165 + Penalty 3917.796049 = -413612.640116 nChanged 8 SP:Iteration 32Q (2915.720000 sec): 3 clusters Score: Raw -417534.931164 + Penalty 3917.796049 = -413617.135115 nChanged 12 SP:Iteration 33Q (2915.740000 sec): 3 clusters Score: Raw -417542.803860 + Penalty 3917.796049 = -413625.007811 nChanged 12 SP:Iteration 34Q (2915.750000 sec): 3 clusters Score: Raw -417549.765316 + Penalty 3917.796049 = -413631.969267 nChanged 12 SP:Iteration 35Q (2915.760000 sec): 3 clusters Score: Raw -417556.559886 + Penalty 3917.796049 = -413638.763837 nChanged 11 SP:Iteration 36Q (2915.780000 sec): 3 clusters Score: Raw -417563.016601 + Penalty 3917.796049 = -413645.220552 nChanged 14 SP:Iteration 37Q (2915.790000 sec): 3 clusters Score: Raw -417572.159540 + Penalty 3917.796049 = -413654.363491 nChanged 14 SP:Iteration 38Q (2915.800000 sec): 3 clusters Score: Raw -417580.666986 + Penalty 3917.796049 = -413662.870937 nChanged 11 SP:Iteration 39Q (2915.820000 sec): 3 clusters Score: Raw -417588.501644 + Penalty 3917.796049 = -413670.705595 nChanged 13 SP:Iteration 40F (2915.830000 sec): 3 clusters Score: Raw -417594.483239 + Penalty 3917.796049 = -413676.687190 nChanged 11 SP:Iteration 41Q (2915.840000 sec): 3 clusters Score: Raw -417598.917813 + Penalty 3917.796049 = -413681.121764 nChanged 10 SP:Iteration 42Q (2915.860000 sec): 3 clusters Score: Raw -417604.649697 + Penalty 3917.796049 = -413686.853648 nChanged 10 SP:Iteration 43Q (2915.870000 sec): 3 clusters Score: Raw -417611.674801 + Penalty 3917.796049 = -413693.878752 nChanged 13 SP:Iteration 44Q (2915.880000 sec): 3 clusters Score: Raw -417619.053321 + Penalty 3917.796049 = -413701.257272 nChanged 8 SP:Iteration 45Q (2915.900000 sec): 3 clusters Score: Raw -417622.352153 + Penalty 3917.796049 = -413704.556104 nChanged 3 SP:Iteration 46Q (2915.910000 sec): 3 clusters Score: Raw -417624.209344 + Penalty 3917.796049 = -413706.413295 nChanged 5 SP:Iteration 47Q (2915.920000 sec): 3 clusters Score: Raw -417627.742558 + Penalty 3917.796049 = -413709.946509 nChanged 5 SP:Iteration 48Q (2915.940000 sec): 3 clusters Score: Raw -417630.018036 + Penalty 3917.796049 = -413712.221987 nChanged 4 SP:Iteration 49Q (2915.950000 sec): 3 clusters Score: Raw -417631.540998 + Penalty 3917.796049 = -413713.744949 nChanged 4 SP:Iteration 50Q (2915.960000 sec): 3 clusters Score: Raw -417632.759040 + Penalty 3917.796049 = -413714.962991 nChanged 3 SP:Iteration 51Q (2915.980000 sec): 3 clusters Score: Raw -417633.742963 + Penalty 3917.796049 = -413715.946914 nChanged 4 SP:Iteration 52Q (2915.990000 sec): 3 clusters Score: Raw -417634.540649 + Penalty 3917.796049 = -413716.744600 nChanged 1 SP:Iteration 53Q (2916.000000 sec): 3 clusters Score: Raw -417634.924296 + Penalty 3917.796049 = -413717.128247 nChanged 2 SP:Iteration 54Q (2916.010000 sec): 3 clusters Score: Raw -417635.683696 + Penalty 3917.796049 = -413717.887647 nChanged 3 SP:Iteration 55Q (2916.030000 sec): 3 clusters Score: Raw -417637.243110 + Penalty 3917.796049 = -413719.447061 nChanged 3 SP:Iteration 56Q (2916.040000 sec): 3 clusters Score: Raw -417638.697811 + Penalty 3917.796049 = -413720.901762 nChanged 2 SP:Iteration 57Q (2916.050000 sec): 3 clusters Score: Raw -417639.885640 + Penalty 3917.796049 = -413722.089591 nChanged 2 SP:Iteration 58Q (2916.070000 sec): 3 clusters Score: Raw -417641.061848 + Penalty 3917.796049 = -413723.265799 nChanged 3 SP:Iteration 59Q (2916.080000 sec): 3 clusters Score: Raw -417642.336477 + Penalty 3917.796049 = -413724.540428 nChanged 3 SP:Iteration 60F (2916.090000 sec): 3 clusters Score: Raw -417643.479898 + Penalty 3917.796049 = -413725.683849 nChanged 1 SP:Iteration 61Q (2916.100000 sec): 3 clusters Score: Raw -417643.868863 + Penalty 3917.796049 = -413726.072814 nChanged 1 SP:Iteration 62Q (2916.120000 sec): 3 clusters Score: Raw -417644.449092 + Penalty 3917.796049 = -413726.653043 nChanged 3 SP:Iteration 63Q (2916.130000 sec): 3 clusters Score: Raw -417646.009802 + Penalty 3917.796049 = -413728.213753 nChanged 3 SP:Iteration 64Q (2916.140000 sec): 3 clusters Score: Raw -417647.738651 + Penalty 3917.796049 = -413729.942602 nChanged 1 SP:Iteration 65Q (2916.160000 sec): 3 clusters Score: Raw -417647.971979 + Penalty 3917.796049 = -413730.175930 nChanged 1 SP:Iteration 66Q (2916.170000 sec): 3 clusters Score: Raw -417648.185154 + Penalty 3917.796049 = -413730.389105 nChanged 0 SP:Iteration 67F (2916.180000 sec): 3 clusters Score: Raw -417648.185154 + Penalty 3917.796049 = -413730.389105 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2916.190000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2916.200000 sec): 3 clusters Score: Raw -216560.208608 + Penalty 3576.565953 = -212983.642656 nChanged 365 SP:Iteration 1F (2916.200000 sec): 3 clusters Score: Raw -216868.800152 + Penalty 3576.565953 = -213292.234199 nChanged 93 SP:Iteration 2F (2916.210000 sec): 3 clusters Score: Raw -216956.194199 + Penalty 3576.565953 = -213379.628247 nChanged 38 SP:Iteration 3Q (2916.220000 sec): 3 clusters Score: Raw -216999.404580 + Penalty 3576.565953 = -213422.838628 nChanged 30 SP:Iteration 4Q (2916.220000 sec): 3 clusters Score: Raw -217030.728923 + Penalty 3576.565953 = -213454.162970 nChanged 26 SP:Iteration 5Q (2916.230000 sec): 3 clusters Score: Raw -217054.185324 + Penalty 3576.565953 = -213477.619371 nChanged 11 SP:Iteration 6Q (2916.240000 sec): 3 clusters Score: Raw -217062.865310 + Penalty 3576.565953 = -213486.299357 nChanged 11 SP:Iteration 7Q (2916.250000 sec): 3 clusters Score: Raw -217072.644903 + Penalty 3576.565953 = -213496.078950 nChanged 10 SP:Iteration 8Q (2916.250000 sec): 3 clusters Score: Raw -217082.747226 + Penalty 3576.565953 = -213506.181273 nChanged 11 SP:Iteration 9Q (2916.260000 sec): 3 clusters Score: Raw -217094.894101 + Penalty 3576.565953 = -213518.328148 nChanged 10 SP:Iteration 10Q (2916.270000 sec): 3 clusters Score: Raw -217106.651793 + Penalty 3576.565953 = -213530.085840 nChanged 11 SP:Iteration 11Q (2916.270000 sec): 3 clusters Score: Raw -217118.940055 + Penalty 3576.565953 = -213542.374102 nChanged 9 SP:Iteration 12Q (2916.280000 sec): 3 clusters Score: Raw -217128.541797 + Penalty 3576.565953 = -213551.975844 nChanged 8 SP:Iteration 13Q (2916.290000 sec): 3 clusters Score: Raw -217138.928140 + Penalty 3576.565953 = -213562.362187 nChanged 12 SP:Iteration 14Q (2916.290000 sec): 3 clusters Score: Raw -217151.395871 + Penalty 3576.565953 = -213574.829918 nChanged 11 SP:Iteration 15Q (2916.300000 sec): 3 clusters Score: Raw -217158.054573 + Penalty 3576.565953 = -213581.488620 nChanged 4 SP:Iteration 16Q (2916.310000 sec): 3 clusters Score: Raw -217161.796462 + Penalty 3576.565953 = -213585.230509 nChanged 2 SP:Iteration 17Q (2916.310000 sec): 3 clusters Score: Raw -217164.751306 + Penalty 3576.565953 = -213588.185353 nChanged 4 SP:Iteration 18Q (2916.320000 sec): 3 clusters Score: Raw -217168.401984 + Penalty 3576.565953 = -213591.836031 nChanged 3 SP:Iteration 19Q (2916.330000 sec): 3 clusters Score: Raw -217171.173469 + Penalty 3576.565953 = -213594.607516 nChanged 4 SP:Iteration 20F (2916.330000 sec): 3 clusters Score: Raw -217173.795742 + Penalty 3576.565953 = -213597.229789 nChanged 4 SP:Iteration 21Q (2916.340000 sec): 3 clusters Score: Raw -217176.619429 + Penalty 3576.565953 = -213600.053476 nChanged 4 SP:Iteration 22Q (2916.350000 sec): 3 clusters Score: Raw -217180.324929 + Penalty 3576.565953 = -213603.758976 nChanged 8 SP:Iteration 23Q (2916.350000 sec): 3 clusters Score: Raw -217189.121270 + Penalty 3576.565953 = -213612.555317 nChanged 9 SP:Iteration 24Q (2916.360000 sec): 3 clusters Score: Raw -217196.741820 + Penalty 3576.565953 = -213620.175867 nChanged 7 SP:Iteration 25Q (2916.370000 sec): 3 clusters Score: Raw -217200.989955 + Penalty 3576.565953 = -213624.424002 nChanged 5 SP:Iteration 26Q (2916.370000 sec): 3 clusters Score: Raw -217203.402891 + Penalty 3576.565953 = -213626.836938 nChanged 3 SP:Iteration 27Q (2916.380000 sec): 3 clusters Score: Raw -217205.738566 + Penalty 3576.565953 = -213629.172614 nChanged 5 SP:Iteration 28Q (2916.390000 sec): 3 clusters Score: Raw -217210.373436 + Penalty 3576.565953 = -213633.807483 nChanged 2 SP:Iteration 29Q (2916.390000 sec): 3 clusters Score: Raw -217212.618587 + Penalty 3576.565953 = -213636.052634 nChanged 2 SP:Iteration 30Q (2916.400000 sec): 3 clusters Score: Raw -217213.714661 + Penalty 3576.565953 = -213637.148708 nChanged 0 SP:Iteration 31F (2916.410000 sec): 3 clusters Score: Raw -217213.714661 + Penalty 3576.565953 = -213637.148708 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2916.510000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2916.620000 sec): 3 clusters Score: Raw -3548842.332143 + Penalty 4973.714497 = -3543868.617647 nChanged 9966 SP:Iteration 1F (2916.730000 sec): 3 clusters Score: Raw -3554280.171201 + Penalty 4973.714497 = -3549306.456704 nChanged 1312 SP:Iteration 2F (2916.850000 sec): 3 clusters Score: Raw -3554848.711869 + Penalty 4973.714497 = -3549874.997372 nChanged 1260 SP:Iteration 3F (2916.960000 sec): 3 clusters Score: Raw -3555491.781035 + Penalty 4973.714497 = -3550518.066538 nChanged 1387 SP:Iteration 4F (2917.070000 sec): 3 clusters Score: Raw -3556344.695721 + Penalty 4973.714497 = -3551370.981224 nChanged 1528 SP:Iteration 5F (2917.190000 sec): 3 clusters Score: Raw -3557448.098109 + Penalty 4973.714497 = -3552474.383612 nChanged 1536 SP:Iteration 6F (2917.300000 sec): 3 clusters Score: Raw -3558726.526528 + Penalty 4973.714497 = -3553752.812031 nChanged 1409 SP:Iteration 7F (2917.410000 sec): 3 clusters Score: Raw -3559956.028936 + Penalty 4973.714497 = -3554982.314439 nChanged 1079 SP:Iteration 8Q (2917.520000 sec): 3 clusters Score: Raw -3560881.218933 + Penalty 4973.714497 = -3555907.504436 nChanged 725 SP:Iteration 9Q (2917.630000 sec): 3 clusters Score: Raw -3561501.819192 + Penalty 4973.714497 = -3556528.104696 nChanged 438 SP:Iteration 10Q (2917.730000 sec): 3 clusters Score: Raw -3561880.163409 + Penalty 4973.714497 = -3556906.448912 nChanged 226 SP:Iteration 11Q (2917.830000 sec): 3 clusters Score: Raw -3562069.815251 + Penalty 4973.714497 = -3557096.100754 nChanged 113 SP:Iteration 12Q (2917.930000 sec): 3 clusters Score: Raw -3562182.229714 + Penalty 4973.714497 = -3557208.515217 nChanged 72 SP:Iteration 13Q (2918.010000 sec): 3 clusters Score: Raw -3562253.405621 + Penalty 4973.714497 = -3557279.691124 nChanged 42 SP:Iteration 14Q (2918.100000 sec): 3 clusters Score: Raw -3562289.827428 + Penalty 4973.714497 = -3557316.112932 nChanged 23 SP:Iteration 15Q (2918.190000 sec): 3 clusters Score: Raw -3562319.809341 + Penalty 4973.714497 = -3557346.094845 nChanged 27 SP:Iteration 16Q (2918.280000 sec): 3 clusters Score: Raw -3562348.689780 + Penalty 4973.714497 = -3557374.975283 nChanged 17 SP:Iteration 17Q (2918.360000 sec): 3 clusters Score: Raw -3562363.911360 + Penalty 4973.714497 = -3557390.196864 nChanged 13 SP:Iteration 18Q (2918.450000 sec): 3 clusters Score: Raw -3562381.448240 + Penalty 4973.714497 = -3557407.733744 nChanged 10 SP:Iteration 19Q (2918.530000 sec): 3 clusters Score: Raw -3562392.744578 + Penalty 4973.714497 = -3557419.030082 nChanged 9 SP:Iteration 20F (2918.640000 sec): 3 clusters Score: Raw -3562403.415293 + Penalty 4973.714497 = -3557429.700796 nChanged 9 SP:Iteration 21Q (2918.730000 sec): 3 clusters Score: Raw -3562413.381290 + Penalty 4973.714497 = -3557439.666793 nChanged 5 SP:Iteration 22Q (2918.810000 sec): 3 clusters Score: Raw -3562419.062168 + Penalty 4973.714497 = -3557445.347671 nChanged 3 SP:Iteration 23Q (2918.890000 sec): 3 clusters Score: Raw -3562422.162563 + Penalty 4973.714497 = -3557448.448066 nChanged 3 SP:Iteration 24Q (2918.970000 sec): 3 clusters Score: Raw -3562425.740027 + Penalty 4973.714497 = -3557452.025530 nChanged 3 SP:Iteration 25Q (2919.060000 sec): 3 clusters Score: Raw -3562429.255000 + Penalty 4973.714497 = -3557455.540503 nChanged 4 SP:Iteration 26Q (2919.140000 sec): 3 clusters Score: Raw -3562433.287421 + Penalty 4973.714497 = -3557459.572924 nChanged 1 SP:Iteration 27Q (2919.220000 sec): 3 clusters Score: Raw -3562435.075606 + Penalty 4973.714497 = -3557461.361109 nChanged 1 SP:Iteration 28Q (2919.300000 sec): 3 clusters Score: Raw -3562437.012718 + Penalty 4973.714497 = -3557463.298222 nChanged 2 SP:Iteration 29Q (2919.380000 sec): 3 clusters Score: Raw -3562437.820249 + Penalty 4973.714497 = -3557464.105752 nChanged 0 SP:Iteration 30F (2919.500000 sec): 3 clusters Score: Raw -3562437.820249 + Penalty 4973.714497 = -3557464.105752 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2919.510000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2919.520000 sec): 3 clusters Score: Raw -120486.903734 + Penalty 3320.502781 = -117166.400953 nChanged 191 SP:Iteration 1F (2919.520000 sec): 3 clusters Score: Raw -120857.766599 + Penalty 3320.502781 = -117537.263818 nChanged 72 SP:Iteration 2F (2919.520000 sec): 3 clusters Score: Raw -121083.051293 + Penalty 3320.502781 = -117762.548512 nChanged 56 SP:Iteration 3F (2919.530000 sec): 3 clusters Score: Raw -121282.530465 + Penalty 3320.502781 = -117962.027684 nChanged 59 SP:Iteration 4F (2919.530000 sec): 3 clusters Score: Raw -121523.601139 + Penalty 3320.502781 = -118203.098358 nChanged 40 SP:Iteration 5Q (2919.540000 sec): 3 clusters Score: Raw -121651.724059 + Penalty 3320.502781 = -118331.221278 nChanged 28 SP:Iteration 6Q (2919.540000 sec): 3 clusters Score: Raw -121760.634591 + Penalty 3320.502781 = -118440.131809 nChanged 15 SP:Iteration 7Q (2919.540000 sec): 3 clusters Score: Raw -121809.437161 + Penalty 3320.502781 = -118488.934380 nChanged 7 SP:Iteration 8Q (2919.540000 sec): 3 clusters Score: Raw -121828.686524 + Penalty 3320.502781 = -118508.183743 nChanged 1 SP:Iteration 9Q (2919.550000 sec): 3 clusters Score: Raw -121830.956459 + Penalty 3320.502781 = -118510.453678 nChanged 0 SP:Iteration 10F (2919.550000 sec): 3 clusters Score: Raw -121830.956459 + Penalty 3320.502781 = -118510.453678 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2919.600000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2919.660000 sec): 3 clusters Score: Raw -1595119.706317 + Penalty 4618.121359 = -1590501.584958 nChanged 4571 SP:Iteration 1F (2919.710000 sec): 3 clusters Score: Raw -1597686.665570 + Penalty 4618.121359 = -1593068.544211 nChanged 863 SP:Iteration 2F (2919.770000 sec): 3 clusters Score: Raw -1598185.683855 + Penalty 4618.121359 = -1593567.562496 nChanged 658 SP:Iteration 3F (2919.820000 sec): 3 clusters Score: Raw -1598506.629398 + Penalty 4618.121359 = -1593888.508039 nChanged 524 SP:Iteration 4Q (2919.880000 sec): 3 clusters Score: Raw -1598745.683485 + Penalty 4618.121359 = -1594127.562126 nChanged 449 SP:Iteration 5Q (2919.930000 sec): 3 clusters Score: Raw -1598960.886188 + Penalty 4618.121359 = -1594342.764830 nChanged 399 SP:Iteration 6Q (2919.980000 sec): 3 clusters Score: Raw -1599131.534577 + Penalty 4618.121359 = -1594513.413218 nChanged 368 SP:Iteration 7Q (2920.040000 sec): 3 clusters Score: Raw -1599293.373719 + Penalty 4618.121359 = -1594675.252360 nChanged 339 SP:Iteration 8Q (2920.090000 sec): 3 clusters Score: Raw -1599468.060215 + Penalty 4618.121359 = -1594849.938856 nChanged 339 SP:Iteration 9Q (2920.140000 sec): 3 clusters Score: Raw -1599640.624521 + Penalty 4618.121359 = -1595022.503162 nChanged 342 SP:Iteration 10Q (2920.200000 sec): 3 clusters Score: Raw -1599824.633027 + Penalty 4618.121359 = -1595206.511669 nChanged 338 SP:Iteration 11Q (2920.250000 sec): 3 clusters Score: Raw -1600011.744662 + Penalty 4618.121359 = -1595393.623304 nChanged 337 SP:Iteration 12Q (2920.310000 sec): 3 clusters Score: Raw -1600238.311804 + Penalty 4618.121359 = -1595620.190445 nChanged 354 SP:Iteration 13Q (2920.360000 sec): 3 clusters Score: Raw -1600455.795043 + Penalty 4618.121359 = -1595837.673685 nChanged 326 SP:Iteration 14Q (2920.410000 sec): 3 clusters Score: Raw -1600669.968708 + Penalty 4618.121359 = -1596051.847349 nChanged 306 SP:Iteration 15Q (2920.460000 sec): 3 clusters Score: Raw -1600882.496814 + Penalty 4618.121359 = -1596264.375455 nChanged 274 SP:Iteration 16Q (2920.520000 sec): 3 clusters Score: Raw -1601077.293741 + Penalty 4618.121359 = -1596459.172382 nChanged 245 SP:Iteration 17Q (2920.560000 sec): 3 clusters Score: Raw -1601240.994202 + Penalty 4618.121359 = -1596622.872843 nChanged 220 SP:Iteration 18Q (2920.610000 sec): 3 clusters Score: Raw -1601389.207524 + Penalty 4618.121359 = -1596771.086165 nChanged 161 SP:Iteration 19Q (2920.660000 sec): 3 clusters Score: Raw -1601498.959427 + Penalty 4618.121359 = -1596880.838068 nChanged 141 SP:Iteration 20F (2920.710000 sec): 3 clusters Score: Raw -1601592.676441 + Penalty 4618.121359 = -1596974.555082 nChanged 119 SP:Iteration 21Q (2920.760000 sec): 3 clusters Score: Raw -1601664.581658 + Penalty 4618.121359 = -1597046.460299 nChanged 91 SP:Iteration 22Q (2920.800000 sec): 3 clusters Score: Raw -1601722.906146 + Penalty 4618.121359 = -1597104.784787 nChanged 83 SP:Iteration 23Q (2920.850000 sec): 3 clusters Score: Raw -1601774.956494 + Penalty 4618.121359 = -1597156.835136 nChanged 73 SP:Iteration 24Q (2920.900000 sec): 3 clusters Score: Raw -1601833.542687 + Penalty 4618.121359 = -1597215.421329 nChanged 68 SP:Iteration 25Q (2920.940000 sec): 3 clusters Score: Raw -1601892.740855 + Penalty 4618.121359 = -1597274.619496 nChanged 62 SP:Iteration 26Q (2920.990000 sec): 3 clusters Score: Raw -1601934.081591 + Penalty 4618.121359 = -1597315.960233 nChanged 46 SP:Iteration 27Q (2921.030000 sec): 3 clusters Score: Raw -1601966.355547 + Penalty 4618.121359 = -1597348.234188 nChanged 43 SP:Iteration 28Q (2921.070000 sec): 3 clusters Score: Raw -1601994.430368 + Penalty 4618.121359 = -1597376.309010 nChanged 34 SP:Iteration 29Q (2921.110000 sec): 3 clusters Score: Raw -1602013.913733 + Penalty 4618.121359 = -1597395.792374 nChanged 26 SP:Iteration 30Q (2921.150000 sec): 3 clusters Score: Raw -1602029.829827 + Penalty 4618.121359 = -1597411.708468 nChanged 22 SP:Iteration 31Q (2921.190000 sec): 3 clusters Score: Raw -1602042.651731 + Penalty 4618.121359 = -1597424.530372 nChanged 16 SP:Iteration 32Q (2921.240000 sec): 3 clusters Score: Raw -1602052.471930 + Penalty 4618.121359 = -1597434.350571 nChanged 15 SP:Iteration 33Q (2921.280000 sec): 3 clusters Score: Raw -1602062.197202 + Penalty 4618.121359 = -1597444.075843 nChanged 12 SP:Iteration 34Q (2921.320000 sec): 3 clusters Score: Raw -1602069.729563 + Penalty 4618.121359 = -1597451.608205 nChanged 16 SP:Iteration 35Q (2921.360000 sec): 3 clusters Score: Raw -1602079.398217 + Penalty 4618.121359 = -1597461.276858 nChanged 12 SP:Iteration 36Q (2921.400000 sec): 3 clusters Score: Raw -1602086.367718 + Penalty 4618.121359 = -1597468.246359 nChanged 9 SP:Iteration 37Q (2921.440000 sec): 3 clusters Score: Raw -1602092.669741 + Penalty 4618.121359 = -1597474.548382 nChanged 13 SP:Iteration 38Q (2921.480000 sec): 3 clusters Score: Raw -1602100.139915 + Penalty 4618.121359 = -1597482.018556 nChanged 8 SP:Iteration 39Q (2921.530000 sec): 3 clusters Score: Raw -1602104.530746 + Penalty 4618.121359 = -1597486.409388 nChanged 4 SP:Iteration 40F (2921.580000 sec): 3 clusters Score: Raw -1602105.804434 + Penalty 4618.121359 = -1597487.683075 nChanged 1 SP:Iteration 41Q (2921.620000 sec): 3 clusters Score: Raw -1602106.209668 + Penalty 4618.121359 = -1597488.088309 nChanged 1 SP:Iteration 42Q (2921.660000 sec): 3 clusters Score: Raw -1602106.378856 + Penalty 4618.121359 = -1597488.257497 nChanged 0 SP:Iteration 43F (2921.710000 sec): 3 clusters Score: Raw -1602106.378856 + Penalty 4618.121359 = -1597488.257497 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2921.730000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2921.750000 sec): 3 clusters Score: Raw -524044.500885 + Penalty 4050.020362 = -519994.480524 nChanged 1294 SP:Iteration 1F (2921.770000 sec): 3 clusters Score: Raw -524889.214172 + Penalty 4050.020362 = -520839.193810 nChanged 297 SP:Iteration 2F (2921.790000 sec): 3 clusters Score: Raw -525135.961833 + Penalty 4050.020362 = -521085.941471 nChanged 201 SP:Iteration 3F (2921.800000 sec): 3 clusters Score: Raw -525297.361126 + Penalty 4050.020362 = -521247.340765 nChanged 172 SP:Iteration 4Q (2921.820000 sec): 3 clusters Score: Raw -525446.125795 + Penalty 4050.020362 = -521396.105433 nChanged 146 SP:Iteration 5Q (2921.840000 sec): 3 clusters Score: Raw -525562.400356 + Penalty 4050.020362 = -521512.379994 nChanged 125 SP:Iteration 6Q (2921.850000 sec): 3 clusters Score: Raw -525659.945921 + Penalty 4050.020362 = -521609.925559 nChanged 117 SP:Iteration 7Q (2921.870000 sec): 3 clusters Score: Raw -525762.205964 + Penalty 4050.020362 = -521712.185602 nChanged 127 SP:Iteration 8Q (2921.890000 sec): 3 clusters Score: Raw -525877.739934 + Penalty 4050.020362 = -521827.719572 nChanged 129 SP:Iteration 9Q (2921.910000 sec): 3 clusters Score: Raw -525991.674988 + Penalty 4050.020362 = -521941.654626 nChanged 105 SP:Iteration 10Q (2921.920000 sec): 3 clusters Score: Raw -526094.077450 + Penalty 4050.020362 = -522044.057088 nChanged 87 SP:Iteration 11Q (2921.940000 sec): 3 clusters Score: Raw -526169.959009 + Penalty 4050.020362 = -522119.938648 nChanged 77 SP:Iteration 12Q (2921.960000 sec): 3 clusters Score: Raw -526235.805347 + Penalty 4050.020362 = -522185.784986 nChanged 77 SP:Iteration 13Q (2921.970000 sec): 3 clusters Score: Raw -526305.593421 + Penalty 4050.020362 = -522255.573059 nChanged 75 SP:Iteration 14Q (2921.990000 sec): 3 clusters Score: Raw -526386.317247 + Penalty 4050.020362 = -522336.296886 nChanged 87 SP:Iteration 15Q (2922.010000 sec): 3 clusters Score: Raw -526507.549752 + Penalty 4050.020362 = -522457.529390 nChanged 110 SP:Iteration 16Q (2922.020000 sec): 3 clusters Score: Raw -526654.880600 + Penalty 4050.020362 = -522604.860238 nChanged 118 SP:Iteration 17Q (2922.040000 sec): 3 clusters Score: Raw -526810.881286 + Penalty 4050.020362 = -522760.860925 nChanged 111 SP:Iteration 18Q (2922.050000 sec): 3 clusters Score: Raw -526940.260981 + Penalty 4050.020362 = -522890.240619 nChanged 98 SP:Iteration 19Q (2922.070000 sec): 3 clusters Score: Raw -527054.149670 + Penalty 4050.020362 = -523004.129308 nChanged 85 SP:Iteration 20F (2922.090000 sec): 3 clusters Score: Raw -527127.500228 + Penalty 4050.020362 = -523077.479867 nChanged 75 SP:Iteration 21Q (2922.100000 sec): 3 clusters Score: Raw -527199.895835 + Penalty 4050.020362 = -523149.875473 nChanged 78 SP:Iteration 22Q (2922.120000 sec): 3 clusters Score: Raw -527262.687297 + Penalty 4050.020362 = -523212.666936 nChanged 52 SP:Iteration 23Q (2922.130000 sec): 3 clusters Score: Raw -527310.942903 + Penalty 4050.020362 = -523260.922541 nChanged 47 SP:Iteration 24Q (2922.150000 sec): 3 clusters Score: Raw -527344.055133 + Penalty 4050.020362 = -523294.034771 nChanged 32 SP:Iteration 25Q (2922.170000 sec): 3 clusters Score: Raw -527360.309890 + Penalty 4050.020362 = -523310.289529 nChanged 12 SP:Iteration 26Q (2922.180000 sec): 3 clusters Score: Raw -527365.124484 + Penalty 4050.020362 = -523315.104123 nChanged 10 SP:Iteration 27Q (2922.190000 sec): 3 clusters Score: Raw -527369.989101 + Penalty 4050.020362 = -523319.968739 nChanged 11 SP:Iteration 28Q (2922.210000 sec): 3 clusters Score: Raw -527373.090694 + Penalty 4050.020362 = -523323.070333 nChanged 3 SP:Iteration 29Q (2922.230000 sec): 3 clusters Score: Raw -527374.268980 + Penalty 4050.020362 = -523324.248618 nChanged 2 SP:Iteration 30Q (2922.240000 sec): 3 clusters Score: Raw -527375.077826 + Penalty 4050.020362 = -523325.057464 nChanged 4 SP:Iteration 31Q (2922.260000 sec): 3 clusters Score: Raw -527376.679583 + Penalty 4050.020362 = -523326.659221 nChanged 0 SP:Iteration 32F (2922.270000 sec): 3 clusters Score: Raw -527376.679583 + Penalty 4050.020362 = -523326.659221 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2922.280000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2922.280000 sec): 3 clusters Score: Raw -72943.096975 + Penalty 3065.288260 = -69877.808715 nChanged 86 SP:Iteration 1F (2922.280000 sec): 3 clusters Score: Raw -73079.044529 + Penalty 3065.288260 = -70013.756269 nChanged 13 SP:Iteration 2Q (2922.290000 sec): 3 clusters Score: Raw -73104.945571 + Penalty 3065.288260 = -70039.657310 nChanged 7 SP:Iteration 3Q (2922.290000 sec): 3 clusters Score: Raw -73120.607161 + Penalty 3065.288260 = -70055.318900 nChanged 8 SP:Iteration 4Q (2922.290000 sec): 3 clusters Score: Raw -73142.755879 + Penalty 3065.288260 = -70077.467619 nChanged 5 SP:Iteration 5Q (2922.290000 sec): 3 clusters Score: Raw -73157.695215 + Penalty 3065.288260 = -70092.406955 nChanged 1 SP:Iteration 6Q (2922.290000 sec): 3 clusters Score: Raw -73160.435528 + Penalty 3065.288260 = -70095.147267 nChanged 3 SP:Iteration 7Q (2922.300000 sec): 3 clusters Score: Raw -73166.397708 + Penalty 3065.288260 = -70101.109448 nChanged 0 SP:Iteration 8F (2922.300000 sec): 3 clusters Score: Raw -73166.397708 + Penalty 3065.288260 = -70101.109448 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2922.350000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2922.410000 sec): 3 clusters Score: Raw -1845861.368343 + Penalty 4658.346811 = -1841203.021532 nChanged 5109 SP:Iteration 1F (2922.470000 sec): 3 clusters Score: Raw -1848628.162705 + Penalty 4658.346811 = -1843969.815894 nChanged 761 SP:Iteration 2F (2922.530000 sec): 3 clusters Score: Raw -1848963.078301 + Penalty 4658.346811 = -1844304.731490 nChanged 602 SP:Iteration 3F (2922.590000 sec): 3 clusters Score: Raw -1849251.137207 + Penalty 4658.346811 = -1844592.790396 nChanged 559 SP:Iteration 4Q (2922.650000 sec): 3 clusters Score: Raw -1849518.681381 + Penalty 4658.346811 = -1844860.334570 nChanged 531 SP:Iteration 5Q (2922.710000 sec): 3 clusters Score: Raw -1849788.135347 + Penalty 4658.346811 = -1845129.788536 nChanged 537 SP:Iteration 6Q (2922.770000 sec): 3 clusters Score: Raw -1850090.271116 + Penalty 4658.346811 = -1845431.924305 nChanged 561 SP:Iteration 7Q (2922.830000 sec): 3 clusters Score: Raw -1850444.029514 + Penalty 4658.346811 = -1845785.682703 nChanged 572 SP:Iteration 8Q (2922.890000 sec): 3 clusters Score: Raw -1850824.619875 + Penalty 4658.346811 = -1846166.273064 nChanged 552 SP:Iteration 9Q (2922.940000 sec): 3 clusters Score: Raw -1851209.879612 + Penalty 4658.346811 = -1846551.532801 nChanged 499 SP:Iteration 10Q (2923.000000 sec): 3 clusters Score: Raw -1851570.371271 + Penalty 4658.346811 = -1846912.024459 nChanged 444 SP:Iteration 11Q (2923.060000 sec): 3 clusters Score: Raw -1851895.643909 + Penalty 4658.346811 = -1847237.297098 nChanged 357 SP:Iteration 12Q (2923.120000 sec): 3 clusters Score: Raw -1852138.553024 + Penalty 4658.346811 = -1847480.206213 nChanged 272 SP:Iteration 13Q (2923.170000 sec): 3 clusters Score: Raw -1852318.655726 + Penalty 4658.346811 = -1847660.308915 nChanged 242 SP:Iteration 14Q (2923.230000 sec): 3 clusters Score: Raw -1852469.704208 + Penalty 4658.346811 = -1847811.357397 nChanged 188 SP:Iteration 15Q (2923.280000 sec): 3 clusters Score: Raw -1852597.369908 + Penalty 4658.346811 = -1847939.023097 nChanged 162 SP:Iteration 16Q (2923.330000 sec): 3 clusters Score: Raw -1852701.530841 + Penalty 4658.346811 = -1848043.184030 nChanged 140 SP:Iteration 17Q (2923.390000 sec): 3 clusters Score: Raw -1852792.264055 + Penalty 4658.346811 = -1848133.917244 nChanged 111 SP:Iteration 18Q (2923.440000 sec): 3 clusters Score: Raw -1852870.496883 + Penalty 4658.346811 = -1848212.150072 nChanged 102 SP:Iteration 19Q (2923.490000 sec): 3 clusters Score: Raw -1852947.065057 + Penalty 4658.346811 = -1848288.718246 nChanged 92 SP:Iteration 20F (2923.550000 sec): 3 clusters Score: Raw -1853009.374220 + Penalty 4658.346811 = -1848351.027409 nChanged 81 SP:Iteration 21Q (2923.590000 sec): 3 clusters Score: Raw -1853058.442255 + Penalty 4658.346811 = -1848400.095444 nChanged 63 SP:Iteration 22Q (2923.640000 sec): 3 clusters Score: Raw -1853100.167496 + Penalty 4658.346811 = -1848441.820685 nChanged 61 SP:Iteration 23Q (2923.690000 sec): 3 clusters Score: Raw -1853137.037742 + Penalty 4658.346811 = -1848478.690931 nChanged 41 SP:Iteration 24Q (2923.730000 sec): 3 clusters Score: Raw -1853160.819069 + Penalty 4658.346811 = -1848502.472258 nChanged 40 SP:Iteration 25Q (2923.780000 sec): 3 clusters Score: Raw -1853182.022185 + Penalty 4658.346811 = -1848523.675374 nChanged 32 SP:Iteration 26Q (2923.830000 sec): 3 clusters Score: Raw -1853196.863165 + Penalty 4658.346811 = -1848538.516354 nChanged 29 SP:Iteration 27Q (2923.870000 sec): 3 clusters Score: Raw -1853206.216271 + Penalty 4658.346811 = -1848547.869460 nChanged 21 SP:Iteration 28Q (2923.920000 sec): 3 clusters Score: Raw -1853213.612012 + Penalty 4658.346811 = -1848555.265201 nChanged 15 SP:Iteration 29Q (2923.970000 sec): 3 clusters Score: Raw -1853218.058266 + Penalty 4658.346811 = -1848559.711455 nChanged 14 SP:Iteration 30Q (2924.010000 sec): 3 clusters Score: Raw -1853224.059883 + Penalty 4658.346811 = -1848565.713072 nChanged 15 SP:Iteration 31Q (2924.060000 sec): 3 clusters Score: Raw -1853228.087296 + Penalty 4658.346811 = -1848569.740485 nChanged 10 SP:Iteration 32Q (2924.110000 sec): 3 clusters Score: Raw -1853231.064491 + Penalty 4658.346811 = -1848572.717680 nChanged 10 SP:Iteration 33Q (2924.150000 sec): 3 clusters Score: Raw -1853233.972135 + Penalty 4658.346811 = -1848575.625324 nChanged 11 SP:Iteration 34Q (2924.200000 sec): 3 clusters Score: Raw -1853236.512569 + Penalty 4658.346811 = -1848578.165758 nChanged 12 SP:Iteration 35Q (2924.240000 sec): 3 clusters Score: Raw -1853239.760705 + Penalty 4658.346811 = -1848581.413894 nChanged 5 SP:Iteration 36Q (2924.290000 sec): 3 clusters Score: Raw -1853241.631002 + Penalty 4658.346811 = -1848583.284191 nChanged 5 SP:Iteration 37Q (2924.330000 sec): 3 clusters Score: Raw -1853243.545424 + Penalty 4658.346811 = -1848585.198613 nChanged 2 SP:Iteration 38Q (2924.380000 sec): 3 clusters Score: Raw -1853244.352710 + Penalty 4658.346811 = -1848586.005899 nChanged 0 SP:Iteration 39F (2924.440000 sec): 3 clusters Score: Raw -1853244.352710 + Penalty 4658.346811 = -1848586.005899 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.450000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.450000 sec): 3 clusters Score: Raw -77916.406468 + Penalty 3108.531472 = -74807.874996 nChanged 87 SP:Iteration 1F (2924.450000 sec): 3 clusters Score: Raw -78086.810380 + Penalty 3108.531472 = -74978.278908 nChanged 27 SP:Iteration 2F (2924.450000 sec): 3 clusters Score: Raw -78142.881128 + Penalty 3108.531472 = -75034.349656 nChanged 12 SP:Iteration 3Q (2924.460000 sec): 3 clusters Score: Raw -78167.230989 + Penalty 3108.531472 = -75058.699517 nChanged 6 SP:Iteration 4Q (2924.460000 sec): 3 clusters Score: Raw -78179.632937 + Penalty 3108.531472 = -75071.101464 nChanged 3 SP:Iteration 5Q (2924.460000 sec): 3 clusters Score: Raw -78185.016292 + Penalty 3108.531472 = -75076.484820 nChanged 0 SP:Iteration 6F (2924.470000 sec): 3 clusters Score: Raw -78185.016292 + Penalty 3108.531472 = -75076.484820 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.480000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.490000 sec): 3 clusters Score: Raw -333794.331086 + Penalty 3827.143572 = -329967.187513 nChanged 756 SP:Iteration 1F (2924.500000 sec): 3 clusters Score: Raw -334430.937602 + Penalty 3827.143572 = -330603.794030 nChanged 198 SP:Iteration 2F (2924.510000 sec): 3 clusters Score: Raw -334628.882613 + Penalty 3827.143572 = -330801.739041 nChanged 107 SP:Iteration 3Q (2924.520000 sec): 3 clusters Score: Raw -334741.277758 + Penalty 3827.143572 = -330914.134186 nChanged 62 SP:Iteration 4Q (2924.530000 sec): 3 clusters Score: Raw -334806.413095 + Penalty 3827.143572 = -330979.269522 nChanged 65 SP:Iteration 5Q (2924.550000 sec): 3 clusters Score: Raw -334875.818638 + Penalty 3827.143572 = -331048.675066 nChanged 53 SP:Iteration 6Q (2924.550000 sec): 3 clusters Score: Raw -334923.612372 + Penalty 3827.143572 = -331096.468800 nChanged 43 SP:Iteration 7Q (2924.570000 sec): 3 clusters Score: Raw -334960.791912 + Penalty 3827.143572 = -331133.648340 nChanged 25 SP:Iteration 8Q (2924.580000 sec): 3 clusters Score: Raw -334988.764485 + Penalty 3827.143572 = -331161.620913 nChanged 32 SP:Iteration 9Q (2924.590000 sec): 3 clusters Score: Raw -335018.842640 + Penalty 3827.143572 = -331191.699068 nChanged 35 SP:Iteration 10Q (2924.600000 sec): 3 clusters Score: Raw -335047.000990 + Penalty 3827.143572 = -331219.857418 nChanged 28 SP:Iteration 11Q (2924.610000 sec): 3 clusters Score: Raw -335069.067751 + Penalty 3827.143572 = -331241.924179 nChanged 21 SP:Iteration 12Q (2924.620000 sec): 3 clusters Score: Raw -335083.993417 + Penalty 3827.143572 = -331256.849844 nChanged 19 SP:Iteration 13Q (2924.630000 sec): 3 clusters Score: Raw -335092.530449 + Penalty 3827.143572 = -331265.386877 nChanged 10 SP:Iteration 14Q (2924.640000 sec): 3 clusters Score: Raw -335098.145856 + Penalty 3827.143572 = -331271.002284 nChanged 3 SP:Iteration 15Q (2924.650000 sec): 3 clusters Score: Raw -335099.186876 + Penalty 3827.143572 = -331272.043304 nChanged 1 SP:Iteration 16Q (2924.660000 sec): 3 clusters Score: Raw -335099.495841 + Penalty 3827.143572 = -331272.352268 nChanged 1 SP:Iteration 17Q (2924.670000 sec): 3 clusters Score: Raw -335100.642951 + Penalty 3827.143572 = -331273.499378 nChanged 3 SP:Iteration 18Q (2924.680000 sec): 3 clusters Score: Raw -335102.017759 + Penalty 3827.143572 = -331274.874186 nChanged 1 SP:Iteration 19Q (2924.690000 sec): 3 clusters Score: Raw -335102.334709 + Penalty 3827.143572 = -331275.191137 nChanged 1 SP:Iteration 20F (2924.710000 sec): 3 clusters Score: Raw -335102.894443 + Penalty 3827.143572 = -331275.750870 nChanged 3 SP:Iteration 21Q (2924.720000 sec): 3 clusters Score: Raw -335105.656188 + Penalty 3827.143572 = -331278.512616 nChanged 9 SP:Iteration 22Q (2924.730000 sec): 3 clusters Score: Raw -335109.352055 + Penalty 3827.143572 = -331282.208482 nChanged 3 SP:Iteration 23Q (2924.740000 sec): 3 clusters Score: Raw -335111.292564 + Penalty 3827.143572 = -331284.148992 nChanged 1 SP:Iteration 24Q (2924.750000 sec): 3 clusters Score: Raw -335112.957556 + Penalty 3827.143572 = -331285.813984 nChanged 2 SP:Iteration 25Q (2924.760000 sec): 3 clusters Score: Raw -335113.553375 + Penalty 3827.143572 = -331286.409803 nChanged 1 SP:Iteration 26Q (2924.770000 sec): 3 clusters Score: Raw -335113.878059 + Penalty 3827.143572 = -331286.734486 nChanged 0 SP:Iteration 27F (2924.780000 sec): 3 clusters Score: Raw -335113.878059 + Penalty 3827.143572 = -331286.734486 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2924.800000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2924.820000 sec): 3 clusters Score: Raw -715778.601423 + Penalty 4203.349241 = -711575.252182 nChanged 1778 SP:Iteration 1F (2924.850000 sec): 3 clusters Score: Raw -716772.320879 + Penalty 4203.349241 = -712568.971638 nChanged 342 SP:Iteration 2F (2924.870000 sec): 3 clusters Score: Raw -716955.631506 + Penalty 4203.349241 = -712752.282266 nChanged 207 SP:Iteration 3Q (2924.890000 sec): 3 clusters Score: Raw -717061.532527 + Penalty 4203.349241 = -712858.183287 nChanged 165 SP:Iteration 4Q (2924.920000 sec): 3 clusters Score: Raw -717146.407063 + Penalty 4203.349241 = -712943.057823 nChanged 142 SP:Iteration 5Q (2924.940000 sec): 3 clusters Score: Raw -717214.668523 + Penalty 4203.349241 = -713011.319282 nChanged 110 SP:Iteration 6Q (2924.970000 sec): 3 clusters Score: Raw -717262.852372 + Penalty 4203.349241 = -713059.503131 nChanged 85 SP:Iteration 7Q (2924.990000 sec): 3 clusters Score: Raw -717293.452270 + Penalty 4203.349241 = -713090.103029 nChanged 55 SP:Iteration 8Q (2925.010000 sec): 3 clusters Score: Raw -717313.730598 + Penalty 4203.349241 = -713110.381358 nChanged 43 SP:Iteration 9Q (2925.040000 sec): 3 clusters Score: Raw -717331.199814 + Penalty 4203.349241 = -713127.850573 nChanged 58 SP:Iteration 10Q (2925.060000 sec): 3 clusters Score: Raw -717352.804357 + Penalty 4203.349241 = -713149.455116 nChanged 43 SP:Iteration 11Q (2925.090000 sec): 3 clusters Score: Raw -717368.724166 + Penalty 4203.349241 = -713165.374926 nChanged 47 SP:Iteration 12Q (2925.110000 sec): 3 clusters Score: Raw -717386.668110 + Penalty 4203.349241 = -713183.318870 nChanged 44 SP:Iteration 13Q (2925.130000 sec): 3 clusters Score: Raw -717403.976420 + Penalty 4203.349241 = -713200.627180 nChanged 43 SP:Iteration 14Q (2925.150000 sec): 3 clusters Score: Raw -717421.268186 + Penalty 4203.349241 = -713217.918945 nChanged 42 SP:Iteration 15Q (2925.180000 sec): 3 clusters Score: Raw -717437.705372 + Penalty 4203.349241 = -713234.356132 nChanged 41 SP:Iteration 16Q (2925.200000 sec): 3 clusters Score: Raw -717450.674009 + Penalty 4203.349241 = -713247.324769 nChanged 38 SP:Iteration 17Q (2925.230000 sec): 3 clusters Score: Raw -717464.514403 + Penalty 4203.349241 = -713261.165162 nChanged 38 SP:Iteration 18Q (2925.250000 sec): 3 clusters Score: Raw -717478.541356 + Penalty 4203.349241 = -713275.192115 nChanged 38 SP:Iteration 19Q (2925.270000 sec): 3 clusters Score: Raw -717493.549939 + Penalty 4203.349241 = -713290.200698 nChanged 40 SP:Iteration 20F (2925.300000 sec): 3 clusters Score: Raw -717509.319351 + Penalty 4203.349241 = -713305.970111 nChanged 28 SP:Iteration 21Q (2925.320000 sec): 3 clusters Score: Raw -717518.133170 + Penalty 4203.349241 = -713314.783929 nChanged 26 SP:Iteration 22Q (2925.350000 sec): 3 clusters Score: Raw -717531.790940 + Penalty 4203.349241 = -713328.441699 nChanged 38 SP:Iteration 23Q (2925.370000 sec): 3 clusters Score: Raw -717546.974728 + Penalty 4203.349241 = -713343.625488 nChanged 26 SP:Iteration 24Q (2925.390000 sec): 3 clusters Score: Raw -717558.631377 + Penalty 4203.349241 = -713355.282137 nChanged 25 SP:Iteration 25Q (2925.420000 sec): 3 clusters Score: Raw -717570.625404 + Penalty 4203.349241 = -713367.276163 nChanged 36 SP:Iteration 26Q (2925.440000 sec): 3 clusters Score: Raw -717586.930023 + Penalty 4203.349241 = -713383.580782 nChanged 31 SP:Iteration 27Q (2925.460000 sec): 3 clusters Score: Raw -717602.615467 + Penalty 4203.349241 = -713399.266226 nChanged 39 SP:Iteration 28Q (2925.490000 sec): 3 clusters Score: Raw -717617.895104 + Penalty 4203.349241 = -713414.545864 nChanged 39 SP:Iteration 29Q (2925.510000 sec): 3 clusters Score: Raw -717636.570000 + Penalty 4203.349241 = -713433.220759 nChanged 56 SP:Iteration 30Q (2925.530000 sec): 3 clusters Score: Raw -717662.687972 + Penalty 4203.349241 = -713459.338731 nChanged 43 SP:Iteration 31Q (2925.560000 sec): 3 clusters Score: Raw -717682.770270 + Penalty 4203.349241 = -713479.421029 nChanged 41 SP:Iteration 32Q (2925.580000 sec): 3 clusters Score: Raw -717702.931481 + Penalty 4203.349241 = -713499.582240 nChanged 45 SP:Iteration 33Q (2925.610000 sec): 3 clusters Score: Raw -717725.926012 + Penalty 4203.349241 = -713522.576772 nChanged 55 SP:Iteration 34Q (2925.630000 sec): 3 clusters Score: Raw -717762.274174 + Penalty 4203.349241 = -713558.924933 nChanged 61 SP:Iteration 35Q (2925.650000 sec): 3 clusters Score: Raw -717803.350855 + Penalty 4203.349241 = -713600.001615 nChanged 74 SP:Iteration 36Q (2925.670000 sec): 3 clusters Score: Raw -717839.498063 + Penalty 4203.349241 = -713636.148822 nChanged 68 SP:Iteration 37Q (2925.700000 sec): 3 clusters Score: Raw -717877.954664 + Penalty 4203.349241 = -713674.605423 nChanged 59 SP:Iteration 38Q (2925.720000 sec): 3 clusters Score: Raw -717908.202952 + Penalty 4203.349241 = -713704.853711 nChanged 46 SP:Iteration 39Q (2925.750000 sec): 3 clusters Score: Raw -717931.912609 + Penalty 4203.349241 = -713728.563368 nChanged 47 SP:Iteration 40F (2925.770000 sec): 3 clusters Score: Raw -717955.045102 + Penalty 4203.349241 = -713751.695861 nChanged 43 SP:Iteration 41Q (2925.790000 sec): 3 clusters Score: Raw -717974.296011 + Penalty 4203.349241 = -713770.946770 nChanged 39 SP:Iteration 42Q (2925.810000 sec): 3 clusters Score: Raw -717993.122166 + Penalty 4203.349241 = -713789.772926 nChanged 41 SP:Iteration 43Q (2925.840000 sec): 3 clusters Score: Raw -718013.403991 + Penalty 4203.349241 = -713810.054750 nChanged 43 SP:Iteration 44Q (2925.860000 sec): 3 clusters Score: Raw -718035.375496 + Penalty 4203.349241 = -713832.026255 nChanged 45 SP:Iteration 45Q (2925.880000 sec): 3 clusters Score: Raw -718059.528460 + Penalty 4203.349241 = -713856.179220 nChanged 48 SP:Iteration 46Q (2925.900000 sec): 3 clusters Score: Raw -718091.612761 + Penalty 4203.349241 = -713888.263520 nChanged 59 SP:Iteration 47Q (2925.930000 sec): 3 clusters Score: Raw -718126.748806 + Penalty 4203.349241 = -713923.399565 nChanged 49 SP:Iteration 48Q (2925.950000 sec): 3 clusters Score: Raw -718157.953415 + Penalty 4203.349241 = -713954.604174 nChanged 40 SP:Iteration 49Q (2925.970000 sec): 3 clusters Score: Raw -718186.509314 + Penalty 4203.349241 = -713983.160074 nChanged 52 SP:Iteration 50Q (2925.990000 sec): 3 clusters Score: Raw -718222.122204 + Penalty 4203.349241 = -714018.772963 nChanged 63 SP:Iteration 51Q (2926.010000 sec): 3 clusters Score: Raw -718266.377629 + Penalty 4203.349241 = -714063.028388 nChanged 58 SP:Iteration 52Q (2926.030000 sec): 3 clusters Score: Raw -718316.663593 + Penalty 4203.349241 = -714113.314352 nChanged 73 SP:Iteration 53Q (2926.060000 sec): 3 clusters Score: Raw -718386.012737 + Penalty 4203.349241 = -714182.663496 nChanged 71 SP:Iteration 54Q (2926.080000 sec): 3 clusters Score: Raw -718459.231001 + Penalty 4203.349241 = -714255.881760 nChanged 74 SP:Iteration 55Q (2926.100000 sec): 3 clusters Score: Raw -718513.342548 + Penalty 4203.349241 = -714309.993308 nChanged 48 SP:Iteration 56Q (2926.120000 sec): 3 clusters Score: Raw -718544.937672 + Penalty 4203.349241 = -714341.588432 nChanged 33 SP:Iteration 57Q (2926.140000 sec): 3 clusters Score: Raw -718567.894518 + Penalty 4203.349241 = -714364.545277 nChanged 32 SP:Iteration 58Q (2926.160000 sec): 3 clusters Score: Raw -718593.810859 + Penalty 4203.349241 = -714390.461619 nChanged 30 SP:Iteration 59Q (2926.180000 sec): 3 clusters Score: Raw -718616.810992 + Penalty 4203.349241 = -714413.461751 nChanged 26 SP:Iteration 60F (2926.210000 sec): 3 clusters Score: Raw -718636.959138 + Penalty 4203.349241 = -714433.609897 nChanged 28 SP:Iteration 61Q (2926.230000 sec): 3 clusters Score: Raw -718659.231351 + Penalty 4203.349241 = -714455.882111 nChanged 20 SP:Iteration 62Q (2926.250000 sec): 3 clusters Score: Raw -718680.142225 + Penalty 4203.349241 = -714476.792984 nChanged 20 SP:Iteration 63Q (2926.270000 sec): 3 clusters Score: Raw -718698.578029 + Penalty 4203.349241 = -714495.228788 nChanged 17 SP:Iteration 64Q (2926.280000 sec): 3 clusters Score: Raw -718721.509568 + Penalty 4203.349241 = -714518.160328 nChanged 15 SP:Iteration 65Q (2926.300000 sec): 3 clusters Score: Raw -718731.303604 + Penalty 4203.349241 = -714527.954364 nChanged 14 SP:Iteration 66Q (2926.320000 sec): 3 clusters Score: Raw -718738.056406 + Penalty 4203.349241 = -714534.707165 nChanged 10 SP:Iteration 67Q (2926.340000 sec): 3 clusters Score: Raw -718744.839791 + Penalty 4203.349241 = -714541.490550 nChanged 11 SP:Iteration 68Q (2926.360000 sec): 3 clusters Score: Raw -718754.919610 + Penalty 4203.349241 = -714551.570369 nChanged 8 SP:Iteration 69Q (2926.380000 sec): 3 clusters Score: Raw -718758.837728 + Penalty 4203.349241 = -714555.488487 nChanged 3 SP:Iteration 70Q (2926.400000 sec): 3 clusters Score: Raw -718760.412814 + Penalty 4203.349241 = -714557.063574 nChanged 3 SP:Iteration 71Q (2926.420000 sec): 3 clusters Score: Raw -718765.321367 + Penalty 4203.349241 = -714561.972126 nChanged 5 SP:Iteration 72Q (2926.440000 sec): 3 clusters Score: Raw -718768.231665 + Penalty 4203.349241 = -714564.882424 nChanged 4 SP:Iteration 73Q (2926.460000 sec): 3 clusters Score: Raw -718769.641946 + Penalty 4203.349241 = -714566.292705 nChanged 5 SP:Iteration 74Q (2926.480000 sec): 3 clusters Score: Raw -718771.699058 + Penalty 4203.349241 = -714568.349817 nChanged 0 SP:Iteration 75F (2926.500000 sec): 3 clusters Score: Raw -718771.699058 + Penalty 4203.349241 = -714568.349817 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.510000 sec): 2 clusters Score: Raw -18899.318927 + Penalty 1273.678012 = -17625.640915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.510000 sec): 3 clusters Score: Raw -19362.078391 + Penalty 2547.356025 = -16814.722367 nChanged 29 SP:Iteration 1F (2926.510000 sec): 3 clusters Score: Raw -19616.463587 + Penalty 2547.356025 = -17069.107562 nChanged 4 SP:Iteration 2Q (2926.510000 sec): 3 clusters Score: Raw -19767.795847 + Penalty 2547.356025 = -17220.439822 nChanged 3 SP:Iteration 3Q (2926.510000 sec): 3 clusters Score: Raw -19788.345914 + Penalty 2547.356025 = -17240.989889 nChanged 1 SP:Iteration 4Q (2926.510000 sec): 3 clusters Score: Raw -19793.249376 + Penalty 2547.356025 = -17245.893351 nChanged 2 SP:Iteration 5Q (2926.510000 sec): 3 clusters Score: Raw -19800.607660 + Penalty 2547.356025 = -17253.251636 nChanged 3 SP:Iteration 6Q (2926.510000 sec): 3 clusters Score: Raw -19824.857190 + Penalty 2547.356025 = -17277.501166 nChanged 2 SP:Iteration 7Q (2926.510000 sec): 3 clusters Score: Raw -19841.751914 + Penalty 2547.356025 = -17294.395890 nChanged 2 SP:Iteration 8Q (2926.510000 sec): 3 clusters Score: Raw -19850.698328 + Penalty 2547.356025 = -17303.342304 nChanged 0 SP:Iteration 9F (2926.510000 sec): 3 clusters Score: Raw -19850.698328 + Penalty 2547.356025 = -17303.342304 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.520000 sec): 2 clusters Score: Raw -44938.479271 + Penalty 1439.673472 = -43498.805799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.520000 sec): 3 clusters Score: Raw -45082.143009 + Penalty 2879.346945 = -42202.796065 nChanged 45 SP:Iteration 1F (2926.520000 sec): 3 clusters Score: Raw -45267.927395 + Penalty 2879.346945 = -42388.580450 nChanged 15 SP:Iteration 2Q (2926.520000 sec): 3 clusters Score: Raw -45326.785786 + Penalty 2879.346945 = -42447.438841 nChanged 5 SP:Iteration 3Q (2926.520000 sec): 3 clusters Score: Raw -45339.792600 + Penalty 2879.346945 = -42460.445655 nChanged 3 SP:Iteration 4Q (2926.530000 sec): 3 clusters Score: Raw -45358.458994 + Penalty 2879.346945 = -42479.112050 nChanged 1 SP:Iteration 5Q (2926.530000 sec): 3 clusters Score: Raw -45364.108913 + Penalty 2879.346945 = -42484.761969 nChanged 1 SP:Iteration 6Q (2926.530000 sec): 3 clusters Score: Raw -45367.038322 + Penalty 2879.346945 = -42487.691377 nChanged 0 SP:Iteration 7F (2926.530000 sec): 3 clusters Score: Raw -45367.038322 + Penalty 2879.346945 = -42487.691377 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2926.550000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2926.570000 sec): 3 clusters Score: Raw -584717.033156 + Penalty 4088.015414 = -580629.017743 nChanged 1396 SP:Iteration 1F (2926.590000 sec): 3 clusters Score: Raw -585576.555952 + Penalty 4088.015414 = -581488.540538 nChanged 283 SP:Iteration 2F (2926.610000 sec): 3 clusters Score: Raw -585781.782035 + Penalty 4088.015414 = -581693.766621 nChanged 195 SP:Iteration 3F (2926.620000 sec): 3 clusters Score: Raw -585903.200806 + Penalty 4088.015414 = -581815.185392 nChanged 135 SP:Iteration 4Q (2926.640000 sec): 3 clusters Score: Raw -585992.211354 + Penalty 4088.015414 = -581904.195940 nChanged 125 SP:Iteration 5Q (2926.660000 sec): 3 clusters Score: Raw -586070.549661 + Penalty 4088.015414 = -581982.534247 nChanged 113 SP:Iteration 6Q (2926.680000 sec): 3 clusters Score: Raw -586139.440652 + Penalty 4088.015414 = -582051.425238 nChanged 100 SP:Iteration 7Q (2926.700000 sec): 3 clusters Score: Raw -586194.147286 + Penalty 4088.015414 = -582106.131872 nChanged 70 SP:Iteration 8Q (2926.720000 sec): 3 clusters Score: Raw -586234.434799 + Penalty 4088.015414 = -582146.419385 nChanged 60 SP:Iteration 9Q (2926.730000 sec): 3 clusters Score: Raw -586270.131657 + Penalty 4088.015414 = -582182.116243 nChanged 62 SP:Iteration 10Q (2926.750000 sec): 3 clusters Score: Raw -586307.114805 + Penalty 4088.015414 = -582219.099391 nChanged 67 SP:Iteration 11Q (2926.770000 sec): 3 clusters Score: Raw -586345.212155 + Penalty 4088.015414 = -582257.196741 nChanged 54 SP:Iteration 12Q (2926.790000 sec): 3 clusters Score: Raw -586377.618310 + Penalty 4088.015414 = -582289.602896 nChanged 53 SP:Iteration 13Q (2926.810000 sec): 3 clusters Score: Raw -586411.729478 + Penalty 4088.015414 = -582323.714065 nChanged 49 SP:Iteration 14Q (2926.830000 sec): 3 clusters Score: Raw -586441.978599 + Penalty 4088.015414 = -582353.963186 nChanged 50 SP:Iteration 15Q (2926.850000 sec): 3 clusters Score: Raw -586471.349104 + Penalty 4088.015414 = -582383.333690 nChanged 47 SP:Iteration 16Q (2926.870000 sec): 3 clusters Score: Raw -586501.906846 + Penalty 4088.015414 = -582413.891432 nChanged 42 SP:Iteration 17Q (2926.890000 sec): 3 clusters Score: Raw -586528.069584 + Penalty 4088.015414 = -582440.054170 nChanged 51 SP:Iteration 18Q (2926.900000 sec): 3 clusters Score: Raw -586565.896128 + Penalty 4088.015414 = -582477.880714 nChanged 46 SP:Iteration 19Q (2926.920000 sec): 3 clusters Score: Raw -586595.108850 + Penalty 4088.015414 = -582507.093436 nChanged 34 SP:Iteration 20F (2926.940000 sec): 3 clusters Score: Raw -586614.307447 + Penalty 4088.015414 = -582526.292033 nChanged 27 SP:Iteration 21Q (2926.960000 sec): 3 clusters Score: Raw -586629.093045 + Penalty 4088.015414 = -582541.077631 nChanged 25 SP:Iteration 22Q (2926.980000 sec): 3 clusters Score: Raw -586647.479143 + Penalty 4088.015414 = -582559.463729 nChanged 36 SP:Iteration 23Q (2926.990000 sec): 3 clusters Score: Raw -586674.932215 + Penalty 4088.015414 = -582586.916801 nChanged 28 SP:Iteration 24Q (2927.010000 sec): 3 clusters Score: Raw -586696.750926 + Penalty 4088.015414 = -582608.735512 nChanged 31 SP:Iteration 25Q (2927.030000 sec): 3 clusters Score: Raw -586715.500978 + Penalty 4088.015414 = -582627.485564 nChanged 15 SP:Iteration 26Q (2927.050000 sec): 3 clusters Score: Raw -586723.943416 + Penalty 4088.015414 = -582635.928002 nChanged 13 SP:Iteration 27Q (2927.070000 sec): 3 clusters Score: Raw -586732.801709 + Penalty 4088.015414 = -582644.786295 nChanged 13 SP:Iteration 28Q (2927.090000 sec): 3 clusters Score: Raw -586740.407555 + Penalty 4088.015414 = -582652.392141 nChanged 18 SP:Iteration 29Q (2927.100000 sec): 3 clusters Score: Raw -586752.085235 + Penalty 4088.015414 = -582664.069821 nChanged 18 SP:Iteration 30Q (2927.120000 sec): 3 clusters Score: Raw -586765.063863 + Penalty 4088.015414 = -582677.048449 nChanged 13 SP:Iteration 31Q (2927.140000 sec): 3 clusters Score: Raw -586771.810222 + Penalty 4088.015414 = -582683.794808 nChanged 10 SP:Iteration 32Q (2927.150000 sec): 3 clusters Score: Raw -586776.462201 + Penalty 4088.015414 = -582688.446787 nChanged 6 SP:Iteration 33Q (2927.170000 sec): 3 clusters Score: Raw -586779.896597 + Penalty 4088.015414 = -582691.881183 nChanged 6 SP:Iteration 34Q (2927.190000 sec): 3 clusters Score: Raw -586784.495075 + Penalty 4088.015414 = -582696.479661 nChanged 6 SP:Iteration 35Q (2927.210000 sec): 3 clusters Score: Raw -586787.987685 + Penalty 4088.015414 = -582699.972271 nChanged 6 SP:Iteration 36Q (2927.230000 sec): 3 clusters Score: Raw -586791.984191 + Penalty 4088.015414 = -582703.968777 nChanged 7 SP:Iteration 37Q (2927.240000 sec): 3 clusters Score: Raw -586795.404225 + Penalty 4088.015414 = -582707.388811 nChanged 7 SP:Iteration 38Q (2927.260000 sec): 3 clusters Score: Raw -586799.852787 + Penalty 4088.015414 = -582711.837373 nChanged 4 SP:Iteration 39Q (2927.280000 sec): 3 clusters Score: Raw -586801.872928 + Penalty 4088.015414 = -582713.857514 nChanged 4 SP:Iteration 40F (2927.300000 sec): 3 clusters Score: Raw -586804.626453 + Penalty 4088.015414 = -582716.611039 nChanged 2 SP:Iteration 41Q (2927.310000 sec): 3 clusters Score: Raw -586806.003883 + Penalty 4088.015414 = -582717.988469 nChanged 2 SP:Iteration 42Q (2927.330000 sec): 3 clusters Score: Raw -586806.497784 + Penalty 4088.015414 = -582718.482370 nChanged 1 SP:Iteration 43Q (2927.350000 sec): 3 clusters Score: Raw -586806.817594 + Penalty 4088.015414 = -582718.802180 nChanged 0 SP:Iteration 44F (2927.370000 sec): 3 clusters Score: Raw -586806.817594 + Penalty 4088.015414 = -582718.802180 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.370000 sec): 2 clusters Score: Raw -86038.658949 + Penalty 1574.152524 = -84464.506425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.380000 sec): 3 clusters Score: Raw -86015.465752 + Penalty 3148.305048 = -82867.160704 nChanged 103 SP:Iteration 1F (2927.380000 sec): 3 clusters Score: Raw -86211.170065 + Penalty 3148.305048 = -83062.865017 nChanged 36 SP:Iteration 2F (2927.380000 sec): 3 clusters Score: Raw -86289.339232 + Penalty 3148.305048 = -83141.034184 nChanged 11 SP:Iteration 3Q (2927.390000 sec): 3 clusters Score: Raw -86318.484419 + Penalty 3148.305048 = -83170.179371 nChanged 5 SP:Iteration 4Q (2927.390000 sec): 3 clusters Score: Raw -86339.449412 + Penalty 3148.305048 = -83191.144364 nChanged 6 SP:Iteration 5Q (2927.390000 sec): 3 clusters Score: Raw -86354.457848 + Penalty 3148.305048 = -83206.152800 nChanged 4 SP:Iteration 6Q (2927.390000 sec): 3 clusters Score: Raw -86366.095071 + Penalty 3148.305048 = -83217.790023 nChanged 4 SP:Iteration 7Q (2927.400000 sec): 3 clusters Score: Raw -86375.075809 + Penalty 3148.305048 = -83226.770761 nChanged 2 SP:Iteration 8Q (2927.400000 sec): 3 clusters Score: Raw -86378.907216 + Penalty 3148.305048 = -83230.602168 nChanged 1 SP:Iteration 9Q (2927.400000 sec): 3 clusters Score: Raw -86380.158758 + Penalty 3148.305048 = -83231.853710 nChanged 1 SP:Iteration 10Q (2927.410000 sec): 3 clusters Score: Raw -86381.368231 + Penalty 3148.305048 = -83233.063183 nChanged 0 SP:Iteration 11F (2927.410000 sec): 3 clusters Score: Raw -86381.368231 + Penalty 3148.305048 = -83233.063183 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.410000 sec): 2 clusters Score: Raw -54102.017968 + Penalty 1485.262431 = -52616.755537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.410000 sec): 3 clusters Score: Raw -54234.843494 + Penalty 2970.524863 = -51264.318631 nChanged 64 SP:Iteration 1F (2927.410000 sec): 3 clusters Score: Raw -54450.226716 + Penalty 2970.524863 = -51479.701854 nChanged 22 SP:Iteration 2F (2927.420000 sec): 3 clusters Score: Raw -54568.138874 + Penalty 2970.524863 = -51597.614011 nChanged 21 SP:Iteration 3F (2927.420000 sec): 3 clusters Score: Raw -54736.175526 + Penalty 2970.524863 = -51765.650663 nChanged 28 SP:Iteration 4F (2927.420000 sec): 3 clusters Score: Raw -55381.731070 + Penalty 2970.524863 = -52411.206208 nChanged 39 SP:Iteration 5F (2927.430000 sec): 3 clusters Score: Raw -55589.871055 + Penalty 2970.524863 = -52619.346192 nChanged 24 SP:Iteration 6F (2927.430000 sec): 3 clusters Score: Raw -55725.373271 + Penalty 2970.524863 = -52754.848408 nChanged 15 SP:Iteration 7Q (2927.430000 sec): 3 clusters Score: Raw -55852.985281 + Penalty 2970.524863 = -52882.460418 nChanged 9 SP:Iteration 8Q (2927.430000 sec): 3 clusters Score: Raw -56011.287046 + Penalty 2970.524863 = -53040.762183 nChanged 7 SP:Iteration 9Q (2927.430000 sec): 3 clusters Score: Raw -56253.831085 + Penalty 2970.524863 = -53283.306222 nChanged 3 SP:Iteration 10Q (2927.430000 sec): 3 clusters Score: Raw -56450.270202 + Penalty 2970.524863 = -53479.745339 nChanged 2 SP:Iteration 11Q (2927.430000 sec): 3 clusters Score: Raw -56474.607533 + Penalty 2970.524863 = -53504.082670 nChanged 1 SP:Iteration 12Q (2927.430000 sec): 3 clusters Score: Raw -56507.238287 + Penalty 2970.524863 = -53536.713424 nChanged 0 SP:Iteration 13F (2927.440000 sec): 3 clusters Score: Raw -56507.238287 + Penalty 2970.524863 = -53536.713424 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 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.450000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.450000 sec): 3 clusters Score: Raw -67595.143560 + Penalty 3110.410262 = -64484.733298 nChanged 139 SP:Iteration 1F (2927.450000 sec): 3 clusters Score: Raw -68010.445074 + Penalty 3110.410262 = -64900.034812 nChanged 48 SP:Iteration 2F (2927.450000 sec): 3 clusters Score: Raw -68274.862620 + Penalty 3110.410262 = -65164.452358 nChanged 26 SP:Iteration 3Q (2927.450000 sec): 3 clusters Score: Raw -68326.063422 + Penalty 3110.410262 = -65215.653160 nChanged 6 SP:Iteration 4Q (2927.460000 sec): 3 clusters Score: Raw -68341.104068 + Penalty 3110.410262 = -65230.693806 nChanged 5 SP:Iteration 5Q (2927.460000 sec): 3 clusters Score: Raw -68353.272070 + Penalty 3110.410262 = -65242.861808 nChanged 1 SP:Iteration 6Q (2927.460000 sec): 3 clusters Score: Raw -68355.660999 + Penalty 3110.410262 = -65245.250737 nChanged 1 SP:Iteration 7Q (2927.470000 sec): 3 clusters Score: Raw -68359.092930 + Penalty 3110.410262 = -65248.682668 nChanged 2 SP:Iteration 8Q (2927.470000 sec): 3 clusters Score: Raw -68364.182866 + Penalty 3110.410262 = -65253.772603 nChanged 1 SP:Iteration 9Q (2927.470000 sec): 3 clusters Score: Raw -68372.478148 + Penalty 3110.410262 = -65262.067886 nChanged 4 SP:Iteration 10Q (2927.470000 sec): 3 clusters Score: Raw -68387.990000 + Penalty 3110.410262 = -65277.579738 nChanged 7 SP:Iteration 11Q (2927.470000 sec): 3 clusters Score: Raw -68408.205297 + Penalty 3110.410262 = -65297.795035 nChanged 2 SP:Iteration 12Q (2927.470000 sec): 3 clusters Score: Raw -68411.156989 + Penalty 3110.410262 = -65300.746727 nChanged 1 SP:Iteration 13Q (2927.480000 sec): 3 clusters Score: Raw -68411.483018 + Penalty 3110.410262 = -65301.072756 nChanged 0 SP:Iteration 14F (2927.480000 sec): 3 clusters Score: Raw -68411.483018 + Penalty 3110.410262 = -65301.072756 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.490000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.500000 sec): 3 clusters Score: Raw -295547.073004 + Penalty 3749.799911 = -291797.273093 nChanged 572 SP:Iteration 1F (2927.510000 sec): 3 clusters Score: Raw -296074.083110 + Penalty 3749.799911 = -292324.283200 nChanged 152 SP:Iteration 2F (2927.520000 sec): 3 clusters Score: Raw -296263.571287 + Penalty 3749.799911 = -292513.771377 nChanged 95 SP:Iteration 3Q (2927.530000 sec): 3 clusters Score: Raw -296381.425861 + Penalty 3749.799911 = -292631.625951 nChanged 70 SP:Iteration 4Q (2927.530000 sec): 3 clusters Score: Raw -296474.116267 + Penalty 3749.799911 = -292724.316356 nChanged 64 SP:Iteration 5Q (2927.550000 sec): 3 clusters Score: Raw -296569.685689 + Penalty 3749.799911 = -292819.885779 nChanged 68 SP:Iteration 6Q (2927.550000 sec): 3 clusters Score: Raw -296663.617960 + Penalty 3749.799911 = -292913.818050 nChanged 55 SP:Iteration 7Q (2927.560000 sec): 3 clusters Score: Raw -296752.539078 + Penalty 3749.799911 = -293002.739168 nChanged 57 SP:Iteration 8Q (2927.570000 sec): 3 clusters Score: Raw -296828.511331 + Penalty 3749.799911 = -293078.711420 nChanged 50 SP:Iteration 9Q (2927.580000 sec): 3 clusters Score: Raw -296892.223133 + Penalty 3749.799911 = -293142.423222 nChanged 41 SP:Iteration 10Q (2927.590000 sec): 3 clusters Score: Raw -296935.914339 + Penalty 3749.799911 = -293186.114429 nChanged 36 SP:Iteration 11Q (2927.600000 sec): 3 clusters Score: Raw -296976.391515 + Penalty 3749.799911 = -293226.591605 nChanged 39 SP:Iteration 12Q (2927.610000 sec): 3 clusters Score: Raw -297014.571920 + Penalty 3749.799911 = -293264.772009 nChanged 28 SP:Iteration 13Q (2927.610000 sec): 3 clusters Score: Raw -297041.221090 + Penalty 3749.799911 = -293291.421180 nChanged 21 SP:Iteration 14Q (2927.620000 sec): 3 clusters Score: Raw -297061.570963 + Penalty 3749.799911 = -293311.771052 nChanged 19 SP:Iteration 15Q (2927.630000 sec): 3 clusters Score: Raw -297081.060892 + Penalty 3749.799911 = -293331.260981 nChanged 13 SP:Iteration 16Q (2927.640000 sec): 3 clusters Score: Raw -297090.691421 + Penalty 3749.799911 = -293340.891511 nChanged 10 SP:Iteration 17Q (2927.650000 sec): 3 clusters Score: Raw -297097.581102 + Penalty 3749.799911 = -293347.781191 nChanged 5 SP:Iteration 18Q (2927.660000 sec): 3 clusters Score: Raw -297100.482548 + Penalty 3749.799911 = -293350.682637 nChanged 6 SP:Iteration 19Q (2927.670000 sec): 3 clusters Score: Raw -297103.825871 + Penalty 3749.799911 = -293354.025961 nChanged 4 SP:Iteration 20F (2927.670000 sec): 3 clusters Score: Raw -297108.509103 + Penalty 3749.799911 = -293358.709192 nChanged 5 SP:Iteration 21Q (2927.680000 sec): 3 clusters Score: Raw -297114.642950 + Penalty 3749.799911 = -293364.843040 nChanged 8 SP:Iteration 22Q (2927.690000 sec): 3 clusters Score: Raw -297122.948159 + Penalty 3749.799911 = -293373.148249 nChanged 13 SP:Iteration 23Q (2927.700000 sec): 3 clusters Score: Raw -297136.850707 + Penalty 3749.799911 = -293387.050797 nChanged 7 SP:Iteration 24Q (2927.710000 sec): 3 clusters Score: Raw -297141.755066 + Penalty 3749.799911 = -293391.955156 nChanged 7 SP:Iteration 25Q (2927.720000 sec): 3 clusters Score: Raw -297147.783149 + Penalty 3749.799911 = -293397.983239 nChanged 9 SP:Iteration 26Q (2927.730000 sec): 3 clusters Score: Raw -297153.167608 + Penalty 3749.799911 = -293403.367698 nChanged 4 SP:Iteration 27Q (2927.730000 sec): 3 clusters Score: Raw -297156.652781 + Penalty 3749.799911 = -293406.852871 nChanged 5 SP:Iteration 28Q (2927.740000 sec): 3 clusters Score: Raw -297162.099578 + Penalty 3749.799911 = -293412.299667 nChanged 6 SP:Iteration 29Q (2927.750000 sec): 3 clusters Score: Raw -297165.607313 + Penalty 3749.799911 = -293415.807402 nChanged 2 SP:Iteration 30Q (2927.760000 sec): 3 clusters Score: Raw -297168.841512 + Penalty 3749.799911 = -293419.041602 nChanged 1 SP:Iteration 31Q (2927.770000 sec): 3 clusters Score: Raw -297169.460500 + Penalty 3749.799911 = -293419.660589 nChanged 2 SP:Iteration 32Q (2927.770000 sec): 3 clusters Score: Raw -297171.132275 + Penalty 3749.799911 = -293421.332364 nChanged 1 SP:Iteration 33Q (2927.780000 sec): 3 clusters Score: Raw -297171.960316 + Penalty 3749.799911 = -293422.160405 nChanged 0 SP:Iteration 34F (2927.790000 sec): 3 clusters Score: Raw -297171.960316 + Penalty 3749.799911 = -293422.160405 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.800000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.800000 sec): 3 clusters Score: Raw -78122.897446 + Penalty 3086.397829 = -75036.499617 nChanged 100 SP:Iteration 1F (2927.800000 sec): 3 clusters Score: Raw -78327.021696 + Penalty 3086.397829 = -75240.623867 nChanged 24 SP:Iteration 2Q (2927.810000 sec): 3 clusters Score: Raw -78376.971956 + Penalty 3086.397829 = -75290.574127 nChanged 8 SP:Iteration 3Q (2927.810000 sec): 3 clusters Score: Raw -78397.341476 + Penalty 3086.397829 = -75310.943647 nChanged 3 SP:Iteration 4Q (2927.810000 sec): 3 clusters Score: Raw -78409.239997 + Penalty 3086.397829 = -75322.842168 nChanged 4 SP:Iteration 5Q (2927.810000 sec): 3 clusters Score: Raw -78417.981756 + Penalty 3086.397829 = -75331.583928 nChanged 3 SP:Iteration 6Q (2927.810000 sec): 3 clusters Score: Raw -78422.944207 + Penalty 3086.397829 = -75336.546378 nChanged 2 SP:Iteration 7Q (2927.820000 sec): 3 clusters Score: Raw -78427.861650 + Penalty 3086.397829 = -75341.463821 nChanged 2 SP:Iteration 8Q (2927.820000 sec): 3 clusters Score: Raw -78432.384986 + Penalty 3086.397829 = -75345.987157 nChanged 0 SP:Iteration 9F (2927.820000 sec): 3 clusters Score: Raw -78432.384986 + Penalty 3086.397829 = -75345.987157 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.830000 sec): 2 clusters Score: Raw -72889.463952 + Penalty 1548.071370 = -71341.392582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.830000 sec): 3 clusters Score: Raw -72913.868601 + Penalty 3096.142740 = -69817.725861 nChanged 98 SP:Iteration 1F (2927.830000 sec): 3 clusters Score: Raw -73114.381804 + Penalty 3096.142740 = -70018.239064 nChanged 22 SP:Iteration 2Q (2927.830000 sec): 3 clusters Score: Raw -73166.948341 + Penalty 3096.142740 = -70070.805601 nChanged 16 SP:Iteration 3Q (2927.840000 sec): 3 clusters Score: Raw -73202.421626 + Penalty 3096.142740 = -70106.278886 nChanged 8 SP:Iteration 4Q (2927.840000 sec): 3 clusters Score: Raw -73226.730143 + Penalty 3096.142740 = -70130.587403 nChanged 9 SP:Iteration 5Q (2927.840000 sec): 3 clusters Score: Raw -73261.837752 + Penalty 3096.142740 = -70165.695012 nChanged 5 SP:Iteration 6Q (2927.840000 sec): 3 clusters Score: Raw -73273.166385 + Penalty 3096.142740 = -70177.023646 nChanged 3 SP:Iteration 7Q (2927.850000 sec): 3 clusters Score: Raw -73294.252214 + Penalty 3096.142740 = -70198.109475 nChanged 3 SP:Iteration 8Q (2927.850000 sec): 3 clusters Score: Raw -73302.993042 + Penalty 3096.142740 = -70206.850302 nChanged 4 SP:Iteration 9Q (2927.850000 sec): 3 clusters Score: Raw -73312.707704 + Penalty 3096.142740 = -70216.564964 nChanged 3 SP:Iteration 10Q (2927.850000 sec): 3 clusters Score: Raw -73316.975654 + Penalty 3096.142740 = -70220.832915 nChanged 2 SP:Iteration 11Q (2927.850000 sec): 3 clusters Score: Raw -73319.185473 + Penalty 3096.142740 = -70223.042734 nChanged 4 SP:Iteration 12Q (2927.860000 sec): 3 clusters Score: Raw -73325.031279 + Penalty 3096.142740 = -70228.888539 nChanged 3 SP:Iteration 13Q (2927.860000 sec): 3 clusters Score: Raw -73332.839940 + Penalty 3096.142740 = -70236.697201 nChanged 2 SP:Iteration 14Q (2927.860000 sec): 3 clusters Score: Raw -73341.356035 + Penalty 3096.142740 = -70245.213296 nChanged 4 SP:Iteration 15Q (2927.870000 sec): 3 clusters Score: Raw -73384.774043 + Penalty 3096.142740 = -70288.631303 nChanged 11 SP:Iteration 16Q (2927.870000 sec): 3 clusters Score: Raw -73421.102530 + Penalty 3096.142740 = -70324.959790 nChanged 9 SP:Iteration 17Q (2927.870000 sec): 3 clusters Score: Raw -73470.696190 + Penalty 3096.142740 = -70374.553451 nChanged 10 SP:Iteration 18Q (2927.870000 sec): 3 clusters Score: Raw -73551.860098 + Penalty 3096.142740 = -70455.717358 nChanged 16 SP:Iteration 19Q (2927.870000 sec): 3 clusters Score: Raw -73661.547230 + Penalty 3096.142740 = -70565.404490 nChanged 25 SP:Iteration 20F (2927.880000 sec): 3 clusters Score: Raw -73765.453294 + Penalty 3096.142740 = -70669.310555 nChanged 18 SP:Iteration 21Q (2927.880000 sec): 3 clusters Score: Raw -73832.397100 + Penalty 3096.142740 = -70736.254360 nChanged 10 SP:Iteration 22Q (2927.880000 sec): 3 clusters Score: Raw -73870.214105 + Penalty 3096.142740 = -70774.071366 nChanged 7 SP:Iteration 23Q (2927.880000 sec): 3 clusters Score: Raw -73893.622955 + Penalty 3096.142740 = -70797.480216 nChanged 6 SP:Iteration 24Q (2927.890000 sec): 3 clusters Score: Raw -73917.829086 + Penalty 3096.142740 = -70821.686346 nChanged 4 SP:Iteration 25Q (2927.890000 sec): 3 clusters Score: Raw -73927.810619 + Penalty 3096.142740 = -70831.667880 nChanged 0 SP:Iteration 26F (2927.890000 sec): 3 clusters Score: Raw -73927.810619 + Penalty 3096.142740 = -70831.667880 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.890000 sec): 2 clusters Score: Raw -46878.278370 + Penalty 1459.063952 = -45419.214418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.900000 sec): 3 clusters Score: Raw -46973.562926 + Penalty 2918.127905 = -44055.435022 nChanged 64 SP:Iteration 1F (2927.900000 sec): 3 clusters Score: Raw -47303.166378 + Penalty 2918.127905 = -44385.038474 nChanged 29 SP:Iteration 2F (2927.900000 sec): 3 clusters Score: Raw -47656.057016 + Penalty 2918.127905 = -44737.929111 nChanged 26 SP:Iteration 3F (2927.900000 sec): 3 clusters Score: Raw -48074.191466 + Penalty 2918.127905 = -45156.063562 nChanged 21 SP:Iteration 4F (2927.900000 sec): 3 clusters Score: Raw -48319.267694 + Penalty 2918.127905 = -45401.139789 nChanged 14 SP:Iteration 5Q (2927.910000 sec): 3 clusters Score: Raw -48501.338743 + Penalty 2918.127905 = -45583.210838 nChanged 13 SP:Iteration 6Q (2927.910000 sec): 3 clusters Score: Raw -48701.409963 + Penalty 2918.127905 = -45783.282059 nChanged 7 SP:Iteration 7Q (2927.910000 sec): 3 clusters Score: Raw -48997.551972 + Penalty 2918.127905 = -46079.424067 nChanged 5 SP:Iteration 8Q (2927.910000 sec): 3 clusters Score: Raw -49123.560751 + Penalty 2918.127905 = -46205.432846 nChanged 5 SP:Iteration 9Q (2927.910000 sec): 3 clusters Score: Raw -49198.417067 + Penalty 2918.127905 = -46280.289162 nChanged 3 SP:Iteration 10Q (2927.910000 sec): 3 clusters Score: Raw -49257.223445 + Penalty 2918.127905 = -46339.095541 nChanged 3 SP:Iteration 11Q (2927.910000 sec): 3 clusters Score: Raw -49298.676442 + Penalty 2918.127905 = -46380.548538 nChanged 2 SP:Iteration 12Q (2927.910000 sec): 3 clusters Score: Raw -49359.978474 + Penalty 2918.127905 = -46441.850570 nChanged 1 SP:Iteration 13Q (2927.920000 sec): 3 clusters Score: Raw -49415.533102 + Penalty 2918.127905 = -46497.405197 nChanged 0 SP:Iteration 14F (2927.920000 sec): 3 clusters Score: Raw -49415.533102 + Penalty 2918.127905 = -46497.405197 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 4.92 GB. Trying to split cluster 38 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.930000 sec): 2 clusters Score: Raw -50231.749544 + Penalty 1458.372181 = -48773.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.940000 sec): 3 clusters Score: Raw -50342.093566 + Penalty 2916.744361 = -47425.349205 nChanged 52 SP:Iteration 1F (2927.940000 sec): 3 clusters Score: Raw -50469.901682 + Penalty 2916.744361 = -47553.157321 nChanged 10 SP:Iteration 2Q (2927.940000 sec): 3 clusters Score: Raw -50494.944028 + Penalty 2916.744361 = -47578.199667 nChanged 4 SP:Iteration 3Q (2927.940000 sec): 3 clusters Score: Raw -50514.875117 + Penalty 2916.744361 = -47598.130756 nChanged 11 SP:Iteration 4Q (2927.940000 sec): 3 clusters Score: Raw -50552.264456 + Penalty 2916.744361 = -47635.520095 nChanged 8 SP:Iteration 5Q (2927.940000 sec): 3 clusters Score: Raw -50581.078037 + Penalty 2916.744361 = -47664.333675 nChanged 2 SP:Iteration 6Q (2927.940000 sec): 3 clusters Score: Raw -50586.165500 + Penalty 2916.744361 = -47669.421139 nChanged 2 SP:Iteration 7Q (2927.950000 sec): 3 clusters Score: Raw -50589.357197 + Penalty 2916.744361 = -47672.612836 nChanged 0 SP:Iteration 8F (2927.950000 sec): 3 clusters Score: Raw -50589.357197 + Penalty 2916.744361 = -47672.612836 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.950000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.960000 sec): 3 clusters Score: Raw -79601.548639 + Penalty 3111.346995 = -76490.201644 nChanged 106 SP:Iteration 1F (2927.960000 sec): 3 clusters Score: Raw -79767.588490 + Penalty 3111.346995 = -76656.241495 nChanged 15 SP:Iteration 2Q (2927.960000 sec): 3 clusters Score: Raw -79795.701412 + Penalty 3111.346995 = -76684.354417 nChanged 8 SP:Iteration 3Q (2927.960000 sec): 3 clusters Score: Raw -79813.195572 + Penalty 3111.346995 = -76701.848577 nChanged 3 SP:Iteration 4Q (2927.960000 sec): 3 clusters Score: Raw -79820.375656 + Penalty 3111.346995 = -76709.028661 nChanged 1 SP:Iteration 5Q (2927.970000 sec): 3 clusters Score: Raw -79822.781524 + Penalty 3111.346995 = -76711.434529 nChanged 0 SP:Iteration 6F (2927.970000 sec): 3 clusters Score: Raw -79822.781524 + Penalty 3111.346995 = -76711.434529 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2927.980000 sec): 2 clusters Score: Raw -47906.194903 + Penalty 1471.853761 = -46434.341143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2927.980000 sec): 3 clusters Score: Raw -48052.021343 + Penalty 2943.707521 = -45108.313822 nChanged 56 SP:Iteration 1F (2927.980000 sec): 3 clusters Score: Raw -48286.387174 + Penalty 2943.707521 = -45342.679653 nChanged 25 SP:Iteration 2F (2927.980000 sec): 3 clusters Score: Raw -48533.654408 + Penalty 2943.707521 = -45589.946887 nChanged 23 SP:Iteration 3F (2927.980000 sec): 3 clusters Score: Raw -48756.989206 + Penalty 2943.707521 = -45813.281685 nChanged 20 SP:Iteration 4F (2927.980000 sec): 3 clusters Score: Raw -48877.718425 + Penalty 2943.707521 = -45934.010904 nChanged 8 SP:Iteration 5Q (2927.990000 sec): 3 clusters Score: Raw -48924.423377 + Penalty 2943.707521 = -45980.715856 nChanged 3 SP:Iteration 6Q (2927.990000 sec): 3 clusters Score: Raw -48938.046889 + Penalty 2943.707521 = -45994.339368 nChanged 4 SP:Iteration 7Q (2927.990000 sec): 3 clusters Score: Raw -48957.884542 + Penalty 2943.707521 = -46014.177021 nChanged 3 SP:Iteration 8Q (2927.990000 sec): 3 clusters Score: Raw -48982.282065 + Penalty 2943.707521 = -46038.574544 nChanged 4 SP:Iteration 9Q (2927.990000 sec): 3 clusters Score: Raw -49017.978249 + Penalty 2943.707521 = -46074.270728 nChanged 4 SP:Iteration 10Q (2928.000000 sec): 3 clusters Score: Raw -49056.084223 + Penalty 2943.707521 = -46112.376702 nChanged 1 SP:Iteration 11Q (2928.000000 sec): 3 clusters Score: Raw -49063.464837 + Penalty 2943.707521 = -46119.757316 nChanged 1 SP:Iteration 12Q (2928.000000 sec): 3 clusters Score: Raw -49071.154928 + Penalty 2943.707521 = -46127.447407 nChanged 1 SP:Iteration 13Q (2928.000000 sec): 3 clusters Score: Raw -49074.611246 + Penalty 2943.707521 = -46130.903725 nChanged 1 SP:Iteration 14Q (2928.000000 sec): 3 clusters Score: Raw -49076.414878 + Penalty 2943.707521 = -46132.707357 nChanged 1 SP:Iteration 15Q (2928.000000 sec): 3 clusters Score: Raw -49082.318444 + Penalty 2943.707521 = -46138.610923 nChanged 1 SP:Iteration 16Q (2928.000000 sec): 3 clusters Score: Raw -49088.540333 + Penalty 2943.707521 = -46144.832812 nChanged 0 SP:Iteration 17F (2928.000000 sec): 3 clusters Score: Raw -49088.540333 + Penalty 2943.707521 = -46144.832812 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 42 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.010000 sec): 2 clusters Score: Raw -55294.096004 + Penalty 1482.763670 = -53811.332335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2928.010000 sec): 3 clusters Score: Raw -55339.622189 + Penalty 2965.527339 = -52374.094850 nChanged 59 SP:Iteration 1F (2928.010000 sec): 3 clusters Score: Raw -55537.905534 + Penalty 2965.527339 = -52572.378195 nChanged 30 SP:Iteration 2F (2928.020000 sec): 3 clusters Score: Raw -55745.300457 + Penalty 2965.527339 = -52779.773117 nChanged 17 SP:Iteration 3Q (2928.020000 sec): 3 clusters Score: Raw -56056.571801 + Penalty 2965.527339 = -53091.044462 nChanged 18 SP:Iteration 4Q (2928.020000 sec): 3 clusters Score: Raw -56114.272569 + Penalty 2965.527339 = -53148.745229 nChanged 8 SP:Iteration 5Q (2928.020000 sec): 3 clusters Score: Raw -56162.848752 + Penalty 2965.527339 = -53197.321413 nChanged 7 SP:Iteration 6Q (2928.020000 sec): 3 clusters Score: Raw -56212.128137 + Penalty 2965.527339 = -53246.600797 nChanged 3 SP:Iteration 7Q (2928.020000 sec): 3 clusters Score: Raw -56257.583025 + Penalty 2965.527339 = -53292.055685 nChanged 5 SP:Iteration 8Q (2928.030000 sec): 3 clusters Score: Raw -56315.616057 + Penalty 2965.527339 = -53350.088718 nChanged 1 SP:Iteration 9Q (2928.030000 sec): 3 clusters Score: Raw -56319.850117 + Penalty 2965.527339 = -53354.322778 nChanged 0 SP:Iteration 10F (2928.030000 sec): 3 clusters Score: Raw -56319.850117 + Penalty 2965.527339 = -53354.322778 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 43 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.030000 sec): 2 clusters Score: Raw -18749.549956 + Penalty 1275.132562 = -17474.417394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2928.030000 sec): 3 clusters Score: Raw -19086.886176 + Penalty 2550.265124 = -16536.621052 nChanged 24 SP:Iteration 1F (2928.040000 sec): 3 clusters Score: Raw -19256.481421 + Penalty 2550.265124 = -16706.216297 nChanged 8 SP:Iteration 2Q (2928.040000 sec): 3 clusters Score: Raw -19341.337963 + Penalty 2550.265124 = -16791.072839 nChanged 3 SP:Iteration 3Q (2928.040000 sec): 3 clusters Score: Raw -19384.253414 + Penalty 2550.265124 = -16833.988290 nChanged 4 SP:Iteration 4Q (2928.040000 sec): 3 clusters Score: Raw -19429.051874 + Penalty 2550.265124 = -16878.786750 nChanged 2 SP:Iteration 5Q (2928.040000 sec): 3 clusters Score: Raw -19533.499442 + Penalty 2550.265124 = -16983.234318 nChanged 3 SP:Iteration 6Q (2928.040000 sec): 3 clusters Score: Raw -19544.290782 + Penalty 2550.265124 = -16994.025658 nChanged 1 SP:Iteration 7Q (2928.040000 sec): 3 clusters Score: Raw -19546.761959 + Penalty 2550.265124 = -16996.496835 nChanged 1 SP:Iteration 8Q (2928.040000 sec): 3 clusters Score: Raw -19550.408620 + Penalty 2550.265124 = -17000.143496 nChanged 0 SP:Iteration 9F (2928.040000 sec): 3 clusters Score: Raw -19550.408620 + Penalty 2550.265124 = -17000.143496 nChanged 0 Deleting Class 31 (95 points): Lose 3105.059730 but Gain 3319.613826 Iteration 179F (2976.580000 sec): 42 clusters Score: Raw -99245717.296451 + Penalty 136104.166854 = -99109613.129597 nChanged 144 Iteration 180F (3023.990000 sec): 42 clusters Score: Raw -99252615.236901 + Penalty 136104.166854 = -99116511.070047 nChanged 47 Iteration 181Q (3032.640000 sec): 42 clusters Score: Raw -99255219.426709 + Penalty 136104.166854 = -99119115.259855 nChanged 5 Iteration 182Q (3041.300000 sec): 42 clusters Score: Raw -99255240.278093 + Penalty 136104.166854 = -99119136.111239 nChanged 2 Iteration 183Q (3049.970000 sec): 42 clusters Score: Raw -99255246.404425 + Penalty 136104.166854 = -99119142.237571 nChanged 2 Iteration 184Q (3058.630000 sec): 42 clusters Score: Raw -99255254.304319 + Penalty 136104.166854 = -99119150.137465 nChanged 2 Iteration 185Q (3067.290000 sec): 42 clusters Score: Raw -99255261.736728 + Penalty 136104.166854 = -99119157.569874 nChanged 2 Iteration 186Q (3075.960000 sec): 42 clusters Score: Raw -99255266.694550 + Penalty 136104.166854 = -99119162.527696 nChanged 1 Iteration 187Q (3084.640000 sec): 42 clusters Score: Raw -99255270.144117 + Penalty 136104.166854 = -99119165.977263 nChanged 0 Iteration 188F (3132.080000 sec): 42 clusters Score: Raw -99260921.883971 + Penalty 136104.166854 = -99124817.717117 nChanged 88 Iteration 189Q (3140.790000 sec): 42 clusters Score: Raw -99266398.936260 + Penalty 136104.166854 = -99130294.769406 nChanged 6 Iteration 190Q (3149.510000 sec): 42 clusters Score: Raw -99266418.755437 + Penalty 136104.166854 = -99130314.588583 nChanged 3 Iteration 191Q (3158.210000 sec): 42 clusters Score: Raw -99266433.391607 + Penalty 136104.166854 = -99130329.224753 nChanged 4 Iteration 192Q (3166.930000 sec): 42 clusters Score: Raw -99266445.094957 + Penalty 136104.166854 = -99130340.928102 nChanged 1 Iteration 193Q (3175.650000 sec): 42 clusters Score: Raw -99266447.269588 + Penalty 136104.166854 = -99130343.102734 nChanged 1 Iteration 194Q (3184.360000 sec): 42 clusters Score: Raw -99266449.265919 + Penalty 136104.166854 = -99130345.099065 nChanged 1 Iteration 195Q (3193.080000 sec): 42 clusters Score: Raw -99266451.627161 + Penalty 136104.166854 = -99130347.460307 nChanged 0 Iteration 196F (3240.540000 sec): 42 clusters Score: Raw -99276246.569021 + Penalty 136104.166854 = -99140142.402167 nChanged 134 Iteration 197Q (3249.280000 sec): 42 clusters Score: Raw -99283357.671501 + Penalty 136104.166854 = -99147253.504647 nChanged 5 Iteration 198Q (3257.980000 sec): 42 clusters Score: Raw -99283407.117649 + Penalty 136104.166854 = -99147302.950795 nChanged 8 Iteration 199Q (3266.660000 sec): 42 clusters Score: Raw -99283914.803313 + Penalty 136104.166854 = -99147810.636459 nChanged 3 Iteration 200F (3314.100000 sec): 42 clusters Score: Raw -99294682.500164 + Penalty 136104.166854 = -99158578.333310 nChanged 121 Iteration 201Q (3322.760000 sec): 42 clusters Score: Raw -99299825.284360 + Penalty 136104.166854 = -99163721.117505 nChanged 8 Iteration 202Q (3331.460000 sec): 42 clusters Score: Raw -99299901.967908 + Penalty 136104.166854 = -99163797.801053 nChanged 1 Iteration 203Q (3340.150000 sec): 42 clusters Score: Raw -99299905.081278 + Penalty 136104.166854 = -99163800.914424 nChanged 1 Iteration 204Q (3348.840000 sec): 42 clusters Score: Raw -99299909.104533 + Penalty 136104.166854 = -99163804.937679 nChanged 0 Iteration 205F (3396.270000 sec): 42 clusters Score: Raw -99302393.178420 + Penalty 136104.166854 = -99166289.011565 nChanged 36 Iteration 206Q (3404.970000 sec): 42 clusters Score: Raw -99304131.639103 + Penalty 136104.166854 = -99168027.472249 nChanged 3 Iteration 207Q (3413.650000 sec): 42 clusters Score: Raw -99304155.416926 + Penalty 136104.166854 = -99168051.250072 nChanged 0 Iteration 208F (3461.080000 sec): 42 clusters Score: Raw -99308322.291317 + Penalty 136104.166854 = -99172218.124463 nChanged 55 Iteration 209Q (3469.720000 sec): 42 clusters Score: Raw -99310520.989708 + Penalty 136104.166854 = -99174416.822854 nChanged 0 Iteration 210F (3517.080000 sec): 42 clusters Score: Raw -99311707.211182 + Penalty 136104.166854 = -99175603.044328 nChanged 31 Iteration 211Q (3525.710000 sec): 42 clusters Score: Raw -99313877.157516 + Penalty 136104.166854 = -99177772.990662 nChanged 3 Iteration 212Q (3534.380000 sec): 42 clusters Score: Raw -99313948.868423 + Penalty 136104.166854 = -99177844.701569 nChanged 0 Iteration 213F (3581.740000 sec): 42 clusters Score: Raw -99316829.256187 + Penalty 136104.166854 = -99180725.089333 nChanged 49 Iteration 214Q (3590.400000 sec): 42 clusters Score: Raw -99319399.253700 + Penalty 136104.166854 = -99183295.086846 nChanged 1 Iteration 215Q (3599.060000 sec): 42 clusters Score: Raw -99319400.453076 + Penalty 136104.166854 = -99183296.286222 nChanged 0 Iteration 216F (3646.470000 sec): 42 clusters Score: Raw -99320821.513854 + Penalty 136104.166854 = -99184717.346999 nChanged 30 Iteration 217Q (3655.110000 sec): 42 clusters Score: Raw -99322892.723038 + Penalty 136104.166854 = -99186788.556184 nChanged 2 Iteration 218Q (3663.760000 sec): 42 clusters Score: Raw -99322895.463780 + Penalty 136104.166854 = -99186791.296926 nChanged 0 Writing temp clu file Because OldScore, -99186788.556184, is greater than current (better) Score,-99186791.296926 Compute initial score before splitting: Score: Raw -99322895.463780 + Penalty 136104.166854 = -99186791.296926 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3664.040000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3664.190000 sec): 3 clusters Score: Raw -4539036.996438 + Penalty 5093.818789 = -4533943.177649 nChanged 12985 SP:Iteration 1F (3664.340000 sec): 3 clusters Score: Raw -4546232.651268 + Penalty 5093.818789 = -4541138.832479 nChanged 1359 SP:Iteration 2Q (3664.490000 sec): 3 clusters Score: Raw -4546704.953732 + Penalty 5093.818789 = -4541611.134943 nChanged 1321 SP:Iteration 3Q (3664.640000 sec): 3 clusters Score: Raw -4547248.533662 + Penalty 5093.818789 = -4542154.714873 nChanged 1392 SP:Iteration 4Q (3664.790000 sec): 3 clusters Score: Raw -4547898.084010 + Penalty 5093.818789 = -4542804.265221 nChanged 1544 SP:Iteration 5F (3664.950000 sec): 3 clusters Score: Raw -4548655.255020 + Penalty 5093.818789 = -4543561.436231 nChanged 1655 SP:Iteration 6F (3665.090000 sec): 3 clusters Score: Raw -4549634.725078 + Penalty 5093.818789 = -4544540.906289 nChanged 1800 SP:Iteration 7F (3665.240000 sec): 3 clusters Score: Raw -4550741.668576 + Penalty 5093.818789 = -4545647.849787 nChanged 1683 SP:Iteration 8F (3665.390000 sec): 3 clusters Score: Raw -4551779.414126 + Penalty 5093.818789 = -4546685.595337 nChanged 1442 SP:Iteration 9Q (3665.550000 sec): 3 clusters Score: Raw -4552635.038371 + Penalty 5093.818789 = -4547541.219582 nChanged 1165 SP:Iteration 10Q (3665.690000 sec): 3 clusters Score: Raw -4553259.740512 + Penalty 5093.818789 = -4548165.921723 nChanged 912 SP:Iteration 11Q (3665.850000 sec): 3 clusters Score: Raw -4553736.709651 + Penalty 5093.818789 = -4548642.890862 nChanged 711 SP:Iteration 12Q (3666.000000 sec): 3 clusters Score: Raw -4554106.925558 + Penalty 5093.818789 = -4549013.106769 nChanged 619 SP:Iteration 13Q (3666.150000 sec): 3 clusters Score: Raw -4554436.511599 + Penalty 5093.818789 = -4549342.692810 nChanged 568 SP:Iteration 14Q (3666.290000 sec): 3 clusters Score: Raw -4554750.899158 + Penalty 5093.818789 = -4549657.080369 nChanged 522 SP:Iteration 15Q (3666.440000 sec): 3 clusters Score: Raw -4555070.296099 + Penalty 5093.818789 = -4549976.477310 nChanged 443 SP:Iteration 16Q (3666.580000 sec): 3 clusters Score: Raw -4555360.372051 + Penalty 5093.818789 = -4550266.553262 nChanged 372 SP:Iteration 17Q (3666.720000 sec): 3 clusters Score: Raw -4555619.971570 + Penalty 5093.818789 = -4550526.152781 nChanged 285 SP:Iteration 18Q (3666.850000 sec): 3 clusters Score: Raw -4555824.476228 + Penalty 5093.818789 = -4550730.657439 nChanged 254 SP:Iteration 19Q (3666.980000 sec): 3 clusters Score: Raw -4556015.078256 + Penalty 5093.818789 = -4550921.259467 nChanged 190 SP:Iteration 20F (3667.130000 sec): 3 clusters Score: Raw -4556156.392624 + Penalty 5093.818789 = -4551062.573835 nChanged 166 SP:Iteration 21Q (3667.250000 sec): 3 clusters Score: Raw -4556293.449828 + Penalty 5093.818789 = -4551199.631040 nChanged 146 SP:Iteration 22Q (3667.360000 sec): 3 clusters Score: Raw -4556407.913325 + Penalty 5093.818789 = -4551314.094536 nChanged 109 SP:Iteration 23Q (3667.470000 sec): 3 clusters Score: Raw -4556490.320513 + Penalty 5093.818789 = -4551396.501724 nChanged 84 SP:Iteration 24Q (3667.590000 sec): 3 clusters Score: Raw -4556542.540150 + Penalty 5093.818789 = -4551448.721361 nChanged 60 SP:Iteration 25Q (3667.700000 sec): 3 clusters Score: Raw -4556580.728596 + Penalty 5093.818789 = -4551486.909807 nChanged 47 SP:Iteration 26Q (3667.810000 sec): 3 clusters Score: Raw -4556607.828978 + Penalty 5093.818789 = -4551514.010189 nChanged 37 SP:Iteration 27Q (3667.920000 sec): 3 clusters Score: Raw -4556627.405537 + Penalty 5093.818789 = -4551533.586748 nChanged 33 SP:Iteration 28Q (3668.030000 sec): 3 clusters Score: Raw -4556643.317811 + Penalty 5093.818789 = -4551549.499022 nChanged 23 SP:Iteration 29Q (3668.130000 sec): 3 clusters Score: Raw -4556655.477141 + Penalty 5093.818789 = -4551561.658352 nChanged 20 SP:Iteration 30Q (3668.250000 sec): 3 clusters Score: Raw -4556665.444826 + Penalty 5093.818789 = -4551571.626037 nChanged 21 SP:Iteration 31Q (3668.350000 sec): 3 clusters Score: Raw -4556674.443225 + Penalty 5093.818789 = -4551580.624436 nChanged 16 SP:Iteration 32Q (3668.460000 sec): 3 clusters Score: Raw -4556680.425953 + Penalty 5093.818789 = -4551586.607164 nChanged 11 SP:Iteration 33Q (3668.570000 sec): 3 clusters Score: Raw -4556686.917921 + Penalty 5093.818789 = -4551593.099132 nChanged 12 SP:Iteration 34Q (3668.680000 sec): 3 clusters Score: Raw -4556692.811213 + Penalty 5093.818789 = -4551598.992424 nChanged 9 SP:Iteration 35Q (3668.790000 sec): 3 clusters Score: Raw -4556697.654572 + Penalty 5093.818789 = -4551603.835783 nChanged 8 SP:Iteration 36Q (3668.890000 sec): 3 clusters Score: Raw -4556700.753782 + Penalty 5093.818789 = -4551606.934994 nChanged 3 SP:Iteration 37Q (3669.000000 sec): 3 clusters Score: Raw -4556701.731662 + Penalty 5093.818789 = -4551607.912873 nChanged 1 SP:Iteration 38Q (3669.110000 sec): 3 clusters Score: Raw -4556702.018883 + Penalty 5093.818789 = -4551608.200094 nChanged 1 SP:Iteration 39Q (3669.210000 sec): 3 clusters Score: Raw -4556702.492947 + Penalty 5093.818789 = -4551608.674158 nChanged 1 SP:Iteration 40F (3669.360000 sec): 3 clusters Score: Raw -4556702.681060 + Penalty 5093.818789 = -4551608.862271 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.380000 sec): 2 clusters Score: Raw -50631.046476 + Penalty 1462.494159 = -49168.552317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.380000 sec): 3 clusters Score: Raw -50741.256753 + Penalty 2924.988318 = -47816.268435 nChanged 58 SP:Iteration 1F (3669.380000 sec): 3 clusters Score: Raw -50969.178276 + Penalty 2924.988318 = -48044.189957 nChanged 31 SP:Iteration 2F (3669.390000 sec): 3 clusters Score: Raw -51142.578759 + Penalty 2924.988318 = -48217.590440 nChanged 25 SP:Iteration 3F (3669.390000 sec): 3 clusters Score: Raw -51260.988681 + Penalty 2924.988318 = -48336.000362 nChanged 28 SP:Iteration 4F (3669.390000 sec): 3 clusters Score: Raw -51586.315474 + Penalty 2924.988318 = -48661.327156 nChanged 20 SP:Iteration 5F (3669.390000 sec): 3 clusters Score: Raw -51777.173168 + Penalty 2924.988318 = -48852.184850 nChanged 14 SP:Iteration 6Q (3669.390000 sec): 3 clusters Score: Raw -51880.630505 + Penalty 2924.988318 = -48955.642186 nChanged 10 SP:Iteration 7Q (3669.390000 sec): 3 clusters Score: Raw -51951.277351 + Penalty 2924.988318 = -49026.289033 nChanged 7 SP:Iteration 8Q (3669.390000 sec): 3 clusters Score: Raw -51981.726521 + Penalty 2924.988318 = -49056.738203 nChanged 3 SP:Iteration 9Q (3669.400000 sec): 3 clusters Score: Raw -52002.543318 + Penalty 2924.988318 = -49077.555000 nChanged 3 SP:Iteration 10Q (3669.400000 sec): 3 clusters Score: Raw -52040.253247 + Penalty 2924.988318 = -49115.264928 nChanged 2 SP:Iteration 11Q (3669.400000 sec): 3 clusters Score: Raw -52058.811054 + Penalty 2924.988318 = -49133.822736 nChanged 1 SP:Iteration 12Q (3669.400000 sec): 3 clusters Score: Raw -52065.819364 + Penalty 2924.988318 = -49140.831045 nChanged 2 SP:Iteration 13Q (3669.400000 sec): 3 clusters Score: Raw -52085.375135 + Penalty 2924.988318 = -49160.386816 nChanged 2 SP:Iteration 14Q (3669.400000 sec): 3 clusters Score: Raw -52111.196070 + Penalty 2924.988318 = -49186.207752 nChanged 3 SP:Iteration 15Q (3669.410000 sec): 3 clusters Score: Raw -52141.002062 + Penalty 2924.988318 = -49216.013744 nChanged 4 SP:Iteration 16Q (3669.410000 sec): 3 clusters Score: Raw -52182.193637 + Penalty 2924.988318 = -49257.205319 nChanged 5 SP:Iteration 17Q (3669.410000 sec): 3 clusters Score: Raw -52313.518460 + Penalty 2924.988318 = -49388.530142 nChanged 3 SP:Iteration 18Q (3669.410000 sec): 3 clusters Score: Raw -52804.234153 + Penalty 2924.988318 = -49879.245835 nChanged 3 SP:Iteration 19Q (3669.410000 sec): 3 clusters Score: Raw -52826.210973 + Penalty 2924.988318 = -49901.222655 nChanged 2 SP:Iteration 20F (3669.410000 sec): 3 clusters Score: Raw -52848.792112 + Penalty 2924.988318 = -49923.803794 nChanged 1 SP:Iteration 21Q (3669.410000 sec): 3 clusters Score: Raw -52859.012864 + Penalty 2924.988318 = -49934.024546 nChanged 0 SP:Iteration 22F (3669.420000 sec): 3 clusters Score: Raw -52859.012864 + Penalty 2924.988318 = -49934.024546 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 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.450000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.470000 sec): 3 clusters Score: Raw -724171.882319 + Penalty 4197.727014 = -719974.155305 nChanged 1814 SP:Iteration 1F (3669.490000 sec): 3 clusters Score: Raw -725204.868879 + Penalty 4197.727014 = -721007.141865 nChanged 341 SP:Iteration 2F (3669.520000 sec): 3 clusters Score: Raw -725407.990878 + Penalty 4197.727014 = -721210.263864 nChanged 252 SP:Iteration 3F (3669.540000 sec): 3 clusters Score: Raw -725553.444621 + Penalty 4197.727014 = -721355.717607 nChanged 173 SP:Iteration 4Q (3669.560000 sec): 3 clusters Score: Raw -725641.913472 + Penalty 4197.727014 = -721444.186457 nChanged 142 SP:Iteration 5Q (3669.590000 sec): 3 clusters Score: Raw -725714.313029 + Penalty 4197.727014 = -721516.586014 nChanged 114 SP:Iteration 6Q (3669.610000 sec): 3 clusters Score: Raw -725772.942253 + Penalty 4197.727014 = -721575.215239 nChanged 118 SP:Iteration 7Q (3669.630000 sec): 3 clusters Score: Raw -725836.275106 + Penalty 4197.727014 = -721638.548092 nChanged 115 SP:Iteration 8Q (3669.660000 sec): 3 clusters Score: Raw -725889.789202 + Penalty 4197.727014 = -721692.062188 nChanged 87 SP:Iteration 9Q (3669.680000 sec): 3 clusters Score: Raw -725927.988511 + Penalty 4197.727014 = -721730.261497 nChanged 94 SP:Iteration 10Q (3669.710000 sec): 3 clusters Score: Raw -725974.500024 + Penalty 4197.727014 = -721776.773010 nChanged 96 SP:Iteration 11Q (3669.730000 sec): 3 clusters Score: Raw -726027.748270 + Penalty 4197.727014 = -721830.021256 nChanged 91 SP:Iteration 12Q (3669.750000 sec): 3 clusters Score: Raw -726104.497650 + Penalty 4197.727014 = -721906.770636 nChanged 131 SP:Iteration 13Q (3669.780000 sec): 3 clusters Score: Raw -726243.918098 + Penalty 4197.727014 = -722046.191084 nChanged 162 SP:Iteration 14Q (3669.800000 sec): 3 clusters Score: Raw -726434.908675 + Penalty 4197.727014 = -722237.181661 nChanged 195 SP:Iteration 15Q (3669.830000 sec): 3 clusters Score: Raw -726627.113933 + Penalty 4197.727014 = -722429.386919 nChanged 168 SP:Iteration 16Q (3669.850000 sec): 3 clusters Score: Raw -726748.402038 + Penalty 4197.727014 = -722550.675024 nChanged 135 SP:Iteration 17Q (3669.870000 sec): 3 clusters Score: Raw -726833.068606 + Penalty 4197.727014 = -722635.341591 nChanged 107 SP:Iteration 18Q (3669.890000 sec): 3 clusters Score: Raw -726897.210400 + Penalty 4197.727014 = -722699.483386 nChanged 87 SP:Iteration 19Q (3669.920000 sec): 3 clusters Score: Raw -726946.605096 + Penalty 4197.727014 = -722748.878082 nChanged 78 SP:Iteration 20F (3669.940000 sec): 3 clusters Score: Raw -727000.089819 + Penalty 4197.727014 = -722802.362804 nChanged 81 SP:Iteration 21Q (3669.970000 sec): 3 clusters Score: Raw -727054.833396 + Penalty 4197.727014 = -722857.106382 nChanged 67 SP:Iteration 22Q (3669.990000 sec): 3 clusters Score: Raw -727091.505094 + Penalty 4197.727014 = -722893.778080 nChanged 51 SP:Iteration 23Q (3670.010000 sec): 3 clusters Score: Raw -727122.389291 + Penalty 4197.727014 = -722924.662277 nChanged 49 SP:Iteration 24Q (3670.030000 sec): 3 clusters Score: Raw -727152.760816 + Penalty 4197.727014 = -722955.033802 nChanged 37 SP:Iteration 25Q (3670.060000 sec): 3 clusters Score: Raw -727174.008952 + Penalty 4197.727014 = -722976.281938 nChanged 36 SP:Iteration 26Q (3670.080000 sec): 3 clusters Score: Raw -727191.472688 + Penalty 4197.727014 = -722993.745674 nChanged 33 SP:Iteration 27Q (3670.110000 sec): 3 clusters Score: Raw -727207.871738 + Penalty 4197.727014 = -723010.144723 nChanged 29 SP:Iteration 28Q (3670.130000 sec): 3 clusters Score: Raw -727224.120986 + Penalty 4197.727014 = -723026.393972 nChanged 23 SP:Iteration 29Q (3670.150000 sec): 3 clusters Score: Raw -727236.819694 + Penalty 4197.727014 = -723039.092680 nChanged 20 SP:Iteration 30Q (3670.170000 sec): 3 clusters Score: Raw -727250.233313 + Penalty 4197.727014 = -723052.506299 nChanged 13 SP:Iteration 31Q (3670.200000 sec): 3 clusters Score: Raw -727258.925889 + Penalty 4197.727014 = -723061.198875 nChanged 14 SP:Iteration 32Q (3670.220000 sec): 3 clusters Score: Raw -727266.784707 + Penalty 4197.727014 = -723069.057692 nChanged 13 SP:Iteration 33Q (3670.250000 sec): 3 clusters Score: Raw -727273.980813 + Penalty 4197.727014 = -723076.253799 nChanged 11 SP:Iteration 34Q (3670.270000 sec): 3 clusters Score: Raw -727281.828330 + Penalty 4197.727014 = -723084.101315 nChanged 6 SP:Iteration 35Q (3670.290000 sec): 3 clusters Score: Raw -727284.758367 + Penalty 4197.727014 = -723087.031353 nChanged 7 SP:Iteration 36Q (3670.310000 sec): 3 clusters Score: Raw -727288.230819 + Penalty 4197.727014 = -723090.503805 nChanged 7 SP:Iteration 37Q (3670.330000 sec): 3 clusters Score: Raw -727291.993941 + Penalty 4197.727014 = -723094.266927 nChanged 7 SP:Iteration 38Q (3670.360000 sec): 3 clusters Score: Raw -727294.959107 + Penalty 4197.727014 = -723097.232093 nChanged 3 SP:Iteration 39Q (3670.380000 sec): 3 clusters Score: Raw -727296.802912 + Penalty 4197.727014 = -723099.075898 nChanged 3 SP:Iteration 40F (3670.410000 sec): 3 clusters Score: Raw -727298.561458 + Penalty 4197.727014 = -723100.834444 nChanged 4 SP:Iteration 41Q (3670.430000 sec): 3 clusters Score: Raw -727301.120494 + Penalty 4197.727014 = -723103.393480 nChanged 2 SP:Iteration 42Q (3670.450000 sec): 3 clusters Score: Raw -727302.619869 + Penalty 4197.727014 = -723104.892854 nChanged 2 SP:Iteration 43Q (3670.470000 sec): 3 clusters Score: Raw -727303.146799 + Penalty 4197.727014 = -723105.419785 nChanged 2 SP:Iteration 44Q (3670.500000 sec): 3 clusters Score: Raw -727304.050601 + Penalty 4197.727014 = -723106.323587 nChanged 1 SP:Iteration 45Q (3670.520000 sec): 3 clusters Score: Raw -727304.514928 + Penalty 4197.727014 = -723106.787914 nChanged 0 SP:Iteration 46F (3670.540000 sec): 3 clusters Score: Raw -727304.514928 + Penalty 4197.727014 = -723106.787914 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3670.560000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3670.580000 sec): 3 clusters Score: Raw -579224.186877 + Penalty 4115.705143 = -575108.481734 nChanged 1485 SP:Iteration 1F (3670.600000 sec): 3 clusters Score: Raw -580164.320966 + Penalty 4115.705143 = -576048.615823 nChanged 335 SP:Iteration 2F (3670.620000 sec): 3 clusters Score: Raw -580389.452572 + Penalty 4115.705143 = -576273.747429 nChanged 202 SP:Iteration 3F (3670.640000 sec): 3 clusters Score: Raw -580526.407348 + Penalty 4115.705143 = -576410.702205 nChanged 179 SP:Iteration 4Q (3670.660000 sec): 3 clusters Score: Raw -580670.638385 + Penalty 4115.705143 = -576554.933242 nChanged 162 SP:Iteration 5Q (3670.680000 sec): 3 clusters Score: Raw -580793.048947 + Penalty 4115.705143 = -576677.343804 nChanged 140 SP:Iteration 6Q (3670.700000 sec): 3 clusters Score: Raw -580886.299741 + Penalty 4115.705143 = -576770.594598 nChanged 126 SP:Iteration 7Q (3670.720000 sec): 3 clusters Score: Raw -580959.440654 + Penalty 4115.705143 = -576843.735511 nChanged 119 SP:Iteration 8Q (3670.740000 sec): 3 clusters Score: Raw -581027.774626 + Penalty 4115.705143 = -576912.069483 nChanged 105 SP:Iteration 9Q (3670.760000 sec): 3 clusters Score: Raw -581090.096164 + Penalty 4115.705143 = -576974.391022 nChanged 103 SP:Iteration 10Q (3670.780000 sec): 3 clusters Score: Raw -581159.434094 + Penalty 4115.705143 = -577043.728951 nChanged 99 SP:Iteration 11Q (3670.800000 sec): 3 clusters Score: Raw -581235.438337 + Penalty 4115.705143 = -577119.733194 nChanged 117 SP:Iteration 12Q (3670.820000 sec): 3 clusters Score: Raw -581327.552306 + Penalty 4115.705143 = -577211.847163 nChanged 133 SP:Iteration 13Q (3670.840000 sec): 3 clusters Score: Raw -581424.495626 + Penalty 4115.705143 = -577308.790484 nChanged 134 SP:Iteration 14Q (3670.860000 sec): 3 clusters Score: Raw -581523.366083 + Penalty 4115.705143 = -577407.660940 nChanged 127 SP:Iteration 15Q (3670.880000 sec): 3 clusters Score: Raw -581625.077359 + Penalty 4115.705143 = -577509.372216 nChanged 123 SP:Iteration 16Q (3670.900000 sec): 3 clusters Score: Raw -581726.839494 + Penalty 4115.705143 = -577611.134351 nChanged 112 SP:Iteration 17Q (3670.920000 sec): 3 clusters Score: Raw -581827.430273 + Penalty 4115.705143 = -577711.725130 nChanged 94 SP:Iteration 18Q (3670.940000 sec): 3 clusters Score: Raw -581900.165776 + Penalty 4115.705143 = -577784.460634 nChanged 81 SP:Iteration 19Q (3670.960000 sec): 3 clusters Score: Raw -581961.422278 + Penalty 4115.705143 = -577845.717135 nChanged 51 SP:Iteration 20F (3670.980000 sec): 3 clusters Score: Raw -581999.273154 + Penalty 4115.705143 = -577883.568011 nChanged 36 SP:Iteration 21Q (3671.000000 sec): 3 clusters Score: Raw -582027.071091 + Penalty 4115.705143 = -577911.365948 nChanged 27 SP:Iteration 22Q (3671.020000 sec): 3 clusters Score: Raw -582045.104343 + Penalty 4115.705143 = -577929.399200 nChanged 23 SP:Iteration 23Q (3671.040000 sec): 3 clusters Score: Raw -582061.497451 + Penalty 4115.705143 = -577945.792309 nChanged 10 SP:Iteration 24Q (3671.060000 sec): 3 clusters Score: Raw -582068.916315 + Penalty 4115.705143 = -577953.211172 nChanged 6 SP:Iteration 25Q (3671.070000 sec): 3 clusters Score: Raw -582072.048208 + Penalty 4115.705143 = -577956.343065 nChanged 5 SP:Iteration 26Q (3671.090000 sec): 3 clusters Score: Raw -582074.694883 + Penalty 4115.705143 = -577958.989741 nChanged 1 SP:Iteration 27Q (3671.110000 sec): 3 clusters Score: Raw -582074.946555 + Penalty 4115.705143 = -577959.241412 nChanged 0 SP:Iteration 28F (3671.130000 sec): 3 clusters Score: Raw -582074.946555 + Penalty 4115.705143 = -577959.241412 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3671.190000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3671.240000 sec): 3 clusters Score: Raw -1601287.472701 + Penalty 4608.655336 = -1596678.817364 nChanged 4558 SP:Iteration 1F (3671.290000 sec): 3 clusters Score: Raw -1603925.594724 + Penalty 4608.655336 = -1599316.939387 nChanged 901 SP:Iteration 2F (3671.350000 sec): 3 clusters Score: Raw -1604580.510509 + Penalty 4608.655336 = -1599971.855173 nChanged 832 SP:Iteration 3F (3671.400000 sec): 3 clusters Score: Raw -1605210.848668 + Penalty 4608.655336 = -1600602.193332 nChanged 746 SP:Iteration 4F (3671.460000 sec): 3 clusters Score: Raw -1605807.426072 + Penalty 4608.655336 = -1601198.770736 nChanged 671 SP:Iteration 5F (3671.510000 sec): 3 clusters Score: Raw -1606282.802367 + Penalty 4608.655336 = -1601674.147031 nChanged 597 SP:Iteration 6F (3671.570000 sec): 3 clusters Score: Raw -1606660.530723 + Penalty 4608.655336 = -1602051.875387 nChanged 439 SP:Iteration 7Q (3671.620000 sec): 3 clusters Score: Raw -1606909.793113 + Penalty 4608.655336 = -1602301.137777 nChanged 369 SP:Iteration 8Q (3671.670000 sec): 3 clusters Score: Raw -1607108.899791 + Penalty 4608.655336 = -1602500.244454 nChanged 309 SP:Iteration 9Q (3671.720000 sec): 3 clusters Score: Raw -1607286.073031 + Penalty 4608.655336 = -1602677.417695 nChanged 298 SP:Iteration 10Q (3671.770000 sec): 3 clusters Score: Raw -1607463.133932 + Penalty 4608.655336 = -1602854.478595 nChanged 291 SP:Iteration 11Q (3671.830000 sec): 3 clusters Score: Raw -1607609.324372 + Penalty 4608.655336 = -1603000.669036 nChanged 247 SP:Iteration 12Q (3671.880000 sec): 3 clusters Score: Raw -1607751.580489 + Penalty 4608.655336 = -1603142.925152 nChanged 222 SP:Iteration 13Q (3671.930000 sec): 3 clusters Score: Raw -1607886.534046 + Penalty 4608.655336 = -1603277.878710 nChanged 199 SP:Iteration 14Q (3671.980000 sec): 3 clusters Score: Raw -1608000.876528 + Penalty 4608.655336 = -1603392.221191 nChanged 167 SP:Iteration 15Q (3672.030000 sec): 3 clusters Score: Raw -1608084.188676 + Penalty 4608.655336 = -1603475.533340 nChanged 128 SP:Iteration 16Q (3672.080000 sec): 3 clusters Score: Raw -1608152.262045 + Penalty 4608.655336 = -1603543.606709 nChanged 100 SP:Iteration 17Q (3672.130000 sec): 3 clusters Score: Raw -1608201.548973 + Penalty 4608.655336 = -1603592.893637 nChanged 89 SP:Iteration 18Q (3672.180000 sec): 3 clusters Score: Raw -1608241.821819 + Penalty 4608.655336 = -1603633.166483 nChanged 72 SP:Iteration 19Q (3672.230000 sec): 3 clusters Score: Raw -1608278.076712 + Penalty 4608.655336 = -1603669.421376 nChanged 57 SP:Iteration 20F (3672.280000 sec): 3 clusters Score: Raw -1608300.320988 + Penalty 4608.655336 = -1603691.665652 nChanged 48 SP:Iteration 21Q (3672.330000 sec): 3 clusters Score: Raw -1608315.562171 + Penalty 4608.655336 = -1603706.906835 nChanged 36 SP:Iteration 22Q (3672.380000 sec): 3 clusters Score: Raw -1608324.624289 + Penalty 4608.655336 = -1603715.968953 nChanged 24 SP:Iteration 23Q (3672.430000 sec): 3 clusters Score: Raw -1608332.012244 + Penalty 4608.655336 = -1603723.356908 nChanged 20 SP:Iteration 24Q (3672.470000 sec): 3 clusters Score: Raw -1608336.526528 + Penalty 4608.655336 = -1603727.871192 nChanged 16 SP:Iteration 25Q (3672.520000 sec): 3 clusters Score: Raw -1608341.741078 + Penalty 4608.655336 = -1603733.085741 nChanged 17 SP:Iteration 26Q (3672.570000 sec): 3 clusters Score: Raw -1608346.822602 + Penalty 4608.655336 = -1603738.167266 nChanged 15 SP:Iteration 27Q (3672.620000 sec): 3 clusters Score: Raw -1608351.398605 + Penalty 4608.655336 = -1603742.743268 nChanged 9 SP:Iteration 28Q (3672.670000 sec): 3 clusters Score: Raw -1608355.898463 + Penalty 4608.655336 = -1603747.243127 nChanged 11 SP:Iteration 29Q (3672.710000 sec): 3 clusters Score: Raw -1608358.129470 + Penalty 4608.655336 = -1603749.474134 nChanged 10 SP:Iteration 30Q (3672.760000 sec): 3 clusters Score: Raw -1608360.992543 + Penalty 4608.655336 = -1603752.337207 nChanged 12 SP:Iteration 31Q (3672.810000 sec): 3 clusters Score: Raw -1608364.074367 + Penalty 4608.655336 = -1603755.419031 nChanged 13 SP:Iteration 32Q (3672.860000 sec): 3 clusters Score: Raw -1608366.511480 + Penalty 4608.655336 = -1603757.856144 nChanged 5 SP:Iteration 33Q (3672.910000 sec): 3 clusters Score: Raw -1608367.575269 + Penalty 4608.655336 = -1603758.919933 nChanged 4 SP:Iteration 34Q (3672.950000 sec): 3 clusters Score: Raw -1608368.214443 + Penalty 4608.655336 = -1603759.559107 nChanged 1 SP:Iteration 35Q (3673.000000 sec): 3 clusters Score: Raw -1608368.495707 + Penalty 4608.655336 = -1603759.840371 nChanged 0 SP:Iteration 36F (3673.050000 sec): 3 clusters Score: Raw -1608368.495707 + Penalty 4608.655336 = -1603759.840371 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3674.120000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3675.320000 sec): 3 clusters Score: Raw -34525070.489631 + Penalty 6114.711255 = -34518955.778375 nChanged 109384 SP:Iteration 1F (3676.500000 sec): 3 clusters Score: Raw -34591224.376855 + Penalty 6114.711255 = -34585109.665599 nChanged 8908 SP:Iteration 2Q (3677.710000 sec): 3 clusters Score: Raw -34594281.171423 + Penalty 6114.711255 = -34588166.460168 nChanged 10666 SP:Iteration 3Q (3678.920000 sec): 3 clusters Score: Raw -34598697.082552 + Penalty 6114.711255 = -34592582.371296 nChanged 12397 SP:Iteration 4F (3680.100000 sec): 3 clusters Score: Raw -34604571.276343 + Penalty 6114.711255 = -34598456.565087 nChanged 13503 SP:Iteration 5F (3681.300000 sec): 3 clusters Score: Raw -34611375.533091 + Penalty 6114.711255 = -34605260.821835 nChanged 13750 SP:Iteration 6F (3682.480000 sec): 3 clusters Score: Raw -34618126.427094 + Penalty 6114.711255 = -34612011.715838 nChanged 12747 SP:Iteration 7F (3683.660000 sec): 3 clusters Score: Raw -34623733.717859 + Penalty 6114.711255 = -34617619.006604 nChanged 10678 SP:Iteration 8Q (3684.870000 sec): 3 clusters Score: Raw -34627739.668779 + Penalty 6114.711255 = -34621624.957523 nChanged 8535 SP:Iteration 9Q (3686.080000 sec): 3 clusters Score: Raw -34630445.256225 + Penalty 6114.711255 = -34624330.544970 nChanged 6877 SP:Iteration 10Q (3687.300000 sec): 3 clusters Score: Raw -34632484.630854 + Penalty 6114.711255 = -34626369.919599 nChanged 6165 SP:Iteration 11Q (3688.500000 sec): 3 clusters Score: Raw -34634379.897771 + Penalty 6114.711255 = -34628265.186516 nChanged 6249 SP:Iteration 12Q (3689.720000 sec): 3 clusters Score: Raw -34636470.528136 + Penalty 6114.711255 = -34630355.816880 nChanged 6908 SP:Iteration 13Q (3690.920000 sec): 3 clusters Score: Raw -34639100.578786 + Penalty 6114.711255 = -34632985.867531 nChanged 7819 SP:Iteration 14Q (3692.120000 sec): 3 clusters Score: Raw -34642594.647793 + Penalty 6114.711255 = -34636479.936537 nChanged 8518 SP:Iteration 15Q (3693.320000 sec): 3 clusters Score: Raw -34647075.268382 + Penalty 6114.711255 = -34640960.557126 nChanged 8842 SP:Iteration 16Q (3694.530000 sec): 3 clusters Score: Raw -34652571.887635 + Penalty 6114.711255 = -34646457.176380 nChanged 8617 SP:Iteration 17Q (3695.740000 sec): 3 clusters Score: Raw -34658836.620587 + Penalty 6114.711255 = -34652721.909331 nChanged 7487 SP:Iteration 18Q (3696.910000 sec): 3 clusters Score: Raw -34664873.085674 + Penalty 6114.711255 = -34658758.374419 nChanged 5468 SP:Iteration 19Q (3698.020000 sec): 3 clusters Score: Raw -34669462.370470 + Penalty 6114.711255 = -34663347.659214 nChanged 3279 SP:Iteration 20F (3699.180000 sec): 3 clusters Score: Raw -34672156.422449 + Penalty 6114.711255 = -34666041.711193 nChanged 1800 SP:Iteration 21Q (3700.130000 sec): 3 clusters Score: Raw -34673545.012047 + Penalty 6114.711255 = -34667430.300792 nChanged 1078 SP:Iteration 22Q (3701.040000 sec): 3 clusters Score: Raw -34674298.548205 + Penalty 6114.711255 = -34668183.836949 nChanged 642 SP:Iteration 23Q (3701.930000 sec): 3 clusters Score: Raw -34674689.475768 + Penalty 6114.711255 = -34668574.764513 nChanged 391 SP:Iteration 24Q (3702.800000 sec): 3 clusters Score: Raw -34674911.421447 + Penalty 6114.711255 = -34668796.710192 nChanged 284 SP:Iteration 25Q (3703.660000 sec): 3 clusters Score: Raw -34675061.479756 + Penalty 6114.711255 = -34668946.768501 nChanged 208 SP:Iteration 26Q (3704.520000 sec): 3 clusters Score: Raw -34675156.808503 + Penalty 6114.711255 = -34669042.097248 nChanged 166 SP:Iteration 27Q (3705.370000 sec): 3 clusters Score: Raw -34675218.317194 + Penalty 6114.711255 = -34669103.605939 nChanged 107 SP:Iteration 28Q (3706.220000 sec): 3 clusters Score: Raw -34675250.891576 + Penalty 6114.711255 = -34669136.180321 nChanged 72 SP:Iteration 29Q (3707.060000 sec): 3 clusters Score: Raw -34675278.246862 + Penalty 6114.711255 = -34669163.535606 nChanged 57 SP:Iteration 30Q (3707.910000 sec): 3 clusters Score: Raw -34675298.826227 + Penalty 6114.711255 = -34669184.114972 nChanged 64 SP:Iteration 31Q (3708.750000 sec): 3 clusters Score: Raw -34675318.311504 + Penalty 6114.711255 = -34669203.600249 nChanged 54 SP:Iteration 32Q (3709.600000 sec): 3 clusters Score: Raw -34675334.476524 + Penalty 6114.711255 = -34669219.765269 nChanged 40 SP:Iteration 33Q (3710.440000 sec): 3 clusters Score: Raw -34675345.887667 + Penalty 6114.711255 = -34669231.176412 nChanged 45 SP:Iteration 34Q (3711.280000 sec): 3 clusters Score: Raw -34675360.415125 + Penalty 6114.711255 = -34669245.703869 nChanged 47 SP:Iteration 35Q (3712.130000 sec): 3 clusters Score: Raw -34675375.400355 + Penalty 6114.711255 = -34669260.689099 nChanged 43 SP:Iteration 36Q (3712.970000 sec): 3 clusters Score: Raw -34675392.029163 + Penalty 6114.711255 = -34669277.317907 nChanged 38 SP:Iteration 37Q (3713.810000 sec): 3 clusters Score: Raw -34675402.616078 + Penalty 6114.711255 = -34669287.904823 nChanged 29 SP:Iteration 38Q (3714.650000 sec): 3 clusters Score: Raw -34675413.862377 + Penalty 6114.711255 = -34669299.151122 nChanged 32 SP:Iteration 39Q (3715.500000 sec): 3 clusters Score: Raw -34675424.606929 + Penalty 6114.711255 = -34669309.895674 nChanged 30 SP:Iteration 40F (3716.660000 sec): 3 clusters Score: Raw -34675432.397868 + Penalty 6114.711255 = -34669317.686613 nChanged 24 SP:Iteration 41Q (3717.500000 sec): 3 clusters Score: Raw -34675439.611916 + Penalty 6114.711255 = -34669324.900661 nChanged 26 SP:Iteration 42Q (3718.340000 sec): 3 clusters Score: Raw -34675447.744593 + Penalty 6114.711255 = -34669333.033337 nChanged 23 SP:Iteration 43Q (3719.180000 sec): 3 clusters Score: Raw -34675454.524707 + Penalty 6114.711255 = -34669339.813452 nChanged 28 SP:Iteration 44Q (3720.020000 sec): 3 clusters Score: Raw -34675463.512724 + Penalty 6114.711255 = -34669348.801469 nChanged 20 SP:Iteration 45Q (3720.850000 sec): 3 clusters Score: Raw -34675469.656187 + Penalty 6114.711255 = -34669354.944932 nChanged 17 SP:Iteration 46Q (3721.690000 sec): 3 clusters Score: Raw -34675474.151591 + Penalty 6114.711255 = -34669359.440336 nChanged 10 SP:Iteration 47Q (3722.530000 sec): 3 clusters Score: Raw -34675477.042438 + Penalty 6114.711255 = -34669362.331183 nChanged 14 SP:Iteration 48Q (3723.370000 sec): 3 clusters Score: Raw -34675481.472552 + Penalty 6114.711255 = -34669366.761297 nChanged 19 SP:Iteration 49Q (3724.210000 sec): 3 clusters Score: Raw -34675486.952190 + Penalty 6114.711255 = -34669372.240934 nChanged 21 SP:Iteration 50Q (3725.030000 sec): 3 clusters Score: Raw -34675492.312658 + Penalty 6114.711255 = -34669377.601402 nChanged 14 SP:Iteration 51Q (3725.830000 sec): 3 clusters Score: Raw -34675495.245055 + Penalty 6114.711255 = -34669380.533800 nChanged 11 SP:Iteration 52Q (3726.630000 sec): 3 clusters Score: Raw -34675501.039093 + Penalty 6114.711255 = -34669386.327837 nChanged 15 SP:Iteration 53Q (3727.430000 sec): 3 clusters Score: Raw -34675504.794450 + Penalty 6114.711255 = -34669390.083194 nChanged 12 SP:Iteration 54Q (3728.220000 sec): 3 clusters Score: Raw -34675508.361711 + Penalty 6114.711255 = -34669393.650455 nChanged 9 SP:Iteration 55Q (3729.020000 sec): 3 clusters Score: Raw -34675511.020229 + Penalty 6114.711255 = -34669396.308974 nChanged 11 SP:Iteration 56Q (3729.820000 sec): 3 clusters Score: Raw -34675513.426249 + Penalty 6114.711255 = -34669398.714993 nChanged 10 SP:Iteration 57Q (3730.620000 sec): 3 clusters Score: Raw -34675516.929689 + Penalty 6114.711255 = -34669402.218434 nChanged 13 SP:Iteration 58Q (3731.410000 sec): 3 clusters Score: Raw -34675520.874624 + Penalty 6114.711255 = -34669406.163368 nChanged 9 SP:Iteration 59Q (3732.210000 sec): 3 clusters Score: Raw -34675523.445016 + Penalty 6114.711255 = -34669408.733760 nChanged 6 SP:Iteration 60F (3733.340000 sec): 3 clusters Score: Raw -34675524.694064 + Penalty 6114.711255 = -34669409.982809 nChanged 4 SP:Iteration 61Q (3734.140000 sec): 3 clusters Score: Raw -34675526.088271 + Penalty 6114.711255 = -34669411.377016 nChanged 6 SP:Iteration 62Q (3734.940000 sec): 3 clusters Score: Raw -34675527.805321 + Penalty 6114.711255 = -34669413.094065 nChanged 8 SP:Iteration 63Q (3735.730000 sec): 3 clusters Score: Raw -34675530.171317 + Penalty 6114.711255 = -34669415.460061 nChanged 7 SP:Iteration 64Q (3736.530000 sec): 3 clusters Score: Raw -34675531.938193 + Penalty 6114.711255 = -34669417.226938 nChanged 3 SP:Iteration 65Q (3737.330000 sec): 3 clusters Score: Raw -34675532.262687 + Penalty 6114.711255 = -34669417.551432 nChanged 2 SP:Iteration 66Q (3738.130000 sec): 3 clusters Score: Raw -34675533.056503 + Penalty 6114.711255 = -34669418.345248 nChanged 6 SP:Iteration 67Q (3738.930000 sec): 3 clusters Score: Raw -34675534.044830 + Penalty 6114.711255 = -34669419.333575 nChanged 6 SP:Iteration 68Q (3739.730000 sec): 3 clusters Score: Raw -34675535.484164 + Penalty 6114.711255 = -34669420.772909 nChanged 6 SP:Iteration 69Q (3740.520000 sec): 3 clusters Score: Raw -34675537.225103 + Penalty 6114.711255 = -34669422.513848 nChanged 10 SP:Iteration 70Q (3741.320000 sec): 3 clusters Score: Raw -34675539.972467 + Penalty 6114.711255 = -34669425.261211 nChanged 11 SP:Iteration 71Q (3742.120000 sec): 3 clusters Score: Raw -34675542.238487 + Penalty 6114.711255 = -34669427.527231 nChanged 6 SP:Iteration 72Q (3742.920000 sec): 3 clusters Score: Raw -34675544.327591 + Penalty 6114.711255 = -34669429.616336 nChanged 5 SP:Iteration 73Q (3743.710000 sec): 3 clusters Score: Raw -34675545.013847 + Penalty 6114.711255 = -34669430.302591 nChanged 1 SP:Iteration 74Q (3744.510000 sec): 3 clusters Score: Raw -34675545.163643 + Penalty 6114.711255 = -34669430.452388 nChanged 1 SP:Iteration 75Q (3745.310000 sec): 3 clusters Score: Raw -34675545.395793 + Penalty 6114.711255 = -34669430.684538 nChanged 1 SP:Iteration 76Q (3746.110000 sec): 3 clusters Score: Raw -34675545.693509 + Penalty 6114.711255 = -34669430.982253 nChanged 1 SP:Iteration 77Q (3746.910000 sec): 3 clusters Score: Raw -34675546.110267 + Penalty 6114.711255 = -34669431.399012 nChanged 2 SP:Iteration 78Q (3747.700000 sec): 3 clusters Score: Raw -34675546.757477 + Penalty 6114.711255 = -34669432.046222 nChanged 1 SP:Iteration 79Q (3748.500000 sec): 3 clusters Score: Raw -34675547.079395 + Penalty 6114.711255 = -34669432.368140 nChanged 2 SP:Iteration 80F (3749.630000 sec): 3 clusters Score: Raw -34675547.542701 + Penalty 6114.711255 = -34669432.831445 nChanged 4 SP:Iteration 81Q (3750.430000 sec): 3 clusters Score: Raw -34675548.572912 + Penalty 6114.711255 = -34669433.861657 nChanged 4 SP:Iteration 82Q (3751.230000 sec): 3 clusters Score: Raw -34675549.623276 + Penalty 6114.711255 = -34669434.912021 nChanged 5 SP:Iteration 83Q (3752.030000 sec): 3 clusters Score: Raw -34675551.042815 + Penalty 6114.711255 = -34669436.331560 nChanged 6 SP:Iteration 84Q (3752.820000 sec): 3 clusters Score: Raw -34675552.942761 + Penalty 6114.711255 = -34669438.231506 nChanged 6 SP:Iteration 85Q (3753.620000 sec): 3 clusters Score: Raw -34675554.104594 + Penalty 6114.711255 = -34669439.393338 nChanged 5 SP:Iteration 86Q (3754.420000 sec): 3 clusters Score: Raw -34675555.578798 + Penalty 6114.711255 = -34669440.867543 nChanged 7 SP:Iteration 87Q (3755.220000 sec): 3 clusters Score: Raw -34675557.686745 + Penalty 6114.711255 = -34669442.975489 nChanged 5 SP:Iteration 88Q (3756.020000 sec): 3 clusters Score: Raw -34675558.886697 + Penalty 6114.711255 = -34669444.175441 nChanged 3 SP:Iteration 89Q (3756.810000 sec): 3 clusters Score: Raw -34675559.687983 + Penalty 6114.711255 = -34669444.976727 nChanged 2 SP:Iteration 90Q (3757.610000 sec): 3 clusters Score: Raw -34675560.579626 + Penalty 6114.711255 = -34669445.868371 nChanged 2 SP:Iteration 91Q (3758.410000 sec): 3 clusters Score: Raw -34675561.191083 + Penalty 6114.711255 = -34669446.479828 nChanged 3 SP:Iteration 92Q (3759.200000 sec): 3 clusters Score: Raw -34675561.844917 + Penalty 6114.711255 = -34669447.133662 nChanged 2 SP:Iteration 93Q (3760.000000 sec): 3 clusters Score: Raw -34675562.209101 + Penalty 6114.711255 = -34669447.497846 nChanged 2 SP:Iteration 94Q (3760.790000 sec): 3 clusters Score: Raw -34675562.833064 + Penalty 6114.711255 = -34669448.121809 nChanged 2 SP:Iteration 95Q (3761.590000 sec): 3 clusters Score: Raw -34675563.063746 + Penalty 6114.711255 = -34669448.352491 nChanged 0 SP:Iteration 96F (3762.720000 sec): 3 clusters Score: Raw -34675563.063746 + Penalty 6114.711255 = -34669448.352491 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3762.840000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3762.880000 sec): 3 clusters Score: Raw -1320432.449401 + Penalty 4487.661079 = -1315944.788322 nChanged 3411 SP:Iteration 1F (3762.930000 sec): 3 clusters Score: Raw -1322275.749446 + Penalty 4487.661079 = -1317788.088367 nChanged 569 SP:Iteration 2F (3762.970000 sec): 3 clusters Score: Raw -1322563.088797 + Penalty 4487.661079 = -1318075.427718 nChanged 472 SP:Iteration 3F (3763.010000 sec): 3 clusters Score: Raw -1322810.110226 + Penalty 4487.661079 = -1318322.449147 nChanged 388 SP:Iteration 4Q (3763.050000 sec): 3 clusters Score: Raw -1323016.257421 + Penalty 4487.661079 = -1318528.596342 nChanged 374 SP:Iteration 5Q (3763.090000 sec): 3 clusters Score: Raw -1323213.265574 + Penalty 4487.661079 = -1318725.604495 nChanged 333 SP:Iteration 6Q (3763.130000 sec): 3 clusters Score: Raw -1323391.846917 + Penalty 4487.661079 = -1318904.185838 nChanged 328 SP:Iteration 7Q (3763.180000 sec): 3 clusters Score: Raw -1323562.120726 + Penalty 4487.661079 = -1319074.459647 nChanged 298 SP:Iteration 8Q (3763.220000 sec): 3 clusters Score: Raw -1323740.697545 + Penalty 4487.661079 = -1319253.036466 nChanged 304 SP:Iteration 9Q (3763.260000 sec): 3 clusters Score: Raw -1323918.787006 + Penalty 4487.661079 = -1319431.125927 nChanged 272 SP:Iteration 10Q (3763.300000 sec): 3 clusters Score: Raw -1324084.679128 + Penalty 4487.661079 = -1319597.018049 nChanged 270 SP:Iteration 11Q (3763.350000 sec): 3 clusters Score: Raw -1324272.673417 + Penalty 4487.661079 = -1319785.012338 nChanged 249 SP:Iteration 12Q (3763.390000 sec): 3 clusters Score: Raw -1324451.879332 + Penalty 4487.661079 = -1319964.218253 nChanged 199 SP:Iteration 13Q (3763.430000 sec): 3 clusters Score: Raw -1324589.539017 + Penalty 4487.661079 = -1320101.877937 nChanged 159 SP:Iteration 14Q (3763.470000 sec): 3 clusters Score: Raw -1324700.741880 + Penalty 4487.661079 = -1320213.080801 nChanged 125 SP:Iteration 15Q (3763.510000 sec): 3 clusters Score: Raw -1324787.307441 + Penalty 4487.661079 = -1320299.646362 nChanged 90 SP:Iteration 16Q (3763.550000 sec): 3 clusters Score: Raw -1324852.499542 + Penalty 4487.661079 = -1320364.838463 nChanged 69 SP:Iteration 17Q (3763.590000 sec): 3 clusters Score: Raw -1324899.203137 + Penalty 4487.661079 = -1320411.542058 nChanged 58 SP:Iteration 18Q (3763.630000 sec): 3 clusters Score: Raw -1324939.151662 + Penalty 4487.661079 = -1320451.490583 nChanged 35 SP:Iteration 19Q (3763.670000 sec): 3 clusters Score: Raw -1324964.915219 + Penalty 4487.661079 = -1320477.254140 nChanged 33 SP:Iteration 20F (3763.710000 sec): 3 clusters Score: Raw -1324991.432464 + Penalty 4487.661079 = -1320503.771385 nChanged 31 SP:Iteration 21Q (3763.750000 sec): 3 clusters Score: Raw -1325021.612298 + Penalty 4487.661079 = -1320533.951219 nChanged 30 SP:Iteration 22Q (3763.780000 sec): 3 clusters Score: Raw -1325048.288412 + Penalty 4487.661079 = -1320560.627333 nChanged 23 SP:Iteration 23Q (3763.820000 sec): 3 clusters Score: Raw -1325072.506858 + Penalty 4487.661079 = -1320584.845779 nChanged 19 SP:Iteration 24Q (3763.850000 sec): 3 clusters Score: Raw -1325091.241526 + Penalty 4487.661079 = -1320603.580447 nChanged 15 SP:Iteration 25Q (3763.890000 sec): 3 clusters Score: Raw -1325104.151523 + Penalty 4487.661079 = -1320616.490444 nChanged 14 SP:Iteration 26Q (3763.930000 sec): 3 clusters Score: Raw -1325114.750804 + Penalty 4487.661079 = -1320627.089725 nChanged 8 SP:Iteration 27Q (3763.970000 sec): 3 clusters Score: Raw -1325121.213015 + Penalty 4487.661079 = -1320633.551936 nChanged 9 SP:Iteration 28Q (3764.000000 sec): 3 clusters Score: Raw -1325130.731096 + Penalty 4487.661079 = -1320643.070017 nChanged 6 SP:Iteration 29Q (3764.030000 sec): 3 clusters Score: Raw -1325136.376884 + Penalty 4487.661079 = -1320648.715805 nChanged 8 SP:Iteration 30Q (3764.070000 sec): 3 clusters Score: Raw -1325143.279191 + Penalty 4487.661079 = -1320655.618112 nChanged 5 SP:Iteration 31Q (3764.110000 sec): 3 clusters Score: Raw -1325148.506380 + Penalty 4487.661079 = -1320660.845301 nChanged 5 SP:Iteration 32Q (3764.140000 sec): 3 clusters Score: Raw -1325153.699886 + Penalty 4487.661079 = -1320666.038807 nChanged 6 SP:Iteration 33Q (3764.180000 sec): 3 clusters Score: Raw -1325159.613619 + Penalty 4487.661079 = -1320671.952540 nChanged 5 SP:Iteration 34Q (3764.210000 sec): 3 clusters Score: Raw -1325164.174459 + Penalty 4487.661079 = -1320676.513380 nChanged 4 SP:Iteration 35Q (3764.250000 sec): 3 clusters Score: Raw -1325168.280171 + Penalty 4487.661079 = -1320680.619092 nChanged 4 SP:Iteration 36Q (3764.280000 sec): 3 clusters Score: Raw -1325171.279343 + Penalty 4487.661079 = -1320683.618264 nChanged 4 SP:Iteration 37Q (3764.320000 sec): 3 clusters Score: Raw -1325173.587650 + Penalty 4487.661079 = -1320685.926571 nChanged 2 SP:Iteration 38Q (3764.350000 sec): 3 clusters Score: Raw -1325174.555548 + Penalty 4487.661079 = -1320686.894469 nChanged 0 SP:Iteration 39F (3764.390000 sec): 3 clusters Score: Raw -1325174.555548 + Penalty 4487.661079 = -1320686.894469 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3764.550000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3764.730000 sec): 3 clusters Score: Raw -5613657.306813 + Penalty 5200.770207 = -5608456.536606 nChanged 16369 SP:Iteration 1F (3764.910000 sec): 3 clusters Score: Raw -5622705.081958 + Penalty 5200.770207 = -5617504.311752 nChanged 1795 SP:Iteration 2F (3765.090000 sec): 3 clusters Score: Raw -5623392.999414 + Penalty 5200.770207 = -5618192.229208 nChanged 1785 SP:Iteration 3Q (3765.270000 sec): 3 clusters Score: Raw -5624161.645388 + Penalty 5200.770207 = -5618960.875182 nChanged 1900 SP:Iteration 4F (3765.450000 sec): 3 clusters Score: Raw -5625100.111683 + Penalty 5200.770207 = -5619899.341476 nChanged 2022 SP:Iteration 5F (3765.640000 sec): 3 clusters Score: Raw -5626076.463607 + Penalty 5200.770207 = -5620875.693401 nChanged 1907 SP:Iteration 6F (3765.820000 sec): 3 clusters Score: Raw -5627002.689496 + Penalty 5200.770207 = -5621801.919289 nChanged 1816 SP:Iteration 7F (3766.000000 sec): 3 clusters Score: Raw -5627838.930805 + Penalty 5200.770207 = -5622638.160598 nChanged 1668 SP:Iteration 8Q (3766.180000 sec): 3 clusters Score: Raw -5628529.829612 + Penalty 5200.770207 = -5623329.059405 nChanged 1431 SP:Iteration 9Q (3766.370000 sec): 3 clusters Score: Raw -5629060.519830 + Penalty 5200.770207 = -5623859.749623 nChanged 1134 SP:Iteration 10Q (3766.550000 sec): 3 clusters Score: Raw -5629433.226920 + Penalty 5200.770207 = -5624232.456713 nChanged 971 SP:Iteration 11Q (3766.730000 sec): 3 clusters Score: Raw -5629726.528385 + Penalty 5200.770207 = -5624525.758178 nChanged 915 SP:Iteration 12Q (3766.910000 sec): 3 clusters Score: Raw -5630035.257027 + Penalty 5200.770207 = -5624834.486821 nChanged 884 SP:Iteration 13Q (3767.100000 sec): 3 clusters Score: Raw -5630351.793689 + Penalty 5200.770207 = -5625151.023482 nChanged 902 SP:Iteration 14Q (3767.280000 sec): 3 clusters Score: Raw -5630689.483770 + Penalty 5200.770207 = -5625488.713563 nChanged 916 SP:Iteration 15Q (3767.460000 sec): 3 clusters Score: Raw -5631067.963858 + Penalty 5200.770207 = -5625867.193652 nChanged 947 SP:Iteration 16Q (3767.640000 sec): 3 clusters Score: Raw -5631490.652504 + Penalty 5200.770207 = -5626289.882297 nChanged 1021 SP:Iteration 17Q (3767.820000 sec): 3 clusters Score: Raw -5632000.918794 + Penalty 5200.770207 = -5626800.148587 nChanged 1016 SP:Iteration 18Q (3768.010000 sec): 3 clusters Score: Raw -5632575.478128 + Penalty 5200.770207 = -5627374.707921 nChanged 1003 SP:Iteration 19Q (3768.190000 sec): 3 clusters Score: Raw -5633164.246487 + Penalty 5200.770207 = -5627963.476281 nChanged 896 SP:Iteration 20F (3768.370000 sec): 3 clusters Score: Raw -5633707.506798 + Penalty 5200.770207 = -5628506.736592 nChanged 750 SP:Iteration 21Q (3768.550000 sec): 3 clusters Score: Raw -5634184.280738 + Penalty 5200.770207 = -5628983.510531 nChanged 618 SP:Iteration 22Q (3768.730000 sec): 3 clusters Score: Raw -5634576.012250 + Penalty 5200.770207 = -5629375.242043 nChanged 498 SP:Iteration 23Q (3768.910000 sec): 3 clusters Score: Raw -5634898.222366 + Penalty 5200.770207 = -5629697.452160 nChanged 400 SP:Iteration 24Q (3769.080000 sec): 3 clusters Score: Raw -5635158.232896 + Penalty 5200.770207 = -5629957.462690 nChanged 264 SP:Iteration 25Q (3769.250000 sec): 3 clusters Score: Raw -5635333.376006 + Penalty 5200.770207 = -5630132.605799 nChanged 174 SP:Iteration 26Q (3769.410000 sec): 3 clusters Score: Raw -5635453.208513 + Penalty 5200.770207 = -5630252.438307 nChanged 130 SP:Iteration 27Q (3769.570000 sec): 3 clusters Score: Raw -5635540.432088 + Penalty 5200.770207 = -5630339.661881 nChanged 85 SP:Iteration 28Q (3769.730000 sec): 3 clusters Score: Raw -5635590.949428 + Penalty 5200.770207 = -5630390.179221 nChanged 59 SP:Iteration 29Q (3769.890000 sec): 3 clusters Score: Raw -5635630.809626 + Penalty 5200.770207 = -5630430.039419 nChanged 45 SP:Iteration 30Q (3770.040000 sec): 3 clusters Score: Raw -5635661.717550 + Penalty 5200.770207 = -5630460.947344 nChanged 35 SP:Iteration 31Q (3770.190000 sec): 3 clusters Score: Raw -5635684.087821 + Penalty 5200.770207 = -5630483.317614 nChanged 33 SP:Iteration 32Q (3770.330000 sec): 3 clusters Score: Raw -5635705.807371 + Penalty 5200.770207 = -5630505.037164 nChanged 18 SP:Iteration 33Q (3770.480000 sec): 3 clusters Score: Raw -5635717.380823 + Penalty 5200.770207 = -5630516.610616 nChanged 15 SP:Iteration 34Q (3770.630000 sec): 3 clusters Score: Raw -5635728.117511 + Penalty 5200.770207 = -5630527.347304 nChanged 16 SP:Iteration 35Q (3770.780000 sec): 3 clusters Score: Raw -5635738.801566 + Penalty 5200.770207 = -5630538.031360 nChanged 12 SP:Iteration 36Q (3770.920000 sec): 3 clusters Score: Raw -5635746.533821 + Penalty 5200.770207 = -5630545.763614 nChanged 12 SP:Iteration 37Q (3771.070000 sec): 3 clusters Score: Raw -5635753.603183 + Penalty 5200.770207 = -5630552.832976 nChanged 8 SP:Iteration 38Q (3771.210000 sec): 3 clusters Score: Raw -5635757.609630 + Penalty 5200.770207 = -5630556.839424 nChanged 11 SP:Iteration 39Q (3771.360000 sec): 3 clusters Score: Raw -5635764.301488 + Penalty 5200.770207 = -5630563.531281 nChanged 10 SP:Iteration 40F (3771.540000 sec): 3 clusters Score: Raw -5635773.082101 + Penalty 5200.770207 = -5630572.311894 nChanged 13 SP:Iteration 41Q (3771.680000 sec): 3 clusters Score: Raw -5635782.937692 + Penalty 5200.770207 = -5630582.167485 nChanged 12 SP:Iteration 42Q (3771.830000 sec): 3 clusters Score: Raw -5635789.526477 + Penalty 5200.770207 = -5630588.756270 nChanged 13 SP:Iteration 43Q (3771.970000 sec): 3 clusters Score: Raw -5635799.306209 + Penalty 5200.770207 = -5630598.536002 nChanged 9 SP:Iteration 44Q (3772.120000 sec): 3 clusters Score: Raw -5635802.996510 + Penalty 5200.770207 = -5630602.226303 nChanged 1 SP:Iteration 45Q (3772.260000 sec): 3 clusters Score: Raw -5635804.282329 + Penalty 5200.770207 = -5630603.512122 nChanged 2 SP:Iteration 46Q (3772.410000 sec): 3 clusters Score: Raw -5635805.287758 + Penalty 5200.770207 = -5630604.517552 nChanged 0 SP:Iteration 47F (3772.580000 sec): 3 clusters Score: Raw -5635805.287758 + Penalty 5200.770207 = -5630604.517552 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3773.450000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.490000 sec): 3 clusters Score: Raw -32007950.389904 + Penalty 6066.123142 = -32001884.266762 nChanged 98822 SP:Iteration 1F (3775.530000 sec): 3 clusters Score: Raw -32065812.986969 + Penalty 6066.123142 = -32059746.863827 nChanged 5407 SP:Iteration 2Q (3776.590000 sec): 3 clusters Score: Raw -32066914.375676 + Penalty 6066.123142 = -32060848.252534 nChanged 5911 SP:Iteration 3Q (3777.650000 sec): 3 clusters Score: Raw -32068305.665307 + Penalty 6066.123142 = -32062239.542165 nChanged 6724 SP:Iteration 4Q (3778.710000 sec): 3 clusters Score: Raw -32070158.788171 + Penalty 6066.123142 = -32064092.665030 nChanged 7492 SP:Iteration 5Q (3779.770000 sec): 3 clusters Score: Raw -32072558.484934 + Penalty 6066.123142 = -32066492.361793 nChanged 8380 SP:Iteration 6Q (3780.840000 sec): 3 clusters Score: Raw -32075442.141375 + Penalty 6066.123142 = -32069376.018233 nChanged 8755 SP:Iteration 7Q (3781.890000 sec): 3 clusters Score: Raw -32078553.169952 + Penalty 6066.123142 = -32072487.046810 nChanged 8896 SP:Iteration 8Q (3782.950000 sec): 3 clusters Score: Raw -32081565.072582 + Penalty 6066.123142 = -32075498.949440 nChanged 8315 SP:Iteration 9Q (3784.010000 sec): 3 clusters Score: Raw -32084218.011581 + Penalty 6066.123142 = -32078151.888439 nChanged 7640 SP:Iteration 10Q (3785.070000 sec): 3 clusters Score: Raw -32086409.507457 + Penalty 6066.123142 = -32080343.384315 nChanged 6698 SP:Iteration 11Q (3786.120000 sec): 3 clusters Score: Raw -32088257.110039 + Penalty 6066.123142 = -32082190.986897 nChanged 6098 SP:Iteration 12Q (3787.180000 sec): 3 clusters Score: Raw -32089970.242601 + Penalty 6066.123142 = -32083904.119459 nChanged 6146 SP:Iteration 13Q (3788.230000 sec): 3 clusters Score: Raw -32091935.839461 + Penalty 6066.123142 = -32085869.716320 nChanged 7097 SP:Iteration 14Q (3789.280000 sec): 3 clusters Score: Raw -32094612.714883 + Penalty 6066.123142 = -32088546.591741 nChanged 8577 SP:Iteration 15Q (3790.330000 sec): 3 clusters Score: Raw -32098458.377074 + Penalty 6066.123142 = -32092392.253932 nChanged 10266 SP:Iteration 16F (3791.360000 sec): 3 clusters Score: Raw -32103963.469070 + Penalty 6066.123142 = -32097897.345928 nChanged 11946 SP:Iteration 17F (3792.400000 sec): 3 clusters Score: Raw -32111574.044398 + Penalty 6066.123142 = -32105507.921256 nChanged 12404 SP:Iteration 18F (3793.440000 sec): 3 clusters Score: Raw -32120537.264181 + Penalty 6066.123142 = -32114471.141040 nChanged 11058 SP:Iteration 19F (3794.470000 sec): 3 clusters Score: Raw -32128906.359470 + Penalty 6066.123142 = -32122840.236328 nChanged 8405 SP:Iteration 20F (3795.500000 sec): 3 clusters Score: Raw -32135180.235261 + Penalty 6066.123142 = -32129114.112119 nChanged 5644 SP:Iteration 21Q (3796.380000 sec): 3 clusters Score: Raw -32139153.810577 + Penalty 6066.123142 = -32133087.687436 nChanged 3650 SP:Iteration 22Q (3797.230000 sec): 3 clusters Score: Raw -32141494.874110 + Penalty 6066.123142 = -32135428.750969 nChanged 2284 SP:Iteration 23Q (3798.040000 sec): 3 clusters Score: Raw -32142810.891807 + Penalty 6066.123142 = -32136744.768666 nChanged 1436 SP:Iteration 24Q (3798.830000 sec): 3 clusters Score: Raw -32143580.284089 + Penalty 6066.123142 = -32137514.160948 nChanged 1008 SP:Iteration 25Q (3799.600000 sec): 3 clusters Score: Raw -32144038.657390 + Penalty 6066.123142 = -32137972.534248 nChanged 665 SP:Iteration 26Q (3800.360000 sec): 3 clusters Score: Raw -32144283.354179 + Penalty 6066.123142 = -32138217.231037 nChanged 445 SP:Iteration 27Q (3801.120000 sec): 3 clusters Score: Raw -32144412.744826 + Penalty 6066.123142 = -32138346.621685 nChanged 290 SP:Iteration 28Q (3801.870000 sec): 3 clusters Score: Raw -32144481.422146 + Penalty 6066.123142 = -32138415.299004 nChanged 224 SP:Iteration 29Q (3802.620000 sec): 3 clusters Score: Raw -32144527.947738 + Penalty 6066.123142 = -32138461.824596 nChanged 184 SP:Iteration 30Q (3803.370000 sec): 3 clusters Score: Raw -32144560.920310 + Penalty 6066.123142 = -32138494.797168 nChanged 129 SP:Iteration 31Q (3804.120000 sec): 3 clusters Score: Raw -32144581.172831 + Penalty 6066.123142 = -32138515.049690 nChanged 86 SP:Iteration 32Q (3804.860000 sec): 3 clusters Score: Raw -32144595.640828 + Penalty 6066.123142 = -32138529.517686 nChanged 77 SP:Iteration 33Q (3805.610000 sec): 3 clusters Score: Raw -32144607.788210 + Penalty 6066.123142 = -32138541.665068 nChanged 73 SP:Iteration 34Q (3806.360000 sec): 3 clusters Score: Raw -32144618.910321 + Penalty 6066.123142 = -32138552.787179 nChanged 70 SP:Iteration 35Q (3807.100000 sec): 3 clusters Score: Raw -32144629.489295 + Penalty 6066.123142 = -32138563.366154 nChanged 58 SP:Iteration 36Q (3807.840000 sec): 3 clusters Score: Raw -32144638.436698 + Penalty 6066.123142 = -32138572.313557 nChanged 56 SP:Iteration 37Q (3808.590000 sec): 3 clusters Score: Raw -32144645.358100 + Penalty 6066.123142 = -32138579.234958 nChanged 39 SP:Iteration 38Q (3809.330000 sec): 3 clusters Score: Raw -32144649.849320 + Penalty 6066.123142 = -32138583.726178 nChanged 30 SP:Iteration 39Q (3810.080000 sec): 3 clusters Score: Raw -32144653.781813 + Penalty 6066.123142 = -32138587.658672 nChanged 27 SP:Iteration 40F (3811.100000 sec): 3 clusters Score: Raw -32144656.908592 + Penalty 6066.123142 = -32138590.785450 nChanged 26 SP:Iteration 41Q (3811.840000 sec): 3 clusters Score: Raw -32144660.454110 + Penalty 6066.123142 = -32138594.330969 nChanged 27 SP:Iteration 42Q (3812.590000 sec): 3 clusters Score: Raw -32144664.088672 + Penalty 6066.123142 = -32138597.965530 nChanged 22 SP:Iteration 43Q (3813.330000 sec): 3 clusters Score: Raw -32144667.078017 + Penalty 6066.123142 = -32138600.954875 nChanged 32 SP:Iteration 44Q (3814.080000 sec): 3 clusters Score: Raw -32144671.716454 + Penalty 6066.123142 = -32138605.593312 nChanged 31 SP:Iteration 45Q (3814.830000 sec): 3 clusters Score: Raw -32144674.983504 + Penalty 6066.123142 = -32138608.860362 nChanged 17 SP:Iteration 46Q (3815.570000 sec): 3 clusters Score: Raw -32144676.785333 + Penalty 6066.123142 = -32138610.662192 nChanged 18 SP:Iteration 47Q (3816.310000 sec): 3 clusters Score: Raw -32144678.747046 + Penalty 6066.123142 = -32138612.623904 nChanged 15 SP:Iteration 48Q (3817.060000 sec): 3 clusters Score: Raw -32144680.428217 + Penalty 6066.123142 = -32138614.305075 nChanged 19 SP:Iteration 49Q (3817.800000 sec): 3 clusters Score: Raw -32144682.684436 + Penalty 6066.123142 = -32138616.561294 nChanged 22 SP:Iteration 50Q (3818.540000 sec): 3 clusters Score: Raw -32144685.608094 + Penalty 6066.123142 = -32138619.484952 nChanged 22 SP:Iteration 51Q (3819.290000 sec): 3 clusters Score: Raw -32144687.994136 + Penalty 6066.123142 = -32138621.870994 nChanged 16 SP:Iteration 52Q (3820.030000 sec): 3 clusters Score: Raw -32144689.650607 + Penalty 6066.123142 = -32138623.527465 nChanged 16 SP:Iteration 53Q (3820.770000 sec): 3 clusters Score: Raw -32144691.154960 + Penalty 6066.123142 = -32138625.031818 nChanged 15 SP:Iteration 54Q (3821.520000 sec): 3 clusters Score: Raw -32144692.808595 + Penalty 6066.123142 = -32138626.685453 nChanged 17 SP:Iteration 55Q (3822.260000 sec): 3 clusters Score: Raw -32144694.512695 + Penalty 6066.123142 = -32138628.389553 nChanged 8 SP:Iteration 56Q (3823.000000 sec): 3 clusters Score: Raw -32144695.226637 + Penalty 6066.123142 = -32138629.103495 nChanged 7 SP:Iteration 57Q (3823.750000 sec): 3 clusters Score: Raw -32144695.850423 + Penalty 6066.123142 = -32138629.727281 nChanged 6 SP:Iteration 58Q (3824.490000 sec): 3 clusters Score: Raw -32144696.365455 + Penalty 6066.123142 = -32138630.242313 nChanged 4 SP:Iteration 59Q (3825.230000 sec): 3 clusters Score: Raw -32144696.738889 + Penalty 6066.123142 = -32138630.615747 nChanged 5 SP:Iteration 60F (3826.250000 sec): 3 clusters Score: Raw -32144697.147351 + Penalty 6066.123142 = -32138631.024210 nChanged 4 SP:Iteration 61Q (3826.990000 sec): 3 clusters Score: Raw -32144697.481838 + Penalty 6066.123142 = -32138631.358696 nChanged 6 SP:Iteration 62Q (3827.740000 sec): 3 clusters Score: Raw -32144698.006942 + Penalty 6066.123142 = -32138631.883800 nChanged 5 SP:Iteration 63Q (3828.480000 sec): 3 clusters Score: Raw -32144698.548172 + Penalty 6066.123142 = -32138632.425030 nChanged 8 SP:Iteration 64Q (3829.230000 sec): 3 clusters Score: Raw -32144699.305456 + Penalty 6066.123142 = -32138633.182314 nChanged 7 SP:Iteration 65Q (3829.970000 sec): 3 clusters Score: Raw -32144699.985466 + Penalty 6066.123142 = -32138633.862325 nChanged 5 SP:Iteration 66Q (3830.710000 sec): 3 clusters Score: Raw -32144700.440383 + Penalty 6066.123142 = -32138634.317241 nChanged 10 SP:Iteration 67Q (3831.450000 sec): 3 clusters Score: Raw -32144701.413334 + Penalty 6066.123142 = -32138635.290193 nChanged 6 SP:Iteration 68Q (3832.200000 sec): 3 clusters Score: Raw -32144702.183744 + Penalty 6066.123142 = -32138636.060602 nChanged 10 SP:Iteration 69Q (3832.940000 sec): 3 clusters Score: Raw -32144703.299117 + Penalty 6066.123142 = -32138637.175975 nChanged 6 SP:Iteration 70Q (3833.690000 sec): 3 clusters Score: Raw -32144703.891530 + Penalty 6066.123142 = -32138637.768388 nChanged 4 SP:Iteration 71Q (3834.430000 sec): 3 clusters Score: Raw -32144704.264016 + Penalty 6066.123142 = -32138638.140874 nChanged 6 SP:Iteration 72Q (3835.180000 sec): 3 clusters Score: Raw -32144704.775564 + Penalty 6066.123142 = -32138638.652422 nChanged 5 SP:Iteration 73Q (3835.920000 sec): 3 clusters Score: Raw -32144705.310301 + Penalty 6066.123142 = -32138639.187159 nChanged 7 SP:Iteration 74Q (3836.660000 sec): 3 clusters Score: Raw -32144706.007625 + Penalty 6066.123142 = -32138639.884483 nChanged 6 SP:Iteration 75Q (3837.410000 sec): 3 clusters Score: Raw -32144706.730555 + Penalty 6066.123142 = -32138640.607413 nChanged 7 SP:Iteration 76Q (3838.150000 sec): 3 clusters Score: Raw -32144707.479402 + Penalty 6066.123142 = -32138641.356260 nChanged 7 SP:Iteration 77Q (3838.890000 sec): 3 clusters Score: Raw -32144708.154069 + Penalty 6066.123142 = -32138642.030927 nChanged 10 SP:Iteration 78Q (3839.630000 sec): 3 clusters Score: Raw -32144709.302495 + Penalty 6066.123142 = -32138643.179353 nChanged 11 SP:Iteration 79Q (3840.380000 sec): 3 clusters Score: Raw -32144710.318607 + Penalty 6066.123142 = -32138644.195465 nChanged 8 SP:Iteration 80F (3841.400000 sec): 3 clusters Score: Raw -32144711.350745 + Penalty 6066.123142 = -32138645.227603 nChanged 9 SP:Iteration 81Q (3842.150000 sec): 3 clusters Score: Raw -32144712.261712 + Penalty 6066.123142 = -32138646.138570 nChanged 6 SP:Iteration 82Q (3842.890000 sec): 3 clusters Score: Raw -32144712.830095 + Penalty 6066.123142 = -32138646.706953 nChanged 6 SP:Iteration 83Q (3843.630000 sec): 3 clusters Score: Raw -32144713.427410 + Penalty 6066.123142 = -32138647.304269 nChanged 3 SP:Iteration 84Q (3844.380000 sec): 3 clusters Score: Raw -32144713.736470 + Penalty 6066.123142 = -32138647.613329 nChanged 3 SP:Iteration 85Q (3845.120000 sec): 3 clusters Score: Raw -32144714.010918 + Penalty 6066.123142 = -32138647.887776 nChanged 2 SP:Iteration 86Q (3845.860000 sec): 3 clusters Score: Raw -32144714.212288 + Penalty 6066.123142 = -32138648.089147 nChanged 4 SP:Iteration 87Q (3846.610000 sec): 3 clusters Score: Raw -32144714.485410 + Penalty 6066.123142 = -32138648.362268 nChanged 1 SP:Iteration 88Q (3847.350000 sec): 3 clusters Score: Raw -32144714.534772 + Penalty 6066.123142 = -32138648.411630 nChanged 0 SP:Iteration 89F (3848.370000 sec): 3 clusters Score: Raw -32144714.534772 + Penalty 6066.123142 = -32138648.411630 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3848.460000 sec): 2 clusters Score: Raw -49391.147870 + Penalty 1450.632545 = -47940.515325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3848.460000 sec): 3 clusters Score: Raw -49508.735430 + Penalty 2901.265091 = -46607.470339 nChanged 45 SP:Iteration 1F (3848.460000 sec): 3 clusters Score: Raw -49616.054863 + Penalty 2901.265091 = -46714.789772 nChanged 9 SP:Iteration 2Q (3848.460000 sec): 3 clusters Score: Raw -49649.603327 + Penalty 2901.265091 = -46748.338236 nChanged 4 SP:Iteration 3Q (3848.460000 sec): 3 clusters Score: Raw -49665.700017 + Penalty 2901.265091 = -46764.434927 nChanged 0 SP:Iteration 4F (3848.470000 sec): 3 clusters Score: Raw -49665.700017 + Penalty 2901.265091 = -46764.434927 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3848.580000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3848.710000 sec): 3 clusters Score: Raw -4026703.434560 + Penalty 5041.040073 = -4021662.394487 nChanged 11621 SP:Iteration 1F (3848.840000 sec): 3 clusters Score: Raw -4033017.384901 + Penalty 5041.040073 = -4027976.344828 nChanged 1214 SP:Iteration 2Q (3848.970000 sec): 3 clusters Score: Raw -4033412.221806 + Penalty 5041.040073 = -4028371.181733 nChanged 1024 SP:Iteration 3Q (3849.100000 sec): 3 clusters Score: Raw -4033722.623606 + Penalty 5041.040073 = -4028681.583533 nChanged 964 SP:Iteration 4Q (3849.230000 sec): 3 clusters Score: Raw -4034013.160363 + Penalty 5041.040073 = -4028972.120290 nChanged 948 SP:Iteration 5Q (3849.360000 sec): 3 clusters Score: Raw -4034347.410737 + Penalty 5041.040073 = -4029306.370664 nChanged 1049 SP:Iteration 6Q (3849.490000 sec): 3 clusters Score: Raw -4034801.165326 + Penalty 5041.040073 = -4029760.125253 nChanged 1296 SP:Iteration 7Q (3849.620000 sec): 3 clusters Score: Raw -4035479.342295 + Penalty 5041.040073 = -4030438.302222 nChanged 1515 SP:Iteration 8F (3849.740000 sec): 3 clusters Score: Raw -4036505.567361 + Penalty 5041.040073 = -4031464.527288 nChanged 1782 SP:Iteration 9F (3849.870000 sec): 3 clusters Score: Raw -4037880.507537 + Penalty 5041.040073 = -4032839.467464 nChanged 1704 SP:Iteration 10F (3850.000000 sec): 3 clusters Score: Raw -4039328.967235 + Penalty 5041.040073 = -4034287.927162 nChanged 1427 SP:Iteration 11F (3850.130000 sec): 3 clusters Score: Raw -4040590.223945 + Penalty 5041.040073 = -4035549.183872 nChanged 977 SP:Iteration 12Q (3850.250000 sec): 3 clusters Score: Raw -4041464.527700 + Penalty 5041.040073 = -4036423.487627 nChanged 545 SP:Iteration 13Q (3850.370000 sec): 3 clusters Score: Raw -4041938.698570 + Penalty 5041.040073 = -4036897.658497 nChanged 259 SP:Iteration 14Q (3850.480000 sec): 3 clusters Score: Raw -4042167.721846 + Penalty 5041.040073 = -4037126.681773 nChanged 136 SP:Iteration 15Q (3850.590000 sec): 3 clusters Score: Raw -4042280.516336 + Penalty 5041.040073 = -4037239.476263 nChanged 79 SP:Iteration 16Q (3850.690000 sec): 3 clusters Score: Raw -4042355.273054 + Penalty 5041.040073 = -4037314.232981 nChanged 49 SP:Iteration 17Q (3850.790000 sec): 3 clusters Score: Raw -4042412.334076 + Penalty 5041.040073 = -4037371.294003 nChanged 32 SP:Iteration 18Q (3850.890000 sec): 3 clusters Score: Raw -4042442.834506 + Penalty 5041.040073 = -4037401.794433 nChanged 24 SP:Iteration 19Q (3850.980000 sec): 3 clusters Score: Raw -4042468.360867 + Penalty 5041.040073 = -4037427.320794 nChanged 20 SP:Iteration 20F (3851.110000 sec): 3 clusters Score: Raw -4042492.762094 + Penalty 5041.040073 = -4037451.722021 nChanged 19 SP:Iteration 21Q (3851.210000 sec): 3 clusters Score: Raw -4042515.124403 + Penalty 5041.040073 = -4037474.084330 nChanged 19 SP:Iteration 22Q (3851.310000 sec): 3 clusters Score: Raw -4042533.349269 + Penalty 5041.040073 = -4037492.309196 nChanged 12 SP:Iteration 23Q (3851.400000 sec): 3 clusters Score: Raw -4042546.363132 + Penalty 5041.040073 = -4037505.323059 nChanged 7 SP:Iteration 24Q (3851.500000 sec): 3 clusters Score: Raw -4042553.763850 + Penalty 5041.040073 = -4037512.723777 nChanged 5 SP:Iteration 25Q (3851.590000 sec): 3 clusters Score: Raw -4042556.091197 + Penalty 5041.040073 = -4037515.051124 nChanged 2 SP:Iteration 26Q (3851.690000 sec): 3 clusters Score: Raw -4042559.256406 + Penalty 5041.040073 = -4037518.216333 nChanged 4 SP:Iteration 27Q (3851.780000 sec): 3 clusters Score: Raw -4042564.899374 + Penalty 5041.040073 = -4037523.859300 nChanged 5 SP:Iteration 28Q (3851.880000 sec): 3 clusters Score: Raw -4042569.764688 + Penalty 5041.040073 = -4037528.724615 nChanged 2 SP:Iteration 29Q (3851.970000 sec): 3 clusters Score: Raw -4042572.099637 + Penalty 5041.040073 = -4037531.059564 nChanged 3 SP:Iteration 30Q (3852.060000 sec): 3 clusters Score: Raw -4042575.411594 + Penalty 5041.040073 = -4037534.371521 nChanged 0 SP:Iteration 31F (3852.190000 sec): 3 clusters Score: Raw -4042575.411594 + Penalty 5041.040073 = -4037534.371521 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.200000 sec): 2 clusters Score: Raw -96820.620952 + Penalty 1612.691931 = -95207.929020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.210000 sec): 3 clusters Score: Raw -96763.174679 + Penalty 3225.383863 = -93537.790816 nChanged 145 SP:Iteration 1F (3852.210000 sec): 3 clusters Score: Raw -96991.844054 + Penalty 3225.383863 = -93766.460191 nChanged 33 SP:Iteration 2Q (3852.220000 sec): 3 clusters Score: Raw -97059.277271 + Penalty 3225.383863 = -93833.893409 nChanged 13 SP:Iteration 3Q (3852.220000 sec): 3 clusters Score: Raw -97091.602166 + Penalty 3225.383863 = -93866.218303 nChanged 13 SP:Iteration 4Q (3852.220000 sec): 3 clusters Score: Raw -97114.750873 + Penalty 3225.383863 = -93889.367010 nChanged 13 SP:Iteration 5Q (3852.220000 sec): 3 clusters Score: Raw -97144.926028 + Penalty 3225.383863 = -93919.542165 nChanged 10 SP:Iteration 6Q (3852.230000 sec): 3 clusters Score: Raw -97165.116594 + Penalty 3225.383863 = -93939.732731 nChanged 7 SP:Iteration 7Q (3852.230000 sec): 3 clusters Score: Raw -97179.095126 + Penalty 3225.383863 = -93953.711264 nChanged 7 SP:Iteration 8Q (3852.230000 sec): 3 clusters Score: Raw -97209.108416 + Penalty 3225.383863 = -93983.724553 nChanged 5 SP:Iteration 9Q (3852.240000 sec): 3 clusters Score: Raw -97219.567362 + Penalty 3225.383863 = -93994.183499 nChanged 5 SP:Iteration 10Q (3852.240000 sec): 3 clusters Score: Raw -97226.462683 + Penalty 3225.383863 = -94001.078820 nChanged 4 SP:Iteration 11Q (3852.240000 sec): 3 clusters Score: Raw -97241.299298 + Penalty 3225.383863 = -94015.915435 nChanged 4 SP:Iteration 12Q (3852.240000 sec): 3 clusters Score: Raw -97254.028582 + Penalty 3225.383863 = -94028.644719 nChanged 3 SP:Iteration 13Q (3852.250000 sec): 3 clusters Score: Raw -97260.535331 + Penalty 3225.383863 = -94035.151468 nChanged 1 SP:Iteration 14Q (3852.250000 sec): 3 clusters Score: Raw -97271.092956 + Penalty 3225.383863 = -94045.709093 nChanged 4 SP:Iteration 15Q (3852.260000 sec): 3 clusters Score: Raw -97276.820836 + Penalty 3225.383863 = -94051.436973 nChanged 3 SP:Iteration 16Q (3852.260000 sec): 3 clusters Score: Raw -97282.813774 + Penalty 3225.383863 = -94057.429911 nChanged 8 SP:Iteration 17Q (3852.260000 sec): 3 clusters Score: Raw -97297.873401 + Penalty 3225.383863 = -94072.489538 nChanged 8 SP:Iteration 18Q (3852.260000 sec): 3 clusters Score: Raw -97317.007136 + Penalty 3225.383863 = -94091.623273 nChanged 7 SP:Iteration 19Q (3852.270000 sec): 3 clusters Score: Raw -97335.273555 + Penalty 3225.383863 = -94109.889692 nChanged 12 SP:Iteration 20F (3852.270000 sec): 3 clusters Score: Raw -97389.200883 + Penalty 3225.383863 = -94163.817020 nChanged 17 SP:Iteration 21Q (3852.270000 sec): 3 clusters Score: Raw -97575.152432 + Penalty 3225.383863 = -94349.768569 nChanged 28 SP:Iteration 22Q (3852.280000 sec): 3 clusters Score: Raw -97904.910103 + Penalty 3225.383863 = -94679.526241 nChanged 35 SP:Iteration 23F (3852.280000 sec): 3 clusters Score: Raw -97993.305411 + Penalty 3225.383863 = -94767.921548 nChanged 19 SP:Iteration 24Q (3852.280000 sec): 3 clusters Score: Raw -98049.216435 + Penalty 3225.383863 = -94823.832573 nChanged 22 SP:Iteration 25Q (3852.280000 sec): 3 clusters Score: Raw -98109.255603 + Penalty 3225.383863 = -94883.871741 nChanged 12 SP:Iteration 26Q (3852.290000 sec): 3 clusters Score: Raw -98148.387047 + Penalty 3225.383863 = -94923.003184 nChanged 5 SP:Iteration 27Q (3852.290000 sec): 3 clusters Score: Raw -98165.360846 + Penalty 3225.383863 = -94939.976983 nChanged 3 SP:Iteration 28Q (3852.300000 sec): 3 clusters Score: Raw -98172.165770 + Penalty 3225.383863 = -94946.781907 nChanged 5 SP:Iteration 29Q (3852.300000 sec): 3 clusters Score: Raw -98185.568802 + Penalty 3225.383863 = -94960.184939 nChanged 3 SP:Iteration 30Q (3852.300000 sec): 3 clusters Score: Raw -98192.899038 + Penalty 3225.383863 = -94967.515175 nChanged 3 SP:Iteration 31Q (3852.300000 sec): 3 clusters Score: Raw -98203.128054 + Penalty 3225.383863 = -94977.744191 nChanged 2 SP:Iteration 32Q (3852.300000 sec): 3 clusters Score: Raw -98207.389554 + Penalty 3225.383863 = -94982.005691 nChanged 3 SP:Iteration 33Q (3852.310000 sec): 3 clusters Score: Raw -98218.545422 + Penalty 3225.383863 = -94993.161559 nChanged 4 SP:Iteration 34Q (3852.310000 sec): 3 clusters Score: Raw -98231.615165 + Penalty 3225.383863 = -95006.231303 nChanged 3 SP:Iteration 35Q (3852.310000 sec): 3 clusters Score: Raw -98243.046350 + Penalty 3225.383863 = -95017.662487 nChanged 0 SP:Iteration 36F (3852.320000 sec): 3 clusters Score: Raw -98243.046350 + Penalty 3225.383863 = -95017.662487 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.320000 sec): 2 clusters Score: Raw -45639.047403 + Penalty 1450.632545 = -44188.414858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.320000 sec): 3 clusters Score: Raw -45802.568691 + Penalty 2901.265091 = -42901.303600 nChanged 62 SP:Iteration 1F (3852.320000 sec): 3 clusters Score: Raw -46014.713291 + Penalty 2901.265091 = -43113.448201 nChanged 27 SP:Iteration 2F (3852.320000 sec): 3 clusters Score: Raw -46176.473368 + Penalty 2901.265091 = -43275.208277 nChanged 20 SP:Iteration 3F (3852.330000 sec): 3 clusters Score: Raw -46370.738526 + Penalty 2901.265091 = -43469.473435 nChanged 9 SP:Iteration 4Q (3852.330000 sec): 3 clusters Score: Raw -46454.039622 + Penalty 2901.265091 = -43552.774531 nChanged 13 SP:Iteration 5Q (3852.330000 sec): 3 clusters Score: Raw -46959.625716 + Penalty 2901.265091 = -44058.360626 nChanged 16 SP:Iteration 6Q (3852.330000 sec): 3 clusters Score: Raw -47352.266466 + Penalty 2901.265091 = -44451.001376 nChanged 9 SP:Iteration 7Q (3852.330000 sec): 3 clusters Score: Raw -47413.991781 + Penalty 2901.265091 = -44512.726690 nChanged 1 SP:Iteration 8Q (3852.340000 sec): 3 clusters Score: Raw -47420.337970 + Penalty 2901.265091 = -44519.072880 nChanged 1 SP:Iteration 9Q (3852.340000 sec): 3 clusters Score: Raw -47435.407754 + Penalty 2901.265091 = -44534.142664 nChanged 3 SP:Iteration 10Q (3852.340000 sec): 3 clusters Score: Raw -47477.398842 + Penalty 2901.265091 = -44576.133751 nChanged 3 SP:Iteration 11Q (3852.340000 sec): 3 clusters Score: Raw -47490.833961 + Penalty 2901.265091 = -44589.568870 nChanged 1 SP:Iteration 12Q (3852.340000 sec): 3 clusters Score: Raw -47494.330721 + Penalty 2901.265091 = -44593.065630 nChanged 0 SP:Iteration 13F (3852.340000 sec): 3 clusters Score: Raw -47501.239024 + Penalty 2901.265091 = -44599.973933 nChanged 2 SP:Iteration 14Q (3852.340000 sec): 3 clusters Score: Raw -47532.244714 + Penalty 2901.265091 = -44630.979623 nChanged 2 SP:Iteration 15Q (3852.340000 sec): 3 clusters Score: Raw -47560.278476 + Penalty 2901.265091 = -44659.013385 nChanged 0 SP:Iteration 16F (3852.350000 sec): 3 clusters Score: Raw -47560.278476 + Penalty 2901.265091 = -44659.013385 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 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3852.440000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3852.540000 sec): 3 clusters Score: Raw -3223629.642151 + Penalty 4933.985933 = -3218695.656219 nChanged 9223 SP:Iteration 1F (3852.650000 sec): 3 clusters Score: Raw -3228549.323478 + Penalty 4933.985933 = -3223615.337545 nChanged 1095 SP:Iteration 2F (3852.750000 sec): 3 clusters Score: Raw -3228976.869550 + Penalty 4933.985933 = -3224042.883617 nChanged 973 SP:Iteration 3Q (3852.860000 sec): 3 clusters Score: Raw -3229341.705071 + Penalty 4933.985933 = -3224407.719138 nChanged 892 SP:Iteration 4Q (3852.960000 sec): 3 clusters Score: Raw -3229710.152674 + Penalty 4933.985933 = -3224776.166741 nChanged 903 SP:Iteration 5Q (3853.060000 sec): 3 clusters Score: Raw -3230141.127542 + Penalty 4933.985933 = -3225207.141609 nChanged 1039 SP:Iteration 6Q (3853.170000 sec): 3 clusters Score: Raw -3230731.527400 + Penalty 4933.985933 = -3225797.541467 nChanged 1178 SP:Iteration 7F (3853.270000 sec): 3 clusters Score: Raw -3231540.835576 + Penalty 4933.985933 = -3226606.849643 nChanged 1226 SP:Iteration 8F (3853.380000 sec): 3 clusters Score: Raw -3232458.118939 + Penalty 4933.985933 = -3227524.133007 nChanged 1209 SP:Iteration 9F (3853.480000 sec): 3 clusters Score: Raw -3233467.759318 + Penalty 4933.985933 = -3228533.773386 nChanged 1055 SP:Iteration 10F (3853.580000 sec): 3 clusters Score: Raw -3234364.061044 + Penalty 4933.985933 = -3229430.075111 nChanged 760 SP:Iteration 11Q (3853.680000 sec): 3 clusters Score: Raw -3235029.257147 + Penalty 4933.985933 = -3230095.271214 nChanged 477 SP:Iteration 12Q (3853.770000 sec): 3 clusters Score: Raw -3235483.016084 + Penalty 4933.985933 = -3230549.030151 nChanged 257 SP:Iteration 13Q (3853.860000 sec): 3 clusters Score: Raw -3235731.479240 + Penalty 4933.985933 = -3230797.493308 nChanged 112 SP:Iteration 14Q (3853.940000 sec): 3 clusters Score: Raw -3235827.490700 + Penalty 4933.985933 = -3230893.504767 nChanged 80 SP:Iteration 15Q (3854.020000 sec): 3 clusters Score: Raw -3235902.356872 + Penalty 4933.985933 = -3230968.370939 nChanged 45 SP:Iteration 16Q (3854.100000 sec): 3 clusters Score: Raw -3235948.721581 + Penalty 4933.985933 = -3231014.735649 nChanged 28 SP:Iteration 17Q (3854.170000 sec): 3 clusters Score: Raw -3235981.184452 + Penalty 4933.985933 = -3231047.198519 nChanged 18 SP:Iteration 18Q (3854.250000 sec): 3 clusters Score: Raw -3236008.044515 + Penalty 4933.985933 = -3231074.058582 nChanged 22 SP:Iteration 19Q (3854.320000 sec): 3 clusters Score: Raw -3236034.219930 + Penalty 4933.985933 = -3231100.233998 nChanged 14 SP:Iteration 20F (3854.420000 sec): 3 clusters Score: Raw -3236052.215909 + Penalty 4933.985933 = -3231118.229976 nChanged 18 SP:Iteration 21Q (3854.500000 sec): 3 clusters Score: Raw -3236070.769614 + Penalty 4933.985933 = -3231136.783681 nChanged 10 SP:Iteration 22Q (3854.580000 sec): 3 clusters Score: Raw -3236085.563646 + Penalty 4933.985933 = -3231151.577713 nChanged 15 SP:Iteration 23Q (3854.660000 sec): 3 clusters Score: Raw -3236105.901773 + Penalty 4933.985933 = -3231171.915840 nChanged 7 SP:Iteration 24Q (3854.730000 sec): 3 clusters Score: Raw -3236113.013567 + Penalty 4933.985933 = -3231179.027635 nChanged 6 SP:Iteration 25Q (3854.800000 sec): 3 clusters Score: Raw -3236119.714802 + Penalty 4933.985933 = -3231185.728870 nChanged 3 SP:Iteration 26Q (3854.880000 sec): 3 clusters Score: Raw -3236122.665974 + Penalty 4933.985933 = -3231188.680042 nChanged 1 SP:Iteration 27Q (3854.950000 sec): 3 clusters Score: Raw -3236125.631949 + Penalty 4933.985933 = -3231191.646016 nChanged 3 SP:Iteration 28Q (3855.020000 sec): 3 clusters Score: Raw -3236128.832409 + Penalty 4933.985933 = -3231194.846476 nChanged 2 SP:Iteration 29Q (3855.100000 sec): 3 clusters Score: Raw -3236132.787543 + Penalty 4933.985933 = -3231198.801610 nChanged 2 SP:Iteration 30Q (3855.170000 sec): 3 clusters Score: Raw -3236135.018944 + Penalty 4933.985933 = -3231201.033011 nChanged 0 SP:Iteration 31F (3855.270000 sec): 3 clusters Score: Raw -3236135.018944 + Penalty 4933.985933 = -3231201.033011 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3855.300000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3855.320000 sec): 3 clusters Score: Raw -735369.795573 + Penalty 4220.943705 = -731148.851869 nChanged 1909 SP:Iteration 1F (3855.350000 sec): 3 clusters Score: Raw -736518.782258 + Penalty 4220.943705 = -732297.838553 nChanged 352 SP:Iteration 2F (3855.370000 sec): 3 clusters Score: Raw -736746.530082 + Penalty 4220.943705 = -732525.586377 nChanged 268 SP:Iteration 3F (3855.400000 sec): 3 clusters Score: Raw -736914.458543 + Penalty 4220.943705 = -732693.514838 nChanged 216 SP:Iteration 4Q (3855.420000 sec): 3 clusters Score: Raw -737052.901014 + Penalty 4220.943705 = -732831.957309 nChanged 184 SP:Iteration 5Q (3855.450000 sec): 3 clusters Score: Raw -737164.042416 + Penalty 4220.943705 = -732943.098712 nChanged 155 SP:Iteration 6Q (3855.470000 sec): 3 clusters Score: Raw -737253.648132 + Penalty 4220.943705 = -733032.704428 nChanged 131 SP:Iteration 7Q (3855.500000 sec): 3 clusters Score: Raw -737321.122936 + Penalty 4220.943705 = -733100.179231 nChanged 103 SP:Iteration 8Q (3855.520000 sec): 3 clusters Score: Raw -737367.683737 + Penalty 4220.943705 = -733146.740032 nChanged 76 SP:Iteration 9Q (3855.540000 sec): 3 clusters Score: Raw -737399.054896 + Penalty 4220.943705 = -733178.111191 nChanged 60 SP:Iteration 10Q (3855.570000 sec): 3 clusters Score: Raw -737419.213263 + Penalty 4220.943705 = -733198.269558 nChanged 45 SP:Iteration 11Q (3855.590000 sec): 3 clusters Score: Raw -737433.231536 + Penalty 4220.943705 = -733212.287832 nChanged 32 SP:Iteration 12Q (3855.620000 sec): 3 clusters Score: Raw -737444.860859 + Penalty 4220.943705 = -733223.917154 nChanged 32 SP:Iteration 13Q (3855.640000 sec): 3 clusters Score: Raw -737455.965661 + Penalty 4220.943705 = -733235.021957 nChanged 30 SP:Iteration 14Q (3855.670000 sec): 3 clusters Score: Raw -737465.276012 + Penalty 4220.943705 = -733244.332307 nChanged 23 SP:Iteration 15Q (3855.690000 sec): 3 clusters Score: Raw -737472.442177 + Penalty 4220.943705 = -733251.498473 nChanged 21 SP:Iteration 16Q (3855.720000 sec): 3 clusters Score: Raw -737479.173902 + Penalty 4220.943705 = -733258.230197 nChanged 19 SP:Iteration 17Q (3855.740000 sec): 3 clusters Score: Raw -737485.331254 + Penalty 4220.943705 = -733264.387549 nChanged 22 SP:Iteration 18Q (3855.760000 sec): 3 clusters Score: Raw -737492.384524 + Penalty 4220.943705 = -733271.440820 nChanged 14 SP:Iteration 19Q (3855.790000 sec): 3 clusters Score: Raw -737498.074210 + Penalty 4220.943705 = -733277.130505 nChanged 17 SP:Iteration 20F (3855.810000 sec): 3 clusters Score: Raw -737503.722192 + Penalty 4220.943705 = -733282.778487 nChanged 14 SP:Iteration 21Q (3855.840000 sec): 3 clusters Score: Raw -737507.836270 + Penalty 4220.943705 = -733286.892566 nChanged 13 SP:Iteration 22Q (3855.860000 sec): 3 clusters Score: Raw -737511.306430 + Penalty 4220.943705 = -733290.362725 nChanged 13 SP:Iteration 23Q (3855.890000 sec): 3 clusters Score: Raw -737515.169882 + Penalty 4220.943705 = -733294.226178 nChanged 14 SP:Iteration 24Q (3855.910000 sec): 3 clusters Score: Raw -737519.478634 + Penalty 4220.943705 = -733298.534929 nChanged 15 SP:Iteration 25Q (3855.940000 sec): 3 clusters Score: Raw -737525.253421 + Penalty 4220.943705 = -733304.309716 nChanged 11 SP:Iteration 26Q (3855.960000 sec): 3 clusters Score: Raw -737528.662036 + Penalty 4220.943705 = -733307.718332 nChanged 14 SP:Iteration 27Q (3855.980000 sec): 3 clusters Score: Raw -737532.243350 + Penalty 4220.943705 = -733311.299646 nChanged 10 SP:Iteration 28Q (3856.010000 sec): 3 clusters Score: Raw -737534.597993 + Penalty 4220.943705 = -733313.654289 nChanged 10 SP:Iteration 29Q (3856.030000 sec): 3 clusters Score: Raw -737537.631832 + Penalty 4220.943705 = -733316.688127 nChanged 12 SP:Iteration 30Q (3856.060000 sec): 3 clusters Score: Raw -737540.871662 + Penalty 4220.943705 = -733319.927958 nChanged 14 SP:Iteration 31Q (3856.080000 sec): 3 clusters Score: Raw -737544.842572 + Penalty 4220.943705 = -733323.898868 nChanged 9 SP:Iteration 32Q (3856.100000 sec): 3 clusters Score: Raw -737546.982962 + Penalty 4220.943705 = -733326.039257 nChanged 7 SP:Iteration 33Q (3856.130000 sec): 3 clusters Score: Raw -737548.986766 + Penalty 4220.943705 = -733328.043061 nChanged 12 SP:Iteration 34Q (3856.150000 sec): 3 clusters Score: Raw -737553.892861 + Penalty 4220.943705 = -733332.949157 nChanged 22 SP:Iteration 35Q (3856.180000 sec): 3 clusters Score: Raw -737562.597767 + Penalty 4220.943705 = -733341.654063 nChanged 28 SP:Iteration 36Q (3856.200000 sec): 3 clusters Score: Raw -737573.362799 + Penalty 4220.943705 = -733352.419094 nChanged 37 SP:Iteration 37Q (3856.230000 sec): 3 clusters Score: Raw -737585.195590 + Penalty 4220.943705 = -733364.251885 nChanged 30 SP:Iteration 38Q (3856.250000 sec): 3 clusters Score: Raw -737595.700288 + Penalty 4220.943705 = -733374.756584 nChanged 33 SP:Iteration 39Q (3856.280000 sec): 3 clusters Score: Raw -737610.073910 + Penalty 4220.943705 = -733389.130206 nChanged 39 SP:Iteration 40F (3856.300000 sec): 3 clusters Score: Raw -737625.962777 + Penalty 4220.943705 = -733405.019072 nChanged 32 SP:Iteration 41Q (3856.320000 sec): 3 clusters Score: Raw -737637.583177 + Penalty 4220.943705 = -733416.639472 nChanged 37 SP:Iteration 42Q (3856.350000 sec): 3 clusters Score: Raw -737650.548560 + Penalty 4220.943705 = -733429.604856 nChanged 33 SP:Iteration 43Q (3856.370000 sec): 3 clusters Score: Raw -737663.488027 + Penalty 4220.943705 = -733442.544322 nChanged 37 SP:Iteration 44Q (3856.400000 sec): 3 clusters Score: Raw -737677.271148 + Penalty 4220.943705 = -733456.327443 nChanged 46 SP:Iteration 45Q (3856.420000 sec): 3 clusters Score: Raw -737695.839663 + Penalty 4220.943705 = -733474.895959 nChanged 37 SP:Iteration 46Q (3856.440000 sec): 3 clusters Score: Raw -737713.706835 + Penalty 4220.943705 = -733492.763130 nChanged 40 SP:Iteration 47Q (3856.470000 sec): 3 clusters Score: Raw -737729.139673 + Penalty 4220.943705 = -733508.195969 nChanged 35 SP:Iteration 48Q (3856.490000 sec): 3 clusters Score: Raw -737740.929564 + Penalty 4220.943705 = -733519.985860 nChanged 29 SP:Iteration 49Q (3856.520000 sec): 3 clusters Score: Raw -737750.995775 + Penalty 4220.943705 = -733530.052071 nChanged 29 SP:Iteration 50Q (3856.540000 sec): 3 clusters Score: Raw -737761.015409 + Penalty 4220.943705 = -733540.071705 nChanged 32 SP:Iteration 51Q (3856.570000 sec): 3 clusters Score: Raw -737773.575031 + Penalty 4220.943705 = -733552.631327 nChanged 31 SP:Iteration 52Q (3856.590000 sec): 3 clusters Score: Raw -737783.247200 + Penalty 4220.943705 = -733562.303495 nChanged 33 SP:Iteration 53Q (3856.620000 sec): 3 clusters Score: Raw -737794.307936 + Penalty 4220.943705 = -733573.364232 nChanged 33 SP:Iteration 54Q (3856.640000 sec): 3 clusters Score: Raw -737807.957490 + Penalty 4220.943705 = -733587.013785 nChanged 40 SP:Iteration 55Q (3856.660000 sec): 3 clusters Score: Raw -737822.914177 + Penalty 4220.943705 = -733601.970473 nChanged 34 SP:Iteration 56Q (3856.690000 sec): 3 clusters Score: Raw -737837.304060 + Penalty 4220.943705 = -733616.360356 nChanged 35 SP:Iteration 57Q (3856.710000 sec): 3 clusters Score: Raw -737854.085866 + Penalty 4220.943705 = -733633.142161 nChanged 40 SP:Iteration 58Q (3856.740000 sec): 3 clusters Score: Raw -737869.728811 + Penalty 4220.943705 = -733648.785106 nChanged 40 SP:Iteration 59Q (3856.760000 sec): 3 clusters Score: Raw -737889.161882 + Penalty 4220.943705 = -733668.218177 nChanged 44 SP:Iteration 60F (3856.780000 sec): 3 clusters Score: Raw -737910.043635 + Penalty 4220.943705 = -733689.099930 nChanged 37 SP:Iteration 61Q (3856.810000 sec): 3 clusters Score: Raw -737929.107342 + Penalty 4220.943705 = -733708.163638 nChanged 41 SP:Iteration 62Q (3856.830000 sec): 3 clusters Score: Raw -737947.733499 + Penalty 4220.943705 = -733726.789794 nChanged 40 SP:Iteration 63Q (3856.850000 sec): 3 clusters Score: Raw -737965.189186 + Penalty 4220.943705 = -733744.245482 nChanged 42 SP:Iteration 64Q (3856.880000 sec): 3 clusters Score: Raw -737986.438382 + Penalty 4220.943705 = -733765.494678 nChanged 44 SP:Iteration 65Q (3856.900000 sec): 3 clusters Score: Raw -738008.486835 + Penalty 4220.943705 = -733787.543131 nChanged 48 SP:Iteration 66Q (3856.920000 sec): 3 clusters Score: Raw -738035.230059 + Penalty 4220.943705 = -733814.286354 nChanged 38 SP:Iteration 67Q (3856.950000 sec): 3 clusters Score: Raw -738055.732199 + Penalty 4220.943705 = -733834.788495 nChanged 42 SP:Iteration 68Q (3856.970000 sec): 3 clusters Score: Raw -738078.979977 + Penalty 4220.943705 = -733858.036272 nChanged 40 SP:Iteration 69Q (3856.990000 sec): 3 clusters Score: Raw -738100.091694 + Penalty 4220.943705 = -733879.147989 nChanged 34 SP:Iteration 70Q (3857.020000 sec): 3 clusters Score: Raw -738115.198328 + Penalty 4220.943705 = -733894.254623 nChanged 30 SP:Iteration 71Q (3857.040000 sec): 3 clusters Score: Raw -738130.308962 + Penalty 4220.943705 = -733909.365258 nChanged 41 SP:Iteration 72Q (3857.060000 sec): 3 clusters Score: Raw -738146.494666 + Penalty 4220.943705 = -733925.550961 nChanged 33 SP:Iteration 73Q (3857.080000 sec): 3 clusters Score: Raw -738166.372178 + Penalty 4220.943705 = -733945.428473 nChanged 32 SP:Iteration 74Q (3857.110000 sec): 3 clusters Score: Raw -738186.117799 + Penalty 4220.943705 = -733965.174095 nChanged 36 SP:Iteration 75Q (3857.130000 sec): 3 clusters Score: Raw -738205.608132 + Penalty 4220.943705 = -733984.664427 nChanged 27 SP:Iteration 76Q (3857.150000 sec): 3 clusters Score: Raw -738217.509792 + Penalty 4220.943705 = -733996.566087 nChanged 29 SP:Iteration 77Q (3857.180000 sec): 3 clusters Score: Raw -738229.303327 + Penalty 4220.943705 = -734008.359623 nChanged 25 SP:Iteration 78Q (3857.200000 sec): 3 clusters Score: Raw -738243.325792 + Penalty 4220.943705 = -734022.382087 nChanged 29 SP:Iteration 79Q (3857.220000 sec): 3 clusters Score: Raw -738267.020340 + Penalty 4220.943705 = -734046.076636 nChanged 39 SP:Iteration 80F (3857.240000 sec): 3 clusters Score: Raw -738295.897824 + Penalty 4220.943705 = -734074.954119 nChanged 44 SP:Iteration 81Q (3857.270000 sec): 3 clusters Score: Raw -738327.119957 + Penalty 4220.943705 = -734106.176252 nChanged 40 SP:Iteration 82Q (3857.290000 sec): 3 clusters Score: Raw -738351.465464 + Penalty 4220.943705 = -734130.521759 nChanged 37 SP:Iteration 83Q (3857.310000 sec): 3 clusters Score: Raw -738378.997118 + Penalty 4220.943705 = -734158.053414 nChanged 36 SP:Iteration 84Q (3857.330000 sec): 3 clusters Score: Raw -738404.111767 + Penalty 4220.943705 = -734183.168062 nChanged 38 SP:Iteration 85Q (3857.360000 sec): 3 clusters Score: Raw -738428.760244 + Penalty 4220.943705 = -734207.816539 nChanged 35 SP:Iteration 86Q (3857.380000 sec): 3 clusters Score: Raw -738457.576418 + Penalty 4220.943705 = -734236.632713 nChanged 37 SP:Iteration 87Q (3857.400000 sec): 3 clusters Score: Raw -738485.093896 + Penalty 4220.943705 = -734264.150191 nChanged 33 SP:Iteration 88Q (3857.420000 sec): 3 clusters Score: Raw -738505.380598 + Penalty 4220.943705 = -734284.436893 nChanged 25 SP:Iteration 89Q (3857.440000 sec): 3 clusters Score: Raw -738522.451584 + Penalty 4220.943705 = -734301.507880 nChanged 20 SP:Iteration 90Q (3857.460000 sec): 3 clusters Score: Raw -738536.256418 + Penalty 4220.943705 = -734315.312714 nChanged 18 SP:Iteration 91Q (3857.480000 sec): 3 clusters Score: Raw -738549.054868 + Penalty 4220.943705 = -734328.111163 nChanged 17 SP:Iteration 92Q (3857.500000 sec): 3 clusters Score: Raw -738559.059357 + Penalty 4220.943705 = -734338.115653 nChanged 17 SP:Iteration 93Q (3857.520000 sec): 3 clusters Score: Raw -738569.651377 + Penalty 4220.943705 = -734348.707672 nChanged 12 SP:Iteration 94Q (3857.540000 sec): 3 clusters Score: Raw -738578.000616 + Penalty 4220.943705 = -734357.056912 nChanged 11 SP:Iteration 95Q (3857.570000 sec): 3 clusters Score: Raw -738584.422728 + Penalty 4220.943705 = -734363.479023 nChanged 13 SP:Iteration 96Q (3857.590000 sec): 3 clusters Score: Raw -738591.877733 + Penalty 4220.943705 = -734370.934029 nChanged 12 SP:Iteration 97Q (3857.610000 sec): 3 clusters Score: Raw -738597.073064 + Penalty 4220.943705 = -734376.129360 nChanged 7 SP:Iteration 98Q (3857.630000 sec): 3 clusters Score: Raw -738599.602579 + Penalty 4220.943705 = -734378.658874 nChanged 1 SP:Iteration 99Q (3857.650000 sec): 3 clusters Score: Raw -738599.933422 + Penalty 4220.943705 = -734378.989717 nChanged 1 SP:Iteration 100F (3857.670000 sec): 3 clusters Score: Raw -738600.081527 + Penalty 4220.943705 = -734379.137822 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.690000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.700000 sec): 3 clusters Score: Raw -416299.918609 + Penalty 3917.796049 = -412382.122560 nChanged 908 SP:Iteration 1F (3857.720000 sec): 3 clusters Score: Raw -416868.007799 + Penalty 3917.796049 = -412950.211750 nChanged 207 SP:Iteration 2F (3857.730000 sec): 3 clusters Score: Raw -417023.129888 + Penalty 3917.796049 = -413105.333839 nChanged 121 SP:Iteration 3Q (3857.740000 sec): 3 clusters Score: Raw -417110.515965 + Penalty 3917.796049 = -413192.719916 nChanged 81 SP:Iteration 4Q (3857.760000 sec): 3 clusters Score: Raw -417162.058604 + Penalty 3917.796049 = -413244.262555 nChanged 70 SP:Iteration 5Q (3857.770000 sec): 3 clusters Score: Raw -417205.146331 + Penalty 3917.796049 = -413287.350282 nChanged 53 SP:Iteration 6Q (3857.780000 sec): 3 clusters Score: Raw -417235.956803 + Penalty 3917.796049 = -413318.160754 nChanged 45 SP:Iteration 7Q (3857.800000 sec): 3 clusters Score: Raw -417262.068879 + Penalty 3917.796049 = -413344.272830 nChanged 36 SP:Iteration 8Q (3857.810000 sec): 3 clusters Score: Raw -417287.354663 + Penalty 3917.796049 = -413369.558614 nChanged 39 SP:Iteration 9Q (3857.820000 sec): 3 clusters Score: Raw -417310.403619 + Penalty 3917.796049 = -413392.607570 nChanged 30 SP:Iteration 10Q (3857.840000 sec): 3 clusters Score: Raw -417332.561407 + Penalty 3917.796049 = -413414.765358 nChanged 36 SP:Iteration 11Q (3857.850000 sec): 3 clusters Score: Raw -417351.943243 + Penalty 3917.796049 = -413434.147194 nChanged 30 SP:Iteration 12Q (3857.860000 sec): 3 clusters Score: Raw -417377.091232 + Penalty 3917.796049 = -413459.295183 nChanged 42 SP:Iteration 13Q (3857.880000 sec): 3 clusters Score: Raw -417401.416628 + Penalty 3917.796049 = -413483.620579 nChanged 31 SP:Iteration 14Q (3857.890000 sec): 3 clusters Score: Raw -417423.762625 + Penalty 3917.796049 = -413505.966576 nChanged 28 SP:Iteration 15Q (3857.900000 sec): 3 clusters Score: Raw -417442.074968 + Penalty 3917.796049 = -413524.278919 nChanged 24 SP:Iteration 16Q (3857.920000 sec): 3 clusters Score: Raw -417455.407047 + Penalty 3917.796049 = -413537.610998 nChanged 26 SP:Iteration 17Q (3857.930000 sec): 3 clusters Score: Raw -417470.065611 + Penalty 3917.796049 = -413552.269562 nChanged 23 SP:Iteration 18Q (3857.940000 sec): 3 clusters Score: Raw -417482.955126 + Penalty 3917.796049 = -413565.159077 nChanged 23 SP:Iteration 19Q (3857.960000 sec): 3 clusters Score: Raw -417495.812097 + Penalty 3917.796049 = -413578.016048 nChanged 23 SP:Iteration 20F (3857.970000 sec): 3 clusters Score: Raw -417507.343144 + Penalty 3917.796049 = -413589.547095 nChanged 21 SP:Iteration 21Q (3857.980000 sec): 3 clusters Score: Raw -417521.923243 + Penalty 3917.796049 = -413604.127194 nChanged 21 SP:Iteration 22Q (3858.000000 sec): 3 clusters Score: Raw -417536.866992 + Penalty 3917.796049 = -413619.070943 nChanged 26 SP:Iteration 23Q (3858.010000 sec): 3 clusters Score: Raw -417550.541041 + Penalty 3917.796049 = -413632.744992 nChanged 14 SP:Iteration 24Q (3858.020000 sec): 3 clusters Score: Raw -417557.700685 + Penalty 3917.796049 = -413639.904636 nChanged 9 SP:Iteration 25Q (3858.040000 sec): 3 clusters Score: Raw -417565.135431 + Penalty 3917.796049 = -413647.339382 nChanged 12 SP:Iteration 26Q (3858.050000 sec): 3 clusters Score: Raw -417572.561419 + Penalty 3917.796049 = -413654.765370 nChanged 8 SP:Iteration 27Q (3858.060000 sec): 3 clusters Score: Raw -417576.841173 + Penalty 3917.796049 = -413659.045124 nChanged 9 SP:Iteration 28Q (3858.070000 sec): 3 clusters Score: Raw -417581.628164 + Penalty 3917.796049 = -413663.832115 nChanged 10 SP:Iteration 29Q (3858.090000 sec): 3 clusters Score: Raw -417589.076870 + Penalty 3917.796049 = -413671.280821 nChanged 16 SP:Iteration 30Q (3858.100000 sec): 3 clusters Score: Raw -417599.861272 + Penalty 3917.796049 = -413682.065223 nChanged 14 SP:Iteration 31Q (3858.110000 sec): 3 clusters Score: Raw -417606.867257 + Penalty 3917.796049 = -413689.071208 nChanged 9 SP:Iteration 32Q (3858.130000 sec): 3 clusters Score: Raw -417612.626805 + Penalty 3917.796049 = -413694.830756 nChanged 10 SP:Iteration 33Q (3858.140000 sec): 3 clusters Score: Raw -417619.148248 + Penalty 3917.796049 = -413701.352199 nChanged 12 SP:Iteration 34Q (3858.150000 sec): 3 clusters Score: Raw -417631.651389 + Penalty 3917.796049 = -413713.855340 nChanged 24 SP:Iteration 35Q (3858.160000 sec): 3 clusters Score: Raw -417654.192689 + Penalty 3917.796049 = -413736.396640 nChanged 25 SP:Iteration 36Q (3858.180000 sec): 3 clusters Score: Raw -417674.678057 + Penalty 3917.796049 = -413756.882008 nChanged 15 SP:Iteration 37Q (3858.190000 sec): 3 clusters Score: Raw -417686.916294 + Penalty 3917.796049 = -413769.120245 nChanged 10 SP:Iteration 38Q (3858.200000 sec): 3 clusters Score: Raw -417692.719175 + Penalty 3917.796049 = -413774.923126 nChanged 6 SP:Iteration 39Q (3858.220000 sec): 3 clusters Score: Raw -417696.908924 + Penalty 3917.796049 = -413779.112875 nChanged 11 SP:Iteration 40F (3858.230000 sec): 3 clusters Score: Raw -417704.093615 + Penalty 3917.796049 = -413786.297566 nChanged 14 SP:Iteration 41Q (3858.240000 sec): 3 clusters Score: Raw -417715.657576 + Penalty 3917.796049 = -413797.861527 nChanged 16 SP:Iteration 42Q (3858.260000 sec): 3 clusters Score: Raw -417725.470579 + Penalty 3917.796049 = -413807.674530 nChanged 11 SP:Iteration 43Q (3858.270000 sec): 3 clusters Score: Raw -417730.388357 + Penalty 3917.796049 = -413812.592308 nChanged 3 SP:Iteration 44Q (3858.280000 sec): 3 clusters Score: Raw -417731.770886 + Penalty 3917.796049 = -413813.974837 nChanged 2 SP:Iteration 45Q (3858.300000 sec): 3 clusters Score: Raw -417732.743074 + Penalty 3917.796049 = -413814.947025 nChanged 1 SP:Iteration 46Q (3858.310000 sec): 3 clusters Score: Raw -417733.222464 + Penalty 3917.796049 = -413815.426415 nChanged 1 SP:Iteration 47Q (3858.320000 sec): 3 clusters Score: Raw -417733.495413 + Penalty 3917.796049 = -413815.699364 nChanged 0 SP:Iteration 48F (3858.340000 sec): 3 clusters Score: Raw -417733.495413 + Penalty 3917.796049 = -413815.699364 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.340000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.350000 sec): 3 clusters Score: Raw -216558.629366 + Penalty 3576.565953 = -212982.063413 nChanged 390 SP:Iteration 1F (3858.360000 sec): 3 clusters Score: Raw -216934.350217 + Penalty 3576.565953 = -213357.784264 nChanged 99 SP:Iteration 2F (3858.360000 sec): 3 clusters Score: Raw -217059.249957 + Penalty 3576.565953 = -213482.684004 nChanged 46 SP:Iteration 3Q (3858.370000 sec): 3 clusters Score: Raw -217111.445487 + Penalty 3576.565953 = -213534.879534 nChanged 29 SP:Iteration 4Q (3858.380000 sec): 3 clusters Score: Raw -217146.267442 + Penalty 3576.565953 = -213569.701489 nChanged 20 SP:Iteration 5Q (3858.380000 sec): 3 clusters Score: Raw -217163.475079 + Penalty 3576.565953 = -213586.909126 nChanged 17 SP:Iteration 6Q (3858.390000 sec): 3 clusters Score: Raw -217178.502871 + Penalty 3576.565953 = -213601.936918 nChanged 6 SP:Iteration 7Q (3858.400000 sec): 3 clusters Score: Raw -217182.247960 + Penalty 3576.565953 = -213605.682007 nChanged 5 SP:Iteration 8Q (3858.400000 sec): 3 clusters Score: Raw -217188.778805 + Penalty 3576.565953 = -213612.212852 nChanged 5 SP:Iteration 9Q (3858.410000 sec): 3 clusters Score: Raw -217193.111282 + Penalty 3576.565953 = -213616.545329 nChanged 5 SP:Iteration 10Q (3858.420000 sec): 3 clusters Score: Raw -217196.342197 + Penalty 3576.565953 = -213619.776244 nChanged 4 SP:Iteration 11Q (3858.420000 sec): 3 clusters Score: Raw -217200.092120 + Penalty 3576.565953 = -213623.526167 nChanged 2 SP:Iteration 12Q (3858.430000 sec): 3 clusters Score: Raw -217201.544550 + Penalty 3576.565953 = -213624.978597 nChanged 2 SP:Iteration 13Q (3858.440000 sec): 3 clusters Score: Raw -217203.298462 + Penalty 3576.565953 = -213626.732509 nChanged 0 SP:Iteration 14F (3858.440000 sec): 3 clusters Score: Raw -217203.298462 + Penalty 3576.565953 = -213626.732509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3858.540000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3858.660000 sec): 3 clusters Score: Raw -3548764.359539 + Penalty 4973.714497 = -3543790.645042 nChanged 10046 SP:Iteration 1F (3858.770000 sec): 3 clusters Score: Raw -3554272.786720 + Penalty 4973.714497 = -3549299.072223 nChanged 1183 SP:Iteration 2F (3858.880000 sec): 3 clusters Score: Raw -3554708.433141 + Penalty 4973.714497 = -3549734.718645 nChanged 1066 SP:Iteration 3Q (3859.000000 sec): 3 clusters Score: Raw -3555110.341537 + Penalty 4973.714497 = -3550136.627040 nChanged 967 SP:Iteration 4Q (3859.110000 sec): 3 clusters Score: Raw -3555455.617435 + Penalty 4973.714497 = -3550481.902938 nChanged 879 SP:Iteration 5Q (3859.220000 sec): 3 clusters Score: Raw -3555747.574510 + Penalty 4973.714497 = -3550773.860013 nChanged 782 SP:Iteration 6Q (3859.340000 sec): 3 clusters Score: Raw -3556004.446053 + Penalty 4973.714497 = -3551030.731556 nChanged 759 SP:Iteration 7Q (3859.450000 sec): 3 clusters Score: Raw -3556249.491445 + Penalty 4973.714497 = -3551275.776948 nChanged 756 SP:Iteration 8Q (3859.570000 sec): 3 clusters Score: Raw -3556500.475577 + Penalty 4973.714497 = -3551526.761081 nChanged 757 SP:Iteration 9Q (3859.680000 sec): 3 clusters Score: Raw -3556760.298390 + Penalty 4973.714497 = -3551786.583894 nChanged 780 SP:Iteration 10Q (3859.790000 sec): 3 clusters Score: Raw -3557032.922917 + Penalty 4973.714497 = -3552059.208420 nChanged 784 SP:Iteration 11Q (3859.910000 sec): 3 clusters Score: Raw -3557327.784583 + Penalty 4973.714497 = -3552354.070086 nChanged 778 SP:Iteration 12Q (3860.020000 sec): 3 clusters Score: Raw -3557640.894751 + Penalty 4973.714497 = -3552667.180254 nChanged 785 SP:Iteration 13Q (3860.140000 sec): 3 clusters Score: Raw -3557973.781039 + Penalty 4973.714497 = -3553000.066542 nChanged 800 SP:Iteration 14Q (3860.250000 sec): 3 clusters Score: Raw -3558351.259221 + Penalty 4973.714497 = -3553377.544724 nChanged 842 SP:Iteration 15Q (3860.360000 sec): 3 clusters Score: Raw -3558757.070324 + Penalty 4973.714497 = -3553783.355828 nChanged 801 SP:Iteration 16Q (3860.480000 sec): 3 clusters Score: Raw -3559174.518799 + Penalty 4973.714497 = -3554200.804303 nChanged 834 SP:Iteration 17Q (3860.590000 sec): 3 clusters Score: Raw -3559679.789154 + Penalty 4973.714497 = -3554706.074657 nChanged 791 SP:Iteration 18Q (3860.700000 sec): 3 clusters Score: Raw -3560177.154828 + Penalty 4973.714497 = -3555203.440331 nChanged 723 SP:Iteration 19Q (3860.810000 sec): 3 clusters Score: Raw -3560666.655324 + Penalty 4973.714497 = -3555692.940828 nChanged 637 SP:Iteration 20F (3860.920000 sec): 3 clusters Score: Raw -3561141.588546 + Penalty 4973.714497 = -3556167.874049 nChanged 463 SP:Iteration 21Q (3861.040000 sec): 3 clusters Score: Raw -3561499.309581 + Penalty 4973.714497 = -3556525.595084 nChanged 326 SP:Iteration 22Q (3861.140000 sec): 3 clusters Score: Raw -3561764.288427 + Penalty 4973.714497 = -3556790.573930 nChanged 206 SP:Iteration 23Q (3861.250000 sec): 3 clusters Score: Raw -3561928.974679 + Penalty 4973.714497 = -3556955.260182 nChanged 138 SP:Iteration 24Q (3861.350000 sec): 3 clusters Score: Raw -3562040.760624 + Penalty 4973.714497 = -3557067.046127 nChanged 95 SP:Iteration 25Q (3861.450000 sec): 3 clusters Score: Raw -3562124.680236 + Penalty 4973.714497 = -3557150.965739 nChanged 60 SP:Iteration 26Q (3861.540000 sec): 3 clusters Score: Raw -3562184.639382 + Penalty 4973.714497 = -3557210.924885 nChanged 46 SP:Iteration 27Q (3861.640000 sec): 3 clusters Score: Raw -3562222.846255 + Penalty 4973.714497 = -3557249.131759 nChanged 38 SP:Iteration 28Q (3861.730000 sec): 3 clusters Score: Raw -3562256.419555 + Penalty 4973.714497 = -3557282.705058 nChanged 30 SP:Iteration 29Q (3861.820000 sec): 3 clusters Score: Raw -3562283.773754 + Penalty 4973.714497 = -3557310.059257 nChanged 28 SP:Iteration 30Q (3861.910000 sec): 3 clusters Score: Raw -3562309.790193 + Penalty 4973.714497 = -3557336.075697 nChanged 19 SP:Iteration 31Q (3862.000000 sec): 3 clusters Score: Raw -3562325.741054 + Penalty 4973.714497 = -3557352.026557 nChanged 9 SP:Iteration 32Q (3862.090000 sec): 3 clusters Score: Raw -3562333.068324 + Penalty 4973.714497 = -3557359.353827 nChanged 11 SP:Iteration 33Q (3862.180000 sec): 3 clusters Score: Raw -3562340.301284 + Penalty 4973.714497 = -3557366.586787 nChanged 7 SP:Iteration 34Q (3862.260000 sec): 3 clusters Score: Raw -3562345.664022 + Penalty 4973.714497 = -3557371.949525 nChanged 7 SP:Iteration 35Q (3862.350000 sec): 3 clusters Score: Raw -3562351.096218 + Penalty 4973.714497 = -3557377.381721 nChanged 12 SP:Iteration 36Q (3862.440000 sec): 3 clusters Score: Raw -3562362.416527 + Penalty 4973.714497 = -3557388.702031 nChanged 6 SP:Iteration 37Q (3862.520000 sec): 3 clusters Score: Raw -3562369.192255 + Penalty 4973.714497 = -3557395.477759 nChanged 5 SP:Iteration 38Q (3862.610000 sec): 3 clusters Score: Raw -3562373.599547 + Penalty 4973.714497 = -3557399.885051 nChanged 3 SP:Iteration 39Q (3862.700000 sec): 3 clusters Score: Raw -3562377.721120 + Penalty 4973.714497 = -3557404.006623 nChanged 2 SP:Iteration 40F (3862.810000 sec): 3 clusters Score: Raw -3562378.897100 + Penalty 4973.714497 = -3557405.182603 nChanged 1 SP:Iteration 41Q (3862.900000 sec): 3 clusters Score: Raw -3562379.761067 + Penalty 4973.714497 = -3557406.046570 nChanged 1 SP:Iteration 42Q (3862.980000 sec): 3 clusters Score: Raw -3562380.872094 + Penalty 4973.714497 = -3557407.157598 nChanged 0 SP:Iteration 43F (3863.090000 sec): 3 clusters Score: Raw -3562380.872094 + Penalty 4973.714497 = -3557407.157598 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3863.110000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3863.110000 sec): 3 clusters Score: Raw -120448.313458 + Penalty 3320.502781 = -117127.810677 nChanged 185 SP:Iteration 1F (3863.120000 sec): 3 clusters Score: Raw -120776.472621 + Penalty 3320.502781 = -117455.969840 nChanged 76 SP:Iteration 2F (3863.120000 sec): 3 clusters Score: Raw -121043.526617 + Penalty 3320.502781 = -117723.023836 nChanged 71 SP:Iteration 3F (3863.120000 sec): 3 clusters Score: Raw -121292.185342 + Penalty 3320.502781 = -117971.682561 nChanged 59 SP:Iteration 4F (3863.130000 sec): 3 clusters Score: Raw -121472.016309 + Penalty 3320.502781 = -118151.513528 nChanged 37 SP:Iteration 5Q (3863.130000 sec): 3 clusters Score: Raw -121591.254158 + Penalty 3320.502781 = -118270.751377 nChanged 26 SP:Iteration 6Q (3863.140000 sec): 3 clusters Score: Raw -121676.762903 + Penalty 3320.502781 = -118356.260122 nChanged 23 SP:Iteration 7Q (3863.140000 sec): 3 clusters Score: Raw -121758.549947 + Penalty 3320.502781 = -118438.047166 nChanged 22 SP:Iteration 8Q (3863.140000 sec): 3 clusters Score: Raw -121849.046276 + Penalty 3320.502781 = -118528.543495 nChanged 15 SP:Iteration 9Q (3863.140000 sec): 3 clusters Score: Raw -121895.680200 + Penalty 3320.502781 = -118575.177419 nChanged 6 SP:Iteration 10Q (3863.150000 sec): 3 clusters Score: Raw -121935.337883 + Penalty 3320.502781 = -118614.835101 nChanged 4 SP:Iteration 11Q (3863.150000 sec): 3 clusters Score: Raw -121967.734018 + Penalty 3320.502781 = -118647.231237 nChanged 1 SP:Iteration 12Q (3863.160000 sec): 3 clusters Score: Raw -121978.888555 + Penalty 3320.502781 = -118658.385774 nChanged 2 SP:Iteration 13Q (3863.160000 sec): 3 clusters Score: Raw -121988.793644 + Penalty 3320.502781 = -118668.290863 nChanged 0 SP:Iteration 14F (3863.160000 sec): 3 clusters Score: Raw -121990.702460 + Penalty 3320.502781 = -118670.199679 nChanged 1 SP:Iteration 15Q (3863.160000 sec): 3 clusters Score: Raw -121995.506181 + Penalty 3320.502781 = -118675.003400 nChanged 3 SP:Iteration 16Q (3863.170000 sec): 3 clusters Score: Raw -122001.407737 + Penalty 3320.502781 = -118680.904956 nChanged 1 SP:Iteration 17Q (3863.170000 sec): 3 clusters Score: Raw -122002.928356 + Penalty 3320.502781 = -118682.425575 nChanged 0 SP:Iteration 18F (3863.180000 sec): 3 clusters Score: Raw -122002.928356 + Penalty 3320.502781 = -118682.425575 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3863.220000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3863.280000 sec): 3 clusters Score: Raw -1594983.998430 + Penalty 4618.121359 = -1590365.877071 nChanged 4712 SP:Iteration 1F (3863.330000 sec): 3 clusters Score: Raw -1597687.554146 + Penalty 4618.121359 = -1593069.432787 nChanged 801 SP:Iteration 2F (3863.390000 sec): 3 clusters Score: Raw -1598154.831226 + Penalty 4618.121359 = -1593536.709867 nChanged 705 SP:Iteration 3F (3863.440000 sec): 3 clusters Score: Raw -1598608.145402 + Penalty 4618.121359 = -1593990.024043 nChanged 659 SP:Iteration 4F (3863.500000 sec): 3 clusters Score: Raw -1599025.427665 + Penalty 4618.121359 = -1594407.306306 nChanged 576 SP:Iteration 5F (3863.550000 sec): 3 clusters Score: Raw -1599363.905728 + Penalty 4618.121359 = -1594745.784369 nChanged 529 SP:Iteration 6Q (3863.600000 sec): 3 clusters Score: Raw -1599624.713072 + Penalty 4618.121359 = -1595006.591713 nChanged 428 SP:Iteration 7Q (3863.660000 sec): 3 clusters Score: Raw -1599851.903859 + Penalty 4618.121359 = -1595233.782500 nChanged 351 SP:Iteration 8Q (3863.710000 sec): 3 clusters Score: Raw -1600019.464610 + Penalty 4618.121359 = -1595401.343251 nChanged 337 SP:Iteration 9Q (3863.760000 sec): 3 clusters Score: Raw -1600170.418647 + Penalty 4618.121359 = -1595552.297288 nChanged 298 SP:Iteration 10Q (3863.820000 sec): 3 clusters Score: Raw -1600299.188313 + Penalty 4618.121359 = -1595681.066955 nChanged 263 SP:Iteration 11Q (3863.870000 sec): 3 clusters Score: Raw -1600410.768075 + Penalty 4618.121359 = -1595792.646717 nChanged 252 SP:Iteration 12Q (3863.920000 sec): 3 clusters Score: Raw -1600531.118930 + Penalty 4618.121359 = -1595912.997571 nChanged 261 SP:Iteration 13Q (3863.980000 sec): 3 clusters Score: Raw -1600647.082531 + Penalty 4618.121359 = -1596028.961172 nChanged 248 SP:Iteration 14Q (3864.030000 sec): 3 clusters Score: Raw -1600759.498391 + Penalty 4618.121359 = -1596141.377032 nChanged 218 SP:Iteration 15Q (3864.080000 sec): 3 clusters Score: Raw -1600847.549940 + Penalty 4618.121359 = -1596229.428582 nChanged 186 SP:Iteration 16Q (3864.140000 sec): 3 clusters Score: Raw -1600921.509745 + Penalty 4618.121359 = -1596303.388386 nChanged 168 SP:Iteration 17Q (3864.190000 sec): 3 clusters Score: Raw -1600983.688956 + Penalty 4618.121359 = -1596365.567597 nChanged 147 SP:Iteration 18Q (3864.240000 sec): 3 clusters Score: Raw -1601033.909902 + Penalty 4618.121359 = -1596415.788543 nChanged 137 SP:Iteration 19Q (3864.290000 sec): 3 clusters Score: Raw -1601077.775761 + Penalty 4618.121359 = -1596459.654402 nChanged 115 SP:Iteration 20F (3864.340000 sec): 3 clusters Score: Raw -1601106.566299 + Penalty 4618.121359 = -1596488.444941 nChanged 97 SP:Iteration 21Q (3864.400000 sec): 3 clusters Score: Raw -1601130.981248 + Penalty 4618.121359 = -1596512.859889 nChanged 82 SP:Iteration 22Q (3864.440000 sec): 3 clusters Score: Raw -1601149.694438 + Penalty 4618.121359 = -1596531.573079 nChanged 71 SP:Iteration 23Q (3864.500000 sec): 3 clusters Score: Raw -1601164.202407 + Penalty 4618.121359 = -1596546.081048 nChanged 57 SP:Iteration 24Q (3864.550000 sec): 3 clusters Score: Raw -1601176.529035 + Penalty 4618.121359 = -1596558.407676 nChanged 62 SP:Iteration 25Q (3864.600000 sec): 3 clusters Score: Raw -1601190.815153 + Penalty 4618.121359 = -1596572.693794 nChanged 65 SP:Iteration 26Q (3864.650000 sec): 3 clusters Score: Raw -1601203.410405 + Penalty 4618.121359 = -1596585.289046 nChanged 37 SP:Iteration 27Q (3864.700000 sec): 3 clusters Score: Raw -1601210.118235 + Penalty 4618.121359 = -1596591.996876 nChanged 37 SP:Iteration 28Q (3864.750000 sec): 3 clusters Score: Raw -1601216.869711 + Penalty 4618.121359 = -1596598.748353 nChanged 46 SP:Iteration 29Q (3864.800000 sec): 3 clusters Score: Raw -1601224.682111 + Penalty 4618.121359 = -1596606.560753 nChanged 32 SP:Iteration 30Q (3864.860000 sec): 3 clusters Score: Raw -1601229.991999 + Penalty 4618.121359 = -1596611.870641 nChanged 36 SP:Iteration 31Q (3864.910000 sec): 3 clusters Score: Raw -1601236.229557 + Penalty 4618.121359 = -1596618.108198 nChanged 27 SP:Iteration 32Q (3864.960000 sec): 3 clusters Score: Raw -1601241.604441 + Penalty 4618.121359 = -1596623.483082 nChanged 26 SP:Iteration 33Q (3865.010000 sec): 3 clusters Score: Raw -1601247.422935 + Penalty 4618.121359 = -1596629.301576 nChanged 28 SP:Iteration 34Q (3865.070000 sec): 3 clusters Score: Raw -1601253.425845 + Penalty 4618.121359 = -1596635.304486 nChanged 33 SP:Iteration 35Q (3865.120000 sec): 3 clusters Score: Raw -1601259.950747 + Penalty 4618.121359 = -1596641.829389 nChanged 28 SP:Iteration 36Q (3865.170000 sec): 3 clusters Score: Raw -1601264.127031 + Penalty 4618.121359 = -1596646.005673 nChanged 17 SP:Iteration 37Q (3865.220000 sec): 3 clusters Score: Raw -1601267.319859 + Penalty 4618.121359 = -1596649.198501 nChanged 19 SP:Iteration 38Q (3865.270000 sec): 3 clusters Score: Raw -1601269.798428 + Penalty 4618.121359 = -1596651.677069 nChanged 12 SP:Iteration 39Q (3865.320000 sec): 3 clusters Score: Raw -1601271.784927 + Penalty 4618.121359 = -1596653.663569 nChanged 11 SP:Iteration 40F (3865.370000 sec): 3 clusters Score: Raw -1601273.018782 + Penalty 4618.121359 = -1596654.897423 nChanged 11 SP:Iteration 41Q (3865.430000 sec): 3 clusters Score: Raw -1601274.715068 + Penalty 4618.121359 = -1596656.593709 nChanged 6 SP:Iteration 42Q (3865.470000 sec): 3 clusters Score: Raw -1601275.488319 + Penalty 4618.121359 = -1596657.366960 nChanged 4 SP:Iteration 43Q (3865.530000 sec): 3 clusters Score: Raw -1601275.975310 + Penalty 4618.121359 = -1596657.853951 nChanged 4 SP:Iteration 44Q (3865.580000 sec): 3 clusters Score: Raw -1601276.390563 + Penalty 4618.121359 = -1596658.269205 nChanged 2 SP:Iteration 45Q (3865.630000 sec): 3 clusters Score: Raw -1601276.651119 + Penalty 4618.121359 = -1596658.529760 nChanged 1 SP:Iteration 46Q (3865.680000 sec): 3 clusters Score: Raw -1601276.698760 + Penalty 4618.121359 = -1596658.577401 nChanged 0 SP:Iteration 47F (3865.730000 sec): 3 clusters Score: Raw -1601276.698760 + Penalty 4618.121359 = -1596658.577401 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.750000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.770000 sec): 3 clusters Score: Raw -524080.802881 + Penalty 4050.020362 = -520030.782519 nChanged 1287 SP:Iteration 1F (3865.790000 sec): 3 clusters Score: Raw -525001.377030 + Penalty 4050.020362 = -520951.356668 nChanged 324 SP:Iteration 2F (3865.810000 sec): 3 clusters Score: Raw -525329.322909 + Penalty 4050.020362 = -521279.302547 nChanged 223 SP:Iteration 3F (3865.820000 sec): 3 clusters Score: Raw -525577.228680 + Penalty 4050.020362 = -521527.208318 nChanged 237 SP:Iteration 4F (3865.840000 sec): 3 clusters Score: Raw -525935.390105 + Penalty 4050.020362 = -521885.369743 nChanged 284 SP:Iteration 5F (3865.860000 sec): 3 clusters Score: Raw -526415.798807 + Penalty 4050.020362 = -522365.778445 nChanged 282 SP:Iteration 6F (3865.870000 sec): 3 clusters Score: Raw -526863.580472 + Penalty 4050.020362 = -522813.560110 nChanged 199 SP:Iteration 7F (3865.890000 sec): 3 clusters Score: Raw -527126.228072 + Penalty 4050.020362 = -523076.207711 nChanged 126 SP:Iteration 8Q (3865.910000 sec): 3 clusters Score: Raw -527239.372989 + Penalty 4050.020362 = -523189.352627 nChanged 83 SP:Iteration 9Q (3865.920000 sec): 3 clusters Score: Raw -527296.942572 + Penalty 4050.020362 = -523246.922210 nChanged 53 SP:Iteration 10Q (3865.940000 sec): 3 clusters Score: Raw -527332.616338 + Penalty 4050.020362 = -523282.595976 nChanged 36 SP:Iteration 11Q (3865.950000 sec): 3 clusters Score: Raw -527356.140329 + Penalty 4050.020362 = -523306.119968 nChanged 21 SP:Iteration 12Q (3865.970000 sec): 3 clusters Score: Raw -527365.344434 + Penalty 4050.020362 = -523315.324072 nChanged 7 SP:Iteration 13Q (3865.990000 sec): 3 clusters Score: Raw -527367.832703 + Penalty 4050.020362 = -523317.812341 nChanged 4 SP:Iteration 14Q (3866.000000 sec): 3 clusters Score: Raw -527369.068049 + Penalty 4050.020362 = -523319.047687 nChanged 3 SP:Iteration 15Q (3866.020000 sec): 3 clusters Score: Raw -527370.076066 + Penalty 4050.020362 = -523320.055704 nChanged 4 SP:Iteration 16Q (3866.030000 sec): 3 clusters Score: Raw -527371.936339 + Penalty 4050.020362 = -523321.915977 nChanged 6 SP:Iteration 17Q (3866.050000 sec): 3 clusters Score: Raw -527373.877736 + Penalty 4050.020362 = -523323.857374 nChanged 4 SP:Iteration 18Q (3866.060000 sec): 3 clusters Score: Raw -527375.198667 + Penalty 4050.020362 = -523325.178305 nChanged 0 SP:Iteration 19F (3866.080000 sec): 3 clusters Score: Raw -527375.198667 + Penalty 4050.020362 = -523325.178305 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.090000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.090000 sec): 3 clusters Score: Raw -72927.690096 + Penalty 3065.288260 = -69862.401836 nChanged 93 SP:Iteration 1F (3866.090000 sec): 3 clusters Score: Raw -73113.347383 + Penalty 3065.288260 = -70048.059122 nChanged 19 SP:Iteration 2Q (3866.090000 sec): 3 clusters Score: Raw -73147.732493 + Penalty 3065.288260 = -70082.444233 nChanged 6 SP:Iteration 3Q (3866.090000 sec): 3 clusters Score: Raw -73162.760525 + Penalty 3065.288260 = -70097.472264 nChanged 5 SP:Iteration 4Q (3866.100000 sec): 3 clusters Score: Raw -73178.980373 + Penalty 3065.288260 = -70113.692113 nChanged 5 SP:Iteration 5Q (3866.100000 sec): 3 clusters Score: Raw -73193.383770 + Penalty 3065.288260 = -70128.095510 nChanged 1 SP:Iteration 6Q (3866.100000 sec): 3 clusters Score: Raw -73194.799962 + Penalty 3065.288260 = -70129.511702 nChanged 2 SP:Iteration 7Q (3866.110000 sec): 3 clusters Score: Raw -73198.628300 + Penalty 3065.288260 = -70133.340040 nChanged 4 SP:Iteration 8Q (3866.110000 sec): 3 clusters Score: Raw -73210.923057 + Penalty 3065.288260 = -70145.634797 nChanged 4 SP:Iteration 9Q (3866.110000 sec): 3 clusters Score: Raw -73226.192878 + Penalty 3065.288260 = -70160.904618 nChanged 7 SP:Iteration 10Q (3866.110000 sec): 3 clusters Score: Raw -73241.583309 + Penalty 3065.288260 = -70176.295048 nChanged 4 SP:Iteration 11Q (3866.110000 sec): 3 clusters Score: Raw -73254.310492 + Penalty 3065.288260 = -70189.022232 nChanged 2 SP:Iteration 12Q (3866.110000 sec): 3 clusters Score: Raw -73258.918274 + Penalty 3065.288260 = -70193.630013 nChanged 2 SP:Iteration 13Q (3866.120000 sec): 3 clusters Score: Raw -73266.925237 + Penalty 3065.288260 = -70201.636977 nChanged 3 SP:Iteration 14Q (3866.120000 sec): 3 clusters Score: Raw -73271.965131 + Penalty 3065.288260 = -70206.676871 nChanged 1 SP:Iteration 15Q (3866.120000 sec): 3 clusters Score: Raw -73276.507115 + Penalty 3065.288260 = -70211.218855 nChanged 1 SP:Iteration 16Q (3866.130000 sec): 3 clusters Score: Raw -73279.967354 + Penalty 3065.288260 = -70214.679094 nChanged 1 SP:Iteration 17Q (3866.130000 sec): 3 clusters Score: Raw -73283.029488 + Penalty 3065.288260 = -70217.741228 nChanged 1 SP:Iteration 18Q (3866.130000 sec): 3 clusters Score: Raw -73285.345394 + Penalty 3065.288260 = -70220.057133 nChanged 0 SP:Iteration 19F (3866.130000 sec): 3 clusters Score: Raw -73285.345394 + Penalty 3065.288260 = -70220.057133 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3866.180000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3866.240000 sec): 3 clusters Score: Raw -1845879.725358 + Penalty 4658.346811 = -1841221.378547 nChanged 5033 SP:Iteration 1F (3866.300000 sec): 3 clusters Score: Raw -1848603.720577 + Penalty 4658.346811 = -1843945.373766 nChanged 786 SP:Iteration 2F (3866.360000 sec): 3 clusters Score: Raw -1848994.720474 + Penalty 4658.346811 = -1844336.373663 nChanged 677 SP:Iteration 3F (3866.420000 sec): 3 clusters Score: Raw -1849355.235167 + Penalty 4658.346811 = -1844696.888356 nChanged 644 SP:Iteration 4F (3866.480000 sec): 3 clusters Score: Raw -1849710.380337 + Penalty 4658.346811 = -1845052.033526 nChanged 633 SP:Iteration 5F (3866.540000 sec): 3 clusters Score: Raw -1850113.358967 + Penalty 4658.346811 = -1845455.012156 nChanged 661 SP:Iteration 6F (3866.590000 sec): 3 clusters Score: Raw -1850520.300090 + Penalty 4658.346811 = -1845861.953279 nChanged 617 SP:Iteration 7F (3866.650000 sec): 3 clusters Score: Raw -1850917.928692 + Penalty 4658.346811 = -1846259.581881 nChanged 554 SP:Iteration 8Q (3866.710000 sec): 3 clusters Score: Raw -1851289.423580 + Penalty 4658.346811 = -1846631.076769 nChanged 513 SP:Iteration 9Q (3866.770000 sec): 3 clusters Score: Raw -1851634.936482 + Penalty 4658.346811 = -1846976.589671 nChanged 420 SP:Iteration 10Q (3866.830000 sec): 3 clusters Score: Raw -1851908.293371 + Penalty 4658.346811 = -1847249.946560 nChanged 362 SP:Iteration 11Q (3866.890000 sec): 3 clusters Score: Raw -1852137.967480 + Penalty 4658.346811 = -1847479.620669 nChanged 292 SP:Iteration 12Q (3866.950000 sec): 3 clusters Score: Raw -1852316.914705 + Penalty 4658.346811 = -1847658.567894 nChanged 235 SP:Iteration 13Q (3867.000000 sec): 3 clusters Score: Raw -1852486.683278 + Penalty 4658.346811 = -1847828.336467 nChanged 193 SP:Iteration 14Q (3867.060000 sec): 3 clusters Score: Raw -1852600.781175 + Penalty 4658.346811 = -1847942.434364 nChanged 128 SP:Iteration 15Q (3867.110000 sec): 3 clusters Score: Raw -1852668.827519 + Penalty 4658.346811 = -1848010.480708 nChanged 98 SP:Iteration 16Q (3867.170000 sec): 3 clusters Score: Raw -1852719.242179 + Penalty 4658.346811 = -1848060.895368 nChanged 88 SP:Iteration 17Q (3867.220000 sec): 3 clusters Score: Raw -1852766.753226 + Penalty 4658.346811 = -1848108.406415 nChanged 80 SP:Iteration 18Q (3867.270000 sec): 3 clusters Score: Raw -1852809.485762 + Penalty 4658.346811 = -1848151.138951 nChanged 71 SP:Iteration 19Q (3867.330000 sec): 3 clusters Score: Raw -1852843.816763 + Penalty 4658.346811 = -1848185.469952 nChanged 46 SP:Iteration 20F (3867.390000 sec): 3 clusters Score: Raw -1852866.606097 + Penalty 4658.346811 = -1848208.259286 nChanged 40 SP:Iteration 21Q (3867.440000 sec): 3 clusters Score: Raw -1852885.050337 + Penalty 4658.346811 = -1848226.703526 nChanged 25 SP:Iteration 22Q (3867.490000 sec): 3 clusters Score: Raw -1852894.707718 + Penalty 4658.346811 = -1848236.360907 nChanged 18 SP:Iteration 23Q (3867.540000 sec): 3 clusters Score: Raw -1852903.329437 + Penalty 4658.346811 = -1848244.982626 nChanged 10 SP:Iteration 24Q (3867.590000 sec): 3 clusters Score: Raw -1852908.554464 + Penalty 4658.346811 = -1848250.207652 nChanged 8 SP:Iteration 25Q (3867.650000 sec): 3 clusters Score: Raw -1852913.102121 + Penalty 4658.346811 = -1848254.755310 nChanged 13 SP:Iteration 26Q (3867.690000 sec): 3 clusters Score: Raw -1852920.688574 + Penalty 4658.346811 = -1848262.341762 nChanged 12 SP:Iteration 27Q (3867.750000 sec): 3 clusters Score: Raw -1852927.710409 + Penalty 4658.346811 = -1848269.363598 nChanged 16 SP:Iteration 28Q (3867.800000 sec): 3 clusters Score: Raw -1852937.081914 + Penalty 4658.346811 = -1848278.735103 nChanged 15 SP:Iteration 29Q (3867.850000 sec): 3 clusters Score: Raw -1852944.581534 + Penalty 4658.346811 = -1848286.234723 nChanged 11 SP:Iteration 30Q (3867.900000 sec): 3 clusters Score: Raw -1852951.848335 + Penalty 4658.346811 = -1848293.501524 nChanged 11 SP:Iteration 31Q (3867.950000 sec): 3 clusters Score: Raw -1852958.604326 + Penalty 4658.346811 = -1848300.257515 nChanged 10 SP:Iteration 32Q (3868.000000 sec): 3 clusters Score: Raw -1852964.044812 + Penalty 4658.346811 = -1848305.698001 nChanged 16 SP:Iteration 33Q (3868.050000 sec): 3 clusters Score: Raw -1852971.816032 + Penalty 4658.346811 = -1848313.469221 nChanged 13 SP:Iteration 34Q (3868.100000 sec): 3 clusters Score: Raw -1852978.039036 + Penalty 4658.346811 = -1848319.692225 nChanged 6 SP:Iteration 35Q (3868.150000 sec): 3 clusters Score: Raw -1852982.399030 + Penalty 4658.346811 = -1848324.052219 nChanged 5 SP:Iteration 36Q (3868.200000 sec): 3 clusters Score: Raw -1852984.934504 + Penalty 4658.346811 = -1848326.587693 nChanged 4 SP:Iteration 37Q (3868.250000 sec): 3 clusters Score: Raw -1852986.300381 + Penalty 4658.346811 = -1848327.953570 nChanged 2 SP:Iteration 38Q (3868.290000 sec): 3 clusters Score: Raw -1852986.970060 + Penalty 4658.346811 = -1848328.623249 nChanged 1 SP:Iteration 39Q (3868.350000 sec): 3 clusters Score: Raw -1852987.280747 + Penalty 4658.346811 = -1848328.933936 nChanged 2 SP:Iteration 40F (3868.400000 sec): 3 clusters Score: Raw -1852988.110057 + Penalty 4658.346811 = -1848329.763246 nChanged 4 SP:Iteration 41Q (3868.450000 sec): 3 clusters Score: Raw -1852989.392502 + Penalty 4658.346811 = -1848331.045691 nChanged 1 SP:Iteration 42Q (3868.500000 sec): 3 clusters Score: Raw -1852989.620313 + Penalty 4658.346811 = -1848331.273502 nChanged 0 SP:Iteration 43F (3868.560000 sec): 3 clusters Score: Raw -1852989.620313 + Penalty 4658.346811 = -1848331.273502 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3868.570000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3868.570000 sec): 3 clusters Score: Raw -77920.519600 + Penalty 3108.531472 = -74811.988128 nChanged 97 SP:Iteration 1F (3868.570000 sec): 3 clusters Score: Raw -78112.926839 + Penalty 3108.531472 = -75004.395367 nChanged 20 SP:Iteration 2Q (3868.580000 sec): 3 clusters Score: Raw -78160.371094 + Penalty 3108.531472 = -75051.839622 nChanged 12 SP:Iteration 3Q (3868.580000 sec): 3 clusters Score: Raw -78183.379756 + Penalty 3108.531472 = -75074.848284 nChanged 2 SP:Iteration 4Q (3868.580000 sec): 3 clusters Score: Raw -78188.782997 + Penalty 3108.531472 = -75080.251525 nChanged 1 SP:Iteration 5Q (3868.590000 sec): 3 clusters Score: Raw -78191.987753 + Penalty 3108.531472 = -75083.456281 nChanged 0 SP:Iteration 6F (3868.590000 sec): 3 clusters Score: Raw -78191.987753 + Penalty 3108.531472 = -75083.456281 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3868.600000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3868.610000 sec): 3 clusters Score: Raw -333856.845053 + Penalty 3827.143572 = -330029.701481 nChanged 740 SP:Iteration 1F (3868.620000 sec): 3 clusters Score: Raw -334411.909622 + Penalty 3827.143572 = -330584.766049 nChanged 189 SP:Iteration 2F (3868.630000 sec): 3 clusters Score: Raw -334635.364939 + Penalty 3827.143572 = -330808.221367 nChanged 129 SP:Iteration 3F (3868.650000 sec): 3 clusters Score: Raw -334783.138803 + Penalty 3827.143572 = -330955.995230 nChanged 90 SP:Iteration 4Q (3868.650000 sec): 3 clusters Score: Raw -334882.697267 + Penalty 3827.143572 = -331055.553695 nChanged 80 SP:Iteration 5Q (3868.670000 sec): 3 clusters Score: Raw -334966.089456 + Penalty 3827.143572 = -331138.945884 nChanged 75 SP:Iteration 6Q (3868.680000 sec): 3 clusters Score: Raw -335047.422217 + Penalty 3827.143572 = -331220.278645 nChanged 72 SP:Iteration 7Q (3868.690000 sec): 3 clusters Score: Raw -335105.579875 + Penalty 3827.143572 = -331278.436302 nChanged 54 SP:Iteration 8Q (3868.700000 sec): 3 clusters Score: Raw -335146.414122 + Penalty 3827.143572 = -331319.270550 nChanged 38 SP:Iteration 9Q (3868.710000 sec): 3 clusters Score: Raw -335174.162999 + Penalty 3827.143572 = -331347.019426 nChanged 34 SP:Iteration 10Q (3868.720000 sec): 3 clusters Score: Raw -335196.516907 + Penalty 3827.143572 = -331369.373335 nChanged 27 SP:Iteration 11Q (3868.730000 sec): 3 clusters Score: Raw -335211.937100 + Penalty 3827.143572 = -331384.793527 nChanged 22 SP:Iteration 12Q (3868.740000 sec): 3 clusters Score: Raw -335224.302064 + Penalty 3827.143572 = -331397.158491 nChanged 26 SP:Iteration 13Q (3868.750000 sec): 3 clusters Score: Raw -335238.216673 + Penalty 3827.143572 = -331411.073101 nChanged 24 SP:Iteration 14Q (3868.760000 sec): 3 clusters Score: Raw -335255.545297 + Penalty 3827.143572 = -331428.401725 nChanged 21 SP:Iteration 15Q (3868.770000 sec): 3 clusters Score: Raw -335268.935243 + Penalty 3827.143572 = -331441.791671 nChanged 24 SP:Iteration 16Q (3868.790000 sec): 3 clusters Score: Raw -335283.664527 + Penalty 3827.143572 = -331456.520955 nChanged 22 SP:Iteration 17Q (3868.790000 sec): 3 clusters Score: Raw -335297.622534 + Penalty 3827.143572 = -331470.478962 nChanged 21 SP:Iteration 18Q (3868.810000 sec): 3 clusters Score: Raw -335311.792929 + Penalty 3827.143572 = -331484.649357 nChanged 10 SP:Iteration 19Q (3868.820000 sec): 3 clusters Score: Raw -335322.485234 + Penalty 3827.143572 = -331495.341662 nChanged 10 SP:Iteration 20F (3868.830000 sec): 3 clusters Score: Raw -335331.369754 + Penalty 3827.143572 = -331504.226182 nChanged 11 SP:Iteration 21Q (3868.840000 sec): 3 clusters Score: Raw -335340.135251 + Penalty 3827.143572 = -331512.991679 nChanged 13 SP:Iteration 22Q (3868.850000 sec): 3 clusters Score: Raw -335348.519403 + Penalty 3827.143572 = -331521.375831 nChanged 11 SP:Iteration 23Q (3868.860000 sec): 3 clusters Score: Raw -335356.606248 + Penalty 3827.143572 = -331529.462676 nChanged 9 SP:Iteration 24Q (3868.870000 sec): 3 clusters Score: Raw -335361.853322 + Penalty 3827.143572 = -331534.709750 nChanged 7 SP:Iteration 25Q (3868.880000 sec): 3 clusters Score: Raw -335364.896459 + Penalty 3827.143572 = -331537.752887 nChanged 7 SP:Iteration 26Q (3868.890000 sec): 3 clusters Score: Raw -335370.518766 + Penalty 3827.143572 = -331543.375194 nChanged 10 SP:Iteration 27Q (3868.900000 sec): 3 clusters Score: Raw -335378.158817 + Penalty 3827.143572 = -331551.015245 nChanged 17 SP:Iteration 28Q (3868.910000 sec): 3 clusters Score: Raw -335393.313461 + Penalty 3827.143572 = -331566.169889 nChanged 28 SP:Iteration 29Q (3868.930000 sec): 3 clusters Score: Raw -335412.569061 + Penalty 3827.143572 = -331585.425489 nChanged 32 SP:Iteration 30Q (3868.930000 sec): 3 clusters Score: Raw -335444.662809 + Penalty 3827.143572 = -331617.519237 nChanged 27 SP:Iteration 31Q (3868.950000 sec): 3 clusters Score: Raw -335470.721952 + Penalty 3827.143572 = -331643.578380 nChanged 20 SP:Iteration 32Q (3868.950000 sec): 3 clusters Score: Raw -335483.758334 + Penalty 3827.143572 = -331656.614761 nChanged 15 SP:Iteration 33Q (3868.970000 sec): 3 clusters Score: Raw -335492.913322 + Penalty 3827.143572 = -331665.769750 nChanged 10 SP:Iteration 34Q (3868.980000 sec): 3 clusters Score: Raw -335501.660934 + Penalty 3827.143572 = -331674.517361 nChanged 12 SP:Iteration 35Q (3868.990000 sec): 3 clusters Score: Raw -335509.816375 + Penalty 3827.143572 = -331682.672803 nChanged 6 SP:Iteration 36Q (3869.000000 sec): 3 clusters Score: Raw -335513.500227 + Penalty 3827.143572 = -331686.356655 nChanged 4 SP:Iteration 37Q (3869.010000 sec): 3 clusters Score: Raw -335515.355127 + Penalty 3827.143572 = -331688.211555 nChanged 3 SP:Iteration 38Q (3869.020000 sec): 3 clusters Score: Raw -335517.176491 + Penalty 3827.143572 = -331690.032919 nChanged 2 SP:Iteration 39Q (3869.030000 sec): 3 clusters Score: Raw -335518.890833 + Penalty 3827.143572 = -331691.747261 nChanged 6 SP:Iteration 40F (3869.040000 sec): 3 clusters Score: Raw -335521.568743 + Penalty 3827.143572 = -331694.425171 nChanged 3 SP:Iteration 41Q (3869.050000 sec): 3 clusters Score: Raw -335522.408551 + Penalty 3827.143572 = -331695.264979 nChanged 3 SP:Iteration 42Q (3869.060000 sec): 3 clusters Score: Raw -335523.857751 + Penalty 3827.143572 = -331696.714179 nChanged 3 SP:Iteration 43Q (3869.070000 sec): 3 clusters Score: Raw -335526.263282 + Penalty 3827.143572 = -331699.119709 nChanged 1 SP:Iteration 44Q (3869.080000 sec): 3 clusters Score: Raw -335527.175612 + Penalty 3827.143572 = -331700.032040 nChanged 1 SP:Iteration 45Q (3869.090000 sec): 3 clusters Score: Raw -335527.379106 + Penalty 3827.143572 = -331700.235533 nChanged 1 SP:Iteration 46Q (3869.100000 sec): 3 clusters Score: Raw -335527.614035 + Penalty 3827.143572 = -331700.470463 nChanged 0 SP:Iteration 47F (3869.110000 sec): 3 clusters Score: Raw -335527.614035 + Penalty 3827.143572 = -331700.470463 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3869.140000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3869.160000 sec): 3 clusters Score: Raw -715745.892236 + Penalty 4203.349241 = -711542.542995 nChanged 1840 SP:Iteration 1F (3869.190000 sec): 3 clusters Score: Raw -716776.417436 + Penalty 4203.349241 = -712573.068195 nChanged 339 SP:Iteration 2F (3869.210000 sec): 3 clusters Score: Raw -716972.462659 + Penalty 4203.349241 = -712769.113419 nChanged 234 SP:Iteration 3Q (3869.230000 sec): 3 clusters Score: Raw -717109.233459 + Penalty 4203.349241 = -712905.884218 nChanged 199 SP:Iteration 4Q (3869.250000 sec): 3 clusters Score: Raw -717213.354855 + Penalty 4203.349241 = -713010.005614 nChanged 155 SP:Iteration 5Q (3869.280000 sec): 3 clusters Score: Raw -717288.348487 + Penalty 4203.349241 = -713084.999246 nChanged 126 SP:Iteration 6Q (3869.300000 sec): 3 clusters Score: Raw -717353.336873 + Penalty 4203.349241 = -713149.987632 nChanged 113 SP:Iteration 7Q (3869.330000 sec): 3 clusters Score: Raw -717427.121972 + Penalty 4203.349241 = -713223.772732 nChanged 114 SP:Iteration 8Q (3869.350000 sec): 3 clusters Score: Raw -717495.381226 + Penalty 4203.349241 = -713292.031986 nChanged 112 SP:Iteration 9Q (3869.370000 sec): 3 clusters Score: Raw -717559.234548 + Penalty 4203.349241 = -713355.885307 nChanged 124 SP:Iteration 10Q (3869.400000 sec): 3 clusters Score: Raw -717612.533268 + Penalty 4203.349241 = -713409.184028 nChanged 71 SP:Iteration 11Q (3869.420000 sec): 3 clusters Score: Raw -717642.587481 + Penalty 4203.349241 = -713439.238241 nChanged 63 SP:Iteration 12Q (3869.450000 sec): 3 clusters Score: Raw -717665.192717 + Penalty 4203.349241 = -713461.843476 nChanged 44 SP:Iteration 13Q (3869.470000 sec): 3 clusters Score: Raw -717679.640534 + Penalty 4203.349241 = -713476.291294 nChanged 27 SP:Iteration 14Q (3869.490000 sec): 3 clusters Score: Raw -717688.325660 + Penalty 4203.349241 = -713484.976419 nChanged 27 SP:Iteration 15Q (3869.510000 sec): 3 clusters Score: Raw -717697.996500 + Penalty 4203.349241 = -713494.647259 nChanged 28 SP:Iteration 16Q (3869.540000 sec): 3 clusters Score: Raw -717707.869462 + Penalty 4203.349241 = -713504.520222 nChanged 36 SP:Iteration 17Q (3869.560000 sec): 3 clusters Score: Raw -717722.034052 + Penalty 4203.349241 = -713518.684811 nChanged 34 SP:Iteration 18Q (3869.580000 sec): 3 clusters Score: Raw -717733.220495 + Penalty 4203.349241 = -713529.871254 nChanged 35 SP:Iteration 19Q (3869.610000 sec): 3 clusters Score: Raw -717745.575141 + Penalty 4203.349241 = -713542.225900 nChanged 26 SP:Iteration 20F (3869.630000 sec): 3 clusters Score: Raw -717754.280890 + Penalty 4203.349241 = -713550.931649 nChanged 20 SP:Iteration 21Q (3869.650000 sec): 3 clusters Score: Raw -717760.862509 + Penalty 4203.349241 = -713557.513269 nChanged 15 SP:Iteration 22Q (3869.680000 sec): 3 clusters Score: Raw -717765.065914 + Penalty 4203.349241 = -713561.716673 nChanged 13 SP:Iteration 23Q (3869.700000 sec): 3 clusters Score: Raw -717769.662057 + Penalty 4203.349241 = -713566.312816 nChanged 15 SP:Iteration 24Q (3869.720000 sec): 3 clusters Score: Raw -717775.602200 + Penalty 4203.349241 = -713572.252959 nChanged 13 SP:Iteration 25Q (3869.750000 sec): 3 clusters Score: Raw -717779.451169 + Penalty 4203.349241 = -713576.101929 nChanged 14 SP:Iteration 26Q (3869.770000 sec): 3 clusters Score: Raw -717784.514308 + Penalty 4203.349241 = -713581.165067 nChanged 17 SP:Iteration 27Q (3869.790000 sec): 3 clusters Score: Raw -717790.437659 + Penalty 4203.349241 = -713587.088418 nChanged 14 SP:Iteration 28Q (3869.810000 sec): 3 clusters Score: Raw -717795.611034 + Penalty 4203.349241 = -713592.261794 nChanged 14 SP:Iteration 29Q (3869.840000 sec): 3 clusters Score: Raw -717801.523708 + Penalty 4203.349241 = -713598.174467 nChanged 16 SP:Iteration 30Q (3869.860000 sec): 3 clusters Score: Raw -717805.317748 + Penalty 4203.349241 = -713601.968508 nChanged 16 SP:Iteration 31Q (3869.890000 sec): 3 clusters Score: Raw -717809.530931 + Penalty 4203.349241 = -713606.181690 nChanged 12 SP:Iteration 32Q (3869.910000 sec): 3 clusters Score: Raw -717814.624481 + Penalty 4203.349241 = -713611.275240 nChanged 14 SP:Iteration 33Q (3869.930000 sec): 3 clusters Score: Raw -717819.095375 + Penalty 4203.349241 = -713615.746135 nChanged 8 SP:Iteration 34Q (3869.950000 sec): 3 clusters Score: Raw -717821.198715 + Penalty 4203.349241 = -713617.849474 nChanged 8 SP:Iteration 35Q (3869.980000 sec): 3 clusters Score: Raw -717823.781270 + Penalty 4203.349241 = -713620.432029 nChanged 11 SP:Iteration 36Q (3870.000000 sec): 3 clusters Score: Raw -717827.287651 + Penalty 4203.349241 = -713623.938410 nChanged 18 SP:Iteration 37Q (3870.020000 sec): 3 clusters Score: Raw -717833.989178 + Penalty 4203.349241 = -713630.639937 nChanged 13 SP:Iteration 38Q (3870.050000 sec): 3 clusters Score: Raw -717838.858687 + Penalty 4203.349241 = -713635.509446 nChanged 15 SP:Iteration 39Q (3870.070000 sec): 3 clusters Score: Raw -717843.092737 + Penalty 4203.349241 = -713639.743496 nChanged 14 SP:Iteration 40F (3870.090000 sec): 3 clusters Score: Raw -717847.429034 + Penalty 4203.349241 = -713644.079793 nChanged 10 SP:Iteration 41Q (3870.110000 sec): 3 clusters Score: Raw -717850.928095 + Penalty 4203.349241 = -713647.578854 nChanged 10 SP:Iteration 42Q (3870.140000 sec): 3 clusters Score: Raw -717854.567167 + Penalty 4203.349241 = -713651.217926 nChanged 8 SP:Iteration 43Q (3870.160000 sec): 3 clusters Score: Raw -717856.651722 + Penalty 4203.349241 = -713653.302481 nChanged 8 SP:Iteration 44Q (3870.190000 sec): 3 clusters Score: Raw -717858.857865 + Penalty 4203.349241 = -713655.508624 nChanged 6 SP:Iteration 45Q (3870.210000 sec): 3 clusters Score: Raw -717860.513380 + Penalty 4203.349241 = -713657.164140 nChanged 5 SP:Iteration 46Q (3870.230000 sec): 3 clusters Score: Raw -717862.242159 + Penalty 4203.349241 = -713658.892918 nChanged 6 SP:Iteration 47Q (3870.250000 sec): 3 clusters Score: Raw -717864.541286 + Penalty 4203.349241 = -713661.192046 nChanged 8 SP:Iteration 48Q (3870.280000 sec): 3 clusters Score: Raw -717867.524925 + Penalty 4203.349241 = -713664.175684 nChanged 8 SP:Iteration 49Q (3870.300000 sec): 3 clusters Score: Raw -717869.429224 + Penalty 4203.349241 = -713666.079984 nChanged 4 SP:Iteration 50Q (3870.320000 sec): 3 clusters Score: Raw -717870.380468 + Penalty 4203.349241 = -713667.031227 nChanged 2 SP:Iteration 51Q (3870.350000 sec): 3 clusters Score: Raw -717870.672313 + Penalty 4203.349241 = -713667.323072 nChanged 1 SP:Iteration 52Q (3870.370000 sec): 3 clusters Score: Raw -717870.807566 + Penalty 4203.349241 = -713667.458325 nChanged 3 SP:Iteration 53Q (3870.390000 sec): 3 clusters Score: Raw -717871.557155 + Penalty 4203.349241 = -713668.207914 nChanged 5 SP:Iteration 54Q (3870.410000 sec): 3 clusters Score: Raw -717873.040885 + Penalty 4203.349241 = -713669.691644 nChanged 6 SP:Iteration 55Q (3870.440000 sec): 3 clusters Score: Raw -717874.692131 + Penalty 4203.349241 = -713671.342891 nChanged 9 SP:Iteration 56Q (3870.460000 sec): 3 clusters Score: Raw -717876.424558 + Penalty 4203.349241 = -713673.075317 nChanged 4 SP:Iteration 57Q (3870.480000 sec): 3 clusters Score: Raw -717877.410705 + Penalty 4203.349241 = -713674.061464 nChanged 2 SP:Iteration 58Q (3870.510000 sec): 3 clusters Score: Raw -717877.883505 + Penalty 4203.349241 = -713674.534264 nChanged 2 SP:Iteration 59Q (3870.530000 sec): 3 clusters Score: Raw -717878.171664 + Penalty 4203.349241 = -713674.822423 nChanged 2 SP:Iteration 60F (3870.550000 sec): 3 clusters Score: Raw -717878.552423 + Penalty 4203.349241 = -713675.203182 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.560000 sec): 2 clusters Score: Raw -18948.111134 + Penalty 1275.132562 = -17672.978572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.560000 sec): 3 clusters Score: Raw -19354.910967 + Penalty 2550.265124 = -16804.645843 nChanged 23 SP:Iteration 1F (3870.560000 sec): 3 clusters Score: Raw -19518.958935 + Penalty 2550.265124 = -16968.693811 nChanged 2 SP:Iteration 2Q (3870.560000 sec): 3 clusters Score: Raw -19613.506449 + Penalty 2550.265124 = -17063.241325 nChanged 3 SP:Iteration 3Q (3870.560000 sec): 3 clusters Score: Raw -19642.362248 + Penalty 2550.265124 = -17092.097124 nChanged 0 SP:Iteration 4F (3870.560000 sec): 3 clusters Score: Raw -19642.362248 + Penalty 2550.265124 = -17092.097124 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.570000 sec): 2 clusters Score: Raw -62222.088799 + Penalty 1537.222722 = -60684.866078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.570000 sec): 3 clusters Score: Raw -62306.606462 + Penalty 3074.445443 = -59232.161018 nChanged 107 SP:Iteration 1F (3870.570000 sec): 3 clusters Score: Raw -62806.100798 + Penalty 3074.445443 = -59731.655355 nChanged 40 SP:Iteration 2F (3870.570000 sec): 3 clusters Score: Raw -63253.421999 + Penalty 3074.445443 = -60178.976555 nChanged 24 SP:Iteration 3Q (3870.580000 sec): 3 clusters Score: Raw -63407.108376 + Penalty 3074.445443 = -60332.662932 nChanged 13 SP:Iteration 4Q (3870.580000 sec): 3 clusters Score: Raw -63463.225859 + Penalty 3074.445443 = -60388.780415 nChanged 5 SP:Iteration 5Q (3870.580000 sec): 3 clusters Score: Raw -63532.831934 + Penalty 3074.445443 = -60458.386490 nChanged 8 SP:Iteration 6Q (3870.580000 sec): 3 clusters Score: Raw -63607.429816 + Penalty 3074.445443 = -60532.984373 nChanged 9 SP:Iteration 7Q (3870.590000 sec): 3 clusters Score: Raw -63648.742728 + Penalty 3074.445443 = -60574.297285 nChanged 8 SP:Iteration 8Q (3870.590000 sec): 3 clusters Score: Raw -63692.135210 + Penalty 3074.445443 = -60617.689766 nChanged 6 SP:Iteration 9Q (3870.590000 sec): 3 clusters Score: Raw -63718.272356 + Penalty 3074.445443 = -60643.826912 nChanged 10 SP:Iteration 10Q (3870.590000 sec): 3 clusters Score: Raw -63768.839032 + Penalty 3074.445443 = -60694.393589 nChanged 9 SP:Iteration 11Q (3870.590000 sec): 3 clusters Score: Raw -63811.530237 + Penalty 3074.445443 = -60737.084793 nChanged 7 SP:Iteration 12Q (3870.590000 sec): 3 clusters Score: Raw -63839.356702 + Penalty 3074.445443 = -60764.911259 nChanged 4 SP:Iteration 13Q (3870.600000 sec): 3 clusters Score: Raw -63879.872316 + Penalty 3074.445443 = -60805.426873 nChanged 6 SP:Iteration 14Q (3870.600000 sec): 3 clusters Score: Raw -63910.819731 + Penalty 3074.445443 = -60836.374288 nChanged 4 SP:Iteration 15Q (3870.600000 sec): 3 clusters Score: Raw -63929.728391 + Penalty 3074.445443 = -60855.282948 nChanged 3 SP:Iteration 16Q (3870.600000 sec): 3 clusters Score: Raw -63948.663521 + Penalty 3074.445443 = -60874.218077 nChanged 3 SP:Iteration 17Q (3870.600000 sec): 3 clusters Score: Raw -63967.480265 + Penalty 3074.445443 = -60893.034822 nChanged 2 SP:Iteration 18Q (3870.610000 sec): 3 clusters Score: Raw -63977.782543 + Penalty 3074.445443 = -60903.337100 nChanged 2 SP:Iteration 19Q (3870.610000 sec): 3 clusters Score: Raw -63982.790650 + Penalty 3074.445443 = -60908.345206 nChanged 1 SP:Iteration 20F (3870.610000 sec): 3 clusters Score: Raw -63995.602633 + Penalty 3074.445443 = -60921.157189 nChanged 3 SP:Iteration 21Q (3870.610000 sec): 3 clusters Score: Raw -64018.678089 + Penalty 3074.445443 = -60944.232645 nChanged 4 SP:Iteration 22Q (3870.610000 sec): 3 clusters Score: Raw -64045.009048 + Penalty 3074.445443 = -60970.563605 nChanged 8 SP:Iteration 23Q (3870.620000 sec): 3 clusters Score: Raw -64103.126537 + Penalty 3074.445443 = -61028.681093 nChanged 11 SP:Iteration 24Q (3870.620000 sec): 3 clusters Score: Raw -64266.817149 + Penalty 3074.445443 = -61192.371706 nChanged 8 SP:Iteration 25Q (3870.620000 sec): 3 clusters Score: Raw -64379.055641 + Penalty 3074.445443 = -61304.610197 nChanged 12 SP:Iteration 26Q (3870.620000 sec): 3 clusters Score: Raw -64524.735888 + Penalty 3074.445443 = -61450.290444 nChanged 12 SP:Iteration 27Q (3870.620000 sec): 3 clusters Score: Raw -64658.997461 + Penalty 3074.445443 = -61584.552017 nChanged 12 SP:Iteration 28Q (3870.630000 sec): 3 clusters Score: Raw -64855.557173 + Penalty 3074.445443 = -61781.111730 nChanged 3 SP:Iteration 29Q (3870.630000 sec): 3 clusters Score: Raw -64979.252214 + Penalty 3074.445443 = -61904.806770 nChanged 3 SP:Iteration 30Q (3870.630000 sec): 3 clusters Score: Raw -65104.585538 + Penalty 3074.445443 = -62030.140095 nChanged 1 SP:Iteration 31Q (3870.630000 sec): 3 clusters Score: Raw -65421.443924 + Penalty 3074.445443 = -62346.998481 nChanged 0 SP:Iteration 32F (3870.630000 sec): 3 clusters Score: Raw -65421.443924 + Penalty 3074.445443 = -62346.998481 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 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3870.650000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3870.670000 sec): 3 clusters Score: Raw -584744.473859 + Penalty 4088.015414 = -580656.458445 nChanged 1385 SP:Iteration 1F (3870.690000 sec): 3 clusters Score: Raw -585590.171464 + Penalty 4088.015414 = -581502.156050 nChanged 292 SP:Iteration 2F (3870.710000 sec): 3 clusters Score: Raw -585790.673563 + Penalty 4088.015414 = -581702.658149 nChanged 198 SP:Iteration 3F (3870.730000 sec): 3 clusters Score: Raw -585912.163087 + Penalty 4088.015414 = -581824.147673 nChanged 130 SP:Iteration 4Q (3870.750000 sec): 3 clusters Score: Raw -585988.359564 + Penalty 4088.015414 = -581900.344150 nChanged 106 SP:Iteration 5Q (3870.770000 sec): 3 clusters Score: Raw -586048.554214 + Penalty 4088.015414 = -581960.538800 nChanged 88 SP:Iteration 6Q (3870.790000 sec): 3 clusters Score: Raw -586097.544057 + Penalty 4088.015414 = -582009.528643 nChanged 78 SP:Iteration 7Q (3870.800000 sec): 3 clusters Score: Raw -586138.024531 + Penalty 4088.015414 = -582050.009117 nChanged 60 SP:Iteration 8Q (3870.820000 sec): 3 clusters Score: Raw -586169.615609 + Penalty 4088.015414 = -582081.600195 nChanged 67 SP:Iteration 9Q (3870.840000 sec): 3 clusters Score: Raw -586205.242132 + Penalty 4088.015414 = -582117.226718 nChanged 59 SP:Iteration 10Q (3870.860000 sec): 3 clusters Score: Raw -586228.514236 + Penalty 4088.015414 = -582140.498822 nChanged 49 SP:Iteration 11Q (3870.880000 sec): 3 clusters Score: Raw -586250.894267 + Penalty 4088.015414 = -582162.878853 nChanged 43 SP:Iteration 12Q (3870.900000 sec): 3 clusters Score: Raw -586272.102701 + Penalty 4088.015414 = -582184.087287 nChanged 44 SP:Iteration 13Q (3870.910000 sec): 3 clusters Score: Raw -586296.437108 + Penalty 4088.015414 = -582208.421694 nChanged 45 SP:Iteration 14Q (3870.930000 sec): 3 clusters Score: Raw -586319.378168 + Penalty 4088.015414 = -582231.362754 nChanged 42 SP:Iteration 15Q (3870.950000 sec): 3 clusters Score: Raw -586336.781305 + Penalty 4088.015414 = -582248.765891 nChanged 27 SP:Iteration 16Q (3870.970000 sec): 3 clusters Score: Raw -586349.469611 + Penalty 4088.015414 = -582261.454197 nChanged 30 SP:Iteration 17Q (3870.990000 sec): 3 clusters Score: Raw -586361.804193 + Penalty 4088.015414 = -582273.788779 nChanged 20 SP:Iteration 18Q (3871.010000 sec): 3 clusters Score: Raw -586368.901773 + Penalty 4088.015414 = -582280.886359 nChanged 19 SP:Iteration 19Q (3871.030000 sec): 3 clusters Score: Raw -586376.976343 + Penalty 4088.015414 = -582288.960929 nChanged 23 SP:Iteration 20F (3871.050000 sec): 3 clusters Score: Raw -586386.680463 + Penalty 4088.015414 = -582298.665049 nChanged 18 SP:Iteration 21Q (3871.070000 sec): 3 clusters Score: Raw -586392.802901 + Penalty 4088.015414 = -582304.787487 nChanged 18 SP:Iteration 22Q (3871.080000 sec): 3 clusters Score: Raw -586399.202483 + Penalty 4088.015414 = -582311.187069 nChanged 22 SP:Iteration 23Q (3871.100000 sec): 3 clusters Score: Raw -586406.961134 + Penalty 4088.015414 = -582318.945721 nChanged 29 SP:Iteration 24Q (3871.120000 sec): 3 clusters Score: Raw -586421.787686 + Penalty 4088.015414 = -582333.772272 nChanged 25 SP:Iteration 25Q (3871.140000 sec): 3 clusters Score: Raw -586432.875472 + Penalty 4088.015414 = -582344.860058 nChanged 21 SP:Iteration 26Q (3871.160000 sec): 3 clusters Score: Raw -586441.663376 + Penalty 4088.015414 = -582353.647962 nChanged 26 SP:Iteration 27Q (3871.180000 sec): 3 clusters Score: Raw -586453.546378 + Penalty 4088.015414 = -582365.530964 nChanged 25 SP:Iteration 28Q (3871.190000 sec): 3 clusters Score: Raw -586462.566803 + Penalty 4088.015414 = -582374.551390 nChanged 25 SP:Iteration 29Q (3871.210000 sec): 3 clusters Score: Raw -586474.828272 + Penalty 4088.015414 = -582386.812858 nChanged 30 SP:Iteration 30Q (3871.230000 sec): 3 clusters Score: Raw -586489.152907 + Penalty 4088.015414 = -582401.137493 nChanged 26 SP:Iteration 31Q (3871.250000 sec): 3 clusters Score: Raw -586500.184231 + Penalty 4088.015414 = -582412.168818 nChanged 27 SP:Iteration 32Q (3871.270000 sec): 3 clusters Score: Raw -586513.193426 + Penalty 4088.015414 = -582425.178012 nChanged 34 SP:Iteration 33Q (3871.290000 sec): 3 clusters Score: Raw -586527.813221 + Penalty 4088.015414 = -582439.797807 nChanged 26 SP:Iteration 34Q (3871.310000 sec): 3 clusters Score: Raw -586537.958700 + Penalty 4088.015414 = -582449.943286 nChanged 29 SP:Iteration 35Q (3871.330000 sec): 3 clusters Score: Raw -586548.925542 + Penalty 4088.015414 = -582460.910129 nChanged 25 SP:Iteration 36Q (3871.340000 sec): 3 clusters Score: Raw -586559.505266 + Penalty 4088.015414 = -582471.489852 nChanged 23 SP:Iteration 37Q (3871.360000 sec): 3 clusters Score: Raw -586567.565831 + Penalty 4088.015414 = -582479.550417 nChanged 15 SP:Iteration 38Q (3871.380000 sec): 3 clusters Score: Raw -586573.224027 + Penalty 4088.015414 = -582485.208613 nChanged 17 SP:Iteration 39Q (3871.400000 sec): 3 clusters Score: Raw -586578.835788 + Penalty 4088.015414 = -582490.820374 nChanged 24 SP:Iteration 40F (3871.420000 sec): 3 clusters Score: Raw -586590.419147 + Penalty 4088.015414 = -582502.403733 nChanged 34 SP:Iteration 41Q (3871.430000 sec): 3 clusters Score: Raw -586605.829233 + Penalty 4088.015414 = -582517.813819 nChanged 33 SP:Iteration 42Q (3871.450000 sec): 3 clusters Score: Raw -586622.128876 + Penalty 4088.015414 = -582534.113463 nChanged 26 SP:Iteration 43Q (3871.470000 sec): 3 clusters Score: Raw -586632.825913 + Penalty 4088.015414 = -582544.810499 nChanged 16 SP:Iteration 44Q (3871.490000 sec): 3 clusters Score: Raw -586639.243891 + Penalty 4088.015414 = -582551.228477 nChanged 17 SP:Iteration 45Q (3871.510000 sec): 3 clusters Score: Raw -586647.736150 + Penalty 4088.015414 = -582559.720736 nChanged 17 SP:Iteration 46Q (3871.530000 sec): 3 clusters Score: Raw -586654.775229 + Penalty 4088.015414 = -582566.759816 nChanged 21 SP:Iteration 47Q (3871.550000 sec): 3 clusters Score: Raw -586666.120734 + Penalty 4088.015414 = -582578.105320 nChanged 18 SP:Iteration 48Q (3871.570000 sec): 3 clusters Score: Raw -586673.953418 + Penalty 4088.015414 = -582585.938005 nChanged 13 SP:Iteration 49Q (3871.590000 sec): 3 clusters Score: Raw -586680.973477 + Penalty 4088.015414 = -582592.958063 nChanged 17 SP:Iteration 50Q (3871.600000 sec): 3 clusters Score: Raw -586690.758040 + Penalty 4088.015414 = -582602.742626 nChanged 18 SP:Iteration 51Q (3871.620000 sec): 3 clusters Score: Raw -586699.388814 + Penalty 4088.015414 = -582611.373400 nChanged 15 SP:Iteration 52Q (3871.640000 sec): 3 clusters Score: Raw -586708.458189 + Penalty 4088.015414 = -582620.442775 nChanged 18 SP:Iteration 53Q (3871.660000 sec): 3 clusters Score: Raw -586719.992196 + Penalty 4088.015414 = -582631.976782 nChanged 29 SP:Iteration 54Q (3871.680000 sec): 3 clusters Score: Raw -586733.633897 + Penalty 4088.015414 = -582645.618483 nChanged 28 SP:Iteration 55Q (3871.690000 sec): 3 clusters Score: Raw -586746.411213 + Penalty 4088.015414 = -582658.395799 nChanged 19 SP:Iteration 56Q (3871.710000 sec): 3 clusters Score: Raw -586755.921566 + Penalty 4088.015414 = -582667.906152 nChanged 24 SP:Iteration 57Q (3871.730000 sec): 3 clusters Score: Raw -586769.143245 + Penalty 4088.015414 = -582681.127831 nChanged 21 SP:Iteration 58Q (3871.750000 sec): 3 clusters Score: Raw -586780.952619 + Penalty 4088.015414 = -582692.937205 nChanged 17 SP:Iteration 59Q (3871.770000 sec): 3 clusters Score: Raw -586791.068512 + Penalty 4088.015414 = -582703.053098 nChanged 21 SP:Iteration 60F (3871.790000 sec): 3 clusters Score: Raw -586803.090671 + Penalty 4088.015414 = -582715.075257 nChanged 16 SP:Iteration 61Q (3871.810000 sec): 3 clusters Score: Raw -586812.729463 + Penalty 4088.015414 = -582724.714049 nChanged 16 SP:Iteration 62Q (3871.830000 sec): 3 clusters Score: Raw -586819.063825 + Penalty 4088.015414 = -582731.048411 nChanged 10 SP:Iteration 63Q (3871.840000 sec): 3 clusters Score: Raw -586824.117376 + Penalty 4088.015414 = -582736.101962 nChanged 8 SP:Iteration 64Q (3871.860000 sec): 3 clusters Score: Raw -586829.265232 + Penalty 4088.015414 = -582741.249818 nChanged 12 SP:Iteration 65Q (3871.880000 sec): 3 clusters Score: Raw -586835.766475 + Penalty 4088.015414 = -582747.751062 nChanged 10 SP:Iteration 66Q (3871.900000 sec): 3 clusters Score: Raw -586840.029078 + Penalty 4088.015414 = -582752.013664 nChanged 9 SP:Iteration 67Q (3871.920000 sec): 3 clusters Score: Raw -586844.549912 + Penalty 4088.015414 = -582756.534498 nChanged 9 SP:Iteration 68Q (3871.930000 sec): 3 clusters Score: Raw -586848.748886 + Penalty 4088.015414 = -582760.733472 nChanged 5 SP:Iteration 69Q (3871.950000 sec): 3 clusters Score: Raw -586852.310649 + Penalty 4088.015414 = -582764.295235 nChanged 6 SP:Iteration 70Q (3871.970000 sec): 3 clusters Score: Raw -586856.436493 + Penalty 4088.015414 = -582768.421079 nChanged 5 SP:Iteration 71Q (3871.990000 sec): 3 clusters Score: Raw -586858.899534 + Penalty 4088.015414 = -582770.884120 nChanged 3 SP:Iteration 72Q (3872.010000 sec): 3 clusters Score: Raw -586860.723462 + Penalty 4088.015414 = -582772.708048 nChanged 6 SP:Iteration 73Q (3872.030000 sec): 3 clusters Score: Raw -586863.711233 + Penalty 4088.015414 = -582775.695819 nChanged 3 SP:Iteration 74Q (3872.050000 sec): 3 clusters Score: Raw -586864.929220 + Penalty 4088.015414 = -582776.913807 nChanged 1 SP:Iteration 75Q (3872.060000 sec): 3 clusters Score: Raw -586865.549921 + Penalty 4088.015414 = -582777.534507 nChanged 1 SP:Iteration 76Q (3872.080000 sec): 3 clusters Score: Raw -586865.968941 + Penalty 4088.015414 = -582777.953527 nChanged 1 SP:Iteration 77Q (3872.100000 sec): 3 clusters Score: Raw -586866.118951 + Penalty 4088.015414 = -582778.103537 nChanged 0 SP:Iteration 78F (3872.120000 sec): 3 clusters Score: Raw -586866.118951 + Penalty 4088.015414 = -582778.103537 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.120000 sec): 2 clusters Score: Raw -86038.658949 + Penalty 1574.152524 = -84464.506425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.130000 sec): 3 clusters Score: Raw -86033.557033 + Penalty 3148.305048 = -82885.251985 nChanged 106 SP:Iteration 1F (3872.130000 sec): 3 clusters Score: Raw -86210.060342 + Penalty 3148.305048 = -83061.755294 nChanged 26 SP:Iteration 2Q (3872.130000 sec): 3 clusters Score: Raw -86268.476415 + Penalty 3148.305048 = -83120.171367 nChanged 16 SP:Iteration 3Q (3872.130000 sec): 3 clusters Score: Raw -86297.658790 + Penalty 3148.305048 = -83149.353742 nChanged 11 SP:Iteration 4Q (3872.140000 sec): 3 clusters Score: Raw -86321.195338 + Penalty 3148.305048 = -83172.890290 nChanged 4 SP:Iteration 5Q (3872.140000 sec): 3 clusters Score: Raw -86332.545764 + Penalty 3148.305048 = -83184.240716 nChanged 1 SP:Iteration 6Q (3872.140000 sec): 3 clusters Score: Raw -86334.101947 + Penalty 3148.305048 = -83185.796899 nChanged 0 SP:Iteration 7F (3872.150000 sec): 3 clusters Score: Raw -86334.101947 + Penalty 3148.305048 = -83185.796899 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 32 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.150000 sec): 2 clusters Score: Raw -28196.050946 + Penalty 1316.450389 = -26879.600557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.150000 sec): 3 clusters Score: Raw -28393.738833 + Penalty 2632.900778 = -25760.838056 nChanged 11 SP:Iteration 1F (3872.150000 sec): 3 clusters Score: Raw -28474.601286 + Penalty 2632.900778 = -25841.700508 nChanged 2 SP:Iteration 2Q (3872.150000 sec): 3 clusters Score: Raw -28501.707373 + Penalty 2632.900778 = -25868.806595 nChanged 1 SP:Iteration 3Q (3872.150000 sec): 3 clusters Score: Raw -28521.529874 + Penalty 2632.900778 = -25888.629096 nChanged 2 SP:Iteration 4Q (3872.150000 sec): 3 clusters Score: Raw -28531.205661 + Penalty 2632.900778 = -25898.304883 nChanged 3 SP:Iteration 5Q (3872.150000 sec): 3 clusters Score: Raw -28557.601384 + Penalty 2632.900778 = -25924.700606 nChanged 0 SP:Iteration 6F (3872.160000 sec): 3 clusters Score: Raw -28563.234730 + Penalty 2632.900778 = -25930.333952 nChanged 1 SP:Iteration 7Q (3872.160000 sec): 3 clusters Score: Raw -28788.860660 + Penalty 2632.900778 = -26155.959882 nChanged 5 SP:Iteration 8Q (3872.160000 sec): 3 clusters Score: Raw -28816.837289 + Penalty 2632.900778 = -26183.936511 nChanged 1 SP:Iteration 9Q (3872.160000 sec): 3 clusters Score: Raw -28818.585693 + Penalty 2632.900778 = -26185.684915 nChanged 0 SP:Iteration 10F (3872.160000 sec): 3 clusters Score: Raw -28818.585693 + Penalty 2632.900778 = -26185.684915 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.170000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.170000 sec): 3 clusters Score: Raw -67531.065599 + Penalty 3110.410262 = -64420.655337 nChanged 129 SP:Iteration 1F (3872.170000 sec): 3 clusters Score: Raw -67998.648344 + Penalty 3110.410262 = -64888.238082 nChanged 61 SP:Iteration 2F (3872.170000 sec): 3 clusters Score: Raw -68234.267277 + Penalty 3110.410262 = -65123.857014 nChanged 31 SP:Iteration 3F (3872.170000 sec): 3 clusters Score: Raw -68333.686335 + Penalty 3110.410262 = -65223.276072 nChanged 17 SP:Iteration 4Q (3872.180000 sec): 3 clusters Score: Raw -68390.613870 + Penalty 3110.410262 = -65280.203608 nChanged 10 SP:Iteration 5Q (3872.180000 sec): 3 clusters Score: Raw -68434.292061 + Penalty 3110.410262 = -65323.881799 nChanged 11 SP:Iteration 6Q (3872.180000 sec): 3 clusters Score: Raw -68476.728880 + Penalty 3110.410262 = -65366.318618 nChanged 6 SP:Iteration 7Q (3872.190000 sec): 3 clusters Score: Raw -68486.316672 + Penalty 3110.410262 = -65375.906409 nChanged 5 SP:Iteration 8Q (3872.190000 sec): 3 clusters Score: Raw -68494.487349 + Penalty 3110.410262 = -65384.077086 nChanged 4 SP:Iteration 9Q (3872.190000 sec): 3 clusters Score: Raw -68504.860774 + Penalty 3110.410262 = -65394.450512 nChanged 5 SP:Iteration 10Q (3872.190000 sec): 3 clusters Score: Raw -68555.167463 + Penalty 3110.410262 = -65444.757201 nChanged 3 SP:Iteration 11Q (3872.190000 sec): 3 clusters Score: Raw -68562.000779 + Penalty 3110.410262 = -65451.590516 nChanged 3 SP:Iteration 12Q (3872.190000 sec): 3 clusters Score: Raw -68572.944973 + Penalty 3110.410262 = -65462.534711 nChanged 4 SP:Iteration 13Q (3872.200000 sec): 3 clusters Score: Raw -68592.656684 + Penalty 3110.410262 = -65482.246422 nChanged 4 SP:Iteration 14Q (3872.200000 sec): 3 clusters Score: Raw -68612.663822 + Penalty 3110.410262 = -65502.253560 nChanged 5 SP:Iteration 15Q (3872.200000 sec): 3 clusters Score: Raw -68630.547518 + Penalty 3110.410262 = -65520.137256 nChanged 4 SP:Iteration 16Q (3872.200000 sec): 3 clusters Score: Raw -68669.271837 + Penalty 3110.410262 = -65558.861575 nChanged 4 SP:Iteration 17Q (3872.210000 sec): 3 clusters Score: Raw -68690.504618 + Penalty 3110.410262 = -65580.094356 nChanged 4 SP:Iteration 18Q (3872.210000 sec): 3 clusters Score: Raw -68713.397739 + Penalty 3110.410262 = -65602.987477 nChanged 2 SP:Iteration 19Q (3872.210000 sec): 3 clusters Score: Raw -68724.734414 + Penalty 3110.410262 = -65614.324152 nChanged 0 SP:Iteration 20F (3872.210000 sec): 3 clusters Score: Raw -68739.647155 + Penalty 3110.410262 = -65629.236893 nChanged 1 SP:Iteration 21Q (3872.210000 sec): 3 clusters Score: Raw -68777.166903 + Penalty 3110.410262 = -65666.756641 nChanged 2 SP:Iteration 22Q (3872.220000 sec): 3 clusters Score: Raw -68781.419375 + Penalty 3110.410262 = -65671.009113 nChanged 0 SP:Iteration 23F (3872.220000 sec): 3 clusters Score: Raw -68781.419375 + Penalty 3110.410262 = -65671.009113 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.230000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.240000 sec): 3 clusters Score: Raw -295537.924599 + Penalty 3749.799911 = -291788.124688 nChanged 615 SP:Iteration 1F (3872.250000 sec): 3 clusters Score: Raw -296020.037797 + Penalty 3749.799911 = -292270.237886 nChanged 123 SP:Iteration 2F (3872.260000 sec): 3 clusters Score: Raw -296122.317716 + Penalty 3749.799911 = -292372.517805 nChanged 54 SP:Iteration 3Q (3872.270000 sec): 3 clusters Score: Raw -296161.713340 + Penalty 3749.799911 = -292411.913430 nChanged 41 SP:Iteration 4Q (3872.280000 sec): 3 clusters Score: Raw -296193.085466 + Penalty 3749.799911 = -292443.285556 nChanged 29 SP:Iteration 5Q (3872.290000 sec): 3 clusters Score: Raw -296214.615734 + Penalty 3749.799911 = -292464.815824 nChanged 21 SP:Iteration 6Q (3872.290000 sec): 3 clusters Score: Raw -296226.107775 + Penalty 3749.799911 = -292476.307864 nChanged 12 SP:Iteration 7Q (3872.310000 sec): 3 clusters Score: Raw -296231.807052 + Penalty 3749.799911 = -292482.007142 nChanged 10 SP:Iteration 8Q (3872.310000 sec): 3 clusters Score: Raw -296238.985990 + Penalty 3749.799911 = -292489.186080 nChanged 8 SP:Iteration 9Q (3872.330000 sec): 3 clusters Score: Raw -296245.115203 + Penalty 3749.799911 = -292495.315292 nChanged 14 SP:Iteration 10Q (3872.330000 sec): 3 clusters Score: Raw -296253.335428 + Penalty 3749.799911 = -292503.535517 nChanged 8 SP:Iteration 11Q (3872.340000 sec): 3 clusters Score: Raw -296258.883545 + Penalty 3749.799911 = -292509.083634 nChanged 8 SP:Iteration 12Q (3872.350000 sec): 3 clusters Score: Raw -296265.161088 + Penalty 3749.799911 = -292515.361177 nChanged 9 SP:Iteration 13Q (3872.360000 sec): 3 clusters Score: Raw -296272.772857 + Penalty 3749.799911 = -292522.972946 nChanged 11 SP:Iteration 14Q (3872.370000 sec): 3 clusters Score: Raw -296280.997181 + Penalty 3749.799911 = -292531.197271 nChanged 7 SP:Iteration 15Q (3872.380000 sec): 3 clusters Score: Raw -296288.235746 + Penalty 3749.799911 = -292538.435835 nChanged 10 SP:Iteration 16Q (3872.390000 sec): 3 clusters Score: Raw -296296.770441 + Penalty 3749.799911 = -292546.970530 nChanged 11 SP:Iteration 17Q (3872.400000 sec): 3 clusters Score: Raw -296306.484222 + Penalty 3749.799911 = -292556.684312 nChanged 15 SP:Iteration 18Q (3872.410000 sec): 3 clusters Score: Raw -296316.726219 + Penalty 3749.799911 = -292566.926308 nChanged 14 SP:Iteration 19Q (3872.420000 sec): 3 clusters Score: Raw -296327.373647 + Penalty 3749.799911 = -292577.573736 nChanged 16 SP:Iteration 20F (3872.430000 sec): 3 clusters Score: Raw -296337.743208 + Penalty 3749.799911 = -292587.943297 nChanged 10 SP:Iteration 21Q (3872.440000 sec): 3 clusters Score: Raw -296342.300713 + Penalty 3749.799911 = -292592.500803 nChanged 6 SP:Iteration 22Q (3872.450000 sec): 3 clusters Score: Raw -296347.489967 + Penalty 3749.799911 = -292597.690057 nChanged 5 SP:Iteration 23Q (3872.460000 sec): 3 clusters Score: Raw -296349.889116 + Penalty 3749.799911 = -292600.089205 nChanged 3 SP:Iteration 24Q (3872.470000 sec): 3 clusters Score: Raw -296351.939249 + Penalty 3749.799911 = -292602.139338 nChanged 5 SP:Iteration 25Q (3872.470000 sec): 3 clusters Score: Raw -296355.890295 + Penalty 3749.799911 = -292606.090384 nChanged 9 SP:Iteration 26Q (3872.490000 sec): 3 clusters Score: Raw -296360.588523 + Penalty 3749.799911 = -292610.788612 nChanged 8 SP:Iteration 27Q (3872.490000 sec): 3 clusters Score: Raw -296368.160003 + Penalty 3749.799911 = -292618.360092 nChanged 16 SP:Iteration 28Q (3872.500000 sec): 3 clusters Score: Raw -296379.432533 + Penalty 3749.799911 = -292629.632623 nChanged 12 SP:Iteration 29Q (3872.510000 sec): 3 clusters Score: Raw -296390.445374 + Penalty 3749.799911 = -292640.645463 nChanged 16 SP:Iteration 30Q (3872.520000 sec): 3 clusters Score: Raw -296408.653666 + Penalty 3749.799911 = -292658.853755 nChanged 22 SP:Iteration 31Q (3872.530000 sec): 3 clusters Score: Raw -296430.188229 + Penalty 3749.799911 = -292680.388318 nChanged 20 SP:Iteration 32Q (3872.540000 sec): 3 clusters Score: Raw -296449.677371 + Penalty 3749.799911 = -292699.877460 nChanged 24 SP:Iteration 33Q (3872.550000 sec): 3 clusters Score: Raw -296476.581700 + Penalty 3749.799911 = -292726.781790 nChanged 32 SP:Iteration 34Q (3872.560000 sec): 3 clusters Score: Raw -296516.597819 + Penalty 3749.799911 = -292766.797909 nChanged 34 SP:Iteration 35Q (3872.570000 sec): 3 clusters Score: Raw -296552.838656 + Penalty 3749.799911 = -292803.038745 nChanged 35 SP:Iteration 36Q (3872.580000 sec): 3 clusters Score: Raw -296595.738740 + Penalty 3749.799911 = -292845.938829 nChanged 39 SP:Iteration 37Q (3872.590000 sec): 3 clusters Score: Raw -296640.888458 + Penalty 3749.799911 = -292891.088547 nChanged 39 SP:Iteration 38Q (3872.590000 sec): 3 clusters Score: Raw -296683.599454 + Penalty 3749.799911 = -292933.799543 nChanged 36 SP:Iteration 39Q (3872.610000 sec): 3 clusters Score: Raw -296727.119991 + Penalty 3749.799911 = -292977.320081 nChanged 28 SP:Iteration 40F (3872.610000 sec): 3 clusters Score: Raw -296759.271178 + Penalty 3749.799911 = -293009.471268 nChanged 26 SP:Iteration 41Q (3872.620000 sec): 3 clusters Score: Raw -296786.784794 + Penalty 3749.799911 = -293036.984883 nChanged 23 SP:Iteration 42Q (3872.630000 sec): 3 clusters Score: Raw -296813.799213 + Penalty 3749.799911 = -293063.999302 nChanged 27 SP:Iteration 43Q (3872.640000 sec): 3 clusters Score: Raw -296842.508924 + Penalty 3749.799911 = -293092.709013 nChanged 23 SP:Iteration 44Q (3872.650000 sec): 3 clusters Score: Raw -296864.388047 + Penalty 3749.799911 = -293114.588137 nChanged 21 SP:Iteration 45Q (3872.660000 sec): 3 clusters Score: Raw -296881.584206 + Penalty 3749.799911 = -293131.784295 nChanged 17 SP:Iteration 46Q (3872.670000 sec): 3 clusters Score: Raw -296896.557644 + Penalty 3749.799911 = -293146.757734 nChanged 12 SP:Iteration 47Q (3872.670000 sec): 3 clusters Score: Raw -296911.151094 + Penalty 3749.799911 = -293161.351183 nChanged 16 SP:Iteration 48Q (3872.690000 sec): 3 clusters Score: Raw -296927.703079 + Penalty 3749.799911 = -293177.903168 nChanged 14 SP:Iteration 49Q (3872.690000 sec): 3 clusters Score: Raw -296937.809374 + Penalty 3749.799911 = -293188.009463 nChanged 6 SP:Iteration 50Q (3872.700000 sec): 3 clusters Score: Raw -296945.080902 + Penalty 3749.799911 = -293195.280991 nChanged 5 SP:Iteration 51Q (3872.710000 sec): 3 clusters Score: Raw -296949.540615 + Penalty 3749.799911 = -293199.740704 nChanged 4 SP:Iteration 52Q (3872.720000 sec): 3 clusters Score: Raw -296955.068586 + Penalty 3749.799911 = -293205.268676 nChanged 5 SP:Iteration 53Q (3872.730000 sec): 3 clusters Score: Raw -296957.681468 + Penalty 3749.799911 = -293207.881557 nChanged 5 SP:Iteration 54Q (3872.730000 sec): 3 clusters Score: Raw -296959.778251 + Penalty 3749.799911 = -293209.978340 nChanged 4 SP:Iteration 55Q (3872.750000 sec): 3 clusters Score: Raw -296963.069770 + Penalty 3749.799911 = -293213.269859 nChanged 5 SP:Iteration 56Q (3872.750000 sec): 3 clusters Score: Raw -296965.352508 + Penalty 3749.799911 = -293215.552597 nChanged 1 SP:Iteration 57Q (3872.760000 sec): 3 clusters Score: Raw -296966.073468 + Penalty 3749.799911 = -293216.273557 nChanged 1 SP:Iteration 58Q (3872.770000 sec): 3 clusters Score: Raw -296966.383639 + Penalty 3749.799911 = -293216.583728 nChanged 0 SP:Iteration 59F (3872.780000 sec): 3 clusters Score: Raw -296966.383639 + Penalty 3749.799911 = -293216.583728 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.790000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.790000 sec): 3 clusters Score: Raw -78148.860379 + Penalty 3086.397829 = -75062.462550 nChanged 83 SP:Iteration 1F (3872.790000 sec): 3 clusters Score: Raw -78278.135844 + Penalty 3086.397829 = -75191.738015 nChanged 19 SP:Iteration 2Q (3872.790000 sec): 3 clusters Score: Raw -78322.549953 + Penalty 3086.397829 = -75236.152124 nChanged 11 SP:Iteration 3Q (3872.790000 sec): 3 clusters Score: Raw -78344.314744 + Penalty 3086.397829 = -75257.916915 nChanged 5 SP:Iteration 4Q (3872.800000 sec): 3 clusters Score: Raw -78356.449595 + Penalty 3086.397829 = -75270.051766 nChanged 3 SP:Iteration 5Q (3872.800000 sec): 3 clusters Score: Raw -78361.125749 + Penalty 3086.397829 = -75274.727920 nChanged 1 SP:Iteration 6Q (3872.800000 sec): 3 clusters Score: Raw -78364.102364 + Penalty 3086.397829 = -75277.704535 nChanged 0 SP:Iteration 7F (3872.810000 sec): 3 clusters Score: Raw -78364.102364 + Penalty 3086.397829 = -75277.704535 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.810000 sec): 2 clusters Score: Raw -72649.274338 + Penalty 1547.104507 = -71102.169831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.810000 sec): 3 clusters Score: Raw -72766.021669 + Penalty 3094.209014 = -69671.812655 nChanged 118 SP:Iteration 1F (3872.810000 sec): 3 clusters Score: Raw -73288.055132 + Penalty 3094.209014 = -70193.846118 nChanged 69 SP:Iteration 2F (3872.820000 sec): 3 clusters Score: Raw -73530.026004 + Penalty 3094.209014 = -70435.816990 nChanged 24 SP:Iteration 3Q (3872.820000 sec): 3 clusters Score: Raw -73632.805259 + Penalty 3094.209014 = -70538.596245 nChanged 9 SP:Iteration 4Q (3872.820000 sec): 3 clusters Score: Raw -73671.350048 + Penalty 3094.209014 = -70577.141034 nChanged 9 SP:Iteration 5Q (3872.820000 sec): 3 clusters Score: Raw -73713.393079 + Penalty 3094.209014 = -70619.184065 nChanged 4 SP:Iteration 6Q (3872.830000 sec): 3 clusters Score: Raw -73727.382925 + Penalty 3094.209014 = -70633.173911 nChanged 0 SP:Iteration 7F (3872.830000 sec): 3 clusters Score: Raw -73727.382925 + Penalty 3094.209014 = -70633.173911 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.830000 sec): 2 clusters Score: Raw -81792.550646 + Penalty 1602.444108 = -80190.106538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.830000 sec): 3 clusters Score: Raw -81808.057454 + Penalty 3204.888215 = -78603.169238 nChanged 152 SP:Iteration 1F (3872.840000 sec): 3 clusters Score: Raw -82393.870064 + Penalty 3204.888215 = -79188.981848 nChanged 78 SP:Iteration 2F (3872.840000 sec): 3 clusters Score: Raw -83891.708341 + Penalty 3204.888215 = -80686.820125 nChanged 80 SP:Iteration 3F (3872.850000 sec): 3 clusters Score: Raw -84337.012893 + Penalty 3204.888215 = -81132.124677 nChanged 33 SP:Iteration 4F (3872.850000 sec): 3 clusters Score: Raw -84696.106548 + Penalty 3204.888215 = -81491.218332 nChanged 15 SP:Iteration 5Q (3872.850000 sec): 3 clusters Score: Raw -84919.953726 + Penalty 3204.888215 = -81715.065510 nChanged 7 SP:Iteration 6Q (3872.850000 sec): 3 clusters Score: Raw -84979.386561 + Penalty 3204.888215 = -81774.498345 nChanged 4 SP:Iteration 7Q (3872.850000 sec): 3 clusters Score: Raw -85030.952368 + Penalty 3204.888215 = -81826.064153 nChanged 2 SP:Iteration 8Q (3872.860000 sec): 3 clusters Score: Raw -85053.713435 + Penalty 3204.888215 = -81848.825219 nChanged 0 SP:Iteration 9F (3872.860000 sec): 3 clusters Score: Raw -85053.713435 + Penalty 3204.888215 = -81848.825219 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 4.92 GB. Trying to split cluster 38 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.870000 sec): 2 clusters Score: Raw -50350.190520 + Penalty 1459.063952 = -48891.126568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.870000 sec): 3 clusters Score: Raw -50429.641371 + Penalty 2918.127905 = -47511.513467 nChanged 56 SP:Iteration 1F (3872.870000 sec): 3 clusters Score: Raw -50592.581013 + Penalty 2918.127905 = -47674.453109 nChanged 16 SP:Iteration 2Q (3872.870000 sec): 3 clusters Score: Raw -50659.882633 + Penalty 2918.127905 = -47741.754728 nChanged 7 SP:Iteration 3Q (3872.880000 sec): 3 clusters Score: Raw -50685.320282 + Penalty 2918.127905 = -47767.192377 nChanged 5 SP:Iteration 4Q (3872.880000 sec): 3 clusters Score: Raw -50699.940226 + Penalty 2918.127905 = -47781.812321 nChanged 1 SP:Iteration 5Q (3872.880000 sec): 3 clusters Score: Raw -50710.500521 + Penalty 2918.127905 = -47792.372616 nChanged 2 SP:Iteration 6Q (3872.880000 sec): 3 clusters Score: Raw -50723.589564 + Penalty 2918.127905 = -47805.461659 nChanged 4 SP:Iteration 7Q (3872.880000 sec): 3 clusters Score: Raw -50749.156092 + Penalty 2918.127905 = -47831.028187 nChanged 4 SP:Iteration 8Q (3872.890000 sec): 3 clusters Score: Raw -50772.902617 + Penalty 2918.127905 = -47854.774712 nChanged 5 SP:Iteration 9Q (3872.890000 sec): 3 clusters Score: Raw -50807.480415 + Penalty 2918.127905 = -47889.352510 nChanged 2 SP:Iteration 10Q (3872.890000 sec): 3 clusters Score: Raw -50826.117029 + Penalty 2918.127905 = -47907.989124 nChanged 1 SP:Iteration 11Q (3872.890000 sec): 3 clusters Score: Raw -50830.830715 + Penalty 2918.127905 = -47912.702810 nChanged 1 SP:Iteration 12Q (3872.890000 sec): 3 clusters Score: Raw -50835.412269 + Penalty 2918.127905 = -47917.284364 nChanged 1 SP:Iteration 13Q (3872.890000 sec): 3 clusters Score: Raw -50839.146865 + Penalty 2918.127905 = -47921.018960 nChanged 0 SP:Iteration 14F (3872.890000 sec): 3 clusters Score: Raw -50839.146865 + Penalty 2918.127905 = -47921.018960 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.900000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.900000 sec): 3 clusters Score: Raw -79586.410096 + Penalty 3111.346995 = -76475.063101 nChanged 82 SP:Iteration 1F (3872.910000 sec): 3 clusters Score: Raw -79748.986036 + Penalty 3111.346995 = -76637.639041 nChanged 29 SP:Iteration 2F (3872.910000 sec): 3 clusters Score: Raw -79832.407988 + Penalty 3111.346995 = -76721.060993 nChanged 8 SP:Iteration 3Q (3872.910000 sec): 3 clusters Score: Raw -79848.060851 + Penalty 3111.346995 = -76736.713855 nChanged 6 SP:Iteration 4Q (3872.910000 sec): 3 clusters Score: Raw -79862.551202 + Penalty 3111.346995 = -76751.204207 nChanged 3 SP:Iteration 5Q (3872.920000 sec): 3 clusters Score: Raw -79868.210940 + Penalty 3111.346995 = -76756.863944 nChanged 1 SP:Iteration 6Q (3872.920000 sec): 3 clusters Score: Raw -79869.011444 + Penalty 3111.346995 = -76757.664449 nChanged 0 SP:Iteration 7F (3872.920000 sec): 3 clusters Score: Raw -79869.011444 + Penalty 3111.346995 = -76757.664449 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.930000 sec): 2 clusters Score: Raw -44739.043310 + Penalty 1456.285212 = -43282.758098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.930000 sec): 3 clusters Score: Raw -44822.378912 + Penalty 2912.570424 = -41909.808489 nChanged 64 SP:Iteration 1F (3872.930000 sec): 3 clusters Score: Raw -45115.727431 + Penalty 2912.570424 = -42203.157007 nChanged 27 SP:Iteration 2F (3872.930000 sec): 3 clusters Score: Raw -45445.288558 + Penalty 2912.570424 = -42532.718134 nChanged 20 SP:Iteration 3F (3872.930000 sec): 3 clusters Score: Raw -45544.230205 + Penalty 2912.570424 = -42631.659782 nChanged 16 SP:Iteration 4Q (3872.930000 sec): 3 clusters Score: Raw -45638.428888 + Penalty 2912.570424 = -42725.858464 nChanged 14 SP:Iteration 5Q (3872.930000 sec): 3 clusters Score: Raw -45728.825978 + Penalty 2912.570424 = -42816.255554 nChanged 11 SP:Iteration 6Q (3872.940000 sec): 3 clusters Score: Raw -45789.993813 + Penalty 2912.570424 = -42877.423389 nChanged 10 SP:Iteration 7Q (3872.940000 sec): 3 clusters Score: Raw -45872.925594 + Penalty 2912.570424 = -42960.355170 nChanged 13 SP:Iteration 8Q (3872.940000 sec): 3 clusters Score: Raw -46093.752240 + Penalty 2912.570424 = -43181.181816 nChanged 7 SP:Iteration 9Q (3872.940000 sec): 3 clusters Score: Raw -46155.776569 + Penalty 2912.570424 = -43243.206145 nChanged 4 SP:Iteration 10Q (3872.940000 sec): 3 clusters Score: Raw -46181.594099 + Penalty 2912.570424 = -43269.023675 nChanged 3 SP:Iteration 11Q (3872.950000 sec): 3 clusters Score: Raw -46203.791708 + Penalty 2912.570424 = -43291.221285 nChanged 3 SP:Iteration 12Q (3872.950000 sec): 3 clusters Score: Raw -46234.539250 + Penalty 2912.570424 = -43321.968827 nChanged 3 SP:Iteration 13Q (3872.950000 sec): 3 clusters Score: Raw -46268.229095 + Penalty 2912.570424 = -43355.658672 nChanged 2 SP:Iteration 14Q (3872.950000 sec): 3 clusters Score: Raw -46284.101302 + Penalty 2912.570424 = -43371.530878 nChanged 1 SP:Iteration 15Q (3872.950000 sec): 3 clusters Score: Raw -46285.816462 + Penalty 2912.570424 = -43373.246039 nChanged 0 SP:Iteration 16F (3872.950000 sec): 3 clusters Score: Raw -46285.816462 + Penalty 2912.570424 = -43373.246039 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 4.92 GB. Trying to split cluster 42 (395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.960000 sec): 2 clusters Score: Raw -55294.096004 + Penalty 1482.763670 = -53811.332335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.960000 sec): 3 clusters Score: Raw -55399.765407 + Penalty 2965.527339 = -52434.238068 nChanged 63 SP:Iteration 1F (3872.960000 sec): 3 clusters Score: Raw -55579.440442 + Penalty 2965.527339 = -52613.913103 nChanged 24 SP:Iteration 2F (3872.970000 sec): 3 clusters Score: Raw -55730.318908 + Penalty 2965.527339 = -52764.791568 nChanged 16 SP:Iteration 3Q (3872.970000 sec): 3 clusters Score: Raw -55868.243873 + Penalty 2965.527339 = -52902.716533 nChanged 19 SP:Iteration 4Q (3872.970000 sec): 3 clusters Score: Raw -55992.221815 + Penalty 2965.527339 = -53026.694476 nChanged 6 SP:Iteration 5Q (3872.970000 sec): 3 clusters Score: Raw -56036.960766 + Penalty 2965.527339 = -53071.433426 nChanged 10 SP:Iteration 6Q (3872.970000 sec): 3 clusters Score: Raw -56101.774780 + Penalty 2965.527339 = -53136.247441 nChanged 14 SP:Iteration 7Q (3872.970000 sec): 3 clusters Score: Raw -56238.933854 + Penalty 2965.527339 = -53273.406515 nChanged 9 SP:Iteration 8Q (3872.970000 sec): 3 clusters Score: Raw -56418.871265 + Penalty 2965.527339 = -53453.343926 nChanged 12 SP:Iteration 9Q (3872.980000 sec): 3 clusters Score: Raw -56628.422072 + Penalty 2965.527339 = -53662.894732 nChanged 16 SP:Iteration 10Q (3872.980000 sec): 3 clusters Score: Raw -56740.565259 + Penalty 2965.527339 = -53775.037919 nChanged 11 SP:Iteration 11Q (3872.980000 sec): 3 clusters Score: Raw -56879.837524 + Penalty 2965.527339 = -53914.310185 nChanged 8 SP:Iteration 12Q (3872.980000 sec): 3 clusters Score: Raw -57001.513337 + Penalty 2965.527339 = -54035.985998 nChanged 5 SP:Iteration 13Q (3872.980000 sec): 3 clusters Score: Raw -57303.299555 + Penalty 2965.527339 = -54337.772216 nChanged 5 SP:Iteration 14Q (3872.990000 sec): 3 clusters Score: Raw -57334.949243 + Penalty 2965.527339 = -54369.421903 nChanged 3 SP:Iteration 15Q (3872.990000 sec): 3 clusters Score: Raw -57349.863475 + Penalty 2965.527339 = -54384.336136 nChanged 2 SP:Iteration 16Q (3872.990000 sec): 3 clusters Score: Raw -57363.600365 + Penalty 2965.527339 = -54398.073026 nChanged 3 SP:Iteration 17Q (3872.990000 sec): 3 clusters Score: Raw -57398.795960 + Penalty 2965.527339 = -54433.268621 nChanged 4 SP:Iteration 18Q (3872.990000 sec): 3 clusters Score: Raw -57466.424737 + Penalty 2965.527339 = -54500.897397 nChanged 1 SP:Iteration 19Q (3872.990000 sec): 3 clusters Score: Raw -57493.694944 + Penalty 2965.527339 = -54528.167605 nChanged 1 SP:Iteration 20F (3872.990000 sec): 3 clusters Score: Raw -57503.232112 + Penalty 2965.527339 = -54537.704773 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 4.92 GB. Trying to split cluster 43 (242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3873.000000 sec): 2 clusters Score: Raw -27068.540730 + Penalty 1361.256556 = -25707.284174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3873.000000 sec): 3 clusters Score: Raw -27473.479922 + Penalty 2722.513112 = -24750.966810 nChanged 44 SP:Iteration 1F (3873.000000 sec): 3 clusters Score: Raw -27772.557263 + Penalty 2722.513112 = -25050.044151 nChanged 18 SP:Iteration 2F (3873.000000 sec): 3 clusters Score: Raw -27973.819609 + Penalty 2722.513112 = -25251.306497 nChanged 11 SP:Iteration 3Q (3873.010000 sec): 3 clusters Score: Raw -28128.075003 + Penalty 2722.513112 = -25405.561891 nChanged 11 SP:Iteration 4Q (3873.010000 sec): 3 clusters Score: Raw -28321.858992 + Penalty 2722.513112 = -25599.345879 nChanged 5 SP:Iteration 5Q (3873.010000 sec): 3 clusters Score: Raw -28465.215795 + Penalty 2722.513112 = -25742.702683 nChanged 4 SP:Iteration 6Q (3873.010000 sec): 3 clusters Score: Raw -28565.060811 + Penalty 2722.513112 = -25842.547698 nChanged 3 SP:Iteration 7Q (3873.010000 sec): 3 clusters Score: Raw -28625.260861 + Penalty 2722.513112 = -25902.747748 nChanged 0 SP:Iteration 8F (3873.010000 sec): 3 clusters Score: Raw -28628.633908 + Penalty 2722.513112 = -25906.120795 nChanged 1 SP:Iteration 9Q (3873.010000 sec): 3 clusters Score: Raw -28648.476111 + Penalty 2722.513112 = -25925.962998 nChanged 0 SP:Iteration 10F (3873.010000 sec): 3 clusters Score: Raw -28648.476111 + Penalty 2722.513112 = -25925.962998 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Iteration 219F (3928.330000 sec): 49 clusters Score: Raw -99339995.646792 + Penalty 159341.463634 = -99180654.183158 nChanged 29 Iteration 220F (3983.620000 sec): 49 clusters Score: Raw -99343705.755975 + Penalty 159341.463634 = -99184364.292340 nChanged 50 Iteration 221Q (3993.030000 sec): 49 clusters Score: Raw -99345584.406766 + Penalty 159341.463634 = -99186242.943131 nChanged 10 Iteration 222Q (4002.400000 sec): 49 clusters Score: Raw -99345710.550269 + Penalty 159341.463634 = -99186369.086635 nChanged 9 Iteration 223Q (4011.770000 sec): 49 clusters Score: Raw -99345791.642917 + Penalty 159341.463634 = -99186450.179283 nChanged 11 Iteration 224Q (4021.140000 sec): 49 clusters Score: Raw -99345931.870752 + Penalty 159341.463634 = -99186590.407118 nChanged 11 Iteration 225Q (4030.520000 sec): 49 clusters Score: Raw -99346215.343304 + Penalty 159341.463634 = -99186873.879670 nChanged 9 Iteration 226Q (4039.890000 sec): 49 clusters Score: Raw -99346981.420057 + Penalty 159341.463634 = -99187639.956422 nChanged 0 Iteration 227F (4095.200000 sec): 49 clusters Score: Raw -99349577.837823 + Penalty 159341.463634 = -99190236.374189 nChanged 29 Iteration 228Q (4104.620000 sec): 49 clusters Score: Raw -99350768.940763 + Penalty 159341.463634 = -99191427.477129 nChanged 0 Iteration 229F (4160.010000 sec): 49 clusters Score: Raw -99350793.342895 + Penalty 159341.463634 = -99191451.879260 nChanged 1 Iteration 230Q (4169.450000 sec): 49 clusters Score: Raw -99350831.654576 + Penalty 159341.463634 = -99191490.190942 nChanged 0 Iteration 231F (4224.780000 sec): 49 clusters Score: Raw -99350831.654576 + Penalty 159341.463634 = -99191490.190942 nChanged 0 Compute initial score before splitting: Score: Raw -99350831.654576 + Penalty 159341.463634 = -99191490.190942 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4224.930000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4225.080000 sec): 3 clusters Score: Raw -4538981.935581 + Penalty 5093.818789 = -4533888.116792 nChanged 12908 SP:Iteration 1F (4225.220000 sec): 3 clusters Score: Raw -4545902.068297 + Penalty 5093.818789 = -4540808.249508 nChanged 1361 SP:Iteration 2Q (4225.370000 sec): 3 clusters Score: Raw -4546352.106555 + Penalty 5093.818789 = -4541258.287766 nChanged 1256 SP:Iteration 3Q (4225.520000 sec): 3 clusters Score: Raw -4546796.428432 + Penalty 5093.818789 = -4541702.609643 nChanged 1253 SP:Iteration 4Q (4225.670000 sec): 3 clusters Score: Raw -4547257.798576 + Penalty 5093.818789 = -4542163.979787 nChanged 1324 SP:Iteration 5Q (4225.810000 sec): 3 clusters Score: Raw -4547794.522382 + Penalty 5093.818789 = -4542700.703593 nChanged 1452 SP:Iteration 6F (4225.960000 sec): 3 clusters Score: Raw -4548482.832048 + Penalty 5093.818789 = -4543389.013259 nChanged 1599 SP:Iteration 7F (4226.100000 sec): 3 clusters Score: Raw -4549348.445377 + Penalty 5093.818789 = -4544254.626588 nChanged 1686 SP:Iteration 8F (4226.250000 sec): 3 clusters Score: Raw -4550372.939235 + Penalty 5093.818789 = -4545279.120446 nChanged 1727 SP:Iteration 9F (4226.390000 sec): 3 clusters Score: Raw -4551545.265744 + Penalty 5093.818789 = -4546451.446955 nChanged 1662 SP:Iteration 10F (4226.540000 sec): 3 clusters Score: Raw -4552710.197465 + Penalty 5093.818789 = -4547616.378676 nChanged 1378 SP:Iteration 11Q (4226.680000 sec): 3 clusters Score: Raw -4553631.382971 + Penalty 5093.818789 = -4548537.564182 nChanged 1129 SP:Iteration 12Q (4226.830000 sec): 3 clusters Score: Raw -4554389.141830 + Penalty 5093.818789 = -4549295.323041 nChanged 856 SP:Iteration 13Q (4226.980000 sec): 3 clusters Score: Raw -4554956.751194 + Penalty 5093.818789 = -4549862.932405 nChanged 672 SP:Iteration 14Q (4227.120000 sec): 3 clusters Score: Raw -4555419.213914 + Penalty 5093.818789 = -4550325.395126 nChanged 480 SP:Iteration 15Q (4227.260000 sec): 3 clusters Score: Raw -4555746.994897 + Penalty 5093.818789 = -4550653.176108 nChanged 327 SP:Iteration 16Q (4227.400000 sec): 3 clusters Score: Raw -4555972.310285 + Penalty 5093.818789 = -4550878.491496 nChanged 244 SP:Iteration 17Q (4227.540000 sec): 3 clusters Score: Raw -4556153.511682 + Penalty 5093.818789 = -4551059.692893 nChanged 178 SP:Iteration 18Q (4227.670000 sec): 3 clusters Score: Raw -4556294.027415 + Penalty 5093.818789 = -4551200.208626 nChanged 124 SP:Iteration 19Q (4227.790000 sec): 3 clusters Score: Raw -4556389.230096 + Penalty 5093.818789 = -4551295.411307 nChanged 91 SP:Iteration 20F (4227.940000 sec): 3 clusters Score: Raw -4556467.501318 + Penalty 5093.818789 = -4551373.682529 nChanged 55 SP:Iteration 21Q (4228.050000 sec): 3 clusters Score: Raw -4556514.478986 + Penalty 5093.818789 = -4551420.660198 nChanged 29 SP:Iteration 22Q (4228.170000 sec): 3 clusters Score: Raw -4556537.378420 + Penalty 5093.818789 = -4551443.559631 nChanged 23 SP:Iteration 23Q (4228.280000 sec): 3 clusters Score: Raw -4556554.882248 + Penalty 5093.818789 = -4551461.063459 nChanged 14 SP:Iteration 24Q (4228.400000 sec): 3 clusters Score: Raw -4556565.187217 + Penalty 5093.818789 = -4551471.368428 nChanged 9 SP:Iteration 25Q (4228.510000 sec): 3 clusters Score: Raw -4556573.014979 + Penalty 5093.818789 = -4551479.196190 nChanged 8 SP:Iteration 26Q (4228.620000 sec): 3 clusters Score: Raw -4556578.859973 + Penalty 5093.818789 = -4551485.041184 nChanged 5 SP:Iteration 27Q (4228.730000 sec): 3 clusters Score: Raw -4556582.951638 + Penalty 5093.818789 = -4551489.132849 nChanged 3 SP:Iteration 28Q (4228.850000 sec): 3 clusters Score: Raw -4556585.430888 + Penalty 5093.818789 = -4551491.612099 nChanged 5 SP:Iteration 29Q (4228.960000 sec): 3 clusters Score: Raw -4556588.347941 + Penalty 5093.818789 = -4551494.529152 nChanged 5 SP:Iteration 30Q (4229.070000 sec): 3 clusters Score: Raw -4556594.270061 + Penalty 5093.818789 = -4551500.451272 nChanged 8 SP:Iteration 31Q (4229.190000 sec): 3 clusters Score: Raw -4556601.092662 + Penalty 5093.818789 = -4551507.273873 nChanged 6 SP:Iteration 32Q (4229.300000 sec): 3 clusters Score: Raw -4556608.055122 + Penalty 5093.818789 = -4551514.236334 nChanged 5 SP:Iteration 33Q (4229.410000 sec): 3 clusters Score: Raw -4556612.778982 + Penalty 5093.818789 = -4551518.960193 nChanged 5 SP:Iteration 34Q (4229.520000 sec): 3 clusters Score: Raw -4556616.821926 + Penalty 5093.818789 = -4551523.003137 nChanged 5 SP:Iteration 35Q (4229.630000 sec): 3 clusters Score: Raw -4556620.293259 + Penalty 5093.818789 = -4551526.474470 nChanged 0 SP:Iteration 36F (4229.770000 sec): 3 clusters Score: Raw -4556620.293259 + Penalty 5093.818789 = -4551526.474470 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4229.790000 sec): 2 clusters Score: Raw -17357.909693 + Penalty 1193.421720 = -16164.487973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4229.790000 sec): 3 clusters Score: Raw -17657.989904 + Penalty 2386.843440 = -15271.146464 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4229.810000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4229.840000 sec): 3 clusters Score: Raw -724160.856987 + Penalty 4197.727014 = -719963.129973 nChanged 1813 SP:Iteration 1F (4229.860000 sec): 3 clusters Score: Raw -725220.473491 + Penalty 4197.727014 = -721022.746476 nChanged 351 SP:Iteration 2F (4229.890000 sec): 3 clusters Score: Raw -725468.656776 + Penalty 4197.727014 = -721270.929762 nChanged 267 SP:Iteration 3F (4229.910000 sec): 3 clusters Score: Raw -725628.702685 + Penalty 4197.727014 = -721430.975671 nChanged 207 SP:Iteration 4Q (4229.930000 sec): 3 clusters Score: Raw -725781.816322 + Penalty 4197.727014 = -721584.089307 nChanged 187 SP:Iteration 5Q (4229.960000 sec): 3 clusters Score: Raw -725939.643091 + Penalty 4197.727014 = -721741.916077 nChanged 200 SP:Iteration 6Q (4229.980000 sec): 3 clusters Score: Raw -726101.651490 + Penalty 4197.727014 = -721903.924476 nChanged 208 SP:Iteration 7Q (4230.010000 sec): 3 clusters Score: Raw -726271.282871 + Penalty 4197.727014 = -722073.555856 nChanged 203 SP:Iteration 8Q (4230.030000 sec): 3 clusters Score: Raw -726453.274643 + Penalty 4197.727014 = -722255.547628 nChanged 218 SP:Iteration 9Q (4230.060000 sec): 3 clusters Score: Raw -726648.941566 + Penalty 4197.727014 = -722451.214552 nChanged 208 SP:Iteration 10Q (4230.080000 sec): 3 clusters Score: Raw -726838.175587 + Penalty 4197.727014 = -722640.448572 nChanged 175 SP:Iteration 11Q (4230.100000 sec): 3 clusters Score: Raw -727012.031364 + Penalty 4197.727014 = -722814.304350 nChanged 134 SP:Iteration 12Q (4230.120000 sec): 3 clusters Score: Raw -727156.826593 + Penalty 4197.727014 = -722959.099579 nChanged 117 SP:Iteration 13Q (4230.140000 sec): 3 clusters Score: Raw -727288.414172 + Penalty 4197.727014 = -723090.687158 nChanged 73 SP:Iteration 14Q (4230.170000 sec): 3 clusters Score: Raw -727359.161899 + Penalty 4197.727014 = -723161.434885 nChanged 53 SP:Iteration 15Q (4230.190000 sec): 3 clusters Score: Raw -727416.501460 + Penalty 4197.727014 = -723218.774446 nChanged 45 SP:Iteration 16Q (4230.210000 sec): 3 clusters Score: Raw -727460.829647 + Penalty 4197.727014 = -723263.102633 nChanged 21 SP:Iteration 17Q (4230.230000 sec): 3 clusters Score: Raw -727475.830261 + Penalty 4197.727014 = -723278.103247 nChanged 16 SP:Iteration 18Q (4230.250000 sec): 3 clusters Score: Raw -727488.717976 + Penalty 4197.727014 = -723290.990962 nChanged 5 SP:Iteration 19Q (4230.270000 sec): 3 clusters Score: Raw -727492.620473 + Penalty 4197.727014 = -723294.893459 nChanged 3 SP:Iteration 20F (4230.290000 sec): 3 clusters Score: Raw -727493.702744 + Penalty 4197.727014 = -723295.975729 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.310000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.330000 sec): 3 clusters Score: Raw -579242.883070 + Penalty 4115.705143 = -575127.177928 nChanged 1435 SP:Iteration 1F (4230.350000 sec): 3 clusters Score: Raw -580161.219434 + Penalty 4115.705143 = -576045.514291 nChanged 348 SP:Iteration 2F (4230.370000 sec): 3 clusters Score: Raw -580439.202284 + Penalty 4115.705143 = -576323.497142 nChanged 257 SP:Iteration 3F (4230.390000 sec): 3 clusters Score: Raw -580669.819079 + Penalty 4115.705143 = -576554.113936 nChanged 220 SP:Iteration 4F (4230.410000 sec): 3 clusters Score: Raw -580838.994957 + Penalty 4115.705143 = -576723.289814 nChanged 177 SP:Iteration 5Q (4230.430000 sec): 3 clusters Score: Raw -580970.511309 + Penalty 4115.705143 = -576854.806167 nChanged 155 SP:Iteration 6Q (4230.450000 sec): 3 clusters Score: Raw -581089.243102 + Penalty 4115.705143 = -576973.537959 nChanged 137 SP:Iteration 7Q (4230.470000 sec): 3 clusters Score: Raw -581198.124692 + Penalty 4115.705143 = -577082.419550 nChanged 137 SP:Iteration 8Q (4230.490000 sec): 3 clusters Score: Raw -581325.306994 + Penalty 4115.705143 = -577209.601851 nChanged 135 SP:Iteration 9Q (4230.510000 sec): 3 clusters Score: Raw -581451.310617 + Penalty 4115.705143 = -577335.605474 nChanged 128 SP:Iteration 10Q (4230.520000 sec): 3 clusters Score: Raw -581563.122557 + Penalty 4115.705143 = -577447.417414 nChanged 125 SP:Iteration 11Q (4230.540000 sec): 3 clusters Score: Raw -581662.434982 + Penalty 4115.705143 = -577546.729839 nChanged 101 SP:Iteration 12Q (4230.560000 sec): 3 clusters Score: Raw -581742.840800 + Penalty 4115.705143 = -577627.135658 nChanged 85 SP:Iteration 13Q (4230.580000 sec): 3 clusters Score: Raw -581810.100510 + Penalty 4115.705143 = -577694.395368 nChanged 74 SP:Iteration 14Q (4230.600000 sec): 3 clusters Score: Raw -581870.915590 + Penalty 4115.705143 = -577755.210447 nChanged 57 SP:Iteration 15Q (4230.620000 sec): 3 clusters Score: Raw -581914.232417 + Penalty 4115.705143 = -577798.527274 nChanged 49 SP:Iteration 16Q (4230.640000 sec): 3 clusters Score: Raw -581951.807571 + Penalty 4115.705143 = -577836.102428 nChanged 38 SP:Iteration 17Q (4230.660000 sec): 3 clusters Score: Raw -581979.335615 + Penalty 4115.705143 = -577863.630473 nChanged 23 SP:Iteration 18Q (4230.680000 sec): 3 clusters Score: Raw -581998.321720 + Penalty 4115.705143 = -577882.616577 nChanged 20 SP:Iteration 19Q (4230.700000 sec): 3 clusters Score: Raw -582012.786288 + Penalty 4115.705143 = -577897.081146 nChanged 14 SP:Iteration 20F (4230.720000 sec): 3 clusters Score: Raw -582022.604333 + Penalty 4115.705143 = -577906.899190 nChanged 13 SP:Iteration 21Q (4230.730000 sec): 3 clusters Score: Raw -582032.545229 + Penalty 4115.705143 = -577916.840086 nChanged 14 SP:Iteration 22Q (4230.750000 sec): 3 clusters Score: Raw -582039.812855 + Penalty 4115.705143 = -577924.107712 nChanged 13 SP:Iteration 23Q (4230.770000 sec): 3 clusters Score: Raw -582045.870646 + Penalty 4115.705143 = -577930.165503 nChanged 12 SP:Iteration 24Q (4230.790000 sec): 3 clusters Score: Raw -582052.063589 + Penalty 4115.705143 = -577936.358446 nChanged 9 SP:Iteration 25Q (4230.810000 sec): 3 clusters Score: Raw -582056.063127 + Penalty 4115.705143 = -577940.357984 nChanged 3 SP:Iteration 26Q (4230.820000 sec): 3 clusters Score: Raw -582058.853597 + Penalty 4115.705143 = -577943.148454 nChanged 3 SP:Iteration 27Q (4230.840000 sec): 3 clusters Score: Raw -582061.338695 + Penalty 4115.705143 = -577945.633552 nChanged 4 SP:Iteration 28Q (4230.860000 sec): 3 clusters Score: Raw -582063.139529 + Penalty 4115.705143 = -577947.434387 nChanged 2 SP:Iteration 29Q (4230.880000 sec): 3 clusters Score: Raw -582064.006810 + Penalty 4115.705143 = -577948.301668 nChanged 0 SP:Iteration 30F (4230.900000 sec): 3 clusters Score: Raw -582064.006810 + Penalty 4115.705143 = -577948.301668 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.950000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4231.000000 sec): 3 clusters Score: Raw -1601354.805149 + Penalty 4608.655336 = -1596746.149813 nChanged 4541 SP:Iteration 1F (4231.050000 sec): 3 clusters Score: Raw -1604003.879870 + Penalty 4608.655336 = -1599395.224534 nChanged 841 SP:Iteration 2F (4231.110000 sec): 3 clusters Score: Raw -1604632.481515 + Penalty 4608.655336 = -1600023.826179 nChanged 795 SP:Iteration 3F (4231.160000 sec): 3 clusters Score: Raw -1605214.595494 + Penalty 4608.655336 = -1600605.940158 nChanged 687 SP:Iteration 4F (4231.210000 sec): 3 clusters Score: Raw -1605686.807113 + Penalty 4608.655336 = -1601078.151777 nChanged 578 SP:Iteration 5F (4231.270000 sec): 3 clusters Score: Raw -1606036.145145 + Penalty 4608.655336 = -1601427.489809 nChanged 538 SP:Iteration 6Q (4231.320000 sec): 3 clusters Score: Raw -1606369.189979 + Penalty 4608.655336 = -1601760.534643 nChanged 459 SP:Iteration 7Q (4231.370000 sec): 3 clusters Score: Raw -1606648.641332 + Penalty 4608.655336 = -1602039.985996 nChanged 417 SP:Iteration 8Q (4231.420000 sec): 3 clusters Score: Raw -1606919.764489 + Penalty 4608.655336 = -1602311.109153 nChanged 374 SP:Iteration 9Q (4231.480000 sec): 3 clusters Score: Raw -1607182.312005 + Penalty 4608.655336 = -1602573.656669 nChanged 351 SP:Iteration 10Q (4231.530000 sec): 3 clusters Score: Raw -1607381.123770 + Penalty 4608.655336 = -1602772.468434 nChanged 280 SP:Iteration 11Q (4231.580000 sec): 3 clusters Score: Raw -1607548.135140 + Penalty 4608.655336 = -1602939.479803 nChanged 241 SP:Iteration 12Q (4231.630000 sec): 3 clusters Score: Raw -1607675.986126 + Penalty 4608.655336 = -1603067.330790 nChanged 212 SP:Iteration 13Q (4231.680000 sec): 3 clusters Score: Raw -1607776.112686 + Penalty 4608.655336 = -1603167.457349 nChanged 160 SP:Iteration 14Q (4231.730000 sec): 3 clusters Score: Raw -1607837.221783 + Penalty 4608.655336 = -1603228.566446 nChanged 140 SP:Iteration 15Q (4231.780000 sec): 3 clusters Score: Raw -1607897.213960 + Penalty 4608.655336 = -1603288.558623 nChanged 121 SP:Iteration 16Q (4231.830000 sec): 3 clusters Score: Raw -1607953.862263 + Penalty 4608.655336 = -1603345.206927 nChanged 123 SP:Iteration 17Q (4231.880000 sec): 3 clusters Score: Raw -1608019.364530 + Penalty 4608.655336 = -1603410.709194 nChanged 141 SP:Iteration 18Q (4231.930000 sec): 3 clusters Score: Raw -1608103.482079 + Penalty 4608.655336 = -1603494.826743 nChanged 145 SP:Iteration 19Q (4231.980000 sec): 3 clusters Score: Raw -1608188.587656 + Penalty 4608.655336 = -1603579.932320 nChanged 138 SP:Iteration 20F (4232.030000 sec): 3 clusters Score: Raw -1608284.153805 + Penalty 4608.655336 = -1603675.498469 nChanged 145 SP:Iteration 21Q (4232.080000 sec): 3 clusters Score: Raw -1608398.552572 + Penalty 4608.655336 = -1603789.897235 nChanged 140 SP:Iteration 22Q (4232.120000 sec): 3 clusters Score: Raw -1608507.330511 + Penalty 4608.655336 = -1603898.675175 nChanged 108 SP:Iteration 23Q (4232.170000 sec): 3 clusters Score: Raw -1608581.639900 + Penalty 4608.655336 = -1603972.984564 nChanged 84 SP:Iteration 24Q (4232.220000 sec): 3 clusters Score: Raw -1608630.978260 + Penalty 4608.655336 = -1604022.322924 nChanged 65 SP:Iteration 25Q (4232.260000 sec): 3 clusters Score: Raw -1608663.297182 + Penalty 4608.655336 = -1604054.641845 nChanged 37 SP:Iteration 26Q (4232.310000 sec): 3 clusters Score: Raw -1608678.635901 + Penalty 4608.655336 = -1604069.980565 nChanged 35 SP:Iteration 27Q (4232.360000 sec): 3 clusters Score: Raw -1608692.511418 + Penalty 4608.655336 = -1604083.856081 nChanged 23 SP:Iteration 28Q (4232.400000 sec): 3 clusters Score: Raw -1608701.197320 + Penalty 4608.655336 = -1604092.541983 nChanged 14 SP:Iteration 29Q (4232.440000 sec): 3 clusters Score: Raw -1608707.734918 + Penalty 4608.655336 = -1604099.079582 nChanged 15 SP:Iteration 30Q (4232.490000 sec): 3 clusters Score: Raw -1608712.195203 + Penalty 4608.655336 = -1604103.539867 nChanged 13 SP:Iteration 31Q (4232.530000 sec): 3 clusters Score: Raw -1608717.802027 + Penalty 4608.655336 = -1604109.146691 nChanged 19 SP:Iteration 32Q (4232.580000 sec): 3 clusters Score: Raw -1608723.467287 + Penalty 4608.655336 = -1604114.811951 nChanged 10 SP:Iteration 33Q (4232.620000 sec): 3 clusters Score: Raw -1608725.742430 + Penalty 4608.655336 = -1604117.087093 nChanged 3 SP:Iteration 34Q (4232.670000 sec): 3 clusters Score: Raw -1608726.576910 + Penalty 4608.655336 = -1604117.921573 nChanged 2 SP:Iteration 35Q (4232.710000 sec): 3 clusters Score: Raw -1608727.264997 + Penalty 4608.655336 = -1604118.609661 nChanged 3 SP:Iteration 36Q (4232.760000 sec): 3 clusters Score: Raw -1608728.118207 + Penalty 4608.655336 = -1604119.462871 nChanged 2 SP:Iteration 37Q (4232.800000 sec): 3 clusters Score: Raw -1608728.736753 + Penalty 4608.655336 = -1604120.081417 nChanged 1 SP:Iteration 38Q (4232.840000 sec): 3 clusters Score: Raw -1608729.228136 + Penalty 4608.655336 = -1604120.572800 nChanged 3 SP:Iteration 39Q (4232.890000 sec): 3 clusters Score: Raw -1608729.810014 + Penalty 4608.655336 = -1604121.154678 nChanged 2 SP:Iteration 40F (4232.940000 sec): 3 clusters Score: Raw -1608730.192400 + Penalty 4608.655336 = -1604121.537064 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4233.910000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4235.060000 sec): 3 clusters Score: Raw -34525371.758138 + Penalty 6114.711255 = -34519257.046883 nChanged 109134 SP:Iteration 1F (4236.210000 sec): 3 clusters Score: Raw -34589883.145401 + Penalty 6114.711255 = -34583768.434146 nChanged 7201 SP:Iteration 2Q (4237.380000 sec): 3 clusters Score: Raw -34591707.548615 + Penalty 6114.711255 = -34585592.837359 nChanged 8253 SP:Iteration 3Q (4238.550000 sec): 3 clusters Score: Raw -34594432.322213 + Penalty 6114.711255 = -34588317.610958 nChanged 10225 SP:Iteration 4Q (4239.720000 sec): 3 clusters Score: Raw -34598789.913634 + Penalty 6114.711255 = -34592675.202379 nChanged 12595 SP:Iteration 5F (4240.870000 sec): 3 clusters Score: Raw -34605693.950036 + Penalty 6114.711255 = -34599579.238781 nChanged 15442 SP:Iteration 6F (4242.020000 sec): 3 clusters Score: Raw -34616351.409833 + Penalty 6114.711255 = -34610236.698578 nChanged 17442 SP:Iteration 7F (4243.170000 sec): 3 clusters Score: Raw -34630445.133895 + Penalty 6114.711255 = -34624330.422639 nChanged 17035 SP:Iteration 8F (4244.310000 sec): 3 clusters Score: Raw -34645710.175863 + Penalty 6114.711255 = -34639595.464607 nChanged 13873 SP:Iteration 9F (4245.450000 sec): 3 clusters Score: Raw -34658519.994175 + Penalty 6114.711255 = -34652405.282920 nChanged 9221 SP:Iteration 10Q (4246.520000 sec): 3 clusters Score: Raw -34666810.070905 + Penalty 6114.711255 = -34660695.359649 nChanged 5162 SP:Iteration 11Q (4247.510000 sec): 3 clusters Score: Raw -34671169.416951 + Penalty 6114.711255 = -34665054.705696 nChanged 2619 SP:Iteration 12Q (4248.420000 sec): 3 clusters Score: Raw -34673318.353134 + Penalty 6114.711255 = -34667203.641878 nChanged 1195 SP:Iteration 13Q (4249.270000 sec): 3 clusters Score: Raw -34674287.285862 + Penalty 6114.711255 = -34668172.574607 nChanged 548 SP:Iteration 14Q (4250.100000 sec): 3 clusters Score: Raw -34674765.464674 + Penalty 6114.711255 = -34668650.753419 nChanged 281 SP:Iteration 15Q (4250.910000 sec): 3 clusters Score: Raw -34675035.497743 + Penalty 6114.711255 = -34668920.786488 nChanged 182 SP:Iteration 16Q (4251.710000 sec): 3 clusters Score: Raw -34675225.814684 + Penalty 6114.711255 = -34669111.103429 nChanged 132 SP:Iteration 17Q (4252.500000 sec): 3 clusters Score: Raw -34675381.032284 + Penalty 6114.711255 = -34669266.321029 nChanged 113 SP:Iteration 18Q (4253.300000 sec): 3 clusters Score: Raw -34675504.249546 + Penalty 6114.711255 = -34669389.538290 nChanged 112 SP:Iteration 19Q (4254.090000 sec): 3 clusters Score: Raw -34675594.223352 + Penalty 6114.711255 = -34669479.512096 nChanged 76 SP:Iteration 20F (4255.210000 sec): 3 clusters Score: Raw -34675655.032105 + Penalty 6114.711255 = -34669540.320849 nChanged 64 SP:Iteration 21Q (4256.000000 sec): 3 clusters Score: Raw -34675690.277677 + Penalty 6114.711255 = -34669575.566421 nChanged 46 SP:Iteration 22Q (4256.790000 sec): 3 clusters Score: Raw -34675713.837305 + Penalty 6114.711255 = -34669599.126050 nChanged 43 SP:Iteration 23Q (4257.580000 sec): 3 clusters Score: Raw -34675733.720428 + Penalty 6114.711255 = -34669619.009173 nChanged 34 SP:Iteration 24Q (4258.370000 sec): 3 clusters Score: Raw -34675747.130414 + Penalty 6114.711255 = -34669632.419159 nChanged 22 SP:Iteration 25Q (4259.160000 sec): 3 clusters Score: Raw -34675755.533662 + Penalty 6114.711255 = -34669640.822406 nChanged 16 SP:Iteration 26Q (4259.940000 sec): 3 clusters Score: Raw -34675762.487775 + Penalty 6114.711255 = -34669647.776520 nChanged 13 SP:Iteration 27Q (4260.730000 sec): 3 clusters Score: Raw -34675768.393146 + Penalty 6114.711255 = -34669653.681891 nChanged 20 SP:Iteration 28Q (4261.520000 sec): 3 clusters Score: Raw -34675777.506927 + Penalty 6114.711255 = -34669662.795672 nChanged 16 SP:Iteration 29Q (4262.310000 sec): 3 clusters Score: Raw -34675782.377380 + Penalty 6114.711255 = -34669667.666124 nChanged 11 SP:Iteration 30Q (4263.100000 sec): 3 clusters Score: Raw -34675784.792883 + Penalty 6114.711255 = -34669670.081628 nChanged 3 SP:Iteration 31Q (4263.890000 sec): 3 clusters Score: Raw -34675785.238888 + Penalty 6114.711255 = -34669670.527633 nChanged 3 SP:Iteration 32Q (4264.670000 sec): 3 clusters Score: Raw -34675786.502042 + Penalty 6114.711255 = -34669671.790787 nChanged 3 SP:Iteration 33Q (4265.460000 sec): 3 clusters Score: Raw -34675787.415778 + Penalty 6114.711255 = -34669672.704523 nChanged 4 SP:Iteration 34Q (4266.250000 sec): 3 clusters Score: Raw -34675788.338368 + Penalty 6114.711255 = -34669673.627112 nChanged 7 SP:Iteration 35Q (4267.040000 sec): 3 clusters Score: Raw -34675790.329949 + Penalty 6114.711255 = -34669675.618693 nChanged 5 SP:Iteration 36Q (4267.830000 sec): 3 clusters Score: Raw -34675792.174762 + Penalty 6114.711255 = -34669677.463507 nChanged 7 SP:Iteration 37Q (4268.620000 sec): 3 clusters Score: Raw -34675794.226861 + Penalty 6114.711255 = -34669679.515606 nChanged 3 SP:Iteration 38Q (4269.410000 sec): 3 clusters Score: Raw -34675795.291129 + Penalty 6114.711255 = -34669680.579873 nChanged 3 SP:Iteration 39Q (4270.200000 sec): 3 clusters Score: Raw -34675796.821925 + Penalty 6114.711255 = -34669682.110670 nChanged 7 SP:Iteration 40F (4271.320000 sec): 3 clusters Score: Raw -34675799.210036 + Penalty 6114.711255 = -34669684.498781 nChanged 6 SP:Iteration 41Q (4272.110000 sec): 3 clusters Score: Raw -34675800.838869 + Penalty 6114.711255 = -34669686.127614 nChanged 3 SP:Iteration 42Q (4272.900000 sec): 3 clusters Score: Raw -34675801.647863 + Penalty 6114.711255 = -34669686.936608 nChanged 2 SP:Iteration 43Q (4273.690000 sec): 3 clusters Score: Raw -34675802.133346 + Penalty 6114.711255 = -34669687.422091 nChanged 1 SP:Iteration 44Q (4274.490000 sec): 3 clusters Score: Raw -34675802.600109 + Penalty 6114.711255 = -34669687.888853 nChanged 2 SP:Iteration 45Q (4275.280000 sec): 3 clusters Score: Raw -34675803.878935 + Penalty 6114.711255 = -34669689.167679 nChanged 3 SP:Iteration 46Q (4276.070000 sec): 3 clusters Score: Raw -34675804.923589 + Penalty 6114.711255 = -34669690.212333 nChanged 3 SP:Iteration 47Q (4276.860000 sec): 3 clusters Score: Raw -34675805.551201 + Penalty 6114.711255 = -34669690.839945 nChanged 3 SP:Iteration 48Q (4277.650000 sec): 3 clusters Score: Raw -34675806.044336 + Penalty 6114.711255 = -34669691.333081 nChanged 1 SP:Iteration 49Q (4278.440000 sec): 3 clusters Score: Raw -34675806.328741 + Penalty 6114.711255 = -34669691.617485 nChanged 2 SP:Iteration 50Q (4279.230000 sec): 3 clusters Score: Raw -34675806.833484 + Penalty 6114.711255 = -34669692.122229 nChanged 1 SP:Iteration 51Q (4280.020000 sec): 3 clusters Score: Raw -34675807.353034 + Penalty 6114.711255 = -34669692.641779 nChanged 2 SP:Iteration 52Q (4280.820000 sec): 3 clusters Score: Raw -34675807.646757 + Penalty 6114.711255 = -34669692.935502 nChanged 0 SP:Iteration 53F (4281.940000 sec): 3 clusters Score: Raw -34675807.646757 + Penalty 6114.711255 = -34669692.935502 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4282.070000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4282.110000 sec): 3 clusters Score: Raw -1320461.053628 + Penalty 4487.661079 = -1315973.392549 nChanged 3474 SP:Iteration 1F (4282.160000 sec): 3 clusters Score: Raw -1322306.615628 + Penalty 4487.661079 = -1317818.954549 nChanged 517 SP:Iteration 2F (4282.200000 sec): 3 clusters Score: Raw -1322534.169568 + Penalty 4487.661079 = -1318046.508489 nChanged 357 SP:Iteration 3Q (4282.240000 sec): 3 clusters Score: Raw -1322674.914103 + Penalty 4487.661079 = -1318187.253023 nChanged 276 SP:Iteration 4Q (4282.280000 sec): 3 clusters Score: Raw -1322775.289595 + Penalty 4487.661079 = -1318287.628516 nChanged 239 SP:Iteration 5Q (4282.330000 sec): 3 clusters Score: Raw -1322868.475708 + Penalty 4487.661079 = -1318380.814629 nChanged 222 SP:Iteration 6Q (4282.370000 sec): 3 clusters Score: Raw -1322954.335005 + Penalty 4487.661079 = -1318466.673926 nChanged 203 SP:Iteration 7Q (4282.410000 sec): 3 clusters Score: Raw -1323025.754606 + Penalty 4487.661079 = -1318538.093527 nChanged 171 SP:Iteration 8Q (4282.450000 sec): 3 clusters Score: Raw -1323091.130210 + Penalty 4487.661079 = -1318603.469131 nChanged 181 SP:Iteration 9Q (4282.490000 sec): 3 clusters Score: Raw -1323163.673648 + Penalty 4487.661079 = -1318676.012569 nChanged 181 SP:Iteration 10Q (4282.530000 sec): 3 clusters Score: Raw -1323232.870887 + Penalty 4487.661079 = -1318745.209808 nChanged 190 SP:Iteration 11Q (4282.580000 sec): 3 clusters Score: Raw -1323310.841895 + Penalty 4487.661079 = -1318823.180816 nChanged 223 SP:Iteration 12Q (4282.620000 sec): 3 clusters Score: Raw -1323415.854278 + Penalty 4487.661079 = -1318928.193199 nChanged 239 SP:Iteration 13Q (4282.660000 sec): 3 clusters Score: Raw -1323528.415555 + Penalty 4487.661079 = -1319040.754476 nChanged 240 SP:Iteration 14Q (4282.700000 sec): 3 clusters Score: Raw -1323641.768367 + Penalty 4487.661079 = -1319154.107288 nChanged 240 SP:Iteration 15Q (4282.750000 sec): 3 clusters Score: Raw -1323762.411959 + Penalty 4487.661079 = -1319274.750879 nChanged 253 SP:Iteration 16Q (4282.790000 sec): 3 clusters Score: Raw -1323897.195565 + Penalty 4487.661079 = -1319409.534486 nChanged 242 SP:Iteration 17Q (4282.830000 sec): 3 clusters Score: Raw -1324039.794051 + Penalty 4487.661079 = -1319552.132972 nChanged 256 SP:Iteration 18Q (4282.870000 sec): 3 clusters Score: Raw -1324201.696866 + Penalty 4487.661079 = -1319714.035787 nChanged 245 SP:Iteration 19Q (4282.910000 sec): 3 clusters Score: Raw -1324355.837451 + Penalty 4487.661079 = -1319868.176372 nChanged 212 SP:Iteration 20F (4282.950000 sec): 3 clusters Score: Raw -1324484.750127 + Penalty 4487.661079 = -1319997.089048 nChanged 175 SP:Iteration 21Q (4282.990000 sec): 3 clusters Score: Raw -1324599.168457 + Penalty 4487.661079 = -1320111.507378 nChanged 148 SP:Iteration 22Q (4283.030000 sec): 3 clusters Score: Raw -1324695.304369 + Penalty 4487.661079 = -1320207.643290 nChanged 129 SP:Iteration 23Q (4283.070000 sec): 3 clusters Score: Raw -1324792.351209 + Penalty 4487.661079 = -1320304.690129 nChanged 121 SP:Iteration 24Q (4283.110000 sec): 3 clusters Score: Raw -1324882.405802 + Penalty 4487.661079 = -1320394.744723 nChanged 83 SP:Iteration 25Q (4283.150000 sec): 3 clusters Score: Raw -1324946.587785 + Penalty 4487.661079 = -1320458.926706 nChanged 60 SP:Iteration 26Q (4283.180000 sec): 3 clusters Score: Raw -1324987.642941 + Penalty 4487.661079 = -1320499.981862 nChanged 45 SP:Iteration 27Q (4283.220000 sec): 3 clusters Score: Raw -1325018.595479 + Penalty 4487.661079 = -1320530.934400 nChanged 44 SP:Iteration 28Q (4283.250000 sec): 3 clusters Score: Raw -1325052.976290 + Penalty 4487.661079 = -1320565.315211 nChanged 34 SP:Iteration 29Q (4283.290000 sec): 3 clusters Score: Raw -1325075.393539 + Penalty 4487.661079 = -1320587.732460 nChanged 33 SP:Iteration 30Q (4283.330000 sec): 3 clusters Score: Raw -1325094.489637 + Penalty 4487.661079 = -1320606.828558 nChanged 20 SP:Iteration 31Q (4283.360000 sec): 3 clusters Score: Raw -1325109.192753 + Penalty 4487.661079 = -1320621.531674 nChanged 15 SP:Iteration 32Q (4283.390000 sec): 3 clusters Score: Raw -1325122.709287 + Penalty 4487.661079 = -1320635.048208 nChanged 13 SP:Iteration 33Q (4283.430000 sec): 3 clusters Score: Raw -1325131.979830 + Penalty 4487.661079 = -1320644.318751 nChanged 13 SP:Iteration 34Q (4283.460000 sec): 3 clusters Score: Raw -1325141.271850 + Penalty 4487.661079 = -1320653.610771 nChanged 12 SP:Iteration 35Q (4283.490000 sec): 3 clusters Score: Raw -1325149.744645 + Penalty 4487.661079 = -1320662.083566 nChanged 13 SP:Iteration 36Q (4283.530000 sec): 3 clusters Score: Raw -1325159.770758 + Penalty 4487.661079 = -1320672.109679 nChanged 13 SP:Iteration 37Q (4283.560000 sec): 3 clusters Score: Raw -1325168.541614 + Penalty 4487.661079 = -1320680.880535 nChanged 10 SP:Iteration 38Q (4283.590000 sec): 3 clusters Score: Raw -1325177.076296 + Penalty 4487.661079 = -1320689.415217 nChanged 8 SP:Iteration 39Q (4283.630000 sec): 3 clusters Score: Raw -1325181.356158 + Penalty 4487.661079 = -1320693.695079 nChanged 3 SP:Iteration 40F (4283.670000 sec): 3 clusters Score: Raw -1325183.138382 + Penalty 4487.661079 = -1320695.477303 nChanged 4 SP:Iteration 41Q (4283.710000 sec): 3 clusters Score: Raw -1325186.601549 + Penalty 4487.661079 = -1320698.940470 nChanged 2 SP:Iteration 42Q (4283.740000 sec): 3 clusters Score: Raw -1325188.042759 + Penalty 4487.661079 = -1320700.381680 nChanged 4 SP:Iteration 43Q (4283.770000 sec): 3 clusters Score: Raw -1325191.742455 + Penalty 4487.661079 = -1320704.081376 nChanged 3 SP:Iteration 44Q (4283.810000 sec): 3 clusters Score: Raw -1325194.798257 + Penalty 4487.661079 = -1320707.137177 nChanged 2 SP:Iteration 45Q (4283.840000 sec): 3 clusters Score: Raw -1325195.889247 + Penalty 4487.661079 = -1320708.228168 nChanged 3 SP:Iteration 46Q (4283.870000 sec): 3 clusters Score: Raw -1325197.979049 + Penalty 4487.661079 = -1320710.317970 nChanged 2 SP:Iteration 47Q (4283.910000 sec): 3 clusters Score: Raw -1325200.259060 + Penalty 4487.661079 = -1320712.597981 nChanged 3 SP:Iteration 48Q (4283.940000 sec): 3 clusters Score: Raw -1325201.624365 + Penalty 4487.661079 = -1320713.963286 nChanged 2 SP:Iteration 49Q (4283.970000 sec): 3 clusters Score: Raw -1325202.374133 + Penalty 4487.661079 = -1320714.713054 nChanged 1 SP:Iteration 50Q (4284.010000 sec): 3 clusters Score: Raw -1325202.792026 + Penalty 4487.661079 = -1320715.130947 nChanged 1 SP:Iteration 51Q (4284.040000 sec): 3 clusters Score: Raw -1325203.091804 + Penalty 4487.661079 = -1320715.430725 nChanged 0 SP:Iteration 52F (4284.080000 sec): 3 clusters Score: Raw -1325203.091804 + Penalty 4487.661079 = -1320715.430725 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4284.240000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4284.420000 sec): 3 clusters Score: Raw -5613507.914004 + Penalty 5200.770207 = -5608307.143798 nChanged 16341 SP:Iteration 1F (4284.600000 sec): 3 clusters Score: Raw -5622369.941006 + Penalty 5200.770207 = -5617169.170800 nChanged 1676 SP:Iteration 2Q (4284.780000 sec): 3 clusters Score: Raw -5622963.444151 + Penalty 5200.770207 = -5617762.673944 nChanged 1631 SP:Iteration 3Q (4284.970000 sec): 3 clusters Score: Raw -5623639.188313 + Penalty 5200.770207 = -5618438.418107 nChanged 1689 SP:Iteration 4Q (4285.150000 sec): 3 clusters Score: Raw -5624471.545451 + Penalty 5200.770207 = -5619270.775245 nChanged 1851 SP:Iteration 5F (4285.330000 sec): 3 clusters Score: Raw -5625519.086656 + Penalty 5200.770207 = -5620318.316449 nChanged 1982 SP:Iteration 6F (4285.510000 sec): 3 clusters Score: Raw -5626734.995133 + Penalty 5200.770207 = -5621534.224927 nChanged 2105 SP:Iteration 7F (4285.690000 sec): 3 clusters Score: Raw -5628109.015175 + Penalty 5200.770207 = -5622908.244968 nChanged 2065 SP:Iteration 8F (4285.870000 sec): 3 clusters Score: Raw -5629463.394360 + Penalty 5200.770207 = -5624262.624153 nChanged 1907 SP:Iteration 9F (4286.050000 sec): 3 clusters Score: Raw -5630627.796133 + Penalty 5200.770207 = -5625427.025926 nChanged 1692 SP:Iteration 10Q (4286.230000 sec): 3 clusters Score: Raw -5631585.982947 + Penalty 5200.770207 = -5626385.212740 nChanged 1517 SP:Iteration 11Q (4286.410000 sec): 3 clusters Score: Raw -5632388.941556 + Penalty 5200.770207 = -5627188.171350 nChanged 1320 SP:Iteration 12Q (4286.580000 sec): 3 clusters Score: Raw -5633102.511912 + Penalty 5200.770207 = -5627901.741706 nChanged 1209 SP:Iteration 13Q (4286.750000 sec): 3 clusters Score: Raw -5633798.197045 + Penalty 5200.770207 = -5628597.426838 nChanged 1058 SP:Iteration 14Q (4286.920000 sec): 3 clusters Score: Raw -5634399.160225 + Penalty 5200.770207 = -5629198.390018 nChanged 882 SP:Iteration 15Q (4287.090000 sec): 3 clusters Score: Raw -5634924.270620 + Penalty 5200.770207 = -5629723.500414 nChanged 715 SP:Iteration 16Q (4287.250000 sec): 3 clusters Score: Raw -5635345.912471 + Penalty 5200.770207 = -5630145.142265 nChanged 549 SP:Iteration 17Q (4287.410000 sec): 3 clusters Score: Raw -5635644.645940 + Penalty 5200.770207 = -5630443.875733 nChanged 430 SP:Iteration 18Q (4287.560000 sec): 3 clusters Score: Raw -5635847.569147 + Penalty 5200.770207 = -5630646.798940 nChanged 330 SP:Iteration 19Q (4287.710000 sec): 3 clusters Score: Raw -5635975.874523 + Penalty 5200.770207 = -5630775.104317 nChanged 240 SP:Iteration 20F (4287.890000 sec): 3 clusters Score: Raw -5636061.004118 + Penalty 5200.770207 = -5630860.233912 nChanged 200 SP:Iteration 21Q (4288.030000 sec): 3 clusters Score: Raw -5636124.984668 + Penalty 5200.770207 = -5630924.214461 nChanged 171 SP:Iteration 22Q (4288.170000 sec): 3 clusters Score: Raw -5636173.358581 + Penalty 5200.770207 = -5630972.588374 nChanged 126 SP:Iteration 23Q (4288.310000 sec): 3 clusters Score: Raw -5636207.131759 + Penalty 5200.770207 = -5631006.361552 nChanged 106 SP:Iteration 24Q (4288.460000 sec): 3 clusters Score: Raw -5636231.792539 + Penalty 5200.770207 = -5631031.022332 nChanged 99 SP:Iteration 25Q (4288.600000 sec): 3 clusters Score: Raw -5636255.692416 + Penalty 5200.770207 = -5631054.922209 nChanged 73 SP:Iteration 26Q (4288.740000 sec): 3 clusters Score: Raw -5636272.779339 + Penalty 5200.770207 = -5631072.009132 nChanged 73 SP:Iteration 27Q (4288.880000 sec): 3 clusters Score: Raw -5636288.832861 + Penalty 5200.770207 = -5631088.062654 nChanged 57 SP:Iteration 28Q (4289.020000 sec): 3 clusters Score: Raw -5636299.781775 + Penalty 5200.770207 = -5631099.011568 nChanged 43 SP:Iteration 29Q (4289.160000 sec): 3 clusters Score: Raw -5636308.453109 + Penalty 5200.770207 = -5631107.682902 nChanged 36 SP:Iteration 30Q (4289.300000 sec): 3 clusters Score: Raw -5636315.617735 + Penalty 5200.770207 = -5631114.847528 nChanged 33 SP:Iteration 31Q (4289.430000 sec): 3 clusters Score: Raw -5636321.976369 + Penalty 5200.770207 = -5631121.206162 nChanged 33 SP:Iteration 32Q (4289.570000 sec): 3 clusters Score: Raw -5636327.851538 + Penalty 5200.770207 = -5631127.081332 nChanged 32 SP:Iteration 33Q (4289.710000 sec): 3 clusters Score: Raw -5636334.821704 + Penalty 5200.770207 = -5631134.051497 nChanged 30 SP:Iteration 34Q (4289.850000 sec): 3 clusters Score: Raw -5636340.775925 + Penalty 5200.770207 = -5631140.005719 nChanged 32 SP:Iteration 35Q (4289.990000 sec): 3 clusters Score: Raw -5636346.155914 + Penalty 5200.770207 = -5631145.385707 nChanged 24 SP:Iteration 36Q (4290.130000 sec): 3 clusters Score: Raw -5636351.659902 + Penalty 5200.770207 = -5631150.889695 nChanged 22 SP:Iteration 37Q (4290.260000 sec): 3 clusters Score: Raw -5636355.877218 + Penalty 5200.770207 = -5631155.107011 nChanged 25 SP:Iteration 38Q (4290.400000 sec): 3 clusters Score: Raw -5636359.001602 + Penalty 5200.770207 = -5631158.231395 nChanged 20 SP:Iteration 39Q (4290.540000 sec): 3 clusters Score: Raw -5636361.797344 + Penalty 5200.770207 = -5631161.027137 nChanged 16 SP:Iteration 40F (4290.720000 sec): 3 clusters Score: Raw -5636363.675279 + Penalty 5200.770207 = -5631162.905072 nChanged 10 SP:Iteration 41Q (4290.860000 sec): 3 clusters Score: Raw -5636364.651306 + Penalty 5200.770207 = -5631163.881100 nChanged 9 SP:Iteration 42Q (4290.990000 sec): 3 clusters Score: Raw -5636365.668910 + Penalty 5200.770207 = -5631164.898703 nChanged 9 SP:Iteration 43Q (4291.130000 sec): 3 clusters Score: Raw -5636366.681098 + Penalty 5200.770207 = -5631165.910891 nChanged 6 SP:Iteration 44Q (4291.270000 sec): 3 clusters Score: Raw -5636367.334432 + Penalty 5200.770207 = -5631166.564226 nChanged 6 SP:Iteration 45Q (4291.410000 sec): 3 clusters Score: Raw -5636367.815201 + Penalty 5200.770207 = -5631167.044994 nChanged 4 SP:Iteration 46Q (4291.550000 sec): 3 clusters Score: Raw -5636368.436250 + Penalty 5200.770207 = -5631167.666043 nChanged 4 SP:Iteration 47Q (4291.690000 sec): 3 clusters Score: Raw -5636368.940617 + Penalty 5200.770207 = -5631168.170410 nChanged 3 SP:Iteration 48Q (4291.820000 sec): 3 clusters Score: Raw -5636369.387369 + Penalty 5200.770207 = -5631168.617162 nChanged 5 SP:Iteration 49Q (4291.960000 sec): 3 clusters Score: Raw -5636369.741415 + Penalty 5200.770207 = -5631168.971208 nChanged 2 SP:Iteration 50Q (4292.100000 sec): 3 clusters Score: Raw -5636369.954796 + Penalty 5200.770207 = -5631169.184589 nChanged 3 SP:Iteration 51Q (4292.230000 sec): 3 clusters Score: Raw -5636370.608555 + Penalty 5200.770207 = -5631169.838349 nChanged 3 SP:Iteration 52Q (4292.370000 sec): 3 clusters Score: Raw -5636370.898146 + Penalty 5200.770207 = -5631170.127940 nChanged 4 SP:Iteration 53Q (4292.510000 sec): 3 clusters Score: Raw -5636371.518602 + Penalty 5200.770207 = -5631170.748395 nChanged 5 SP:Iteration 54Q (4292.650000 sec): 3 clusters Score: Raw -5636372.196136 + Penalty 5200.770207 = -5631171.425929 nChanged 5 SP:Iteration 55Q (4292.790000 sec): 3 clusters Score: Raw -5636372.752979 + Penalty 5200.770207 = -5631171.982772 nChanged 3 SP:Iteration 56Q (4292.930000 sec): 3 clusters Score: Raw -5636373.031728 + Penalty 5200.770207 = -5631172.261521 nChanged 1 SP:Iteration 57Q (4293.060000 sec): 3 clusters Score: Raw -5636373.188245 + Penalty 5200.770207 = -5631172.418038 nChanged 1 SP:Iteration 58Q (4293.200000 sec): 3 clusters Score: Raw -5636373.265618 + Penalty 5200.770207 = -5631172.495411 nChanged 0 SP:Iteration 59F (4293.380000 sec): 3 clusters Score: Raw -5636373.265618 + Penalty 5200.770207 = -5631172.495411 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.250000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.300000 sec): 3 clusters Score: Raw -32007981.196300 + Penalty 6066.123142 = -32001915.073158 nChanged 98785 SP:Iteration 1F (4296.340000 sec): 3 clusters Score: Raw -32067715.805549 + Penalty 6066.123142 = -32061649.682407 nChanged 8394 SP:Iteration 2Q (4297.400000 sec): 3 clusters Score: Raw -32071031.368718 + Penalty 6066.123142 = -32064965.245576 nChanged 10340 SP:Iteration 3F (4298.430000 sec): 3 clusters Score: Raw -32076192.773392 + Penalty 6066.123142 = -32070126.650250 nChanged 12560 SP:Iteration 4F (4299.470000 sec): 3 clusters Score: Raw -32083373.892966 + Penalty 6066.123142 = -32077307.769825 nChanged 13570 SP:Iteration 5F (4300.510000 sec): 3 clusters Score: Raw -32091665.767016 + Penalty 6066.123142 = -32085599.643874 nChanged 13148 SP:Iteration 6F (4301.550000 sec): 3 clusters Score: Raw -32099609.359361 + Penalty 6066.123142 = -32093543.236220 nChanged 11310 SP:Iteration 7F (4302.580000 sec): 3 clusters Score: Raw -32106317.951808 + Penalty 6066.123142 = -32100251.828666 nChanged 9333 SP:Iteration 8Q (4303.630000 sec): 3 clusters Score: Raw -32112263.025054 + Penalty 6066.123142 = -32106196.901912 nChanged 7705 SP:Iteration 9Q (4304.650000 sec): 3 clusters Score: Raw -32118015.284733 + Penalty 6066.123142 = -32111949.161591 nChanged 6113 SP:Iteration 10Q (4305.640000 sec): 3 clusters Score: Raw -32122807.530871 + Penalty 6066.123142 = -32116741.407729 nChanged 4856 SP:Iteration 11Q (4306.590000 sec): 3 clusters Score: Raw -32126139.824752 + Penalty 6066.123142 = -32120073.701610 nChanged 3772 SP:Iteration 12Q (4307.500000 sec): 3 clusters Score: Raw -32128373.123288 + Penalty 6066.123142 = -32122307.000146 nChanged 3202 SP:Iteration 13Q (4308.390000 sec): 3 clusters Score: Raw -32130180.870556 + Penalty 6066.123142 = -32124114.747414 nChanged 3002 SP:Iteration 14Q (4309.260000 sec): 3 clusters Score: Raw -32131802.248616 + Penalty 6066.123142 = -32125736.125474 nChanged 2772 SP:Iteration 15Q (4310.120000 sec): 3 clusters Score: Raw -32133239.738038 + Penalty 6066.123142 = -32127173.614896 nChanged 2551 SP:Iteration 16Q (4310.960000 sec): 3 clusters Score: Raw -32134501.305918 + Penalty 6066.123142 = -32128435.182776 nChanged 2212 SP:Iteration 17Q (4311.780000 sec): 3 clusters Score: Raw -32135541.875385 + Penalty 6066.123142 = -32129475.752243 nChanged 1993 SP:Iteration 18Q (4312.600000 sec): 3 clusters Score: Raw -32136466.128031 + Penalty 6066.123142 = -32130400.004889 nChanged 1845 SP:Iteration 19Q (4313.400000 sec): 3 clusters Score: Raw -32137322.184325 + Penalty 6066.123142 = -32131256.061183 nChanged 1634 SP:Iteration 20F (4314.430000 sec): 3 clusters Score: Raw -32138055.217586 + Penalty 6066.123142 = -32131989.094444 nChanged 1502 SP:Iteration 21Q (4315.210000 sec): 3 clusters Score: Raw -32138726.096028 + Penalty 6066.123142 = -32132659.972886 nChanged 1314 SP:Iteration 22Q (4315.980000 sec): 3 clusters Score: Raw -32139304.262923 + Penalty 6066.123142 = -32133238.139781 nChanged 1145 SP:Iteration 23Q (4316.750000 sec): 3 clusters Score: Raw -32139791.026299 + Penalty 6066.123142 = -32133724.903157 nChanged 1013 SP:Iteration 24Q (4317.510000 sec): 3 clusters Score: Raw -32140225.339938 + Penalty 6066.123142 = -32134159.216796 nChanged 907 SP:Iteration 25Q (4318.270000 sec): 3 clusters Score: Raw -32140627.142215 + Penalty 6066.123142 = -32134561.019073 nChanged 824 SP:Iteration 26Q (4319.020000 sec): 3 clusters Score: Raw -32140967.964822 + Penalty 6066.123142 = -32134901.841680 nChanged 706 SP:Iteration 27Q (4319.780000 sec): 3 clusters Score: Raw -32141258.334777 + Penalty 6066.123142 = -32135192.211635 nChanged 639 SP:Iteration 28Q (4320.520000 sec): 3 clusters Score: Raw -32141525.494902 + Penalty 6066.123142 = -32135459.371760 nChanged 559 SP:Iteration 29Q (4321.260000 sec): 3 clusters Score: Raw -32141747.019469 + Penalty 6066.123142 = -32135680.896327 nChanged 498 SP:Iteration 30Q (4321.990000 sec): 3 clusters Score: Raw -32141940.963639 + Penalty 6066.123142 = -32135874.840497 nChanged 425 SP:Iteration 31Q (4322.720000 sec): 3 clusters Score: Raw -32142095.522614 + Penalty 6066.123142 = -32136029.399472 nChanged 353 SP:Iteration 32Q (4323.460000 sec): 3 clusters Score: Raw -32142213.244040 + Penalty 6066.123142 = -32136147.120898 nChanged 309 SP:Iteration 33Q (4324.180000 sec): 3 clusters Score: Raw -32142323.181528 + Penalty 6066.123142 = -32136257.058387 nChanged 288 SP:Iteration 34Q (4324.910000 sec): 3 clusters Score: Raw -32142420.994441 + Penalty 6066.123142 = -32136354.871299 nChanged 257 SP:Iteration 35Q (4325.630000 sec): 3 clusters Score: Raw -32142506.126685 + Penalty 6066.123142 = -32136440.003544 nChanged 226 SP:Iteration 36Q (4326.360000 sec): 3 clusters Score: Raw -32142585.114513 + Penalty 6066.123142 = -32136518.991371 nChanged 212 SP:Iteration 37Q (4327.080000 sec): 3 clusters Score: Raw -32142657.304226 + Penalty 6066.123142 = -32136591.181084 nChanged 167 SP:Iteration 38Q (4327.800000 sec): 3 clusters Score: Raw -32142707.416301 + Penalty 6066.123142 = -32136641.293159 nChanged 151 SP:Iteration 39Q (4328.520000 sec): 3 clusters Score: Raw -32142748.378335 + Penalty 6066.123142 = -32136682.255193 nChanged 128 SP:Iteration 40F (4329.550000 sec): 3 clusters Score: Raw -32142778.504584 + Penalty 6066.123142 = -32136712.381442 nChanged 106 SP:Iteration 41Q (4330.270000 sec): 3 clusters Score: Raw -32142804.282471 + Penalty 6066.123142 = -32136738.159329 nChanged 95 SP:Iteration 42Q (4330.990000 sec): 3 clusters Score: Raw -32142828.312754 + Penalty 6066.123142 = -32136762.189612 nChanged 89 SP:Iteration 43Q (4331.710000 sec): 3 clusters Score: Raw -32142852.124300 + Penalty 6066.123142 = -32136786.001158 nChanged 88 SP:Iteration 44Q (4332.420000 sec): 3 clusters Score: Raw -32142877.468647 + Penalty 6066.123142 = -32136811.345505 nChanged 101 SP:Iteration 45Q (4333.150000 sec): 3 clusters Score: Raw -32142905.967648 + Penalty 6066.123142 = -32136839.844507 nChanged 83 SP:Iteration 46Q (4333.870000 sec): 3 clusters Score: Raw -32142924.947443 + Penalty 6066.123142 = -32136858.824301 nChanged 64 SP:Iteration 47Q (4334.590000 sec): 3 clusters Score: Raw -32142937.888729 + Penalty 6066.123142 = -32136871.765587 nChanged 48 SP:Iteration 48Q (4335.300000 sec): 3 clusters Score: Raw -32142947.820245 + Penalty 6066.123142 = -32136881.697103 nChanged 44 SP:Iteration 49Q (4336.020000 sec): 3 clusters Score: Raw -32142959.531636 + Penalty 6066.123142 = -32136893.408494 nChanged 46 SP:Iteration 50Q (4336.730000 sec): 3 clusters Score: Raw -32142971.395737 + Penalty 6066.123142 = -32136905.272595 nChanged 35 SP:Iteration 51Q (4337.450000 sec): 3 clusters Score: Raw -32142977.652285 + Penalty 6066.123142 = -32136911.529143 nChanged 33 SP:Iteration 52Q (4338.170000 sec): 3 clusters Score: Raw -32142983.548868 + Penalty 6066.123142 = -32136917.425726 nChanged 20 SP:Iteration 53Q (4338.880000 sec): 3 clusters Score: Raw -32142988.460882 + Penalty 6066.123142 = -32136922.337740 nChanged 29 SP:Iteration 54Q (4339.600000 sec): 3 clusters Score: Raw -32142994.310890 + Penalty 6066.123142 = -32136928.187749 nChanged 31 SP:Iteration 55Q (4340.320000 sec): 3 clusters Score: Raw -32143003.028690 + Penalty 6066.123142 = -32136936.905548 nChanged 33 SP:Iteration 56Q (4341.030000 sec): 3 clusters Score: Raw -32143011.153339 + Penalty 6066.123142 = -32136945.030198 nChanged 21 SP:Iteration 57Q (4341.750000 sec): 3 clusters Score: Raw -32143015.288296 + Penalty 6066.123142 = -32136949.165154 nChanged 14 SP:Iteration 58Q (4342.470000 sec): 3 clusters Score: Raw -32143017.959820 + Penalty 6066.123142 = -32136951.836678 nChanged 14 SP:Iteration 59Q (4343.180000 sec): 3 clusters Score: Raw -32143020.211680 + Penalty 6066.123142 = -32136954.088538 nChanged 15 SP:Iteration 60F (4344.200000 sec): 3 clusters Score: Raw -32143022.768234 + Penalty 6066.123142 = -32136956.645093 nChanged 12 SP:Iteration 61Q (4344.920000 sec): 3 clusters Score: Raw -32143024.881907 + Penalty 6066.123142 = -32136958.758765 nChanged 10 SP:Iteration 62Q (4345.630000 sec): 3 clusters Score: Raw -32143026.735998 + Penalty 6066.123142 = -32136960.612856 nChanged 13 SP:Iteration 63Q (4346.350000 sec): 3 clusters Score: Raw -32143028.551758 + Penalty 6066.123142 = -32136962.428616 nChanged 6 SP:Iteration 64Q (4347.060000 sec): 3 clusters Score: Raw -32143029.541787 + Penalty 6066.123142 = -32136963.418646 nChanged 4 SP:Iteration 65Q (4347.780000 sec): 3 clusters Score: Raw -32143030.182691 + Penalty 6066.123142 = -32136964.059549 nChanged 3 SP:Iteration 66Q (4348.490000 sec): 3 clusters Score: Raw -32143030.635329 + Penalty 6066.123142 = -32136964.512187 nChanged 6 SP:Iteration 67Q (4349.210000 sec): 3 clusters Score: Raw -32143031.864311 + Penalty 6066.123142 = -32136965.741170 nChanged 9 SP:Iteration 68Q (4349.920000 sec): 3 clusters Score: Raw -32143033.626360 + Penalty 6066.123142 = -32136967.503218 nChanged 10 SP:Iteration 69Q (4350.640000 sec): 3 clusters Score: Raw -32143035.312432 + Penalty 6066.123142 = -32136969.189290 nChanged 5 SP:Iteration 70Q (4351.350000 sec): 3 clusters Score: Raw -32143036.086340 + Penalty 6066.123142 = -32136969.963198 nChanged 4 SP:Iteration 71Q (4352.070000 sec): 3 clusters Score: Raw -32143036.770891 + Penalty 6066.123142 = -32136970.647749 nChanged 5 SP:Iteration 72Q (4352.780000 sec): 3 clusters Score: Raw -32143037.534252 + Penalty 6066.123142 = -32136971.411110 nChanged 3 SP:Iteration 73Q (4353.500000 sec): 3 clusters Score: Raw -32143037.993524 + Penalty 6066.123142 = -32136971.870382 nChanged 1 SP:Iteration 74Q (4354.210000 sec): 3 clusters Score: Raw -32143038.105271 + Penalty 6066.123142 = -32136971.982129 nChanged 1 SP:Iteration 75Q (4354.930000 sec): 3 clusters Score: Raw -32143038.204211 + Penalty 6066.123142 = -32136972.081069 nChanged 0 SP:Iteration 76F (4355.950000 sec): 3 clusters Score: Raw -32143038.204211 + Penalty 6066.123142 = -32136972.081069 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.050000 sec): 2 clusters Score: Raw -50026.135696 + Penalty 1454.180532 = -48571.955165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4356.050000 sec): 3 clusters Score: Raw -50129.019381 + Penalty 2908.361063 = -47220.658318 nChanged 44 SP:Iteration 1F (4356.050000 sec): 3 clusters Score: Raw -50278.063859 + Penalty 2908.361063 = -47369.702796 nChanged 18 SP:Iteration 2F (4356.050000 sec): 3 clusters Score: Raw -50347.757418 + Penalty 2908.361063 = -47439.396355 nChanged 6 SP:Iteration 3Q (4356.050000 sec): 3 clusters Score: Raw -50370.208478 + Penalty 2908.361063 = -47461.847415 nChanged 5 SP:Iteration 4Q (4356.050000 sec): 3 clusters Score: Raw -50401.506590 + Penalty 2908.361063 = -47493.145527 nChanged 4 SP:Iteration 5Q (4356.060000 sec): 3 clusters Score: Raw -50424.630357 + Penalty 2908.361063 = -47516.269294 nChanged 4 SP:Iteration 6Q (4356.060000 sec): 3 clusters Score: Raw -50460.707605 + Penalty 2908.361063 = -47552.346542 nChanged 6 SP:Iteration 7Q (4356.060000 sec): 3 clusters Score: Raw -50480.133268 + Penalty 2908.361063 = -47571.772205 nChanged 3 SP:Iteration 8Q (4356.060000 sec): 3 clusters Score: Raw -50492.298513 + Penalty 2908.361063 = -47583.937450 nChanged 0 SP:Iteration 9F (4356.060000 sec): 3 clusters Score: Raw -50492.298513 + Penalty 2908.361063 = -47583.937450 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4356.180000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4356.310000 sec): 3 clusters Score: Raw -4026715.511672 + Penalty 5041.040073 = -4021674.471599 nChanged 11625 SP:Iteration 1F (4356.440000 sec): 3 clusters Score: Raw -4032943.465197 + Penalty 5041.040073 = -4027902.425124 nChanged 1211 SP:Iteration 2Q (4356.580000 sec): 3 clusters Score: Raw -4033338.727298 + Penalty 5041.040073 = -4028297.687225 nChanged 1057 SP:Iteration 3Q (4356.710000 sec): 3 clusters Score: Raw -4033654.767185 + Penalty 5041.040073 = -4028613.727112 nChanged 982 SP:Iteration 4Q (4356.840000 sec): 3 clusters Score: Raw -4033952.740323 + Penalty 5041.040073 = -4028911.700250 nChanged 907 SP:Iteration 5Q (4356.970000 sec): 3 clusters Score: Raw -4034238.673961 + Penalty 5041.040073 = -4029197.633888 nChanged 909 SP:Iteration 6Q (4357.100000 sec): 3 clusters Score: Raw -4034543.108920 + Penalty 5041.040073 = -4029502.068847 nChanged 963 SP:Iteration 7Q (4357.240000 sec): 3 clusters Score: Raw -4034922.752561 + Penalty 5041.040073 = -4029881.712488 nChanged 1081 SP:Iteration 8Q (4357.370000 sec): 3 clusters Score: Raw -4035399.306901 + Penalty 5041.040073 = -4030358.266828 nChanged 1186 SP:Iteration 9Q (4357.500000 sec): 3 clusters Score: Raw -4035967.135227 + Penalty 5041.040073 = -4030926.095154 nChanged 1271 SP:Iteration 10Q (4357.630000 sec): 3 clusters Score: Raw -4036630.104877 + Penalty 5041.040073 = -4031589.064804 nChanged 1295 SP:Iteration 11Q (4357.760000 sec): 3 clusters Score: Raw -4037369.872530 + Penalty 5041.040073 = -4032328.832457 nChanged 1324 SP:Iteration 12F (4357.890000 sec): 3 clusters Score: Raw -4038172.229133 + Penalty 5041.040073 = -4033131.189060 nChanged 1279 SP:Iteration 13Q (4358.020000 sec): 3 clusters Score: Raw -4038967.368018 + Penalty 5041.040073 = -4033926.327945 nChanged 1126 SP:Iteration 14Q (4358.160000 sec): 3 clusters Score: Raw -4039689.802386 + Penalty 5041.040073 = -4034648.762313 nChanged 968 SP:Iteration 15Q (4358.290000 sec): 3 clusters Score: Raw -4040334.156458 + Penalty 5041.040073 = -4035293.116385 nChanged 815 SP:Iteration 16Q (4358.420000 sec): 3 clusters Score: Raw -4040895.451962 + Penalty 5041.040073 = -4035854.411889 nChanged 631 SP:Iteration 17Q (4358.550000 sec): 3 clusters Score: Raw -4041322.513825 + Penalty 5041.040073 = -4036281.473752 nChanged 468 SP:Iteration 18Q (4358.680000 sec): 3 clusters Score: Raw -4041628.086751 + Penalty 5041.040073 = -4036587.046678 nChanged 329 SP:Iteration 19Q (4358.800000 sec): 3 clusters Score: Raw -4041836.722992 + Penalty 5041.040073 = -4036795.682919 nChanged 240 SP:Iteration 20F (4358.940000 sec): 3 clusters Score: Raw -4041990.422074 + Penalty 5041.040073 = -4036949.382001 nChanged 175 SP:Iteration 21Q (4359.050000 sec): 3 clusters Score: Raw -4042107.600149 + Penalty 5041.040073 = -4037066.560076 nChanged 122 SP:Iteration 22Q (4359.170000 sec): 3 clusters Score: Raw -4042204.119049 + Penalty 5041.040073 = -4037163.078976 nChanged 109 SP:Iteration 23Q (4359.280000 sec): 3 clusters Score: Raw -4042298.159187 + Penalty 5041.040073 = -4037257.119114 nChanged 85 SP:Iteration 24Q (4359.390000 sec): 3 clusters Score: Raw -4042360.987367 + Penalty 5041.040073 = -4037319.947294 nChanged 53 SP:Iteration 25Q (4359.500000 sec): 3 clusters Score: Raw -4042403.669108 + Penalty 5041.040073 = -4037362.629035 nChanged 42 SP:Iteration 26Q (4359.600000 sec): 3 clusters Score: Raw -4042431.639720 + Penalty 5041.040073 = -4037390.599647 nChanged 30 SP:Iteration 27Q (4359.710000 sec): 3 clusters Score: Raw -4042451.936893 + Penalty 5041.040073 = -4037410.896820 nChanged 25 SP:Iteration 28Q (4359.810000 sec): 3 clusters Score: Raw -4042468.530371 + Penalty 5041.040073 = -4037427.490298 nChanged 12 SP:Iteration 29Q (4359.910000 sec): 3 clusters Score: Raw -4042477.198434 + Penalty 5041.040073 = -4037436.158361 nChanged 9 SP:Iteration 30Q (4360.010000 sec): 3 clusters Score: Raw -4042483.919090 + Penalty 5041.040073 = -4037442.879017 nChanged 9 SP:Iteration 31Q (4360.120000 sec): 3 clusters Score: Raw -4042493.104566 + Penalty 5041.040073 = -4037452.064493 nChanged 11 SP:Iteration 32Q (4360.220000 sec): 3 clusters Score: Raw -4042501.746930 + Penalty 5041.040073 = -4037460.706857 nChanged 11 SP:Iteration 33Q (4360.320000 sec): 3 clusters Score: Raw -4042508.243464 + Penalty 5041.040073 = -4037467.203391 nChanged 9 SP:Iteration 34Q (4360.420000 sec): 3 clusters Score: Raw -4042512.689354 + Penalty 5041.040073 = -4037471.649281 nChanged 5 SP:Iteration 35Q (4360.520000 sec): 3 clusters Score: Raw -4042516.145903 + Penalty 5041.040073 = -4037475.105830 nChanged 4 SP:Iteration 36Q (4360.620000 sec): 3 clusters Score: Raw -4042517.983884 + Penalty 5041.040073 = -4037476.943811 nChanged 2 SP:Iteration 37Q (4360.720000 sec): 3 clusters Score: Raw -4042518.815496 + Penalty 5041.040073 = -4037477.775423 nChanged 1 SP:Iteration 38Q (4360.820000 sec): 3 clusters Score: Raw -4042520.303291 + Penalty 5041.040073 = -4037479.263218 nChanged 5 SP:Iteration 39Q (4360.930000 sec): 3 clusters Score: Raw -4042523.460110 + Penalty 5041.040073 = -4037482.420037 nChanged 1 SP:Iteration 40F (4361.060000 sec): 3 clusters Score: Raw -4042523.866442 + Penalty 5041.040073 = -4037482.826369 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4361.070000 sec): 2 clusters Score: Raw -96432.823207 + Penalty 1611.573973 = -94821.249233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4361.070000 sec): 3 clusters Score: Raw -96400.175901 + Penalty 3223.147946 = -93177.027955 nChanged 155 SP:Iteration 1F (4361.080000 sec): 3 clusters Score: Raw -96666.229373 + Penalty 3223.147946 = -93443.081427 nChanged 35 SP:Iteration 2F (4361.080000 sec): 3 clusters Score: Raw -96738.819131 + Penalty 3223.147946 = -93515.671184 nChanged 25 SP:Iteration 3Q (4361.080000 sec): 3 clusters Score: Raw -96825.366082 + Penalty 3223.147946 = -93602.218136 nChanged 31 SP:Iteration 4Q (4361.090000 sec): 3 clusters Score: Raw -97042.537637 + Penalty 3223.147946 = -93819.389691 nChanged 36 SP:Iteration 5F (4361.090000 sec): 3 clusters Score: Raw -97464.723531 + Penalty 3223.147946 = -94241.575585 nChanged 50 SP:Iteration 6F (4361.090000 sec): 3 clusters Score: Raw -97579.776039 + Penalty 3223.147946 = -94356.628093 nChanged 23 SP:Iteration 7Q (4361.100000 sec): 3 clusters Score: Raw -97637.827699 + Penalty 3223.147946 = -94414.679753 nChanged 14 SP:Iteration 8Q (4361.100000 sec): 3 clusters Score: Raw -97685.188045 + Penalty 3223.147946 = -94462.040099 nChanged 16 SP:Iteration 9Q (4361.100000 sec): 3 clusters Score: Raw -97733.230061 + Penalty 3223.147946 = -94510.082115 nChanged 15 SP:Iteration 10Q (4361.100000 sec): 3 clusters Score: Raw -97787.573337 + Penalty 3223.147946 = -94564.425391 nChanged 12 SP:Iteration 11Q (4361.110000 sec): 3 clusters Score: Raw -97827.674591 + Penalty 3223.147946 = -94604.526644 nChanged 6 SP:Iteration 12Q (4361.110000 sec): 3 clusters Score: Raw -97847.564772 + Penalty 3223.147946 = -94624.416826 nChanged 4 SP:Iteration 13Q (4361.110000 sec): 3 clusters Score: Raw -97858.280789 + Penalty 3223.147946 = -94635.132843 nChanged 2 SP:Iteration 14Q (4361.120000 sec): 3 clusters Score: Raw -97865.348419 + Penalty 3223.147946 = -94642.200473 nChanged 2 SP:Iteration 15Q (4361.120000 sec): 3 clusters Score: Raw -97874.488925 + Penalty 3223.147946 = -94651.340979 nChanged 2 SP:Iteration 16Q (4361.120000 sec): 3 clusters Score: Raw -97884.648438 + Penalty 3223.147946 = -94661.500492 nChanged 3 SP:Iteration 17Q (4361.120000 sec): 3 clusters Score: Raw -97896.836476 + Penalty 3223.147946 = -94673.688530 nChanged 0 SP:Iteration 18F (4361.130000 sec): 3 clusters Score: Raw -97896.836476 + Penalty 3223.147946 = -94673.688530 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4361.130000 sec): 2 clusters Score: Raw -32230.306731 + Penalty 1347.563057 = -30882.743674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4361.130000 sec): 3 clusters Score: Raw -32438.139300 + Penalty 2695.126114 = -29743.013187 nChanged 20 SP:Iteration 1F (4361.130000 sec): 3 clusters Score: Raw -32567.009156 + Penalty 2695.126114 = -29871.883042 nChanged 5 SP:Iteration 2Q (4361.130000 sec): 3 clusters Score: Raw -32608.627311 + Penalty 2695.126114 = -29913.501197 nChanged 2 SP:Iteration 3Q (4361.140000 sec): 3 clusters Score: Raw -32623.871407 + Penalty 2695.126114 = -29928.745294 nChanged 3 SP:Iteration 4Q (4361.140000 sec): 3 clusters Score: Raw -32633.804816 + Penalty 2695.126114 = -29938.678702 nChanged 0 SP:Iteration 5F (4361.140000 sec): 3 clusters Score: Raw -32633.804816 + Penalty 2695.126114 = -29938.678702 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4361.230000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4361.340000 sec): 3 clusters Score: Raw -3223569.954562 + Penalty 4933.985933 = -3218635.968629 nChanged 9257 SP:Iteration 1F (4361.440000 sec): 3 clusters Score: Raw -3228643.886766 + Penalty 4933.985933 = -3223709.900833 nChanged 1081 SP:Iteration 2F (4361.540000 sec): 3 clusters Score: Raw -3229034.070969 + Penalty 4933.985933 = -3224100.085036 nChanged 940 SP:Iteration 3Q (4361.650000 sec): 3 clusters Score: Raw -3229375.316914 + Penalty 4933.985933 = -3224441.330981 nChanged 852 SP:Iteration 4Q (4361.760000 sec): 3 clusters Score: Raw -3229703.029702 + Penalty 4933.985933 = -3224769.043770 nChanged 819 SP:Iteration 5Q (4361.860000 sec): 3 clusters Score: Raw -3230040.776311 + Penalty 4933.985933 = -3225106.790378 nChanged 824 SP:Iteration 6Q (4361.970000 sec): 3 clusters Score: Raw -3230394.624913 + Penalty 4933.985933 = -3225460.638981 nChanged 835 SP:Iteration 7Q (4362.070000 sec): 3 clusters Score: Raw -3230791.357685 + Penalty 4933.985933 = -3225857.371752 nChanged 855 SP:Iteration 8Q (4362.180000 sec): 3 clusters Score: Raw -3231234.240742 + Penalty 4933.985933 = -3226300.254809 nChanged 926 SP:Iteration 9Q (4362.280000 sec): 3 clusters Score: Raw -3231739.125000 + Penalty 4933.985933 = -3226805.139067 nChanged 910 SP:Iteration 10Q (4362.390000 sec): 3 clusters Score: Raw -3232258.142638 + Penalty 4933.985933 = -3227324.156705 nChanged 877 SP:Iteration 11Q (4362.500000 sec): 3 clusters Score: Raw -3232769.290464 + Penalty 4933.985933 = -3227835.304532 nChanged 813 SP:Iteration 12Q (4362.600000 sec): 3 clusters Score: Raw -3233267.220626 + Penalty 4933.985933 = -3228333.234694 nChanged 737 SP:Iteration 13Q (4362.700000 sec): 3 clusters Score: Raw -3233744.288536 + Penalty 4933.985933 = -3228810.302604 nChanged 688 SP:Iteration 14Q (4362.800000 sec): 3 clusters Score: Raw -3234204.159719 + Penalty 4933.985933 = -3229270.173787 nChanged 580 SP:Iteration 15Q (4362.900000 sec): 3 clusters Score: Raw -3234652.810219 + Penalty 4933.985933 = -3229718.824286 nChanged 485 SP:Iteration 16Q (4363.000000 sec): 3 clusters Score: Raw -3235099.532166 + Penalty 4933.985933 = -3230165.546234 nChanged 336 SP:Iteration 17Q (4363.090000 sec): 3 clusters Score: Raw -3235454.586083 + Penalty 4933.985933 = -3230520.600150 nChanged 234 SP:Iteration 18Q (4363.180000 sec): 3 clusters Score: Raw -3235711.612228 + Penalty 4933.985933 = -3230777.626295 nChanged 154 SP:Iteration 19Q (4363.260000 sec): 3 clusters Score: Raw -3235896.890247 + Penalty 4933.985933 = -3230962.904315 nChanged 124 SP:Iteration 20F (4363.360000 sec): 3 clusters Score: Raw -3236010.542817 + Penalty 4933.985933 = -3231076.556885 nChanged 100 SP:Iteration 21Q (4363.440000 sec): 3 clusters Score: Raw -3236076.479794 + Penalty 4933.985933 = -3231142.493862 nChanged 73 SP:Iteration 22Q (4363.520000 sec): 3 clusters Score: Raw -3236118.474543 + Penalty 4933.985933 = -3231184.488610 nChanged 55 SP:Iteration 23Q (4363.600000 sec): 3 clusters Score: Raw -3236145.364873 + Penalty 4933.985933 = -3231211.378940 nChanged 39 SP:Iteration 24Q (4363.670000 sec): 3 clusters Score: Raw -3236164.555161 + Penalty 4933.985933 = -3231230.569228 nChanged 34 SP:Iteration 25Q (4363.750000 sec): 3 clusters Score: Raw -3236177.251862 + Penalty 4933.985933 = -3231243.265929 nChanged 18 SP:Iteration 26Q (4363.820000 sec): 3 clusters Score: Raw -3236183.575405 + Penalty 4933.985933 = -3231249.589473 nChanged 12 SP:Iteration 27Q (4363.900000 sec): 3 clusters Score: Raw -3236189.972668 + Penalty 4933.985933 = -3231255.986735 nChanged 18 SP:Iteration 28Q (4363.980000 sec): 3 clusters Score: Raw -3236197.595225 + Penalty 4933.985933 = -3231263.609292 nChanged 18 SP:Iteration 29Q (4364.050000 sec): 3 clusters Score: Raw -3236202.943790 + Penalty 4933.985933 = -3231268.957857 nChanged 9 SP:Iteration 30Q (4364.130000 sec): 3 clusters Score: Raw -3236205.451873 + Penalty 4933.985933 = -3231271.465940 nChanged 9 SP:Iteration 31Q (4364.210000 sec): 3 clusters Score: Raw -3236209.688926 + Penalty 4933.985933 = -3231275.702994 nChanged 13 SP:Iteration 32Q (4364.290000 sec): 3 clusters Score: Raw -3236216.621909 + Penalty 4933.985933 = -3231282.635976 nChanged 11 SP:Iteration 33Q (4364.360000 sec): 3 clusters Score: Raw -3236221.334855 + Penalty 4933.985933 = -3231287.348922 nChanged 15 SP:Iteration 34Q (4364.440000 sec): 3 clusters Score: Raw -3236227.094590 + Penalty 4933.985933 = -3231293.108657 nChanged 10 SP:Iteration 35Q (4364.520000 sec): 3 clusters Score: Raw -3236230.203258 + Penalty 4933.985933 = -3231296.217325 nChanged 8 SP:Iteration 36Q (4364.590000 sec): 3 clusters Score: Raw -3236232.389427 + Penalty 4933.985933 = -3231298.403495 nChanged 5 SP:Iteration 37Q (4364.670000 sec): 3 clusters Score: Raw -3236235.723408 + Penalty 4933.985933 = -3231301.737475 nChanged 11 SP:Iteration 38Q (4364.740000 sec): 3 clusters Score: Raw -3236240.980031 + Penalty 4933.985933 = -3231306.994098 nChanged 8 SP:Iteration 39Q (4364.820000 sec): 3 clusters Score: Raw -3236244.204933 + Penalty 4933.985933 = -3231310.219001 nChanged 6 SP:Iteration 40F (4364.920000 sec): 3 clusters Score: Raw -3236246.719259 + Penalty 4933.985933 = -3231312.733327 nChanged 3 SP:Iteration 41Q (4365.000000 sec): 3 clusters Score: Raw -3236247.493427 + Penalty 4933.985933 = -3231313.507494 nChanged 1 SP:Iteration 42Q (4365.070000 sec): 3 clusters Score: Raw -3236247.920632 + Penalty 4933.985933 = -3231313.934700 nChanged 3 SP:Iteration 43Q (4365.150000 sec): 3 clusters Score: Raw -3236249.313242 + Penalty 4933.985933 = -3231315.327309 nChanged 1 SP:Iteration 44Q (4365.220000 sec): 3 clusters Score: Raw -3236249.682666 + Penalty 4933.985933 = -3231315.696734 nChanged 0 SP:Iteration 45F (4365.330000 sec): 3 clusters Score: Raw -3236249.682666 + Penalty 4933.985933 = -3231315.696734 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4365.360000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4365.380000 sec): 3 clusters Score: Raw -735363.235160 + Penalty 4220.943705 = -731142.291455 nChanged 1897 SP:Iteration 1F (4365.410000 sec): 3 clusters Score: Raw -736466.985793 + Penalty 4220.943705 = -732246.042088 nChanged 369 SP:Iteration 2F (4365.430000 sec): 3 clusters Score: Raw -736694.544073 + Penalty 4220.943705 = -732473.600369 nChanged 243 SP:Iteration 3Q (4365.460000 sec): 3 clusters Score: Raw -736829.636196 + Penalty 4220.943705 = -732608.692492 nChanged 201 SP:Iteration 4Q (4365.480000 sec): 3 clusters Score: Raw -736954.470996 + Penalty 4220.943705 = -732733.527292 nChanged 179 SP:Iteration 5Q (4365.510000 sec): 3 clusters Score: Raw -737073.665712 + Penalty 4220.943705 = -732852.722008 nChanged 187 SP:Iteration 6Q (4365.530000 sec): 3 clusters Score: Raw -737204.450809 + Penalty 4220.943705 = -732983.507105 nChanged 187 SP:Iteration 7Q (4365.560000 sec): 3 clusters Score: Raw -737344.385405 + Penalty 4220.943705 = -733123.441700 nChanged 187 SP:Iteration 8Q (4365.580000 sec): 3 clusters Score: Raw -737500.583090 + Penalty 4220.943705 = -733279.639386 nChanged 215 SP:Iteration 9Q (4365.610000 sec): 3 clusters Score: Raw -737716.003373 + Penalty 4220.943705 = -733495.059668 nChanged 233 SP:Iteration 10Q (4365.630000 sec): 3 clusters Score: Raw -737946.750795 + Penalty 4220.943705 = -733725.807091 nChanged 219 SP:Iteration 11Q (4365.660000 sec): 3 clusters Score: Raw -738140.201841 + Penalty 4220.943705 = -733919.258136 nChanged 165 SP:Iteration 12Q (4365.680000 sec): 3 clusters Score: Raw -738290.678429 + Penalty 4220.943705 = -734069.734725 nChanged 137 SP:Iteration 13Q (4365.700000 sec): 3 clusters Score: Raw -738411.127755 + Penalty 4220.943705 = -734190.184050 nChanged 113 SP:Iteration 14Q (4365.730000 sec): 3 clusters Score: Raw -738508.923061 + Penalty 4220.943705 = -734287.979357 nChanged 89 SP:Iteration 15Q (4365.750000 sec): 3 clusters Score: Raw -738581.675639 + Penalty 4220.943705 = -734360.731935 nChanged 65 SP:Iteration 16Q (4365.770000 sec): 3 clusters Score: Raw -738619.358480 + Penalty 4220.943705 = -734398.414775 nChanged 38 SP:Iteration 17Q (4365.800000 sec): 3 clusters Score: Raw -738635.596569 + Penalty 4220.943705 = -734414.652864 nChanged 29 SP:Iteration 18Q (4365.820000 sec): 3 clusters Score: Raw -738645.649147 + Penalty 4220.943705 = -734424.705443 nChanged 17 SP:Iteration 19Q (4365.840000 sec): 3 clusters Score: Raw -738652.491207 + Penalty 4220.943705 = -734431.547502 nChanged 13 SP:Iteration 20F (4365.860000 sec): 3 clusters Score: Raw -738657.127294 + Penalty 4220.943705 = -734436.183590 nChanged 8 SP:Iteration 21Q (4365.880000 sec): 3 clusters Score: Raw -738659.828353 + Penalty 4220.943705 = -734438.884648 nChanged 6 SP:Iteration 22Q (4365.910000 sec): 3 clusters Score: Raw -738661.439822 + Penalty 4220.943705 = -734440.496117 nChanged 1 SP:Iteration 23Q (4365.930000 sec): 3 clusters Score: Raw -738662.007851 + Penalty 4220.943705 = -734441.064147 nChanged 4 SP:Iteration 24Q (4365.950000 sec): 3 clusters Score: Raw -738663.278074 + Penalty 4220.943705 = -734442.334369 nChanged 4 SP:Iteration 25Q (4365.970000 sec): 3 clusters Score: Raw -738664.255270 + Penalty 4220.943705 = -734443.311565 nChanged 2 SP:Iteration 26Q (4366.000000 sec): 3 clusters Score: Raw -738664.563029 + Penalty 4220.943705 = -734443.619324 nChanged 0 SP:Iteration 27F (4366.020000 sec): 3 clusters Score: Raw -738664.563029 + Penalty 4220.943705 = -734443.619324 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.030000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.050000 sec): 3 clusters Score: Raw -416262.951574 + Penalty 3917.796049 = -412345.155525 nChanged 907 SP:Iteration 1F (4366.060000 sec): 3 clusters Score: Raw -416880.167367 + Penalty 3917.796049 = -412962.371318 nChanged 220 SP:Iteration 2F (4366.070000 sec): 3 clusters Score: Raw -417069.444681 + Penalty 3917.796049 = -413151.648632 nChanged 151 SP:Iteration 3F (4366.090000 sec): 3 clusters Score: Raw -417178.100058 + Penalty 3917.796049 = -413260.304009 nChanged 104 SP:Iteration 4Q (4366.100000 sec): 3 clusters Score: Raw -417252.047807 + Penalty 3917.796049 = -413334.251758 nChanged 79 SP:Iteration 5Q (4366.110000 sec): 3 clusters Score: Raw -417307.416370 + Penalty 3917.796049 = -413389.620321 nChanged 67 SP:Iteration 6Q (4366.130000 sec): 3 clusters Score: Raw -417352.236767 + Penalty 3917.796049 = -413434.440718 nChanged 58 SP:Iteration 7Q (4366.140000 sec): 3 clusters Score: Raw -417392.388311 + Penalty 3917.796049 = -413474.592262 nChanged 62 SP:Iteration 8Q (4366.150000 sec): 3 clusters Score: Raw -417446.961157 + Penalty 3917.796049 = -413529.165108 nChanged 56 SP:Iteration 9Q (4366.170000 sec): 3 clusters Score: Raw -417489.298550 + Penalty 3917.796049 = -413571.502501 nChanged 42 SP:Iteration 10Q (4366.180000 sec): 3 clusters Score: Raw -417518.518339 + Penalty 3917.796049 = -413600.722290 nChanged 35 SP:Iteration 11Q (4366.190000 sec): 3 clusters Score: Raw -417542.741069 + Penalty 3917.796049 = -413624.945020 nChanged 30 SP:Iteration 12Q (4366.210000 sec): 3 clusters Score: Raw -417562.120333 + Penalty 3917.796049 = -413644.324283 nChanged 15 SP:Iteration 13Q (4366.220000 sec): 3 clusters Score: Raw -417568.250755 + Penalty 3917.796049 = -413650.454706 nChanged 6 SP:Iteration 14Q (4366.230000 sec): 3 clusters Score: Raw -417571.727639 + Penalty 3917.796049 = -413653.931590 nChanged 5 SP:Iteration 15Q (4366.250000 sec): 3 clusters Score: Raw -417573.942689 + Penalty 3917.796049 = -413656.146640 nChanged 7 SP:Iteration 16Q (4366.260000 sec): 3 clusters Score: Raw -417577.161636 + Penalty 3917.796049 = -413659.365587 nChanged 10 SP:Iteration 17Q (4366.270000 sec): 3 clusters Score: Raw -417584.381264 + Penalty 3917.796049 = -413666.585215 nChanged 10 SP:Iteration 18Q (4366.290000 sec): 3 clusters Score: Raw -417593.202422 + Penalty 3917.796049 = -413675.406373 nChanged 18 SP:Iteration 19Q (4366.300000 sec): 3 clusters Score: Raw -417608.183505 + Penalty 3917.796049 = -413690.387456 nChanged 18 SP:Iteration 20F (4366.310000 sec): 3 clusters Score: Raw -417622.162935 + Penalty 3917.796049 = -413704.366886 nChanged 17 SP:Iteration 21Q (4366.320000 sec): 3 clusters Score: Raw -417636.141497 + Penalty 3917.796049 = -413718.345448 nChanged 17 SP:Iteration 22Q (4366.340000 sec): 3 clusters Score: Raw -417648.213820 + Penalty 3917.796049 = -413730.417771 nChanged 13 SP:Iteration 23Q (4366.350000 sec): 3 clusters Score: Raw -417656.202305 + Penalty 3917.796049 = -413738.406256 nChanged 8 SP:Iteration 24Q (4366.360000 sec): 3 clusters Score: Raw -417662.039111 + Penalty 3917.796049 = -413744.243062 nChanged 6 SP:Iteration 25Q (4366.380000 sec): 3 clusters Score: Raw -417666.401122 + Penalty 3917.796049 = -413748.605073 nChanged 10 SP:Iteration 26Q (4366.390000 sec): 3 clusters Score: Raw -417675.257529 + Penalty 3917.796049 = -413757.461480 nChanged 19 SP:Iteration 27Q (4366.400000 sec): 3 clusters Score: Raw -417689.079583 + Penalty 3917.796049 = -413771.283534 nChanged 12 SP:Iteration 28Q (4366.420000 sec): 3 clusters Score: Raw -417695.325911 + Penalty 3917.796049 = -413777.529862 nChanged 1 SP:Iteration 29Q (4366.430000 sec): 3 clusters Score: Raw -417695.826276 + Penalty 3917.796049 = -413778.030227 nChanged 2 SP:Iteration 30Q (4366.440000 sec): 3 clusters Score: Raw -417696.637015 + Penalty 3917.796049 = -413778.840966 nChanged 4 SP:Iteration 31Q (4366.460000 sec): 3 clusters Score: Raw -417698.386531 + Penalty 3917.796049 = -413780.590482 nChanged 2 SP:Iteration 32Q (4366.470000 sec): 3 clusters Score: Raw -417699.726848 + Penalty 3917.796049 = -413781.930799 nChanged 4 SP:Iteration 33Q (4366.480000 sec): 3 clusters Score: Raw -417701.311203 + Penalty 3917.796049 = -413783.515154 nChanged 0 SP:Iteration 34F (4366.500000 sec): 3 clusters Score: Raw -417701.311203 + Penalty 3917.796049 = -413783.515154 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.500000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.510000 sec): 3 clusters Score: Raw -216545.857207 + Penalty 3576.565953 = -212969.291254 nChanged 377 SP:Iteration 1F (4366.520000 sec): 3 clusters Score: Raw -216845.111827 + Penalty 3576.565953 = -213268.545874 nChanged 85 SP:Iteration 2F (4366.520000 sec): 3 clusters Score: Raw -216942.351895 + Penalty 3576.565953 = -213365.785942 nChanged 50 SP:Iteration 3Q (4366.530000 sec): 3 clusters Score: Raw -216992.745928 + Penalty 3576.565953 = -213416.179975 nChanged 27 SP:Iteration 4Q (4366.530000 sec): 3 clusters Score: Raw -217020.075273 + Penalty 3576.565953 = -213443.509320 nChanged 25 SP:Iteration 5Q (4366.540000 sec): 3 clusters Score: Raw -217045.941656 + Penalty 3576.565953 = -213469.375703 nChanged 27 SP:Iteration 6Q (4366.550000 sec): 3 clusters Score: Raw -217076.070073 + Penalty 3576.565953 = -213499.504120 nChanged 20 SP:Iteration 7Q (4366.550000 sec): 3 clusters Score: Raw -217100.484767 + Penalty 3576.565953 = -213523.918814 nChanged 16 SP:Iteration 8Q (4366.560000 sec): 3 clusters Score: Raw -217114.988304 + Penalty 3576.565953 = -213538.422351 nChanged 7 SP:Iteration 9Q (4366.570000 sec): 3 clusters Score: Raw -217121.503999 + Penalty 3576.565953 = -213544.938046 nChanged 6 SP:Iteration 10Q (4366.570000 sec): 3 clusters Score: Raw -217126.522935 + Penalty 3576.565953 = -213549.956982 nChanged 5 SP:Iteration 11Q (4366.580000 sec): 3 clusters Score: Raw -217131.064894 + Penalty 3576.565953 = -213554.498941 nChanged 7 SP:Iteration 12Q (4366.590000 sec): 3 clusters Score: Raw -217139.462584 + Penalty 3576.565953 = -213562.896632 nChanged 4 SP:Iteration 13Q (4366.590000 sec): 3 clusters Score: Raw -217142.870188 + Penalty 3576.565953 = -213566.304235 nChanged 4 SP:Iteration 14Q (4366.600000 sec): 3 clusters Score: Raw -217145.136037 + Penalty 3576.565953 = -213568.570084 nChanged 4 SP:Iteration 15Q (4366.610000 sec): 3 clusters Score: Raw -217150.212904 + Penalty 3576.565953 = -213573.646951 nChanged 5 SP:Iteration 16Q (4366.610000 sec): 3 clusters Score: Raw -217157.097852 + Penalty 3576.565953 = -213580.531899 nChanged 5 SP:Iteration 17Q (4366.620000 sec): 3 clusters Score: Raw -217159.254309 + Penalty 3576.565953 = -213582.688356 nChanged 5 SP:Iteration 18Q (4366.630000 sec): 3 clusters Score: Raw -217165.154525 + Penalty 3576.565953 = -213588.588573 nChanged 1 SP:Iteration 19Q (4366.630000 sec): 3 clusters Score: Raw -217165.685629 + Penalty 3576.565953 = -213589.119676 nChanged 2 SP:Iteration 20F (4366.640000 sec): 3 clusters Score: Raw -217168.019573 + Penalty 3576.565953 = -213591.453620 nChanged 4 SP:Iteration 21Q (4366.650000 sec): 3 clusters Score: Raw -217171.602274 + Penalty 3576.565953 = -213595.036321 nChanged 8 SP:Iteration 22Q (4366.650000 sec): 3 clusters Score: Raw -217176.601657 + Penalty 3576.565953 = -213600.035704 nChanged 2 SP:Iteration 23Q (4366.660000 sec): 3 clusters Score: Raw -217177.352969 + Penalty 3576.565953 = -213600.787016 nChanged 1 SP:Iteration 24Q (4366.670000 sec): 3 clusters Score: Raw -217177.599571 + Penalty 3576.565953 = -213601.033618 nChanged 1 SP:Iteration 25Q (4366.670000 sec): 3 clusters Score: Raw -217177.946439 + Penalty 3576.565953 = -213601.380486 nChanged 1 SP:Iteration 26Q (4366.680000 sec): 3 clusters Score: Raw -217178.557907 + Penalty 3576.565953 = -213601.991954 nChanged 1 SP:Iteration 27Q (4366.690000 sec): 3 clusters Score: Raw -217178.900194 + Penalty 3576.565953 = -213602.334241 nChanged 1 SP:Iteration 28Q (4366.690000 sec): 3 clusters Score: Raw -217179.044369 + Penalty 3576.565953 = -213602.478416 nChanged 0 SP:Iteration 29F (4366.700000 sec): 3 clusters Score: Raw -217179.044369 + Penalty 3576.565953 = -213602.478416 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4366.800000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4366.920000 sec): 3 clusters Score: Raw -3548640.889127 + Penalty 4973.714497 = -3543667.174630 nChanged 10089 SP:Iteration 1F (4367.030000 sec): 3 clusters Score: Raw -3554099.645063 + Penalty 4973.714497 = -3549125.930566 nChanged 1279 SP:Iteration 2F (4367.140000 sec): 3 clusters Score: Raw -3554609.297431 + Penalty 4973.714497 = -3549635.582935 nChanged 1228 SP:Iteration 3F (4367.260000 sec): 3 clusters Score: Raw -3555163.819379 + Penalty 4973.714497 = -3550190.104882 nChanged 1228 SP:Iteration 4F (4367.370000 sec): 3 clusters Score: Raw -3555765.733411 + Penalty 4973.714497 = -3550792.018914 nChanged 1324 SP:Iteration 5F (4367.480000 sec): 3 clusters Score: Raw -3556538.595013 + Penalty 4973.714497 = -3551564.880516 nChanged 1427 SP:Iteration 6F (4367.600000 sec): 3 clusters Score: Raw -3557476.122760 + Penalty 4973.714497 = -3552502.408263 nChanged 1449 SP:Iteration 7F (4367.710000 sec): 3 clusters Score: Raw -3558495.833859 + Penalty 4973.714497 = -3553522.119362 nChanged 1253 SP:Iteration 8F (4367.820000 sec): 3 clusters Score: Raw -3559371.476621 + Penalty 4973.714497 = -3554397.762124 nChanged 1024 SP:Iteration 9Q (4367.940000 sec): 3 clusters Score: Raw -3560083.739127 + Penalty 4973.714497 = -3555110.024630 nChanged 784 SP:Iteration 10Q (4368.050000 sec): 3 clusters Score: Raw -3560637.127517 + Penalty 4973.714497 = -3555663.413021 nChanged 595 SP:Iteration 11Q (4368.160000 sec): 3 clusters Score: Raw -3561091.190719 + Penalty 4973.714497 = -3556117.476222 nChanged 465 SP:Iteration 12Q (4368.270000 sec): 3 clusters Score: Raw -3561470.357322 + Penalty 4973.714497 = -3556496.642825 nChanged 331 SP:Iteration 13Q (4368.380000 sec): 3 clusters Score: Raw -3561730.161575 + Penalty 4973.714497 = -3556756.447079 nChanged 248 SP:Iteration 14Q (4368.480000 sec): 3 clusters Score: Raw -3561932.158826 + Penalty 4973.714497 = -3556958.444329 nChanged 158 SP:Iteration 15Q (4368.580000 sec): 3 clusters Score: Raw -3562069.790193 + Penalty 4973.714497 = -3557096.075696 nChanged 127 SP:Iteration 16Q (4368.680000 sec): 3 clusters Score: Raw -3562169.819121 + Penalty 4973.714497 = -3557196.104624 nChanged 79 SP:Iteration 17Q (4368.770000 sec): 3 clusters Score: Raw -3562236.124576 + Penalty 4973.714497 = -3557262.410079 nChanged 66 SP:Iteration 18Q (4368.860000 sec): 3 clusters Score: Raw -3562301.293861 + Penalty 4973.714497 = -3557327.579364 nChanged 49 SP:Iteration 19Q (4368.940000 sec): 3 clusters Score: Raw -3562343.295730 + Penalty 4973.714497 = -3557369.581233 nChanged 32 SP:Iteration 20F (4369.060000 sec): 3 clusters Score: Raw -3562368.995987 + Penalty 4973.714497 = -3557395.281490 nChanged 29 SP:Iteration 21Q (4369.140000 sec): 3 clusters Score: Raw -3562386.749761 + Penalty 4973.714497 = -3557413.035264 nChanged 10 SP:Iteration 22Q (4369.220000 sec): 3 clusters Score: Raw -3562393.044586 + Penalty 4973.714497 = -3557419.330089 nChanged 8 SP:Iteration 23Q (4369.310000 sec): 3 clusters Score: Raw -3562398.832044 + Penalty 4973.714497 = -3557425.117547 nChanged 6 SP:Iteration 24Q (4369.390000 sec): 3 clusters Score: Raw -3562402.050217 + Penalty 4973.714497 = -3557428.335721 nChanged 2 SP:Iteration 25Q (4369.480000 sec): 3 clusters Score: Raw -3562403.192630 + Penalty 4973.714497 = -3557429.478133 nChanged 1 SP:Iteration 26Q (4369.560000 sec): 3 clusters Score: Raw -3562403.902370 + Penalty 4973.714497 = -3557430.187873 nChanged 0 SP:Iteration 27F (4369.670000 sec): 3 clusters Score: Raw -3562403.902370 + Penalty 4973.714497 = -3557430.187873 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4369.690000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4369.690000 sec): 3 clusters Score: Raw -120490.746417 + Penalty 3320.502781 = -117170.243636 nChanged 201 SP:Iteration 1F (4369.700000 sec): 3 clusters Score: Raw -120981.713965 + Penalty 3320.502781 = -117661.211184 nChanged 94 SP:Iteration 2F (4369.700000 sec): 3 clusters Score: Raw -121315.051495 + Penalty 3320.502781 = -117994.548714 nChanged 70 SP:Iteration 3F (4369.700000 sec): 3 clusters Score: Raw -121543.084623 + Penalty 3320.502781 = -118222.581842 nChanged 37 SP:Iteration 4Q (4369.710000 sec): 3 clusters Score: Raw -121655.787891 + Penalty 3320.502781 = -118335.285110 nChanged 23 SP:Iteration 5Q (4369.710000 sec): 3 clusters Score: Raw -121718.045933 + Penalty 3320.502781 = -118397.543152 nChanged 11 SP:Iteration 6Q (4369.720000 sec): 3 clusters Score: Raw -121744.734248 + Penalty 3320.502781 = -118424.231467 nChanged 5 SP:Iteration 7Q (4369.720000 sec): 3 clusters Score: Raw -121755.538639 + Penalty 3320.502781 = -118435.035858 nChanged 2 SP:Iteration 8Q (4369.720000 sec): 3 clusters Score: Raw -121758.542726 + Penalty 3320.502781 = -118438.039945 nChanged 1 SP:Iteration 9Q (4369.720000 sec): 3 clusters Score: Raw -121760.193851 + Penalty 3320.502781 = -118439.691070 nChanged 1 SP:Iteration 10Q (4369.730000 sec): 3 clusters Score: Raw -121761.837187 + Penalty 3320.502781 = -118441.334406 nChanged 0 SP:Iteration 11F (4369.730000 sec): 3 clusters Score: Raw -121761.837187 + Penalty 3320.502781 = -118441.334406 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4369.780000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4369.840000 sec): 3 clusters Score: Raw -1595048.582073 + Penalty 4618.121359 = -1590430.460715 nChanged 4607 SP:Iteration 1F (4369.890000 sec): 3 clusters Score: Raw -1597625.224081 + Penalty 4618.121359 = -1593007.102722 nChanged 816 SP:Iteration 2F (4369.950000 sec): 3 clusters Score: Raw -1598141.872864 + Penalty 4618.121359 = -1593523.751505 nChanged 699 SP:Iteration 3F (4370.000000 sec): 3 clusters Score: Raw -1598537.417932 + Penalty 4618.121359 = -1593919.296573 nChanged 598 SP:Iteration 4F (4370.060000 sec): 3 clusters Score: Raw -1598876.931453 + Penalty 4618.121359 = -1594258.810095 nChanged 549 SP:Iteration 5Q (4370.110000 sec): 3 clusters Score: Raw -1599144.207484 + Penalty 4618.121359 = -1594526.086125 nChanged 503 SP:Iteration 6Q (4370.160000 sec): 3 clusters Score: Raw -1599366.080167 + Penalty 4618.121359 = -1594747.958808 nChanged 419 SP:Iteration 7Q (4370.220000 sec): 3 clusters Score: Raw -1599556.447154 + Penalty 4618.121359 = -1594938.325795 nChanged 385 SP:Iteration 8Q (4370.270000 sec): 3 clusters Score: Raw -1599739.214474 + Penalty 4618.121359 = -1595121.093115 nChanged 352 SP:Iteration 9Q (4370.330000 sec): 3 clusters Score: Raw -1599915.264973 + Penalty 4618.121359 = -1595297.143614 nChanged 351 SP:Iteration 10Q (4370.380000 sec): 3 clusters Score: Raw -1600086.936742 + Penalty 4618.121359 = -1595468.815383 nChanged 353 SP:Iteration 11Q (4370.440000 sec): 3 clusters Score: Raw -1600269.317894 + Penalty 4618.121359 = -1595651.196535 nChanged 333 SP:Iteration 12Q (4370.490000 sec): 3 clusters Score: Raw -1600434.140981 + Penalty 4618.121359 = -1595816.019622 nChanged 309 SP:Iteration 13Q (4370.540000 sec): 3 clusters Score: Raw -1600589.799932 + Penalty 4618.121359 = -1595971.678573 nChanged 293 SP:Iteration 14Q (4370.600000 sec): 3 clusters Score: Raw -1600738.656645 + Penalty 4618.121359 = -1596120.535286 nChanged 258 SP:Iteration 15Q (4370.650000 sec): 3 clusters Score: Raw -1600875.774773 + Penalty 4618.121359 = -1596257.653414 nChanged 239 SP:Iteration 16Q (4370.700000 sec): 3 clusters Score: Raw -1601007.023580 + Penalty 4618.121359 = -1596388.902222 nChanged 235 SP:Iteration 17Q (4370.760000 sec): 3 clusters Score: Raw -1601141.263646 + Penalty 4618.121359 = -1596523.142288 nChanged 206 SP:Iteration 18Q (4370.810000 sec): 3 clusters Score: Raw -1601259.936812 + Penalty 4618.121359 = -1596641.815453 nChanged 202 SP:Iteration 19Q (4370.860000 sec): 3 clusters Score: Raw -1601380.984901 + Penalty 4618.121359 = -1596762.863542 nChanged 182 SP:Iteration 20F (4370.920000 sec): 3 clusters Score: Raw -1601499.975974 + Penalty 4618.121359 = -1596881.854615 nChanged 146 SP:Iteration 21Q (4370.970000 sec): 3 clusters Score: Raw -1601591.988241 + Penalty 4618.121359 = -1596973.866882 nChanged 117 SP:Iteration 22Q (4371.020000 sec): 3 clusters Score: Raw -1601665.508280 + Penalty 4618.121359 = -1597047.386921 nChanged 115 SP:Iteration 23Q (4371.070000 sec): 3 clusters Score: Raw -1601739.341679 + Penalty 4618.121359 = -1597121.220320 nChanged 80 SP:Iteration 24Q (4371.120000 sec): 3 clusters Score: Raw -1601797.459926 + Penalty 4618.121359 = -1597179.338567 nChanged 69 SP:Iteration 25Q (4371.170000 sec): 3 clusters Score: Raw -1601845.030461 + Penalty 4618.121359 = -1597226.909102 nChanged 52 SP:Iteration 26Q (4371.220000 sec): 3 clusters Score: Raw -1601891.713197 + Penalty 4618.121359 = -1597273.591839 nChanged 46 SP:Iteration 27Q (4371.270000 sec): 3 clusters Score: Raw -1601924.620782 + Penalty 4618.121359 = -1597306.499423 nChanged 35 SP:Iteration 28Q (4371.320000 sec): 3 clusters Score: Raw -1601951.701585 + Penalty 4618.121359 = -1597333.580226 nChanged 28 SP:Iteration 29Q (4371.360000 sec): 3 clusters Score: Raw -1601970.501404 + Penalty 4618.121359 = -1597352.380045 nChanged 23 SP:Iteration 30Q (4371.410000 sec): 3 clusters Score: Raw -1601988.214052 + Penalty 4618.121359 = -1597370.092693 nChanged 17 SP:Iteration 31Q (4371.460000 sec): 3 clusters Score: Raw -1602002.674797 + Penalty 4618.121359 = -1597384.553438 nChanged 18 SP:Iteration 32Q (4371.500000 sec): 3 clusters Score: Raw -1602018.676279 + Penalty 4618.121359 = -1597400.554920 nChanged 19 SP:Iteration 33Q (4371.550000 sec): 3 clusters Score: Raw -1602031.706491 + Penalty 4618.121359 = -1597413.585132 nChanged 17 SP:Iteration 34Q (4371.590000 sec): 3 clusters Score: Raw -1602045.760275 + Penalty 4618.121359 = -1597427.638916 nChanged 19 SP:Iteration 35Q (4371.640000 sec): 3 clusters Score: Raw -1602058.782183 + Penalty 4618.121359 = -1597440.660824 nChanged 13 SP:Iteration 36Q (4371.680000 sec): 3 clusters Score: Raw -1602070.981479 + Penalty 4618.121359 = -1597452.860120 nChanged 10 SP:Iteration 37Q (4371.730000 sec): 3 clusters Score: Raw -1602077.758891 + Penalty 4618.121359 = -1597459.637533 nChanged 10 SP:Iteration 38Q (4371.770000 sec): 3 clusters Score: Raw -1602083.676653 + Penalty 4618.121359 = -1597465.555294 nChanged 7 SP:Iteration 39Q (4371.820000 sec): 3 clusters Score: Raw -1602088.182303 + Penalty 4618.121359 = -1597470.060944 nChanged 9 SP:Iteration 40F (4371.870000 sec): 3 clusters Score: Raw -1602092.505100 + Penalty 4618.121359 = -1597474.383741 nChanged 7 SP:Iteration 41Q (4371.920000 sec): 3 clusters Score: Raw -1602099.936913 + Penalty 4618.121359 = -1597481.815554 nChanged 8 SP:Iteration 42Q (4371.960000 sec): 3 clusters Score: Raw -1602109.115147 + Penalty 4618.121359 = -1597490.993789 nChanged 16 SP:Iteration 43Q (4372.010000 sec): 3 clusters Score: Raw -1602118.395382 + Penalty 4618.121359 = -1597500.274024 nChanged 10 SP:Iteration 44Q (4372.050000 sec): 3 clusters Score: Raw -1602124.920830 + Penalty 4618.121359 = -1597506.799471 nChanged 6 SP:Iteration 45Q (4372.100000 sec): 3 clusters Score: Raw -1602130.579005 + Penalty 4618.121359 = -1597512.457646 nChanged 7 SP:Iteration 46Q (4372.140000 sec): 3 clusters Score: Raw -1602136.465856 + Penalty 4618.121359 = -1597518.344497 nChanged 8 SP:Iteration 47Q (4372.180000 sec): 3 clusters Score: Raw -1602144.076594 + Penalty 4618.121359 = -1597525.955235 nChanged 10 SP:Iteration 48Q (4372.230000 sec): 3 clusters Score: Raw -1602150.267292 + Penalty 4618.121359 = -1597532.145934 nChanged 5 SP:Iteration 49Q (4372.270000 sec): 3 clusters Score: Raw -1602153.644979 + Penalty 4618.121359 = -1597535.523620 nChanged 4 SP:Iteration 50Q (4372.320000 sec): 3 clusters Score: Raw -1602155.841828 + Penalty 4618.121359 = -1597537.720470 nChanged 4 SP:Iteration 51Q (4372.360000 sec): 3 clusters Score: Raw -1602157.295433 + Penalty 4618.121359 = -1597539.174074 nChanged 1 SP:Iteration 52Q (4372.400000 sec): 3 clusters Score: Raw -1602157.972521 + Penalty 4618.121359 = -1597539.851162 nChanged 1 SP:Iteration 53Q (4372.450000 sec): 3 clusters Score: Raw -1602158.732754 + Penalty 4618.121359 = -1597540.611395 nChanged 0 SP:Iteration 54F (4372.500000 sec): 3 clusters Score: Raw -1602158.732754 + Penalty 4618.121359 = -1597540.611395 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4372.520000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.540000 sec): 3 clusters Score: Raw -524119.710614 + Penalty 4050.020362 = -520069.690252 nChanged 1254 SP:Iteration 1F (4372.560000 sec): 3 clusters Score: Raw -524955.844149 + Penalty 4050.020362 = -520905.823787 nChanged 296 SP:Iteration 2F (4372.570000 sec): 3 clusters Score: Raw -525160.817526 + Penalty 4050.020362 = -521110.797164 nChanged 181 SP:Iteration 3F (4372.590000 sec): 3 clusters Score: Raw -525304.656577 + Penalty 4050.020362 = -521254.636216 nChanged 163 SP:Iteration 4Q (4372.610000 sec): 3 clusters Score: Raw -525443.934565 + Penalty 4050.020362 = -521393.914203 nChanged 162 SP:Iteration 5Q (4372.620000 sec): 3 clusters Score: Raw -525584.224908 + Penalty 4050.020362 = -521534.204546 nChanged 155 SP:Iteration 6Q (4372.640000 sec): 3 clusters Score: Raw -525727.374860 + Penalty 4050.020362 = -521677.354498 nChanged 152 SP:Iteration 7Q (4372.660000 sec): 3 clusters Score: Raw -525881.221347 + Penalty 4050.020362 = -521831.200985 nChanged 152 SP:Iteration 8Q (4372.680000 sec): 3 clusters Score: Raw -526076.538213 + Penalty 4050.020362 = -522026.517851 nChanged 165 SP:Iteration 9Q (4372.690000 sec): 3 clusters Score: Raw -526293.490636 + Penalty 4050.020362 = -522243.470275 nChanged 183 SP:Iteration 10F (4372.710000 sec): 3 clusters Score: Raw -526543.457572 + Penalty 4050.020362 = -522493.437210 nChanged 167 SP:Iteration 11Q (4372.730000 sec): 3 clusters Score: Raw -526777.573431 + Penalty 4050.020362 = -522727.553069 nChanged 159 SP:Iteration 12Q (4372.740000 sec): 3 clusters Score: Raw -526979.185107 + Penalty 4050.020362 = -522929.164745 nChanged 137 SP:Iteration 13Q (4372.760000 sec): 3 clusters Score: Raw -527105.401203 + Penalty 4050.020362 = -523055.380842 nChanged 96 SP:Iteration 14Q (4372.780000 sec): 3 clusters Score: Raw -527207.001424 + Penalty 4050.020362 = -523156.981063 nChanged 85 SP:Iteration 15Q (4372.790000 sec): 3 clusters Score: Raw -527274.090643 + Penalty 4050.020362 = -523224.070282 nChanged 63 SP:Iteration 16Q (4372.810000 sec): 3 clusters Score: Raw -527320.502277 + Penalty 4050.020362 = -523270.481915 nChanged 41 SP:Iteration 17Q (4372.820000 sec): 3 clusters Score: Raw -527349.644870 + Penalty 4050.020362 = -523299.624508 nChanged 27 SP:Iteration 18Q (4372.840000 sec): 3 clusters Score: Raw -527364.895509 + Penalty 4050.020362 = -523314.875147 nChanged 11 SP:Iteration 19Q (4372.850000 sec): 3 clusters Score: Raw -527369.970795 + Penalty 4050.020362 = -523319.950434 nChanged 9 SP:Iteration 20F (4372.870000 sec): 3 clusters Score: Raw -527372.986904 + Penalty 4050.020362 = -523322.966543 nChanged 1 SP:Iteration 21Q (4372.890000 sec): 3 clusters Score: Raw -527373.464396 + Penalty 4050.020362 = -523323.444034 nChanged 2 SP:Iteration 22Q (4372.900000 sec): 3 clusters Score: Raw -527374.057071 + Penalty 4050.020362 = -523324.036709 nChanged 1 SP:Iteration 23Q (4372.920000 sec): 3 clusters Score: Raw -527374.384122 + Penalty 4050.020362 = -523324.363760 nChanged 0 SP:Iteration 24F (4372.940000 sec): 3 clusters Score: Raw -527374.384122 + Penalty 4050.020362 = -523324.363760 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4372.940000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4372.940000 sec): 3 clusters Score: Raw -72937.944138 + Penalty 3065.288260 = -69872.655878 nChanged 85 SP:Iteration 1F (4372.940000 sec): 3 clusters Score: Raw -73126.266086 + Penalty 3065.288260 = -70060.977826 nChanged 20 SP:Iteration 2Q (4372.950000 sec): 3 clusters Score: Raw -73180.156766 + Penalty 3065.288260 = -70114.868506 nChanged 18 SP:Iteration 3Q (4372.950000 sec): 3 clusters Score: Raw -73231.055359 + Penalty 3065.288260 = -70165.767099 nChanged 12 SP:Iteration 4Q (4372.950000 sec): 3 clusters Score: Raw -73265.708811 + Penalty 3065.288260 = -70200.420551 nChanged 8 SP:Iteration 5Q (4372.960000 sec): 3 clusters Score: Raw -73287.084623 + Penalty 3065.288260 = -70221.796363 nChanged 2 SP:Iteration 6Q (4372.960000 sec): 3 clusters Score: Raw -73290.589344 + Penalty 3065.288260 = -70225.301084 nChanged 1 SP:Iteration 7Q (4372.960000 sec): 3 clusters Score: Raw -73292.615129 + Penalty 3065.288260 = -70227.326869 nChanged 1 SP:Iteration 8Q (4372.960000 sec): 3 clusters Score: Raw -73294.331847 + Penalty 3065.288260 = -70229.043587 nChanged 1 SP:Iteration 9Q (4372.960000 sec): 3 clusters Score: Raw -73296.129802 + Penalty 3065.288260 = -70230.841542 nChanged 1 SP:Iteration 10Q (4372.960000 sec): 3 clusters Score: Raw -73298.673747 + Penalty 3065.288260 = -70233.385487 nChanged 1 SP:Iteration 11Q (4372.970000 sec): 3 clusters Score: Raw -73300.665454 + Penalty 3065.288260 = -70235.377194 nChanged 1 SP:Iteration 12Q (4372.970000 sec): 3 clusters Score: Raw -73303.908053 + Penalty 3065.288260 = -70238.619793 nChanged 1 SP:Iteration 13Q (4372.970000 sec): 3 clusters Score: Raw -73304.587964 + Penalty 3065.288260 = -70239.299704 nChanged 0 SP:Iteration 14F (4372.980000 sec): 3 clusters Score: Raw -73304.587964 + Penalty 3065.288260 = -70239.299704 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4373.030000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4373.090000 sec): 3 clusters Score: Raw -1845847.917724 + Penalty 4658.346811 = -1841189.570913 nChanged 5052 SP:Iteration 1F (4373.150000 sec): 3 clusters Score: Raw -1848543.700037 + Penalty 4658.346811 = -1843885.353226 nChanged 774 SP:Iteration 2F (4373.210000 sec): 3 clusters Score: Raw -1848877.007870 + Penalty 4658.346811 = -1844218.661059 nChanged 608 SP:Iteration 3F (4373.270000 sec): 3 clusters Score: Raw -1849142.458547 + Penalty 4658.346811 = -1844484.111736 nChanged 544 SP:Iteration 4Q (4373.320000 sec): 3 clusters Score: Raw -1849402.097571 + Penalty 4658.346811 = -1844743.750760 nChanged 547 SP:Iteration 5Q (4373.380000 sec): 3 clusters Score: Raw -1849654.635860 + Penalty 4658.346811 = -1844996.289049 nChanged 516 SP:Iteration 6Q (4373.440000 sec): 3 clusters Score: Raw -1849909.764305 + Penalty 4658.346811 = -1845251.417494 nChanged 514 SP:Iteration 7Q (4373.500000 sec): 3 clusters Score: Raw -1850191.784341 + Penalty 4658.346811 = -1845533.437530 nChanged 549 SP:Iteration 8Q (4373.560000 sec): 3 clusters Score: Raw -1850528.210452 + Penalty 4658.346811 = -1845869.863641 nChanged 577 SP:Iteration 9Q (4373.620000 sec): 3 clusters Score: Raw -1850918.820584 + Penalty 4658.346811 = -1846260.473773 nChanged 543 SP:Iteration 10Q (4373.680000 sec): 3 clusters Score: Raw -1851280.551456 + Penalty 4658.346811 = -1846622.204645 nChanged 441 SP:Iteration 11Q (4373.740000 sec): 3 clusters Score: Raw -1851563.164434 + Penalty 4658.346811 = -1846904.817623 nChanged 414 SP:Iteration 12Q (4373.800000 sec): 3 clusters Score: Raw -1851846.055733 + Penalty 4658.346811 = -1847187.708922 nChanged 334 SP:Iteration 13Q (4373.860000 sec): 3 clusters Score: Raw -1852101.720536 + Penalty 4658.346811 = -1847443.373725 nChanged 277 SP:Iteration 14Q (4373.920000 sec): 3 clusters Score: Raw -1852301.304331 + Penalty 4658.346811 = -1847642.957520 nChanged 215 SP:Iteration 15Q (4373.970000 sec): 3 clusters Score: Raw -1852454.451942 + Penalty 4658.346811 = -1847796.105131 nChanged 158 SP:Iteration 16Q (4374.030000 sec): 3 clusters Score: Raw -1852561.218852 + Penalty 4658.346811 = -1847902.872041 nChanged 119 SP:Iteration 17Q (4374.080000 sec): 3 clusters Score: Raw -1852647.635144 + Penalty 4658.346811 = -1847989.288333 nChanged 83 SP:Iteration 18Q (4374.140000 sec): 3 clusters Score: Raw -1852705.513186 + Penalty 4658.346811 = -1848047.166375 nChanged 52 SP:Iteration 19Q (4374.190000 sec): 3 clusters Score: Raw -1852739.128854 + Penalty 4658.346811 = -1848080.782043 nChanged 29 SP:Iteration 20F (4374.250000 sec): 3 clusters Score: Raw -1852758.626162 + Penalty 4658.346811 = -1848100.279351 nChanged 17 SP:Iteration 21Q (4374.300000 sec): 3 clusters Score: Raw -1852770.629564 + Penalty 4658.346811 = -1848112.282753 nChanged 24 SP:Iteration 22Q (4374.350000 sec): 3 clusters Score: Raw -1852788.489625 + Penalty 4658.346811 = -1848130.142814 nChanged 18 SP:Iteration 23Q (4374.400000 sec): 3 clusters Score: Raw -1852797.448484 + Penalty 4658.346811 = -1848139.101672 nChanged 14 SP:Iteration 24Q (4374.450000 sec): 3 clusters Score: Raw -1852806.790710 + Penalty 4658.346811 = -1848148.443899 nChanged 15 SP:Iteration 25Q (4374.500000 sec): 3 clusters Score: Raw -1852815.494939 + Penalty 4658.346811 = -1848157.148128 nChanged 12 SP:Iteration 26Q (4374.550000 sec): 3 clusters Score: Raw -1852823.268510 + Penalty 4658.346811 = -1848164.921699 nChanged 11 SP:Iteration 27Q (4374.600000 sec): 3 clusters Score: Raw -1852829.587446 + Penalty 4658.346811 = -1848171.240635 nChanged 6 SP:Iteration 28Q (4374.650000 sec): 3 clusters Score: Raw -1852833.334980 + Penalty 4658.346811 = -1848174.988168 nChanged 6 SP:Iteration 29Q (4374.700000 sec): 3 clusters Score: Raw -1852838.026744 + Penalty 4658.346811 = -1848179.679933 nChanged 8 SP:Iteration 30Q (4374.750000 sec): 3 clusters Score: Raw -1852843.437313 + Penalty 4658.346811 = -1848185.090502 nChanged 4 SP:Iteration 31Q (4374.800000 sec): 3 clusters Score: Raw -1852845.927734 + Penalty 4658.346811 = -1848187.580923 nChanged 2 SP:Iteration 32Q (4374.850000 sec): 3 clusters Score: Raw -1852847.871966 + Penalty 4658.346811 = -1848189.525155 nChanged 3 SP:Iteration 33Q (4374.890000 sec): 3 clusters Score: Raw -1852850.310442 + Penalty 4658.346811 = -1848191.963631 nChanged 0 SP:Iteration 34F (4374.950000 sec): 3 clusters Score: Raw -1852850.310442 + Penalty 4658.346811 = -1848191.963631 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4374.960000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4374.970000 sec): 3 clusters Score: Raw -77953.388941 + Penalty 3108.531472 = -74844.857469 nChanged 93 SP:Iteration 1F (4374.970000 sec): 3 clusters Score: Raw -78138.119928 + Penalty 3108.531472 = -75029.588456 nChanged 21 SP:Iteration 2Q (4374.970000 sec): 3 clusters Score: Raw -78195.184625 + Penalty 3108.531472 = -75086.653153 nChanged 11 SP:Iteration 3Q (4374.970000 sec): 3 clusters Score: Raw -78218.010728 + Penalty 3108.531472 = -75109.479256 nChanged 3 SP:Iteration 4Q (4374.970000 sec): 3 clusters Score: Raw -78224.284422 + Penalty 3108.531472 = -75115.752950 nChanged 0 SP:Iteration 5F (4374.980000 sec): 3 clusters Score: Raw -78224.284422 + Penalty 3108.531472 = -75115.752950 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4374.990000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4375.000000 sec): 3 clusters Score: Raw -333849.994305 + Penalty 3827.143572 = -330022.850733 nChanged 752 SP:Iteration 1F (4375.010000 sec): 3 clusters Score: Raw -334439.090486 + Penalty 3827.143572 = -330611.946914 nChanged 181 SP:Iteration 2F (4375.020000 sec): 3 clusters Score: Raw -334618.211540 + Penalty 3827.143572 = -330791.067968 nChanged 115 SP:Iteration 3F (4375.030000 sec): 3 clusters Score: Raw -334734.620673 + Penalty 3827.143572 = -330907.477101 nChanged 96 SP:Iteration 4Q (4375.050000 sec): 3 clusters Score: Raw -334835.117075 + Penalty 3827.143572 = -331007.973503 nChanged 88 SP:Iteration 5Q (4375.060000 sec): 3 clusters Score: Raw -334930.358826 + Penalty 3827.143572 = -331103.215254 nChanged 72 SP:Iteration 6Q (4375.070000 sec): 3 clusters Score: Raw -334996.059189 + Penalty 3827.143572 = -331168.915617 nChanged 68 SP:Iteration 7Q (4375.080000 sec): 3 clusters Score: Raw -335063.487374 + Penalty 3827.143572 = -331236.343802 nChanged 63 SP:Iteration 8Q (4375.090000 sec): 3 clusters Score: Raw -335117.550010 + Penalty 3827.143572 = -331290.406437 nChanged 61 SP:Iteration 9Q (4375.100000 sec): 3 clusters Score: Raw -335164.108437 + Penalty 3827.143572 = -331336.964865 nChanged 43 SP:Iteration 10Q (4375.110000 sec): 3 clusters Score: Raw -335190.814412 + Penalty 3827.143572 = -331363.670840 nChanged 33 SP:Iteration 11Q (4375.120000 sec): 3 clusters Score: Raw -335215.758740 + Penalty 3827.143572 = -331388.615167 nChanged 27 SP:Iteration 12Q (4375.130000 sec): 3 clusters Score: Raw -335237.826322 + Penalty 3827.143572 = -331410.682750 nChanged 28 SP:Iteration 13Q (4375.140000 sec): 3 clusters Score: Raw -335255.930930 + Penalty 3827.143572 = -331428.787358 nChanged 21 SP:Iteration 14Q (4375.150000 sec): 3 clusters Score: Raw -335270.169136 + Penalty 3827.143572 = -331443.025564 nChanged 28 SP:Iteration 15Q (4375.170000 sec): 3 clusters Score: Raw -335290.046076 + Penalty 3827.143572 = -331462.902504 nChanged 19 SP:Iteration 16Q (4375.180000 sec): 3 clusters Score: Raw -335302.808160 + Penalty 3827.143572 = -331475.664588 nChanged 14 SP:Iteration 17Q (4375.190000 sec): 3 clusters Score: Raw -335310.764555 + Penalty 3827.143572 = -331483.620983 nChanged 11 SP:Iteration 18Q (4375.200000 sec): 3 clusters Score: Raw -335316.207454 + Penalty 3827.143572 = -331489.063882 nChanged 9 SP:Iteration 19Q (4375.210000 sec): 3 clusters Score: Raw -335320.775140 + Penalty 3827.143572 = -331493.631568 nChanged 7 SP:Iteration 20F (4375.220000 sec): 3 clusters Score: Raw -335324.070747 + Penalty 3827.143572 = -331496.927174 nChanged 7 SP:Iteration 21Q (4375.230000 sec): 3 clusters Score: Raw -335327.376262 + Penalty 3827.143572 = -331500.232689 nChanged 9 SP:Iteration 22Q (4375.240000 sec): 3 clusters Score: Raw -335332.371627 + Penalty 3827.143572 = -331505.228054 nChanged 7 SP:Iteration 23Q (4375.250000 sec): 3 clusters Score: Raw -335336.879733 + Penalty 3827.143572 = -331509.736161 nChanged 10 SP:Iteration 24Q (4375.260000 sec): 3 clusters Score: Raw -335343.770160 + Penalty 3827.143572 = -331516.626588 nChanged 9 SP:Iteration 25Q (4375.270000 sec): 3 clusters Score: Raw -335350.542527 + Penalty 3827.143572 = -331523.398955 nChanged 10 SP:Iteration 26Q (4375.290000 sec): 3 clusters Score: Raw -335359.978988 + Penalty 3827.143572 = -331532.835416 nChanged 16 SP:Iteration 27Q (4375.300000 sec): 3 clusters Score: Raw -335370.735217 + Penalty 3827.143572 = -331543.591645 nChanged 13 SP:Iteration 28Q (4375.310000 sec): 3 clusters Score: Raw -335383.618869 + Penalty 3827.143572 = -331556.475297 nChanged 13 SP:Iteration 29Q (4375.320000 sec): 3 clusters Score: Raw -335394.541078 + Penalty 3827.143572 = -331567.397505 nChanged 13 SP:Iteration 30Q (4375.330000 sec): 3 clusters Score: Raw -335402.502803 + Penalty 3827.143572 = -331575.359231 nChanged 15 SP:Iteration 31Q (4375.340000 sec): 3 clusters Score: Raw -335413.628493 + Penalty 3827.143572 = -331586.484920 nChanged 12 SP:Iteration 32Q (4375.350000 sec): 3 clusters Score: Raw -335421.155080 + Penalty 3827.143572 = -331594.011508 nChanged 10 SP:Iteration 33Q (4375.360000 sec): 3 clusters Score: Raw -335426.802441 + Penalty 3827.143572 = -331599.658869 nChanged 11 SP:Iteration 34Q (4375.370000 sec): 3 clusters Score: Raw -335439.551059 + Penalty 3827.143572 = -331612.407487 nChanged 13 SP:Iteration 35Q (4375.380000 sec): 3 clusters Score: Raw -335450.516614 + Penalty 3827.143572 = -331623.373042 nChanged 5 SP:Iteration 36Q (4375.390000 sec): 3 clusters Score: Raw -335453.977154 + Penalty 3827.143572 = -331626.833582 nChanged 2 SP:Iteration 37Q (4375.410000 sec): 3 clusters Score: Raw -335455.487375 + Penalty 3827.143572 = -331628.343803 nChanged 3 SP:Iteration 38Q (4375.410000 sec): 3 clusters Score: Raw -335457.202581 + Penalty 3827.143572 = -331630.059009 nChanged 3 SP:Iteration 39Q (4375.430000 sec): 3 clusters Score: Raw -335462.888581 + Penalty 3827.143572 = -331635.745009 nChanged 6 SP:Iteration 40F (4375.440000 sec): 3 clusters Score: Raw -335469.089386 + Penalty 3827.143572 = -331641.945814 nChanged 5 SP:Iteration 41Q (4375.450000 sec): 3 clusters Score: Raw -335472.212522 + Penalty 3827.143572 = -331645.068949 nChanged 4 SP:Iteration 42Q (4375.460000 sec): 3 clusters Score: Raw -335474.765127 + Penalty 3827.143572 = -331647.621555 nChanged 1 SP:Iteration 43Q (4375.470000 sec): 3 clusters Score: Raw -335475.498306 + Penalty 3827.143572 = -331648.354733 nChanged 2 SP:Iteration 44Q (4375.480000 sec): 3 clusters Score: Raw -335477.131402 + Penalty 3827.143572 = -331649.987830 nChanged 4 SP:Iteration 45Q (4375.490000 sec): 3 clusters Score: Raw -335479.957356 + Penalty 3827.143572 = -331652.813783 nChanged 1 SP:Iteration 46Q (4375.500000 sec): 3 clusters Score: Raw -335480.651892 + Penalty 3827.143572 = -331653.508319 nChanged 2 SP:Iteration 47Q (4375.510000 sec): 3 clusters Score: Raw -335481.440143 + Penalty 3827.143572 = -331654.296571 nChanged 1 SP:Iteration 48Q (4375.530000 sec): 3 clusters Score: Raw -335481.684539 + Penalty 3827.143572 = -331654.540967 nChanged 0 SP:Iteration 49F (4375.530000 sec): 3 clusters Score: Raw -335481.684539 + Penalty 3827.143572 = -331654.540967 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4375.560000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4375.580000 sec): 3 clusters Score: Raw -715766.784944 + Penalty 4203.349241 = -711563.435703 nChanged 1846 SP:Iteration 1F (4375.610000 sec): 3 clusters Score: Raw -716792.307606 + Penalty 4203.349241 = -712588.958365 nChanged 358 SP:Iteration 2F (4375.630000 sec): 3 clusters Score: Raw -716988.893403 + Penalty 4203.349241 = -712785.544162 nChanged 234 SP:Iteration 3Q (4375.650000 sec): 3 clusters Score: Raw -717104.614742 + Penalty 4203.349241 = -712901.265501 nChanged 172 SP:Iteration 4Q (4375.680000 sec): 3 clusters Score: Raw -717197.154158 + Penalty 4203.349241 = -712993.804917 nChanged 146 SP:Iteration 5Q (4375.700000 sec): 3 clusters Score: Raw -717267.642639 + Penalty 4203.349241 = -713064.293398 nChanged 122 SP:Iteration 6Q (4375.730000 sec): 3 clusters Score: Raw -717323.591340 + Penalty 4203.349241 = -713120.242099 nChanged 92 SP:Iteration 7Q (4375.750000 sec): 3 clusters Score: Raw -717366.766983 + Penalty 4203.349241 = -713163.417743 nChanged 85 SP:Iteration 8Q (4375.770000 sec): 3 clusters Score: Raw -717402.278564 + Penalty 4203.349241 = -713198.929323 nChanged 56 SP:Iteration 9Q (4375.800000 sec): 3 clusters Score: Raw -717421.712308 + Penalty 4203.349241 = -713218.363067 nChanged 43 SP:Iteration 10Q (4375.820000 sec): 3 clusters Score: Raw -717441.326481 + Penalty 4203.349241 = -713237.977240 nChanged 47 SP:Iteration 11Q (4375.850000 sec): 3 clusters Score: Raw -717456.694129 + Penalty 4203.349241 = -713253.344888 nChanged 39 SP:Iteration 12Q (4375.870000 sec): 3 clusters Score: Raw -717471.801976 + Penalty 4203.349241 = -713268.452736 nChanged 37 SP:Iteration 13Q (4375.890000 sec): 3 clusters Score: Raw -717485.205672 + Penalty 4203.349241 = -713281.856431 nChanged 31 SP:Iteration 14Q (4375.910000 sec): 3 clusters Score: Raw -717495.904201 + Penalty 4203.349241 = -713292.554960 nChanged 29 SP:Iteration 15Q (4375.930000 sec): 3 clusters Score: Raw -717505.615808 + Penalty 4203.349241 = -713302.266568 nChanged 29 SP:Iteration 16Q (4375.960000 sec): 3 clusters Score: Raw -717515.349831 + Penalty 4203.349241 = -713312.000590 nChanged 34 SP:Iteration 17Q (4375.980000 sec): 3 clusters Score: Raw -717523.666981 + Penalty 4203.349241 = -713320.317740 nChanged 31 SP:Iteration 18Q (4376.010000 sec): 3 clusters Score: Raw -717534.650789 + Penalty 4203.349241 = -713331.301548 nChanged 30 SP:Iteration 19Q (4376.030000 sec): 3 clusters Score: Raw -717547.704795 + Penalty 4203.349241 = -713344.355554 nChanged 41 SP:Iteration 20F (4376.050000 sec): 3 clusters Score: Raw -717562.724718 + Penalty 4203.349241 = -713359.375478 nChanged 37 SP:Iteration 21Q (4376.080000 sec): 3 clusters Score: Raw -717577.743997 + Penalty 4203.349241 = -713374.394756 nChanged 40 SP:Iteration 22Q (4376.100000 sec): 3 clusters Score: Raw -717592.997896 + Penalty 4203.349241 = -713389.648655 nChanged 42 SP:Iteration 23Q (4376.130000 sec): 3 clusters Score: Raw -717605.435569 + Penalty 4203.349241 = -713402.086328 nChanged 35 SP:Iteration 24Q (4376.150000 sec): 3 clusters Score: Raw -717620.409310 + Penalty 4203.349241 = -713417.060069 nChanged 41 SP:Iteration 25Q (4376.170000 sec): 3 clusters Score: Raw -717641.807902 + Penalty 4203.349241 = -713438.458661 nChanged 52 SP:Iteration 26Q (4376.200000 sec): 3 clusters Score: Raw -717669.526825 + Penalty 4203.349241 = -713466.177584 nChanged 63 SP:Iteration 27Q (4376.220000 sec): 3 clusters Score: Raw -717703.160032 + Penalty 4203.349241 = -713499.810791 nChanged 50 SP:Iteration 28Q (4376.240000 sec): 3 clusters Score: Raw -717724.946844 + Penalty 4203.349241 = -713521.597603 nChanged 47 SP:Iteration 29Q (4376.270000 sec): 3 clusters Score: Raw -717743.760589 + Penalty 4203.349241 = -713540.411348 nChanged 46 SP:Iteration 30Q (4376.290000 sec): 3 clusters Score: Raw -717762.303568 + Penalty 4203.349241 = -713558.954327 nChanged 38 SP:Iteration 31Q (4376.310000 sec): 3 clusters Score: Raw -717775.499012 + Penalty 4203.349241 = -713572.149771 nChanged 37 SP:Iteration 32Q (4376.340000 sec): 3 clusters Score: Raw -717786.939141 + Penalty 4203.349241 = -713583.589901 nChanged 37 SP:Iteration 33Q (4376.360000 sec): 3 clusters Score: Raw -717797.773557 + Penalty 4203.349241 = -713594.424316 nChanged 29 SP:Iteration 34Q (4376.390000 sec): 3 clusters Score: Raw -717807.447147 + Penalty 4203.349241 = -713604.097907 nChanged 25 SP:Iteration 35Q (4376.410000 sec): 3 clusters Score: Raw -717816.267037 + Penalty 4203.349241 = -713612.917796 nChanged 23 SP:Iteration 36Q (4376.430000 sec): 3 clusters Score: Raw -717824.510580 + Penalty 4203.349241 = -713621.161339 nChanged 28 SP:Iteration 37Q (4376.450000 sec): 3 clusters Score: Raw -717833.571501 + Penalty 4203.349241 = -713630.222260 nChanged 18 SP:Iteration 38Q (4376.480000 sec): 3 clusters Score: Raw -717839.541975 + Penalty 4203.349241 = -713636.192735 nChanged 18 SP:Iteration 39Q (4376.500000 sec): 3 clusters Score: Raw -717845.430089 + Penalty 4203.349241 = -713642.080849 nChanged 17 SP:Iteration 40F (4376.530000 sec): 3 clusters Score: Raw -717850.699251 + Penalty 4203.349241 = -713647.350010 nChanged 14 SP:Iteration 41Q (4376.550000 sec): 3 clusters Score: Raw -717854.191995 + Penalty 4203.349241 = -713650.842754 nChanged 13 SP:Iteration 42Q (4376.570000 sec): 3 clusters Score: Raw -717856.872786 + Penalty 4203.349241 = -713653.523545 nChanged 11 SP:Iteration 43Q (4376.590000 sec): 3 clusters Score: Raw -717860.575568 + Penalty 4203.349241 = -713657.226327 nChanged 10 SP:Iteration 44Q (4376.620000 sec): 3 clusters Score: Raw -717863.673397 + Penalty 4203.349241 = -713660.324156 nChanged 11 SP:Iteration 45Q (4376.640000 sec): 3 clusters Score: Raw -717868.426564 + Penalty 4203.349241 = -713665.077324 nChanged 18 SP:Iteration 46Q (4376.670000 sec): 3 clusters Score: Raw -717875.565344 + Penalty 4203.349241 = -713672.216103 nChanged 19 SP:Iteration 47Q (4376.690000 sec): 3 clusters Score: Raw -717884.188020 + Penalty 4203.349241 = -713680.838779 nChanged 23 SP:Iteration 48Q (4376.710000 sec): 3 clusters Score: Raw -717892.061261 + Penalty 4203.349241 = -713688.712021 nChanged 22 SP:Iteration 49Q (4376.730000 sec): 3 clusters Score: Raw -717899.095588 + Penalty 4203.349241 = -713695.746347 nChanged 23 SP:Iteration 50Q (4376.760000 sec): 3 clusters Score: Raw -717906.850924 + Penalty 4203.349241 = -713703.501683 nChanged 19 SP:Iteration 51Q (4376.780000 sec): 3 clusters Score: Raw -717913.352725 + Penalty 4203.349241 = -713710.003485 nChanged 14 SP:Iteration 52Q (4376.810000 sec): 3 clusters Score: Raw -717916.937807 + Penalty 4203.349241 = -713713.588567 nChanged 16 SP:Iteration 53Q (4376.830000 sec): 3 clusters Score: Raw -717923.587850 + Penalty 4203.349241 = -713720.238609 nChanged 15 SP:Iteration 54Q (4376.850000 sec): 3 clusters Score: Raw -717927.691592 + Penalty 4203.349241 = -713724.342351 nChanged 12 SP:Iteration 55Q (4376.870000 sec): 3 clusters Score: Raw -717931.096641 + Penalty 4203.349241 = -713727.747401 nChanged 11 SP:Iteration 56Q (4376.900000 sec): 3 clusters Score: Raw -717934.903659 + Penalty 4203.349241 = -713731.554418 nChanged 12 SP:Iteration 57Q (4376.920000 sec): 3 clusters Score: Raw -717939.208044 + Penalty 4203.349241 = -713735.858804 nChanged 14 SP:Iteration 58Q (4376.940000 sec): 3 clusters Score: Raw -717944.269296 + Penalty 4203.349241 = -713740.920055 nChanged 18 SP:Iteration 59Q (4376.970000 sec): 3 clusters Score: Raw -717950.303034 + Penalty 4203.349241 = -713746.953793 nChanged 21 SP:Iteration 60F (4377.000000 sec): 3 clusters Score: Raw -717956.734355 + Penalty 4203.349241 = -713753.385114 nChanged 23 SP:Iteration 61Q (4377.020000 sec): 3 clusters Score: Raw -717964.239497 + Penalty 4203.349241 = -713760.890257 nChanged 17 SP:Iteration 62Q (4377.040000 sec): 3 clusters Score: Raw -717970.715130 + Penalty 4203.349241 = -713767.365890 nChanged 27 SP:Iteration 63Q (4377.070000 sec): 3 clusters Score: Raw -717980.847738 + Penalty 4203.349241 = -713777.498497 nChanged 32 SP:Iteration 64Q (4377.090000 sec): 3 clusters Score: Raw -717992.158070 + Penalty 4203.349241 = -713788.808829 nChanged 30 SP:Iteration 65Q (4377.110000 sec): 3 clusters Score: Raw -718004.029647 + Penalty 4203.349241 = -713800.680406 nChanged 35 SP:Iteration 66Q (4377.140000 sec): 3 clusters Score: Raw -718018.460982 + Penalty 4203.349241 = -713815.111741 nChanged 36 SP:Iteration 67Q (4377.160000 sec): 3 clusters Score: Raw -718036.633289 + Penalty 4203.349241 = -713833.284048 nChanged 45 SP:Iteration 68Q (4377.180000 sec): 3 clusters Score: Raw -718058.457719 + Penalty 4203.349241 = -713855.108478 nChanged 53 SP:Iteration 69Q (4377.200000 sec): 3 clusters Score: Raw -718083.974243 + Penalty 4203.349241 = -713880.625003 nChanged 49 SP:Iteration 70Q (4377.230000 sec): 3 clusters Score: Raw -718105.636011 + Penalty 4203.349241 = -713902.286771 nChanged 61 SP:Iteration 71Q (4377.250000 sec): 3 clusters Score: Raw -718138.880510 + Penalty 4203.349241 = -713935.531270 nChanged 59 SP:Iteration 72Q (4377.270000 sec): 3 clusters Score: Raw -718166.785417 + Penalty 4203.349241 = -713963.436176 nChanged 55 SP:Iteration 73Q (4377.300000 sec): 3 clusters Score: Raw -718194.141402 + Penalty 4203.349241 = -713990.792162 nChanged 55 SP:Iteration 74Q (4377.320000 sec): 3 clusters Score: Raw -718222.702201 + Penalty 4203.349241 = -714019.352960 nChanged 55 SP:Iteration 75Q (4377.340000 sec): 3 clusters Score: Raw -718253.089240 + Penalty 4203.349241 = -714049.739999 nChanged 65 SP:Iteration 76Q (4377.360000 sec): 3 clusters Score: Raw -718288.215113 + Penalty 4203.349241 = -714084.865872 nChanged 54 SP:Iteration 77Q (4377.390000 sec): 3 clusters Score: Raw -718320.137645 + Penalty 4203.349241 = -714116.788405 nChanged 53 SP:Iteration 78Q (4377.410000 sec): 3 clusters Score: Raw -718354.126345 + Penalty 4203.349241 = -714150.777105 nChanged 52 SP:Iteration 79Q (4377.430000 sec): 3 clusters Score: Raw -718386.658594 + Penalty 4203.349241 = -714183.309354 nChanged 45 SP:Iteration 80F (4377.460000 sec): 3 clusters Score: Raw -718416.012198 + Penalty 4203.349241 = -714212.662957 nChanged 52 SP:Iteration 81Q (4377.480000 sec): 3 clusters Score: Raw -718449.668312 + Penalty 4203.349241 = -714246.319071 nChanged 56 SP:Iteration 82Q (4377.500000 sec): 3 clusters Score: Raw -718485.210434 + Penalty 4203.349241 = -714281.861193 nChanged 52 SP:Iteration 83Q (4377.520000 sec): 3 clusters Score: Raw -718516.791929 + Penalty 4203.349241 = -714313.442688 nChanged 46 SP:Iteration 84Q (4377.540000 sec): 3 clusters Score: Raw -718543.492033 + Penalty 4203.349241 = -714340.142792 nChanged 29 SP:Iteration 85Q (4377.560000 sec): 3 clusters Score: Raw -718558.996123 + Penalty 4203.349241 = -714355.646882 nChanged 27 SP:Iteration 86Q (4377.580000 sec): 3 clusters Score: Raw -718573.971993 + Penalty 4203.349241 = -714370.622752 nChanged 27 SP:Iteration 87Q (4377.610000 sec): 3 clusters Score: Raw -718591.659486 + Penalty 4203.349241 = -714388.310246 nChanged 21 SP:Iteration 88Q (4377.630000 sec): 3 clusters Score: Raw -718603.061328 + Penalty 4203.349241 = -714399.712087 nChanged 17 SP:Iteration 89Q (4377.650000 sec): 3 clusters Score: Raw -718611.967492 + Penalty 4203.349241 = -714408.618252 nChanged 16 SP:Iteration 90Q (4377.670000 sec): 3 clusters Score: Raw -718618.864471 + Penalty 4203.349241 = -714415.515231 nChanged 10 SP:Iteration 91Q (4377.690000 sec): 3 clusters Score: Raw -718621.470206 + Penalty 4203.349241 = -714418.120966 nChanged 4 SP:Iteration 92Q (4377.710000 sec): 3 clusters Score: Raw -718622.627107 + Penalty 4203.349241 = -714419.277866 nChanged 5 SP:Iteration 93Q (4377.730000 sec): 3 clusters Score: Raw -718625.581298 + Penalty 4203.349241 = -714422.232058 nChanged 9 SP:Iteration 94Q (4377.750000 sec): 3 clusters Score: Raw -718629.797307 + Penalty 4203.349241 = -714426.448066 nChanged 8 SP:Iteration 95Q (4377.770000 sec): 3 clusters Score: Raw -718632.763109 + Penalty 4203.349241 = -714429.413868 nChanged 4 SP:Iteration 96Q (4377.800000 sec): 3 clusters Score: Raw -718633.812451 + Penalty 4203.349241 = -714430.463210 nChanged 4 SP:Iteration 97Q (4377.820000 sec): 3 clusters Score: Raw -718635.302193 + Penalty 4203.349241 = -714431.952952 nChanged 2 SP:Iteration 98Q (4377.840000 sec): 3 clusters Score: Raw -718636.439876 + Penalty 4203.349241 = -714433.090636 nChanged 1 SP:Iteration 99Q (4377.860000 sec): 3 clusters Score: Raw -718636.688091 + Penalty 4203.349241 = -714433.338851 nChanged 1 SP:Iteration 100F (4377.880000 sec): 3 clusters Score: Raw -718636.867422 + Penalty 4203.349241 = -714433.518181 nChanged 1 SP:Iteration 101Q (4377.900000 sec): 3 clusters Score: Raw -718637.181094 + Penalty 4203.349241 = -714433.831853 nChanged 2 SP:Iteration 102Q (4377.920000 sec): 3 clusters Score: Raw -718637.790596 + Penalty 4203.349241 = -714434.441355 nChanged 5 SP:Iteration 103Q (4377.940000 sec): 3 clusters Score: Raw -718639.793427 + Penalty 4203.349241 = -714436.444187 nChanged 7 SP:Iteration 104Q (4377.960000 sec): 3 clusters Score: Raw -718642.529010 + Penalty 4203.349241 = -714439.179769 nChanged 9 SP:Iteration 105Q (4377.980000 sec): 3 clusters Score: Raw -718646.505490 + Penalty 4203.349241 = -714443.156250 nChanged 8 SP:Iteration 106Q (4378.000000 sec): 3 clusters Score: Raw -718648.780103 + Penalty 4203.349241 = -714445.430862 nChanged 4 SP:Iteration 107Q (4378.020000 sec): 3 clusters Score: Raw -718649.692949 + Penalty 4203.349241 = -714446.343709 nChanged 3 SP:Iteration 108Q (4378.040000 sec): 3 clusters Score: Raw -718650.357174 + Penalty 4203.349241 = -714447.007933 nChanged 2 SP:Iteration 109Q (4378.060000 sec): 3 clusters Score: Raw -718650.686676 + Penalty 4203.349241 = -714447.337435 nChanged 0 SP:Iteration 110F (4378.090000 sec): 3 clusters Score: Raw -718650.686676 + Penalty 4203.349241 = -714447.337435 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4378.100000 sec): 2 clusters Score: Raw -18948.111134 + Penalty 1275.132562 = -17672.978572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4378.100000 sec): 3 clusters Score: Raw -19387.648708 + Penalty 2550.265124 = -16837.383584 nChanged 32 SP:Iteration 1F (4378.100000 sec): 3 clusters Score: Raw -19655.951018 + Penalty 2550.265124 = -17105.685894 nChanged 9 SP:Iteration 2F (4378.100000 sec): 3 clusters Score: Raw -19841.460690 + Penalty 2550.265124 = -17291.195566 nChanged 3 SP:Iteration 3Q (4378.100000 sec): 3 clusters Score: Raw -19861.292508 + Penalty 2550.265124 = -17311.027384 nChanged 0 SP:Iteration 4F (4378.100000 sec): 3 clusters Score: Raw -19861.292508 + Penalty 2550.265124 = -17311.027384 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4378.100000 sec): 2 clusters Score: Raw -40028.884354 + Penalty 1417.822870 = -38611.061484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4378.100000 sec): 3 clusters Score: Raw -40214.974396 + Penalty 2835.645740 = -37379.328656 nChanged 38 SP:Iteration 1F (4378.100000 sec): 3 clusters Score: Raw -40462.819821 + Penalty 2835.645740 = -37627.174081 nChanged 10 SP:Iteration 2Q (4378.110000 sec): 3 clusters Score: Raw -40550.366778 + Penalty 2835.645740 = -37714.721038 nChanged 9 SP:Iteration 3Q (4378.110000 sec): 3 clusters Score: Raw -40640.962950 + Penalty 2835.645740 = -37805.317210 nChanged 5 SP:Iteration 4Q (4378.110000 sec): 3 clusters Score: Raw -40764.166812 + Penalty 2835.645740 = -37928.521072 nChanged 8 SP:Iteration 5Q (4378.110000 sec): 3 clusters Score: Raw -40794.694631 + Penalty 2835.645740 = -37959.048891 nChanged 7 SP:Iteration 6Q (4378.110000 sec): 3 clusters Score: Raw -40842.755593 + Penalty 2835.645740 = -38007.109853 nChanged 5 SP:Iteration 7Q (4378.120000 sec): 3 clusters Score: Raw -40876.655064 + Penalty 2835.645740 = -38041.009324 nChanged 5 SP:Iteration 8Q (4378.120000 sec): 3 clusters Score: Raw -40894.450067 + Penalty 2835.645740 = -38058.804327 nChanged 4 SP:Iteration 9Q (4378.120000 sec): 3 clusters Score: Raw -40917.071717 + Penalty 2835.645740 = -38081.425977 nChanged 4 SP:Iteration 10Q (4378.120000 sec): 3 clusters Score: Raw -40928.553425 + Penalty 2835.645740 = -38092.907686 nChanged 1 SP:Iteration 11Q (4378.120000 sec): 3 clusters Score: Raw -40947.948801 + Penalty 2835.645740 = -38112.303062 nChanged 3 SP:Iteration 12Q (4378.120000 sec): 3 clusters Score: Raw -40967.933696 + Penalty 2835.645740 = -38132.287957 nChanged 1 SP:Iteration 13Q (4378.120000 sec): 3 clusters Score: Raw -40970.888204 + Penalty 2835.645740 = -38135.242464 nChanged 1 SP:Iteration 14Q (4378.120000 sec): 3 clusters Score: Raw -40973.117007 + Penalty 2835.645740 = -38137.471267 nChanged 1 SP:Iteration 15Q (4378.120000 sec): 3 clusters Score: Raw -40975.470441 + Penalty 2835.645740 = -38139.824701 nChanged 0 SP:Iteration 16F (4378.130000 sec): 3 clusters Score: Raw -40979.910499 + Penalty 2835.645740 = -38144.264759 nChanged 1 SP:Iteration 17Q (4378.130000 sec): 3 clusters Score: Raw -40998.238412 + Penalty 2835.645740 = -38162.592672 nChanged 7 SP:Iteration 18Q (4378.130000 sec): 3 clusters Score: Raw -41058.625868 + Penalty 2835.645740 = -38222.980129 nChanged 6 SP:Iteration 19Q (4378.130000 sec): 3 clusters Score: Raw -41114.426924 + Penalty 2835.645740 = -38278.781184 nChanged 2 SP:Iteration 20F (4378.130000 sec): 3 clusters Score: Raw -41130.117878 + Penalty 2835.645740 = -38294.472138 nChanged 1 SP:Iteration 21Q (4378.130000 sec): 3 clusters Score: Raw -41136.877725 + Penalty 2835.645740 = -38301.231986 nChanged 3 SP:Iteration 22Q (4378.140000 sec): 3 clusters Score: Raw -41155.073202 + Penalty 2835.645740 = -38319.427463 nChanged 2 SP:Iteration 23Q (4378.140000 sec): 3 clusters Score: Raw -41163.993285 + Penalty 2835.645740 = -38328.347545 nChanged 0 SP:Iteration 24F (4378.140000 sec): 3 clusters Score: Raw -41163.993285 + Penalty 2835.645740 = -38328.347545 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4378.160000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4378.180000 sec): 3 clusters Score: Raw -584719.207328 + Penalty 4088.015414 = -580631.191914 nChanged 1417 SP:Iteration 1F (4378.190000 sec): 3 clusters Score: Raw -585547.423056 + Penalty 4088.015414 = -581459.407642 nChanged 262 SP:Iteration 2F (4378.210000 sec): 3 clusters Score: Raw -585701.599070 + Penalty 4088.015414 = -581613.583656 nChanged 158 SP:Iteration 3Q (4378.230000 sec): 3 clusters Score: Raw -585783.945856 + Penalty 4088.015414 = -581695.930442 nChanged 117 SP:Iteration 4Q (4378.250000 sec): 3 clusters Score: Raw -585831.956215 + Penalty 4088.015414 = -581743.940801 nChanged 71 SP:Iteration 5Q (4378.270000 sec): 3 clusters Score: Raw -585862.279874 + Penalty 4088.015414 = -581774.264460 nChanged 53 SP:Iteration 6Q (4378.290000 sec): 3 clusters Score: Raw -585889.686526 + Penalty 4088.015414 = -581801.671112 nChanged 48 SP:Iteration 7Q (4378.310000 sec): 3 clusters Score: Raw -585910.505006 + Penalty 4088.015414 = -581822.489592 nChanged 44 SP:Iteration 8Q (4378.320000 sec): 3 clusters Score: Raw -585930.665683 + Penalty 4088.015414 = -581842.650269 nChanged 54 SP:Iteration 9Q (4378.340000 sec): 3 clusters Score: Raw -585952.626537 + Penalty 4088.015414 = -581864.611123 nChanged 35 SP:Iteration 10Q (4378.360000 sec): 3 clusters Score: Raw -585968.067144 + Penalty 4088.015414 = -581880.051730 nChanged 34 SP:Iteration 11Q (4378.380000 sec): 3 clusters Score: Raw -585983.888661 + Penalty 4088.015414 = -581895.873247 nChanged 29 SP:Iteration 12Q (4378.400000 sec): 3 clusters Score: Raw -585994.976281 + Penalty 4088.015414 = -581906.960867 nChanged 26 SP:Iteration 13Q (4378.420000 sec): 3 clusters Score: Raw -586005.006262 + Penalty 4088.015414 = -581916.990848 nChanged 24 SP:Iteration 14Q (4378.440000 sec): 3 clusters Score: Raw -586015.614252 + Penalty 4088.015414 = -581927.598838 nChanged 24 SP:Iteration 15Q (4378.460000 sec): 3 clusters Score: Raw -586024.670753 + Penalty 4088.015414 = -581936.655339 nChanged 19 SP:Iteration 16Q (4378.480000 sec): 3 clusters Score: Raw -586030.457195 + Penalty 4088.015414 = -581942.441781 nChanged 15 SP:Iteration 17Q (4378.490000 sec): 3 clusters Score: Raw -586035.721444 + Penalty 4088.015414 = -581947.706030 nChanged 14 SP:Iteration 18Q (4378.510000 sec): 3 clusters Score: Raw -586040.177218 + Penalty 4088.015414 = -581952.161804 nChanged 11 SP:Iteration 19Q (4378.530000 sec): 3 clusters Score: Raw -586044.738489 + Penalty 4088.015414 = -581956.723075 nChanged 18 SP:Iteration 20F (4378.550000 sec): 3 clusters Score: Raw -586051.522494 + Penalty 4088.015414 = -581963.507080 nChanged 16 SP:Iteration 21Q (4378.570000 sec): 3 clusters Score: Raw -586057.982262 + Penalty 4088.015414 = -581969.966848 nChanged 19 SP:Iteration 22Q (4378.590000 sec): 3 clusters Score: Raw -586065.893601 + Penalty 4088.015414 = -581977.878187 nChanged 16 SP:Iteration 23Q (4378.600000 sec): 3 clusters Score: Raw -586071.058121 + Penalty 4088.015414 = -581983.042707 nChanged 7 SP:Iteration 24Q (4378.620000 sec): 3 clusters Score: Raw -586073.545013 + Penalty 4088.015414 = -581985.529599 nChanged 9 SP:Iteration 25Q (4378.640000 sec): 3 clusters Score: Raw -586076.601768 + Penalty 4088.015414 = -581988.586354 nChanged 6 SP:Iteration 26Q (4378.660000 sec): 3 clusters Score: Raw -586080.931453 + Penalty 4088.015414 = -581992.916039 nChanged 13 SP:Iteration 27Q (4378.680000 sec): 3 clusters Score: Raw -586085.883824 + Penalty 4088.015414 = -581997.868411 nChanged 9 SP:Iteration 28Q (4378.700000 sec): 3 clusters Score: Raw -586088.893378 + Penalty 4088.015414 = -582000.877964 nChanged 7 SP:Iteration 29Q (4378.720000 sec): 3 clusters Score: Raw -586090.921272 + Penalty 4088.015414 = -582002.905858 nChanged 7 SP:Iteration 30Q (4378.740000 sec): 3 clusters Score: Raw -586092.804654 + Penalty 4088.015414 = -582004.789240 nChanged 4 SP:Iteration 31Q (4378.760000 sec): 3 clusters Score: Raw -586094.303682 + Penalty 4088.015414 = -582006.288268 nChanged 5 SP:Iteration 32Q (4378.770000 sec): 3 clusters Score: Raw -586095.803222 + Penalty 4088.015414 = -582007.787808 nChanged 6 SP:Iteration 33Q (4378.790000 sec): 3 clusters Score: Raw -586099.364359 + Penalty 4088.015414 = -582011.348945 nChanged 11 SP:Iteration 34Q (4378.810000 sec): 3 clusters Score: Raw -586104.022231 + Penalty 4088.015414 = -582016.006817 nChanged 16 SP:Iteration 35Q (4378.820000 sec): 3 clusters Score: Raw -586110.484631 + Penalty 4088.015414 = -582022.469217 nChanged 14 SP:Iteration 36Q (4378.840000 sec): 3 clusters Score: Raw -586115.713470 + Penalty 4088.015414 = -582027.698056 nChanged 9 SP:Iteration 37Q (4378.860000 sec): 3 clusters Score: Raw -586119.674068 + Penalty 4088.015414 = -582031.658654 nChanged 11 SP:Iteration 38Q (4378.880000 sec): 3 clusters Score: Raw -586123.592080 + Penalty 4088.015414 = -582035.576666 nChanged 13 SP:Iteration 39Q (4378.900000 sec): 3 clusters Score: Raw -586129.424925 + Penalty 4088.015414 = -582041.409511 nChanged 12 SP:Iteration 40F (4378.920000 sec): 3 clusters Score: Raw -586133.821944 + Penalty 4088.015414 = -582045.806531 nChanged 18 SP:Iteration 41Q (4378.940000 sec): 3 clusters Score: Raw -586140.602366 + Penalty 4088.015414 = -582052.586953 nChanged 15 SP:Iteration 42Q (4378.960000 sec): 3 clusters Score: Raw -586146.000789 + Penalty 4088.015414 = -582057.985375 nChanged 14 SP:Iteration 43Q (4378.980000 sec): 3 clusters Score: Raw -586151.680519 + Penalty 4088.015414 = -582063.665105 nChanged 10 SP:Iteration 44Q (4378.990000 sec): 3 clusters Score: Raw -586155.608426 + Penalty 4088.015414 = -582067.593012 nChanged 9 SP:Iteration 45Q (4379.010000 sec): 3 clusters Score: Raw -586159.522840 + Penalty 4088.015414 = -582071.507426 nChanged 11 SP:Iteration 46Q (4379.030000 sec): 3 clusters Score: Raw -586162.906916 + Penalty 4088.015414 = -582074.891502 nChanged 12 SP:Iteration 47Q (4379.050000 sec): 3 clusters Score: Raw -586167.164560 + Penalty 4088.015414 = -582079.149147 nChanged 11 SP:Iteration 48Q (4379.070000 sec): 3 clusters Score: Raw -586173.208358 + Penalty 4088.015414 = -582085.192944 nChanged 11 SP:Iteration 49Q (4379.090000 sec): 3 clusters Score: Raw -586177.654264 + Penalty 4088.015414 = -582089.638850 nChanged 9 SP:Iteration 50Q (4379.100000 sec): 3 clusters Score: Raw -586180.575410 + Penalty 4088.015414 = -582092.559997 nChanged 7 SP:Iteration 51Q (4379.120000 sec): 3 clusters Score: Raw -586182.547343 + Penalty 4088.015414 = -582094.531929 nChanged 6 SP:Iteration 52Q (4379.140000 sec): 3 clusters Score: Raw -586184.236984 + Penalty 4088.015414 = -582096.221570 nChanged 6 SP:Iteration 53Q (4379.160000 sec): 3 clusters Score: Raw -586185.678226 + Penalty 4088.015414 = -582097.662813 nChanged 5 SP:Iteration 54Q (4379.180000 sec): 3 clusters Score: Raw -586188.058451 + Penalty 4088.015414 = -582100.043037 nChanged 9 SP:Iteration 55Q (4379.200000 sec): 3 clusters Score: Raw -586192.380409 + Penalty 4088.015414 = -582104.364995 nChanged 13 SP:Iteration 56Q (4379.220000 sec): 3 clusters Score: Raw -586197.629358 + Penalty 4088.015414 = -582109.613945 nChanged 13 SP:Iteration 57Q (4379.240000 sec): 3 clusters Score: Raw -586202.191939 + Penalty 4088.015414 = -582114.176525 nChanged 9 SP:Iteration 58Q (4379.250000 sec): 3 clusters Score: Raw -586205.181670 + Penalty 4088.015414 = -582117.166256 nChanged 6 SP:Iteration 59Q (4379.270000 sec): 3 clusters Score: Raw -586207.667518 + Penalty 4088.015414 = -582119.652104 nChanged 5 SP:Iteration 60F (4379.290000 sec): 3 clusters Score: Raw -586210.358343 + Penalty 4088.015414 = -582122.342929 nChanged 9 SP:Iteration 61Q (4379.310000 sec): 3 clusters Score: Raw -586214.495419 + Penalty 4088.015414 = -582126.480005 nChanged 11 SP:Iteration 62Q (4379.330000 sec): 3 clusters Score: Raw -586219.471099 + Penalty 4088.015414 = -582131.455685 nChanged 9 SP:Iteration 63Q (4379.350000 sec): 3 clusters Score: Raw -586222.635407 + Penalty 4088.015414 = -582134.619994 nChanged 6 SP:Iteration 64Q (4379.360000 sec): 3 clusters Score: Raw -586225.533769 + Penalty 4088.015414 = -582137.518355 nChanged 8 SP:Iteration 65Q (4379.380000 sec): 3 clusters Score: Raw -586229.220972 + Penalty 4088.015414 = -582141.205558 nChanged 12 SP:Iteration 66Q (4379.400000 sec): 3 clusters Score: Raw -586233.596988 + Penalty 4088.015414 = -582145.581574 nChanged 13 SP:Iteration 67Q (4379.420000 sec): 3 clusters Score: Raw -586238.846134 + Penalty 4088.015414 = -582150.830720 nChanged 7 SP:Iteration 68Q (4379.440000 sec): 3 clusters Score: Raw -586241.863655 + Penalty 4088.015414 = -582153.848241 nChanged 9 SP:Iteration 69Q (4379.460000 sec): 3 clusters Score: Raw -586244.809943 + Penalty 4088.015414 = -582156.794529 nChanged 6 SP:Iteration 70Q (4379.480000 sec): 3 clusters Score: Raw -586247.222106 + Penalty 4088.015414 = -582159.206693 nChanged 5 SP:Iteration 71Q (4379.500000 sec): 3 clusters Score: Raw -586248.417614 + Penalty 4088.015414 = -582160.402200 nChanged 3 SP:Iteration 72Q (4379.510000 sec): 3 clusters Score: Raw -586249.067481 + Penalty 4088.015414 = -582161.052067 nChanged 4 SP:Iteration 73Q (4379.530000 sec): 3 clusters Score: Raw -586250.294839 + Penalty 4088.015414 = -582162.279425 nChanged 2 SP:Iteration 74Q (4379.550000 sec): 3 clusters Score: Raw -586251.898106 + Penalty 4088.015414 = -582163.882693 nChanged 4 SP:Iteration 75Q (4379.570000 sec): 3 clusters Score: Raw -586253.481083 + Penalty 4088.015414 = -582165.465669 nChanged 4 SP:Iteration 76Q (4379.580000 sec): 3 clusters Score: Raw -586255.915021 + Penalty 4088.015414 = -582167.899607 nChanged 6 SP:Iteration 77Q (4379.600000 sec): 3 clusters Score: Raw -586258.538355 + Penalty 4088.015414 = -582170.522941 nChanged 8 SP:Iteration 78Q (4379.620000 sec): 3 clusters Score: Raw -586260.717606 + Penalty 4088.015414 = -582172.702192 nChanged 6 SP:Iteration 79Q (4379.640000 sec): 3 clusters Score: Raw -586263.745001 + Penalty 4088.015414 = -582175.729587 nChanged 8 SP:Iteration 80F (4379.660000 sec): 3 clusters Score: Raw -586266.784900 + Penalty 4088.015414 = -582178.769486 nChanged 10 SP:Iteration 81Q (4379.680000 sec): 3 clusters Score: Raw -586270.685288 + Penalty 4088.015414 = -582182.669874 nChanged 10 SP:Iteration 82Q (4379.700000 sec): 3 clusters Score: Raw -586274.886891 + Penalty 4088.015414 = -582186.871477 nChanged 14 SP:Iteration 83Q (4379.720000 sec): 3 clusters Score: Raw -586280.956663 + Penalty 4088.015414 = -582192.941249 nChanged 13 SP:Iteration 84Q (4379.730000 sec): 3 clusters Score: Raw -586285.591875 + Penalty 4088.015414 = -582197.576461 nChanged 10 SP:Iteration 85Q (4379.750000 sec): 3 clusters Score: Raw -586289.749963 + Penalty 4088.015414 = -582201.734549 nChanged 9 SP:Iteration 86Q (4379.770000 sec): 3 clusters Score: Raw -586293.839605 + Penalty 4088.015414 = -582205.824191 nChanged 9 SP:Iteration 87Q (4379.790000 sec): 3 clusters Score: Raw -586299.863216 + Penalty 4088.015414 = -582211.847803 nChanged 9 SP:Iteration 88Q (4379.810000 sec): 3 clusters Score: Raw -586303.856091 + Penalty 4088.015414 = -582215.840677 nChanged 11 SP:Iteration 89Q (4379.820000 sec): 3 clusters Score: Raw -586308.585038 + Penalty 4088.015414 = -582220.569624 nChanged 8 SP:Iteration 90Q (4379.840000 sec): 3 clusters Score: Raw -586312.137283 + Penalty 4088.015414 = -582224.121869 nChanged 9 SP:Iteration 91Q (4379.860000 sec): 3 clusters Score: Raw -586316.419818 + Penalty 4088.015414 = -582228.404404 nChanged 12 SP:Iteration 92Q (4379.880000 sec): 3 clusters Score: Raw -586322.712558 + Penalty 4088.015414 = -582234.697144 nChanged 14 SP:Iteration 93Q (4379.900000 sec): 3 clusters Score: Raw -586329.407575 + Penalty 4088.015414 = -582241.392161 nChanged 16 SP:Iteration 94Q (4379.920000 sec): 3 clusters Score: Raw -586337.043807 + Penalty 4088.015414 = -582249.028394 nChanged 16 SP:Iteration 95Q (4379.940000 sec): 3 clusters Score: Raw -586345.752112 + Penalty 4088.015414 = -582257.736699 nChanged 16 SP:Iteration 96Q (4379.950000 sec): 3 clusters Score: Raw -586351.733270 + Penalty 4088.015414 = -582263.717856 nChanged 13 SP:Iteration 97Q (4379.970000 sec): 3 clusters Score: Raw -586357.649320 + Penalty 4088.015414 = -582269.633906 nChanged 14 SP:Iteration 98Q (4379.990000 sec): 3 clusters Score: Raw -586363.063101 + Penalty 4088.015414 = -582275.047687 nChanged 12 SP:Iteration 99Q (4380.010000 sec): 3 clusters Score: Raw -586366.959382 + Penalty 4088.015414 = -582278.943968 nChanged 7 SP:Iteration 100F (4380.030000 sec): 3 clusters Score: Raw -586372.413161 + Penalty 4088.015414 = -582284.397747 nChanged 8 SP:Iteration 101Q (4380.040000 sec): 3 clusters Score: Raw -586375.338193 + Penalty 4088.015414 = -582287.322779 nChanged 6 SP:Iteration 102Q (4380.060000 sec): 3 clusters Score: Raw -586377.430538 + Penalty 4088.015414 = -582289.415124 nChanged 7 SP:Iteration 103Q (4380.080000 sec): 3 clusters Score: Raw -586381.066864 + Penalty 4088.015414 = -582293.051450 nChanged 10 SP:Iteration 104Q (4380.100000 sec): 3 clusters Score: Raw -586384.604705 + Penalty 4088.015414 = -582296.589291 nChanged 5 SP:Iteration 105Q (4380.120000 sec): 3 clusters Score: Raw -586387.315817 + Penalty 4088.015414 = -582299.300403 nChanged 12 SP:Iteration 106Q (4380.140000 sec): 3 clusters Score: Raw -586393.160344 + Penalty 4088.015414 = -582305.144930 nChanged 10 SP:Iteration 107Q (4380.160000 sec): 3 clusters Score: Raw -586399.015271 + Penalty 4088.015414 = -582310.999857 nChanged 13 SP:Iteration 108Q (4380.170000 sec): 3 clusters Score: Raw -586404.066468 + Penalty 4088.015414 = -582316.051054 nChanged 10 SP:Iteration 109Q (4380.190000 sec): 3 clusters Score: Raw -586408.725361 + Penalty 4088.015414 = -582320.709947 nChanged 5 SP:Iteration 110Q (4380.210000 sec): 3 clusters Score: Raw -586410.040362 + Penalty 4088.015414 = -582322.024948 nChanged 5 SP:Iteration 111Q (4380.230000 sec): 3 clusters Score: Raw -586412.065990 + Penalty 4088.015414 = -582324.050576 nChanged 4 SP:Iteration 112Q (4380.240000 sec): 3 clusters Score: Raw -586413.232520 + Penalty 4088.015414 = -582325.217107 nChanged 6 SP:Iteration 113Q (4380.260000 sec): 3 clusters Score: Raw -586415.066612 + Penalty 4088.015414 = -582327.051198 nChanged 6 SP:Iteration 114Q (4380.280000 sec): 3 clusters Score: Raw -586417.270771 + Penalty 4088.015414 = -582329.255357 nChanged 5 SP:Iteration 115Q (4380.300000 sec): 3 clusters Score: Raw -586419.074208 + Penalty 4088.015414 = -582331.058794 nChanged 6 SP:Iteration 116Q (4380.320000 sec): 3 clusters Score: Raw -586420.500652 + Penalty 4088.015414 = -582332.485239 nChanged 3 SP:Iteration 117Q (4380.340000 sec): 3 clusters Score: Raw -586421.584104 + Penalty 4088.015414 = -582333.568691 nChanged 4 SP:Iteration 118Q (4380.350000 sec): 3 clusters Score: Raw -586423.437286 + Penalty 4088.015414 = -582335.421872 nChanged 6 SP:Iteration 119Q (4380.370000 sec): 3 clusters Score: Raw -586425.552813 + Penalty 4088.015414 = -582337.537399 nChanged 4 SP:Iteration 120F (4380.390000 sec): 3 clusters Score: Raw -586426.800992 + Penalty 4088.015414 = -582338.785578 nChanged 4 SP:Iteration 121Q (4380.410000 sec): 3 clusters Score: Raw -586428.397281 + Penalty 4088.015414 = -582340.381867 nChanged 5 SP:Iteration 122Q (4380.420000 sec): 3 clusters Score: Raw -586430.490138 + Penalty 4088.015414 = -582342.474724 nChanged 7 SP:Iteration 123Q (4380.440000 sec): 3 clusters Score: Raw -586434.899566 + Penalty 4088.015414 = -582346.884152 nChanged 10 SP:Iteration 124Q (4380.460000 sec): 3 clusters Score: Raw -586440.549621 + Penalty 4088.015414 = -582352.534207 nChanged 9 SP:Iteration 125Q (4380.480000 sec): 3 clusters Score: Raw -586446.439824 + Penalty 4088.015414 = -582358.424410 nChanged 8 SP:Iteration 126Q (4380.500000 sec): 3 clusters Score: Raw -586450.551410 + Penalty 4088.015414 = -582362.535996 nChanged 9 SP:Iteration 127Q (4380.520000 sec): 3 clusters Score: Raw -586455.034540 + Penalty 4088.015414 = -582367.019126 nChanged 6 SP:Iteration 128Q (4380.530000 sec): 3 clusters Score: Raw -586458.473461 + Penalty 4088.015414 = -582370.458047 nChanged 8 SP:Iteration 129Q (4380.550000 sec): 3 clusters Score: Raw -586462.069737 + Penalty 4088.015414 = -582374.054323 nChanged 8 SP:Iteration 130Q (4380.570000 sec): 3 clusters Score: Raw -586466.144239 + Penalty 4088.015414 = -582378.128825 nChanged 10 SP:Iteration 131Q (4380.590000 sec): 3 clusters Score: Raw -586470.843684 + Penalty 4088.015414 = -582382.828270 nChanged 9 SP:Iteration 132Q (4380.600000 sec): 3 clusters Score: Raw -586475.423430 + Penalty 4088.015414 = -582387.408016 nChanged 10 SP:Iteration 133Q (4380.620000 sec): 3 clusters Score: Raw -586481.742815 + Penalty 4088.015414 = -582393.727402 nChanged 13 SP:Iteration 134Q (4380.640000 sec): 3 clusters Score: Raw -586489.358624 + Penalty 4088.015414 = -582401.343210 nChanged 11 SP:Iteration 135Q (4380.660000 sec): 3 clusters Score: Raw -586494.008367 + Penalty 4088.015414 = -582405.992953 nChanged 11 SP:Iteration 136Q (4380.680000 sec): 3 clusters Score: Raw -586499.509184 + Penalty 4088.015414 = -582411.493770 nChanged 17 SP:Iteration 137Q (4380.700000 sec): 3 clusters Score: Raw -586510.749723 + Penalty 4088.015414 = -582422.734309 nChanged 25 SP:Iteration 138Q (4380.710000 sec): 3 clusters Score: Raw -586524.564152 + Penalty 4088.015414 = -582436.548738 nChanged 19 SP:Iteration 139Q (4380.730000 sec): 3 clusters Score: Raw -586536.782462 + Penalty 4088.015414 = -582448.767048 nChanged 24 SP:Iteration 140F (4380.750000 sec): 3 clusters Score: Raw -586555.696669 + Penalty 4088.015414 = -582467.681255 nChanged 25 SP:Iteration 141Q (4380.760000 sec): 3 clusters Score: Raw -586570.600923 + Penalty 4088.015414 = -582482.585509 nChanged 24 SP:Iteration 142Q (4380.780000 sec): 3 clusters Score: Raw -586590.808078 + Penalty 4088.015414 = -582502.792664 nChanged 22 SP:Iteration 143Q (4380.800000 sec): 3 clusters Score: Raw -586608.869594 + Penalty 4088.015414 = -582520.854180 nChanged 26 SP:Iteration 144Q (4380.820000 sec): 3 clusters Score: Raw -586628.124005 + Penalty 4088.015414 = -582540.108591 nChanged 27 SP:Iteration 145Q (4380.840000 sec): 3 clusters Score: Raw -586646.533669 + Penalty 4088.015414 = -582558.518255 nChanged 16 SP:Iteration 146Q (4380.850000 sec): 3 clusters Score: Raw -586654.752245 + Penalty 4088.015414 = -582566.736831 nChanged 12 SP:Iteration 147Q (4380.870000 sec): 3 clusters Score: Raw -586662.680304 + Penalty 4088.015414 = -582574.664890 nChanged 12 SP:Iteration 148Q (4380.890000 sec): 3 clusters Score: Raw -586670.679736 + Penalty 4088.015414 = -582582.664322 nChanged 14 SP:Iteration 149Q (4380.900000 sec): 3 clusters Score: Raw -586677.332817 + Penalty 4088.015414 = -582589.317403 nChanged 8 SP:Iteration 150Q (4380.920000 sec): 3 clusters Score: Raw -586681.205897 + Penalty 4088.015414 = -582593.190483 nChanged 9 SP:Iteration 151Q (4380.940000 sec): 3 clusters Score: Raw -586686.056804 + Penalty 4088.015414 = -582598.041390 nChanged 10 SP:Iteration 152Q (4380.950000 sec): 3 clusters Score: Raw -586693.574465 + Penalty 4088.015414 = -582605.559051 nChanged 9 SP:Iteration 153Q (4380.970000 sec): 3 clusters Score: Raw -586698.093232 + Penalty 4088.015414 = -582610.077818 nChanged 6 SP:Iteration 154Q (4380.990000 sec): 3 clusters Score: Raw -586701.408524 + Penalty 4088.015414 = -582613.393110 nChanged 5 SP:Iteration 155Q (4381.000000 sec): 3 clusters Score: Raw -586704.444088 + Penalty 4088.015414 = -582616.428674 nChanged 2 SP:Iteration 156Q (4381.020000 sec): 3 clusters Score: Raw -586705.450827 + Penalty 4088.015414 = -582617.435414 nChanged 4 SP:Iteration 157Q (4381.040000 sec): 3 clusters Score: Raw -586708.255653 + Penalty 4088.015414 = -582620.240239 nChanged 6 SP:Iteration 158Q (4381.060000 sec): 3 clusters Score: Raw -586711.999683 + Penalty 4088.015414 = -582623.984269 nChanged 6 SP:Iteration 159Q (4381.070000 sec): 3 clusters Score: Raw -586715.261342 + Penalty 4088.015414 = -582627.245929 nChanged 7 SP:Iteration 160F (4381.090000 sec): 3 clusters Score: Raw -586719.376609 + Penalty 4088.015414 = -582631.361196 nChanged 7 SP:Iteration 161Q (4381.110000 sec): 3 clusters Score: Raw -586723.984243 + Penalty 4088.015414 = -582635.968829 nChanged 5 SP:Iteration 162Q (4381.120000 sec): 3 clusters Score: Raw -586728.197180 + Penalty 4088.015414 = -582640.181766 nChanged 5 SP:Iteration 163Q (4381.140000 sec): 3 clusters Score: Raw -586732.834865 + Penalty 4088.015414 = -582644.819451 nChanged 5 SP:Iteration 164Q (4381.160000 sec): 3 clusters Score: Raw -586736.117056 + Penalty 4088.015414 = -582648.101642 nChanged 4 SP:Iteration 165Q (4381.180000 sec): 3 clusters Score: Raw -586739.591402 + Penalty 4088.015414 = -582651.575988 nChanged 4 SP:Iteration 166Q (4381.190000 sec): 3 clusters Score: Raw -586741.615288 + Penalty 4088.015414 = -582653.599874 nChanged 7 SP:Iteration 167Q (4381.210000 sec): 3 clusters Score: Raw -586749.581219 + Penalty 4088.015414 = -582661.565805 nChanged 10 SP:Iteration 168Q (4381.220000 sec): 3 clusters Score: Raw -586756.404396 + Penalty 4088.015414 = -582668.388982 nChanged 4 SP:Iteration 169Q (4381.240000 sec): 3 clusters Score: Raw -586762.045772 + Penalty 4088.015414 = -582674.030358 nChanged 3 SP:Iteration 170Q (4381.260000 sec): 3 clusters Score: Raw -586764.637620 + Penalty 4088.015414 = -582676.622206 nChanged 3 SP:Iteration 171Q (4381.270000 sec): 3 clusters Score: Raw -586767.175142 + Penalty 4088.015414 = -582679.159728 nChanged 2 SP:Iteration 172Q (4381.290000 sec): 3 clusters Score: Raw -586768.661912 + Penalty 4088.015414 = -582680.646498 nChanged 3 SP:Iteration 173Q (4381.310000 sec): 3 clusters Score: Raw -586770.769518 + Penalty 4088.015414 = -582682.754104 nChanged 1 SP:Iteration 174Q (4381.320000 sec): 3 clusters Score: Raw -586771.650944 + Penalty 4088.015414 = -582683.635530 nChanged 0 SP:Iteration 175F (4381.340000 sec): 3 clusters Score: Raw -586771.650944 + Penalty 4088.015414 = -582683.635530 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.350000 sec): 2 clusters Score: Raw -79824.163651 + Penalty 1549.993860 = -78274.169791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.350000 sec): 3 clusters Score: Raw -79838.721056 + Penalty 3099.987720 = -76738.733335 nChanged 94 SP:Iteration 1F (4381.350000 sec): 3 clusters Score: Raw -80019.361437 + Penalty 3099.987720 = -76919.373717 nChanged 16 SP:Iteration 2Q (4381.360000 sec): 3 clusters Score: Raw -80047.128388 + Penalty 3099.987720 = -76947.140667 nChanged 6 SP:Iteration 3Q (4381.360000 sec): 3 clusters Score: Raw -80058.950908 + Penalty 3099.987720 = -76958.963187 nChanged 4 SP:Iteration 4Q (4381.360000 sec): 3 clusters Score: Raw -80067.992086 + Penalty 3099.987720 = -76968.004366 nChanged 1 SP:Iteration 5Q (4381.360000 sec): 3 clusters Score: Raw -80069.762523 + Penalty 3099.987720 = -76969.774803 nChanged 0 SP:Iteration 6F (4381.360000 sec): 3 clusters Score: Raw -80069.762523 + Penalty 3099.987720 = -76969.774803 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.370000 sec): 2 clusters Score: Raw -43139.243596 + Penalty 1407.834943 = -41731.408653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.370000 sec): 3 clusters Score: Raw -43245.534356 + Penalty 2815.669886 = -40429.864470 nChanged 29 SP:Iteration 1F (4381.370000 sec): 3 clusters Score: Raw -43321.382093 + Penalty 2815.669886 = -40505.712207 nChanged 13 SP:Iteration 2Q (4381.370000 sec): 3 clusters Score: Raw -43357.769295 + Penalty 2815.669886 = -40542.099409 nChanged 4 SP:Iteration 3Q (4381.380000 sec): 3 clusters Score: Raw -43376.216303 + Penalty 2815.669886 = -40560.546417 nChanged 3 SP:Iteration 4Q (4381.380000 sec): 3 clusters Score: Raw -43387.662304 + Penalty 2815.669886 = -40571.992418 nChanged 0 SP:Iteration 5F (4381.380000 sec): 3 clusters Score: Raw -43387.662304 + Penalty 2815.669886 = -40571.992418 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 32 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.380000 sec): 2 clusters Score: Raw -28196.050946 + Penalty 1316.450389 = -26879.600557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.380000 sec): 3 clusters Score: Raw -28358.569293 + Penalty 2632.900778 = -25725.668515 nChanged 13 SP:Iteration 1F (4381.380000 sec): 3 clusters Score: Raw -28424.980146 + Penalty 2632.900778 = -25792.079368 nChanged 3 SP:Iteration 2Q (4381.380000 sec): 3 clusters Score: Raw -28439.395128 + Penalty 2632.900778 = -25806.494350 nChanged 1 SP:Iteration 3Q (4381.380000 sec): 3 clusters Score: Raw -28450.555287 + Penalty 2632.900778 = -25817.654509 nChanged 0 SP:Iteration 4F (4381.390000 sec): 3 clusters Score: Raw -28450.555287 + Penalty 2632.900778 = -25817.654509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.390000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.390000 sec): 3 clusters Score: Raw -67601.316693 + Penalty 3110.410262 = -64490.906431 nChanged 136 SP:Iteration 1F (4381.400000 sec): 3 clusters Score: Raw -68026.536677 + Penalty 3110.410262 = -64916.126414 nChanged 47 SP:Iteration 2F (4381.400000 sec): 3 clusters Score: Raw -68326.044416 + Penalty 3110.410262 = -65215.634154 nChanged 32 SP:Iteration 3F (4381.400000 sec): 3 clusters Score: Raw -68437.566555 + Penalty 3110.410262 = -65327.156293 nChanged 24 SP:Iteration 4Q (4381.400000 sec): 3 clusters Score: Raw -68568.473683 + Penalty 3110.410262 = -65458.063421 nChanged 12 SP:Iteration 5Q (4381.410000 sec): 3 clusters Score: Raw -68600.358179 + Penalty 3110.410262 = -65489.947916 nChanged 4 SP:Iteration 6Q (4381.410000 sec): 3 clusters Score: Raw -68613.140394 + Penalty 3110.410262 = -65502.730132 nChanged 8 SP:Iteration 7Q (4381.410000 sec): 3 clusters Score: Raw -68671.602749 + Penalty 3110.410262 = -65561.192487 nChanged 7 SP:Iteration 8Q (4381.410000 sec): 3 clusters Score: Raw -68705.908027 + Penalty 3110.410262 = -65595.497765 nChanged 8 SP:Iteration 9Q (4381.420000 sec): 3 clusters Score: Raw -68735.363755 + Penalty 3110.410262 = -65624.953493 nChanged 5 SP:Iteration 10Q (4381.420000 sec): 3 clusters Score: Raw -68752.055983 + Penalty 3110.410262 = -65641.645721 nChanged 7 SP:Iteration 11Q (4381.420000 sec): 3 clusters Score: Raw -68787.076063 + Penalty 3110.410262 = -65676.665801 nChanged 5 SP:Iteration 12Q (4381.420000 sec): 3 clusters Score: Raw -68799.003114 + Penalty 3110.410262 = -65688.592851 nChanged 3 SP:Iteration 13Q (4381.420000 sec): 3 clusters Score: Raw -68810.441399 + Penalty 3110.410262 = -65700.031137 nChanged 3 SP:Iteration 14Q (4381.430000 sec): 3 clusters Score: Raw -68820.427181 + Penalty 3110.410262 = -65710.016919 nChanged 1 SP:Iteration 15Q (4381.430000 sec): 3 clusters Score: Raw -68825.971784 + Penalty 3110.410262 = -65715.561522 nChanged 2 SP:Iteration 16Q (4381.430000 sec): 3 clusters Score: Raw -68835.440138 + Penalty 3110.410262 = -65725.029876 nChanged 1 SP:Iteration 17Q (4381.430000 sec): 3 clusters Score: Raw -68846.385813 + Penalty 3110.410262 = -65735.975550 nChanged 2 SP:Iteration 18Q (4381.440000 sec): 3 clusters Score: Raw -68860.505399 + Penalty 3110.410262 = -65750.095137 nChanged 2 SP:Iteration 19Q (4381.440000 sec): 3 clusters Score: Raw -68870.538294 + Penalty 3110.410262 = -65760.128032 nChanged 1 SP:Iteration 20F (4381.440000 sec): 3 clusters Score: Raw -68873.443451 + Penalty 3110.410262 = -65763.033189 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.450000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.460000 sec): 3 clusters Score: Raw -295520.283986 + Penalty 3749.799911 = -291770.484076 nChanged 625 SP:Iteration 1F (4381.470000 sec): 3 clusters Score: Raw -296000.752124 + Penalty 3749.799911 = -292250.952213 nChanged 137 SP:Iteration 2F (4381.480000 sec): 3 clusters Score: Raw -296132.397794 + Penalty 3749.799911 = -292382.597884 nChanged 66 SP:Iteration 3Q (4381.490000 sec): 3 clusters Score: Raw -296195.881812 + Penalty 3749.799911 = -292446.081901 nChanged 63 SP:Iteration 4Q (4381.500000 sec): 3 clusters Score: Raw -296245.469522 + Penalty 3749.799911 = -292495.669612 nChanged 51 SP:Iteration 5Q (4381.510000 sec): 3 clusters Score: Raw -296291.099468 + Penalty 3749.799911 = -292541.299557 nChanged 42 SP:Iteration 6Q (4381.520000 sec): 3 clusters Score: Raw -296321.932565 + Penalty 3749.799911 = -292572.132654 nChanged 29 SP:Iteration 7Q (4381.520000 sec): 3 clusters Score: Raw -296346.299324 + Penalty 3749.799911 = -292596.499413 nChanged 27 SP:Iteration 8Q (4381.540000 sec): 3 clusters Score: Raw -296367.236446 + Penalty 3749.799911 = -292617.436535 nChanged 16 SP:Iteration 9Q (4381.540000 sec): 3 clusters Score: Raw -296378.483072 + Penalty 3749.799911 = -292628.683161 nChanged 16 SP:Iteration 10Q (4381.550000 sec): 3 clusters Score: Raw -296390.625832 + Penalty 3749.799911 = -292640.825922 nChanged 13 SP:Iteration 11Q (4381.560000 sec): 3 clusters Score: Raw -296400.303458 + Penalty 3749.799911 = -292650.503548 nChanged 14 SP:Iteration 12Q (4381.570000 sec): 3 clusters Score: Raw -296410.840657 + Penalty 3749.799911 = -292661.040747 nChanged 13 SP:Iteration 13Q (4381.580000 sec): 3 clusters Score: Raw -296422.298675 + Penalty 3749.799911 = -292672.498764 nChanged 13 SP:Iteration 14Q (4381.590000 sec): 3 clusters Score: Raw -296432.942934 + Penalty 3749.799911 = -292683.143023 nChanged 18 SP:Iteration 15Q (4381.600000 sec): 3 clusters Score: Raw -296447.486847 + Penalty 3749.799911 = -292697.686936 nChanged 13 SP:Iteration 16Q (4381.610000 sec): 3 clusters Score: Raw -296456.041527 + Penalty 3749.799911 = -292706.241616 nChanged 13 SP:Iteration 17Q (4381.620000 sec): 3 clusters Score: Raw -296468.254284 + Penalty 3749.799911 = -292718.454373 nChanged 13 SP:Iteration 18Q (4381.630000 sec): 3 clusters Score: Raw -296486.164400 + Penalty 3749.799911 = -292736.364490 nChanged 20 SP:Iteration 19Q (4381.640000 sec): 3 clusters Score: Raw -296502.961414 + Penalty 3749.799911 = -292753.161503 nChanged 21 SP:Iteration 20F (4381.650000 sec): 3 clusters Score: Raw -296520.503369 + Penalty 3749.799911 = -292770.703458 nChanged 20 SP:Iteration 21Q (4381.660000 sec): 3 clusters Score: Raw -296541.407497 + Penalty 3749.799911 = -292791.607586 nChanged 20 SP:Iteration 22Q (4381.660000 sec): 3 clusters Score: Raw -296559.222714 + Penalty 3749.799911 = -292809.422803 nChanged 15 SP:Iteration 23Q (4381.680000 sec): 3 clusters Score: Raw -296574.207414 + Penalty 3749.799911 = -292824.407504 nChanged 18 SP:Iteration 24Q (4381.680000 sec): 3 clusters Score: Raw -296588.802486 + Penalty 3749.799911 = -292839.002576 nChanged 17 SP:Iteration 25Q (4381.690000 sec): 3 clusters Score: Raw -296599.785513 + Penalty 3749.799911 = -292849.985602 nChanged 8 SP:Iteration 26Q (4381.700000 sec): 3 clusters Score: Raw -296606.561153 + Penalty 3749.799911 = -292856.761242 nChanged 9 SP:Iteration 27Q (4381.710000 sec): 3 clusters Score: Raw -296614.605622 + Penalty 3749.799911 = -292864.805711 nChanged 11 SP:Iteration 28Q (4381.720000 sec): 3 clusters Score: Raw -296624.441190 + Penalty 3749.799911 = -292874.641279 nChanged 14 SP:Iteration 29Q (4381.730000 sec): 3 clusters Score: Raw -296637.325662 + Penalty 3749.799911 = -292887.525752 nChanged 15 SP:Iteration 30Q (4381.740000 sec): 3 clusters Score: Raw -296647.356512 + Penalty 3749.799911 = -292897.556602 nChanged 9 SP:Iteration 31Q (4381.750000 sec): 3 clusters Score: Raw -296658.252327 + Penalty 3749.799911 = -292908.452417 nChanged 8 SP:Iteration 32Q (4381.760000 sec): 3 clusters Score: Raw -296664.753084 + Penalty 3749.799911 = -292914.953173 nChanged 10 SP:Iteration 33Q (4381.760000 sec): 3 clusters Score: Raw -296675.036798 + Penalty 3749.799911 = -292925.236887 nChanged 6 SP:Iteration 34Q (4381.770000 sec): 3 clusters Score: Raw -296679.263812 + Penalty 3749.799911 = -292929.463901 nChanged 4 SP:Iteration 35Q (4381.780000 sec): 3 clusters Score: Raw -296682.816579 + Penalty 3749.799911 = -292933.016668 nChanged 5 SP:Iteration 36Q (4381.790000 sec): 3 clusters Score: Raw -296688.221606 + Penalty 3749.799911 = -292938.421696 nChanged 4 SP:Iteration 37Q (4381.800000 sec): 3 clusters Score: Raw -296693.975936 + Penalty 3749.799911 = -292944.176025 nChanged 4 SP:Iteration 38Q (4381.810000 sec): 3 clusters Score: Raw -296697.043189 + Penalty 3749.799911 = -292947.243278 nChanged 3 SP:Iteration 39Q (4381.820000 sec): 3 clusters Score: Raw -296699.855069 + Penalty 3749.799911 = -292950.055158 nChanged 6 SP:Iteration 40F (4381.830000 sec): 3 clusters Score: Raw -296705.448009 + Penalty 3749.799911 = -292955.648099 nChanged 12 SP:Iteration 41Q (4381.840000 sec): 3 clusters Score: Raw -296714.354374 + Penalty 3749.799911 = -292964.554464 nChanged 12 SP:Iteration 42Q (4381.840000 sec): 3 clusters Score: Raw -296724.219697 + Penalty 3749.799911 = -292974.419786 nChanged 11 SP:Iteration 43Q (4381.860000 sec): 3 clusters Score: Raw -296736.599201 + Penalty 3749.799911 = -292986.799291 nChanged 10 SP:Iteration 44Q (4381.860000 sec): 3 clusters Score: Raw -296746.394683 + Penalty 3749.799911 = -292996.594772 nChanged 8 SP:Iteration 45Q (4381.870000 sec): 3 clusters Score: Raw -296753.916077 + Penalty 3749.799911 = -293004.116166 nChanged 4 SP:Iteration 46Q (4381.880000 sec): 3 clusters Score: Raw -296756.366913 + Penalty 3749.799911 = -293006.567002 nChanged 2 SP:Iteration 47Q (4381.890000 sec): 3 clusters Score: Raw -296757.622028 + Penalty 3749.799911 = -293007.822118 nChanged 3 SP:Iteration 48Q (4381.900000 sec): 3 clusters Score: Raw -296759.559773 + Penalty 3749.799911 = -293009.759863 nChanged 3 SP:Iteration 49Q (4381.910000 sec): 3 clusters Score: Raw -296761.061680 + Penalty 3749.799911 = -293011.261769 nChanged 2 SP:Iteration 50Q (4381.920000 sec): 3 clusters Score: Raw -296762.232338 + Penalty 3749.799911 = -293012.432427 nChanged 0 SP:Iteration 51F (4381.920000 sec): 3 clusters Score: Raw -296762.232338 + Penalty 3749.799911 = -293012.432427 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.930000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.930000 sec): 3 clusters Score: Raw -78165.771978 + Penalty 3086.397829 = -75079.374149 nChanged 87 SP:Iteration 1F (4381.940000 sec): 3 clusters Score: Raw -78328.962207 + Penalty 3086.397829 = -75242.564378 nChanged 18 SP:Iteration 2Q (4381.940000 sec): 3 clusters Score: Raw -78363.118862 + Penalty 3086.397829 = -75276.721033 nChanged 3 SP:Iteration 3Q (4381.940000 sec): 3 clusters Score: Raw -78367.842612 + Penalty 3086.397829 = -75281.444783 nChanged 3 SP:Iteration 4Q (4381.940000 sec): 3 clusters Score: Raw -78373.776164 + Penalty 3086.397829 = -75287.378335 nChanged 2 SP:Iteration 5Q (4381.940000 sec): 3 clusters Score: Raw -78378.537943 + Penalty 3086.397829 = -75292.140114 nChanged 2 SP:Iteration 6Q (4381.950000 sec): 3 clusters Score: Raw -78382.770836 + Penalty 3086.397829 = -75296.373008 nChanged 2 SP:Iteration 7Q (4381.950000 sec): 3 clusters Score: Raw -78386.338563 + Penalty 3086.397829 = -75299.940734 nChanged 2 SP:Iteration 8Q (4381.950000 sec): 3 clusters Score: Raw -78389.605708 + Penalty 3086.397829 = -75303.207879 nChanged 1 SP:Iteration 9Q (4381.950000 sec): 3 clusters Score: Raw -78390.612107 + Penalty 3086.397829 = -75304.214278 nChanged 1 SP:Iteration 10Q (4381.960000 sec): 3 clusters Score: Raw -78393.940890 + Penalty 3086.397829 = -75307.543061 nChanged 0 SP:Iteration 11F (4381.960000 sec): 3 clusters Score: Raw -78393.940890 + Penalty 3086.397829 = -75307.543061 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4381.960000 sec): 2 clusters Score: Raw -72754.043977 + Penalty 1547.588410 = -71206.455568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4381.960000 sec): 3 clusters Score: Raw -72798.110460 + Penalty 3095.176819 = -69702.933640 nChanged 96 SP:Iteration 1F (4381.970000 sec): 3 clusters Score: Raw -72970.966993 + Penalty 3095.176819 = -69875.790173 nChanged 39 SP:Iteration 2F (4381.970000 sec): 3 clusters Score: Raw -73052.785845 + Penalty 3095.176819 = -69957.609026 nChanged 16 SP:Iteration 3Q (4381.970000 sec): 3 clusters Score: Raw -73085.076866 + Penalty 3095.176819 = -69989.900047 nChanged 6 SP:Iteration 4Q (4381.980000 sec): 3 clusters Score: Raw -73121.475924 + Penalty 3095.176819 = -70026.299105 nChanged 6 SP:Iteration 5Q (4381.980000 sec): 3 clusters Score: Raw -73185.510138 + Penalty 3095.176819 = -70090.333319 nChanged 8 SP:Iteration 6Q (4381.980000 sec): 3 clusters Score: Raw -73284.417576 + Penalty 3095.176819 = -70189.240757 nChanged 15 SP:Iteration 7Q (4381.980000 sec): 3 clusters Score: Raw -73346.782147 + Penalty 3095.176819 = -70251.605328 nChanged 18 SP:Iteration 8Q (4381.980000 sec): 3 clusters Score: Raw -73413.911487 + Penalty 3095.176819 = -70318.734668 nChanged 15 SP:Iteration 9Q (4381.990000 sec): 3 clusters Score: Raw -73450.226758 + Penalty 3095.176819 = -70355.049939 nChanged 10 SP:Iteration 10Q (4381.990000 sec): 3 clusters Score: Raw -73476.219358 + Penalty 3095.176819 = -70381.042539 nChanged 13 SP:Iteration 11Q (4381.990000 sec): 3 clusters Score: Raw -73517.604975 + Penalty 3095.176819 = -70422.428156 nChanged 16 SP:Iteration 12Q (4382.000000 sec): 3 clusters Score: Raw -73556.477066 + Penalty 3095.176819 = -70461.300246 nChanged 13 SP:Iteration 13Q (4382.000000 sec): 3 clusters Score: Raw -73610.796713 + Penalty 3095.176819 = -70515.619894 nChanged 10 SP:Iteration 14Q (4382.000000 sec): 3 clusters Score: Raw -73640.611814 + Penalty 3095.176819 = -70545.434994 nChanged 6 SP:Iteration 15Q (4382.000000 sec): 3 clusters Score: Raw -73654.978731 + Penalty 3095.176819 = -70559.801912 nChanged 2 SP:Iteration 16Q (4382.000000 sec): 3 clusters Score: Raw -73659.479355 + Penalty 3095.176819 = -70564.302536 nChanged 1 SP:Iteration 17Q (4382.000000 sec): 3 clusters Score: Raw -73662.473139 + Penalty 3095.176819 = -70567.296320 nChanged 2 SP:Iteration 18Q (4382.010000 sec): 3 clusters Score: Raw -73667.294625 + Penalty 3095.176819 = -70572.117805 nChanged 1 SP:Iteration 19Q (4382.010000 sec): 3 clusters Score: Raw -73669.866766 + Penalty 3095.176819 = -70574.689946 nChanged 1 SP:Iteration 20F (4382.010000 sec): 3 clusters Score: Raw -73671.287815 + Penalty 3095.176819 = -70576.110996 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.020000 sec): 2 clusters Score: Raw -15218.648444 + Penalty 1176.743168 = -14041.905276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.020000 sec): 3 clusters Score: Raw -15650.778720 + Penalty 2353.486336 = -13297.292384 nChanged 6 SP:Iteration 1F (4382.020000 sec): 3 clusters Score: Raw -15701.423334 + Penalty 2353.486336 = -13347.936998 nChanged 1 SP:Iteration 2Q (4382.020000 sec): 3 clusters Score: Raw -15713.134401 + Penalty 2353.486336 = -13359.648066 nChanged 1 SP:Iteration 3Q (4382.020000 sec): 3 clusters Score: Raw -15737.546200 + Penalty 2353.486336 = -13384.059864 nChanged 1 SP:Iteration 4Q (4382.020000 sec): 3 clusters Score: Raw -15744.311642 + Penalty 2353.486336 = -13390.825306 nChanged 0 SP:Iteration 5F (4382.020000 sec): 3 clusters Score: Raw -15744.311642 + Penalty 2353.486336 = -13390.825306 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 38 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.020000 sec): 2 clusters Score: Raw -50231.749544 + Penalty 1458.372181 = -48773.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.020000 sec): 3 clusters Score: Raw -50346.788464 + Penalty 2916.744361 = -47430.044103 nChanged 56 SP:Iteration 1F (4382.030000 sec): 3 clusters Score: Raw -50498.584819 + Penalty 2916.744361 = -47581.840458 nChanged 11 SP:Iteration 2Q (4382.030000 sec): 3 clusters Score: Raw -50532.453095 + Penalty 2916.744361 = -47615.708733 nChanged 7 SP:Iteration 3Q (4382.030000 sec): 3 clusters Score: Raw -50551.527231 + Penalty 2916.744361 = -47634.782870 nChanged 5 SP:Iteration 4Q (4382.030000 sec): 3 clusters Score: Raw -50577.688399 + Penalty 2916.744361 = -47660.944037 nChanged 7 SP:Iteration 5Q (4382.030000 sec): 3 clusters Score: Raw -50604.888555 + Penalty 2916.744361 = -47688.144194 nChanged 2 SP:Iteration 6Q (4382.040000 sec): 3 clusters Score: Raw -50613.070919 + Penalty 2916.744361 = -47696.326557 nChanged 1 SP:Iteration 7Q (4382.040000 sec): 3 clusters Score: Raw -50615.413127 + Penalty 2916.744361 = -47698.668766 nChanged 0 SP:Iteration 8F (4382.040000 sec): 3 clusters Score: Raw -50615.413127 + Penalty 2916.744361 = -47698.668766 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 39 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.040000 sec): 2 clusters Score: Raw -16439.954186 + Penalty 1197.421807 = -15242.532379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.040000 sec): 3 clusters Score: Raw -16821.575144 + Penalty 2394.843614 = -14426.731530 nChanged 2 SP:Iteration 1Q (4382.040000 sec): 3 clusters Score: Raw -16834.433980 + Penalty 2394.843614 = -14439.590367 nChanged 1 SP:Iteration 2Q (4382.040000 sec): 3 clusters Score: Raw -16846.163657 + Penalty 2394.843614 = -14451.320044 nChanged 0 SP:Iteration 3F (4382.040000 sec): 3 clusters Score: Raw -16846.163657 + Penalty 2394.843614 = -14451.320044 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.050000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.050000 sec): 3 clusters Score: Raw -79612.212990 + Penalty 3111.346995 = -76500.865995 nChanged 91 SP:Iteration 1F (4382.050000 sec): 3 clusters Score: Raw -79777.936208 + Penalty 3111.346995 = -76666.589212 nChanged 30 SP:Iteration 2F (4382.060000 sec): 3 clusters Score: Raw -79849.089933 + Penalty 3111.346995 = -76737.742937 nChanged 16 SP:Iteration 3Q (4382.060000 sec): 3 clusters Score: Raw -79878.107462 + Penalty 3111.346995 = -76766.760467 nChanged 5 SP:Iteration 4Q (4382.060000 sec): 3 clusters Score: Raw -79884.613406 + Penalty 3111.346995 = -76773.266411 nChanged 3 SP:Iteration 5Q (4382.060000 sec): 3 clusters Score: Raw -79888.798534 + Penalty 3111.346995 = -76777.451539 nChanged 1 SP:Iteration 6Q (4382.070000 sec): 3 clusters Score: Raw -79890.712611 + Penalty 3111.346995 = -76779.365615 nChanged 0 SP:Iteration 7F (4382.070000 sec): 3 clusters Score: Raw -79890.712611 + Penalty 3111.346995 = -76779.365615 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.070000 sec): 2 clusters Score: Raw -22753.772348 + Penalty 1276.578630 = -21477.193717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.070000 sec): 3 clusters Score: Raw -22922.528298 + Penalty 2553.157260 = -20369.371037 nChanged 8 SP:Iteration 1Q (4382.070000 sec): 3 clusters Score: Raw -22961.178130 + Penalty 2553.157260 = -20408.020870 nChanged 2 SP:Iteration 2Q (4382.080000 sec): 3 clusters Score: Raw -22967.128037 + Penalty 2553.157260 = -20413.970777 nChanged 2 SP:Iteration 3Q (4382.080000 sec): 3 clusters Score: Raw -22978.541959 + Penalty 2553.157260 = -20425.384699 nChanged 1 SP:Iteration 4Q (4382.080000 sec): 3 clusters Score: Raw -22980.209031 + Penalty 2553.157260 = -20427.051770 nChanged 0 SP:Iteration 5F (4382.080000 sec): 3 clusters Score: Raw -22980.209031 + Penalty 2553.157260 = -20427.051770 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 42 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.080000 sec): 2 clusters Score: Raw -28915.244581 + Penalty 1312.739597 = -27602.504985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.080000 sec): 3 clusters Score: Raw -29105.444878 + Penalty 2625.479193 = -26479.965685 nChanged 9 SP:Iteration 1Q (4382.080000 sec): 3 clusters Score: Raw -29156.096017 + Penalty 2625.479193 = -26530.616824 nChanged 2 SP:Iteration 2Q (4382.080000 sec): 3 clusters Score: Raw -29168.194915 + Penalty 2625.479193 = -26542.715722 nChanged 1 SP:Iteration 3Q (4382.080000 sec): 3 clusters Score: Raw -29171.639434 + Penalty 2625.479193 = -26546.160241 nChanged 0 SP:Iteration 4F (4382.080000 sec): 3 clusters Score: Raw -29171.639434 + Penalty 2625.479193 = -26546.160241 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 43 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.090000 sec): 2 clusters Score: Raw -19001.491108 + Penalty 1249.164245 = -17752.326863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.090000 sec): 3 clusters Score: Raw -19566.422557 + Penalty 2498.328491 = -17068.094066 nChanged 13 SP:Iteration 1F (4382.090000 sec): 3 clusters Score: Raw -19697.409472 + Penalty 2498.328491 = -17199.080981 nChanged 6 SP:Iteration 2Q (4382.090000 sec): 3 clusters Score: Raw -19741.110954 + Penalty 2498.328491 = -17242.782463 nChanged 4 SP:Iteration 3Q (4382.090000 sec): 3 clusters Score: Raw -19761.780896 + Penalty 2498.328491 = -17263.452405 nChanged 3 SP:Iteration 4Q (4382.090000 sec): 3 clusters Score: Raw -19777.286181 + Penalty 2498.328491 = -17278.957690 nChanged 1 SP:Iteration 5Q (4382.090000 sec): 3 clusters Score: Raw -19789.073737 + Penalty 2498.328491 = -17290.745246 nChanged 1 SP:Iteration 6Q (4382.100000 sec): 3 clusters Score: Raw -19793.236066 + Penalty 2498.328491 = -17294.907575 nChanged 0 SP:Iteration 7F (4382.100000 sec): 3 clusters Score: Raw -19793.236066 + Penalty 2498.328491 = -17294.907575 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 44 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.100000 sec): 2 clusters Score: Raw -35208.488655 + Penalty 1380.001061 = -33828.487594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.100000 sec): 3 clusters Score: Raw -35420.332369 + Penalty 2760.002122 = -32660.330247 nChanged 30 SP:Iteration 1F (4382.100000 sec): 3 clusters Score: Raw -35636.563162 + Penalty 2760.002122 = -32876.561040 nChanged 20 SP:Iteration 2F (4382.100000 sec): 3 clusters Score: Raw -35838.484055 + Penalty 2760.002122 = -33078.481933 nChanged 13 SP:Iteration 3Q (4382.100000 sec): 3 clusters Score: Raw -35939.540449 + Penalty 2760.002122 = -33179.538327 nChanged 12 SP:Iteration 4Q (4382.100000 sec): 3 clusters Score: Raw -36059.890545 + Penalty 2760.002122 = -33299.888423 nChanged 10 SP:Iteration 5Q (4382.100000 sec): 3 clusters Score: Raw -36262.287533 + Penalty 2760.002122 = -33502.285411 nChanged 5 SP:Iteration 6Q (4382.110000 sec): 3 clusters Score: Raw -36459.214611 + Penalty 2760.002122 = -33699.212489 nChanged 3 SP:Iteration 7Q (4382.110000 sec): 3 clusters Score: Raw -36510.008517 + Penalty 2760.002122 = -33750.006395 nChanged 3 SP:Iteration 8Q (4382.110000 sec): 3 clusters Score: Raw -36574.195935 + Penalty 2760.002122 = -33814.193813 nChanged 1 SP:Iteration 9Q (4382.110000 sec): 3 clusters Score: Raw -36593.101324 + Penalty 2760.002122 = -33833.099202 nChanged 2 SP:Iteration 10Q (4382.110000 sec): 3 clusters Score: Raw -36621.081058 + Penalty 2760.002122 = -33861.078936 nChanged 2 SP:Iteration 11Q (4382.110000 sec): 3 clusters Score: Raw -36664.996886 + Penalty 2760.002122 = -33904.994764 nChanged 0 SP:Iteration 12F (4382.110000 sec): 3 clusters Score: Raw -36666.536182 + Penalty 2760.002122 = -33906.534060 nChanged 1 SP:Iteration 13Q (4382.120000 sec): 3 clusters Score: Raw -36677.946575 + Penalty 2760.002122 = -33917.944453 nChanged 3 SP:Iteration 14Q (4382.120000 sec): 3 clusters Score: Raw -36705.653344 + Penalty 2760.002122 = -33945.651222 nChanged 4 SP:Iteration 15Q (4382.120000 sec): 3 clusters Score: Raw -36775.022038 + Penalty 2760.002122 = -34015.019916 nChanged 0 SP:Iteration 16F (4382.120000 sec): 3 clusters Score: Raw -36775.022038 + Penalty 2760.002122 = -34015.019916 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 4.92 GB. Trying to split cluster 45 (525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.120000 sec): 2 clusters Score: Raw -70135.457834 + Penalty 1553.322769 = -68582.135065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.130000 sec): 3 clusters Score: Raw -70176.346775 + Penalty 3106.645538 = -67069.701237 nChanged 105 SP:Iteration 1F (4382.130000 sec): 3 clusters Score: Raw -70460.699088 + Penalty 3106.645538 = -67354.053550 nChanged 27 SP:Iteration 2F (4382.130000 sec): 3 clusters Score: Raw -70607.820254 + Penalty 3106.645538 = -67501.174716 nChanged 26 SP:Iteration 3Q (4382.140000 sec): 3 clusters Score: Raw -70862.843473 + Penalty 3106.645538 = -67756.197934 nChanged 29 SP:Iteration 4F (4382.140000 sec): 3 clusters Score: Raw -71128.678571 + Penalty 3106.645538 = -68022.033033 nChanged 15 SP:Iteration 5Q (4382.140000 sec): 3 clusters Score: Raw -71263.997525 + Penalty 3106.645538 = -68157.351987 nChanged 10 SP:Iteration 6Q (4382.140000 sec): 3 clusters Score: Raw -71321.838391 + Penalty 3106.645538 = -68215.192853 nChanged 7 SP:Iteration 7Q (4382.150000 sec): 3 clusters Score: Raw -71345.806019 + Penalty 3106.645538 = -68239.160480 nChanged 6 SP:Iteration 8Q (4382.150000 sec): 3 clusters Score: Raw -71363.037087 + Penalty 3106.645538 = -68256.391549 nChanged 6 SP:Iteration 9Q (4382.150000 sec): 3 clusters Score: Raw -71382.941235 + Penalty 3106.645538 = -68276.295697 nChanged 8 SP:Iteration 10Q (4382.150000 sec): 3 clusters Score: Raw -71404.286102 + Penalty 3106.645538 = -68297.640564 nChanged 13 SP:Iteration 11Q (4382.160000 sec): 3 clusters Score: Raw -71473.672493 + Penalty 3106.645538 = -68367.026955 nChanged 7 SP:Iteration 12Q (4382.160000 sec): 3 clusters Score: Raw -71503.655319 + Penalty 3106.645538 = -68397.009780 nChanged 7 SP:Iteration 13Q (4382.160000 sec): 3 clusters Score: Raw -71551.800464 + Penalty 3106.645538 = -68445.154926 nChanged 8 SP:Iteration 14Q (4382.160000 sec): 3 clusters Score: Raw -71616.589715 + Penalty 3106.645538 = -68509.944177 nChanged 8 SP:Iteration 15Q (4382.160000 sec): 3 clusters Score: Raw -71678.783160 + Penalty 3106.645538 = -68572.137622 nChanged 10 SP:Iteration 16Q (4382.160000 sec): 3 clusters Score: Raw -71725.155602 + Penalty 3106.645538 = -68618.510064 nChanged 15 SP:Iteration 17Q (4382.170000 sec): 3 clusters Score: Raw -71804.731228 + Penalty 3106.645538 = -68698.085690 nChanged 11 SP:Iteration 18Q (4382.170000 sec): 3 clusters Score: Raw -71865.288529 + Penalty 3106.645538 = -68758.642991 nChanged 13 SP:Iteration 19Q (4382.170000 sec): 3 clusters Score: Raw -71965.932446 + Penalty 3106.645538 = -68859.286907 nChanged 12 SP:Iteration 20F (4382.180000 sec): 3 clusters Score: Raw -72094.221755 + Penalty 3106.645538 = -68987.576217 nChanged 13 SP:Iteration 21Q (4382.180000 sec): 3 clusters Score: Raw -72251.606036 + Penalty 3106.645538 = -69144.960498 nChanged 6 SP:Iteration 22Q (4382.180000 sec): 3 clusters Score: Raw -72359.959822 + Penalty 3106.645538 = -69253.314284 nChanged 3 SP:Iteration 23Q (4382.180000 sec): 3 clusters Score: Raw -72516.209437 + Penalty 3106.645538 = -69409.563899 nChanged 0 SP:Iteration 24F (4382.180000 sec): 3 clusters Score: Raw -72516.209437 + Penalty 3106.645538 = -69409.563899 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 4.92 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.190000 sec): 2 clusters Score: Raw -23308.020543 + Penalty 1286.471680 = -22021.548863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.190000 sec): 3 clusters Score: Raw -23558.404347 + Penalty 2572.943360 = -20985.460987 nChanged 11 SP:Iteration 1F (4382.190000 sec): 3 clusters Score: Raw -23603.912675 + Penalty 2572.943360 = -21030.969315 nChanged 3 SP:Iteration 2Q (4382.190000 sec): 3 clusters Score: Raw -23619.827032 + Penalty 2572.943360 = -21046.883672 nChanged 2 SP:Iteration 3Q (4382.190000 sec): 3 clusters Score: Raw -23628.758677 + Penalty 2572.943360 = -21055.815317 nChanged 1 SP:Iteration 4Q (4382.200000 sec): 3 clusters Score: Raw -23639.257768 + Penalty 2572.943360 = -21066.314408 nChanged 1 SP:Iteration 5Q (4382.200000 sec): 3 clusters Score: Raw -23643.980438 + Penalty 2572.943360 = -21071.037078 nChanged 0 SP:Iteration 6F (4382.200000 sec): 3 clusters Score: Raw -23643.980438 + Penalty 2572.943360 = -21071.037078 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.200000 sec): 2 clusters Score: Raw -29548.567953 + Penalty 1315.219617 = -28233.348335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.200000 sec): 3 clusters Score: Raw -29724.488418 + Penalty 2630.439234 = -27094.049183 nChanged 14 SP:Iteration 1F (4382.200000 sec): 3 clusters Score: Raw -29793.349546 + Penalty 2630.439234 = -27162.910312 nChanged 6 SP:Iteration 2Q (4382.200000 sec): 3 clusters Score: Raw -29821.034427 + Penalty 2630.439234 = -27190.595193 nChanged 1 SP:Iteration 3Q (4382.200000 sec): 3 clusters Score: Raw -29825.319272 + Penalty 2630.439234 = -27194.880037 nChanged 1 SP:Iteration 4Q (4382.200000 sec): 3 clusters Score: Raw -29834.737103 + Penalty 2630.439234 = -27204.297869 nChanged 0 SP:Iteration 5F (4382.200000 sec): 3 clusters Score: Raw -29834.737103 + Penalty 2630.439234 = -27204.297869 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 48 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4382.210000 sec): 2 clusters Score: Raw -9742.099966 + Penalty 1107.545213 = -8634.554752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4382.210000 sec): 3 clusters Score: Raw -10094.121624 + Penalty 2215.090427 = -7879.031198 nChanged 1 SP:Iteration 1Q (4382.210000 sec): 3 clusters Score: Raw -10123.028015 + Penalty 2215.090427 = -7907.937588 nChanged 0 SP:Iteration 2F (4382.210000 sec): 3 clusters Score: Raw -10123.028015 + Penalty 2215.090427 = -7907.937588 nChanged 0 Iteration 232F (4439.840000 sec): 51 clusters Score: Raw -99354779.239438 + Penalty 165980.691286 = -99188798.548152 nChanged 1 Iteration 233F (4497.500000 sec): 51 clusters Score: Raw -99354782.337626 + Penalty 165980.691286 = -99188801.646341 nChanged 0 Writing temp clu file Because OldScore, -99188798.548152, is greater than current (better) Score,-99188801.646341 Compute initial score before splitting: Score: Raw -99354782.337626 + Penalty 165980.691286 = -99188801.646341 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4497.780000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4497.930000 sec): 3 clusters Score: Raw -4538947.022907 + Penalty 5093.818789 = -4533853.204118 nChanged 12917 SP:Iteration 1F (4498.070000 sec): 3 clusters Score: Raw -4545970.113866 + Penalty 5093.818789 = -4540876.295077 nChanged 1469 SP:Iteration 2F (4498.230000 sec): 3 clusters Score: Raw -4546500.977111 + Penalty 5093.818789 = -4541407.158322 nChanged 1358 SP:Iteration 3Q (4498.370000 sec): 3 clusters Score: Raw -4547015.964458 + Penalty 5093.818789 = -4541922.145670 nChanged 1346 SP:Iteration 4Q (4498.530000 sec): 3 clusters Score: Raw -4547595.980840 + Penalty 5093.818789 = -4542502.162051 nChanged 1491 SP:Iteration 5F (4498.670000 sec): 3 clusters Score: Raw -4548330.489943 + Penalty 5093.818789 = -4543236.671154 nChanged 1639 SP:Iteration 6F (4498.820000 sec): 3 clusters Score: Raw -4549253.119957 + Penalty 5093.818789 = -4544159.301168 nChanged 1774 SP:Iteration 7F (4498.970000 sec): 3 clusters Score: Raw -4550350.657391 + Penalty 5093.818789 = -4545256.838602 nChanged 1752 SP:Iteration 8F (4499.120000 sec): 3 clusters Score: Raw -4551480.472348 + Penalty 5093.818789 = -4546386.653559 nChanged 1544 SP:Iteration 9F (4499.270000 sec): 3 clusters Score: Raw -4552430.683134 + Penalty 5093.818789 = -4547336.864345 nChanged 1329 SP:Iteration 10Q (4499.410000 sec): 3 clusters Score: Raw -4553223.465590 + Penalty 5093.818789 = -4548129.646801 nChanged 1049 SP:Iteration 11Q (4499.570000 sec): 3 clusters Score: Raw -4553827.467884 + Penalty 5093.818789 = -4548733.649095 nChanged 891 SP:Iteration 12Q (4499.710000 sec): 3 clusters Score: Raw -4554338.382215 + Penalty 5093.818789 = -4549244.563426 nChanged 768 SP:Iteration 13Q (4499.860000 sec): 3 clusters Score: Raw -4554771.176298 + Penalty 5093.818789 = -4549677.357509 nChanged 624 SP:Iteration 14Q (4500.010000 sec): 3 clusters Score: Raw -4555134.528948 + Penalty 5093.818789 = -4550040.710159 nChanged 537 SP:Iteration 15Q (4500.160000 sec): 3 clusters Score: Raw -4555480.009774 + Penalty 5093.818789 = -4550386.190985 nChanged 419 SP:Iteration 16Q (4500.310000 sec): 3 clusters Score: Raw -4555757.428932 + Penalty 5093.818789 = -4550663.610143 nChanged 320 SP:Iteration 17Q (4500.450000 sec): 3 clusters Score: Raw -4555979.481516 + Penalty 5093.818789 = -4550885.662727 nChanged 243 SP:Iteration 18Q (4500.590000 sec): 3 clusters Score: Raw -4556148.693338 + Penalty 5093.818789 = -4551054.874549 nChanged 174 SP:Iteration 19Q (4500.720000 sec): 3 clusters Score: Raw -4556270.603009 + Penalty 5093.818789 = -4551176.784220 nChanged 138 SP:Iteration 20F (4500.860000 sec): 3 clusters Score: Raw -4556367.647046 + Penalty 5093.818789 = -4551273.828257 nChanged 94 SP:Iteration 21Q (4500.990000 sec): 3 clusters Score: Raw -4556440.471875 + Penalty 5093.818789 = -4551346.653086 nChanged 58 SP:Iteration 22Q (4501.110000 sec): 3 clusters Score: Raw -4556480.773075 + Penalty 5093.818789 = -4551386.954286 nChanged 39 SP:Iteration 23Q (4501.230000 sec): 3 clusters Score: Raw -4556512.381870 + Penalty 5093.818789 = -4551418.563081 nChanged 27 SP:Iteration 24Q (4501.350000 sec): 3 clusters Score: Raw -4556533.701841 + Penalty 5093.818789 = -4551439.883053 nChanged 28 SP:Iteration 25Q (4501.460000 sec): 3 clusters Score: Raw -4556559.770767 + Penalty 5093.818789 = -4551465.951978 nChanged 17 SP:Iteration 26Q (4501.580000 sec): 3 clusters Score: Raw -4556570.768326 + Penalty 5093.818789 = -4551476.949537 nChanged 13 SP:Iteration 27Q (4501.690000 sec): 3 clusters Score: Raw -4556579.359905 + Penalty 5093.818789 = -4551485.541116 nChanged 13 SP:Iteration 28Q (4501.810000 sec): 3 clusters Score: Raw -4556587.581295 + Penalty 5093.818789 = -4551493.762506 nChanged 8 SP:Iteration 29Q (4501.920000 sec): 3 clusters Score: Raw -4556593.776419 + Penalty 5093.818789 = -4551499.957630 nChanged 6 SP:Iteration 30Q (4502.040000 sec): 3 clusters Score: Raw -4556599.778294 + Penalty 5093.818789 = -4551505.959505 nChanged 4 SP:Iteration 31Q (4502.150000 sec): 3 clusters Score: Raw -4556602.790255 + Penalty 5093.818789 = -4551508.971466 nChanged 3 SP:Iteration 32Q (4502.260000 sec): 3 clusters Score: Raw -4556605.433897 + Penalty 5093.818789 = -4551511.615108 nChanged 2 SP:Iteration 33Q (4502.380000 sec): 3 clusters Score: Raw -4556606.414439 + Penalty 5093.818789 = -4551512.595651 nChanged 2 SP:Iteration 34Q (4502.490000 sec): 3 clusters Score: Raw -4556607.666428 + Penalty 5093.818789 = -4551513.847639 nChanged 0 SP:Iteration 35F (4502.640000 sec): 3 clusters Score: Raw -4556607.666428 + Penalty 5093.818789 = -4551513.847639 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4502.650000 sec): 2 clusters Score: Raw -17357.909693 + Penalty 1193.421720 = -16164.487973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4502.650000 sec): 3 clusters Score: Raw -17646.150482 + Penalty 2386.843440 = -15259.307041 nChanged 2 SP:Iteration 1Q (4502.650000 sec): 3 clusters Score: Raw -17672.225992 + Penalty 2386.843440 = -15285.382552 nChanged 0 SP:Iteration 2F (4502.660000 sec): 3 clusters Score: Raw -17672.225992 + Penalty 2386.843440 = -15285.382552 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4502.680000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4502.710000 sec): 3 clusters Score: Raw -724078.484602 + Penalty 4197.727014 = -719880.757587 nChanged 1822 SP:Iteration 1F (4502.730000 sec): 3 clusters Score: Raw -725105.123736 + Penalty 4197.727014 = -720907.396721 nChanged 341 SP:Iteration 2F (4502.750000 sec): 3 clusters Score: Raw -725285.430144 + Penalty 4197.727014 = -721087.703130 nChanged 218 SP:Iteration 3Q (4502.780000 sec): 3 clusters Score: Raw -725392.099114 + Penalty 4197.727014 = -721194.372099 nChanged 154 SP:Iteration 4Q (4502.800000 sec): 3 clusters Score: Raw -725478.866507 + Penalty 4197.727014 = -721281.139492 nChanged 120 SP:Iteration 5Q (4502.830000 sec): 3 clusters Score: Raw -725542.313102 + Penalty 4197.727014 = -721344.586088 nChanged 118 SP:Iteration 6Q (4502.850000 sec): 3 clusters Score: Raw -725605.778425 + Penalty 4197.727014 = -721408.051411 nChanged 101 SP:Iteration 7Q (4502.870000 sec): 3 clusters Score: Raw -725652.685941 + Penalty 4197.727014 = -721454.958926 nChanged 85 SP:Iteration 8Q (4502.900000 sec): 3 clusters Score: Raw -725685.521987 + Penalty 4197.727014 = -721487.794973 nChanged 57 SP:Iteration 9Q (4502.920000 sec): 3 clusters Score: Raw -725707.354374 + Penalty 4197.727014 = -721509.627360 nChanged 56 SP:Iteration 10Q (4502.950000 sec): 3 clusters Score: Raw -725727.476786 + Penalty 4197.727014 = -721529.749772 nChanged 58 SP:Iteration 11Q (4502.970000 sec): 3 clusters Score: Raw -725751.796967 + Penalty 4197.727014 = -721554.069952 nChanged 53 SP:Iteration 12Q (4502.990000 sec): 3 clusters Score: Raw -725771.137606 + Penalty 4197.727014 = -721573.410592 nChanged 42 SP:Iteration 13Q (4503.010000 sec): 3 clusters Score: Raw -725787.787129 + Penalty 4197.727014 = -721590.060114 nChanged 40 SP:Iteration 14Q (4503.040000 sec): 3 clusters Score: Raw -725802.935473 + Penalty 4197.727014 = -721605.208459 nChanged 37 SP:Iteration 15Q (4503.060000 sec): 3 clusters Score: Raw -725817.229597 + Penalty 4197.727014 = -721619.502583 nChanged 46 SP:Iteration 16Q (4503.090000 sec): 3 clusters Score: Raw -725836.431798 + Penalty 4197.727014 = -721638.704783 nChanged 47 SP:Iteration 17Q (4503.110000 sec): 3 clusters Score: Raw -725852.851758 + Penalty 4197.727014 = -721655.124744 nChanged 38 SP:Iteration 18Q (4503.130000 sec): 3 clusters Score: Raw -725864.068782 + Penalty 4197.727014 = -721666.341768 nChanged 34 SP:Iteration 19Q (4503.160000 sec): 3 clusters Score: Raw -725876.688725 + Penalty 4197.727014 = -721678.961711 nChanged 42 SP:Iteration 20F (4503.180000 sec): 3 clusters Score: Raw -725892.568803 + Penalty 4197.727014 = -721694.841789 nChanged 43 SP:Iteration 21Q (4503.210000 sec): 3 clusters Score: Raw -725912.026046 + Penalty 4197.727014 = -721714.299032 nChanged 51 SP:Iteration 22Q (4503.230000 sec): 3 clusters Score: Raw -725934.576281 + Penalty 4197.727014 = -721736.849267 nChanged 54 SP:Iteration 23Q (4503.250000 sec): 3 clusters Score: Raw -725956.458104 + Penalty 4197.727014 = -721758.731089 nChanged 64 SP:Iteration 24Q (4503.280000 sec): 3 clusters Score: Raw -725991.239239 + Penalty 4197.727014 = -721793.512225 nChanged 70 SP:Iteration 25Q (4503.300000 sec): 3 clusters Score: Raw -726040.336334 + Penalty 4197.727014 = -721842.609320 nChanged 86 SP:Iteration 26Q (4503.330000 sec): 3 clusters Score: Raw -726115.506352 + Penalty 4197.727014 = -721917.779337 nChanged 96 SP:Iteration 27Q (4503.350000 sec): 3 clusters Score: Raw -726222.854154 + Penalty 4197.727014 = -722025.127140 nChanged 130 SP:Iteration 28Q (4503.370000 sec): 3 clusters Score: Raw -726345.288953 + Penalty 4197.727014 = -722147.561939 nChanged 156 SP:Iteration 29Q (4503.390000 sec): 3 clusters Score: Raw -726443.947371 + Penalty 4197.727014 = -722246.220357 nChanged 140 SP:Iteration 30Q (4503.420000 sec): 3 clusters Score: Raw -726521.818061 + Penalty 4197.727014 = -722324.091047 nChanged 106 SP:Iteration 31Q (4503.440000 sec): 3 clusters Score: Raw -726580.756374 + Penalty 4197.727014 = -722383.029360 nChanged 109 SP:Iteration 32Q (4503.470000 sec): 3 clusters Score: Raw -726631.191103 + Penalty 4197.727014 = -722433.464088 nChanged 91 SP:Iteration 33Q (4503.490000 sec): 3 clusters Score: Raw -726675.970074 + Penalty 4197.727014 = -722478.243060 nChanged 83 SP:Iteration 34Q (4503.510000 sec): 3 clusters Score: Raw -726718.741364 + Penalty 4197.727014 = -722521.014349 nChanged 81 SP:Iteration 35Q (4503.530000 sec): 3 clusters Score: Raw -726759.435330 + Penalty 4197.727014 = -722561.708316 nChanged 73 SP:Iteration 36Q (4503.560000 sec): 3 clusters Score: Raw -726795.236806 + Penalty 4197.727014 = -722597.509791 nChanged 56 SP:Iteration 37Q (4503.580000 sec): 3 clusters Score: Raw -726820.865929 + Penalty 4197.727014 = -722623.138915 nChanged 51 SP:Iteration 38Q (4503.610000 sec): 3 clusters Score: Raw -726838.655582 + Penalty 4197.727014 = -722640.928567 nChanged 41 SP:Iteration 39Q (4503.630000 sec): 3 clusters Score: Raw -726851.865080 + Penalty 4197.727014 = -722654.138066 nChanged 25 SP:Iteration 40F (4503.650000 sec): 3 clusters Score: Raw -726860.534178 + Penalty 4197.727014 = -722662.807163 nChanged 25 SP:Iteration 41Q (4503.670000 sec): 3 clusters Score: Raw -726869.328050 + Penalty 4197.727014 = -722671.601036 nChanged 29 SP:Iteration 42Q (4503.700000 sec): 3 clusters Score: Raw -726880.419834 + Penalty 4197.727014 = -722682.692820 nChanged 29 SP:Iteration 43Q (4503.720000 sec): 3 clusters Score: Raw -726892.371841 + Penalty 4197.727014 = -722694.644827 nChanged 27 SP:Iteration 44Q (4503.750000 sec): 3 clusters Score: Raw -726901.654770 + Penalty 4197.727014 = -722703.927756 nChanged 22 SP:Iteration 45Q (4503.770000 sec): 3 clusters Score: Raw -726908.779279 + Penalty 4197.727014 = -722711.052265 nChanged 20 SP:Iteration 46Q (4503.790000 sec): 3 clusters Score: Raw -726915.163320 + Penalty 4197.727014 = -722717.436306 nChanged 20 SP:Iteration 47Q (4503.820000 sec): 3 clusters Score: Raw -726925.127840 + Penalty 4197.727014 = -722727.400826 nChanged 32 SP:Iteration 48Q (4503.840000 sec): 3 clusters Score: Raw -726940.592257 + Penalty 4197.727014 = -722742.865242 nChanged 34 SP:Iteration 49Q (4503.860000 sec): 3 clusters Score: Raw -726954.816345 + Penalty 4197.727014 = -722757.089331 nChanged 34 SP:Iteration 50Q (4503.890000 sec): 3 clusters Score: Raw -726966.224805 + Penalty 4197.727014 = -722768.497791 nChanged 17 SP:Iteration 51Q (4503.910000 sec): 3 clusters Score: Raw -726972.132972 + Penalty 4197.727014 = -722774.405957 nChanged 16 SP:Iteration 52Q (4503.930000 sec): 3 clusters Score: Raw -726977.025908 + Penalty 4197.727014 = -722779.298894 nChanged 14 SP:Iteration 53Q (4503.960000 sec): 3 clusters Score: Raw -726981.504892 + Penalty 4197.727014 = -722783.777878 nChanged 16 SP:Iteration 54Q (4503.980000 sec): 3 clusters Score: Raw -726987.538449 + Penalty 4197.727014 = -722789.811434 nChanged 21 SP:Iteration 55Q (4504.010000 sec): 3 clusters Score: Raw -726995.761031 + Penalty 4197.727014 = -722798.034017 nChanged 20 SP:Iteration 56Q (4504.030000 sec): 3 clusters Score: Raw -727003.677077 + Penalty 4197.727014 = -722805.950063 nChanged 15 SP:Iteration 57Q (4504.050000 sec): 3 clusters Score: Raw -727008.686409 + Penalty 4197.727014 = -722810.959395 nChanged 13 SP:Iteration 58Q (4504.070000 sec): 3 clusters Score: Raw -727013.395615 + Penalty 4197.727014 = -722815.668601 nChanged 16 SP:Iteration 59Q (4504.100000 sec): 3 clusters Score: Raw -727019.463773 + Penalty 4197.727014 = -722821.736759 nChanged 17 SP:Iteration 60F (4504.120000 sec): 3 clusters Score: Raw -727027.004818 + Penalty 4197.727014 = -722829.277804 nChanged 21 SP:Iteration 61Q (4504.150000 sec): 3 clusters Score: Raw -727035.750113 + Penalty 4197.727014 = -722838.023099 nChanged 24 SP:Iteration 62Q (4504.170000 sec): 3 clusters Score: Raw -727046.662462 + Penalty 4197.727014 = -722848.935448 nChanged 25 SP:Iteration 63Q (4504.190000 sec): 3 clusters Score: Raw -727055.046038 + Penalty 4197.727014 = -722857.319024 nChanged 20 SP:Iteration 64Q (4504.220000 sec): 3 clusters Score: Raw -727063.665904 + Penalty 4197.727014 = -722865.938890 nChanged 26 SP:Iteration 65Q (4504.240000 sec): 3 clusters Score: Raw -727074.848839 + Penalty 4197.727014 = -722877.121824 nChanged 25 SP:Iteration 66Q (4504.260000 sec): 3 clusters Score: Raw -727085.982795 + Penalty 4197.727014 = -722888.255781 nChanged 23 SP:Iteration 67Q (4504.290000 sec): 3 clusters Score: Raw -727096.445513 + Penalty 4197.727014 = -722898.718499 nChanged 23 SP:Iteration 68Q (4504.310000 sec): 3 clusters Score: Raw -727107.563122 + Penalty 4197.727014 = -722909.836107 nChanged 22 SP:Iteration 69Q (4504.330000 sec): 3 clusters Score: Raw -727119.771436 + Penalty 4197.727014 = -722922.044421 nChanged 23 SP:Iteration 70Q (4504.360000 sec): 3 clusters Score: Raw -727130.633833 + Penalty 4197.727014 = -722932.906818 nChanged 12 SP:Iteration 71Q (4504.380000 sec): 3 clusters Score: Raw -727136.176898 + Penalty 4197.727014 = -722938.449884 nChanged 13 SP:Iteration 72Q (4504.400000 sec): 3 clusters Score: Raw -727141.943574 + Penalty 4197.727014 = -722944.216560 nChanged 20 SP:Iteration 73Q (4504.430000 sec): 3 clusters Score: Raw -727150.950591 + Penalty 4197.727014 = -722953.223577 nChanged 20 SP:Iteration 74Q (4504.450000 sec): 3 clusters Score: Raw -727159.097442 + Penalty 4197.727014 = -722961.370428 nChanged 13 SP:Iteration 75Q (4504.470000 sec): 3 clusters Score: Raw -727165.968256 + Penalty 4197.727014 = -722968.241242 nChanged 16 SP:Iteration 76Q (4504.490000 sec): 3 clusters Score: Raw -727175.037123 + Penalty 4197.727014 = -722977.310109 nChanged 18 SP:Iteration 77Q (4504.520000 sec): 3 clusters Score: Raw -727182.397723 + Penalty 4197.727014 = -722984.670709 nChanged 17 SP:Iteration 78Q (4504.540000 sec): 3 clusters Score: Raw -727189.462957 + Penalty 4197.727014 = -722991.735943 nChanged 11 SP:Iteration 79Q (4504.570000 sec): 3 clusters Score: Raw -727193.708124 + Penalty 4197.727014 = -722995.981110 nChanged 11 SP:Iteration 80F (4504.590000 sec): 3 clusters Score: Raw -727199.549770 + Penalty 4197.727014 = -723001.822756 nChanged 10 SP:Iteration 81Q (4504.610000 sec): 3 clusters Score: Raw -727203.840546 + Penalty 4197.727014 = -723006.113532 nChanged 4 SP:Iteration 82Q (4504.640000 sec): 3 clusters Score: Raw -727205.711821 + Penalty 4197.727014 = -723007.984807 nChanged 5 SP:Iteration 83Q (4504.660000 sec): 3 clusters Score: Raw -727208.750520 + Penalty 4197.727014 = -723011.023506 nChanged 6 SP:Iteration 84Q (4504.690000 sec): 3 clusters Score: Raw -727212.438512 + Penalty 4197.727014 = -723014.711498 nChanged 6 SP:Iteration 85Q (4504.710000 sec): 3 clusters Score: Raw -727214.557406 + Penalty 4197.727014 = -723016.830392 nChanged 5 SP:Iteration 86Q (4504.730000 sec): 3 clusters Score: Raw -727216.797591 + Penalty 4197.727014 = -723019.070576 nChanged 5 SP:Iteration 87Q (4504.750000 sec): 3 clusters Score: Raw -727219.104634 + Penalty 4197.727014 = -723021.377620 nChanged 8 SP:Iteration 88Q (4504.780000 sec): 3 clusters Score: Raw -727223.190686 + Penalty 4197.727014 = -723025.463672 nChanged 5 SP:Iteration 89Q (4504.800000 sec): 3 clusters Score: Raw -727225.323878 + Penalty 4197.727014 = -723027.596864 nChanged 7 SP:Iteration 90Q (4504.830000 sec): 3 clusters Score: Raw -727229.249527 + Penalty 4197.727014 = -723031.522513 nChanged 4 SP:Iteration 91Q (4504.850000 sec): 3 clusters Score: Raw -727231.337507 + Penalty 4197.727014 = -723033.610493 nChanged 2 SP:Iteration 92Q (4504.870000 sec): 3 clusters Score: Raw -727232.257472 + Penalty 4197.727014 = -723034.530458 nChanged 1 SP:Iteration 93Q (4504.900000 sec): 3 clusters Score: Raw -727232.597335 + Penalty 4197.727014 = -723034.870320 nChanged 2 SP:Iteration 94Q (4504.920000 sec): 3 clusters Score: Raw -727233.508486 + Penalty 4197.727014 = -723035.781472 nChanged 1 SP:Iteration 95Q (4504.940000 sec): 3 clusters Score: Raw -727233.870322 + Penalty 4197.727014 = -723036.143307 nChanged 0 SP:Iteration 96F (4504.970000 sec): 3 clusters Score: Raw -727233.870322 + Penalty 4197.727014 = -723036.143307 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4504.990000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4505.010000 sec): 3 clusters Score: Raw -579248.956337 + Penalty 4115.705143 = -575133.251194 nChanged 1516 SP:Iteration 1F (4505.030000 sec): 3 clusters Score: Raw -580180.568236 + Penalty 4115.705143 = -576064.863093 nChanged 315 SP:Iteration 2F (4505.050000 sec): 3 clusters Score: Raw -580422.404365 + Penalty 4115.705143 = -576306.699222 nChanged 228 SP:Iteration 3F (4505.070000 sec): 3 clusters Score: Raw -580591.109488 + Penalty 4115.705143 = -576475.404345 nChanged 186 SP:Iteration 4Q (4505.090000 sec): 3 clusters Score: Raw -580724.024990 + Penalty 4115.705143 = -576608.319848 nChanged 154 SP:Iteration 5Q (4505.110000 sec): 3 clusters Score: Raw -580822.479715 + Penalty 4115.705143 = -576706.774573 nChanged 133 SP:Iteration 6Q (4505.130000 sec): 3 clusters Score: Raw -580924.221027 + Penalty 4115.705143 = -576808.515884 nChanged 156 SP:Iteration 7Q (4505.150000 sec): 3 clusters Score: Raw -581052.137607 + Penalty 4115.705143 = -576936.432464 nChanged 166 SP:Iteration 8Q (4505.170000 sec): 3 clusters Score: Raw -581203.594931 + Penalty 4115.705143 = -577087.889788 nChanged 170 SP:Iteration 9Q (4505.190000 sec): 3 clusters Score: Raw -581363.163040 + Penalty 4115.705143 = -577247.457898 nChanged 167 SP:Iteration 10Q (4505.210000 sec): 3 clusters Score: Raw -581519.331160 + Penalty 4115.705143 = -577403.626017 nChanged 142 SP:Iteration 11Q (4505.230000 sec): 3 clusters Score: Raw -581660.818030 + Penalty 4115.705143 = -577545.112888 nChanged 124 SP:Iteration 12Q (4505.250000 sec): 3 clusters Score: Raw -581767.168633 + Penalty 4115.705143 = -577651.463491 nChanged 91 SP:Iteration 13Q (4505.270000 sec): 3 clusters Score: Raw -581832.180418 + Penalty 4115.705143 = -577716.475275 nChanged 66 SP:Iteration 14Q (4505.290000 sec): 3 clusters Score: Raw -581875.167832 + Penalty 4115.705143 = -577759.462690 nChanged 53 SP:Iteration 15Q (4505.310000 sec): 3 clusters Score: Raw -581912.961860 + Penalty 4115.705143 = -577797.256718 nChanged 40 SP:Iteration 16Q (4505.330000 sec): 3 clusters Score: Raw -581938.696848 + Penalty 4115.705143 = -577822.991706 nChanged 41 SP:Iteration 17Q (4505.350000 sec): 3 clusters Score: Raw -581963.674885 + Penalty 4115.705143 = -577847.969742 nChanged 28 SP:Iteration 18Q (4505.360000 sec): 3 clusters Score: Raw -581983.117534 + Penalty 4115.705143 = -577867.412391 nChanged 23 SP:Iteration 19Q (4505.380000 sec): 3 clusters Score: Raw -581999.205614 + Penalty 4115.705143 = -577883.500472 nChanged 20 SP:Iteration 20F (4505.400000 sec): 3 clusters Score: Raw -582013.286207 + Penalty 4115.705143 = -577897.581064 nChanged 16 SP:Iteration 21Q (4505.420000 sec): 3 clusters Score: Raw -582026.224303 + Penalty 4115.705143 = -577910.519160 nChanged 15 SP:Iteration 22Q (4505.440000 sec): 3 clusters Score: Raw -582032.401992 + Penalty 4115.705143 = -577916.696850 nChanged 5 SP:Iteration 23Q (4505.460000 sec): 3 clusters Score: Raw -582034.875973 + Penalty 4115.705143 = -577919.170830 nChanged 4 SP:Iteration 24Q (4505.480000 sec): 3 clusters Score: Raw -582036.597224 + Penalty 4115.705143 = -577920.892081 nChanged 3 SP:Iteration 25Q (4505.500000 sec): 3 clusters Score: Raw -582038.682781 + Penalty 4115.705143 = -577922.977638 nChanged 7 SP:Iteration 26Q (4505.510000 sec): 3 clusters Score: Raw -582041.231740 + Penalty 4115.705143 = -577925.526597 nChanged 9 SP:Iteration 27Q (4505.530000 sec): 3 clusters Score: Raw -582044.424103 + Penalty 4115.705143 = -577928.718960 nChanged 5 SP:Iteration 28Q (4505.550000 sec): 3 clusters Score: Raw -582045.905158 + Penalty 4115.705143 = -577930.200015 nChanged 5 SP:Iteration 29Q (4505.570000 sec): 3 clusters Score: Raw -582048.293954 + Penalty 4115.705143 = -577932.588812 nChanged 4 SP:Iteration 30Q (4505.590000 sec): 3 clusters Score: Raw -582050.200705 + Penalty 4115.705143 = -577934.495562 nChanged 1 SP:Iteration 31Q (4505.610000 sec): 3 clusters Score: Raw -582050.657174 + Penalty 4115.705143 = -577934.952031 nChanged 1 SP:Iteration 32Q (4505.630000 sec): 3 clusters Score: Raw -582051.016959 + Penalty 4115.705143 = -577935.311816 nChanged 0 SP:Iteration 33F (4505.650000 sec): 3 clusters Score: Raw -582051.016959 + Penalty 4115.705143 = -577935.311816 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4505.700000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4505.750000 sec): 3 clusters Score: Raw -1601341.080156 + Penalty 4608.655336 = -1596732.424819 nChanged 4591 SP:Iteration 1F (4505.810000 sec): 3 clusters Score: Raw -1603884.915753 + Penalty 4608.655336 = -1599276.260417 nChanged 767 SP:Iteration 2F (4505.860000 sec): 3 clusters Score: Raw -1604360.736538 + Penalty 4608.655336 = -1599752.081202 nChanged 713 SP:Iteration 3F (4505.910000 sec): 3 clusters Score: Raw -1604922.049431 + Penalty 4608.655336 = -1600313.394095 nChanged 663 SP:Iteration 4F (4505.970000 sec): 3 clusters Score: Raw -1605487.790941 + Penalty 4608.655336 = -1600879.135605 nChanged 716 SP:Iteration 5F (4506.020000 sec): 3 clusters Score: Raw -1606067.159270 + Penalty 4608.655336 = -1601458.503934 nChanged 633 SP:Iteration 6F (4506.070000 sec): 3 clusters Score: Raw -1606518.228601 + Penalty 4608.655336 = -1601909.573264 nChanged 515 SP:Iteration 7Q (4506.130000 sec): 3 clusters Score: Raw -1606831.832995 + Penalty 4608.655336 = -1602223.177659 nChanged 434 SP:Iteration 8Q (4506.180000 sec): 3 clusters Score: Raw -1607062.945275 + Penalty 4608.655336 = -1602454.289939 nChanged 333 SP:Iteration 9Q (4506.230000 sec): 3 clusters Score: Raw -1607248.047276 + Penalty 4608.655336 = -1602639.391940 nChanged 299 SP:Iteration 10Q (4506.290000 sec): 3 clusters Score: Raw -1607405.494766 + Penalty 4608.655336 = -1602796.839429 nChanged 248 SP:Iteration 11Q (4506.340000 sec): 3 clusters Score: Raw -1607540.729966 + Penalty 4608.655336 = -1602932.074630 nChanged 245 SP:Iteration 12Q (4506.390000 sec): 3 clusters Score: Raw -1607703.802249 + Penalty 4608.655336 = -1603095.146913 nChanged 235 SP:Iteration 13Q (4506.440000 sec): 3 clusters Score: Raw -1607859.606112 + Penalty 4608.655336 = -1603250.950776 nChanged 238 SP:Iteration 14Q (4506.490000 sec): 3 clusters Score: Raw -1608021.069404 + Penalty 4608.655336 = -1603412.414068 nChanged 214 SP:Iteration 15Q (4506.540000 sec): 3 clusters Score: Raw -1608160.099947 + Penalty 4608.655336 = -1603551.444611 nChanged 203 SP:Iteration 16Q (4506.590000 sec): 3 clusters Score: Raw -1608280.975195 + Penalty 4608.655336 = -1603672.319858 nChanged 166 SP:Iteration 17Q (4506.640000 sec): 3 clusters Score: Raw -1608371.080463 + Penalty 4608.655336 = -1603762.425127 nChanged 144 SP:Iteration 18Q (4506.690000 sec): 3 clusters Score: Raw -1608433.840392 + Penalty 4608.655336 = -1603825.185056 nChanged 97 SP:Iteration 19Q (4506.740000 sec): 3 clusters Score: Raw -1608477.485391 + Penalty 4608.655336 = -1603868.830054 nChanged 83 SP:Iteration 20F (4506.790000 sec): 3 clusters Score: Raw -1608510.666440 + Penalty 4608.655336 = -1603902.011104 nChanged 63 SP:Iteration 21Q (4506.840000 sec): 3 clusters Score: Raw -1608536.839999 + Penalty 4608.655336 = -1603928.184663 nChanged 65 SP:Iteration 22Q (4506.890000 sec): 3 clusters Score: Raw -1608563.550401 + Penalty 4608.655336 = -1603954.895065 nChanged 61 SP:Iteration 23Q (4506.930000 sec): 3 clusters Score: Raw -1608589.221370 + Penalty 4608.655336 = -1603980.566034 nChanged 52 SP:Iteration 24Q (4506.980000 sec): 3 clusters Score: Raw -1608606.644123 + Penalty 4608.655336 = -1603997.988787 nChanged 42 SP:Iteration 25Q (4507.030000 sec): 3 clusters Score: Raw -1608620.522941 + Penalty 4608.655336 = -1604011.867605 nChanged 36 SP:Iteration 26Q (4507.070000 sec): 3 clusters Score: Raw -1608635.776691 + Penalty 4608.655336 = -1604027.121354 nChanged 31 SP:Iteration 27Q (4507.120000 sec): 3 clusters Score: Raw -1608645.671223 + Penalty 4608.655336 = -1604037.015887 nChanged 24 SP:Iteration 28Q (4507.170000 sec): 3 clusters Score: Raw -1608653.668690 + Penalty 4608.655336 = -1604045.013353 nChanged 23 SP:Iteration 29Q (4507.210000 sec): 3 clusters Score: Raw -1608662.901978 + Penalty 4608.655336 = -1604054.246642 nChanged 24 SP:Iteration 30Q (4507.260000 sec): 3 clusters Score: Raw -1608671.976225 + Penalty 4608.655336 = -1604063.320889 nChanged 19 SP:Iteration 31Q (4507.300000 sec): 3 clusters Score: Raw -1608680.018614 + Penalty 4608.655336 = -1604071.363278 nChanged 24 SP:Iteration 32Q (4507.350000 sec): 3 clusters Score: Raw -1608688.952410 + Penalty 4608.655336 = -1604080.297073 nChanged 27 SP:Iteration 33Q (4507.390000 sec): 3 clusters Score: Raw -1608697.863018 + Penalty 4608.655336 = -1604089.207682 nChanged 20 SP:Iteration 34Q (4507.440000 sec): 3 clusters Score: Raw -1608703.548048 + Penalty 4608.655336 = -1604094.892712 nChanged 17 SP:Iteration 35Q (4507.490000 sec): 3 clusters Score: Raw -1608708.341223 + Penalty 4608.655336 = -1604099.685887 nChanged 12 SP:Iteration 36Q (4507.530000 sec): 3 clusters Score: Raw -1608712.621870 + Penalty 4608.655336 = -1604103.966534 nChanged 12 SP:Iteration 37Q (4507.570000 sec): 3 clusters Score: Raw -1608716.748663 + Penalty 4608.655336 = -1604108.093327 nChanged 12 SP:Iteration 38Q (4507.620000 sec): 3 clusters Score: Raw -1608720.612488 + Penalty 4608.655336 = -1604111.957151 nChanged 11 SP:Iteration 39Q (4507.670000 sec): 3 clusters Score: Raw -1608723.798529 + Penalty 4608.655336 = -1604115.143192 nChanged 7 SP:Iteration 40F (4507.720000 sec): 3 clusters Score: Raw -1608727.180289 + Penalty 4608.655336 = -1604118.524953 nChanged 9 SP:Iteration 41Q (4507.770000 sec): 3 clusters Score: Raw -1608729.757238 + Penalty 4608.655336 = -1604121.101901 nChanged 2 SP:Iteration 42Q (4507.810000 sec): 3 clusters Score: Raw -1608730.451722 + Penalty 4608.655336 = -1604121.796386 nChanged 1 SP:Iteration 43Q (4507.850000 sec): 3 clusters Score: Raw -1608730.709550 + Penalty 4608.655336 = -1604122.054213 nChanged 1 SP:Iteration 44Q (4507.900000 sec): 3 clusters Score: Raw -1608730.967035 + Penalty 4608.655336 = -1604122.311698 nChanged 1 SP:Iteration 45Q (4507.950000 sec): 3 clusters Score: Raw -1608731.311382 + Penalty 4608.655336 = -1604122.656045 nChanged 1 SP:Iteration 46Q (4507.990000 sec): 3 clusters Score: Raw -1608731.745110 + Penalty 4608.655336 = -1604123.089774 nChanged 1 SP:Iteration 47Q (4508.030000 sec): 3 clusters Score: Raw -1608731.996992 + Penalty 4608.655336 = -1604123.341656 nChanged 0 SP:Iteration 48F (4508.090000 sec): 3 clusters Score: Raw -1608731.996992 + Penalty 4608.655336 = -1604123.341656 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4509.120000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4510.300000 sec): 3 clusters Score: Raw -34525535.232744 + Penalty 6114.711255 = -34519420.521488 nChanged 108883 SP:Iteration 1F (4511.480000 sec): 3 clusters Score: Raw -34590547.861002 + Penalty 6114.711255 = -34584433.149746 nChanged 8242 SP:Iteration 2Q (4512.680000 sec): 3 clusters Score: Raw -34593094.449340 + Penalty 6114.711255 = -34586979.738085 nChanged 10411 SP:Iteration 3Q (4513.880000 sec): 3 clusters Score: Raw -34597524.820022 + Penalty 6114.711255 = -34591410.108767 nChanged 13626 SP:Iteration 4F (4515.050000 sec): 3 clusters Score: Raw -34605297.105507 + Penalty 6114.711255 = -34599182.394251 nChanged 16890 SP:Iteration 5F (4516.230000 sec): 3 clusters Score: Raw -34617060.153563 + Penalty 6114.711255 = -34610945.442308 nChanged 18020 SP:Iteration 6F (4517.400000 sec): 3 clusters Score: Raw -34630993.428520 + Penalty 6114.711255 = -34624878.717265 nChanged 16372 SP:Iteration 7F (4518.570000 sec): 3 clusters Score: Raw -34644097.173219 + Penalty 6114.711255 = -34637982.461964 nChanged 13079 SP:Iteration 8F (4519.730000 sec): 3 clusters Score: Raw -34654786.695472 + Penalty 6114.711255 = -34648671.984217 nChanged 9738 SP:Iteration 9Q (4520.910000 sec): 3 clusters Score: Raw -34663194.824908 + Penalty 6114.711255 = -34657080.113652 nChanged 6496 SP:Iteration 10Q (4522.060000 sec): 3 clusters Score: Raw -34668961.114143 + Penalty 6114.711255 = -34662846.402888 nChanged 3639 SP:Iteration 11Q (4523.150000 sec): 3 clusters Score: Raw -34672189.137260 + Penalty 6114.711255 = -34666074.426005 nChanged 1673 SP:Iteration 12Q (4524.120000 sec): 3 clusters Score: Raw -34673578.902450 + Penalty 6114.711255 = -34667464.191195 nChanged 801 SP:Iteration 13Q (4525.040000 sec): 3 clusters Score: Raw -34674249.998987 + Penalty 6114.711255 = -34668135.287732 nChanged 402 SP:Iteration 14Q (4525.920000 sec): 3 clusters Score: Raw -34674561.584103 + Penalty 6114.711255 = -34668446.872848 nChanged 241 SP:Iteration 15Q (4526.780000 sec): 3 clusters Score: Raw -34674729.794705 + Penalty 6114.711255 = -34668615.083449 nChanged 181 SP:Iteration 16Q (4527.630000 sec): 3 clusters Score: Raw -34674842.991055 + Penalty 6114.711255 = -34668728.279800 nChanged 128 SP:Iteration 17Q (4528.480000 sec): 3 clusters Score: Raw -34674917.147040 + Penalty 6114.711255 = -34668802.435785 nChanged 101 SP:Iteration 18Q (4529.320000 sec): 3 clusters Score: Raw -34674977.734936 + Penalty 6114.711255 = -34668863.023680 nChanged 83 SP:Iteration 19Q (4530.160000 sec): 3 clusters Score: Raw -34675022.224290 + Penalty 6114.711255 = -34668907.513034 nChanged 59 SP:Iteration 20F (4531.310000 sec): 3 clusters Score: Raw -34675052.286424 + Penalty 6114.711255 = -34668937.575168 nChanged 55 SP:Iteration 21Q (4532.150000 sec): 3 clusters Score: Raw -34675079.113338 + Penalty 6114.711255 = -34668964.402082 nChanged 40 SP:Iteration 22Q (4532.990000 sec): 3 clusters Score: Raw -34675094.732530 + Penalty 6114.711255 = -34668980.021275 nChanged 32 SP:Iteration 23Q (4533.820000 sec): 3 clusters Score: Raw -34675109.458212 + Penalty 6114.711255 = -34668994.746956 nChanged 30 SP:Iteration 24Q (4534.660000 sec): 3 clusters Score: Raw -34675121.505646 + Penalty 6114.711255 = -34669006.794391 nChanged 21 SP:Iteration 25Q (4535.500000 sec): 3 clusters Score: Raw -34675132.617887 + Penalty 6114.711255 = -34669017.906631 nChanged 29 SP:Iteration 26Q (4536.340000 sec): 3 clusters Score: Raw -34675146.514016 + Penalty 6114.711255 = -34669031.802760 nChanged 35 SP:Iteration 27Q (4537.180000 sec): 3 clusters Score: Raw -34675161.210201 + Penalty 6114.711255 = -34669046.498945 nChanged 31 SP:Iteration 28Q (4538.020000 sec): 3 clusters Score: Raw -34675178.697486 + Penalty 6114.711255 = -34669063.986231 nChanged 38 SP:Iteration 29Q (4538.860000 sec): 3 clusters Score: Raw -34675198.548929 + Penalty 6114.711255 = -34669083.837673 nChanged 26 SP:Iteration 30Q (4539.690000 sec): 3 clusters Score: Raw -34675211.433875 + Penalty 6114.711255 = -34669096.722620 nChanged 21 SP:Iteration 31Q (4540.530000 sec): 3 clusters Score: Raw -34675219.794213 + Penalty 6114.711255 = -34669105.082957 nChanged 16 SP:Iteration 32Q (4541.410000 sec): 3 clusters Score: Raw -34675226.025783 + Penalty 6114.711255 = -34669111.314528 nChanged 14 SP:Iteration 33Q (4542.240000 sec): 3 clusters Score: Raw -34675229.511043 + Penalty 6114.711255 = -34669114.799788 nChanged 10 SP:Iteration 34Q (4543.080000 sec): 3 clusters Score: Raw -34675233.278857 + Penalty 6114.711255 = -34669118.567602 nChanged 9 SP:Iteration 35Q (4543.920000 sec): 3 clusters Score: Raw -34675236.022281 + Penalty 6114.711255 = -34669121.311026 nChanged 8 SP:Iteration 36Q (4544.750000 sec): 3 clusters Score: Raw -34675238.897123 + Penalty 6114.711255 = -34669124.185868 nChanged 5 SP:Iteration 37Q (4545.580000 sec): 3 clusters Score: Raw -34675240.509262 + Penalty 6114.711255 = -34669125.798007 nChanged 7 SP:Iteration 38Q (4546.410000 sec): 3 clusters Score: Raw -34675242.779949 + Penalty 6114.711255 = -34669128.068694 nChanged 3 SP:Iteration 39Q (4547.240000 sec): 3 clusters Score: Raw -34675244.131578 + Penalty 6114.711255 = -34669129.420323 nChanged 3 SP:Iteration 40F (4548.400000 sec): 3 clusters Score: Raw -34675244.692925 + Penalty 6114.711255 = -34669129.981670 nChanged 1 SP:Iteration 41Q (4549.240000 sec): 3 clusters Score: Raw -34675245.131298 + Penalty 6114.711255 = -34669130.420042 nChanged 2 SP:Iteration 42Q (4550.070000 sec): 3 clusters Score: Raw -34675245.767888 + Penalty 6114.711255 = -34669131.056633 nChanged 1 SP:Iteration 43Q (4550.910000 sec): 3 clusters Score: Raw -34675245.840615 + Penalty 6114.711255 = -34669131.129359 nChanged 0 SP:Iteration 44F (4552.070000 sec): 3 clusters Score: Raw -34675245.840615 + Penalty 6114.711255 = -34669131.129359 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4552.230000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4552.270000 sec): 3 clusters Score: Raw -1320416.895326 + Penalty 4487.661079 = -1315929.234247 nChanged 3483 SP:Iteration 1F (4552.310000 sec): 3 clusters Score: Raw -1322249.325531 + Penalty 4487.661079 = -1317761.664452 nChanged 569 SP:Iteration 2F (4552.350000 sec): 3 clusters Score: Raw -1322507.551281 + Penalty 4487.661079 = -1318019.890202 nChanged 385 SP:Iteration 3Q (4552.390000 sec): 3 clusters Score: Raw -1322667.415774 + Penalty 4487.661079 = -1318179.754695 nChanged 308 SP:Iteration 4Q (4552.440000 sec): 3 clusters Score: Raw -1322780.291796 + Penalty 4487.661079 = -1318292.630717 nChanged 245 SP:Iteration 5Q (4552.480000 sec): 3 clusters Score: Raw -1322867.664768 + Penalty 4487.661079 = -1318380.003689 nChanged 207 SP:Iteration 6Q (4552.520000 sec): 3 clusters Score: Raw -1322941.111177 + Penalty 4487.661079 = -1318453.450098 nChanged 194 SP:Iteration 7Q (4552.570000 sec): 3 clusters Score: Raw -1323017.120182 + Penalty 4487.661079 = -1318529.459103 nChanged 188 SP:Iteration 8Q (4552.610000 sec): 3 clusters Score: Raw -1323092.141625 + Penalty 4487.661079 = -1318604.480546 nChanged 187 SP:Iteration 9Q (4552.650000 sec): 3 clusters Score: Raw -1323166.908716 + Penalty 4487.661079 = -1318679.247637 nChanged 181 SP:Iteration 10Q (4552.690000 sec): 3 clusters Score: Raw -1323245.422462 + Penalty 4487.661079 = -1318757.761383 nChanged 211 SP:Iteration 11Q (4552.730000 sec): 3 clusters Score: Raw -1323334.623294 + Penalty 4487.661079 = -1318846.962215 nChanged 200 SP:Iteration 12Q (4552.780000 sec): 3 clusters Score: Raw -1323419.805812 + Penalty 4487.661079 = -1318932.144733 nChanged 220 SP:Iteration 13Q (4552.820000 sec): 3 clusters Score: Raw -1323519.112075 + Penalty 4487.661079 = -1319031.450996 nChanged 207 SP:Iteration 14Q (4552.860000 sec): 3 clusters Score: Raw -1323614.366900 + Penalty 4487.661079 = -1319126.705821 nChanged 235 SP:Iteration 15Q (4552.900000 sec): 3 clusters Score: Raw -1323737.646192 + Penalty 4487.661079 = -1319249.985113 nChanged 259 SP:Iteration 16Q (4552.950000 sec): 3 clusters Score: Raw -1323897.436262 + Penalty 4487.661079 = -1319409.775183 nChanged 293 SP:Iteration 17Q (4552.990000 sec): 3 clusters Score: Raw -1324093.228648 + Penalty 4487.661079 = -1319605.567569 nChanged 254 SP:Iteration 18Q (4553.030000 sec): 3 clusters Score: Raw -1324244.132758 + Penalty 4487.661079 = -1319756.471679 nChanged 230 SP:Iteration 19Q (4553.070000 sec): 3 clusters Score: Raw -1324391.415697 + Penalty 4487.661079 = -1319903.754618 nChanged 209 SP:Iteration 20F (4553.110000 sec): 3 clusters Score: Raw -1324524.962394 + Penalty 4487.661079 = -1320037.301315 nChanged 195 SP:Iteration 21Q (4553.150000 sec): 3 clusters Score: Raw -1324641.894747 + Penalty 4487.661079 = -1320154.233667 nChanged 171 SP:Iteration 22Q (4553.190000 sec): 3 clusters Score: Raw -1324749.006702 + Penalty 4487.661079 = -1320261.345623 nChanged 132 SP:Iteration 23Q (4553.230000 sec): 3 clusters Score: Raw -1324832.667647 + Penalty 4487.661079 = -1320345.006568 nChanged 101 SP:Iteration 24Q (4553.270000 sec): 3 clusters Score: Raw -1324901.103279 + Penalty 4487.661079 = -1320413.442200 nChanged 89 SP:Iteration 25Q (4553.310000 sec): 3 clusters Score: Raw -1324954.676336 + Penalty 4487.661079 = -1320467.015257 nChanged 68 SP:Iteration 26Q (4553.350000 sec): 3 clusters Score: Raw -1325001.770889 + Penalty 4487.661079 = -1320514.109810 nChanged 48 SP:Iteration 27Q (4553.390000 sec): 3 clusters Score: Raw -1325033.080466 + Penalty 4487.661079 = -1320545.419387 nChanged 40 SP:Iteration 28Q (4553.420000 sec): 3 clusters Score: Raw -1325063.245751 + Penalty 4487.661079 = -1320575.584672 nChanged 31 SP:Iteration 29Q (4553.460000 sec): 3 clusters Score: Raw -1325083.981380 + Penalty 4487.661079 = -1320596.320301 nChanged 31 SP:Iteration 30Q (4553.500000 sec): 3 clusters Score: Raw -1325109.372472 + Penalty 4487.661079 = -1320621.711393 nChanged 29 SP:Iteration 31Q (4553.530000 sec): 3 clusters Score: Raw -1325132.984995 + Penalty 4487.661079 = -1320645.323916 nChanged 23 SP:Iteration 32Q (4553.570000 sec): 3 clusters Score: Raw -1325152.136103 + Penalty 4487.661079 = -1320664.475024 nChanged 19 SP:Iteration 33Q (4553.610000 sec): 3 clusters Score: Raw -1325168.979939 + Penalty 4487.661079 = -1320681.318860 nChanged 19 SP:Iteration 34Q (4553.640000 sec): 3 clusters Score: Raw -1325183.505757 + Penalty 4487.661079 = -1320695.844678 nChanged 16 SP:Iteration 35Q (4553.670000 sec): 3 clusters Score: Raw -1325194.196907 + Penalty 4487.661079 = -1320706.535828 nChanged 14 SP:Iteration 36Q (4553.710000 sec): 3 clusters Score: Raw -1325205.016604 + Penalty 4487.661079 = -1320717.355525 nChanged 10 SP:Iteration 37Q (4553.740000 sec): 3 clusters Score: Raw -1325214.810653 + Penalty 4487.661079 = -1320727.149574 nChanged 10 SP:Iteration 38Q (4553.780000 sec): 3 clusters Score: Raw -1325224.828040 + Penalty 4487.661079 = -1320737.166961 nChanged 8 SP:Iteration 39Q (4553.810000 sec): 3 clusters Score: Raw -1325229.545421 + Penalty 4487.661079 = -1320741.884342 nChanged 4 SP:Iteration 40F (4553.850000 sec): 3 clusters Score: Raw -1325232.053324 + Penalty 4487.661079 = -1320744.392245 nChanged 2 SP:Iteration 41Q (4553.890000 sec): 3 clusters Score: Raw -1325234.471463 + Penalty 4487.661079 = -1320746.810384 nChanged 1 SP:Iteration 42Q (4553.920000 sec): 3 clusters Score: Raw -1325235.249168 + Penalty 4487.661079 = -1320747.588089 nChanged 2 SP:Iteration 43Q (4553.960000 sec): 3 clusters Score: Raw -1325236.938217 + Penalty 4487.661079 = -1320749.277138 nChanged 2 SP:Iteration 44Q (4553.990000 sec): 3 clusters Score: Raw -1325238.541003 + Penalty 4487.661079 = -1320750.879924 nChanged 2 SP:Iteration 45Q (4554.030000 sec): 3 clusters Score: Raw -1325239.847081 + Penalty 4487.661079 = -1320752.186002 nChanged 0 SP:Iteration 46F (4554.070000 sec): 3 clusters Score: Raw -1325239.847081 + Penalty 4487.661079 = -1320752.186002 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4554.240000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4554.430000 sec): 3 clusters Score: Raw -5613587.721843 + Penalty 5200.770207 = -5608386.951637 nChanged 16248 SP:Iteration 1F (4554.610000 sec): 3 clusters Score: Raw -5622642.303829 + Penalty 5200.770207 = -5617441.533622 nChanged 1780 SP:Iteration 2Q (4554.800000 sec): 3 clusters Score: Raw -5623367.915718 + Penalty 5200.770207 = -5618167.145511 nChanged 1843 SP:Iteration 3F (4554.990000 sec): 3 clusters Score: Raw -5624248.455862 + Penalty 5200.770207 = -5619047.685656 nChanged 2014 SP:Iteration 4F (4555.170000 sec): 3 clusters Score: Raw -5625334.038492 + Penalty 5200.770207 = -5620133.268286 nChanged 2137 SP:Iteration 5F (4555.350000 sec): 3 clusters Score: Raw -5626562.820063 + Penalty 5200.770207 = -5621362.049857 nChanged 2174 SP:Iteration 6F (4555.540000 sec): 3 clusters Score: Raw -5627917.108824 + Penalty 5200.770207 = -5622716.338617 nChanged 2154 SP:Iteration 7F (4555.730000 sec): 3 clusters Score: Raw -5629209.976148 + Penalty 5200.770207 = -5624009.205941 nChanged 1906 SP:Iteration 8F (4555.910000 sec): 3 clusters Score: Raw -5630242.328470 + Penalty 5200.770207 = -5625041.558264 nChanged 1606 SP:Iteration 9Q (4556.090000 sec): 3 clusters Score: Raw -5631041.091652 + Penalty 5200.770207 = -5625840.321445 nChanged 1328 SP:Iteration 10Q (4556.280000 sec): 3 clusters Score: Raw -5631661.054165 + Penalty 5200.770207 = -5626460.283959 nChanged 1150 SP:Iteration 11Q (4556.470000 sec): 3 clusters Score: Raw -5632192.021414 + Penalty 5200.770207 = -5626991.251208 nChanged 1027 SP:Iteration 12Q (4556.650000 sec): 3 clusters Score: Raw -5632680.664722 + Penalty 5200.770207 = -5627479.894516 nChanged 905 SP:Iteration 13Q (4556.830000 sec): 3 clusters Score: Raw -5633129.835600 + Penalty 5200.770207 = -5627929.065394 nChanged 867 SP:Iteration 14Q (4557.010000 sec): 3 clusters Score: Raw -5633574.252563 + Penalty 5200.770207 = -5628373.482357 nChanged 779 SP:Iteration 15Q (4557.190000 sec): 3 clusters Score: Raw -5633971.724373 + Penalty 5200.770207 = -5628770.954166 nChanged 666 SP:Iteration 16Q (4557.370000 sec): 3 clusters Score: Raw -5634317.787563 + Penalty 5200.770207 = -5629117.017357 nChanged 573 SP:Iteration 17Q (4557.550000 sec): 3 clusters Score: Raw -5634624.280558 + Penalty 5200.770207 = -5629423.510352 nChanged 457 SP:Iteration 18Q (4557.730000 sec): 3 clusters Score: Raw -5634877.197846 + Penalty 5200.770207 = -5629676.427639 nChanged 364 SP:Iteration 19Q (4557.910000 sec): 3 clusters Score: Raw -5635076.377405 + Penalty 5200.770207 = -5629875.607198 nChanged 286 SP:Iteration 20F (4558.090000 sec): 3 clusters Score: Raw -5635238.436563 + Penalty 5200.770207 = -5630037.666356 nChanged 230 SP:Iteration 21Q (4558.260000 sec): 3 clusters Score: Raw -5635371.995363 + Penalty 5200.770207 = -5630171.225157 nChanged 158 SP:Iteration 22Q (4558.420000 sec): 3 clusters Score: Raw -5635458.736008 + Penalty 5200.770207 = -5630257.965801 nChanged 103 SP:Iteration 23Q (4558.590000 sec): 3 clusters Score: Raw -5635515.295021 + Penalty 5200.770207 = -5630314.524815 nChanged 80 SP:Iteration 24Q (4558.750000 sec): 3 clusters Score: Raw -5635559.666589 + Penalty 5200.770207 = -5630358.896382 nChanged 66 SP:Iteration 25Q (4558.910000 sec): 3 clusters Score: Raw -5635594.368872 + Penalty 5200.770207 = -5630393.598665 nChanged 62 SP:Iteration 26Q (4559.060000 sec): 3 clusters Score: Raw -5635628.047073 + Penalty 5200.770207 = -5630427.276867 nChanged 43 SP:Iteration 27Q (4559.220000 sec): 3 clusters Score: Raw -5635650.343971 + Penalty 5200.770207 = -5630449.573765 nChanged 41 SP:Iteration 28Q (4559.370000 sec): 3 clusters Score: Raw -5635672.424831 + Penalty 5200.770207 = -5630471.654625 nChanged 23 SP:Iteration 29Q (4559.530000 sec): 3 clusters Score: Raw -5635683.228819 + Penalty 5200.770207 = -5630482.458612 nChanged 14 SP:Iteration 30Q (4559.680000 sec): 3 clusters Score: Raw -5635688.931847 + Penalty 5200.770207 = -5630488.161640 nChanged 10 SP:Iteration 31Q (4559.830000 sec): 3 clusters Score: Raw -5635694.137136 + Penalty 5200.770207 = -5630493.366929 nChanged 16 SP:Iteration 32Q (4559.990000 sec): 3 clusters Score: Raw -5635705.714338 + Penalty 5200.770207 = -5630504.944131 nChanged 15 SP:Iteration 33Q (4560.130000 sec): 3 clusters Score: Raw -5635713.649961 + Penalty 5200.770207 = -5630512.879755 nChanged 9 SP:Iteration 34Q (4560.290000 sec): 3 clusters Score: Raw -5635717.909906 + Penalty 5200.770207 = -5630517.139699 nChanged 6 SP:Iteration 35Q (4560.440000 sec): 3 clusters Score: Raw -5635721.068211 + Penalty 5200.770207 = -5630520.298004 nChanged 6 SP:Iteration 36Q (4560.590000 sec): 3 clusters Score: Raw -5635724.447878 + Penalty 5200.770207 = -5630523.677671 nChanged 1 SP:Iteration 37Q (4560.740000 sec): 3 clusters Score: Raw -5635724.636636 + Penalty 5200.770207 = -5630523.866429 nChanged 0 SP:Iteration 38F (4560.920000 sec): 3 clusters Score: Raw -5635724.636636 + Penalty 5200.770207 = -5630523.866429 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4561.850000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4562.950000 sec): 3 clusters Score: Raw -32007618.187404 + Penalty 6066.123142 = -32001552.064262 nChanged 98703 SP:Iteration 1F (4564.020000 sec): 3 clusters Score: Raw -32065819.639391 + Penalty 6066.123142 = -32059753.516249 nChanged 5476 SP:Iteration 2Q (4565.130000 sec): 3 clusters Score: Raw -32066965.062626 + Penalty 6066.123142 = -32060898.939484 nChanged 5898 SP:Iteration 3Q (4566.240000 sec): 3 clusters Score: Raw -32068371.542081 + Penalty 6066.123142 = -32062305.418939 nChanged 6546 SP:Iteration 4Q (4567.340000 sec): 3 clusters Score: Raw -32070244.466698 + Penalty 6066.123142 = -32064178.343557 nChanged 7352 SP:Iteration 5Q (4568.440000 sec): 3 clusters Score: Raw -32072803.141996 + Penalty 6066.123142 = -32066737.018854 nChanged 8718 SP:Iteration 6Q (4569.540000 sec): 3 clusters Score: Raw -32076576.741970 + Penalty 6066.123142 = -32070510.618828 nChanged 10419 SP:Iteration 7F (4570.610000 sec): 3 clusters Score: Raw -32082132.611547 + Penalty 6066.123142 = -32076066.488406 nChanged 11850 SP:Iteration 8F (4571.680000 sec): 3 clusters Score: Raw -32089779.455890 + Penalty 6066.123142 = -32083713.332748 nChanged 12444 SP:Iteration 9F (4572.760000 sec): 3 clusters Score: Raw -32098805.872612 + Penalty 6066.123142 = -32092739.749470 nChanged 11544 SP:Iteration 10F (4573.830000 sec): 3 clusters Score: Raw -32107448.818560 + Penalty 6066.123142 = -32101382.695418 nChanged 9616 SP:Iteration 11Q (4574.870000 sec): 3 clusters Score: Raw -32113965.171227 + Penalty 6066.123142 = -32107899.048086 nChanged 7325 SP:Iteration 12Q (4575.890000 sec): 3 clusters Score: Raw -32118353.523907 + Penalty 6066.123142 = -32112287.400766 nChanged 5735 SP:Iteration 13Q (4576.850000 sec): 3 clusters Score: Raw -32121566.187601 + Penalty 6066.123142 = -32115500.064459 nChanged 5040 SP:Iteration 14Q (4577.790000 sec): 3 clusters Score: Raw -32124436.166271 + Penalty 6066.123142 = -32118370.043129 nChanged 4687 SP:Iteration 15Q (4578.690000 sec): 3 clusters Score: Raw -32127174.514797 + Penalty 6066.123142 = -32121108.391655 nChanged 4344 SP:Iteration 16Q (4579.580000 sec): 3 clusters Score: Raw -32129913.325385 + Penalty 6066.123142 = -32123847.202244 nChanged 4126 SP:Iteration 17Q (4580.450000 sec): 3 clusters Score: Raw -32132698.830454 + Penalty 6066.123142 = -32126632.707313 nChanged 3551 SP:Iteration 18Q (4581.290000 sec): 3 clusters Score: Raw -32135201.562159 + Penalty 6066.123142 = -32129135.439017 nChanged 2989 SP:Iteration 19Q (4582.110000 sec): 3 clusters Score: Raw -32137421.782549 + Penalty 6066.123142 = -32131355.659408 nChanged 2438 SP:Iteration 20F (4583.180000 sec): 3 clusters Score: Raw -32139325.016878 + Penalty 6066.123142 = -32133258.893736 nChanged 1793 SP:Iteration 21Q (4583.960000 sec): 3 clusters Score: Raw -32140745.148112 + Penalty 6066.123142 = -32134679.024971 nChanged 1186 SP:Iteration 22Q (4584.730000 sec): 3 clusters Score: Raw -32141686.877515 + Penalty 6066.123142 = -32135620.754373 nChanged 662 SP:Iteration 23Q (4585.490000 sec): 3 clusters Score: Raw -32142211.071280 + Penalty 6066.123142 = -32136144.948138 nChanged 368 SP:Iteration 24Q (4586.240000 sec): 3 clusters Score: Raw -32142507.864240 + Penalty 6066.123142 = -32136441.741098 nChanged 207 SP:Iteration 25Q (4587.000000 sec): 3 clusters Score: Raw -32142683.754846 + Penalty 6066.123142 = -32136617.631704 nChanged 117 SP:Iteration 26Q (4587.750000 sec): 3 clusters Score: Raw -32142782.772922 + Penalty 6066.123142 = -32136716.649780 nChanged 88 SP:Iteration 27Q (4588.500000 sec): 3 clusters Score: Raw -32142856.322360 + Penalty 6066.123142 = -32136790.199219 nChanged 50 SP:Iteration 28Q (4589.250000 sec): 3 clusters Score: Raw -32142895.479614 + Penalty 6066.123142 = -32136829.356472 nChanged 35 SP:Iteration 29Q (4590.000000 sec): 3 clusters Score: Raw -32142919.971006 + Penalty 6066.123142 = -32136853.847864 nChanged 31 SP:Iteration 30Q (4590.740000 sec): 3 clusters Score: Raw -32142938.107424 + Penalty 6066.123142 = -32136871.984283 nChanged 12 SP:Iteration 31Q (4591.490000 sec): 3 clusters Score: Raw -32142946.795193 + Penalty 6066.123142 = -32136880.672051 nChanged 9 SP:Iteration 32Q (4592.240000 sec): 3 clusters Score: Raw -32142950.504804 + Penalty 6066.123142 = -32136884.381662 nChanged 8 SP:Iteration 33Q (4592.980000 sec): 3 clusters Score: Raw -32142958.374018 + Penalty 6066.123142 = -32136892.250877 nChanged 10 SP:Iteration 34Q (4593.730000 sec): 3 clusters Score: Raw -32142964.800753 + Penalty 6066.123142 = -32136898.677611 nChanged 10 SP:Iteration 35Q (4594.480000 sec): 3 clusters Score: Raw -32142969.898452 + Penalty 6066.123142 = -32136903.775311 nChanged 11 SP:Iteration 36Q (4595.230000 sec): 3 clusters Score: Raw -32142976.792438 + Penalty 6066.123142 = -32136910.669296 nChanged 10 SP:Iteration 37Q (4595.980000 sec): 3 clusters Score: Raw -32142985.473084 + Penalty 6066.123142 = -32136919.349943 nChanged 16 SP:Iteration 38Q (4596.730000 sec): 3 clusters Score: Raw -32142995.804506 + Penalty 6066.123142 = -32136929.681364 nChanged 13 SP:Iteration 39Q (4597.470000 sec): 3 clusters Score: Raw -32143005.682550 + Penalty 6066.123142 = -32136939.559409 nChanged 18 SP:Iteration 40F (4598.520000 sec): 3 clusters Score: Raw -32143015.963492 + Penalty 6066.123142 = -32136949.840351 nChanged 13 SP:Iteration 41Q (4599.270000 sec): 3 clusters Score: Raw -32143023.133174 + Penalty 6066.123142 = -32136957.010032 nChanged 3 SP:Iteration 42Q (4600.020000 sec): 3 clusters Score: Raw -32143024.077281 + Penalty 6066.123142 = -32136957.954139 nChanged 1 SP:Iteration 43Q (4600.760000 sec): 3 clusters Score: Raw -32143024.602783 + Penalty 6066.123142 = -32136958.479641 nChanged 1 SP:Iteration 44Q (4601.510000 sec): 3 clusters Score: Raw -32143024.952217 + Penalty 6066.123142 = -32136958.829075 nChanged 0 SP:Iteration 45F (4602.560000 sec): 3 clusters Score: Raw -32143024.952217 + Penalty 6066.123142 = -32136958.829075 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4602.700000 sec): 2 clusters Score: Raw -50026.135696 + Penalty 1454.180532 = -48571.955165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4602.700000 sec): 3 clusters Score: Raw -50147.871551 + Penalty 2908.361063 = -47239.510488 nChanged 39 SP:Iteration 1F (4602.710000 sec): 3 clusters Score: Raw -50281.006763 + Penalty 2908.361063 = -47372.645700 nChanged 19 SP:Iteration 2F (4602.710000 sec): 3 clusters Score: Raw -50339.429687 + Penalty 2908.361063 = -47431.068624 nChanged 6 SP:Iteration 3Q (4602.710000 sec): 3 clusters Score: Raw -50356.340817 + Penalty 2908.361063 = -47447.979754 nChanged 2 SP:Iteration 4Q (4602.710000 sec): 3 clusters Score: Raw -50367.299478 + Penalty 2908.361063 = -47458.938414 nChanged 3 SP:Iteration 5Q (4602.710000 sec): 3 clusters Score: Raw -50373.303231 + Penalty 2908.361063 = -47464.942168 nChanged 2 SP:Iteration 6Q (4602.720000 sec): 3 clusters Score: Raw -50381.305980 + Penalty 2908.361063 = -47472.944917 nChanged 4 SP:Iteration 7Q (4602.720000 sec): 3 clusters Score: Raw -50389.625275 + Penalty 2908.361063 = -47481.264212 nChanged 2 SP:Iteration 8Q (4602.720000 sec): 3 clusters Score: Raw -50397.036177 + Penalty 2908.361063 = -47488.675114 nChanged 1 SP:Iteration 9Q (4602.720000 sec): 3 clusters Score: Raw -50397.691758 + Penalty 2908.361063 = -47489.330695 nChanged 0 SP:Iteration 10F (4602.720000 sec): 3 clusters Score: Raw -50397.691758 + Penalty 2908.361063 = -47489.330695 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4602.860000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4603.000000 sec): 3 clusters Score: Raw -4026767.024996 + Penalty 5041.040073 = -4021725.984923 nChanged 11567 SP:Iteration 1F (4603.130000 sec): 3 clusters Score: Raw -4033146.277728 + Penalty 5041.040073 = -4028105.237655 nChanged 1354 SP:Iteration 2F (4603.270000 sec): 3 clusters Score: Raw -4033608.481516 + Penalty 5041.040073 = -4028567.441443 nChanged 1174 SP:Iteration 3Q (4603.410000 sec): 3 clusters Score: Raw -4034048.950435 + Penalty 5041.040073 = -4029007.910362 nChanged 1174 SP:Iteration 4Q (4603.550000 sec): 3 clusters Score: Raw -4034552.811244 + Penalty 5041.040073 = -4029511.771171 nChanged 1230 SP:Iteration 5Q (4603.690000 sec): 3 clusters Score: Raw -4035099.034271 + Penalty 5041.040073 = -4030057.994198 nChanged 1266 SP:Iteration 6Q (4603.820000 sec): 3 clusters Score: Raw -4035678.439911 + Penalty 5041.040073 = -4030637.399838 nChanged 1279 SP:Iteration 7Q (4603.960000 sec): 3 clusters Score: Raw -4036324.898002 + Penalty 5041.040073 = -4031283.857929 nChanged 1314 SP:Iteration 8F (4604.090000 sec): 3 clusters Score: Raw -4036969.922145 + Penalty 5041.040073 = -4031928.882072 nChanged 1226 SP:Iteration 9Q (4604.230000 sec): 3 clusters Score: Raw -4037529.130753 + Penalty 5041.040073 = -4032488.090680 nChanged 1112 SP:Iteration 10Q (4604.360000 sec): 3 clusters Score: Raw -4037996.229833 + Penalty 5041.040073 = -4032955.189760 nChanged 966 SP:Iteration 11Q (4604.500000 sec): 3 clusters Score: Raw -4038365.774629 + Penalty 5041.040073 = -4033324.734556 nChanged 819 SP:Iteration 12Q (4604.630000 sec): 3 clusters Score: Raw -4038689.400418 + Penalty 5041.040073 = -4033648.360345 nChanged 730 SP:Iteration 13Q (4604.770000 sec): 3 clusters Score: Raw -4038981.453357 + Penalty 5041.040073 = -4033940.413284 nChanged 679 SP:Iteration 14Q (4604.900000 sec): 3 clusters Score: Raw -4039273.603096 + Penalty 5041.040073 = -4034232.563023 nChanged 674 SP:Iteration 15Q (4605.040000 sec): 3 clusters Score: Raw -4039577.416159 + Penalty 5041.040073 = -4034536.376086 nChanged 644 SP:Iteration 16Q (4605.170000 sec): 3 clusters Score: Raw -4039869.654883 + Penalty 5041.040073 = -4034828.614810 nChanged 637 SP:Iteration 17Q (4605.310000 sec): 3 clusters Score: Raw -4040176.582000 + Penalty 5041.040073 = -4035135.541927 nChanged 607 SP:Iteration 18Q (4605.440000 sec): 3 clusters Score: Raw -4040470.313586 + Penalty 5041.040073 = -4035429.273513 nChanged 547 SP:Iteration 19Q (4605.580000 sec): 3 clusters Score: Raw -4040735.961705 + Penalty 5041.040073 = -4035694.921632 nChanged 494 SP:Iteration 20F (4605.710000 sec): 3 clusters Score: Raw -4040994.727371 + Penalty 5041.040073 = -4035953.687298 nChanged 431 SP:Iteration 21Q (4605.840000 sec): 3 clusters Score: Raw -4041237.221444 + Penalty 5041.040073 = -4036196.181371 nChanged 379 SP:Iteration 22Q (4605.970000 sec): 3 clusters Score: Raw -4041445.427773 + Penalty 5041.040073 = -4036404.387700 nChanged 350 SP:Iteration 23Q (4606.100000 sec): 3 clusters Score: Raw -4041647.731707 + Penalty 5041.040073 = -4036606.691634 nChanged 296 SP:Iteration 24Q (4606.230000 sec): 3 clusters Score: Raw -4041836.281343 + Penalty 5041.040073 = -4036795.241270 nChanged 229 SP:Iteration 25Q (4606.350000 sec): 3 clusters Score: Raw -4041988.565126 + Penalty 5041.040073 = -4036947.525053 nChanged 184 SP:Iteration 26Q (4606.470000 sec): 3 clusters Score: Raw -4042129.023111 + Penalty 5041.040073 = -4037087.983038 nChanged 163 SP:Iteration 27Q (4606.590000 sec): 3 clusters Score: Raw -4042261.168504 + Penalty 5041.040073 = -4037220.128431 nChanged 125 SP:Iteration 28Q (4606.700000 sec): 3 clusters Score: Raw -4042371.452255 + Penalty 5041.040073 = -4037330.412182 nChanged 114 SP:Iteration 29Q (4606.810000 sec): 3 clusters Score: Raw -4042455.243113 + Penalty 5041.040073 = -4037414.203040 nChanged 96 SP:Iteration 30Q (4606.910000 sec): 3 clusters Score: Raw -4042521.202754 + Penalty 5041.040073 = -4037480.162681 nChanged 74 SP:Iteration 31Q (4607.020000 sec): 3 clusters Score: Raw -4042564.855200 + Penalty 5041.040073 = -4037523.815127 nChanged 56 SP:Iteration 32Q (4607.120000 sec): 3 clusters Score: Raw -4042593.114549 + Penalty 5041.040073 = -4037552.074476 nChanged 41 SP:Iteration 33Q (4607.220000 sec): 3 clusters Score: Raw -4042620.347866 + Penalty 5041.040073 = -4037579.307793 nChanged 47 SP:Iteration 34Q (4607.320000 sec): 3 clusters Score: Raw -4042647.805623 + Penalty 5041.040073 = -4037606.765550 nChanged 45 SP:Iteration 35Q (4607.430000 sec): 3 clusters Score: Raw -4042673.594965 + Penalty 5041.040073 = -4037632.554892 nChanged 28 SP:Iteration 36Q (4607.530000 sec): 3 clusters Score: Raw -4042691.469842 + Penalty 5041.040073 = -4037650.429769 nChanged 21 SP:Iteration 37Q (4607.630000 sec): 3 clusters Score: Raw -4042703.698445 + Penalty 5041.040073 = -4037662.658372 nChanged 22 SP:Iteration 38Q (4607.730000 sec): 3 clusters Score: Raw -4042714.518530 + Penalty 5041.040073 = -4037673.478457 nChanged 16 SP:Iteration 39Q (4607.830000 sec): 3 clusters Score: Raw -4042721.706067 + Penalty 5041.040073 = -4037680.665994 nChanged 12 SP:Iteration 40F (4607.960000 sec): 3 clusters Score: Raw -4042727.744401 + Penalty 5041.040073 = -4037686.704328 nChanged 11 SP:Iteration 41Q (4608.050000 sec): 3 clusters Score: Raw -4042734.197362 + Penalty 5041.040073 = -4037693.157289 nChanged 9 SP:Iteration 42Q (4608.150000 sec): 3 clusters Score: Raw -4042737.498371 + Penalty 5041.040073 = -4037696.458298 nChanged 6 SP:Iteration 43Q (4608.250000 sec): 3 clusters Score: Raw -4042740.150397 + Penalty 5041.040073 = -4037699.110324 nChanged 9 SP:Iteration 44Q (4608.350000 sec): 3 clusters Score: Raw -4042744.022092 + Penalty 5041.040073 = -4037702.982019 nChanged 8 SP:Iteration 45Q (4608.450000 sec): 3 clusters Score: Raw -4042747.701080 + Penalty 5041.040073 = -4037706.661007 nChanged 10 SP:Iteration 46Q (4608.550000 sec): 3 clusters Score: Raw -4042752.799765 + Penalty 5041.040073 = -4037711.759692 nChanged 11 SP:Iteration 47Q (4608.650000 sec): 3 clusters Score: Raw -4042757.537279 + Penalty 5041.040073 = -4037716.497206 nChanged 10 SP:Iteration 48Q (4608.750000 sec): 3 clusters Score: Raw -4042761.886365 + Penalty 5041.040073 = -4037720.846292 nChanged 10 SP:Iteration 49Q (4608.840000 sec): 3 clusters Score: Raw -4042767.053296 + Penalty 5041.040073 = -4037726.013223 nChanged 16 SP:Iteration 50Q (4608.940000 sec): 3 clusters Score: Raw -4042775.000465 + Penalty 5041.040073 = -4037733.960392 nChanged 14 SP:Iteration 51Q (4609.040000 sec): 3 clusters Score: Raw -4042781.915468 + Penalty 5041.040073 = -4037740.875395 nChanged 14 SP:Iteration 52Q (4609.140000 sec): 3 clusters Score: Raw -4042788.453129 + Penalty 5041.040073 = -4037747.413056 nChanged 13 SP:Iteration 53Q (4609.230000 sec): 3 clusters Score: Raw -4042795.408664 + Penalty 5041.040073 = -4037754.368591 nChanged 14 SP:Iteration 54Q (4609.330000 sec): 3 clusters Score: Raw -4042802.210490 + Penalty 5041.040073 = -4037761.170417 nChanged 15 SP:Iteration 55Q (4609.430000 sec): 3 clusters Score: Raw -4042810.350418 + Penalty 5041.040073 = -4037769.310345 nChanged 9 SP:Iteration 56Q (4609.530000 sec): 3 clusters Score: Raw -4042816.181782 + Penalty 5041.040073 = -4037775.141709 nChanged 9 SP:Iteration 57Q (4609.620000 sec): 3 clusters Score: Raw -4042821.633435 + Penalty 5041.040073 = -4037780.593362 nChanged 17 SP:Iteration 58Q (4609.720000 sec): 3 clusters Score: Raw -4042828.189339 + Penalty 5041.040073 = -4037787.149266 nChanged 3 SP:Iteration 59Q (4609.810000 sec): 3 clusters Score: Raw -4042829.234288 + Penalty 5041.040073 = -4037788.194215 nChanged 4 SP:Iteration 60F (4609.950000 sec): 3 clusters Score: Raw -4042831.070770 + Penalty 5041.040073 = -4037790.030697 nChanged 5 SP:Iteration 61Q (4610.050000 sec): 3 clusters Score: Raw -4042833.626593 + Penalty 5041.040073 = -4037792.586520 nChanged 5 SP:Iteration 62Q (4610.140000 sec): 3 clusters Score: Raw -4042836.180472 + Penalty 5041.040073 = -4037795.140399 nChanged 3 SP:Iteration 63Q (4610.240000 sec): 3 clusters Score: Raw -4042837.079831 + Penalty 5041.040073 = -4037796.039758 nChanged 3 SP:Iteration 64Q (4610.330000 sec): 3 clusters Score: Raw -4042838.452459 + Penalty 5041.040073 = -4037797.412386 nChanged 2 SP:Iteration 65Q (4610.430000 sec): 3 clusters Score: Raw -4042839.705848 + Penalty 5041.040073 = -4037798.665775 nChanged 4 SP:Iteration 66Q (4610.530000 sec): 3 clusters Score: Raw -4042841.686958 + Penalty 5041.040073 = -4037800.646885 nChanged 4 SP:Iteration 67Q (4610.620000 sec): 3 clusters Score: Raw -4042843.338858 + Penalty 5041.040073 = -4037802.298785 nChanged 7 SP:Iteration 68Q (4610.720000 sec): 3 clusters Score: Raw -4042845.899865 + Penalty 5041.040073 = -4037804.859792 nChanged 6 SP:Iteration 69Q (4610.810000 sec): 3 clusters Score: Raw -4042848.798407 + Penalty 5041.040073 = -4037807.758334 nChanged 2 SP:Iteration 70Q (4610.910000 sec): 3 clusters Score: Raw -4042850.338267 + Penalty 5041.040073 = -4037809.298194 nChanged 7 SP:Iteration 71Q (4611.010000 sec): 3 clusters Score: Raw -4042854.995458 + Penalty 5041.040073 = -4037813.955385 nChanged 6 SP:Iteration 72Q (4611.100000 sec): 3 clusters Score: Raw -4042860.640824 + Penalty 5041.040073 = -4037819.600751 nChanged 4 SP:Iteration 73Q (4611.200000 sec): 3 clusters Score: Raw -4042864.221921 + Penalty 5041.040073 = -4037823.181848 nChanged 8 SP:Iteration 74Q (4611.290000 sec): 3 clusters Score: Raw -4042867.669441 + Penalty 5041.040073 = -4037826.629368 nChanged 4 SP:Iteration 75Q (4611.390000 sec): 3 clusters Score: Raw -4042868.432257 + Penalty 5041.040073 = -4037827.392184 nChanged 1 SP:Iteration 76Q (4611.480000 sec): 3 clusters Score: Raw -4042868.695327 + Penalty 5041.040073 = -4037827.655254 nChanged 0 SP:Iteration 77F (4611.610000 sec): 3 clusters Score: Raw -4042868.695327 + Penalty 5041.040073 = -4037827.655254 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.630000 sec): 2 clusters Score: Raw -96432.823207 + Penalty 1611.573973 = -94821.249233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.640000 sec): 3 clusters Score: Raw -96350.488409 + Penalty 3223.147946 = -93127.340463 nChanged 129 SP:Iteration 1F (4611.640000 sec): 3 clusters Score: Raw -96569.368713 + Penalty 3223.147946 = -93346.220767 nChanged 32 SP:Iteration 2Q (4611.640000 sec): 3 clusters Score: Raw -96644.241756 + Penalty 3223.147946 = -93421.093810 nChanged 23 SP:Iteration 3Q (4611.650000 sec): 3 clusters Score: Raw -96699.659572 + Penalty 3223.147946 = -93476.511626 nChanged 14 SP:Iteration 4Q (4611.650000 sec): 3 clusters Score: Raw -96746.325874 + Penalty 3223.147946 = -93523.177928 nChanged 12 SP:Iteration 5Q (4611.650000 sec): 3 clusters Score: Raw -96773.195820 + Penalty 3223.147946 = -93550.047874 nChanged 9 SP:Iteration 6Q (4611.660000 sec): 3 clusters Score: Raw -96795.681766 + Penalty 3223.147946 = -93572.533819 nChanged 8 SP:Iteration 7Q (4611.660000 sec): 3 clusters Score: Raw -96831.341754 + Penalty 3223.147946 = -93608.193808 nChanged 3 SP:Iteration 8Q (4611.660000 sec): 3 clusters Score: Raw -96844.400241 + Penalty 3223.147946 = -93621.252295 nChanged 7 SP:Iteration 9Q (4611.670000 sec): 3 clusters Score: Raw -96865.617254 + Penalty 3223.147946 = -93642.469308 nChanged 8 SP:Iteration 10Q (4611.670000 sec): 3 clusters Score: Raw -96879.819532 + Penalty 3223.147946 = -93656.671586 nChanged 6 SP:Iteration 11Q (4611.670000 sec): 3 clusters Score: Raw -96889.275932 + Penalty 3223.147946 = -93666.127986 nChanged 5 SP:Iteration 12Q (4611.670000 sec): 3 clusters Score: Raw -96898.536567 + Penalty 3223.147946 = -93675.388621 nChanged 7 SP:Iteration 13Q (4611.680000 sec): 3 clusters Score: Raw -96910.626878 + Penalty 3223.147946 = -93687.478932 nChanged 3 SP:Iteration 14Q (4611.680000 sec): 3 clusters Score: Raw -96917.272327 + Penalty 3223.147946 = -93694.124381 nChanged 4 SP:Iteration 15Q (4611.690000 sec): 3 clusters Score: Raw -96923.816481 + Penalty 3223.147946 = -93700.668534 nChanged 1 SP:Iteration 16Q (4611.690000 sec): 3 clusters Score: Raw -96926.301922 + Penalty 3223.147946 = -93703.153976 nChanged 1 SP:Iteration 17Q (4611.690000 sec): 3 clusters Score: Raw -96927.254792 + Penalty 3223.147946 = -93704.106846 nChanged 3 SP:Iteration 18Q (4611.690000 sec): 3 clusters Score: Raw -96934.030893 + Penalty 3223.147946 = -93710.882947 nChanged 1 SP:Iteration 19Q (4611.700000 sec): 3 clusters Score: Raw -96935.313456 + Penalty 3223.147946 = -93712.165510 nChanged 1 SP:Iteration 20F (4611.700000 sec): 3 clusters Score: Raw -96940.535986 + Penalty 3223.147946 = -93717.388040 nChanged 2 SP:Iteration 21Q (4611.700000 sec): 3 clusters Score: Raw -96943.575044 + Penalty 3223.147946 = -93720.427098 nChanged 1 SP:Iteration 22Q (4611.710000 sec): 3 clusters Score: Raw -96949.511740 + Penalty 3223.147946 = -93726.363794 nChanged 3 SP:Iteration 23Q (4611.710000 sec): 3 clusters Score: Raw -96956.499962 + Penalty 3223.147946 = -93733.352016 nChanged 2 SP:Iteration 24Q (4611.710000 sec): 3 clusters Score: Raw -96967.597444 + Penalty 3223.147946 = -93744.449498 nChanged 3 SP:Iteration 25Q (4611.720000 sec): 3 clusters Score: Raw -96972.591057 + Penalty 3223.147946 = -93749.443111 nChanged 0 SP:Iteration 26F (4611.720000 sec): 3 clusters Score: Raw -96972.591057 + Penalty 3223.147946 = -93749.443111 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.720000 sec): 2 clusters Score: Raw -32230.306731 + Penalty 1347.563057 = -30882.743674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.730000 sec): 3 clusters Score: Raw -32444.358815 + Penalty 2695.126114 = -29749.232701 nChanged 19 SP:Iteration 1F (4611.730000 sec): 3 clusters Score: Raw -32525.043790 + Penalty 2695.126114 = -29829.917677 nChanged 4 SP:Iteration 2Q (4611.730000 sec): 3 clusters Score: Raw -32587.704722 + Penalty 2695.126114 = -29892.578608 nChanged 6 SP:Iteration 3Q (4611.730000 sec): 3 clusters Score: Raw -32665.161920 + Penalty 2695.126114 = -29970.035806 nChanged 5 SP:Iteration 4Q (4611.730000 sec): 3 clusters Score: Raw -32691.439512 + Penalty 2695.126114 = -29996.313398 nChanged 5 SP:Iteration 5Q (4611.730000 sec): 3 clusters Score: Raw -32726.171294 + Penalty 2695.126114 = -30031.045180 nChanged 3 SP:Iteration 6Q (4611.730000 sec): 3 clusters Score: Raw -32749.036553 + Penalty 2695.126114 = -30053.910439 nChanged 0 SP:Iteration 7F (4611.730000 sec): 3 clusters Score: Raw -32749.036553 + Penalty 2695.126114 = -30053.910439 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.840000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.950000 sec): 3 clusters Score: Raw -3223689.344136 + Penalty 4933.985933 = -3218755.358203 nChanged 9075 SP:Iteration 1F (4612.050000 sec): 3 clusters Score: Raw -3228374.611781 + Penalty 4933.985933 = -3223440.625848 nChanged 997 SP:Iteration 2Q (4612.150000 sec): 3 clusters Score: Raw -3228690.722906 + Penalty 4933.985933 = -3223756.736973 nChanged 864 SP:Iteration 3Q (4612.260000 sec): 3 clusters Score: Raw -3228948.614146 + Penalty 4933.985933 = -3224014.628213 nChanged 742 SP:Iteration 4Q (4612.370000 sec): 3 clusters Score: Raw -3229151.535053 + Penalty 4933.985933 = -3224217.549120 nChanged 637 SP:Iteration 5Q (4612.480000 sec): 3 clusters Score: Raw -3229345.175742 + Penalty 4933.985933 = -3224411.189809 nChanged 626 SP:Iteration 6Q (4612.590000 sec): 3 clusters Score: Raw -3229542.737105 + Penalty 4933.985933 = -3224608.751172 nChanged 625 SP:Iteration 7Q (4612.700000 sec): 3 clusters Score: Raw -3229741.038158 + Penalty 4933.985933 = -3224807.052225 nChanged 640 SP:Iteration 8Q (4612.800000 sec): 3 clusters Score: Raw -3229963.450948 + Penalty 4933.985933 = -3225029.465015 nChanged 653 SP:Iteration 9Q (4612.910000 sec): 3 clusters Score: Raw -3230237.685552 + Penalty 4933.985933 = -3225303.699619 nChanged 735 SP:Iteration 10Q (4613.020000 sec): 3 clusters Score: Raw -3230583.676658 + Penalty 4933.985933 = -3225649.690725 nChanged 837 SP:Iteration 11Q (4613.130000 sec): 3 clusters Score: Raw -3231075.378762 + Penalty 4933.985933 = -3226141.392830 nChanged 978 SP:Iteration 12Q (4613.240000 sec): 3 clusters Score: Raw -3231754.867596 + Penalty 4933.985933 = -3226820.881663 nChanged 1029 SP:Iteration 13Q (4613.340000 sec): 3 clusters Score: Raw -3232571.444989 + Penalty 4933.985933 = -3227637.459056 nChanged 1041 SP:Iteration 14Q (4613.450000 sec): 3 clusters Score: Raw -3233488.262661 + Penalty 4933.985933 = -3228554.276728 nChanged 984 SP:Iteration 15Q (4613.550000 sec): 3 clusters Score: Raw -3234380.556070 + Penalty 4933.985933 = -3229446.570137 nChanged 828 SP:Iteration 16Q (4613.650000 sec): 3 clusters Score: Raw -3235038.637616 + Penalty 4933.985933 = -3230104.651684 nChanged 583 SP:Iteration 17Q (4613.750000 sec): 3 clusters Score: Raw -3235425.760962 + Penalty 4933.985933 = -3230491.775029 nChanged 411 SP:Iteration 18Q (4613.840000 sec): 3 clusters Score: Raw -3235663.213330 + Penalty 4933.985933 = -3230729.227398 nChanged 309 SP:Iteration 19Q (4613.930000 sec): 3 clusters Score: Raw -3235818.902598 + Penalty 4933.985933 = -3230884.916666 nChanged 242 SP:Iteration 20F (4614.040000 sec): 3 clusters Score: Raw -3235916.216881 + Penalty 4933.985933 = -3230982.230948 nChanged 177 SP:Iteration 21Q (4614.130000 sec): 3 clusters Score: Raw -3235980.620994 + Penalty 4933.985933 = -3231046.635061 nChanged 143 SP:Iteration 22Q (4614.220000 sec): 3 clusters Score: Raw -3236028.664415 + Penalty 4933.985933 = -3231094.678482 nChanged 149 SP:Iteration 23Q (4614.300000 sec): 3 clusters Score: Raw -3236075.935722 + Penalty 4933.985933 = -3231141.949790 nChanged 108 SP:Iteration 24Q (4614.390000 sec): 3 clusters Score: Raw -3236105.904905 + Penalty 4933.985933 = -3231171.918972 nChanged 104 SP:Iteration 25Q (4614.480000 sec): 3 clusters Score: Raw -3236139.135173 + Penalty 4933.985933 = -3231205.149241 nChanged 80 SP:Iteration 26Q (4614.560000 sec): 3 clusters Score: Raw -3236159.118291 + Penalty 4933.985933 = -3231225.132358 nChanged 67 SP:Iteration 27Q (4614.640000 sec): 3 clusters Score: Raw -3236176.019973 + Penalty 4933.985933 = -3231242.034041 nChanged 62 SP:Iteration 28Q (4614.730000 sec): 3 clusters Score: Raw -3236195.423802 + Penalty 4933.985933 = -3231261.437869 nChanged 60 SP:Iteration 29Q (4614.820000 sec): 3 clusters Score: Raw -3236211.380656 + Penalty 4933.985933 = -3231277.394724 nChanged 42 SP:Iteration 30Q (4614.900000 sec): 3 clusters Score: Raw -3236223.628898 + Penalty 4933.985933 = -3231289.642965 nChanged 39 SP:Iteration 31Q (4614.990000 sec): 3 clusters Score: Raw -3236233.951771 + Penalty 4933.985933 = -3231299.965838 nChanged 40 SP:Iteration 32Q (4615.070000 sec): 3 clusters Score: Raw -3236244.183417 + Penalty 4933.985933 = -3231310.197484 nChanged 41 SP:Iteration 33Q (4615.160000 sec): 3 clusters Score: Raw -3236254.778721 + Penalty 4933.985933 = -3231320.792788 nChanged 44 SP:Iteration 34Q (4615.240000 sec): 3 clusters Score: Raw -3236266.796522 + Penalty 4933.985933 = -3231332.810590 nChanged 37 SP:Iteration 35Q (4615.320000 sec): 3 clusters Score: Raw -3236276.618716 + Penalty 4933.985933 = -3231342.632783 nChanged 28 SP:Iteration 36Q (4615.410000 sec): 3 clusters Score: Raw -3236283.526419 + Penalty 4933.985933 = -3231349.540486 nChanged 24 SP:Iteration 37Q (4615.490000 sec): 3 clusters Score: Raw -3236287.408830 + Penalty 4933.985933 = -3231353.422898 nChanged 12 SP:Iteration 38Q (4615.580000 sec): 3 clusters Score: Raw -3236289.463984 + Penalty 4933.985933 = -3231355.478051 nChanged 10 SP:Iteration 39Q (4615.660000 sec): 3 clusters Score: Raw -3236292.172664 + Penalty 4933.985933 = -3231358.186731 nChanged 10 SP:Iteration 40F (4615.760000 sec): 3 clusters Score: Raw -3236293.830405 + Penalty 4933.985933 = -3231359.844472 nChanged 8 SP:Iteration 41Q (4615.850000 sec): 3 clusters Score: Raw -3236295.608246 + Penalty 4933.985933 = -3231361.622314 nChanged 7 SP:Iteration 42Q (4615.930000 sec): 3 clusters Score: Raw -3236296.631746 + Penalty 4933.985933 = -3231362.645814 nChanged 2 SP:Iteration 43Q (4616.020000 sec): 3 clusters Score: Raw -3236296.884315 + Penalty 4933.985933 = -3231362.898382 nChanged 2 SP:Iteration 44Q (4616.100000 sec): 3 clusters Score: Raw -3236297.170729 + Penalty 4933.985933 = -3231363.184796 nChanged 1 SP:Iteration 45Q (4616.180000 sec): 3 clusters Score: Raw -3236297.309346 + Penalty 4933.985933 = -3231363.323413 nChanged 0 SP:Iteration 46F (4616.290000 sec): 3 clusters Score: Raw -3236297.309346 + Penalty 4933.985933 = -3231363.323413 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4616.320000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4616.350000 sec): 3 clusters Score: Raw -735360.785480 + Penalty 4220.943705 = -731139.841776 nChanged 1909 SP:Iteration 1F (4616.380000 sec): 3 clusters Score: Raw -736515.529028 + Penalty 4220.943705 = -732294.585323 nChanged 358 SP:Iteration 2F (4616.400000 sec): 3 clusters Score: Raw -736712.174654 + Penalty 4220.943705 = -732491.230950 nChanged 256 SP:Iteration 3F (4616.420000 sec): 3 clusters Score: Raw -736862.892406 + Penalty 4220.943705 = -732641.948701 nChanged 196 SP:Iteration 4Q (4616.450000 sec): 3 clusters Score: Raw -736983.008578 + Penalty 4220.943705 = -732762.064873 nChanged 165 SP:Iteration 5Q (4616.480000 sec): 3 clusters Score: Raw -737090.207813 + Penalty 4220.943705 = -732869.264109 nChanged 148 SP:Iteration 6Q (4616.500000 sec): 3 clusters Score: Raw -737182.879776 + Penalty 4220.943705 = -732961.936072 nChanged 122 SP:Iteration 7Q (4616.530000 sec): 3 clusters Score: Raw -737262.048647 + Penalty 4220.943705 = -733041.104943 nChanged 98 SP:Iteration 8Q (4616.550000 sec): 3 clusters Score: Raw -737319.594817 + Penalty 4220.943705 = -733098.651113 nChanged 106 SP:Iteration 9Q (4616.580000 sec): 3 clusters Score: Raw -737371.453909 + Penalty 4220.943705 = -733150.510205 nChanged 96 SP:Iteration 10Q (4616.600000 sec): 3 clusters Score: Raw -737415.828965 + Penalty 4220.943705 = -733194.885261 nChanged 86 SP:Iteration 11Q (4616.630000 sec): 3 clusters Score: Raw -737458.289575 + Penalty 4220.943705 = -733237.345871 nChanged 73 SP:Iteration 12Q (4616.650000 sec): 3 clusters Score: Raw -737497.650619 + Penalty 4220.943705 = -733276.706915 nChanged 77 SP:Iteration 13Q (4616.680000 sec): 3 clusters Score: Raw -737532.809948 + Penalty 4220.943705 = -733311.866243 nChanged 65 SP:Iteration 14Q (4616.700000 sec): 3 clusters Score: Raw -737564.338756 + Penalty 4220.943705 = -733343.395051 nChanged 68 SP:Iteration 15Q (4616.730000 sec): 3 clusters Score: Raw -737589.751498 + Penalty 4220.943705 = -733368.807793 nChanged 57 SP:Iteration 16Q (4616.750000 sec): 3 clusters Score: Raw -737613.888156 + Penalty 4220.943705 = -733392.944451 nChanged 51 SP:Iteration 17Q (4616.780000 sec): 3 clusters Score: Raw -737636.498746 + Penalty 4220.943705 = -733415.555041 nChanged 59 SP:Iteration 18Q (4616.800000 sec): 3 clusters Score: Raw -737660.983931 + Penalty 4220.943705 = -733440.040226 nChanged 59 SP:Iteration 19Q (4616.820000 sec): 3 clusters Score: Raw -737688.227253 + Penalty 4220.943705 = -733467.283548 nChanged 61 SP:Iteration 20F (4616.850000 sec): 3 clusters Score: Raw -737716.928464 + Penalty 4220.943705 = -733495.984759 nChanged 57 SP:Iteration 21Q (4616.880000 sec): 3 clusters Score: Raw -737741.660444 + Penalty 4220.943705 = -733520.716740 nChanged 73 SP:Iteration 22Q (4616.900000 sec): 3 clusters Score: Raw -737775.769026 + Penalty 4220.943705 = -733554.825321 nChanged 67 SP:Iteration 23Q (4616.920000 sec): 3 clusters Score: Raw -737811.613305 + Penalty 4220.943705 = -733590.669600 nChanged 70 SP:Iteration 24Q (4616.950000 sec): 3 clusters Score: Raw -737843.387893 + Penalty 4220.943705 = -733622.444188 nChanged 65 SP:Iteration 25Q (4616.980000 sec): 3 clusters Score: Raw -737879.194802 + Penalty 4220.943705 = -733658.251098 nChanged 73 SP:Iteration 26Q (4617.000000 sec): 3 clusters Score: Raw -737927.436013 + Penalty 4220.943705 = -733706.492309 nChanged 87 SP:Iteration 27Q (4617.020000 sec): 3 clusters Score: Raw -737979.218172 + Penalty 4220.943705 = -733758.274467 nChanged 90 SP:Iteration 28Q (4617.050000 sec): 3 clusters Score: Raw -738032.610152 + Penalty 4220.943705 = -733811.666447 nChanged 100 SP:Iteration 29Q (4617.070000 sec): 3 clusters Score: Raw -738094.989313 + Penalty 4220.943705 = -733874.045608 nChanged 86 SP:Iteration 30Q (4617.100000 sec): 3 clusters Score: Raw -738144.183263 + Penalty 4220.943705 = -733923.239559 nChanged 88 SP:Iteration 31Q (4617.120000 sec): 3 clusters Score: Raw -738196.762685 + Penalty 4220.943705 = -733975.818980 nChanged 88 SP:Iteration 32Q (4617.150000 sec): 3 clusters Score: Raw -738253.095236 + Penalty 4220.943705 = -734032.151531 nChanged 85 SP:Iteration 33Q (4617.170000 sec): 3 clusters Score: Raw -738311.132026 + Penalty 4220.943705 = -734090.188322 nChanged 77 SP:Iteration 34Q (4617.190000 sec): 3 clusters Score: Raw -738365.204489 + Penalty 4220.943705 = -734144.260784 nChanged 83 SP:Iteration 35Q (4617.220000 sec): 3 clusters Score: Raw -738420.534390 + Penalty 4220.943705 = -734199.590685 nChanged 75 SP:Iteration 36Q (4617.240000 sec): 3 clusters Score: Raw -738461.457001 + Penalty 4220.943705 = -734240.513296 nChanged 56 SP:Iteration 37Q (4617.260000 sec): 3 clusters Score: Raw -738498.266594 + Penalty 4220.943705 = -734277.322890 nChanged 56 SP:Iteration 38Q (4617.290000 sec): 3 clusters Score: Raw -738531.591194 + Penalty 4220.943705 = -734310.647490 nChanged 52 SP:Iteration 39Q (4617.310000 sec): 3 clusters Score: Raw -738560.621061 + Penalty 4220.943705 = -734339.677356 nChanged 41 SP:Iteration 40F (4617.340000 sec): 3 clusters Score: Raw -738581.764464 + Penalty 4220.943705 = -734360.820759 nChanged 33 SP:Iteration 41Q (4617.360000 sec): 3 clusters Score: Raw -738600.212062 + Penalty 4220.943705 = -734379.268358 nChanged 32 SP:Iteration 42Q (4617.380000 sec): 3 clusters Score: Raw -738617.394404 + Penalty 4220.943705 = -734396.450700 nChanged 28 SP:Iteration 43Q (4617.400000 sec): 3 clusters Score: Raw -738631.446505 + Penalty 4220.943705 = -734410.502800 nChanged 21 SP:Iteration 44Q (4617.420000 sec): 3 clusters Score: Raw -738641.904337 + Penalty 4220.943705 = -734420.960633 nChanged 18 SP:Iteration 45Q (4617.450000 sec): 3 clusters Score: Raw -738649.912426 + Penalty 4220.943705 = -734428.968722 nChanged 13 SP:Iteration 46Q (4617.470000 sec): 3 clusters Score: Raw -738654.796404 + Penalty 4220.943705 = -734433.852700 nChanged 12 SP:Iteration 47Q (4617.490000 sec): 3 clusters Score: Raw -738659.532903 + Penalty 4220.943705 = -734438.589199 nChanged 9 SP:Iteration 48Q (4617.510000 sec): 3 clusters Score: Raw -738663.699358 + Penalty 4220.943705 = -734442.755653 nChanged 9 SP:Iteration 49Q (4617.540000 sec): 3 clusters Score: Raw -738668.309213 + Penalty 4220.943705 = -734447.365508 nChanged 9 SP:Iteration 50Q (4617.560000 sec): 3 clusters Score: Raw -738672.349801 + Penalty 4220.943705 = -734451.406096 nChanged 6 SP:Iteration 51Q (4617.580000 sec): 3 clusters Score: Raw -738675.007653 + Penalty 4220.943705 = -734454.063949 nChanged 4 SP:Iteration 52Q (4617.600000 sec): 3 clusters Score: Raw -738675.969016 + Penalty 4220.943705 = -734455.025312 nChanged 2 SP:Iteration 53Q (4617.620000 sec): 3 clusters Score: Raw -738676.505398 + Penalty 4220.943705 = -734455.561693 nChanged 0 SP:Iteration 54F (4617.650000 sec): 3 clusters Score: Raw -738676.505398 + Penalty 4220.943705 = -734455.561693 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4617.660000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4617.680000 sec): 3 clusters Score: Raw -416317.303636 + Penalty 3917.796049 = -412399.507587 nChanged 915 SP:Iteration 1F (4617.690000 sec): 3 clusters Score: Raw -416921.747893 + Penalty 3917.796049 = -413003.951844 nChanged 199 SP:Iteration 2F (4617.700000 sec): 3 clusters Score: Raw -417073.043541 + Penalty 3917.796049 = -413155.247492 nChanged 127 SP:Iteration 3Q (4617.720000 sec): 3 clusters Score: Raw -417173.655296 + Penalty 3917.796049 = -413255.859247 nChanged 91 SP:Iteration 4Q (4617.730000 sec): 3 clusters Score: Raw -417249.071856 + Penalty 3917.796049 = -413331.275807 nChanged 87 SP:Iteration 5Q (4617.750000 sec): 3 clusters Score: Raw -417319.779433 + Penalty 3917.796049 = -413401.983384 nChanged 84 SP:Iteration 6Q (4617.760000 sec): 3 clusters Score: Raw -417380.077546 + Penalty 3917.796049 = -413462.281497 nChanged 76 SP:Iteration 7Q (4617.770000 sec): 3 clusters Score: Raw -417432.800512 + Penalty 3917.796049 = -413515.004463 nChanged 47 SP:Iteration 8Q (4617.790000 sec): 3 clusters Score: Raw -417465.554793 + Penalty 3917.796049 = -413547.758744 nChanged 39 SP:Iteration 9Q (4617.800000 sec): 3 clusters Score: Raw -417492.390191 + Penalty 3917.796049 = -413574.594141 nChanged 28 SP:Iteration 10Q (4617.810000 sec): 3 clusters Score: Raw -417510.100242 + Penalty 3917.796049 = -413592.304193 nChanged 22 SP:Iteration 11Q (4617.830000 sec): 3 clusters Score: Raw -417523.053940 + Penalty 3917.796049 = -413605.257891 nChanged 25 SP:Iteration 12Q (4617.840000 sec): 3 clusters Score: Raw -417539.373129 + Penalty 3917.796049 = -413621.577080 nChanged 24 SP:Iteration 13Q (4617.860000 sec): 3 clusters Score: Raw -417555.450060 + Penalty 3917.796049 = -413637.654011 nChanged 18 SP:Iteration 14Q (4617.870000 sec): 3 clusters Score: Raw -417565.249433 + Penalty 3917.796049 = -413647.453384 nChanged 14 SP:Iteration 15Q (4617.880000 sec): 3 clusters Score: Raw -417573.901819 + Penalty 3917.796049 = -413656.105770 nChanged 11 SP:Iteration 16Q (4617.900000 sec): 3 clusters Score: Raw -417579.272122 + Penalty 3917.796049 = -413661.476073 nChanged 6 SP:Iteration 17Q (4617.910000 sec): 3 clusters Score: Raw -417582.740588 + Penalty 3917.796049 = -413664.944539 nChanged 9 SP:Iteration 18Q (4617.920000 sec): 3 clusters Score: Raw -417587.542403 + Penalty 3917.796049 = -413669.746354 nChanged 7 SP:Iteration 19Q (4617.940000 sec): 3 clusters Score: Raw -417591.065722 + Penalty 3917.796049 = -413673.269673 nChanged 9 SP:Iteration 20F (4617.950000 sec): 3 clusters Score: Raw -417596.846545 + Penalty 3917.796049 = -413679.050496 nChanged 12 SP:Iteration 21Q (4617.960000 sec): 3 clusters Score: Raw -417603.918867 + Penalty 3917.796049 = -413686.122818 nChanged 9 SP:Iteration 22Q (4617.980000 sec): 3 clusters Score: Raw -417607.362310 + Penalty 3917.796049 = -413689.566261 nChanged 6 SP:Iteration 23Q (4617.990000 sec): 3 clusters Score: Raw -417610.580167 + Penalty 3917.796049 = -413692.784118 nChanged 6 SP:Iteration 24Q (4618.000000 sec): 3 clusters Score: Raw -417613.701137 + Penalty 3917.796049 = -413695.905088 nChanged 8 SP:Iteration 25Q (4618.020000 sec): 3 clusters Score: Raw -417617.722342 + Penalty 3917.796049 = -413699.926293 nChanged 5 SP:Iteration 26Q (4618.030000 sec): 3 clusters Score: Raw -417620.210438 + Penalty 3917.796049 = -413702.414389 nChanged 7 SP:Iteration 27Q (4618.040000 sec): 3 clusters Score: Raw -417622.879012 + Penalty 3917.796049 = -413705.082963 nChanged 6 SP:Iteration 28Q (4618.060000 sec): 3 clusters Score: Raw -417626.094650 + Penalty 3917.796049 = -413708.298601 nChanged 3 SP:Iteration 29Q (4618.070000 sec): 3 clusters Score: Raw -417627.268545 + Penalty 3917.796049 = -413709.472496 nChanged 4 SP:Iteration 30Q (4618.080000 sec): 3 clusters Score: Raw -417629.099424 + Penalty 3917.796049 = -413711.303375 nChanged 1 SP:Iteration 31Q (4618.100000 sec): 3 clusters Score: Raw -417629.624858 + Penalty 3917.796049 = -413711.828809 nChanged 0 SP:Iteration 32F (4618.110000 sec): 3 clusters Score: Raw -417629.624858 + Penalty 3917.796049 = -413711.828809 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.120000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.120000 sec): 3 clusters Score: Raw -216519.112776 + Penalty 3576.565953 = -212942.546824 nChanged 374 SP:Iteration 1F (4618.130000 sec): 3 clusters Score: Raw -216856.146588 + Penalty 3576.565953 = -213279.580635 nChanged 101 SP:Iteration 2F (4618.140000 sec): 3 clusters Score: Raw -216956.355640 + Penalty 3576.565953 = -213379.789687 nChanged 36 SP:Iteration 3Q (4618.140000 sec): 3 clusters Score: Raw -216994.546345 + Penalty 3576.565953 = -213417.980392 nChanged 34 SP:Iteration 4Q (4618.150000 sec): 3 clusters Score: Raw -217034.755496 + Penalty 3576.565953 = -213458.189543 nChanged 30 SP:Iteration 5Q (4618.160000 sec): 3 clusters Score: Raw -217061.373437 + Penalty 3576.565953 = -213484.807484 nChanged 20 SP:Iteration 6Q (4618.170000 sec): 3 clusters Score: Raw -217084.527036 + Penalty 3576.565953 = -213507.961083 nChanged 16 SP:Iteration 7Q (4618.170000 sec): 3 clusters Score: Raw -217098.565686 + Penalty 3576.565953 = -213521.999733 nChanged 11 SP:Iteration 8Q (4618.180000 sec): 3 clusters Score: Raw -217112.122860 + Penalty 3576.565953 = -213535.556908 nChanged 7 SP:Iteration 9Q (4618.190000 sec): 3 clusters Score: Raw -217117.606521 + Penalty 3576.565953 = -213541.040568 nChanged 7 SP:Iteration 10Q (4618.190000 sec): 3 clusters Score: Raw -217127.325901 + Penalty 3576.565953 = -213550.759948 nChanged 4 SP:Iteration 11Q (4618.200000 sec): 3 clusters Score: Raw -217131.358006 + Penalty 3576.565953 = -213554.792053 nChanged 6 SP:Iteration 12Q (4618.210000 sec): 3 clusters Score: Raw -217135.094091 + Penalty 3576.565953 = -213558.528138 nChanged 3 SP:Iteration 13Q (4618.210000 sec): 3 clusters Score: Raw -217136.466302 + Penalty 3576.565953 = -213559.900349 nChanged 0 SP:Iteration 14F (4618.220000 sec): 3 clusters Score: Raw -217136.466302 + Penalty 3576.565953 = -213559.900349 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.340000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.450000 sec): 3 clusters Score: Raw -3548750.120535 + Penalty 4973.714497 = -3543776.406038 nChanged 10082 SP:Iteration 1F (4618.570000 sec): 3 clusters Score: Raw -3554228.531229 + Penalty 4973.714497 = -3549254.816732 nChanged 1307 SP:Iteration 2F (4618.690000 sec): 3 clusters Score: Raw -3554750.729398 + Penalty 4973.714497 = -3549777.014901 nChanged 1216 SP:Iteration 3F (4618.800000 sec): 3 clusters Score: Raw -3555253.047841 + Penalty 4973.714497 = -3550279.333344 nChanged 1142 SP:Iteration 4F (4618.920000 sec): 3 clusters Score: Raw -3555748.166344 + Penalty 4973.714497 = -3550774.451847 nChanged 1174 SP:Iteration 5F (4619.040000 sec): 3 clusters Score: Raw -3556287.101932 + Penalty 4973.714497 = -3551313.387435 nChanged 1134 SP:Iteration 6F (4619.160000 sec): 3 clusters Score: Raw -3556805.772573 + Penalty 4973.714497 = -3551832.058076 nChanged 1070 SP:Iteration 7Q (4619.270000 sec): 3 clusters Score: Raw -3557263.557391 + Penalty 4973.714497 = -3552289.842894 nChanged 949 SP:Iteration 8Q (4619.390000 sec): 3 clusters Score: Raw -3557668.292486 + Penalty 4973.714497 = -3552694.577989 nChanged 892 SP:Iteration 9Q (4619.510000 sec): 3 clusters Score: Raw -3558028.304914 + Penalty 4973.714497 = -3553054.590417 nChanged 768 SP:Iteration 10Q (4619.630000 sec): 3 clusters Score: Raw -3558326.493586 + Penalty 4973.714497 = -3553352.779089 nChanged 644 SP:Iteration 11Q (4619.740000 sec): 3 clusters Score: Raw -3558559.443965 + Penalty 4973.714497 = -3553585.729469 nChanged 572 SP:Iteration 12Q (4619.860000 sec): 3 clusters Score: Raw -3558776.589773 + Penalty 4973.714497 = -3553802.875276 nChanged 565 SP:Iteration 13Q (4619.980000 sec): 3 clusters Score: Raw -3558997.238190 + Penalty 4973.714497 = -3554023.523693 nChanged 595 SP:Iteration 14Q (4620.100000 sec): 3 clusters Score: Raw -3559246.993355 + Penalty 4973.714497 = -3554273.278858 nChanged 599 SP:Iteration 15Q (4620.210000 sec): 3 clusters Score: Raw -3559517.321062 + Penalty 4973.714497 = -3554543.606566 nChanged 614 SP:Iteration 16Q (4620.330000 sec): 3 clusters Score: Raw -3559811.772812 + Penalty 4973.714497 = -3554838.058315 nChanged 610 SP:Iteration 17Q (4620.450000 sec): 3 clusters Score: Raw -3560137.948588 + Penalty 4973.714497 = -3555164.234091 nChanged 541 SP:Iteration 18Q (4620.570000 sec): 3 clusters Score: Raw -3560450.554748 + Penalty 4973.714497 = -3555476.840251 nChanged 527 SP:Iteration 19Q (4620.690000 sec): 3 clusters Score: Raw -3560806.788007 + Penalty 4973.714497 = -3555833.073510 nChanged 510 SP:Iteration 20F (4620.800000 sec): 3 clusters Score: Raw -3561182.051633 + Penalty 4973.714497 = -3556208.337136 nChanged 433 SP:Iteration 21Q (4620.920000 sec): 3 clusters Score: Raw -3561533.318378 + Penalty 4973.714497 = -3556559.603881 nChanged 310 SP:Iteration 22Q (4621.030000 sec): 3 clusters Score: Raw -3561784.592092 + Penalty 4973.714497 = -3556810.877595 nChanged 200 SP:Iteration 23Q (4621.140000 sec): 3 clusters Score: Raw -3561942.771569 + Penalty 4973.714497 = -3556969.057072 nChanged 136 SP:Iteration 24Q (4621.240000 sec): 3 clusters Score: Raw -3562045.450102 + Penalty 4973.714497 = -3557071.735605 nChanged 95 SP:Iteration 25Q (4621.340000 sec): 3 clusters Score: Raw -3562124.452146 + Penalty 4973.714497 = -3557150.737649 nChanged 68 SP:Iteration 26Q (4621.440000 sec): 3 clusters Score: Raw -3562185.925548 + Penalty 4973.714497 = -3557212.211051 nChanged 46 SP:Iteration 27Q (4621.540000 sec): 3 clusters Score: Raw -3562226.117300 + Penalty 4973.714497 = -3557252.402803 nChanged 43 SP:Iteration 28Q (4621.630000 sec): 3 clusters Score: Raw -3562255.599822 + Penalty 4973.714497 = -3557281.885325 nChanged 16 SP:Iteration 29Q (4621.720000 sec): 3 clusters Score: Raw -3562271.128803 + Penalty 4973.714497 = -3557297.414306 nChanged 12 SP:Iteration 30Q (4621.820000 sec): 3 clusters Score: Raw -3562280.702968 + Penalty 4973.714497 = -3557306.988471 nChanged 6 SP:Iteration 31Q (4621.910000 sec): 3 clusters Score: Raw -3562285.607567 + Penalty 4973.714497 = -3557311.893070 nChanged 3 SP:Iteration 32Q (4622.000000 sec): 3 clusters Score: Raw -3562288.398080 + Penalty 4973.714497 = -3557314.683583 nChanged 3 SP:Iteration 33Q (4622.090000 sec): 3 clusters Score: Raw -3562290.709338 + Penalty 4973.714497 = -3557316.994842 nChanged 2 SP:Iteration 34Q (4622.180000 sec): 3 clusters Score: Raw -3562292.067495 + Penalty 4973.714497 = -3557318.352998 nChanged 4 SP:Iteration 35Q (4622.270000 sec): 3 clusters Score: Raw -3562294.658134 + Penalty 4973.714497 = -3557320.943637 nChanged 3 SP:Iteration 36Q (4622.360000 sec): 3 clusters Score: Raw -3562297.674630 + Penalty 4973.714497 = -3557323.960133 nChanged 3 SP:Iteration 37Q (4622.450000 sec): 3 clusters Score: Raw -3562300.401478 + Penalty 4973.714497 = -3557326.686981 nChanged 3 SP:Iteration 38Q (4622.540000 sec): 3 clusters Score: Raw -3562303.151240 + Penalty 4973.714497 = -3557329.436743 nChanged 1 SP:Iteration 39Q (4622.640000 sec): 3 clusters Score: Raw -3562304.023063 + Penalty 4973.714497 = -3557330.308566 nChanged 1 SP:Iteration 40F (4622.750000 sec): 3 clusters Score: Raw -3562305.189887 + Penalty 4973.714497 = -3557331.475390 nChanged 2 SP:Iteration 41Q (4622.840000 sec): 3 clusters Score: Raw -3562306.785789 + Penalty 4973.714497 = -3557333.071292 nChanged 4 SP:Iteration 42Q (4622.930000 sec): 3 clusters Score: Raw -3562309.429639 + Penalty 4973.714497 = -3557335.715142 nChanged 3 SP:Iteration 43Q (4623.020000 sec): 3 clusters Score: Raw -3562311.668137 + Penalty 4973.714497 = -3557337.953640 nChanged 3 SP:Iteration 44Q (4623.110000 sec): 3 clusters Score: Raw -3562315.360293 + Penalty 4973.714497 = -3557341.645796 nChanged 4 SP:Iteration 45Q (4623.200000 sec): 3 clusters Score: Raw -3562318.763260 + Penalty 4973.714497 = -3557345.048763 nChanged 4 SP:Iteration 46Q (4623.290000 sec): 3 clusters Score: Raw -3562322.202678 + Penalty 4973.714497 = -3557348.488181 nChanged 1 SP:Iteration 47Q (4623.380000 sec): 3 clusters Score: Raw -3562323.700618 + Penalty 4973.714497 = -3557349.986121 nChanged 1 SP:Iteration 48Q (4623.470000 sec): 3 clusters Score: Raw -3562324.402104 + Penalty 4973.714497 = -3557350.687607 nChanged 0 SP:Iteration 49F (4623.590000 sec): 3 clusters Score: Raw -3562324.402104 + Penalty 4973.714497 = -3557350.687607 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4623.610000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4623.620000 sec): 3 clusters Score: Raw -120534.737397 + Penalty 3320.502781 = -117214.234616 nChanged 185 SP:Iteration 1F (4623.620000 sec): 3 clusters Score: Raw -121061.236928 + Penalty 3320.502781 = -117740.734147 nChanged 86 SP:Iteration 2F (4623.620000 sec): 3 clusters Score: Raw -121397.719673 + Penalty 3320.502781 = -118077.216892 nChanged 68 SP:Iteration 3F (4623.630000 sec): 3 clusters Score: Raw -121642.360197 + Penalty 3320.502781 = -118321.857416 nChanged 46 SP:Iteration 4F (4623.630000 sec): 3 clusters Score: Raw -121763.092433 + Penalty 3320.502781 = -118442.589652 nChanged 22 SP:Iteration 5Q (4623.640000 sec): 3 clusters Score: Raw -121818.724089 + Penalty 3320.502781 = -118498.221308 nChanged 19 SP:Iteration 6Q (4623.640000 sec): 3 clusters Score: Raw -121879.704919 + Penalty 3320.502781 = -118559.202138 nChanged 8 SP:Iteration 7Q (4623.640000 sec): 3 clusters Score: Raw -121903.857142 + Penalty 3320.502781 = -118583.354361 nChanged 6 SP:Iteration 8Q (4623.640000 sec): 3 clusters Score: Raw -121920.161580 + Penalty 3320.502781 = -118599.658799 nChanged 7 SP:Iteration 9Q (4623.650000 sec): 3 clusters Score: Raw -121949.122169 + Penalty 3320.502781 = -118628.619388 nChanged 4 SP:Iteration 10Q (4623.650000 sec): 3 clusters Score: Raw -121967.457475 + Penalty 3320.502781 = -118646.954694 nChanged 5 SP:Iteration 11Q (4623.650000 sec): 3 clusters Score: Raw -121982.716629 + Penalty 3320.502781 = -118662.213848 nChanged 4 SP:Iteration 12Q (4623.660000 sec): 3 clusters Score: Raw -121990.578994 + Penalty 3320.502781 = -118670.076213 nChanged 2 SP:Iteration 13Q (4623.660000 sec): 3 clusters Score: Raw -121994.137225 + Penalty 3320.502781 = -118673.634444 nChanged 0 SP:Iteration 14F (4623.660000 sec): 3 clusters Score: Raw -121994.137225 + Penalty 3320.502781 = -118673.634444 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4623.720000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4623.780000 sec): 3 clusters Score: Raw -1594950.546460 + Penalty 4618.121359 = -1590332.425101 nChanged 4683 SP:Iteration 1F (4623.830000 sec): 3 clusters Score: Raw -1597865.092522 + Penalty 4618.121359 = -1593246.971163 nChanged 901 SP:Iteration 2F (4623.890000 sec): 3 clusters Score: Raw -1598450.205757 + Penalty 4618.121359 = -1593832.084398 nChanged 725 SP:Iteration 3F (4623.940000 sec): 3 clusters Score: Raw -1598871.976195 + Penalty 4618.121359 = -1594253.854836 nChanged 578 SP:Iteration 4F (4624.000000 sec): 3 clusters Score: Raw -1599181.457244 + Penalty 4618.121359 = -1594563.335885 nChanged 471 SP:Iteration 5Q (4624.050000 sec): 3 clusters Score: Raw -1599449.253984 + Penalty 4618.121359 = -1594831.132625 nChanged 411 SP:Iteration 6Q (4624.110000 sec): 3 clusters Score: Raw -1599673.651584 + Penalty 4618.121359 = -1595055.530225 nChanged 377 SP:Iteration 7Q (4624.160000 sec): 3 clusters Score: Raw -1599885.854590 + Penalty 4618.121359 = -1595267.733231 nChanged 359 SP:Iteration 8Q (4624.220000 sec): 3 clusters Score: Raw -1600107.010962 + Penalty 4618.121359 = -1595488.889603 nChanged 341 SP:Iteration 9Q (4624.270000 sec): 3 clusters Score: Raw -1600308.130664 + Penalty 4618.121359 = -1595690.009306 nChanged 307 SP:Iteration 10Q (4624.330000 sec): 3 clusters Score: Raw -1600460.393135 + Penalty 4618.121359 = -1595842.271776 nChanged 281 SP:Iteration 11Q (4624.380000 sec): 3 clusters Score: Raw -1600603.338593 + Penalty 4618.121359 = -1595985.217234 nChanged 277 SP:Iteration 12Q (4624.440000 sec): 3 clusters Score: Raw -1600749.334698 + Penalty 4618.121359 = -1596131.213339 nChanged 276 SP:Iteration 13Q (4624.490000 sec): 3 clusters Score: Raw -1600909.160411 + Penalty 4618.121359 = -1596291.039052 nChanged 275 SP:Iteration 14Q (4624.540000 sec): 3 clusters Score: Raw -1601073.069721 + Penalty 4618.121359 = -1596454.948362 nChanged 251 SP:Iteration 15Q (4624.590000 sec): 3 clusters Score: Raw -1601220.157181 + Penalty 4618.121359 = -1596602.035822 nChanged 236 SP:Iteration 16Q (4624.640000 sec): 3 clusters Score: Raw -1601350.584387 + Penalty 4618.121359 = -1596732.463028 nChanged 202 SP:Iteration 17Q (4624.690000 sec): 3 clusters Score: Raw -1601460.082924 + Penalty 4618.121359 = -1596841.961565 nChanged 184 SP:Iteration 18Q (4624.740000 sec): 3 clusters Score: Raw -1601561.626083 + Penalty 4618.121359 = -1596943.504724 nChanged 168 SP:Iteration 19Q (4624.790000 sec): 3 clusters Score: Raw -1601673.878632 + Penalty 4618.121359 = -1597055.757274 nChanged 147 SP:Iteration 20F (4624.850000 sec): 3 clusters Score: Raw -1601763.672493 + Penalty 4618.121359 = -1597145.551134 nChanged 149 SP:Iteration 21Q (4624.900000 sec): 3 clusters Score: Raw -1601852.762251 + Penalty 4618.121359 = -1597234.640892 nChanged 129 SP:Iteration 22Q (4624.940000 sec): 3 clusters Score: Raw -1601939.116647 + Penalty 4618.121359 = -1597320.995289 nChanged 111 SP:Iteration 23Q (4624.990000 sec): 3 clusters Score: Raw -1602015.061017 + Penalty 4618.121359 = -1597396.939658 nChanged 73 SP:Iteration 24Q (4625.040000 sec): 3 clusters Score: Raw -1602062.229028 + Penalty 4618.121359 = -1597444.107670 nChanged 57 SP:Iteration 25Q (4625.080000 sec): 3 clusters Score: Raw -1602100.831524 + Penalty 4618.121359 = -1597482.710165 nChanged 45 SP:Iteration 26Q (4625.130000 sec): 3 clusters Score: Raw -1602128.879390 + Penalty 4618.121359 = -1597510.758031 nChanged 41 SP:Iteration 27Q (4625.180000 sec): 3 clusters Score: Raw -1602151.614685 + Penalty 4618.121359 = -1597533.493327 nChanged 32 SP:Iteration 28Q (4625.220000 sec): 3 clusters Score: Raw -1602168.457923 + Penalty 4618.121359 = -1597550.336564 nChanged 21 SP:Iteration 29Q (4625.260000 sec): 3 clusters Score: Raw -1602181.212143 + Penalty 4618.121359 = -1597563.090784 nChanged 20 SP:Iteration 30Q (4625.310000 sec): 3 clusters Score: Raw -1602192.218069 + Penalty 4618.121359 = -1597574.096710 nChanged 17 SP:Iteration 31Q (4625.350000 sec): 3 clusters Score: Raw -1602202.273793 + Penalty 4618.121359 = -1597584.152434 nChanged 15 SP:Iteration 32Q (4625.400000 sec): 3 clusters Score: Raw -1602214.951108 + Penalty 4618.121359 = -1597596.829749 nChanged 15 SP:Iteration 33Q (4625.440000 sec): 3 clusters Score: Raw -1602224.800003 + Penalty 4618.121359 = -1597606.678644 nChanged 13 SP:Iteration 34Q (4625.490000 sec): 3 clusters Score: Raw -1602231.502755 + Penalty 4618.121359 = -1597613.381397 nChanged 11 SP:Iteration 35Q (4625.530000 sec): 3 clusters Score: Raw -1602237.493201 + Penalty 4618.121359 = -1597619.371843 nChanged 8 SP:Iteration 36Q (4625.580000 sec): 3 clusters Score: Raw -1602240.799147 + Penalty 4618.121359 = -1597622.677788 nChanged 6 SP:Iteration 37Q (4625.620000 sec): 3 clusters Score: Raw -1602243.976108 + Penalty 4618.121359 = -1597625.854749 nChanged 8 SP:Iteration 38Q (4625.660000 sec): 3 clusters Score: Raw -1602247.464171 + Penalty 4618.121359 = -1597629.342812 nChanged 3 SP:Iteration 39Q (4625.710000 sec): 3 clusters Score: Raw -1602248.853379 + Penalty 4618.121359 = -1597630.732020 nChanged 3 SP:Iteration 40F (4625.760000 sec): 3 clusters Score: Raw -1602250.616845 + Penalty 4618.121359 = -1597632.495486 nChanged 2 SP:Iteration 41Q (4625.810000 sec): 3 clusters Score: Raw -1602251.609198 + Penalty 4618.121359 = -1597633.487839 nChanged 1 SP:Iteration 42Q (4625.850000 sec): 3 clusters Score: Raw -1602252.310112 + Penalty 4618.121359 = -1597634.188754 nChanged 1 SP:Iteration 43Q (4625.890000 sec): 3 clusters Score: Raw -1602253.472510 + Penalty 4618.121359 = -1597635.351152 nChanged 1 SP:Iteration 44Q (4625.940000 sec): 3 clusters Score: Raw -1602253.977525 + Penalty 4618.121359 = -1597635.856166 nChanged 0 SP:Iteration 45F (4625.990000 sec): 3 clusters Score: Raw -1602253.977525 + Penalty 4618.121359 = -1597635.856166 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.020000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.030000 sec): 3 clusters Score: Raw -524074.956506 + Penalty 4050.020362 = -520024.936144 nChanged 1235 SP:Iteration 1F (4626.050000 sec): 3 clusters Score: Raw -524847.195643 + Penalty 4050.020362 = -520797.175281 nChanged 298 SP:Iteration 2F (4626.070000 sec): 3 clusters Score: Raw -525132.747252 + Penalty 4050.020362 = -521082.726890 nChanged 227 SP:Iteration 3F (4626.090000 sec): 3 clusters Score: Raw -525343.598761 + Penalty 4050.020362 = -521293.578400 nChanged 192 SP:Iteration 4F (4626.100000 sec): 3 clusters Score: Raw -525525.165680 + Penalty 4050.020362 = -521475.145319 nChanged 164 SP:Iteration 5Q (4626.120000 sec): 3 clusters Score: Raw -525661.125664 + Penalty 4050.020362 = -521611.105302 nChanged 128 SP:Iteration 6Q (4626.140000 sec): 3 clusters Score: Raw -525765.786112 + Penalty 4050.020362 = -521715.765750 nChanged 121 SP:Iteration 7Q (4626.160000 sec): 3 clusters Score: Raw -525852.211742 + Penalty 4050.020362 = -521802.191380 nChanged 100 SP:Iteration 8Q (4626.170000 sec): 3 clusters Score: Raw -525918.899688 + Penalty 4050.020362 = -521868.879326 nChanged 85 SP:Iteration 9Q (4626.190000 sec): 3 clusters Score: Raw -525983.572603 + Penalty 4050.020362 = -521933.552242 nChanged 87 SP:Iteration 10Q (4626.210000 sec): 3 clusters Score: Raw -526053.463068 + Penalty 4050.020362 = -522003.442706 nChanged 84 SP:Iteration 11Q (4626.220000 sec): 3 clusters Score: Raw -526114.214853 + Penalty 4050.020362 = -522064.194491 nChanged 66 SP:Iteration 12Q (4626.240000 sec): 3 clusters Score: Raw -526150.317629 + Penalty 4050.020362 = -522100.297268 nChanged 51 SP:Iteration 13Q (4626.260000 sec): 3 clusters Score: Raw -526184.220228 + Penalty 4050.020362 = -522134.199866 nChanged 48 SP:Iteration 14Q (4626.280000 sec): 3 clusters Score: Raw -526220.126715 + Penalty 4050.020362 = -522170.106354 nChanged 56 SP:Iteration 15Q (4626.290000 sec): 3 clusters Score: Raw -526256.225443 + Penalty 4050.020362 = -522206.205081 nChanged 38 SP:Iteration 16Q (4626.310000 sec): 3 clusters Score: Raw -526277.931336 + Penalty 4050.020362 = -522227.910974 nChanged 42 SP:Iteration 17Q (4626.320000 sec): 3 clusters Score: Raw -526302.226760 + Penalty 4050.020362 = -522252.206398 nChanged 36 SP:Iteration 18Q (4626.340000 sec): 3 clusters Score: Raw -526321.735533 + Penalty 4050.020362 = -522271.715171 nChanged 26 SP:Iteration 19Q (4626.360000 sec): 3 clusters Score: Raw -526334.879680 + Penalty 4050.020362 = -522284.859318 nChanged 24 SP:Iteration 20F (4626.380000 sec): 3 clusters Score: Raw -526347.613739 + Penalty 4050.020362 = -522297.593377 nChanged 21 SP:Iteration 21Q (4626.390000 sec): 3 clusters Score: Raw -526356.242096 + Penalty 4050.020362 = -522306.221734 nChanged 10 SP:Iteration 22Q (4626.410000 sec): 3 clusters Score: Raw -526361.605415 + Penalty 4050.020362 = -522311.585053 nChanged 9 SP:Iteration 23Q (4626.420000 sec): 3 clusters Score: Raw -526364.251433 + Penalty 4050.020362 = -522314.231071 nChanged 7 SP:Iteration 24Q (4626.440000 sec): 3 clusters Score: Raw -526366.707313 + Penalty 4050.020362 = -522316.686951 nChanged 6 SP:Iteration 25Q (4626.460000 sec): 3 clusters Score: Raw -526368.718544 + Penalty 4050.020362 = -522318.698182 nChanged 4 SP:Iteration 26Q (4626.480000 sec): 3 clusters Score: Raw -526369.502797 + Penalty 4050.020362 = -522319.482435 nChanged 1 SP:Iteration 27Q (4626.490000 sec): 3 clusters Score: Raw -526369.687126 + Penalty 4050.020362 = -522319.666764 nChanged 0 SP:Iteration 28F (4626.510000 sec): 3 clusters Score: Raw -526369.687126 + Penalty 4050.020362 = -522319.666764 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.520000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.520000 sec): 3 clusters Score: Raw -72948.132202 + Penalty 3065.288260 = -69882.843942 nChanged 92 SP:Iteration 1F (4626.520000 sec): 3 clusters Score: Raw -73149.131457 + Penalty 3065.288260 = -70083.843197 nChanged 21 SP:Iteration 2Q (4626.520000 sec): 3 clusters Score: Raw -73203.582427 + Penalty 3065.288260 = -70138.294167 nChanged 11 SP:Iteration 3Q (4626.530000 sec): 3 clusters Score: Raw -73220.248890 + Penalty 3065.288260 = -70154.960630 nChanged 3 SP:Iteration 4Q (4626.530000 sec): 3 clusters Score: Raw -73228.834030 + Penalty 3065.288260 = -70163.545770 nChanged 4 SP:Iteration 5Q (4626.530000 sec): 3 clusters Score: Raw -73237.637759 + Penalty 3065.288260 = -70172.349498 nChanged 2 SP:Iteration 6Q (4626.530000 sec): 3 clusters Score: Raw -73259.642576 + Penalty 3065.288260 = -70194.354316 nChanged 3 SP:Iteration 7Q (4626.540000 sec): 3 clusters Score: Raw -73264.166251 + Penalty 3065.288260 = -70198.877991 nChanged 1 SP:Iteration 8Q (4626.540000 sec): 3 clusters Score: Raw -73265.778997 + Penalty 3065.288260 = -70200.490737 nChanged 0 SP:Iteration 9F (4626.540000 sec): 3 clusters Score: Raw -73265.778997 + Penalty 3065.288260 = -70200.490737 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.600000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.660000 sec): 3 clusters Score: Raw -1845883.085642 + Penalty 4658.346811 = -1841224.738831 nChanged 5042 SP:Iteration 1F (4626.720000 sec): 3 clusters Score: Raw -1848664.531964 + Penalty 4658.346811 = -1844006.185153 nChanged 782 SP:Iteration 2F (4626.780000 sec): 3 clusters Score: Raw -1849064.124888 + Penalty 4658.346811 = -1844405.778077 nChanged 674 SP:Iteration 3F (4626.840000 sec): 3 clusters Score: Raw -1849410.358814 + Penalty 4658.346811 = -1844752.012003 nChanged 608 SP:Iteration 4F (4626.900000 sec): 3 clusters Score: Raw -1849711.210127 + Penalty 4658.346811 = -1845052.863315 nChanged 560 SP:Iteration 5Q (4626.960000 sec): 3 clusters Score: Raw -1850026.374756 + Penalty 4658.346811 = -1845368.027945 nChanged 570 SP:Iteration 6Q (4627.020000 sec): 3 clusters Score: Raw -1850376.538557 + Penalty 4658.346811 = -1845718.191746 nChanged 582 SP:Iteration 7Q (4627.080000 sec): 3 clusters Score: Raw -1850740.095530 + Penalty 4658.346811 = -1846081.748719 nChanged 552 SP:Iteration 8Q (4627.140000 sec): 3 clusters Score: Raw -1851080.943721 + Penalty 4658.346811 = -1846422.596910 nChanged 489 SP:Iteration 9Q (4627.200000 sec): 3 clusters Score: Raw -1851403.161524 + Penalty 4658.346811 = -1846744.814713 nChanged 445 SP:Iteration 10Q (4627.260000 sec): 3 clusters Score: Raw -1851689.296336 + Penalty 4658.346811 = -1847030.949525 nChanged 415 SP:Iteration 11Q (4627.320000 sec): 3 clusters Score: Raw -1851951.094504 + Penalty 4658.346811 = -1847292.747693 nChanged 337 SP:Iteration 12Q (4627.380000 sec): 3 clusters Score: Raw -1852158.341271 + Penalty 4658.346811 = -1847499.994460 nChanged 284 SP:Iteration 13Q (4627.440000 sec): 3 clusters Score: Raw -1852331.084909 + Penalty 4658.346811 = -1847672.738098 nChanged 231 SP:Iteration 14Q (4627.500000 sec): 3 clusters Score: Raw -1852466.870968 + Penalty 4658.346811 = -1847808.524157 nChanged 170 SP:Iteration 15Q (4627.560000 sec): 3 clusters Score: Raw -1852561.011821 + Penalty 4658.346811 = -1847902.665010 nChanged 117 SP:Iteration 16Q (4627.620000 sec): 3 clusters Score: Raw -1852628.053312 + Penalty 4658.346811 = -1847969.706501 nChanged 99 SP:Iteration 17Q (4627.670000 sec): 3 clusters Score: Raw -1852684.409934 + Penalty 4658.346811 = -1848026.063123 nChanged 74 SP:Iteration 18Q (4627.730000 sec): 3 clusters Score: Raw -1852728.817765 + Penalty 4658.346811 = -1848070.470954 nChanged 63 SP:Iteration 19Q (4627.780000 sec): 3 clusters Score: Raw -1852773.110698 + Penalty 4658.346811 = -1848114.763887 nChanged 46 SP:Iteration 20F (4627.840000 sec): 3 clusters Score: Raw -1852802.742542 + Penalty 4658.346811 = -1848144.395731 nChanged 44 SP:Iteration 21Q (4627.890000 sec): 3 clusters Score: Raw -1852826.111495 + Penalty 4658.346811 = -1848167.764684 nChanged 30 SP:Iteration 22Q (4627.950000 sec): 3 clusters Score: Raw -1852840.383884 + Penalty 4658.346811 = -1848182.037073 nChanged 27 SP:Iteration 23Q (4628.000000 sec): 3 clusters Score: Raw -1852854.233176 + Penalty 4658.346811 = -1848195.886365 nChanged 26 SP:Iteration 24Q (4628.050000 sec): 3 clusters Score: Raw -1852867.902980 + Penalty 4658.346811 = -1848209.556169 nChanged 22 SP:Iteration 25Q (4628.100000 sec): 3 clusters Score: Raw -1852880.150260 + Penalty 4658.346811 = -1848221.803449 nChanged 20 SP:Iteration 26Q (4628.160000 sec): 3 clusters Score: Raw -1852890.658902 + Penalty 4658.346811 = -1848232.312091 nChanged 19 SP:Iteration 27Q (4628.210000 sec): 3 clusters Score: Raw -1852898.199599 + Penalty 4658.346811 = -1848239.852788 nChanged 11 SP:Iteration 28Q (4628.260000 sec): 3 clusters Score: Raw -1852903.705265 + Penalty 4658.346811 = -1848245.358454 nChanged 10 SP:Iteration 29Q (4628.310000 sec): 3 clusters Score: Raw -1852910.634256 + Penalty 4658.346811 = -1848252.287445 nChanged 15 SP:Iteration 30Q (4628.360000 sec): 3 clusters Score: Raw -1852919.385493 + Penalty 4658.346811 = -1848261.038682 nChanged 14 SP:Iteration 31Q (4628.410000 sec): 3 clusters Score: Raw -1852929.287599 + Penalty 4658.346811 = -1848270.940788 nChanged 11 SP:Iteration 32Q (4628.460000 sec): 3 clusters Score: Raw -1852935.284933 + Penalty 4658.346811 = -1848276.938122 nChanged 7 SP:Iteration 33Q (4628.520000 sec): 3 clusters Score: Raw -1852939.221667 + Penalty 4658.346811 = -1848280.874856 nChanged 5 SP:Iteration 34Q (4628.560000 sec): 3 clusters Score: Raw -1852942.874831 + Penalty 4658.346811 = -1848284.528020 nChanged 5 SP:Iteration 35Q (4628.620000 sec): 3 clusters Score: Raw -1852945.211571 + Penalty 4658.346811 = -1848286.864760 nChanged 5 SP:Iteration 36Q (4628.660000 sec): 3 clusters Score: Raw -1852948.458286 + Penalty 4658.346811 = -1848290.111474 nChanged 7 SP:Iteration 37Q (4628.720000 sec): 3 clusters Score: Raw -1852953.190714 + Penalty 4658.346811 = -1848294.843903 nChanged 10 SP:Iteration 38Q (4628.770000 sec): 3 clusters Score: Raw -1852959.038772 + Penalty 4658.346811 = -1848300.691961 nChanged 7 SP:Iteration 39Q (4628.820000 sec): 3 clusters Score: Raw -1852963.701726 + Penalty 4658.346811 = -1848305.354915 nChanged 4 SP:Iteration 40F (4628.880000 sec): 3 clusters Score: Raw -1852965.783681 + Penalty 4658.346811 = -1848307.436870 nChanged 3 SP:Iteration 41Q (4628.930000 sec): 3 clusters Score: Raw -1852968.221966 + Penalty 4658.346811 = -1848309.875155 nChanged 4 SP:Iteration 42Q (4628.980000 sec): 3 clusters Score: Raw -1852970.271292 + Penalty 4658.346811 = -1848311.924481 nChanged 1 SP:Iteration 43Q (4629.030000 sec): 3 clusters Score: Raw -1852970.603739 + Penalty 4658.346811 = -1848312.256928 nChanged 2 SP:Iteration 44Q (4629.080000 sec): 3 clusters Score: Raw -1852971.658017 + Penalty 4658.346811 = -1848313.311206 nChanged 1 SP:Iteration 45Q (4629.120000 sec): 3 clusters Score: Raw -1852972.311297 + Penalty 4658.346811 = -1848313.964486 nChanged 0 SP:Iteration 46F (4629.180000 sec): 3 clusters Score: Raw -1852972.311297 + Penalty 4658.346811 = -1848313.964486 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.200000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.200000 sec): 3 clusters Score: Raw -77929.587799 + Penalty 3108.531472 = -74821.056327 nChanged 89 SP:Iteration 1F (4629.200000 sec): 3 clusters Score: Raw -78092.533495 + Penalty 3108.531472 = -74984.002023 nChanged 27 SP:Iteration 2F (4629.200000 sec): 3 clusters Score: Raw -78150.021949 + Penalty 3108.531472 = -75041.490477 nChanged 13 SP:Iteration 3Q (4629.210000 sec): 3 clusters Score: Raw -78175.485076 + Penalty 3108.531472 = -75066.953603 nChanged 5 SP:Iteration 4Q (4629.210000 sec): 3 clusters Score: Raw -78187.040782 + Penalty 3108.531472 = -75078.509310 nChanged 4 SP:Iteration 5Q (4629.210000 sec): 3 clusters Score: Raw -78199.497678 + Penalty 3108.531472 = -75090.966206 nChanged 3 SP:Iteration 6Q (4629.220000 sec): 3 clusters Score: Raw -78207.672912 + Penalty 3108.531472 = -75099.141440 nChanged 3 SP:Iteration 7Q (4629.220000 sec): 3 clusters Score: Raw -78213.888169 + Penalty 3108.531472 = -75105.356697 nChanged 1 SP:Iteration 8Q (4629.220000 sec): 3 clusters Score: Raw -78216.288402 + Penalty 3108.531472 = -75107.756930 nChanged 0 SP:Iteration 9F (4629.220000 sec): 3 clusters Score: Raw -78216.288402 + Penalty 3108.531472 = -75107.756930 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.240000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.250000 sec): 3 clusters Score: Raw -333805.703926 + Penalty 3827.143572 = -329978.560353 nChanged 767 SP:Iteration 1F (4629.260000 sec): 3 clusters Score: Raw -334352.523584 + Penalty 3827.143572 = -330525.380012 nChanged 169 SP:Iteration 2F (4629.270000 sec): 3 clusters Score: Raw -334481.804659 + Penalty 3827.143572 = -330654.661087 nChanged 90 SP:Iteration 3Q (4629.280000 sec): 3 clusters Score: Raw -334546.293865 + Penalty 3827.143572 = -330719.150292 nChanged 58 SP:Iteration 4Q (4629.290000 sec): 3 clusters Score: Raw -334591.731684 + Penalty 3827.143572 = -330764.588112 nChanged 61 SP:Iteration 5Q (4629.300000 sec): 3 clusters Score: Raw -334638.339052 + Penalty 3827.143572 = -330811.195479 nChanged 52 SP:Iteration 6Q (4629.320000 sec): 3 clusters Score: Raw -334685.617926 + Penalty 3827.143572 = -330858.474354 nChanged 53 SP:Iteration 7Q (4629.330000 sec): 3 clusters Score: Raw -334722.228808 + Penalty 3827.143572 = -330895.085236 nChanged 44 SP:Iteration 8Q (4629.340000 sec): 3 clusters Score: Raw -334750.570327 + Penalty 3827.143572 = -330923.426755 nChanged 42 SP:Iteration 9Q (4629.350000 sec): 3 clusters Score: Raw -334780.532912 + Penalty 3827.143572 = -330953.389340 nChanged 46 SP:Iteration 10Q (4629.360000 sec): 3 clusters Score: Raw -334829.884886 + Penalty 3827.143572 = -331002.741313 nChanged 48 SP:Iteration 11Q (4629.370000 sec): 3 clusters Score: Raw -334871.726111 + Penalty 3827.143572 = -331044.582539 nChanged 59 SP:Iteration 12Q (4629.380000 sec): 3 clusters Score: Raw -334923.478233 + Penalty 3827.143572 = -331096.334661 nChanged 51 SP:Iteration 13Q (4629.390000 sec): 3 clusters Score: Raw -334966.994998 + Penalty 3827.143572 = -331139.851426 nChanged 49 SP:Iteration 14Q (4629.400000 sec): 3 clusters Score: Raw -335017.005717 + Penalty 3827.143572 = -331189.862145 nChanged 57 SP:Iteration 15Q (4629.420000 sec): 3 clusters Score: Raw -335082.589738 + Penalty 3827.143572 = -331255.446166 nChanged 66 SP:Iteration 16Q (4629.430000 sec): 3 clusters Score: Raw -335146.366945 + Penalty 3827.143572 = -331319.223373 nChanged 68 SP:Iteration 17Q (4629.440000 sec): 3 clusters Score: Raw -335212.090808 + Penalty 3827.143572 = -331384.947235 nChanged 52 SP:Iteration 18Q (4629.450000 sec): 3 clusters Score: Raw -335256.263719 + Penalty 3827.143572 = -331429.120147 nChanged 35 SP:Iteration 19Q (4629.460000 sec): 3 clusters Score: Raw -335286.426251 + Penalty 3827.143572 = -331459.282678 nChanged 24 SP:Iteration 20F (4629.470000 sec): 3 clusters Score: Raw -335308.864312 + Penalty 3827.143572 = -331481.720740 nChanged 29 SP:Iteration 21Q (4629.480000 sec): 3 clusters Score: Raw -335339.828704 + Penalty 3827.143572 = -331512.685132 nChanged 18 SP:Iteration 22Q (4629.490000 sec): 3 clusters Score: Raw -335354.344050 + Penalty 3827.143572 = -331527.200478 nChanged 19 SP:Iteration 23Q (4629.500000 sec): 3 clusters Score: Raw -335369.034244 + Penalty 3827.143572 = -331541.890671 nChanged 11 SP:Iteration 24Q (4629.520000 sec): 3 clusters Score: Raw -335381.429779 + Penalty 3827.143572 = -331554.286207 nChanged 14 SP:Iteration 25Q (4629.530000 sec): 3 clusters Score: Raw -335390.914008 + Penalty 3827.143572 = -331563.770435 nChanged 10 SP:Iteration 26Q (4629.540000 sec): 3 clusters Score: Raw -335398.248643 + Penalty 3827.143572 = -331571.105071 nChanged 3 SP:Iteration 27Q (4629.550000 sec): 3 clusters Score: Raw -335400.481027 + Penalty 3827.143572 = -331573.337455 nChanged 2 SP:Iteration 28Q (4629.560000 sec): 3 clusters Score: Raw -335401.533039 + Penalty 3827.143572 = -331574.389467 nChanged 0 SP:Iteration 29F (4629.570000 sec): 3 clusters Score: Raw -335401.533039 + Penalty 3827.143572 = -331574.389467 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.600000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.620000 sec): 3 clusters Score: Raw -715755.193033 + Penalty 4203.349241 = -711551.843792 nChanged 1810 SP:Iteration 1F (4629.640000 sec): 3 clusters Score: Raw -716746.196394 + Penalty 4203.349241 = -712542.847154 nChanged 379 SP:Iteration 2F (4629.670000 sec): 3 clusters Score: Raw -716960.823986 + Penalty 4203.349241 = -712757.474745 nChanged 256 SP:Iteration 3F (4629.690000 sec): 3 clusters Score: Raw -717100.389378 + Penalty 4203.349241 = -712897.040137 nChanged 195 SP:Iteration 4Q (4629.720000 sec): 3 clusters Score: Raw -717213.089349 + Penalty 4203.349241 = -713009.740108 nChanged 165 SP:Iteration 5Q (4629.740000 sec): 3 clusters Score: Raw -717292.625660 + Penalty 4203.349241 = -713089.276420 nChanged 116 SP:Iteration 6Q (4629.760000 sec): 3 clusters Score: Raw -717347.115046 + Penalty 4203.349241 = -713143.765805 nChanged 96 SP:Iteration 7Q (4629.790000 sec): 3 clusters Score: Raw -717394.001707 + Penalty 4203.349241 = -713190.652467 nChanged 92 SP:Iteration 8Q (4629.820000 sec): 3 clusters Score: Raw -717439.541540 + Penalty 4203.349241 = -713236.192299 nChanged 88 SP:Iteration 9Q (4629.840000 sec): 3 clusters Score: Raw -717485.700938 + Penalty 4203.349241 = -713282.351697 nChanged 87 SP:Iteration 10Q (4629.860000 sec): 3 clusters Score: Raw -717530.498276 + Penalty 4203.349241 = -713327.149036 nChanged 94 SP:Iteration 11Q (4629.890000 sec): 3 clusters Score: Raw -717584.567688 + Penalty 4203.349241 = -713381.218447 nChanged 105 SP:Iteration 12Q (4629.910000 sec): 3 clusters Score: Raw -717640.227482 + Penalty 4203.349241 = -713436.878242 nChanged 102 SP:Iteration 13Q (4629.940000 sec): 3 clusters Score: Raw -717695.196198 + Penalty 4203.349241 = -713491.846958 nChanged 111 SP:Iteration 14Q (4629.960000 sec): 3 clusters Score: Raw -717763.542735 + Penalty 4203.349241 = -713560.193494 nChanged 116 SP:Iteration 15Q (4629.980000 sec): 3 clusters Score: Raw -717832.912499 + Penalty 4203.349241 = -713629.563258 nChanged 104 SP:Iteration 16Q (4630.010000 sec): 3 clusters Score: Raw -717901.527223 + Penalty 4203.349241 = -713698.177983 nChanged 98 SP:Iteration 17Q (4630.030000 sec): 3 clusters Score: Raw -717970.480712 + Penalty 4203.349241 = -713767.131471 nChanged 80 SP:Iteration 18Q (4630.060000 sec): 3 clusters Score: Raw -718021.651826 + Penalty 4203.349241 = -713818.302585 nChanged 69 SP:Iteration 19Q (4630.080000 sec): 3 clusters Score: Raw -718068.485822 + Penalty 4203.349241 = -713865.136582 nChanged 58 SP:Iteration 20F (4630.100000 sec): 3 clusters Score: Raw -718114.119200 + Penalty 4203.349241 = -713910.769960 nChanged 61 SP:Iteration 21Q (4630.130000 sec): 3 clusters Score: Raw -718161.867354 + Penalty 4203.349241 = -713958.518113 nChanged 42 SP:Iteration 22Q (4630.150000 sec): 3 clusters Score: Raw -718190.471582 + Penalty 4203.349241 = -713987.122342 nChanged 34 SP:Iteration 23Q (4630.170000 sec): 3 clusters Score: Raw -718219.075654 + Penalty 4203.349241 = -714015.726413 nChanged 38 SP:Iteration 24Q (4630.200000 sec): 3 clusters Score: Raw -718244.591227 + Penalty 4203.349241 = -714041.241986 nChanged 29 SP:Iteration 25Q (4630.220000 sec): 3 clusters Score: Raw -718264.964094 + Penalty 4203.349241 = -714061.614853 nChanged 23 SP:Iteration 26Q (4630.240000 sec): 3 clusters Score: Raw -718284.803488 + Penalty 4203.349241 = -714081.454248 nChanged 23 SP:Iteration 27Q (4630.260000 sec): 3 clusters Score: Raw -718300.819338 + Penalty 4203.349241 = -714097.470098 nChanged 15 SP:Iteration 28Q (4630.290000 sec): 3 clusters Score: Raw -718309.693617 + Penalty 4203.349241 = -714106.344377 nChanged 8 SP:Iteration 29Q (4630.310000 sec): 3 clusters Score: Raw -718316.358697 + Penalty 4203.349241 = -714113.009457 nChanged 9 SP:Iteration 30Q (4630.330000 sec): 3 clusters Score: Raw -718321.464465 + Penalty 4203.349241 = -714118.115224 nChanged 6 SP:Iteration 31Q (4630.350000 sec): 3 clusters Score: Raw -718324.885694 + Penalty 4203.349241 = -714121.536453 nChanged 7 SP:Iteration 32Q (4630.380000 sec): 3 clusters Score: Raw -718328.749072 + Penalty 4203.349241 = -714125.399831 nChanged 5 SP:Iteration 33Q (4630.400000 sec): 3 clusters Score: Raw -718331.115176 + Penalty 4203.349241 = -714127.765935 nChanged 2 SP:Iteration 34Q (4630.420000 sec): 3 clusters Score: Raw -718333.035578 + Penalty 4203.349241 = -714129.686337 nChanged 3 SP:Iteration 35Q (4630.440000 sec): 3 clusters Score: Raw -718335.586881 + Penalty 4203.349241 = -714132.237640 nChanged 5 SP:Iteration 36Q (4630.460000 sec): 3 clusters Score: Raw -718339.289561 + Penalty 4203.349241 = -714135.940320 nChanged 6 SP:Iteration 37Q (4630.480000 sec): 3 clusters Score: Raw -718345.527277 + Penalty 4203.349241 = -714142.178036 nChanged 5 SP:Iteration 38Q (4630.510000 sec): 3 clusters Score: Raw -718349.076036 + Penalty 4203.349241 = -714145.726795 nChanged 3 SP:Iteration 39Q (4630.530000 sec): 3 clusters Score: Raw -718350.438287 + Penalty 4203.349241 = -714147.089046 nChanged 2 SP:Iteration 40F (4630.560000 sec): 3 clusters Score: Raw -718351.726255 + Penalty 4203.349241 = -714148.377014 nChanged 3 SP:Iteration 41Q (4630.580000 sec): 3 clusters Score: Raw -718354.616075 + Penalty 4203.349241 = -714151.266835 nChanged 5 SP:Iteration 42Q (4630.600000 sec): 3 clusters Score: Raw -718359.061772 + Penalty 4203.349241 = -714155.712532 nChanged 3 SP:Iteration 43Q (4630.620000 sec): 3 clusters Score: Raw -718360.842110 + Penalty 4203.349241 = -714157.492869 nChanged 4 SP:Iteration 44Q (4630.640000 sec): 3 clusters Score: Raw -718363.069233 + Penalty 4203.349241 = -714159.719992 nChanged 4 SP:Iteration 45Q (4630.660000 sec): 3 clusters Score: Raw -718364.985758 + Penalty 4203.349241 = -714161.636518 nChanged 4 SP:Iteration 46Q (4630.680000 sec): 3 clusters Score: Raw -718367.298452 + Penalty 4203.349241 = -714163.949212 nChanged 0 SP:Iteration 47F (4630.710000 sec): 3 clusters Score: Raw -718367.298452 + Penalty 4203.349241 = -714163.949212 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.720000 sec): 2 clusters Score: Raw -18948.111134 + Penalty 1275.132562 = -17672.978572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.720000 sec): 3 clusters Score: Raw -19373.644372 + Penalty 2550.265124 = -16823.379248 nChanged 26 SP:Iteration 1F (4630.720000 sec): 3 clusters Score: Raw -19556.364492 + Penalty 2550.265124 = -17006.099368 nChanged 13 SP:Iteration 2F (4630.720000 sec): 3 clusters Score: Raw -19741.545666 + Penalty 2550.265124 = -17191.280542 nChanged 4 SP:Iteration 3Q (4630.720000 sec): 3 clusters Score: Raw -19786.864373 + Penalty 2550.265124 = -17236.599249 nChanged 3 SP:Iteration 4Q (4630.720000 sec): 3 clusters Score: Raw -19813.196219 + Penalty 2550.265124 = -17262.931095 nChanged 1 SP:Iteration 5Q (4630.720000 sec): 3 clusters Score: Raw -19848.243780 + Penalty 2550.265124 = -17297.978656 nChanged 0 SP:Iteration 6F (4630.720000 sec): 3 clusters Score: Raw -19848.243780 + Penalty 2550.265124 = -17297.978656 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.730000 sec): 2 clusters Score: Raw -40028.884354 + Penalty 1417.822870 = -38611.061484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.730000 sec): 3 clusters Score: Raw -40193.016991 + Penalty 2835.645740 = -37357.371251 nChanged 37 SP:Iteration 1F (4630.730000 sec): 3 clusters Score: Raw -40429.289765 + Penalty 2835.645740 = -37593.644025 nChanged 20 SP:Iteration 2F (4630.730000 sec): 3 clusters Score: Raw -40641.601841 + Penalty 2835.645740 = -37805.956101 nChanged 12 SP:Iteration 3Q (4630.730000 sec): 3 clusters Score: Raw -40734.517079 + Penalty 2835.645740 = -37898.871339 nChanged 5 SP:Iteration 4Q (4630.740000 sec): 3 clusters Score: Raw -40778.431689 + Penalty 2835.645740 = -37942.785949 nChanged 5 SP:Iteration 5Q (4630.740000 sec): 3 clusters Score: Raw -40870.525786 + Penalty 2835.645740 = -38034.880046 nChanged 4 SP:Iteration 6Q (4630.740000 sec): 3 clusters Score: Raw -40893.977020 + Penalty 2835.645740 = -38058.331280 nChanged 1 SP:Iteration 7Q (4630.740000 sec): 3 clusters Score: Raw -40898.060260 + Penalty 2835.645740 = -38062.414520 nChanged 0 SP:Iteration 8F (4630.740000 sec): 3 clusters Score: Raw -40898.060260 + Penalty 2835.645740 = -38062.414520 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.760000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.780000 sec): 3 clusters Score: Raw -584748.539592 + Penalty 4088.015414 = -580660.524178 nChanged 1392 SP:Iteration 1F (4630.810000 sec): 3 clusters Score: Raw -585559.544748 + Penalty 4088.015414 = -581471.529335 nChanged 252 SP:Iteration 2F (4630.830000 sec): 3 clusters Score: Raw -585716.976800 + Penalty 4088.015414 = -581628.961386 nChanged 180 SP:Iteration 3Q (4630.850000 sec): 3 clusters Score: Raw -585828.635952 + Penalty 4088.015414 = -581740.620538 nChanged 136 SP:Iteration 4Q (4630.860000 sec): 3 clusters Score: Raw -585914.235993 + Penalty 4088.015414 = -581826.220579 nChanged 129 SP:Iteration 5Q (4630.880000 sec): 3 clusters Score: Raw -585999.045001 + Penalty 4088.015414 = -581911.029587 nChanged 115 SP:Iteration 6Q (4630.900000 sec): 3 clusters Score: Raw -586070.784904 + Penalty 4088.015414 = -581982.769490 nChanged 107 SP:Iteration 7Q (4630.920000 sec): 3 clusters Score: Raw -586145.760138 + Penalty 4088.015414 = -582057.744724 nChanged 126 SP:Iteration 8Q (4630.940000 sec): 3 clusters Score: Raw -586230.497690 + Penalty 4088.015414 = -582142.482276 nChanged 106 SP:Iteration 9Q (4630.960000 sec): 3 clusters Score: Raw -586296.731083 + Penalty 4088.015414 = -582208.715669 nChanged 82 SP:Iteration 10Q (4630.980000 sec): 3 clusters Score: Raw -586349.879455 + Penalty 4088.015414 = -582261.864041 nChanged 92 SP:Iteration 11Q (4631.000000 sec): 3 clusters Score: Raw -586412.607807 + Penalty 4088.015414 = -582324.592394 nChanged 91 SP:Iteration 12Q (4631.020000 sec): 3 clusters Score: Raw -586488.036032 + Penalty 4088.015414 = -582400.020618 nChanged 100 SP:Iteration 13Q (4631.040000 sec): 3 clusters Score: Raw -586565.333721 + Penalty 4088.015414 = -582477.318307 nChanged 80 SP:Iteration 14Q (4631.050000 sec): 3 clusters Score: Raw -586630.741986 + Penalty 4088.015414 = -582542.726572 nChanged 77 SP:Iteration 15Q (4631.070000 sec): 3 clusters Score: Raw -586685.102542 + Penalty 4088.015414 = -582597.087128 nChanged 57 SP:Iteration 16Q (4631.090000 sec): 3 clusters Score: Raw -586721.017752 + Penalty 4088.015414 = -582633.002338 nChanged 42 SP:Iteration 17Q (4631.110000 sec): 3 clusters Score: Raw -586747.813135 + Penalty 4088.015414 = -582659.797721 nChanged 35 SP:Iteration 18Q (4631.130000 sec): 3 clusters Score: Raw -586769.612388 + Penalty 4088.015414 = -582681.596974 nChanged 38 SP:Iteration 19Q (4631.150000 sec): 3 clusters Score: Raw -586798.729899 + Penalty 4088.015414 = -582710.714486 nChanged 33 SP:Iteration 20F (4631.170000 sec): 3 clusters Score: Raw -586823.371850 + Penalty 4088.015414 = -582735.356436 nChanged 29 SP:Iteration 21Q (4631.190000 sec): 3 clusters Score: Raw -586838.153875 + Penalty 4088.015414 = -582750.138461 nChanged 16 SP:Iteration 22Q (4631.210000 sec): 3 clusters Score: Raw -586847.272703 + Penalty 4088.015414 = -582759.257289 nChanged 16 SP:Iteration 23Q (4631.230000 sec): 3 clusters Score: Raw -586855.220001 + Penalty 4088.015414 = -582767.204587 nChanged 6 SP:Iteration 24Q (4631.240000 sec): 3 clusters Score: Raw -586857.605776 + Penalty 4088.015414 = -582769.590362 nChanged 5 SP:Iteration 25Q (4631.260000 sec): 3 clusters Score: Raw -586860.027893 + Penalty 4088.015414 = -582772.012479 nChanged 3 SP:Iteration 26Q (4631.280000 sec): 3 clusters Score: Raw -586861.407585 + Penalty 4088.015414 = -582773.392171 nChanged 5 SP:Iteration 27Q (4631.300000 sec): 3 clusters Score: Raw -586863.861288 + Penalty 4088.015414 = -582775.845874 nChanged 2 SP:Iteration 28Q (4631.320000 sec): 3 clusters Score: Raw -586864.312389 + Penalty 4088.015414 = -582776.296975 nChanged 1 SP:Iteration 29Q (4631.330000 sec): 3 clusters Score: Raw -586864.666707 + Penalty 4088.015414 = -582776.651294 nChanged 0 SP:Iteration 30F (4631.350000 sec): 3 clusters Score: Raw -586864.666707 + Penalty 4088.015414 = -582776.651294 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.360000 sec): 2 clusters Score: Raw -79824.163651 + Penalty 1549.993860 = -78274.169791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.370000 sec): 3 clusters Score: Raw -79830.337222 + Penalty 3099.987720 = -76730.349502 nChanged 88 SP:Iteration 1F (4631.370000 sec): 3 clusters Score: Raw -79989.201864 + Penalty 3099.987720 = -76889.214144 nChanged 17 SP:Iteration 2Q (4631.370000 sec): 3 clusters Score: Raw -80024.941861 + Penalty 3099.987720 = -76924.954141 nChanged 9 SP:Iteration 3Q (4631.370000 sec): 3 clusters Score: Raw -80048.686351 + Penalty 3099.987720 = -76948.698631 nChanged 8 SP:Iteration 4Q (4631.370000 sec): 3 clusters Score: Raw -80070.933932 + Penalty 3099.987720 = -76970.946212 nChanged 7 SP:Iteration 5Q (4631.380000 sec): 3 clusters Score: Raw -80087.494119 + Penalty 3099.987720 = -76987.506399 nChanged 4 SP:Iteration 6Q (4631.380000 sec): 3 clusters Score: Raw -80100.742139 + Penalty 3099.987720 = -77000.754419 nChanged 3 SP:Iteration 7Q (4631.380000 sec): 3 clusters Score: Raw -80107.830947 + Penalty 3099.987720 = -77007.843227 nChanged 4 SP:Iteration 8Q (4631.390000 sec): 3 clusters Score: Raw -80112.922057 + Penalty 3099.987720 = -77012.934337 nChanged 1 SP:Iteration 9Q (4631.390000 sec): 3 clusters Score: Raw -80114.022707 + Penalty 3099.987720 = -77014.034987 nChanged 1 SP:Iteration 10Q (4631.390000 sec): 3 clusters Score: Raw -80115.108055 + Penalty 3099.987720 = -77015.120335 nChanged 0 SP:Iteration 11F (4631.390000 sec): 3 clusters Score: Raw -80115.108055 + Penalty 3099.987720 = -77015.120335 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.400000 sec): 2 clusters Score: Raw -43139.243596 + Penalty 1407.834943 = -41731.408653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.400000 sec): 3 clusters Score: Raw -43248.634670 + Penalty 2815.669886 = -40432.964785 nChanged 22 SP:Iteration 1F (4631.400000 sec): 3 clusters Score: Raw -43310.800538 + Penalty 2815.669886 = -40495.130652 nChanged 6 SP:Iteration 2Q (4631.400000 sec): 3 clusters Score: Raw -43338.330423 + Penalty 2815.669886 = -40522.660537 nChanged 4 SP:Iteration 3Q (4631.400000 sec): 3 clusters Score: Raw -43354.649391 + Penalty 2815.669886 = -40538.979505 nChanged 2 SP:Iteration 4Q (4631.410000 sec): 3 clusters Score: Raw -43357.638281 + Penalty 2815.669886 = -40541.968395 nChanged 1 SP:Iteration 5Q (4631.410000 sec): 3 clusters Score: Raw -43360.045902 + Penalty 2815.669886 = -40544.376016 nChanged 2 SP:Iteration 6Q (4631.410000 sec): 3 clusters Score: Raw -43376.714232 + Penalty 2815.669886 = -40561.044346 nChanged 2 SP:Iteration 7Q (4631.410000 sec): 3 clusters Score: Raw -43381.793917 + Penalty 2815.669886 = -40566.124031 nChanged 1 SP:Iteration 8Q (4631.410000 sec): 3 clusters Score: Raw -43388.562024 + Penalty 2815.669886 = -40572.892138 nChanged 2 SP:Iteration 9Q (4631.410000 sec): 3 clusters Score: Raw -43408.010932 + Penalty 2815.669886 = -40592.341046 nChanged 1 SP:Iteration 10Q (4631.410000 sec): 3 clusters Score: Raw -43409.726462 + Penalty 2815.669886 = -40594.056576 nChanged 0 SP:Iteration 11F (4631.410000 sec): 3 clusters Score: Raw -43409.726462 + Penalty 2815.669886 = -40594.056576 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 32 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.420000 sec): 2 clusters Score: Raw -28196.050946 + Penalty 1316.450389 = -26879.600557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.420000 sec): 3 clusters Score: Raw -28360.671728 + Penalty 2632.900778 = -25727.770950 nChanged 11 SP:Iteration 1F (4631.420000 sec): 3 clusters Score: Raw -28420.047663 + Penalty 2632.900778 = -25787.146885 nChanged 1 SP:Iteration 2Q (4631.420000 sec): 3 clusters Score: Raw -28427.831746 + Penalty 2632.900778 = -25794.930968 nChanged 1 SP:Iteration 3Q (4631.430000 sec): 3 clusters Score: Raw -28431.815295 + Penalty 2632.900778 = -25798.914517 nChanged 1 SP:Iteration 4Q (4631.430000 sec): 3 clusters Score: Raw -28434.802328 + Penalty 2632.900778 = -25801.901550 nChanged 0 SP:Iteration 5F (4631.430000 sec): 3 clusters Score: Raw -28434.802328 + Penalty 2632.900778 = -25801.901550 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.430000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.430000 sec): 3 clusters Score: Raw -67611.533752 + Penalty 3110.410262 = -64501.123490 nChanged 128 SP:Iteration 1F (4631.440000 sec): 3 clusters Score: Raw -68030.645335 + Penalty 3110.410262 = -64920.235073 nChanged 44 SP:Iteration 2F (4631.440000 sec): 3 clusters Score: Raw -68201.351358 + Penalty 3110.410262 = -65090.941095 nChanged 33 SP:Iteration 3F (4631.440000 sec): 3 clusters Score: Raw -68312.628664 + Penalty 3110.410262 = -65202.218402 nChanged 24 SP:Iteration 4Q (4631.450000 sec): 3 clusters Score: Raw -68401.998885 + Penalty 3110.410262 = -65291.588622 nChanged 15 SP:Iteration 5Q (4631.450000 sec): 3 clusters Score: Raw -68448.307783 + Penalty 3110.410262 = -65337.897521 nChanged 12 SP:Iteration 6Q (4631.450000 sec): 3 clusters Score: Raw -68499.108792 + Penalty 3110.410262 = -65388.698530 nChanged 14 SP:Iteration 7Q (4631.450000 sec): 3 clusters Score: Raw -68575.887101 + Penalty 3110.410262 = -65465.476838 nChanged 9 SP:Iteration 8Q (4631.450000 sec): 3 clusters Score: Raw -68609.587231 + Penalty 3110.410262 = -65499.176968 nChanged 7 SP:Iteration 9Q (4631.460000 sec): 3 clusters Score: Raw -68650.039679 + Penalty 3110.410262 = -65539.629417 nChanged 3 SP:Iteration 10Q (4631.460000 sec): 3 clusters Score: Raw -68654.717957 + Penalty 3110.410262 = -65544.307694 nChanged 1 SP:Iteration 11Q (4631.460000 sec): 3 clusters Score: Raw -68668.238545 + Penalty 3110.410262 = -65557.828283 nChanged 1 SP:Iteration 12Q (4631.460000 sec): 3 clusters Score: Raw -68674.656061 + Penalty 3110.410262 = -65564.245799 nChanged 2 SP:Iteration 13Q (4631.470000 sec): 3 clusters Score: Raw -68682.047354 + Penalty 3110.410262 = -65571.637092 nChanged 4 SP:Iteration 14Q (4631.470000 sec): 3 clusters Score: Raw -68695.230829 + Penalty 3110.410262 = -65584.820567 nChanged 2 SP:Iteration 15Q (4631.470000 sec): 3 clusters Score: Raw -68710.063798 + Penalty 3110.410262 = -65599.653536 nChanged 0 SP:Iteration 16F (4631.470000 sec): 3 clusters Score: Raw -68710.063798 + Penalty 3110.410262 = -65599.653536 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.480000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.490000 sec): 3 clusters Score: Raw -295522.193771 + Penalty 3749.799911 = -291772.393861 nChanged 614 SP:Iteration 1F (4631.500000 sec): 3 clusters Score: Raw -295984.329489 + Penalty 3749.799911 = -292234.529579 nChanged 138 SP:Iteration 2F (4631.510000 sec): 3 clusters Score: Raw -296117.412949 + Penalty 3749.799911 = -292367.613038 nChanged 87 SP:Iteration 3Q (4631.520000 sec): 3 clusters Score: Raw -296189.896386 + Penalty 3749.799911 = -292440.096475 nChanged 48 SP:Iteration 4Q (4631.530000 sec): 3 clusters Score: Raw -296228.475034 + Penalty 3749.799911 = -292478.675123 nChanged 35 SP:Iteration 5Q (4631.540000 sec): 3 clusters Score: Raw -296256.876124 + Penalty 3749.799911 = -292507.076213 nChanged 32 SP:Iteration 6Q (4631.550000 sec): 3 clusters Score: Raw -296289.015066 + Penalty 3749.799911 = -292539.215155 nChanged 36 SP:Iteration 7Q (4631.560000 sec): 3 clusters Score: Raw -296331.235340 + Penalty 3749.799911 = -292581.435430 nChanged 38 SP:Iteration 8Q (4631.570000 sec): 3 clusters Score: Raw -296383.938885 + Penalty 3749.799911 = -292634.138975 nChanged 43 SP:Iteration 9Q (4631.580000 sec): 3 clusters Score: Raw -296435.864781 + Penalty 3749.799911 = -292686.064870 nChanged 45 SP:Iteration 10Q (4631.590000 sec): 3 clusters Score: Raw -296496.209018 + Penalty 3749.799911 = -292746.409107 nChanged 40 SP:Iteration 11Q (4631.600000 sec): 3 clusters Score: Raw -296572.969426 + Penalty 3749.799911 = -292823.169516 nChanged 50 SP:Iteration 12Q (4631.610000 sec): 3 clusters Score: Raw -296679.136261 + Penalty 3749.799911 = -292929.336350 nChanged 66 SP:Iteration 13Q (4631.620000 sec): 3 clusters Score: Raw -296801.871544 + Penalty 3749.799911 = -293052.071633 nChanged 71 SP:Iteration 14Q (4631.630000 sec): 3 clusters Score: Raw -296933.024717 + Penalty 3749.799911 = -293183.224806 nChanged 61 SP:Iteration 15Q (4631.630000 sec): 3 clusters Score: Raw -297014.221850 + Penalty 3749.799911 = -293264.421940 nChanged 48 SP:Iteration 16Q (4631.640000 sec): 3 clusters Score: Raw -297072.748520 + Penalty 3749.799911 = -293322.948609 nChanged 36 SP:Iteration 17Q (4631.650000 sec): 3 clusters Score: Raw -297125.399281 + Penalty 3749.799911 = -293375.599370 nChanged 41 SP:Iteration 18Q (4631.660000 sec): 3 clusters Score: Raw -297170.707104 + Penalty 3749.799911 = -293420.907194 nChanged 26 SP:Iteration 19Q (4631.670000 sec): 3 clusters Score: Raw -297205.740595 + Penalty 3749.799911 = -293455.940684 nChanged 29 SP:Iteration 20F (4631.680000 sec): 3 clusters Score: Raw -297247.759172 + Penalty 3749.799911 = -293497.959261 nChanged 23 SP:Iteration 21Q (4631.690000 sec): 3 clusters Score: Raw -297271.703885 + Penalty 3749.799911 = -293521.903975 nChanged 10 SP:Iteration 22Q (4631.690000 sec): 3 clusters Score: Raw -297283.119813 + Penalty 3749.799911 = -293533.319903 nChanged 6 SP:Iteration 23Q (4631.700000 sec): 3 clusters Score: Raw -297287.663785 + Penalty 3749.799911 = -293537.863875 nChanged 6 SP:Iteration 24Q (4631.710000 sec): 3 clusters Score: Raw -297291.364811 + Penalty 3749.799911 = -293541.564901 nChanged 4 SP:Iteration 25Q (4631.720000 sec): 3 clusters Score: Raw -297295.284311 + Penalty 3749.799911 = -293545.484400 nChanged 3 SP:Iteration 26Q (4631.730000 sec): 3 clusters Score: Raw -297297.097740 + Penalty 3749.799911 = -293547.297830 nChanged 1 SP:Iteration 27Q (4631.730000 sec): 3 clusters Score: Raw -297297.460292 + Penalty 3749.799911 = -293547.660381 nChanged 0 SP:Iteration 28F (4631.740000 sec): 3 clusters Score: Raw -297297.460292 + Penalty 3749.799911 = -293547.660381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.750000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.750000 sec): 3 clusters Score: Raw -78146.722906 + Penalty 3086.397829 = -75060.325077 nChanged 76 SP:Iteration 1F (4631.750000 sec): 3 clusters Score: Raw -78280.791568 + Penalty 3086.397829 = -75194.393739 nChanged 17 SP:Iteration 2Q (4631.760000 sec): 3 clusters Score: Raw -78319.955993 + Penalty 3086.397829 = -75233.558164 nChanged 4 SP:Iteration 3Q (4631.760000 sec): 3 clusters Score: Raw -78329.915897 + Penalty 3086.397829 = -75243.518068 nChanged 1 SP:Iteration 4Q (4631.760000 sec): 3 clusters Score: Raw -78333.206262 + Penalty 3086.397829 = -75246.808433 nChanged 1 SP:Iteration 5Q (4631.760000 sec): 3 clusters Score: Raw -78336.129754 + Penalty 3086.397829 = -75249.731925 nChanged 0 SP:Iteration 6F (4631.770000 sec): 3 clusters Score: Raw -78336.129754 + Penalty 3086.397829 = -75249.731925 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.770000 sec): 2 clusters Score: Raw -72754.043977 + Penalty 1547.588410 = -71206.455568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.770000 sec): 3 clusters Score: Raw -72853.032416 + Penalty 3095.176819 = -69757.855597 nChanged 107 SP:Iteration 1F (4631.780000 sec): 3 clusters Score: Raw -73085.328755 + Penalty 3095.176819 = -69990.151936 nChanged 29 SP:Iteration 2F (4631.780000 sec): 3 clusters Score: Raw -73170.016386 + Penalty 3095.176819 = -70074.839567 nChanged 26 SP:Iteration 3F (4631.780000 sec): 3 clusters Score: Raw -73288.262869 + Penalty 3095.176819 = -70193.086049 nChanged 22 SP:Iteration 4Q (4631.790000 sec): 3 clusters Score: Raw -73423.333354 + Penalty 3095.176819 = -70328.156535 nChanged 11 SP:Iteration 5Q (4631.790000 sec): 3 clusters Score: Raw -73477.258658 + Penalty 3095.176819 = -70382.081839 nChanged 8 SP:Iteration 6Q (4631.790000 sec): 3 clusters Score: Raw -73526.284706 + Penalty 3095.176819 = -70431.107887 nChanged 12 SP:Iteration 7Q (4631.790000 sec): 3 clusters Score: Raw -73580.014619 + Penalty 3095.176819 = -70484.837799 nChanged 6 SP:Iteration 8Q (4631.790000 sec): 3 clusters Score: Raw -73618.970049 + Penalty 3095.176819 = -70523.793230 nChanged 4 SP:Iteration 9Q (4631.790000 sec): 3 clusters Score: Raw -73675.779704 + Penalty 3095.176819 = -70580.602885 nChanged 1 SP:Iteration 10Q (4631.800000 sec): 3 clusters Score: Raw -73690.397848 + Penalty 3095.176819 = -70595.221029 nChanged 1 SP:Iteration 11Q (4631.800000 sec): 3 clusters Score: Raw -73692.017571 + Penalty 3095.176819 = -70596.840751 nChanged 1 SP:Iteration 12Q (4631.800000 sec): 3 clusters Score: Raw -73694.838649 + Penalty 3095.176819 = -70599.661830 nChanged 1 SP:Iteration 13Q (4631.810000 sec): 3 clusters Score: Raw -73698.068965 + Penalty 3095.176819 = -70602.892146 nChanged 1 SP:Iteration 14Q (4631.810000 sec): 3 clusters Score: Raw -73701.348202 + Penalty 3095.176819 = -70606.171383 nChanged 1 SP:Iteration 15Q (4631.810000 sec): 3 clusters Score: Raw -73703.553687 + Penalty 3095.176819 = -70608.376868 nChanged 1 SP:Iteration 16Q (4631.810000 sec): 3 clusters Score: Raw -73706.158018 + Penalty 3095.176819 = -70610.981199 nChanged 2 SP:Iteration 17Q (4631.810000 sec): 3 clusters Score: Raw -73710.520198 + Penalty 3095.176819 = -70615.343379 nChanged 0 SP:Iteration 18F (4631.810000 sec): 3 clusters Score: Raw -73710.520198 + Penalty 3095.176819 = -70615.343379 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.820000 sec): 2 clusters Score: Raw -15087.214068 + Penalty 1174.577215 = -13912.636852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.820000 sec): 3 clusters Score: Raw -15469.631846 + Penalty 2349.154430 = -13120.477416 nChanged 2 SP:Iteration 1Q (4631.820000 sec): 3 clusters Score: Raw -15484.402852 + Penalty 2349.154430 = -13135.248422 nChanged 0 SP:Iteration 2F (4631.820000 sec): 3 clusters Score: Raw -15484.402852 + Penalty 2349.154430 = -13135.248422 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 38 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.830000 sec): 2 clusters Score: Raw -50231.749544 + Penalty 1458.372181 = -48773.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.830000 sec): 3 clusters Score: Raw -50354.038341 + Penalty 2916.744361 = -47437.293980 nChanged 47 SP:Iteration 1F (4631.830000 sec): 3 clusters Score: Raw -50524.593266 + Penalty 2916.744361 = -47607.848905 nChanged 16 SP:Iteration 2Q (4631.830000 sec): 3 clusters Score: Raw -50582.453058 + Penalty 2916.744361 = -47665.708696 nChanged 9 SP:Iteration 3Q (4631.830000 sec): 3 clusters Score: Raw -50621.552348 + Penalty 2916.744361 = -47704.807987 nChanged 8 SP:Iteration 4Q (4631.830000 sec): 3 clusters Score: Raw -50658.828292 + Penalty 2916.744361 = -47742.083931 nChanged 4 SP:Iteration 5Q (4631.840000 sec): 3 clusters Score: Raw -50688.498326 + Penalty 2916.744361 = -47771.753965 nChanged 2 SP:Iteration 6Q (4631.840000 sec): 3 clusters Score: Raw -50695.691030 + Penalty 2916.744361 = -47778.946669 nChanged 1 SP:Iteration 7Q (4631.840000 sec): 3 clusters Score: Raw -50698.219437 + Penalty 2916.744361 = -47781.475076 nChanged 1 SP:Iteration 8Q (4631.840000 sec): 3 clusters Score: Raw -50699.816533 + Penalty 2916.744361 = -47783.072172 nChanged 1 SP:Iteration 9Q (4631.840000 sec): 3 clusters Score: Raw -50701.870013 + Penalty 2916.744361 = -47785.125652 nChanged 0 SP:Iteration 10F (4631.850000 sec): 3 clusters Score: Raw -50701.870013 + Penalty 2916.744361 = -47785.125652 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 39 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.850000 sec): 2 clusters Score: Raw -16439.954186 + Penalty 1197.421807 = -15242.532379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.850000 sec): 3 clusters Score: Raw -16737.558229 + Penalty 2394.843614 = -14342.714615 nChanged 3 SP:Iteration 1Q (4631.850000 sec): 3 clusters Score: Raw -16757.692413 + Penalty 2394.843614 = -14362.848800 nChanged 1 SP:Iteration 2Q (4631.850000 sec): 3 clusters Score: Raw -16760.365666 + Penalty 2394.843614 = -14365.522052 nChanged 0 SP:Iteration 3F (4631.850000 sec): 3 clusters Score: Raw -16760.365666 + Penalty 2394.843614 = -14365.522052 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.860000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.860000 sec): 3 clusters Score: Raw -79608.010254 + Penalty 3111.346995 = -76496.663259 nChanged 99 SP:Iteration 1F (4631.860000 sec): 3 clusters Score: Raw -79796.270671 + Penalty 3111.346995 = -76684.923675 nChanged 22 SP:Iteration 2Q (4631.870000 sec): 3 clusters Score: Raw -79849.456975 + Penalty 3111.346995 = -76738.109980 nChanged 15 SP:Iteration 3Q (4631.870000 sec): 3 clusters Score: Raw -79884.436530 + Penalty 3111.346995 = -76773.089534 nChanged 8 SP:Iteration 4Q (4631.870000 sec): 3 clusters Score: Raw -79908.266104 + Penalty 3111.346995 = -76796.919108 nChanged 7 SP:Iteration 5Q (4631.870000 sec): 3 clusters Score: Raw -79922.471140 + Penalty 3111.346995 = -76811.124145 nChanged 5 SP:Iteration 6Q (4631.870000 sec): 3 clusters Score: Raw -79936.176495 + Penalty 3111.346995 = -76824.829500 nChanged 4 SP:Iteration 7Q (4631.880000 sec): 3 clusters Score: Raw -79944.800606 + Penalty 3111.346995 = -76833.453611 nChanged 4 SP:Iteration 8Q (4631.880000 sec): 3 clusters Score: Raw -79953.107387 + Penalty 3111.346995 = -76841.760391 nChanged 1 SP:Iteration 9Q (4631.880000 sec): 3 clusters Score: Raw -79954.850067 + Penalty 3111.346995 = -76843.503072 nChanged 0 SP:Iteration 10F (4631.890000 sec): 3 clusters Score: Raw -79954.850067 + Penalty 3111.346995 = -76843.503072 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.890000 sec): 2 clusters Score: Raw -22753.772348 + Penalty 1276.578630 = -21477.193717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.890000 sec): 3 clusters Score: Raw -22983.141142 + Penalty 2553.157260 = -20429.983881 nChanged 13 SP:Iteration 1F (4631.890000 sec): 3 clusters Score: Raw -23063.923373 + Penalty 2553.157260 = -20510.766113 nChanged 4 SP:Iteration 2Q (4631.890000 sec): 3 clusters Score: Raw -23087.486620 + Penalty 2553.157260 = -20534.329359 nChanged 0 SP:Iteration 3F (4631.890000 sec): 3 clusters Score: Raw -23087.486620 + Penalty 2553.157260 = -20534.329359 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 42 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.900000 sec): 2 clusters Score: Raw -28915.244581 + Penalty 1312.739597 = -27602.504985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.900000 sec): 3 clusters Score: Raw -29085.107856 + Penalty 2625.479193 = -26459.628663 nChanged 15 SP:Iteration 1F (4631.900000 sec): 3 clusters Score: Raw -29185.692716 + Penalty 2625.479193 = -26560.213523 nChanged 4 SP:Iteration 2Q (4631.900000 sec): 3 clusters Score: Raw -29216.997747 + Penalty 2625.479193 = -26591.518554 nChanged 2 SP:Iteration 3Q (4631.900000 sec): 3 clusters Score: Raw -29226.159146 + Penalty 2625.479193 = -26600.679953 nChanged 0 SP:Iteration 4F (4631.900000 sec): 3 clusters Score: Raw -29226.159146 + Penalty 2625.479193 = -26600.679953 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 43 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.910000 sec): 2 clusters Score: Raw -19001.491108 + Penalty 1249.164245 = -17752.326863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.910000 sec): 3 clusters Score: Raw -19507.785494 + Penalty 2498.328491 = -17009.457003 nChanged 16 SP:Iteration 1F (4631.910000 sec): 3 clusters Score: Raw -19593.682504 + Penalty 2498.328491 = -17095.354013 nChanged 3 SP:Iteration 2Q (4631.910000 sec): 3 clusters Score: Raw -19604.183306 + Penalty 2498.328491 = -17105.854816 nChanged 0 SP:Iteration 3F (4631.910000 sec): 3 clusters Score: Raw -19604.183306 + Penalty 2498.328491 = -17105.854816 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 44 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.920000 sec): 2 clusters Score: Raw -17380.048073 + Penalty 1195.429828 = -16184.618245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.920000 sec): 3 clusters Score: Raw -17658.658402 + Penalty 2390.859657 = -15267.798746 nChanged 1 SP:Iteration 1Q (4631.920000 sec): 3 clusters Score: Raw -17670.593072 + Penalty 2390.859657 = -15279.733416 nChanged 0 SP:Iteration 2F (4631.920000 sec): 3 clusters Score: Raw -17670.593072 + Penalty 2390.859657 = -15279.733416 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.920000 sec): 2 clusters Score: Raw -24955.752360 + Penalty 1282.280031 = -23673.472329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.920000 sec): 3 clusters Score: Raw -25157.183553 + Penalty 2564.560062 = -22592.623491 nChanged 8 SP:Iteration 1Q (4631.920000 sec): 3 clusters Score: Raw -25198.802817 + Penalty 2564.560062 = -22634.242755 nChanged 1 SP:Iteration 2Q (4631.920000 sec): 3 clusters Score: Raw -25202.747336 + Penalty 2564.560062 = -22638.187274 nChanged 0 SP:Iteration 3F (4631.920000 sec): 3 clusters Score: Raw -25202.747336 + Penalty 2564.560062 = -22638.187274 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.930000 sec): 2 clusters Score: Raw -23308.020543 + Penalty 1286.471680 = -22021.548863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.930000 sec): 3 clusters Score: Raw -23531.762403 + Penalty 2572.943360 = -20958.819043 nChanged 11 SP:Iteration 1F (4631.930000 sec): 3 clusters Score: Raw -23585.001319 + Penalty 2572.943360 = -21012.057959 nChanged 2 SP:Iteration 2Q (4631.930000 sec): 3 clusters Score: Raw -23594.634949 + Penalty 2572.943360 = -21021.691589 nChanged 1 SP:Iteration 3Q (4631.930000 sec): 3 clusters Score: Raw -23597.277493 + Penalty 2572.943360 = -21024.334133 nChanged 0 SP:Iteration 4F (4631.940000 sec): 3 clusters Score: Raw -23597.277493 + Penalty 2572.943360 = -21024.334133 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.940000 sec): 2 clusters Score: Raw -29548.567953 + Penalty 1315.219617 = -28233.348335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.940000 sec): 3 clusters Score: Raw -29736.498070 + Penalty 2630.439234 = -27106.058836 nChanged 16 SP:Iteration 1F (4631.940000 sec): 3 clusters Score: Raw -29836.119076 + Penalty 2630.439234 = -27205.679842 nChanged 5 SP:Iteration 2Q (4631.940000 sec): 3 clusters Score: Raw -29861.618355 + Penalty 2630.439234 = -27231.179120 nChanged 2 SP:Iteration 3Q (4631.940000 sec): 3 clusters Score: Raw -29879.958840 + Penalty 2630.439234 = -27249.519606 nChanged 2 SP:Iteration 4Q (4631.940000 sec): 3 clusters Score: Raw -29893.242049 + Penalty 2630.439234 = -27262.802815 nChanged 1 SP:Iteration 5Q (4631.940000 sec): 3 clusters Score: Raw -29905.613080 + Penalty 2630.439234 = -27275.173846 nChanged 3 SP:Iteration 6Q (4631.940000 sec): 3 clusters Score: Raw -29942.993340 + Penalty 2630.439234 = -27312.554106 nChanged 2 SP:Iteration 7Q (4631.940000 sec): 3 clusters Score: Raw -29983.744505 + Penalty 2630.439234 = -27353.305270 nChanged 1 SP:Iteration 8Q (4631.950000 sec): 3 clusters Score: Raw -30021.937709 + Penalty 2630.439234 = -27391.498475 nChanged 2 SP:Iteration 9Q (4631.950000 sec): 3 clusters Score: Raw -30058.874057 + Penalty 2630.439234 = -27428.434822 nChanged 3 SP:Iteration 10Q (4631.950000 sec): 3 clusters Score: Raw -30241.835404 + Penalty 2630.439234 = -27611.396170 nChanged 3 SP:Iteration 11Q (4631.950000 sec): 3 clusters Score: Raw -30260.981701 + Penalty 2630.439234 = -27630.542467 nChanged 1 SP:Iteration 12Q (4631.950000 sec): 3 clusters Score: Raw -30269.944422 + Penalty 2630.439234 = -27639.505188 nChanged 0 SP:Iteration 13F (4631.950000 sec): 3 clusters Score: Raw -30269.944422 + Penalty 2630.439234 = -27639.505188 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 48 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.960000 sec): 2 clusters Score: Raw -9742.099966 + Penalty 1107.545213 = -8634.554752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.960000 sec): 3 clusters Score: Raw -10172.864313 + Penalty 2215.090427 = -7957.773886 nChanged 1 SP:Iteration 1Q (4631.960000 sec): 3 clusters Score: Raw -10182.707264 + Penalty 2215.090427 = -7967.616837 nChanged 0 SP:Iteration 2F (4631.960000 sec): 3 clusters Score: Raw -10182.707264 + Penalty 2215.090427 = -7967.616837 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 49 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.960000 sec): 2 clusters Score: Raw -19574.567222 + Penalty 1220.155270 = -18354.411952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.960000 sec): 3 clusters Score: Raw -19920.750820 + Penalty 2440.310539 = -17480.440281 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 50 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4631.960000 sec): 2 clusters Score: Raw -48028.035733 + Penalty 1452.767422 = -46575.268310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4631.970000 sec): 3 clusters Score: Raw -48128.286418 + Penalty 2905.534845 = -45222.751574 nChanged 51 SP:Iteration 1F (4631.970000 sec): 3 clusters Score: Raw -48327.109795 + Penalty 2905.534845 = -45421.574951 nChanged 13 SP:Iteration 2Q (4631.970000 sec): 3 clusters Score: Raw -48369.581066 + Penalty 2905.534845 = -45464.046221 nChanged 8 SP:Iteration 3Q (4631.970000 sec): 3 clusters Score: Raw -48409.066548 + Penalty 2905.534845 = -45503.531703 nChanged 6 SP:Iteration 4Q (4631.980000 sec): 3 clusters Score: Raw -48444.166009 + Penalty 2905.534845 = -45538.631164 nChanged 8 SP:Iteration 5Q (4631.980000 sec): 3 clusters Score: Raw -48478.058720 + Penalty 2905.534845 = -45572.523876 nChanged 14 SP:Iteration 6Q (4631.980000 sec): 3 clusters Score: Raw -48614.322598 + Penalty 2905.534845 = -45708.787754 nChanged 14 SP:Iteration 7Q (4631.980000 sec): 3 clusters Score: Raw -48788.637376 + Penalty 2905.534845 = -45883.102531 nChanged 16 SP:Iteration 8Q (4631.980000 sec): 3 clusters Score: Raw -49095.784131 + Penalty 2905.534845 = -46190.249286 nChanged 20 SP:Iteration 9F (4631.980000 sec): 3 clusters Score: Raw -49335.672819 + Penalty 2905.534845 = -46430.137974 nChanged 23 SP:Iteration 10F (4631.980000 sec): 3 clusters Score: Raw -49695.774308 + Penalty 2905.534845 = -46790.239463 nChanged 18 SP:Iteration 11F (4631.990000 sec): 3 clusters Score: Raw -49836.140519 + Penalty 2905.534845 = -46930.605675 nChanged 11 SP:Iteration 12Q (4631.990000 sec): 3 clusters Score: Raw -49924.459358 + Penalty 2905.534845 = -47018.924513 nChanged 6 SP:Iteration 13Q (4631.990000 sec): 3 clusters Score: Raw -49978.161967 + Penalty 2905.534845 = -47072.627122 nChanged 4 SP:Iteration 14Q (4631.990000 sec): 3 clusters Score: Raw -50034.186664 + Penalty 2905.534845 = -47128.651819 nChanged 1 SP:Iteration 15Q (4631.990000 sec): 3 clusters Score: Raw -50038.863425 + Penalty 2905.534845 = -47133.328581 nChanged 0 SP:Iteration 16F (4631.990000 sec): 3 clusters Score: Raw -50038.863425 + Penalty 2905.534845 = -47133.328581 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Iteration 234F (4691.920000 sec): 52 clusters Score: Raw -99356800.280799 + Penalty 169300.305111 = -99187499.975688 nChanged 3 Iteration 235F (4751.960000 sec): 52 clusters Score: Raw -99356823.023961 + Penalty 169300.305111 = -99187522.718849 nChanged 1 Iteration 236Q (4763.950000 sec): 52 clusters Score: Raw -99356840.259978 + Penalty 169300.305111 = -99187539.954867 nChanged 1 Iteration 237Q (4775.930000 sec): 52 clusters Score: Raw -99356852.792068 + Penalty 169300.305111 = -99187552.486956 nChanged 1 Iteration 238Q (4787.890000 sec): 52 clusters Score: Raw -99356861.372778 + Penalty 169300.305111 = -99187561.067666 nChanged 1 Iteration 239Q (4799.900000 sec): 52 clusters Score: Raw -99356870.362286 + Penalty 169300.305111 = -99187570.057174 nChanged 2 Iteration 240F (4859.890000 sec): 52 clusters Score: Raw -99356928.077599 + Penalty 169300.305111 = -99187627.772487 nChanged 1 Iteration 241Q (4871.910000 sec): 52 clusters Score: Raw -99356934.241218 + Penalty 169300.305111 = -99187633.936106 nChanged 0 Iteration 242F (4931.850000 sec): 52 clusters Score: Raw -99356934.241218 + Penalty 169300.305111 = -99187633.936106 nChanged 0 Compute initial score before splitting: Score: Raw -99356934.241218 + Penalty 169300.305111 = -99187633.936106 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4932.030000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4932.180000 sec): 3 clusters Score: Raw -4538958.352648 + Penalty 5093.818789 = -4533864.533860 nChanged 12974 SP:Iteration 1F (4932.330000 sec): 3 clusters Score: Raw -4546058.794827 + Penalty 5093.818789 = -4540964.976038 nChanged 1510 SP:Iteration 2F (4932.480000 sec): 3 clusters Score: Raw -4546668.691046 + Penalty 5093.818789 = -4541574.872257 nChanged 1485 SP:Iteration 3F (4932.630000 sec): 3 clusters Score: Raw -4547317.193799 + Penalty 5093.818789 = -4542223.375010 nChanged 1494 SP:Iteration 4F (4932.780000 sec): 3 clusters Score: Raw -4548003.893265 + Penalty 5093.818789 = -4542910.074476 nChanged 1539 SP:Iteration 5F (4932.930000 sec): 3 clusters Score: Raw -4548785.544963 + Penalty 5093.818789 = -4543691.726174 nChanged 1674 SP:Iteration 6F (4933.080000 sec): 3 clusters Score: Raw -4549712.003518 + Penalty 5093.818789 = -4544618.184729 nChanged 1648 SP:Iteration 7F (4933.230000 sec): 3 clusters Score: Raw -4550614.934546 + Penalty 5093.818789 = -4545521.115757 nChanged 1581 SP:Iteration 8F (4933.380000 sec): 3 clusters Score: Raw -4551478.548973 + Penalty 5093.818789 = -4546384.730184 nChanged 1386 SP:Iteration 9Q (4933.530000 sec): 3 clusters Score: Raw -4552218.412517 + Penalty 5093.818789 = -4547124.593728 nChanged 1105 SP:Iteration 10Q (4933.680000 sec): 3 clusters Score: Raw -4552750.267170 + Penalty 5093.818789 = -4547656.448381 nChanged 830 SP:Iteration 11Q (4933.830000 sec): 3 clusters Score: Raw -4553112.901125 + Penalty 5093.818789 = -4548019.082336 nChanged 687 SP:Iteration 12Q (4933.990000 sec): 3 clusters Score: Raw -4553444.068908 + Penalty 5093.818789 = -4548350.250119 nChanged 565 SP:Iteration 13Q (4934.140000 sec): 3 clusters Score: Raw -4553758.328494 + Penalty 5093.818789 = -4548664.509705 nChanged 531 SP:Iteration 14Q (4934.290000 sec): 3 clusters Score: Raw -4554079.821535 + Penalty 5093.818789 = -4548986.002746 nChanged 501 SP:Iteration 15Q (4934.440000 sec): 3 clusters Score: Raw -4554445.582843 + Penalty 5093.818789 = -4549351.764054 nChanged 503 SP:Iteration 16Q (4934.590000 sec): 3 clusters Score: Raw -4554825.114358 + Penalty 5093.818789 = -4549731.295569 nChanged 485 SP:Iteration 17Q (4934.730000 sec): 3 clusters Score: Raw -4555189.632173 + Penalty 5093.818789 = -4550095.813384 nChanged 407 SP:Iteration 18Q (4934.860000 sec): 3 clusters Score: Raw -4555429.294889 + Penalty 5093.818789 = -4550335.476100 nChanged 349 SP:Iteration 19Q (4935.000000 sec): 3 clusters Score: Raw -4555597.245171 + Penalty 5093.818789 = -4550503.426382 nChanged 282 SP:Iteration 20F (4935.140000 sec): 3 clusters Score: Raw -4555710.722372 + Penalty 5093.818789 = -4550616.903583 nChanged 246 SP:Iteration 21Q (4935.270000 sec): 3 clusters Score: Raw -4555800.666465 + Penalty 5093.818789 = -4550706.847676 nChanged 221 SP:Iteration 22Q (4935.400000 sec): 3 clusters Score: Raw -4555881.645300 + Penalty 5093.818789 = -4550787.826511 nChanged 191 SP:Iteration 23Q (4935.520000 sec): 3 clusters Score: Raw -4555942.417724 + Penalty 5093.818789 = -4550848.598935 nChanged 137 SP:Iteration 24Q (4935.650000 sec): 3 clusters Score: Raw -4555984.084304 + Penalty 5093.818789 = -4550890.265515 nChanged 130 SP:Iteration 25Q (4935.770000 sec): 3 clusters Score: Raw -4556029.054673 + Penalty 5093.818789 = -4550935.235884 nChanged 120 SP:Iteration 26Q (4935.890000 sec): 3 clusters Score: Raw -4556068.463448 + Penalty 5093.818789 = -4550974.644659 nChanged 108 SP:Iteration 27Q (4936.010000 sec): 3 clusters Score: Raw -4556094.658407 + Penalty 5093.818789 = -4551000.839618 nChanged 93 SP:Iteration 28Q (4936.140000 sec): 3 clusters Score: Raw -4556115.593962 + Penalty 5093.818789 = -4551021.775174 nChanged 77 SP:Iteration 29Q (4936.260000 sec): 3 clusters Score: Raw -4556133.540460 + Penalty 5093.818789 = -4551039.721671 nChanged 78 SP:Iteration 30Q (4936.380000 sec): 3 clusters Score: Raw -4556151.552413 + Penalty 5093.818789 = -4551057.733624 nChanged 62 SP:Iteration 31Q (4936.500000 sec): 3 clusters Score: Raw -4556169.036022 + Penalty 5093.818789 = -4551075.217233 nChanged 63 SP:Iteration 32Q (4936.620000 sec): 3 clusters Score: Raw -4556185.719142 + Penalty 5093.818789 = -4551091.900353 nChanged 58 SP:Iteration 33Q (4936.740000 sec): 3 clusters Score: Raw -4556198.647034 + Penalty 5093.818789 = -4551104.828245 nChanged 59 SP:Iteration 34Q (4936.860000 sec): 3 clusters Score: Raw -4556211.417010 + Penalty 5093.818789 = -4551117.598221 nChanged 53 SP:Iteration 35Q (4936.980000 sec): 3 clusters Score: Raw -4556222.060183 + Penalty 5093.818789 = -4551128.241394 nChanged 58 SP:Iteration 36Q (4937.100000 sec): 3 clusters Score: Raw -4556234.611287 + Penalty 5093.818789 = -4551140.792498 nChanged 62 SP:Iteration 37Q (4937.220000 sec): 3 clusters Score: Raw -4556249.750263 + Penalty 5093.818789 = -4551155.931474 nChanged 59 SP:Iteration 38Q (4937.340000 sec): 3 clusters Score: Raw -4556264.222903 + Penalty 5093.818789 = -4551170.404114 nChanged 50 SP:Iteration 39Q (4937.460000 sec): 3 clusters Score: Raw -4556277.261919 + Penalty 5093.818789 = -4551183.443131 nChanged 57 SP:Iteration 40F (4937.600000 sec): 3 clusters Score: Raw -4556288.751005 + Penalty 5093.818789 = -4551194.932216 nChanged 42 SP:Iteration 41Q (4937.720000 sec): 3 clusters Score: Raw -4556298.263378 + Penalty 5093.818789 = -4551204.444589 nChanged 53 SP:Iteration 42Q (4937.840000 sec): 3 clusters Score: Raw -4556309.538595 + Penalty 5093.818789 = -4551215.719806 nChanged 52 SP:Iteration 43Q (4937.960000 sec): 3 clusters Score: Raw -4556320.877884 + Penalty 5093.818789 = -4551227.059095 nChanged 44 SP:Iteration 44Q (4938.080000 sec): 3 clusters Score: Raw -4556332.946143 + Penalty 5093.818789 = -4551239.127354 nChanged 44 SP:Iteration 45Q (4938.200000 sec): 3 clusters Score: Raw -4556343.292999 + Penalty 5093.818789 = -4551249.474211 nChanged 32 SP:Iteration 46Q (4938.320000 sec): 3 clusters Score: Raw -4556351.921681 + Penalty 5093.818789 = -4551258.102892 nChanged 38 SP:Iteration 47Q (4938.430000 sec): 3 clusters Score: Raw -4556360.067565 + Penalty 5093.818789 = -4551266.248776 nChanged 36 SP:Iteration 48Q (4938.550000 sec): 3 clusters Score: Raw -4556368.443680 + Penalty 5093.818789 = -4551274.624891 nChanged 42 SP:Iteration 49Q (4938.660000 sec): 3 clusters Score: Raw -4556377.649638 + Penalty 5093.818789 = -4551283.830849 nChanged 32 SP:Iteration 50Q (4938.780000 sec): 3 clusters Score: Raw -4556385.483223 + Penalty 5093.818789 = -4551291.664434 nChanged 33 SP:Iteration 51Q (4938.900000 sec): 3 clusters Score: Raw -4556393.802194 + Penalty 5093.818789 = -4551299.983405 nChanged 43 SP:Iteration 52Q (4939.010000 sec): 3 clusters Score: Raw -4556403.057608 + Penalty 5093.818789 = -4551309.238820 nChanged 33 SP:Iteration 53Q (4939.130000 sec): 3 clusters Score: Raw -4556412.178441 + Penalty 5093.818789 = -4551318.359652 nChanged 43 SP:Iteration 54Q (4939.240000 sec): 3 clusters Score: Raw -4556424.587975 + Penalty 5093.818789 = -4551330.769186 nChanged 42 SP:Iteration 55Q (4939.360000 sec): 3 clusters Score: Raw -4556435.201414 + Penalty 5093.818789 = -4551341.382625 nChanged 37 SP:Iteration 56Q (4939.470000 sec): 3 clusters Score: Raw -4556445.352237 + Penalty 5093.818789 = -4551351.533448 nChanged 36 SP:Iteration 57Q (4939.590000 sec): 3 clusters Score: Raw -4556454.519289 + Penalty 5093.818789 = -4551360.700500 nChanged 32 SP:Iteration 58Q (4939.700000 sec): 3 clusters Score: Raw -4556462.127253 + Penalty 5093.818789 = -4551368.308464 nChanged 25 SP:Iteration 59Q (4939.820000 sec): 3 clusters Score: Raw -4556466.388539 + Penalty 5093.818789 = -4551372.569750 nChanged 19 SP:Iteration 60F (4939.960000 sec): 3 clusters Score: Raw -4556470.096472 + Penalty 5093.818789 = -4551376.277683 nChanged 14 SP:Iteration 61Q (4940.080000 sec): 3 clusters Score: Raw -4556473.081544 + Penalty 5093.818789 = -4551379.262755 nChanged 18 SP:Iteration 62Q (4940.190000 sec): 3 clusters Score: Raw -4556477.702229 + Penalty 5093.818789 = -4551383.883440 nChanged 20 SP:Iteration 63Q (4940.300000 sec): 3 clusters Score: Raw -4556481.698118 + Penalty 5093.818789 = -4551387.879329 nChanged 19 SP:Iteration 64Q (4940.420000 sec): 3 clusters Score: Raw -4556485.010567 + Penalty 5093.818789 = -4551391.191778 nChanged 11 SP:Iteration 65Q (4940.530000 sec): 3 clusters Score: Raw -4556486.968124 + Penalty 5093.818789 = -4551393.149335 nChanged 6 SP:Iteration 66Q (4940.640000 sec): 3 clusters Score: Raw -4556488.294953 + Penalty 5093.818789 = -4551394.476164 nChanged 11 SP:Iteration 67Q (4940.760000 sec): 3 clusters Score: Raw -4556490.276985 + Penalty 5093.818789 = -4551396.458196 nChanged 9 SP:Iteration 68Q (4940.870000 sec): 3 clusters Score: Raw -4556492.249970 + Penalty 5093.818789 = -4551398.431181 nChanged 10 SP:Iteration 69Q (4940.980000 sec): 3 clusters Score: Raw -4556493.981984 + Penalty 5093.818789 = -4551400.163195 nChanged 4 SP:Iteration 70Q (4941.100000 sec): 3 clusters Score: Raw -4556494.458849 + Penalty 5093.818789 = -4551400.640060 nChanged 3 SP:Iteration 71Q (4941.210000 sec): 3 clusters Score: Raw -4556495.147563 + Penalty 5093.818789 = -4551401.328774 nChanged 3 SP:Iteration 72Q (4941.320000 sec): 3 clusters Score: Raw -4556495.483394 + Penalty 5093.818789 = -4551401.664605 nChanged 4 SP:Iteration 73Q (4941.430000 sec): 3 clusters Score: Raw -4556495.908018 + Penalty 5093.818789 = -4551402.089229 nChanged 4 SP:Iteration 74Q (4941.540000 sec): 3 clusters Score: Raw -4556496.590812 + Penalty 5093.818789 = -4551402.772023 nChanged 3 SP:Iteration 75Q (4941.660000 sec): 3 clusters Score: Raw -4556497.100909 + Penalty 5093.818789 = -4551403.282120 nChanged 4 SP:Iteration 76Q (4941.770000 sec): 3 clusters Score: Raw -4556497.662294 + Penalty 5093.818789 = -4551403.843506 nChanged 4 SP:Iteration 77Q (4941.880000 sec): 3 clusters Score: Raw -4556498.302791 + Penalty 5093.818789 = -4551404.484002 nChanged 4 SP:Iteration 78Q (4942.000000 sec): 3 clusters Score: Raw -4556498.959050 + Penalty 5093.818789 = -4551405.140261 nChanged 3 SP:Iteration 79Q (4942.110000 sec): 3 clusters Score: Raw -4556499.609687 + Penalty 5093.818789 = -4551405.790898 nChanged 3 SP:Iteration 80F (4942.260000 sec): 3 clusters Score: Raw -4556500.003074 + Penalty 5093.818789 = -4551406.184285 nChanged 2 SP:Iteration 81Q (4942.370000 sec): 3 clusters Score: Raw -4556500.417120 + Penalty 5093.818789 = -4551406.598331 nChanged 4 SP:Iteration 82Q (4942.480000 sec): 3 clusters Score: Raw -4556501.201051 + Penalty 5093.818789 = -4551407.382262 nChanged 3 SP:Iteration 83Q (4942.590000 sec): 3 clusters Score: Raw -4556501.614617 + Penalty 5093.818789 = -4551407.795828 nChanged 3 SP:Iteration 84Q (4942.710000 sec): 3 clusters Score: Raw -4556502.062956 + Penalty 5093.818789 = -4551408.244167 nChanged 2 SP:Iteration 85Q (4942.820000 sec): 3 clusters Score: Raw -4556502.223309 + Penalty 5093.818789 = -4551408.404520 nChanged 0 SP:Iteration 86F (4942.960000 sec): 3 clusters Score: Raw -4556502.223309 + Penalty 5093.818789 = -4551408.404520 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4942.980000 sec): 2 clusters Score: Raw -17357.909693 + Penalty 1193.421720 = -16164.487973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4942.980000 sec): 3 clusters Score: Raw -17675.714778 + Penalty 2386.843440 = -15288.871337 nChanged 3 SP:Iteration 1Q (4942.990000 sec): 3 clusters Score: Raw -17715.085133 + Penalty 2386.843440 = -15328.241693 nChanged 0 SP:Iteration 2F (4942.990000 sec): 3 clusters Score: Raw -17715.085133 + Penalty 2386.843440 = -15328.241693 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4943.010000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4943.040000 sec): 3 clusters Score: Raw -724194.878243 + Penalty 4197.727014 = -719997.151228 nChanged 1825 SP:Iteration 1F (4943.060000 sec): 3 clusters Score: Raw -725313.364565 + Penalty 4197.727014 = -721115.637550 nChanged 418 SP:Iteration 2F (4943.080000 sec): 3 clusters Score: Raw -725656.747673 + Penalty 4197.727014 = -721459.020659 nChanged 324 SP:Iteration 3F (4943.110000 sec): 3 clusters Score: Raw -725994.528363 + Penalty 4197.727014 = -721796.801349 nChanged 303 SP:Iteration 4F (4943.130000 sec): 3 clusters Score: Raw -726340.865113 + Penalty 4197.727014 = -722143.138099 nChanged 292 SP:Iteration 5F (4943.160000 sec): 3 clusters Score: Raw -726596.145454 + Penalty 4197.727014 = -722398.418439 nChanged 215 SP:Iteration 6Q (4943.180000 sec): 3 clusters Score: Raw -726734.408101 + Penalty 4197.727014 = -722536.681087 nChanged 138 SP:Iteration 7Q (4943.200000 sec): 3 clusters Score: Raw -726816.616411 + Penalty 4197.727014 = -722618.889397 nChanged 101 SP:Iteration 8Q (4943.230000 sec): 3 clusters Score: Raw -726873.655508 + Penalty 4197.727014 = -722675.928494 nChanged 83 SP:Iteration 9Q (4943.250000 sec): 3 clusters Score: Raw -726922.571649 + Penalty 4197.727014 = -722724.844635 nChanged 71 SP:Iteration 10Q (4943.280000 sec): 3 clusters Score: Raw -726966.111739 + Penalty 4197.727014 = -722768.384724 nChanged 76 SP:Iteration 11Q (4943.310000 sec): 3 clusters Score: Raw -727012.697130 + Penalty 4197.727014 = -722814.970115 nChanged 64 SP:Iteration 12Q (4943.330000 sec): 3 clusters Score: Raw -727049.950428 + Penalty 4197.727014 = -722852.223413 nChanged 50 SP:Iteration 13Q (4943.350000 sec): 3 clusters Score: Raw -727081.823343 + Penalty 4197.727014 = -722884.096329 nChanged 51 SP:Iteration 14Q (4943.370000 sec): 3 clusters Score: Raw -727108.817266 + Penalty 4197.727014 = -722911.090252 nChanged 39 SP:Iteration 15Q (4943.400000 sec): 3 clusters Score: Raw -727130.240884 + Penalty 4197.727014 = -722932.513870 nChanged 29 SP:Iteration 16Q (4943.420000 sec): 3 clusters Score: Raw -727151.921397 + Penalty 4197.727014 = -722954.194382 nChanged 35 SP:Iteration 17Q (4943.450000 sec): 3 clusters Score: Raw -727173.259379 + Penalty 4197.727014 = -722975.532365 nChanged 31 SP:Iteration 18Q (4943.470000 sec): 3 clusters Score: Raw -727190.117447 + Penalty 4197.727014 = -722992.390432 nChanged 28 SP:Iteration 19Q (4943.490000 sec): 3 clusters Score: Raw -727205.058805 + Penalty 4197.727014 = -723007.331791 nChanged 20 SP:Iteration 20F (4943.520000 sec): 3 clusters Score: Raw -727214.513063 + Penalty 4197.727014 = -723016.786049 nChanged 16 SP:Iteration 21Q (4943.540000 sec): 3 clusters Score: Raw -727223.737169 + Penalty 4197.727014 = -723026.010155 nChanged 17 SP:Iteration 22Q (4943.560000 sec): 3 clusters Score: Raw -727231.791528 + Penalty 4197.727014 = -723034.064514 nChanged 15 SP:Iteration 23Q (4943.590000 sec): 3 clusters Score: Raw -727241.793707 + Penalty 4197.727014 = -723044.066692 nChanged 10 SP:Iteration 24Q (4943.610000 sec): 3 clusters Score: Raw -727248.315428 + Penalty 4197.727014 = -723050.588414 nChanged 10 SP:Iteration 25Q (4943.630000 sec): 3 clusters Score: Raw -727253.542028 + Penalty 4197.727014 = -723055.815014 nChanged 11 SP:Iteration 26Q (4943.660000 sec): 3 clusters Score: Raw -727260.438993 + Penalty 4197.727014 = -723062.711979 nChanged 12 SP:Iteration 27Q (4943.680000 sec): 3 clusters Score: Raw -727267.946414 + Penalty 4197.727014 = -723070.219400 nChanged 13 SP:Iteration 28Q (4943.710000 sec): 3 clusters Score: Raw -727275.368287 + Penalty 4197.727014 = -723077.641273 nChanged 17 SP:Iteration 29Q (4943.730000 sec): 3 clusters Score: Raw -727287.045799 + Penalty 4197.727014 = -723089.318784 nChanged 21 SP:Iteration 30Q (4943.750000 sec): 3 clusters Score: Raw -727298.629501 + Penalty 4197.727014 = -723100.902487 nChanged 13 SP:Iteration 31Q (4943.770000 sec): 3 clusters Score: Raw -727305.721945 + Penalty 4197.727014 = -723107.994931 nChanged 5 SP:Iteration 32Q (4943.800000 sec): 3 clusters Score: Raw -727309.518345 + Penalty 4197.727014 = -723111.791331 nChanged 7 SP:Iteration 33Q (4943.820000 sec): 3 clusters Score: Raw -727314.531421 + Penalty 4197.727014 = -723116.804407 nChanged 5 SP:Iteration 34Q (4943.840000 sec): 3 clusters Score: Raw -727316.955727 + Penalty 4197.727014 = -723119.228712 nChanged 0 SP:Iteration 35F (4943.870000 sec): 3 clusters Score: Raw -727316.955727 + Penalty 4197.727014 = -723119.228712 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4943.890000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4943.910000 sec): 3 clusters Score: Raw -579245.347567 + Penalty 4115.705143 = -575129.642424 nChanged 1459 SP:Iteration 1F (4943.930000 sec): 3 clusters Score: Raw -580194.053581 + Penalty 4115.705143 = -576078.348439 nChanged 363 SP:Iteration 2F (4943.950000 sec): 3 clusters Score: Raw -580500.001640 + Penalty 4115.705143 = -576384.296498 nChanged 240 SP:Iteration 3F (4943.970000 sec): 3 clusters Score: Raw -580718.089377 + Penalty 4115.705143 = -576602.384234 nChanged 234 SP:Iteration 4F (4943.990000 sec): 3 clusters Score: Raw -580916.408044 + Penalty 4115.705143 = -576800.702901 nChanged 182 SP:Iteration 5Q (4944.010000 sec): 3 clusters Score: Raw -581080.593985 + Penalty 4115.705143 = -576964.888842 nChanged 167 SP:Iteration 6Q (4944.030000 sec): 3 clusters Score: Raw -581203.571995 + Penalty 4115.705143 = -577087.866853 nChanged 121 SP:Iteration 7Q (4944.050000 sec): 3 clusters Score: Raw -581303.894864 + Penalty 4115.705143 = -577188.189721 nChanged 98 SP:Iteration 8Q (4944.070000 sec): 3 clusters Score: Raw -581395.217337 + Penalty 4115.705143 = -577279.512195 nChanged 106 SP:Iteration 9Q (4944.090000 sec): 3 clusters Score: Raw -581467.020480 + Penalty 4115.705143 = -577351.315337 nChanged 88 SP:Iteration 10Q (4944.110000 sec): 3 clusters Score: Raw -581526.269914 + Penalty 4115.705143 = -577410.564771 nChanged 82 SP:Iteration 11Q (4944.130000 sec): 3 clusters Score: Raw -581570.574353 + Penalty 4115.705143 = -577454.869211 nChanged 78 SP:Iteration 12Q (4944.150000 sec): 3 clusters Score: Raw -581607.140761 + Penalty 4115.705143 = -577491.435619 nChanged 58 SP:Iteration 13Q (4944.170000 sec): 3 clusters Score: Raw -581641.808465 + Penalty 4115.705143 = -577526.103322 nChanged 65 SP:Iteration 14Q (4944.190000 sec): 3 clusters Score: Raw -581671.001993 + Penalty 4115.705143 = -577555.296850 nChanged 55 SP:Iteration 15Q (4944.210000 sec): 3 clusters Score: Raw -581700.292239 + Penalty 4115.705143 = -577584.587096 nChanged 41 SP:Iteration 16Q (4944.230000 sec): 3 clusters Score: Raw -581723.167843 + Penalty 4115.705143 = -577607.462700 nChanged 53 SP:Iteration 17Q (4944.240000 sec): 3 clusters Score: Raw -581754.219581 + Penalty 4115.705143 = -577638.514439 nChanged 50 SP:Iteration 18Q (4944.260000 sec): 3 clusters Score: Raw -581781.805563 + Penalty 4115.705143 = -577666.100421 nChanged 62 SP:Iteration 19Q (4944.280000 sec): 3 clusters Score: Raw -581818.808366 + Penalty 4115.705143 = -577703.103223 nChanged 57 SP:Iteration 20F (4944.300000 sec): 3 clusters Score: Raw -581856.022218 + Penalty 4115.705143 = -577740.317076 nChanged 44 SP:Iteration 21Q (4944.320000 sec): 3 clusters Score: Raw -581879.740954 + Penalty 4115.705143 = -577764.035811 nChanged 41 SP:Iteration 22Q (4944.340000 sec): 3 clusters Score: Raw -581899.085343 + Penalty 4115.705143 = -577783.380200 nChanged 25 SP:Iteration 23Q (4944.350000 sec): 3 clusters Score: Raw -581909.489392 + Penalty 4115.705143 = -577793.784249 nChanged 14 SP:Iteration 24Q (4944.370000 sec): 3 clusters Score: Raw -581912.944546 + Penalty 4115.705143 = -577797.239403 nChanged 16 SP:Iteration 25Q (4944.390000 sec): 3 clusters Score: Raw -581918.424046 + Penalty 4115.705143 = -577802.718903 nChanged 14 SP:Iteration 26Q (4944.410000 sec): 3 clusters Score: Raw -581925.080901 + Penalty 4115.705143 = -577809.375758 nChanged 15 SP:Iteration 27Q (4944.430000 sec): 3 clusters Score: Raw -581931.559164 + Penalty 4115.705143 = -577815.854021 nChanged 7 SP:Iteration 28Q (4944.450000 sec): 3 clusters Score: Raw -581933.968810 + Penalty 4115.705143 = -577818.263668 nChanged 3 SP:Iteration 29Q (4944.470000 sec): 3 clusters Score: Raw -581935.125957 + Penalty 4115.705143 = -577819.420814 nChanged 4 SP:Iteration 30Q (4944.490000 sec): 3 clusters Score: Raw -581937.193086 + Penalty 4115.705143 = -577821.487943 nChanged 3 SP:Iteration 31Q (4944.510000 sec): 3 clusters Score: Raw -581937.994722 + Penalty 4115.705143 = -577822.289580 nChanged 3 SP:Iteration 32Q (4944.530000 sec): 3 clusters Score: Raw -581939.066646 + Penalty 4115.705143 = -577823.361503 nChanged 3 SP:Iteration 33Q (4944.540000 sec): 3 clusters Score: Raw -581939.582373 + Penalty 4115.705143 = -577823.877230 nChanged 2 SP:Iteration 34Q (4944.560000 sec): 3 clusters Score: Raw -581940.030330 + Penalty 4115.705143 = -577824.325187 nChanged 0 SP:Iteration 35F (4944.580000 sec): 3 clusters Score: Raw -581940.030330 + Penalty 4115.705143 = -577824.325187 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4944.630000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4944.690000 sec): 3 clusters Score: Raw -1601251.727656 + Penalty 4608.655336 = -1596643.072320 nChanged 4548 SP:Iteration 1F (4944.740000 sec): 3 clusters Score: Raw -1603936.712775 + Penalty 4608.655336 = -1599328.057439 nChanged 824 SP:Iteration 2F (4944.800000 sec): 3 clusters Score: Raw -1604470.768695 + Penalty 4608.655336 = -1599862.113359 nChanged 660 SP:Iteration 3F (4944.850000 sec): 3 clusters Score: Raw -1604908.915647 + Penalty 4608.655336 = -1600300.260311 nChanged 634 SP:Iteration 4F (4944.910000 sec): 3 clusters Score: Raw -1605348.260841 + Penalty 4608.655336 = -1600739.605505 nChanged 636 SP:Iteration 5F (4944.960000 sec): 3 clusters Score: Raw -1605823.001133 + Penalty 4608.655336 = -1601214.345797 nChanged 617 SP:Iteration 6F (4945.010000 sec): 3 clusters Score: Raw -1606297.439474 + Penalty 4608.655336 = -1601688.784138 nChanged 566 SP:Iteration 7F (4945.070000 sec): 3 clusters Score: Raw -1606658.655212 + Penalty 4608.655336 = -1602049.999876 nChanged 454 SP:Iteration 8Q (4945.120000 sec): 3 clusters Score: Raw -1606897.980329 + Penalty 4608.655336 = -1602289.324993 nChanged 345 SP:Iteration 9Q (4945.170000 sec): 3 clusters Score: Raw -1607064.152117 + Penalty 4608.655336 = -1602455.496781 nChanged 301 SP:Iteration 10Q (4945.230000 sec): 3 clusters Score: Raw -1607208.919274 + Penalty 4608.655336 = -1602600.263938 nChanged 237 SP:Iteration 11Q (4945.280000 sec): 3 clusters Score: Raw -1607317.535220 + Penalty 4608.655336 = -1602708.879883 nChanged 204 SP:Iteration 12Q (4945.330000 sec): 3 clusters Score: Raw -1607410.615501 + Penalty 4608.655336 = -1602801.960165 nChanged 197 SP:Iteration 13Q (4945.380000 sec): 3 clusters Score: Raw -1607486.039520 + Penalty 4608.655336 = -1602877.384184 nChanged 183 SP:Iteration 14Q (4945.430000 sec): 3 clusters Score: Raw -1607556.637128 + Penalty 4608.655336 = -1602947.981792 nChanged 148 SP:Iteration 15Q (4945.490000 sec): 3 clusters Score: Raw -1607610.979966 + Penalty 4608.655336 = -1603002.324630 nChanged 126 SP:Iteration 16Q (4945.540000 sec): 3 clusters Score: Raw -1607655.729084 + Penalty 4608.655336 = -1603047.073748 nChanged 124 SP:Iteration 17Q (4945.590000 sec): 3 clusters Score: Raw -1607697.269452 + Penalty 4608.655336 = -1603088.614116 nChanged 107 SP:Iteration 18Q (4945.640000 sec): 3 clusters Score: Raw -1607729.635389 + Penalty 4608.655336 = -1603120.980052 nChanged 95 SP:Iteration 19Q (4945.690000 sec): 3 clusters Score: Raw -1607758.677280 + Penalty 4608.655336 = -1603150.021943 nChanged 95 SP:Iteration 20F (4945.750000 sec): 3 clusters Score: Raw -1607795.713860 + Penalty 4608.655336 = -1603187.058524 nChanged 88 SP:Iteration 21Q (4945.800000 sec): 3 clusters Score: Raw -1607821.747855 + Penalty 4608.655336 = -1603213.092518 nChanged 89 SP:Iteration 22Q (4945.850000 sec): 3 clusters Score: Raw -1607847.233390 + Penalty 4608.655336 = -1603238.578054 nChanged 79 SP:Iteration 23Q (4945.900000 sec): 3 clusters Score: Raw -1607875.925210 + Penalty 4608.655336 = -1603267.269873 nChanged 90 SP:Iteration 24Q (4945.950000 sec): 3 clusters Score: Raw -1607901.244465 + Penalty 4608.655336 = -1603292.589129 nChanged 85 SP:Iteration 25Q (4946.000000 sec): 3 clusters Score: Raw -1607930.094741 + Penalty 4608.655336 = -1603321.439405 nChanged 94 SP:Iteration 26Q (4946.050000 sec): 3 clusters Score: Raw -1607966.369128 + Penalty 4608.655336 = -1603357.713792 nChanged 103 SP:Iteration 27Q (4946.100000 sec): 3 clusters Score: Raw -1608005.692576 + Penalty 4608.655336 = -1603397.037240 nChanged 101 SP:Iteration 28Q (4946.150000 sec): 3 clusters Score: Raw -1608041.608135 + Penalty 4608.655336 = -1603432.952799 nChanged 75 SP:Iteration 29Q (4946.200000 sec): 3 clusters Score: Raw -1608070.193290 + Penalty 4608.655336 = -1603461.537953 nChanged 81 SP:Iteration 30Q (4946.250000 sec): 3 clusters Score: Raw -1608100.157556 + Penalty 4608.655336 = -1603491.502220 nChanged 66 SP:Iteration 31Q (4946.290000 sec): 3 clusters Score: Raw -1608124.614178 + Penalty 4608.655336 = -1603515.958842 nChanged 62 SP:Iteration 32Q (4946.340000 sec): 3 clusters Score: Raw -1608146.961348 + Penalty 4608.655336 = -1603538.306012 nChanged 47 SP:Iteration 33Q (4946.390000 sec): 3 clusters Score: Raw -1608167.403855 + Penalty 4608.655336 = -1603558.748518 nChanged 44 SP:Iteration 34Q (4946.440000 sec): 3 clusters Score: Raw -1608185.145249 + Penalty 4608.655336 = -1603576.489913 nChanged 46 SP:Iteration 35Q (4946.490000 sec): 3 clusters Score: Raw -1608201.125785 + Penalty 4608.655336 = -1603592.470449 nChanged 40 SP:Iteration 36Q (4946.530000 sec): 3 clusters Score: Raw -1608215.661745 + Penalty 4608.655336 = -1603607.006409 nChanged 38 SP:Iteration 37Q (4946.580000 sec): 3 clusters Score: Raw -1608228.565300 + Penalty 4608.655336 = -1603619.909964 nChanged 27 SP:Iteration 38Q (4946.630000 sec): 3 clusters Score: Raw -1608239.193508 + Penalty 4608.655336 = -1603630.538172 nChanged 27 SP:Iteration 39Q (4946.680000 sec): 3 clusters Score: Raw -1608248.611202 + Penalty 4608.655336 = -1603639.955865 nChanged 22 SP:Iteration 40F (4946.730000 sec): 3 clusters Score: Raw -1608254.083654 + Penalty 4608.655336 = -1603645.428318 nChanged 23 SP:Iteration 41Q (4946.780000 sec): 3 clusters Score: Raw -1608260.973721 + Penalty 4608.655336 = -1603652.318385 nChanged 24 SP:Iteration 42Q (4946.830000 sec): 3 clusters Score: Raw -1608269.166878 + Penalty 4608.655336 = -1603660.511542 nChanged 19 SP:Iteration 43Q (4946.870000 sec): 3 clusters Score: Raw -1608274.919122 + Penalty 4608.655336 = -1603666.263786 nChanged 15 SP:Iteration 44Q (4946.920000 sec): 3 clusters Score: Raw -1608279.611595 + Penalty 4608.655336 = -1603670.956259 nChanged 21 SP:Iteration 45Q (4946.970000 sec): 3 clusters Score: Raw -1608287.496217 + Penalty 4608.655336 = -1603678.840880 nChanged 21 SP:Iteration 46Q (4947.020000 sec): 3 clusters Score: Raw -1608293.890388 + Penalty 4608.655336 = -1603685.235052 nChanged 14 SP:Iteration 47Q (4947.070000 sec): 3 clusters Score: Raw -1608297.536237 + Penalty 4608.655336 = -1603688.880901 nChanged 18 SP:Iteration 48Q (4947.110000 sec): 3 clusters Score: Raw -1608303.749560 + Penalty 4608.655336 = -1603695.094224 nChanged 22 SP:Iteration 49Q (4947.160000 sec): 3 clusters Score: Raw -1608310.763264 + Penalty 4608.655336 = -1603702.107927 nChanged 15 SP:Iteration 50Q (4947.210000 sec): 3 clusters Score: Raw -1608316.736163 + Penalty 4608.655336 = -1603708.080827 nChanged 19 SP:Iteration 51Q (4947.250000 sec): 3 clusters Score: Raw -1608322.809371 + Penalty 4608.655336 = -1603714.154035 nChanged 16 SP:Iteration 52Q (4947.300000 sec): 3 clusters Score: Raw -1608330.870677 + Penalty 4608.655336 = -1603722.215341 nChanged 19 SP:Iteration 53Q (4947.350000 sec): 3 clusters Score: Raw -1608336.792469 + Penalty 4608.655336 = -1603728.137133 nChanged 13 SP:Iteration 54Q (4947.390000 sec): 3 clusters Score: Raw -1608340.453666 + Penalty 4608.655336 = -1603731.798329 nChanged 12 SP:Iteration 55Q (4947.440000 sec): 3 clusters Score: Raw -1608343.615999 + Penalty 4608.655336 = -1603734.960663 nChanged 7 SP:Iteration 56Q (4947.490000 sec): 3 clusters Score: Raw -1608345.389059 + Penalty 4608.655336 = -1603736.733722 nChanged 7 SP:Iteration 57Q (4947.530000 sec): 3 clusters Score: Raw -1608348.034943 + Penalty 4608.655336 = -1603739.379607 nChanged 11 SP:Iteration 58Q (4947.580000 sec): 3 clusters Score: Raw -1608353.001365 + Penalty 4608.655336 = -1603744.346028 nChanged 15 SP:Iteration 59Q (4947.620000 sec): 3 clusters Score: Raw -1608356.772753 + Penalty 4608.655336 = -1603748.117417 nChanged 12 SP:Iteration 60F (4947.680000 sec): 3 clusters Score: Raw -1608359.545952 + Penalty 4608.655336 = -1603750.890616 nChanged 7 SP:Iteration 61Q (4947.720000 sec): 3 clusters Score: Raw -1608360.997941 + Penalty 4608.655336 = -1603752.342605 nChanged 6 SP:Iteration 62Q (4947.770000 sec): 3 clusters Score: Raw -1608363.128372 + Penalty 4608.655336 = -1603754.473036 nChanged 9 SP:Iteration 63Q (4947.810000 sec): 3 clusters Score: Raw -1608366.270138 + Penalty 4608.655336 = -1603757.614802 nChanged 8 SP:Iteration 64Q (4947.860000 sec): 3 clusters Score: Raw -1608368.607804 + Penalty 4608.655336 = -1603759.952467 nChanged 8 SP:Iteration 65Q (4947.910000 sec): 3 clusters Score: Raw -1608371.329586 + Penalty 4608.655336 = -1603762.674250 nChanged 6 SP:Iteration 66Q (4947.950000 sec): 3 clusters Score: Raw -1608372.627098 + Penalty 4608.655336 = -1603763.971762 nChanged 5 SP:Iteration 67Q (4948.000000 sec): 3 clusters Score: Raw -1608374.274599 + Penalty 4608.655336 = -1603765.619263 nChanged 6 SP:Iteration 68Q (4948.050000 sec): 3 clusters Score: Raw -1608375.861047 + Penalty 4608.655336 = -1603767.205711 nChanged 3 SP:Iteration 69Q (4948.090000 sec): 3 clusters Score: Raw -1608376.584984 + Penalty 4608.655336 = -1603767.929647 nChanged 3 SP:Iteration 70Q (4948.140000 sec): 3 clusters Score: Raw -1608377.152905 + Penalty 4608.655336 = -1603768.497569 nChanged 0 SP:Iteration 71F (4948.190000 sec): 3 clusters Score: Raw -1608377.152905 + Penalty 4608.655336 = -1603768.497569 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4949.250000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4950.450000 sec): 3 clusters Score: Raw -34525596.274903 + Penalty 6114.711255 = -34519481.563648 nChanged 108926 SP:Iteration 1F (4951.650000 sec): 3 clusters Score: Raw -34589988.349523 + Penalty 6114.711255 = -34583873.638268 nChanged 6223 SP:Iteration 2Q (4952.860000 sec): 3 clusters Score: Raw -34591288.535440 + Penalty 6114.711255 = -34585173.824184 nChanged 6828 SP:Iteration 3Q (4954.070000 sec): 3 clusters Score: Raw -34593040.262055 + Penalty 6114.711255 = -34586925.550799 nChanged 8056 SP:Iteration 4Q (4955.280000 sec): 3 clusters Score: Raw -34595687.406397 + Penalty 6114.711255 = -34589572.695142 nChanged 9809 SP:Iteration 5Q (4956.490000 sec): 3 clusters Score: Raw -34599824.375233 + Penalty 6114.711255 = -34593709.663977 nChanged 11954 SP:Iteration 6F (4957.680000 sec): 3 clusters Score: Raw -34606445.752182 + Penalty 6114.711255 = -34600331.040926 nChanged 14234 SP:Iteration 7F (4958.860000 sec): 3 clusters Score: Raw -34616391.421774 + Penalty 6114.711255 = -34610276.710519 nChanged 15325 SP:Iteration 8F (4960.040000 sec): 3 clusters Score: Raw -34629099.859924 + Penalty 6114.711255 = -34622985.148669 nChanged 14311 SP:Iteration 9F (4961.230000 sec): 3 clusters Score: Raw -34641522.101441 + Penalty 6114.711255 = -34635407.390185 nChanged 11979 SP:Iteration 10F (4962.410000 sec): 3 clusters Score: Raw -34651164.946637 + Penalty 6114.711255 = -34645050.235381 nChanged 9261 SP:Iteration 11Q (4963.550000 sec): 3 clusters Score: Raw -34657089.506849 + Penalty 6114.711255 = -34650974.795593 nChanged 6855 SP:Iteration 12Q (4964.660000 sec): 3 clusters Score: Raw -34660952.477862 + Penalty 6114.711255 = -34654837.766607 nChanged 5484 SP:Iteration 13Q (4965.760000 sec): 3 clusters Score: Raw -34664133.547935 + Penalty 6114.711255 = -34658018.836679 nChanged 4864 SP:Iteration 14Q (4966.840000 sec): 3 clusters Score: Raw -34667164.273763 + Penalty 6114.711255 = -34661049.562508 nChanged 4507 SP:Iteration 15Q (4967.900000 sec): 3 clusters Score: Raw -34669952.409696 + Penalty 6114.711255 = -34663837.698441 nChanged 4136 SP:Iteration 16Q (4968.960000 sec): 3 clusters Score: Raw -34672290.336069 + Penalty 6114.711255 = -34666175.624813 nChanged 3621 SP:Iteration 17Q (4970.010000 sec): 3 clusters Score: Raw -34674082.764487 + Penalty 6114.711255 = -34667968.053231 nChanged 3108 SP:Iteration 18Q (4971.060000 sec): 3 clusters Score: Raw -34675274.453861 + Penalty 6114.711255 = -34669159.742606 nChanged 2466 SP:Iteration 19Q (4972.100000 sec): 3 clusters Score: Raw -34675975.221300 + Penalty 6114.711255 = -34669860.510045 nChanged 1890 SP:Iteration 20F (4973.280000 sec): 3 clusters Score: Raw -34676390.953496 + Penalty 6114.711255 = -34670276.242240 nChanged 1503 SP:Iteration 21Q (4974.320000 sec): 3 clusters Score: Raw -34676645.299230 + Penalty 6114.711255 = -34670530.587975 nChanged 1137 SP:Iteration 22Q (4975.360000 sec): 3 clusters Score: Raw -34676797.475344 + Penalty 6114.711255 = -34670682.764089 nChanged 855 SP:Iteration 23Q (4976.410000 sec): 3 clusters Score: Raw -34676888.682889 + Penalty 6114.711255 = -34670773.971633 nChanged 651 SP:Iteration 24Q (4977.440000 sec): 3 clusters Score: Raw -34676944.851515 + Penalty 6114.711255 = -34670830.140259 nChanged 533 SP:Iteration 25Q (4978.480000 sec): 3 clusters Score: Raw -34676982.831059 + Penalty 6114.711255 = -34670868.119804 nChanged 459 SP:Iteration 26Q (4979.510000 sec): 3 clusters Score: Raw -34677012.936954 + Penalty 6114.711255 = -34670898.225698 nChanged 396 SP:Iteration 27Q (4980.550000 sec): 3 clusters Score: Raw -34677033.331835 + Penalty 6114.711255 = -34670918.620579 nChanged 305 SP:Iteration 28Q (4981.600000 sec): 3 clusters Score: Raw -34677045.928377 + Penalty 6114.711255 = -34670931.217122 nChanged 238 SP:Iteration 29Q (4982.640000 sec): 3 clusters Score: Raw -34677053.628428 + Penalty 6114.711255 = -34670938.917172 nChanged 186 SP:Iteration 30Q (4983.660000 sec): 3 clusters Score: Raw -34677059.220820 + Penalty 6114.711255 = -34670944.509565 nChanged 169 SP:Iteration 31Q (4984.690000 sec): 3 clusters Score: Raw -34677064.539522 + Penalty 6114.711255 = -34670949.828266 nChanged 176 SP:Iteration 32Q (4985.730000 sec): 3 clusters Score: Raw -34677069.627440 + Penalty 6114.711255 = -34670954.916185 nChanged 163 SP:Iteration 33Q (4986.760000 sec): 3 clusters Score: Raw -34677074.204310 + Penalty 6114.711255 = -34670959.493055 nChanged 165 SP:Iteration 34Q (4987.800000 sec): 3 clusters Score: Raw -34677079.004827 + Penalty 6114.711255 = -34670964.293572 nChanged 144 SP:Iteration 35Q (4988.840000 sec): 3 clusters Score: Raw -34677082.888666 + Penalty 6114.711255 = -34670968.177411 nChanged 117 SP:Iteration 36Q (4989.860000 sec): 3 clusters Score: Raw -34677085.684438 + Penalty 6114.711255 = -34670970.973183 nChanged 106 SP:Iteration 37Q (4990.890000 sec): 3 clusters Score: Raw -34677087.755605 + Penalty 6114.711255 = -34670973.044350 nChanged 84 SP:Iteration 38Q (4991.930000 sec): 3 clusters Score: Raw -34677089.195795 + Penalty 6114.711255 = -34670974.484540 nChanged 57 SP:Iteration 39Q (4992.970000 sec): 3 clusters Score: Raw -34677090.098636 + Penalty 6114.711255 = -34670975.387381 nChanged 61 SP:Iteration 40F (4994.150000 sec): 3 clusters Score: Raw -34677091.050958 + Penalty 6114.711255 = -34670976.339702 nChanged 43 SP:Iteration 41Q (4995.200000 sec): 3 clusters Score: Raw -34677091.630378 + Penalty 6114.711255 = -34670976.919122 nChanged 27 SP:Iteration 42Q (4996.260000 sec): 3 clusters Score: Raw -34677091.981478 + Penalty 6114.711255 = -34670977.270223 nChanged 32 SP:Iteration 43Q (4997.300000 sec): 3 clusters Score: Raw -34677092.334255 + Penalty 6114.711255 = -34670977.622999 nChanged 24 SP:Iteration 44Q (4998.330000 sec): 3 clusters Score: Raw -34677092.548466 + Penalty 6114.711255 = -34670977.837211 nChanged 17 SP:Iteration 45Q (4999.370000 sec): 3 clusters Score: Raw -34677092.724398 + Penalty 6114.711255 = -34670978.013143 nChanged 14 SP:Iteration 46Q (5000.410000 sec): 3 clusters Score: Raw -34677092.881038 + Penalty 6114.711255 = -34670978.169783 nChanged 12 SP:Iteration 47Q (5001.450000 sec): 3 clusters Score: Raw -34677092.977580 + Penalty 6114.711255 = -34670978.266325 nChanged 12 SP:Iteration 48Q (5002.490000 sec): 3 clusters Score: Raw -34677093.105499 + Penalty 6114.711255 = -34670978.394244 nChanged 14 SP:Iteration 49Q (5003.530000 sec): 3 clusters Score: Raw -34677093.264340 + Penalty 6114.711255 = -34670978.553085 nChanged 12 SP:Iteration 50Q (5004.570000 sec): 3 clusters Score: Raw -34677093.359307 + Penalty 6114.711255 = -34670978.648052 nChanged 12 SP:Iteration 51Q (5005.620000 sec): 3 clusters Score: Raw -34677093.457701 + Penalty 6114.711255 = -34670978.746446 nChanged 14 SP:Iteration 52Q (5006.670000 sec): 3 clusters Score: Raw -34677093.584453 + Penalty 6114.711255 = -34670978.873198 nChanged 18 SP:Iteration 53Q (5007.710000 sec): 3 clusters Score: Raw -34677093.792472 + Penalty 6114.711255 = -34670979.081216 nChanged 21 SP:Iteration 54Q (5008.750000 sec): 3 clusters Score: Raw -34677094.012142 + Penalty 6114.711255 = -34670979.300887 nChanged 17 SP:Iteration 55Q (5009.800000 sec): 3 clusters Score: Raw -34677094.158332 + Penalty 6114.711255 = -34670979.447077 nChanged 16 SP:Iteration 56Q (5010.840000 sec): 3 clusters Score: Raw -34677094.304719 + Penalty 6114.711255 = -34670979.593464 nChanged 20 SP:Iteration 57Q (5011.890000 sec): 3 clusters Score: Raw -34677094.481995 + Penalty 6114.711255 = -34670979.770740 nChanged 13 SP:Iteration 58Q (5012.950000 sec): 3 clusters Score: Raw -34677094.606543 + Penalty 6114.711255 = -34670979.895287 nChanged 11 SP:Iteration 59Q (5014.010000 sec): 3 clusters Score: Raw -34677094.681137 + Penalty 6114.711255 = -34670979.969882 nChanged 9 SP:Iteration 60F (5015.190000 sec): 3 clusters Score: Raw -34677094.751642 + Penalty 6114.711255 = -34670980.040386 nChanged 4 SP:Iteration 61Q (5016.250000 sec): 3 clusters Score: Raw -34677094.780021 + Penalty 6114.711255 = -34670980.068765 nChanged 4 SP:Iteration 62Q (5017.300000 sec): 3 clusters Score: Raw -34677094.802036 + Penalty 6114.711255 = -34670980.090780 nChanged 7 SP:Iteration 63Q (5018.350000 sec): 3 clusters Score: Raw -34677094.869256 + Penalty 6114.711255 = -34670980.158000 nChanged 11 SP:Iteration 64Q (5019.400000 sec): 3 clusters Score: Raw -34677094.967211 + Penalty 6114.711255 = -34670980.255956 nChanged 14 SP:Iteration 65Q (5020.450000 sec): 3 clusters Score: Raw -34677095.082157 + Penalty 6114.711255 = -34670980.370902 nChanged 8 SP:Iteration 66Q (5021.500000 sec): 3 clusters Score: Raw -34677095.160539 + Penalty 6114.711255 = -34670980.449284 nChanged 11 SP:Iteration 67Q (5022.550000 sec): 3 clusters Score: Raw -34677095.241768 + Penalty 6114.711255 = -34670980.530512 nChanged 6 SP:Iteration 68Q (5023.600000 sec): 3 clusters Score: Raw -34677095.283069 + Penalty 6114.711255 = -34670980.571814 nChanged 7 SP:Iteration 69Q (5024.650000 sec): 3 clusters Score: Raw -34677095.344125 + Penalty 6114.711255 = -34670980.632870 nChanged 11 SP:Iteration 70Q (5025.710000 sec): 3 clusters Score: Raw -34677095.445787 + Penalty 6114.711255 = -34670980.734532 nChanged 9 SP:Iteration 71Q (5026.760000 sec): 3 clusters Score: Raw -34677095.515669 + Penalty 6114.711255 = -34670980.804414 nChanged 7 SP:Iteration 72Q (5027.820000 sec): 3 clusters Score: Raw -34677095.577115 + Penalty 6114.711255 = -34670980.865859 nChanged 8 SP:Iteration 73Q (5028.870000 sec): 3 clusters Score: Raw -34677095.643873 + Penalty 6114.711255 = -34670980.932618 nChanged 9 SP:Iteration 74Q (5029.920000 sec): 3 clusters Score: Raw -34677095.711953 + Penalty 6114.711255 = -34670981.000697 nChanged 8 SP:Iteration 75Q (5030.980000 sec): 3 clusters Score: Raw -34677095.769733 + Penalty 6114.711255 = -34670981.058478 nChanged 9 SP:Iteration 76Q (5032.030000 sec): 3 clusters Score: Raw -34677095.831843 + Penalty 6114.711255 = -34670981.120587 nChanged 6 SP:Iteration 77Q (5033.080000 sec): 3 clusters Score: Raw -34677095.883883 + Penalty 6114.711255 = -34670981.172628 nChanged 10 SP:Iteration 78Q (5034.130000 sec): 3 clusters Score: Raw -34677095.972471 + Penalty 6114.711255 = -34670981.261215 nChanged 8 SP:Iteration 79Q (5035.180000 sec): 3 clusters Score: Raw -34677096.030761 + Penalty 6114.711255 = -34670981.319505 nChanged 5 SP:Iteration 80F (5036.360000 sec): 3 clusters Score: Raw -34677096.078314 + Penalty 6114.711255 = -34670981.367059 nChanged 9 SP:Iteration 81Q (5037.410000 sec): 3 clusters Score: Raw -34677096.152346 + Penalty 6114.711255 = -34670981.441091 nChanged 9 SP:Iteration 82Q (5038.470000 sec): 3 clusters Score: Raw -34677096.241289 + Penalty 6114.711255 = -34670981.530034 nChanged 12 SP:Iteration 83Q (5039.500000 sec): 3 clusters Score: Raw -34677096.373330 + Penalty 6114.711255 = -34670981.662075 nChanged 11 SP:Iteration 84Q (5040.540000 sec): 3 clusters Score: Raw -34677096.473295 + Penalty 6114.711255 = -34670981.762040 nChanged 11 SP:Iteration 85Q (5041.580000 sec): 3 clusters Score: Raw -34677096.566377 + Penalty 6114.711255 = -34670981.855122 nChanged 9 SP:Iteration 86Q (5042.620000 sec): 3 clusters Score: Raw -34677096.629137 + Penalty 6114.711255 = -34670981.917882 nChanged 11 SP:Iteration 87Q (5043.660000 sec): 3 clusters Score: Raw -34677096.738055 + Penalty 6114.711255 = -34670982.026799 nChanged 15 SP:Iteration 88Q (5044.700000 sec): 3 clusters Score: Raw -34677096.886403 + Penalty 6114.711255 = -34670982.175148 nChanged 13 SP:Iteration 89Q (5045.740000 sec): 3 clusters Score: Raw -34677097.031828 + Penalty 6114.711255 = -34670982.320573 nChanged 16 SP:Iteration 90Q (5046.780000 sec): 3 clusters Score: Raw -34677097.241585 + Penalty 6114.711255 = -34670982.530330 nChanged 16 SP:Iteration 91Q (5047.820000 sec): 3 clusters Score: Raw -34677097.382215 + Penalty 6114.711255 = -34670982.670959 nChanged 12 SP:Iteration 92Q (5048.870000 sec): 3 clusters Score: Raw -34677097.516344 + Penalty 6114.711255 = -34670982.805089 nChanged 14 SP:Iteration 93Q (5049.920000 sec): 3 clusters Score: Raw -34677097.685489 + Penalty 6114.711255 = -34670982.974234 nChanged 14 SP:Iteration 94Q (5050.970000 sec): 3 clusters Score: Raw -34677097.796760 + Penalty 6114.711255 = -34670983.085504 nChanged 3 SP:Iteration 95Q (5052.020000 sec): 3 clusters Score: Raw -34677097.817235 + Penalty 6114.711255 = -34670983.105980 nChanged 0 SP:Iteration 96F (5053.200000 sec): 3 clusters Score: Raw -34677097.817235 + Penalty 6114.711255 = -34670983.105980 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5053.360000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5053.400000 sec): 3 clusters Score: Raw -1320421.390564 + Penalty 4487.661079 = -1315933.729485 nChanged 3486 SP:Iteration 1F (5053.440000 sec): 3 clusters Score: Raw -1322164.855740 + Penalty 4487.661079 = -1317677.194661 nChanged 524 SP:Iteration 2F (5053.490000 sec): 3 clusters Score: Raw -1322389.715863 + Penalty 4487.661079 = -1317902.054783 nChanged 384 SP:Iteration 3Q (5053.530000 sec): 3 clusters Score: Raw -1322543.930662 + Penalty 4487.661079 = -1318056.269583 nChanged 313 SP:Iteration 4Q (5053.570000 sec): 3 clusters Score: Raw -1322656.575272 + Penalty 4487.661079 = -1318168.914193 nChanged 275 SP:Iteration 5Q (5053.620000 sec): 3 clusters Score: Raw -1322760.690487 + Penalty 4487.661079 = -1318273.029408 nChanged 248 SP:Iteration 6Q (5053.660000 sec): 3 clusters Score: Raw -1322848.332354 + Penalty 4487.661079 = -1318360.671275 nChanged 218 SP:Iteration 7Q (5053.700000 sec): 3 clusters Score: Raw -1322936.190011 + Penalty 4487.661079 = -1318448.528932 nChanged 210 SP:Iteration 8Q (5053.740000 sec): 3 clusters Score: Raw -1323024.119248 + Penalty 4487.661079 = -1318536.458169 nChanged 228 SP:Iteration 9Q (5053.780000 sec): 3 clusters Score: Raw -1323119.592311 + Penalty 4487.661079 = -1318631.931232 nChanged 205 SP:Iteration 10Q (5053.830000 sec): 3 clusters Score: Raw -1323209.953576 + Penalty 4487.661079 = -1318722.292496 nChanged 213 SP:Iteration 11Q (5053.870000 sec): 3 clusters Score: Raw -1323301.246997 + Penalty 4487.661079 = -1318813.585918 nChanged 243 SP:Iteration 12Q (5053.910000 sec): 3 clusters Score: Raw -1323415.521700 + Penalty 4487.661079 = -1318927.860620 nChanged 243 SP:Iteration 13Q (5053.950000 sec): 3 clusters Score: Raw -1323532.954955 + Penalty 4487.661079 = -1319045.293876 nChanged 263 SP:Iteration 14Q (5054.000000 sec): 3 clusters Score: Raw -1323674.349331 + Penalty 4487.661079 = -1319186.688252 nChanged 275 SP:Iteration 15Q (5054.040000 sec): 3 clusters Score: Raw -1323844.181987 + Penalty 4487.661079 = -1319356.520908 nChanged 275 SP:Iteration 16Q (5054.080000 sec): 3 clusters Score: Raw -1324038.536601 + Penalty 4487.661079 = -1319550.875522 nChanged 278 SP:Iteration 17Q (5054.120000 sec): 3 clusters Score: Raw -1324243.802374 + Penalty 4487.661079 = -1319756.141295 nChanged 261 SP:Iteration 18Q (5054.160000 sec): 3 clusters Score: Raw -1324453.628149 + Penalty 4487.661079 = -1319965.967070 nChanged 238 SP:Iteration 19Q (5054.210000 sec): 3 clusters Score: Raw -1324639.569156 + Penalty 4487.661079 = -1320151.908077 nChanged 169 SP:Iteration 20F (5054.250000 sec): 3 clusters Score: Raw -1324766.873319 + Penalty 4487.661079 = -1320279.212240 nChanged 125 SP:Iteration 21Q (5054.290000 sec): 3 clusters Score: Raw -1324858.909747 + Penalty 4487.661079 = -1320371.248668 nChanged 90 SP:Iteration 22Q (5054.330000 sec): 3 clusters Score: Raw -1324931.426857 + Penalty 4487.661079 = -1320443.765778 nChanged 79 SP:Iteration 23Q (5054.370000 sec): 3 clusters Score: Raw -1324999.844421 + Penalty 4487.661079 = -1320512.183342 nChanged 68 SP:Iteration 24Q (5054.400000 sec): 3 clusters Score: Raw -1325049.368220 + Penalty 4487.661079 = -1320561.707141 nChanged 36 SP:Iteration 25Q (5054.440000 sec): 3 clusters Score: Raw -1325073.651394 + Penalty 4487.661079 = -1320585.990315 nChanged 42 SP:Iteration 26Q (5054.480000 sec): 3 clusters Score: Raw -1325104.347744 + Penalty 4487.661079 = -1320616.686664 nChanged 31 SP:Iteration 27Q (5054.520000 sec): 3 clusters Score: Raw -1325128.604373 + Penalty 4487.661079 = -1320640.943294 nChanged 21 SP:Iteration 28Q (5054.550000 sec): 3 clusters Score: Raw -1325142.626083 + Penalty 4487.661079 = -1320654.965004 nChanged 19 SP:Iteration 29Q (5054.590000 sec): 3 clusters Score: Raw -1325157.387803 + Penalty 4487.661079 = -1320669.726724 nChanged 16 SP:Iteration 30Q (5054.620000 sec): 3 clusters Score: Raw -1325167.684740 + Penalty 4487.661079 = -1320680.023661 nChanged 12 SP:Iteration 31Q (5054.660000 sec): 3 clusters Score: Raw -1325177.125669 + Penalty 4487.661079 = -1320689.464589 nChanged 11 SP:Iteration 32Q (5054.700000 sec): 3 clusters Score: Raw -1325185.837061 + Penalty 4487.661079 = -1320698.175982 nChanged 13 SP:Iteration 33Q (5054.730000 sec): 3 clusters Score: Raw -1325192.918318 + Penalty 4487.661079 = -1320705.257239 nChanged 7 SP:Iteration 34Q (5054.770000 sec): 3 clusters Score: Raw -1325197.819198 + Penalty 4487.661079 = -1320710.158119 nChanged 6 SP:Iteration 35Q (5054.800000 sec): 3 clusters Score: Raw -1325202.129470 + Penalty 4487.661079 = -1320714.468391 nChanged 6 SP:Iteration 36Q (5054.840000 sec): 3 clusters Score: Raw -1325205.113111 + Penalty 4487.661079 = -1320717.452032 nChanged 3 SP:Iteration 37Q (5054.870000 sec): 3 clusters Score: Raw -1325206.900136 + Penalty 4487.661079 = -1320719.239056 nChanged 1 SP:Iteration 38Q (5054.910000 sec): 3 clusters Score: Raw -1325208.165168 + Penalty 4487.661079 = -1320720.504089 nChanged 4 SP:Iteration 39Q (5054.940000 sec): 3 clusters Score: Raw -1325212.328455 + Penalty 4487.661079 = -1320724.667376 nChanged 5 SP:Iteration 40F (5054.980000 sec): 3 clusters Score: Raw -1325215.284707 + Penalty 4487.661079 = -1320727.623628 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5055.160000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5055.340000 sec): 3 clusters Score: Raw -5613743.009783 + Penalty 5200.770207 = -5608542.239576 nChanged 16255 SP:Iteration 1F (5055.530000 sec): 3 clusters Score: Raw -5622714.807014 + Penalty 5200.770207 = -5617514.036807 nChanged 1682 SP:Iteration 2Q (5055.720000 sec): 3 clusters Score: Raw -5623314.274490 + Penalty 5200.770207 = -5618113.504283 nChanged 1578 SP:Iteration 3Q (5055.910000 sec): 3 clusters Score: Raw -5623939.482320 + Penalty 5200.770207 = -5618738.712114 nChanged 1639 SP:Iteration 4Q (5056.100000 sec): 3 clusters Score: Raw -5624652.222061 + Penalty 5200.770207 = -5619451.451855 nChanged 1777 SP:Iteration 5Q (5056.300000 sec): 3 clusters Score: Raw -5625520.443105 + Penalty 5200.770207 = -5620319.672899 nChanged 2019 SP:Iteration 6F (5056.480000 sec): 3 clusters Score: Raw -5626658.658868 + Penalty 5200.770207 = -5621457.888661 nChanged 2247 SP:Iteration 7F (5056.660000 sec): 3 clusters Score: Raw -5628116.739076 + Penalty 5200.770207 = -5622915.968869 nChanged 2348 SP:Iteration 8F (5056.850000 sec): 3 clusters Score: Raw -5629905.093536 + Penalty 5200.770207 = -5624704.323330 nChanged 2151 SP:Iteration 9F (5057.040000 sec): 3 clusters Score: Raw -5631863.721032 + Penalty 5200.770207 = -5626662.950826 nChanged 1648 SP:Iteration 10Q (5057.220000 sec): 3 clusters Score: Raw -5633503.264882 + Penalty 5200.770207 = -5628302.494675 nChanged 1094 SP:Iteration 11Q (5057.400000 sec): 3 clusters Score: Raw -5634561.525987 + Penalty 5200.770207 = -5629360.755780 nChanged 777 SP:Iteration 12Q (5057.560000 sec): 3 clusters Score: Raw -5635205.755055 + Penalty 5200.770207 = -5630004.984848 nChanged 487 SP:Iteration 13Q (5057.720000 sec): 3 clusters Score: Raw -5635589.479936 + Penalty 5200.770207 = -5630388.709729 nChanged 383 SP:Iteration 14Q (5057.870000 sec): 3 clusters Score: Raw -5635884.392056 + Penalty 5200.770207 = -5630683.621850 nChanged 269 SP:Iteration 15Q (5058.020000 sec): 3 clusters Score: Raw -5636088.123012 + Penalty 5200.770207 = -5630887.352805 nChanged 214 SP:Iteration 16Q (5058.160000 sec): 3 clusters Score: Raw -5636190.548522 + Penalty 5200.770207 = -5630989.778315 nChanged 162 SP:Iteration 17Q (5058.300000 sec): 3 clusters Score: Raw -5636253.530856 + Penalty 5200.770207 = -5631052.760649 nChanged 115 SP:Iteration 18Q (5058.450000 sec): 3 clusters Score: Raw -5636287.666655 + Penalty 5200.770207 = -5631086.896448 nChanged 95 SP:Iteration 19Q (5058.590000 sec): 3 clusters Score: Raw -5636310.747480 + Penalty 5200.770207 = -5631109.977273 nChanged 67 SP:Iteration 20F (5058.780000 sec): 3 clusters Score: Raw -5636327.852360 + Penalty 5200.770207 = -5631127.082153 nChanged 58 SP:Iteration 21Q (5058.920000 sec): 3 clusters Score: Raw -5636340.885833 + Penalty 5200.770207 = -5631140.115627 nChanged 47 SP:Iteration 22Q (5059.060000 sec): 3 clusters Score: Raw -5636350.010327 + Penalty 5200.770207 = -5631149.240121 nChanged 36 SP:Iteration 23Q (5059.200000 sec): 3 clusters Score: Raw -5636357.173840 + Penalty 5200.770207 = -5631156.403633 nChanged 28 SP:Iteration 24Q (5059.340000 sec): 3 clusters Score: Raw -5636361.925580 + Penalty 5200.770207 = -5631161.155374 nChanged 15 SP:Iteration 25Q (5059.480000 sec): 3 clusters Score: Raw -5636364.094809 + Penalty 5200.770207 = -5631163.324602 nChanged 13 SP:Iteration 26Q (5059.620000 sec): 3 clusters Score: Raw -5636365.976263 + Penalty 5200.770207 = -5631165.206056 nChanged 8 SP:Iteration 27Q (5059.760000 sec): 3 clusters Score: Raw -5636366.667672 + Penalty 5200.770207 = -5631165.897465 nChanged 5 SP:Iteration 28Q (5059.900000 sec): 3 clusters Score: Raw -5636367.188863 + Penalty 5200.770207 = -5631166.418656 nChanged 2 SP:Iteration 29Q (5060.040000 sec): 3 clusters Score: Raw -5636367.330729 + Penalty 5200.770207 = -5631166.560523 nChanged 0 SP:Iteration 30F (5060.230000 sec): 3 clusters Score: Raw -5636367.330729 + Penalty 5200.770207 = -5631166.560523 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5061.170000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5062.260000 sec): 3 clusters Score: Raw -32007968.874772 + Penalty 6066.123142 = -32001902.751631 nChanged 98467 SP:Iteration 1F (5063.330000 sec): 3 clusters Score: Raw -32066146.921824 + Penalty 6066.123142 = -32060080.798683 nChanged 6700 SP:Iteration 2Q (5064.430000 sec): 3 clusters Score: Raw -32068034.344497 + Penalty 6066.123142 = -32061968.221355 nChanged 7361 SP:Iteration 3Q (5065.530000 sec): 3 clusters Score: Raw -32070398.252541 + Penalty 6066.123142 = -32064332.129399 nChanged 8153 SP:Iteration 4Q (5066.630000 sec): 3 clusters Score: Raw -32073310.135504 + Penalty 6066.123142 = -32067244.012362 nChanged 9098 SP:Iteration 5Q (5067.730000 sec): 3 clusters Score: Raw -32076904.608907 + Penalty 6066.123142 = -32070838.485766 nChanged 9878 SP:Iteration 6Q (5068.830000 sec): 3 clusters Score: Raw -32081243.623372 + Penalty 6066.123142 = -32075177.500230 nChanged 10696 SP:Iteration 7F (5069.900000 sec): 3 clusters Score: Raw -32086618.959401 + Penalty 6066.123142 = -32080552.836260 nChanged 11227 SP:Iteration 8F (5070.970000 sec): 3 clusters Score: Raw -32092895.138222 + Penalty 6066.123142 = -32086829.015081 nChanged 11149 SP:Iteration 9F (5072.050000 sec): 3 clusters Score: Raw -32099457.663184 + Penalty 6066.123142 = -32093391.540042 nChanged 10430 SP:Iteration 10F (5073.120000 sec): 3 clusters Score: Raw -32105152.659443 + Penalty 6066.123142 = -32099086.536301 nChanged 8822 SP:Iteration 11Q (5074.200000 sec): 3 clusters Score: Raw -32109046.022787 + Penalty 6066.123142 = -32102979.899645 nChanged 6861 SP:Iteration 12Q (5075.280000 sec): 3 clusters Score: Raw -32111380.181862 + Penalty 6066.123142 = -32105314.058720 nChanged 4995 SP:Iteration 13Q (5076.350000 sec): 3 clusters Score: Raw -32112697.269079 + Penalty 6066.123142 = -32106631.145938 nChanged 3731 SP:Iteration 14Q (5077.410000 sec): 3 clusters Score: Raw -32113507.184345 + Penalty 6066.123142 = -32107441.061203 nChanged 2922 SP:Iteration 15Q (5078.480000 sec): 3 clusters Score: Raw -32114075.915556 + Penalty 6066.123142 = -32108009.792414 nChanged 2524 SP:Iteration 16Q (5079.530000 sec): 3 clusters Score: Raw -32114557.127848 + Penalty 6066.123142 = -32108491.004706 nChanged 2354 SP:Iteration 17Q (5080.580000 sec): 3 clusters Score: Raw -32115022.476627 + Penalty 6066.123142 = -32108956.353485 nChanged 2433 SP:Iteration 18Q (5081.630000 sec): 3 clusters Score: Raw -32115541.318291 + Penalty 6066.123142 = -32109475.195150 nChanged 2490 SP:Iteration 19Q (5082.680000 sec): 3 clusters Score: Raw -32116102.438662 + Penalty 6066.123142 = -32110036.315520 nChanged 2626 SP:Iteration 20F (5083.750000 sec): 3 clusters Score: Raw -32116725.763617 + Penalty 6066.123142 = -32110659.640475 nChanged 2783 SP:Iteration 21Q (5084.790000 sec): 3 clusters Score: Raw -32117416.157717 + Penalty 6066.123142 = -32111350.034575 nChanged 2911 SP:Iteration 22Q (5085.820000 sec): 3 clusters Score: Raw -32118155.505918 + Penalty 6066.123142 = -32112089.382777 nChanged 3018 SP:Iteration 23Q (5086.850000 sec): 3 clusters Score: Raw -32118949.200860 + Penalty 6066.123142 = -32112883.077718 nChanged 3160 SP:Iteration 24Q (5087.870000 sec): 3 clusters Score: Raw -32119837.893416 + Penalty 6066.123142 = -32113771.770275 nChanged 3372 SP:Iteration 25Q (5088.870000 sec): 3 clusters Score: Raw -32120835.906688 + Penalty 6066.123142 = -32114769.783546 nChanged 3524 SP:Iteration 26Q (5089.860000 sec): 3 clusters Score: Raw -32121935.340241 + Penalty 6066.123142 = -32115869.217099 nChanged 3609 SP:Iteration 27Q (5090.860000 sec): 3 clusters Score: Raw -32123103.561207 + Penalty 6066.123142 = -32117037.438065 nChanged 3757 SP:Iteration 28Q (5091.840000 sec): 3 clusters Score: Raw -32124423.091869 + Penalty 6066.123142 = -32118356.968728 nChanged 3952 SP:Iteration 29Q (5092.800000 sec): 3 clusters Score: Raw -32125938.363853 + Penalty 6066.123142 = -32119872.240711 nChanged 4058 SP:Iteration 30Q (5093.760000 sec): 3 clusters Score: Raw -32127603.259213 + Penalty 6066.123142 = -32121537.136072 nChanged 4152 SP:Iteration 31Q (5094.710000 sec): 3 clusters Score: Raw -32129417.397513 + Penalty 6066.123142 = -32123351.274371 nChanged 4130 SP:Iteration 32Q (5095.640000 sec): 3 clusters Score: Raw -32131300.497898 + Penalty 6066.123142 = -32125234.374756 nChanged 4010 SP:Iteration 33Q (5096.560000 sec): 3 clusters Score: Raw -32133189.240147 + Penalty 6066.123142 = -32127123.117005 nChanged 3854 SP:Iteration 34Q (5097.460000 sec): 3 clusters Score: Raw -32135076.921444 + Penalty 6066.123142 = -32129010.798302 nChanged 3462 SP:Iteration 35Q (5098.360000 sec): 3 clusters Score: Raw -32136760.946919 + Penalty 6066.123142 = -32130694.823778 nChanged 3060 SP:Iteration 36Q (5099.240000 sec): 3 clusters Score: Raw -32138222.548000 + Penalty 6066.123142 = -32132156.424859 nChanged 2625 SP:Iteration 37Q (5100.100000 sec): 3 clusters Score: Raw -32139440.062995 + Penalty 6066.123142 = -32133373.939853 nChanged 2207 SP:Iteration 38Q (5100.950000 sec): 3 clusters Score: Raw -32140405.450391 + Penalty 6066.123142 = -32134339.327249 nChanged 1793 SP:Iteration 39Q (5101.800000 sec): 3 clusters Score: Raw -32141122.406518 + Penalty 6066.123142 = -32135056.283376 nChanged 1517 SP:Iteration 40F (5102.860000 sec): 3 clusters Score: Raw -32141813.580814 + Penalty 6066.123142 = -32135747.457672 nChanged 1316 SP:Iteration 41Q (5103.680000 sec): 3 clusters Score: Raw -32142369.708859 + Penalty 6066.123142 = -32136303.585717 nChanged 1068 SP:Iteration 42Q (5104.490000 sec): 3 clusters Score: Raw -32142782.076926 + Penalty 6066.123142 = -32136715.953784 nChanged 923 SP:Iteration 43Q (5105.300000 sec): 3 clusters Score: Raw -32143131.049760 + Penalty 6066.123142 = -32137064.926618 nChanged 818 SP:Iteration 44Q (5106.100000 sec): 3 clusters Score: Raw -32143441.796864 + Penalty 6066.123142 = -32137375.673722 nChanged 715 SP:Iteration 45Q (5106.910000 sec): 3 clusters Score: Raw -32143691.100987 + Penalty 6066.123142 = -32137624.977845 nChanged 600 SP:Iteration 46Q (5107.700000 sec): 3 clusters Score: Raw -32143879.504432 + Penalty 6066.123142 = -32137813.381290 nChanged 458 SP:Iteration 47Q (5108.490000 sec): 3 clusters Score: Raw -32144008.208689 + Penalty 6066.123142 = -32137942.085548 nChanged 397 SP:Iteration 48Q (5109.280000 sec): 3 clusters Score: Raw -32144120.117639 + Penalty 6066.123142 = -32138053.994497 nChanged 342 SP:Iteration 49Q (5110.080000 sec): 3 clusters Score: Raw -32144215.310901 + Penalty 6066.123142 = -32138149.187759 nChanged 292 SP:Iteration 50Q (5110.860000 sec): 3 clusters Score: Raw -32144289.221049 + Penalty 6066.123142 = -32138223.097908 nChanged 262 SP:Iteration 51Q (5111.650000 sec): 3 clusters Score: Raw -32144350.467116 + Penalty 6066.123142 = -32138284.343974 nChanged 228 SP:Iteration 52Q (5112.440000 sec): 3 clusters Score: Raw -32144401.684737 + Penalty 6066.123142 = -32138335.561595 nChanged 206 SP:Iteration 53Q (5113.220000 sec): 3 clusters Score: Raw -32144453.964858 + Penalty 6066.123142 = -32138387.841717 nChanged 193 SP:Iteration 54Q (5114.000000 sec): 3 clusters Score: Raw -32144495.223638 + Penalty 6066.123142 = -32138429.100496 nChanged 139 SP:Iteration 55Q (5114.790000 sec): 3 clusters Score: Raw -32144522.383271 + Penalty 6066.123142 = -32138456.260129 nChanged 111 SP:Iteration 56Q (5115.570000 sec): 3 clusters Score: Raw -32144543.017071 + Penalty 6066.123142 = -32138476.893929 nChanged 103 SP:Iteration 57Q (5116.360000 sec): 3 clusters Score: Raw -32144562.170066 + Penalty 6066.123142 = -32138496.046924 nChanged 101 SP:Iteration 58Q (5117.140000 sec): 3 clusters Score: Raw -32144579.122373 + Penalty 6066.123142 = -32138512.999231 nChanged 74 SP:Iteration 59Q (5117.920000 sec): 3 clusters Score: Raw -32144592.459044 + Penalty 6066.123142 = -32138526.335902 nChanged 85 SP:Iteration 60F (5118.970000 sec): 3 clusters Score: Raw -32144605.177105 + Penalty 6066.123142 = -32138539.053964 nChanged 58 SP:Iteration 61Q (5119.750000 sec): 3 clusters Score: Raw -32144613.051475 + Penalty 6066.123142 = -32138546.928334 nChanged 44 SP:Iteration 62Q (5120.530000 sec): 3 clusters Score: Raw -32144618.923271 + Penalty 6066.123142 = -32138552.800129 nChanged 44 SP:Iteration 63Q (5121.310000 sec): 3 clusters Score: Raw -32144625.397752 + Penalty 6066.123142 = -32138559.274611 nChanged 37 SP:Iteration 64Q (5122.090000 sec): 3 clusters Score: Raw -32144631.566334 + Penalty 6066.123142 = -32138565.443192 nChanged 49 SP:Iteration 65Q (5122.880000 sec): 3 clusters Score: Raw -32144638.723181 + Penalty 6066.123142 = -32138572.600039 nChanged 39 SP:Iteration 66Q (5123.660000 sec): 3 clusters Score: Raw -32144644.062527 + Penalty 6066.123142 = -32138577.939385 nChanged 35 SP:Iteration 67Q (5124.440000 sec): 3 clusters Score: Raw -32144649.172639 + Penalty 6066.123142 = -32138583.049497 nChanged 28 SP:Iteration 68Q (5125.220000 sec): 3 clusters Score: Raw -32144653.011845 + Penalty 6066.123142 = -32138586.888703 nChanged 34 SP:Iteration 69Q (5125.990000 sec): 3 clusters Score: Raw -32144657.636590 + Penalty 6066.123142 = -32138591.513448 nChanged 35 SP:Iteration 70Q (5126.770000 sec): 3 clusters Score: Raw -32144661.536622 + Penalty 6066.123142 = -32138595.413480 nChanged 29 SP:Iteration 71Q (5127.550000 sec): 3 clusters Score: Raw -32144665.383430 + Penalty 6066.123142 = -32138599.260288 nChanged 24 SP:Iteration 72Q (5128.330000 sec): 3 clusters Score: Raw -32144668.431377 + Penalty 6066.123142 = -32138602.308235 nChanged 26 SP:Iteration 73Q (5129.110000 sec): 3 clusters Score: Raw -32144671.752167 + Penalty 6066.123142 = -32138605.629025 nChanged 23 SP:Iteration 74Q (5129.890000 sec): 3 clusters Score: Raw -32144674.120279 + Penalty 6066.123142 = -32138607.997137 nChanged 18 SP:Iteration 75Q (5130.670000 sec): 3 clusters Score: Raw -32144676.075100 + Penalty 6066.123142 = -32138609.951959 nChanged 15 SP:Iteration 76Q (5131.470000 sec): 3 clusters Score: Raw -32144677.315502 + Penalty 6066.123142 = -32138611.192360 nChanged 13 SP:Iteration 77Q (5132.250000 sec): 3 clusters Score: Raw -32144678.535632 + Penalty 6066.123142 = -32138612.412490 nChanged 8 SP:Iteration 78Q (5133.020000 sec): 3 clusters Score: Raw -32144679.357468 + Penalty 6066.123142 = -32138613.234326 nChanged 11 SP:Iteration 79Q (5133.810000 sec): 3 clusters Score: Raw -32144680.408002 + Penalty 6066.123142 = -32138614.284860 nChanged 6 SP:Iteration 80F (5134.860000 sec): 3 clusters Score: Raw -32144680.958678 + Penalty 6066.123142 = -32138614.835536 nChanged 4 SP:Iteration 81Q (5135.640000 sec): 3 clusters Score: Raw -32144681.317909 + Penalty 6066.123142 = -32138615.194767 nChanged 2 SP:Iteration 82Q (5136.420000 sec): 3 clusters Score: Raw -32144681.575904 + Penalty 6066.123142 = -32138615.452762 nChanged 4 SP:Iteration 83Q (5137.200000 sec): 3 clusters Score: Raw -32144681.835487 + Penalty 6066.123142 = -32138615.712346 nChanged 0 SP:Iteration 84F (5138.250000 sec): 3 clusters Score: Raw -32144681.835487 + Penalty 6066.123142 = -32138615.712346 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5138.390000 sec): 2 clusters Score: Raw -50026.135696 + Penalty 1454.180532 = -48571.955165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5138.390000 sec): 3 clusters Score: Raw -50103.557915 + Penalty 2908.361063 = -47195.196852 nChanged 53 SP:Iteration 1F (5138.390000 sec): 3 clusters Score: Raw -50249.930671 + Penalty 2908.361063 = -47341.569608 nChanged 11 SP:Iteration 2Q (5138.390000 sec): 3 clusters Score: Raw -50296.915624 + Penalty 2908.361063 = -47388.554561 nChanged 5 SP:Iteration 3Q (5138.400000 sec): 3 clusters Score: Raw -50311.830223 + Penalty 2908.361063 = -47403.469160 nChanged 5 SP:Iteration 4Q (5138.400000 sec): 3 clusters Score: Raw -50333.445002 + Penalty 2908.361063 = -47425.083939 nChanged 0 SP:Iteration 5F (5138.400000 sec): 3 clusters Score: Raw -50333.445002 + Penalty 2908.361063 = -47425.083939 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5138.530000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5138.670000 sec): 3 clusters Score: Raw -4026759.828340 + Penalty 5041.040073 = -4021718.788267 nChanged 11663 SP:Iteration 1F (5138.800000 sec): 3 clusters Score: Raw -4033063.523840 + Penalty 5041.040073 = -4028022.483767 nChanged 1235 SP:Iteration 2Q (5138.930000 sec): 3 clusters Score: Raw -4033490.963153 + Penalty 5041.040073 = -4028449.923080 nChanged 1130 SP:Iteration 3Q (5139.070000 sec): 3 clusters Score: Raw -4033884.368783 + Penalty 5041.040073 = -4028843.328710 nChanged 1039 SP:Iteration 4Q (5139.210000 sec): 3 clusters Score: Raw -4034238.208908 + Penalty 5041.040073 = -4029197.168835 nChanged 1011 SP:Iteration 5Q (5139.340000 sec): 3 clusters Score: Raw -4034586.910705 + Penalty 5041.040073 = -4029545.870632 nChanged 997 SP:Iteration 6Q (5139.470000 sec): 3 clusters Score: Raw -4034970.906291 + Penalty 5041.040073 = -4029929.866218 nChanged 1051 SP:Iteration 7Q (5139.610000 sec): 3 clusters Score: Raw -4035446.716438 + Penalty 5041.040073 = -4030405.676365 nChanged 1151 SP:Iteration 8Q (5139.740000 sec): 3 clusters Score: Raw -4036064.866867 + Penalty 5041.040073 = -4031023.826794 nChanged 1301 SP:Iteration 9F (5139.880000 sec): 3 clusters Score: Raw -4036810.924973 + Penalty 5041.040073 = -4031769.884900 nChanged 1298 SP:Iteration 10F (5140.010000 sec): 3 clusters Score: Raw -4037647.119042 + Penalty 5041.040073 = -4032606.078969 nChanged 1328 SP:Iteration 11F (5140.150000 sec): 3 clusters Score: Raw -4038552.870727 + Penalty 5041.040073 = -4033511.830654 nChanged 1256 SP:Iteration 12Q (5140.280000 sec): 3 clusters Score: Raw -4039483.664008 + Penalty 5041.040073 = -4034442.623935 nChanged 1160 SP:Iteration 13Q (5140.410000 sec): 3 clusters Score: Raw -4040388.127382 + Penalty 5041.040073 = -4035347.087309 nChanged 882 SP:Iteration 14Q (5140.530000 sec): 3 clusters Score: Raw -4041094.020553 + Penalty 5041.040073 = -4036052.980480 nChanged 617 SP:Iteration 15Q (5140.650000 sec): 3 clusters Score: Raw -4041577.343186 + Penalty 5041.040073 = -4036536.303113 nChanged 405 SP:Iteration 16Q (5140.770000 sec): 3 clusters Score: Raw -4041887.767270 + Penalty 5041.040073 = -4036846.727197 nChanged 240 SP:Iteration 17Q (5140.880000 sec): 3 clusters Score: Raw -4042071.486707 + Penalty 5041.040073 = -4037030.446634 nChanged 156 SP:Iteration 18Q (5140.990000 sec): 3 clusters Score: Raw -4042204.976711 + Penalty 5041.040073 = -4037163.936638 nChanged 111 SP:Iteration 19Q (5141.090000 sec): 3 clusters Score: Raw -4042299.918318 + Penalty 5041.040073 = -4037258.878245 nChanged 63 SP:Iteration 20F (5141.220000 sec): 3 clusters Score: Raw -4042357.990302 + Penalty 5041.040073 = -4037316.950229 nChanged 44 SP:Iteration 21Q (5141.320000 sec): 3 clusters Score: Raw -4042402.532978 + Penalty 5041.040073 = -4037361.492905 nChanged 32 SP:Iteration 22Q (5141.420000 sec): 3 clusters Score: Raw -4042434.267432 + Penalty 5041.040073 = -4037393.227359 nChanged 17 SP:Iteration 23Q (5141.520000 sec): 3 clusters Score: Raw -4042452.256896 + Penalty 5041.040073 = -4037411.216823 nChanged 14 SP:Iteration 24Q (5141.620000 sec): 3 clusters Score: Raw -4042466.461635 + Penalty 5041.040073 = -4037425.421562 nChanged 12 SP:Iteration 25Q (5141.720000 sec): 3 clusters Score: Raw -4042477.901959 + Penalty 5041.040073 = -4037436.861886 nChanged 5 SP:Iteration 26Q (5141.810000 sec): 3 clusters Score: Raw -4042482.593154 + Penalty 5041.040073 = -4037441.553081 nChanged 3 SP:Iteration 27Q (5141.910000 sec): 3 clusters Score: Raw -4042486.356212 + Penalty 5041.040073 = -4037445.316139 nChanged 3 SP:Iteration 28Q (5142.010000 sec): 3 clusters Score: Raw -4042488.838206 + Penalty 5041.040073 = -4037447.798133 nChanged 2 SP:Iteration 29Q (5142.110000 sec): 3 clusters Score: Raw -4042490.204395 + Penalty 5041.040073 = -4037449.164322 nChanged 0 SP:Iteration 30F (5142.240000 sec): 3 clusters Score: Raw -4042490.204395 + Penalty 5041.040073 = -4037449.164322 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.260000 sec): 2 clusters Score: Raw -96432.823207 + Penalty 1611.573973 = -94821.249233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.260000 sec): 3 clusters Score: Raw -96350.138378 + Penalty 3223.147946 = -93126.990432 nChanged 141 SP:Iteration 1F (5142.260000 sec): 3 clusters Score: Raw -96549.051972 + Penalty 3223.147946 = -93325.904026 nChanged 27 SP:Iteration 2Q (5142.270000 sec): 3 clusters Score: Raw -96609.148648 + Penalty 3223.147946 = -93386.000702 nChanged 28 SP:Iteration 3Q (5142.270000 sec): 3 clusters Score: Raw -96668.751725 + Penalty 3223.147946 = -93445.603779 nChanged 17 SP:Iteration 4Q (5142.270000 sec): 3 clusters Score: Raw -96720.868892 + Penalty 3223.147946 = -93497.720946 nChanged 13 SP:Iteration 5Q (5142.280000 sec): 3 clusters Score: Raw -96777.724346 + Penalty 3223.147946 = -93554.576400 nChanged 20 SP:Iteration 6Q (5142.280000 sec): 3 clusters Score: Raw -96829.716368 + Penalty 3223.147946 = -93606.568422 nChanged 15 SP:Iteration 7Q (5142.280000 sec): 3 clusters Score: Raw -96872.736773 + Penalty 3223.147946 = -93649.588826 nChanged 12 SP:Iteration 8Q (5142.290000 sec): 3 clusters Score: Raw -96904.829798 + Penalty 3223.147946 = -93681.681852 nChanged 7 SP:Iteration 9Q (5142.290000 sec): 3 clusters Score: Raw -96923.906504 + Penalty 3223.147946 = -93700.758558 nChanged 7 SP:Iteration 10Q (5142.290000 sec): 3 clusters Score: Raw -96939.278519 + Penalty 3223.147946 = -93716.130573 nChanged 5 SP:Iteration 11Q (5142.290000 sec): 3 clusters Score: Raw -96955.398363 + Penalty 3223.147946 = -93732.250417 nChanged 9 SP:Iteration 12Q (5142.300000 sec): 3 clusters Score: Raw -96976.461630 + Penalty 3223.147946 = -93753.313684 nChanged 6 SP:Iteration 13Q (5142.300000 sec): 3 clusters Score: Raw -96988.920583 + Penalty 3223.147946 = -93765.772637 nChanged 2 SP:Iteration 14Q (5142.310000 sec): 3 clusters Score: Raw -96994.504514 + Penalty 3223.147946 = -93771.356568 nChanged 1 SP:Iteration 15Q (5142.310000 sec): 3 clusters Score: Raw -96997.036025 + Penalty 3223.147946 = -93773.888079 nChanged 1 SP:Iteration 16Q (5142.310000 sec): 3 clusters Score: Raw -96998.453318 + Penalty 3223.147946 = -93775.305372 nChanged 0 SP:Iteration 17F (5142.310000 sec): 3 clusters Score: Raw -96998.453318 + Penalty 3223.147946 = -93775.305372 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.320000 sec): 2 clusters Score: Raw -32230.306731 + Penalty 1347.563057 = -30882.743674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.320000 sec): 3 clusters Score: Raw -32472.981967 + Penalty 2695.126114 = -29777.855853 nChanged 17 SP:Iteration 1F (5142.320000 sec): 3 clusters Score: Raw -32588.563824 + Penalty 2695.126114 = -29893.437710 nChanged 5 SP:Iteration 2Q (5142.320000 sec): 3 clusters Score: Raw -32612.824811 + Penalty 2695.126114 = -29917.698697 nChanged 4 SP:Iteration 3Q (5142.320000 sec): 3 clusters Score: Raw -32632.091388 + Penalty 2695.126114 = -29936.965274 nChanged 2 SP:Iteration 4Q (5142.320000 sec): 3 clusters Score: Raw -32645.396993 + Penalty 2695.126114 = -29950.270880 nChanged 2 SP:Iteration 5Q (5142.330000 sec): 3 clusters Score: Raw -32661.327361 + Penalty 2695.126114 = -29966.201247 nChanged 0 SP:Iteration 6F (5142.330000 sec): 3 clusters Score: Raw -32661.327361 + Penalty 2695.126114 = -29966.201247 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5142.430000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5142.530000 sec): 3 clusters Score: Raw -3223637.998970 + Penalty 4933.985933 = -3218704.013038 nChanged 9203 SP:Iteration 1F (5142.640000 sec): 3 clusters Score: Raw -3228713.704077 + Penalty 4933.985933 = -3223779.718144 nChanged 1206 SP:Iteration 2F (5142.750000 sec): 3 clusters Score: Raw -3229170.966185 + Penalty 4933.985933 = -3224236.980252 nChanged 982 SP:Iteration 3Q (5142.850000 sec): 3 clusters Score: Raw -3229521.093614 + Penalty 4933.985933 = -3224587.107682 nChanged 819 SP:Iteration 4Q (5142.960000 sec): 3 clusters Score: Raw -3229825.209605 + Penalty 4933.985933 = -3224891.223673 nChanged 842 SP:Iteration 5Q (5143.070000 sec): 3 clusters Score: Raw -3230190.790379 + Penalty 4933.985933 = -3225256.804446 nChanged 918 SP:Iteration 6Q (5143.180000 sec): 3 clusters Score: Raw -3230657.743133 + Penalty 4933.985933 = -3225723.757200 nChanged 1001 SP:Iteration 7Q (5143.280000 sec): 3 clusters Score: Raw -3231208.830180 + Penalty 4933.985933 = -3226274.844248 nChanged 1043 SP:Iteration 8Q (5143.390000 sec): 3 clusters Score: Raw -3231847.048754 + Penalty 4933.985933 = -3226913.062821 nChanged 1085 SP:Iteration 9F (5143.490000 sec): 3 clusters Score: Raw -3232596.403475 + Penalty 4933.985933 = -3227662.417542 nChanged 985 SP:Iteration 10Q (5143.600000 sec): 3 clusters Score: Raw -3233336.376524 + Penalty 4933.985933 = -3228402.390592 nChanged 823 SP:Iteration 11Q (5143.710000 sec): 3 clusters Score: Raw -3234004.971721 + Penalty 4933.985933 = -3229070.985789 nChanged 699 SP:Iteration 12Q (5143.810000 sec): 3 clusters Score: Raw -3234637.867977 + Penalty 4933.985933 = -3229703.882044 nChanged 551 SP:Iteration 13Q (5143.910000 sec): 3 clusters Score: Raw -3235165.518167 + Penalty 4933.985933 = -3230231.532234 nChanged 384 SP:Iteration 14Q (5144.000000 sec): 3 clusters Score: Raw -3235539.720219 + Penalty 4933.985933 = -3230605.734286 nChanged 280 SP:Iteration 15Q (5144.090000 sec): 3 clusters Score: Raw -3235822.150742 + Penalty 4933.985933 = -3230888.164809 nChanged 183 SP:Iteration 16Q (5144.170000 sec): 3 clusters Score: Raw -3235970.995448 + Penalty 4933.985933 = -3231037.009516 nChanged 132 SP:Iteration 17Q (5144.250000 sec): 3 clusters Score: Raw -3236058.098781 + Penalty 4933.985933 = -3231124.112848 nChanged 95 SP:Iteration 18Q (5144.330000 sec): 3 clusters Score: Raw -3236108.833019 + Penalty 4933.985933 = -3231174.847086 nChanged 53 SP:Iteration 19Q (5144.410000 sec): 3 clusters Score: Raw -3236140.037909 + Penalty 4933.985933 = -3231206.051977 nChanged 57 SP:Iteration 20F (5144.520000 sec): 3 clusters Score: Raw -3236166.266716 + Penalty 4933.985933 = -3231232.280784 nChanged 39 SP:Iteration 21Q (5144.590000 sec): 3 clusters Score: Raw -3236184.650380 + Penalty 4933.985933 = -3231250.664448 nChanged 28 SP:Iteration 22Q (5144.670000 sec): 3 clusters Score: Raw -3236197.833601 + Penalty 4933.985933 = -3231263.847669 nChanged 27 SP:Iteration 23Q (5144.750000 sec): 3 clusters Score: Raw -3236211.815395 + Penalty 4933.985933 = -3231277.829462 nChanged 23 SP:Iteration 24Q (5144.830000 sec): 3 clusters Score: Raw -3236222.047160 + Penalty 4933.985933 = -3231288.061228 nChanged 8 SP:Iteration 25Q (5144.910000 sec): 3 clusters Score: Raw -3236225.865588 + Penalty 4933.985933 = -3231291.879655 nChanged 5 SP:Iteration 26Q (5144.990000 sec): 3 clusters Score: Raw -3236227.967607 + Penalty 4933.985933 = -3231293.981675 nChanged 4 SP:Iteration 27Q (5145.060000 sec): 3 clusters Score: Raw -3236229.347817 + Penalty 4933.985933 = -3231295.361885 nChanged 2 SP:Iteration 28Q (5145.140000 sec): 3 clusters Score: Raw -3236230.576497 + Penalty 4933.985933 = -3231296.590564 nChanged 5 SP:Iteration 29Q (5145.220000 sec): 3 clusters Score: Raw -3236232.844450 + Penalty 4933.985933 = -3231298.858517 nChanged 3 SP:Iteration 30Q (5145.300000 sec): 3 clusters Score: Raw -3236233.719062 + Penalty 4933.985933 = -3231299.733129 nChanged 3 SP:Iteration 31Q (5145.370000 sec): 3 clusters Score: Raw -3236234.721146 + Penalty 4933.985933 = -3231300.735213 nChanged 1 SP:Iteration 32Q (5145.450000 sec): 3 clusters Score: Raw -3236235.435870 + Penalty 4933.985933 = -3231301.449938 nChanged 1 SP:Iteration 33Q (5145.530000 sec): 3 clusters Score: Raw -3236236.160608 + Penalty 4933.985933 = -3231302.174675 nChanged 1 SP:Iteration 34Q (5145.610000 sec): 3 clusters Score: Raw -3236236.360659 + Penalty 4933.985933 = -3231302.374727 nChanged 1 SP:Iteration 35Q (5145.690000 sec): 3 clusters Score: Raw -3236236.748157 + Penalty 4933.985933 = -3231302.762225 nChanged 0 SP:Iteration 36F (5145.800000 sec): 3 clusters Score: Raw -3236236.748157 + Penalty 4933.985933 = -3231302.762225 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5145.830000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5145.860000 sec): 3 clusters Score: Raw -735356.920741 + Penalty 4220.943705 = -731135.977036 nChanged 1873 SP:Iteration 1F (5145.880000 sec): 3 clusters Score: Raw -736418.674044 + Penalty 4220.943705 = -732197.730340 nChanged 383 SP:Iteration 2F (5145.910000 sec): 3 clusters Score: Raw -736635.350538 + Penalty 4220.943705 = -732414.406833 nChanged 200 SP:Iteration 3Q (5145.930000 sec): 3 clusters Score: Raw -736736.613454 + Penalty 4220.943705 = -732515.669750 nChanged 164 SP:Iteration 4Q (5145.960000 sec): 3 clusters Score: Raw -736830.048276 + Penalty 4220.943705 = -732609.104571 nChanged 128 SP:Iteration 5Q (5145.980000 sec): 3 clusters Score: Raw -736895.618591 + Penalty 4220.943705 = -732674.674886 nChanged 127 SP:Iteration 6Q (5146.010000 sec): 3 clusters Score: Raw -736957.034181 + Penalty 4220.943705 = -732736.090476 nChanged 121 SP:Iteration 7Q (5146.040000 sec): 3 clusters Score: Raw -737008.720345 + Penalty 4220.943705 = -732787.776641 nChanged 95 SP:Iteration 8Q (5146.060000 sec): 3 clusters Score: Raw -737048.106488 + Penalty 4220.943705 = -732827.162784 nChanged 74 SP:Iteration 9Q (5146.080000 sec): 3 clusters Score: Raw -737081.298088 + Penalty 4220.943705 = -732860.354384 nChanged 76 SP:Iteration 10Q (5146.110000 sec): 3 clusters Score: Raw -737115.262632 + Penalty 4220.943705 = -732894.318928 nChanged 79 SP:Iteration 11Q (5146.140000 sec): 3 clusters Score: Raw -737153.960975 + Penalty 4220.943705 = -732933.017271 nChanged 74 SP:Iteration 12Q (5146.160000 sec): 3 clusters Score: Raw -737188.439138 + Penalty 4220.943705 = -732967.495434 nChanged 80 SP:Iteration 13Q (5146.180000 sec): 3 clusters Score: Raw -737224.826277 + Penalty 4220.943705 = -733003.882572 nChanged 67 SP:Iteration 14Q (5146.210000 sec): 3 clusters Score: Raw -737252.995911 + Penalty 4220.943705 = -733032.052207 nChanged 66 SP:Iteration 15Q (5146.240000 sec): 3 clusters Score: Raw -737279.899352 + Penalty 4220.943705 = -733058.955648 nChanged 54 SP:Iteration 16Q (5146.260000 sec): 3 clusters Score: Raw -737300.836776 + Penalty 4220.943705 = -733079.893072 nChanged 43 SP:Iteration 17Q (5146.280000 sec): 3 clusters Score: Raw -737322.738171 + Penalty 4220.943705 = -733101.794467 nChanged 54 SP:Iteration 18Q (5146.310000 sec): 3 clusters Score: Raw -737344.308275 + Penalty 4220.943705 = -733123.364570 nChanged 45 SP:Iteration 19Q (5146.340000 sec): 3 clusters Score: Raw -737362.210048 + Penalty 4220.943705 = -733141.266344 nChanged 47 SP:Iteration 20F (5146.360000 sec): 3 clusters Score: Raw -737383.406155 + Penalty 4220.943705 = -733162.462450 nChanged 46 SP:Iteration 21Q (5146.380000 sec): 3 clusters Score: Raw -737404.958780 + Penalty 4220.943705 = -733184.015075 nChanged 57 SP:Iteration 22Q (5146.410000 sec): 3 clusters Score: Raw -737431.057392 + Penalty 4220.943705 = -733210.113688 nChanged 62 SP:Iteration 23Q (5146.440000 sec): 3 clusters Score: Raw -737462.939144 + Penalty 4220.943705 = -733241.995439 nChanged 69 SP:Iteration 24Q (5146.460000 sec): 3 clusters Score: Raw -737494.882535 + Penalty 4220.943705 = -733273.938830 nChanged 60 SP:Iteration 25Q (5146.480000 sec): 3 clusters Score: Raw -737520.622866 + Penalty 4220.943705 = -733299.679162 nChanged 65 SP:Iteration 26Q (5146.510000 sec): 3 clusters Score: Raw -737547.179281 + Penalty 4220.943705 = -733326.235576 nChanged 70 SP:Iteration 27Q (5146.540000 sec): 3 clusters Score: Raw -737584.895026 + Penalty 4220.943705 = -733363.951321 nChanged 81 SP:Iteration 28Q (5146.560000 sec): 3 clusters Score: Raw -737628.022238 + Penalty 4220.943705 = -733407.078534 nChanged 74 SP:Iteration 29Q (5146.580000 sec): 3 clusters Score: Raw -737672.208311 + Penalty 4220.943705 = -733451.264606 nChanged 86 SP:Iteration 30Q (5146.610000 sec): 3 clusters Score: Raw -737730.836643 + Penalty 4220.943705 = -733509.892938 nChanged 99 SP:Iteration 31Q (5146.630000 sec): 3 clusters Score: Raw -737799.963323 + Penalty 4220.943705 = -733579.019619 nChanged 115 SP:Iteration 32Q (5146.660000 sec): 3 clusters Score: Raw -737882.944171 + Penalty 4220.943705 = -733662.000466 nChanged 99 SP:Iteration 33Q (5146.680000 sec): 3 clusters Score: Raw -737959.113580 + Penalty 4220.943705 = -733738.169876 nChanged 97 SP:Iteration 34Q (5146.700000 sec): 3 clusters Score: Raw -738044.296181 + Penalty 4220.943705 = -733823.352477 nChanged 115 SP:Iteration 35Q (5146.730000 sec): 3 clusters Score: Raw -738147.188749 + Penalty 4220.943705 = -733926.245044 nChanged 122 SP:Iteration 36Q (5146.750000 sec): 3 clusters Score: Raw -738287.643802 + Penalty 4220.943705 = -734066.700097 nChanged 123 SP:Iteration 37Q (5146.780000 sec): 3 clusters Score: Raw -738448.438101 + Penalty 4220.943705 = -734227.494396 nChanged 122 SP:Iteration 38Q (5146.800000 sec): 3 clusters Score: Raw -738587.550495 + Penalty 4220.943705 = -734366.606790 nChanged 95 SP:Iteration 39Q (5146.820000 sec): 3 clusters Score: Raw -738671.034395 + Penalty 4220.943705 = -734450.090690 nChanged 56 SP:Iteration 40F (5146.840000 sec): 3 clusters Score: Raw -738715.072159 + Penalty 4220.943705 = -734494.128454 nChanged 46 SP:Iteration 41Q (5146.870000 sec): 3 clusters Score: Raw -738749.024795 + Penalty 4220.943705 = -734528.081091 nChanged 29 SP:Iteration 42Q (5146.890000 sec): 3 clusters Score: Raw -738767.371265 + Penalty 4220.943705 = -734546.427560 nChanged 13 SP:Iteration 43Q (5146.910000 sec): 3 clusters Score: Raw -738774.986073 + Penalty 4220.943705 = -734554.042369 nChanged 7 SP:Iteration 44Q (5146.930000 sec): 3 clusters Score: Raw -738780.423776 + Penalty 4220.943705 = -734559.480072 nChanged 8 SP:Iteration 45Q (5146.950000 sec): 3 clusters Score: Raw -738786.584036 + Penalty 4220.943705 = -734565.640332 nChanged 13 SP:Iteration 46Q (5146.970000 sec): 3 clusters Score: Raw -738795.215773 + Penalty 4220.943705 = -734574.272069 nChanged 11 SP:Iteration 47Q (5146.990000 sec): 3 clusters Score: Raw -738802.076672 + Penalty 4220.943705 = -734581.132967 nChanged 5 SP:Iteration 48Q (5147.010000 sec): 3 clusters Score: Raw -738804.838127 + Penalty 4220.943705 = -734583.894423 nChanged 3 SP:Iteration 49Q (5147.030000 sec): 3 clusters Score: Raw -738806.171049 + Penalty 4220.943705 = -734585.227344 nChanged 4 SP:Iteration 50Q (5147.050000 sec): 3 clusters Score: Raw -738808.437289 + Penalty 4220.943705 = -734587.493585 nChanged 1 SP:Iteration 51Q (5147.080000 sec): 3 clusters Score: Raw -738808.757670 + Penalty 4220.943705 = -734587.813965 nChanged 2 SP:Iteration 52Q (5147.100000 sec): 3 clusters Score: Raw -738809.410753 + Penalty 4220.943705 = -734588.467049 nChanged 2 SP:Iteration 53Q (5147.120000 sec): 3 clusters Score: Raw -738810.043288 + Penalty 4220.943705 = -734589.099583 nChanged 1 SP:Iteration 54Q (5147.140000 sec): 3 clusters Score: Raw -738810.750542 + Penalty 4220.943705 = -734589.806838 nChanged 0 SP:Iteration 55F (5147.160000 sec): 3 clusters Score: Raw -738810.750542 + Penalty 4220.943705 = -734589.806838 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5147.180000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5147.190000 sec): 3 clusters Score: Raw -416306.410539 + Penalty 3917.796049 = -412388.614490 nChanged 957 SP:Iteration 1F (5147.200000 sec): 3 clusters Score: Raw -416922.629722 + Penalty 3917.796049 = -413004.833673 nChanged 186 SP:Iteration 2F (5147.220000 sec): 3 clusters Score: Raw -417050.225344 + Penalty 3917.796049 = -413132.429295 nChanged 103 SP:Iteration 3Q (5147.230000 sec): 3 clusters Score: Raw -417108.341614 + Penalty 3917.796049 = -413190.545565 nChanged 60 SP:Iteration 4Q (5147.240000 sec): 3 clusters Score: Raw -417139.108688 + Penalty 3917.796049 = -413221.312639 nChanged 38 SP:Iteration 5Q (5147.260000 sec): 3 clusters Score: Raw -417160.656364 + Penalty 3917.796049 = -413242.860315 nChanged 24 SP:Iteration 6Q (5147.270000 sec): 3 clusters Score: Raw -417173.757401 + Penalty 3917.796049 = -413255.961352 nChanged 19 SP:Iteration 7Q (5147.280000 sec): 3 clusters Score: Raw -417182.170484 + Penalty 3917.796049 = -413264.374435 nChanged 18 SP:Iteration 8Q (5147.300000 sec): 3 clusters Score: Raw -417192.732788 + Penalty 3917.796049 = -413274.936739 nChanged 22 SP:Iteration 9Q (5147.310000 sec): 3 clusters Score: Raw -417206.674049 + Penalty 3917.796049 = -413288.878000 nChanged 18 SP:Iteration 10Q (5147.320000 sec): 3 clusters Score: Raw -417218.884048 + Penalty 3917.796049 = -413301.087999 nChanged 22 SP:Iteration 11Q (5147.340000 sec): 3 clusters Score: Raw -417229.637488 + Penalty 3917.796049 = -413311.841439 nChanged 13 SP:Iteration 12Q (5147.350000 sec): 3 clusters Score: Raw -417238.662663 + Penalty 3917.796049 = -413320.866614 nChanged 19 SP:Iteration 13Q (5147.370000 sec): 3 clusters Score: Raw -417251.178687 + Penalty 3917.796049 = -413333.382638 nChanged 18 SP:Iteration 14Q (5147.380000 sec): 3 clusters Score: Raw -417263.827933 + Penalty 3917.796049 = -413346.031884 nChanged 16 SP:Iteration 15Q (5147.390000 sec): 3 clusters Score: Raw -417276.850883 + Penalty 3917.796049 = -413359.054834 nChanged 24 SP:Iteration 16Q (5147.410000 sec): 3 clusters Score: Raw -417293.056431 + Penalty 3917.796049 = -413375.260381 nChanged 15 SP:Iteration 17Q (5147.420000 sec): 3 clusters Score: Raw -417301.967367 + Penalty 3917.796049 = -413384.171318 nChanged 14 SP:Iteration 18Q (5147.430000 sec): 3 clusters Score: Raw -417307.611443 + Penalty 3917.796049 = -413389.815394 nChanged 7 SP:Iteration 19Q (5147.450000 sec): 3 clusters Score: Raw -417310.667451 + Penalty 3917.796049 = -413392.871402 nChanged 7 SP:Iteration 20F (5147.460000 sec): 3 clusters Score: Raw -417314.895594 + Penalty 3917.796049 = -413397.099544 nChanged 9 SP:Iteration 21Q (5147.480000 sec): 3 clusters Score: Raw -417318.163269 + Penalty 3917.796049 = -413400.367220 nChanged 1 SP:Iteration 22Q (5147.490000 sec): 3 clusters Score: Raw -417318.692774 + Penalty 3917.796049 = -413400.896725 nChanged 4 SP:Iteration 23Q (5147.500000 sec): 3 clusters Score: Raw -417320.089236 + Penalty 3917.796049 = -413402.293187 nChanged 5 SP:Iteration 24Q (5147.520000 sec): 3 clusters Score: Raw -417321.509810 + Penalty 3917.796049 = -413403.713761 nChanged 5 SP:Iteration 25Q (5147.530000 sec): 3 clusters Score: Raw -417323.464795 + Penalty 3917.796049 = -413405.668746 nChanged 4 SP:Iteration 26Q (5147.540000 sec): 3 clusters Score: Raw -417324.535128 + Penalty 3917.796049 = -413406.739079 nChanged 1 SP:Iteration 27Q (5147.560000 sec): 3 clusters Score: Raw -417325.229256 + Penalty 3917.796049 = -413407.433207 nChanged 2 SP:Iteration 28Q (5147.570000 sec): 3 clusters Score: Raw -417325.683344 + Penalty 3917.796049 = -413407.887295 nChanged 2 SP:Iteration 29Q (5147.580000 sec): 3 clusters Score: Raw -417326.185669 + Penalty 3917.796049 = -413408.389620 nChanged 1 SP:Iteration 30Q (5147.600000 sec): 3 clusters Score: Raw -417326.934396 + Penalty 3917.796049 = -413409.138347 nChanged 2 SP:Iteration 31Q (5147.610000 sec): 3 clusters Score: Raw -417327.456797 + Penalty 3917.796049 = -413409.660748 nChanged 2 SP:Iteration 32Q (5147.620000 sec): 3 clusters Score: Raw -417328.408980 + Penalty 3917.796049 = -413410.612931 nChanged 0 SP:Iteration 33F (5147.640000 sec): 3 clusters Score: Raw -417328.408980 + Penalty 3917.796049 = -413410.612931 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5147.640000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5147.650000 sec): 3 clusters Score: Raw -216541.033764 + Penalty 3576.565953 = -212964.467811 nChanged 372 SP:Iteration 1F (5147.660000 sec): 3 clusters Score: Raw -216838.476789 + Penalty 3576.565953 = -213261.910836 nChanged 87 SP:Iteration 2F (5147.670000 sec): 3 clusters Score: Raw -216951.986803 + Penalty 3576.565953 = -213375.420850 nChanged 56 SP:Iteration 3Q (5147.670000 sec): 3 clusters Score: Raw -217016.078846 + Penalty 3576.565953 = -213439.512893 nChanged 44 SP:Iteration 4Q (5147.680000 sec): 3 clusters Score: Raw -217060.428901 + Penalty 3576.565953 = -213483.862948 nChanged 25 SP:Iteration 5Q (5147.690000 sec): 3 clusters Score: Raw -217081.267590 + Penalty 3576.565953 = -213504.701637 nChanged 14 SP:Iteration 6Q (5147.690000 sec): 3 clusters Score: Raw -217096.170003 + Penalty 3576.565953 = -213519.604050 nChanged 14 SP:Iteration 7Q (5147.700000 sec): 3 clusters Score: Raw -217112.735347 + Penalty 3576.565953 = -213536.169394 nChanged 14 SP:Iteration 8Q (5147.710000 sec): 3 clusters Score: Raw -217126.532433 + Penalty 3576.565953 = -213549.966480 nChanged 8 SP:Iteration 9Q (5147.710000 sec): 3 clusters Score: Raw -217133.291738 + Penalty 3576.565953 = -213556.725785 nChanged 6 SP:Iteration 10Q (5147.720000 sec): 3 clusters Score: Raw -217140.579467 + Penalty 3576.565953 = -213564.013514 nChanged 10 SP:Iteration 11Q (5147.730000 sec): 3 clusters Score: Raw -217156.379435 + Penalty 3576.565953 = -213579.813482 nChanged 15 SP:Iteration 12Q (5147.730000 sec): 3 clusters Score: Raw -217172.090409 + Penalty 3576.565953 = -213595.524456 nChanged 10 SP:Iteration 13Q (5147.740000 sec): 3 clusters Score: Raw -217181.126865 + Penalty 3576.565953 = -213604.560912 nChanged 3 SP:Iteration 14Q (5147.750000 sec): 3 clusters Score: Raw -217184.848861 + Penalty 3576.565953 = -213608.282908 nChanged 4 SP:Iteration 15Q (5147.750000 sec): 3 clusters Score: Raw -217189.238134 + Penalty 3576.565953 = -213612.672181 nChanged 4 SP:Iteration 16Q (5147.760000 sec): 3 clusters Score: Raw -217192.142581 + Penalty 3576.565953 = -213615.576628 nChanged 5 SP:Iteration 17Q (5147.770000 sec): 3 clusters Score: Raw -217198.472061 + Penalty 3576.565953 = -213621.906108 nChanged 5 SP:Iteration 18Q (5147.770000 sec): 3 clusters Score: Raw -217202.550613 + Penalty 3576.565953 = -213625.984660 nChanged 1 SP:Iteration 19Q (5147.780000 sec): 3 clusters Score: Raw -217203.707370 + Penalty 3576.565953 = -213627.141417 nChanged 2 SP:Iteration 20F (5147.790000 sec): 3 clusters Score: Raw -217204.942456 + Penalty 3576.565953 = -213628.376503 nChanged 2 SP:Iteration 21Q (5147.790000 sec): 3 clusters Score: Raw -217206.509048 + Penalty 3576.565953 = -213629.943095 nChanged 2 SP:Iteration 22Q (5147.800000 sec): 3 clusters Score: Raw -217209.203174 + Penalty 3576.565953 = -213632.637221 nChanged 4 SP:Iteration 23Q (5147.810000 sec): 3 clusters Score: Raw -217211.950215 + Penalty 3576.565953 = -213635.384262 nChanged 3 SP:Iteration 24Q (5147.810000 sec): 3 clusters Score: Raw -217214.995175 + Penalty 3576.565953 = -213638.429222 nChanged 3 SP:Iteration 25Q (5147.820000 sec): 3 clusters Score: Raw -217218.392693 + Penalty 3576.565953 = -213641.826740 nChanged 2 SP:Iteration 26Q (5147.830000 sec): 3 clusters Score: Raw -217219.730143 + Penalty 3576.565953 = -213643.164190 nChanged 2 SP:Iteration 27Q (5147.830000 sec): 3 clusters Score: Raw -217221.154924 + Penalty 3576.565953 = -213644.588971 nChanged 1 SP:Iteration 28Q (5147.840000 sec): 3 clusters Score: Raw -217221.900710 + Penalty 3576.565953 = -213645.334757 nChanged 0 SP:Iteration 29F (5147.850000 sec): 3 clusters Score: Raw -217221.900710 + Penalty 3576.565953 = -213645.334757 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5147.960000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5148.080000 sec): 3 clusters Score: Raw -3548728.538883 + Penalty 4973.714497 = -3543754.824386 nChanged 10082 SP:Iteration 1F (5148.200000 sec): 3 clusters Score: Raw -3554079.772569 + Penalty 4973.714497 = -3549106.058072 nChanged 1132 SP:Iteration 2Q (5148.320000 sec): 3 clusters Score: Raw -3554458.126726 + Penalty 4973.714497 = -3549484.412229 nChanged 1009 SP:Iteration 3Q (5148.430000 sec): 3 clusters Score: Raw -3554789.936414 + Penalty 4973.714497 = -3549816.221917 nChanged 874 SP:Iteration 4Q (5148.550000 sec): 3 clusters Score: Raw -3555100.056076 + Penalty 4973.714497 = -3550126.341579 nChanged 928 SP:Iteration 5Q (5148.670000 sec): 3 clusters Score: Raw -3555504.051605 + Penalty 4973.714497 = -3550530.337108 nChanged 1108 SP:Iteration 6Q (5148.780000 sec): 3 clusters Score: Raw -3556087.994809 + Penalty 4973.714497 = -3551114.280312 nChanged 1330 SP:Iteration 7F (5148.900000 sec): 3 clusters Score: Raw -3556959.180066 + Penalty 4973.714497 = -3551985.465569 nChanged 1583 SP:Iteration 8F (5149.020000 sec): 3 clusters Score: Raw -3558181.538327 + Penalty 4973.714497 = -3553207.823830 nChanged 1547 SP:Iteration 9F (5149.130000 sec): 3 clusters Score: Raw -3559479.715152 + Penalty 4973.714497 = -3554506.000655 nChanged 1262 SP:Iteration 10F (5149.250000 sec): 3 clusters Score: Raw -3560595.380694 + Penalty 4973.714497 = -3555621.666197 nChanged 873 SP:Iteration 11Q (5149.360000 sec): 3 clusters Score: Raw -3561375.898876 + Penalty 4973.714497 = -3556402.184380 nChanged 488 SP:Iteration 12Q (5149.470000 sec): 3 clusters Score: Raw -3561816.277974 + Penalty 4973.714497 = -3556842.563477 nChanged 240 SP:Iteration 13Q (5149.570000 sec): 3 clusters Score: Raw -3562042.875335 + Penalty 4973.714497 = -3557069.160838 nChanged 124 SP:Iteration 14Q (5149.670000 sec): 3 clusters Score: Raw -3562169.192882 + Penalty 4973.714497 = -3557195.478385 nChanged 68 SP:Iteration 15Q (5149.760000 sec): 3 clusters Score: Raw -3562241.775928 + Penalty 4973.714497 = -3557268.061432 nChanged 32 SP:Iteration 16Q (5149.850000 sec): 3 clusters Score: Raw -3562277.964277 + Penalty 4973.714497 = -3557304.249780 nChanged 22 SP:Iteration 17Q (5149.940000 sec): 3 clusters Score: Raw -3562298.532133 + Penalty 4973.714497 = -3557324.817636 nChanged 9 SP:Iteration 18Q (5150.030000 sec): 3 clusters Score: Raw -3562308.159774 + Penalty 4973.714497 = -3557334.445277 nChanged 6 SP:Iteration 19Q (5150.120000 sec): 3 clusters Score: Raw -3562313.227777 + Penalty 4973.714497 = -3557339.513280 nChanged 4 SP:Iteration 20F (5150.230000 sec): 3 clusters Score: Raw -3562318.553073 + Penalty 4973.714497 = -3557344.838577 nChanged 8 SP:Iteration 21Q (5150.320000 sec): 3 clusters Score: Raw -3562328.602529 + Penalty 4973.714497 = -3557354.888032 nChanged 10 SP:Iteration 22Q (5150.400000 sec): 3 clusters Score: Raw -3562343.061559 + Penalty 4973.714497 = -3557369.347062 nChanged 5 SP:Iteration 23Q (5150.490000 sec): 3 clusters Score: Raw -3562349.486916 + Penalty 4973.714497 = -3557375.772419 nChanged 6 SP:Iteration 24Q (5150.580000 sec): 3 clusters Score: Raw -3562356.543806 + Penalty 4973.714497 = -3557382.829309 nChanged 3 SP:Iteration 25Q (5150.660000 sec): 3 clusters Score: Raw -3562359.223740 + Penalty 4973.714497 = -3557385.509243 nChanged 4 SP:Iteration 26Q (5150.750000 sec): 3 clusters Score: Raw -3562362.893565 + Penalty 4973.714497 = -3557389.179068 nChanged 0 SP:Iteration 27F (5150.860000 sec): 3 clusters Score: Raw -3562362.893565 + Penalty 4973.714497 = -3557389.179068 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5150.880000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5150.890000 sec): 3 clusters Score: Raw -120442.042027 + Penalty 3320.502781 = -117121.539246 nChanged 191 SP:Iteration 1F (5150.890000 sec): 3 clusters Score: Raw -120825.877403 + Penalty 3320.502781 = -117505.374622 nChanged 83 SP:Iteration 2F (5150.900000 sec): 3 clusters Score: Raw -121085.579709 + Penalty 3320.502781 = -117765.076928 nChanged 68 SP:Iteration 3F (5150.900000 sec): 3 clusters Score: Raw -121257.855368 + Penalty 3320.502781 = -117937.352587 nChanged 49 SP:Iteration 4F (5150.900000 sec): 3 clusters Score: Raw -121433.952497 + Penalty 3320.502781 = -118113.449715 nChanged 41 SP:Iteration 5F (5150.910000 sec): 3 clusters Score: Raw -121572.720553 + Penalty 3320.502781 = -118252.217772 nChanged 29 SP:Iteration 6Q (5150.910000 sec): 3 clusters Score: Raw -121660.023609 + Penalty 3320.502781 = -118339.520828 nChanged 16 SP:Iteration 7Q (5150.920000 sec): 3 clusters Score: Raw -121707.666431 + Penalty 3320.502781 = -118387.163650 nChanged 12 SP:Iteration 8Q (5150.920000 sec): 3 clusters Score: Raw -121739.199185 + Penalty 3320.502781 = -118418.696404 nChanged 5 SP:Iteration 9Q (5150.920000 sec): 3 clusters Score: Raw -121752.272034 + Penalty 3320.502781 = -118431.769253 nChanged 5 SP:Iteration 10Q (5150.920000 sec): 3 clusters Score: Raw -121762.213803 + Penalty 3320.502781 = -118441.711022 nChanged 5 SP:Iteration 11Q (5150.920000 sec): 3 clusters Score: Raw -121777.071367 + Penalty 3320.502781 = -118456.568586 nChanged 6 SP:Iteration 12Q (5150.930000 sec): 3 clusters Score: Raw -121795.049703 + Penalty 3320.502781 = -118474.546922 nChanged 4 SP:Iteration 13Q (5150.930000 sec): 3 clusters Score: Raw -121802.890176 + Penalty 3320.502781 = -118482.387395 nChanged 2 SP:Iteration 14Q (5150.930000 sec): 3 clusters Score: Raw -121804.139416 + Penalty 3320.502781 = -118483.636635 nChanged 0 SP:Iteration 15F (5150.940000 sec): 3 clusters Score: Raw -121804.139416 + Penalty 3320.502781 = -118483.636635 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5151.000000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5151.050000 sec): 3 clusters Score: Raw -1595042.209773 + Penalty 4618.121359 = -1590424.088415 nChanged 4666 SP:Iteration 1F (5151.100000 sec): 3 clusters Score: Raw -1597603.920256 + Penalty 4618.121359 = -1592985.798898 nChanged 804 SP:Iteration 2F (5151.160000 sec): 3 clusters Score: Raw -1598030.196011 + Penalty 4618.121359 = -1593412.074652 nChanged 638 SP:Iteration 3F (5151.220000 sec): 3 clusters Score: Raw -1598350.890422 + Penalty 4618.121359 = -1593732.769064 nChanged 533 SP:Iteration 4Q (5151.270000 sec): 3 clusters Score: Raw -1598588.670620 + Penalty 4618.121359 = -1593970.549261 nChanged 459 SP:Iteration 5Q (5151.330000 sec): 3 clusters Score: Raw -1598801.765079 + Penalty 4618.121359 = -1594183.643720 nChanged 466 SP:Iteration 6Q (5151.380000 sec): 3 clusters Score: Raw -1599054.139126 + Penalty 4618.121359 = -1594436.017767 nChanged 451 SP:Iteration 7Q (5151.440000 sec): 3 clusters Score: Raw -1599309.655741 + Penalty 4618.121359 = -1594691.534382 nChanged 472 SP:Iteration 8Q (5151.490000 sec): 3 clusters Score: Raw -1599597.631096 + Penalty 4618.121359 = -1594979.509737 nChanged 461 SP:Iteration 9Q (5151.550000 sec): 3 clusters Score: Raw -1599875.078996 + Penalty 4618.121359 = -1595256.957637 nChanged 417 SP:Iteration 10Q (5151.600000 sec): 3 clusters Score: Raw -1600092.333302 + Penalty 4618.121359 = -1595474.211943 nChanged 362 SP:Iteration 11Q (5151.660000 sec): 3 clusters Score: Raw -1600273.506336 + Penalty 4618.121359 = -1595655.384978 nChanged 313 SP:Iteration 12Q (5151.710000 sec): 3 clusters Score: Raw -1600410.112982 + Penalty 4618.121359 = -1595791.991623 nChanged 276 SP:Iteration 13Q (5151.760000 sec): 3 clusters Score: Raw -1600524.659235 + Penalty 4618.121359 = -1595906.537876 nChanged 213 SP:Iteration 14Q (5151.820000 sec): 3 clusters Score: Raw -1600599.171972 + Penalty 4618.121359 = -1595981.050613 nChanged 171 SP:Iteration 15Q (5151.870000 sec): 3 clusters Score: Raw -1600647.676762 + Penalty 4618.121359 = -1596029.555404 nChanged 154 SP:Iteration 16Q (5151.930000 sec): 3 clusters Score: Raw -1600695.140522 + Penalty 4618.121359 = -1596077.019163 nChanged 136 SP:Iteration 17Q (5151.980000 sec): 3 clusters Score: Raw -1600737.991490 + Penalty 4618.121359 = -1596119.870131 nChanged 143 SP:Iteration 18Q (5152.040000 sec): 3 clusters Score: Raw -1600781.292130 + Penalty 4618.121359 = -1596163.170771 nChanged 127 SP:Iteration 19Q (5152.090000 sec): 3 clusters Score: Raw -1600820.365146 + Penalty 4618.121359 = -1596202.243787 nChanged 114 SP:Iteration 20F (5152.140000 sec): 3 clusters Score: Raw -1600860.251493 + Penalty 4618.121359 = -1596242.130134 nChanged 135 SP:Iteration 21Q (5152.200000 sec): 3 clusters Score: Raw -1600914.279391 + Penalty 4618.121359 = -1596296.158033 nChanged 164 SP:Iteration 22Q (5152.250000 sec): 3 clusters Score: Raw -1600980.415589 + Penalty 4618.121359 = -1596362.294230 nChanged 153 SP:Iteration 23Q (5152.300000 sec): 3 clusters Score: Raw -1601047.605148 + Penalty 4618.121359 = -1596429.483789 nChanged 168 SP:Iteration 24Q (5152.360000 sec): 3 clusters Score: Raw -1601124.580940 + Penalty 4618.121359 = -1596506.459582 nChanged 148 SP:Iteration 25Q (5152.410000 sec): 3 clusters Score: Raw -1601183.535182 + Penalty 4618.121359 = -1596565.413824 nChanged 128 SP:Iteration 26Q (5152.460000 sec): 3 clusters Score: Raw -1601232.860420 + Penalty 4618.121359 = -1596614.739061 nChanged 103 SP:Iteration 27Q (5152.510000 sec): 3 clusters Score: Raw -1601272.383537 + Penalty 4618.121359 = -1596654.262178 nChanged 120 SP:Iteration 28Q (5152.560000 sec): 3 clusters Score: Raw -1601316.417006 + Penalty 4618.121359 = -1596698.295647 nChanged 119 SP:Iteration 29Q (5152.620000 sec): 3 clusters Score: Raw -1601355.976516 + Penalty 4618.121359 = -1596737.855157 nChanged 93 SP:Iteration 30Q (5152.660000 sec): 3 clusters Score: Raw -1601386.663351 + Penalty 4618.121359 = -1596768.541992 nChanged 92 SP:Iteration 31Q (5152.720000 sec): 3 clusters Score: Raw -1601413.521441 + Penalty 4618.121359 = -1596795.400083 nChanged 83 SP:Iteration 32Q (5152.760000 sec): 3 clusters Score: Raw -1601438.987810 + Penalty 4618.121359 = -1596820.866451 nChanged 76 SP:Iteration 33Q (5152.820000 sec): 3 clusters Score: Raw -1601462.784070 + Penalty 4618.121359 = -1596844.662711 nChanged 65 SP:Iteration 34Q (5152.860000 sec): 3 clusters Score: Raw -1601484.350161 + Penalty 4618.121359 = -1596866.228802 nChanged 68 SP:Iteration 35Q (5152.920000 sec): 3 clusters Score: Raw -1601504.734331 + Penalty 4618.121359 = -1596886.612972 nChanged 72 SP:Iteration 36Q (5152.960000 sec): 3 clusters Score: Raw -1601525.289065 + Penalty 4618.121359 = -1596907.167706 nChanged 58 SP:Iteration 37Q (5153.020000 sec): 3 clusters Score: Raw -1601541.057035 + Penalty 4618.121359 = -1596922.935676 nChanged 50 SP:Iteration 38Q (5153.060000 sec): 3 clusters Score: Raw -1601558.049523 + Penalty 4618.121359 = -1596939.928164 nChanged 52 SP:Iteration 39Q (5153.110000 sec): 3 clusters Score: Raw -1601573.638687 + Penalty 4618.121359 = -1596955.517328 nChanged 43 SP:Iteration 40F (5153.170000 sec): 3 clusters Score: Raw -1601585.772544 + Penalty 4618.121359 = -1596967.651185 nChanged 40 SP:Iteration 41Q (5153.220000 sec): 3 clusters Score: Raw -1601595.396803 + Penalty 4618.121359 = -1596977.275444 nChanged 38 SP:Iteration 42Q (5153.270000 sec): 3 clusters Score: Raw -1601603.632833 + Penalty 4618.121359 = -1596985.511474 nChanged 26 SP:Iteration 43Q (5153.320000 sec): 3 clusters Score: Raw -1601610.053161 + Penalty 4618.121359 = -1596991.931802 nChanged 37 SP:Iteration 44Q (5153.360000 sec): 3 clusters Score: Raw -1601619.550640 + Penalty 4618.121359 = -1597001.429281 nChanged 31 SP:Iteration 45Q (5153.410000 sec): 3 clusters Score: Raw -1601627.320395 + Penalty 4618.121359 = -1597009.199036 nChanged 27 SP:Iteration 46Q (5153.460000 sec): 3 clusters Score: Raw -1601632.409903 + Penalty 4618.121359 = -1597014.288544 nChanged 24 SP:Iteration 47Q (5153.510000 sec): 3 clusters Score: Raw -1601637.276490 + Penalty 4618.121359 = -1597019.155131 nChanged 24 SP:Iteration 48Q (5153.560000 sec): 3 clusters Score: Raw -1601642.717679 + Penalty 4618.121359 = -1597024.596320 nChanged 24 SP:Iteration 49Q (5153.600000 sec): 3 clusters Score: Raw -1601647.627272 + Penalty 4618.121359 = -1597029.505914 nChanged 20 SP:Iteration 50Q (5153.650000 sec): 3 clusters Score: Raw -1601652.588771 + Penalty 4618.121359 = -1597034.467412 nChanged 22 SP:Iteration 51Q (5153.700000 sec): 3 clusters Score: Raw -1601657.826634 + Penalty 4618.121359 = -1597039.705275 nChanged 22 SP:Iteration 52Q (5153.750000 sec): 3 clusters Score: Raw -1601663.346492 + Penalty 4618.121359 = -1597045.225133 nChanged 28 SP:Iteration 53Q (5153.800000 sec): 3 clusters Score: Raw -1601670.682795 + Penalty 4618.121359 = -1597052.561436 nChanged 32 SP:Iteration 54Q (5153.850000 sec): 3 clusters Score: Raw -1601680.038974 + Penalty 4618.121359 = -1597061.917615 nChanged 32 SP:Iteration 55Q (5153.900000 sec): 3 clusters Score: Raw -1601687.599184 + Penalty 4618.121359 = -1597069.477825 nChanged 30 SP:Iteration 56Q (5153.940000 sec): 3 clusters Score: Raw -1601695.000495 + Penalty 4618.121359 = -1597076.879136 nChanged 24 SP:Iteration 57Q (5153.990000 sec): 3 clusters Score: Raw -1601701.773158 + Penalty 4618.121359 = -1597083.651799 nChanged 25 SP:Iteration 58Q (5154.040000 sec): 3 clusters Score: Raw -1601707.913592 + Penalty 4618.121359 = -1597089.792233 nChanged 31 SP:Iteration 59Q (5154.080000 sec): 3 clusters Score: Raw -1601715.598945 + Penalty 4618.121359 = -1597097.477586 nChanged 30 SP:Iteration 60F (5154.140000 sec): 3 clusters Score: Raw -1601723.990236 + Penalty 4618.121359 = -1597105.868877 nChanged 34 SP:Iteration 61Q (5154.190000 sec): 3 clusters Score: Raw -1601732.555607 + Penalty 4618.121359 = -1597114.434248 nChanged 35 SP:Iteration 62Q (5154.240000 sec): 3 clusters Score: Raw -1601743.470027 + Penalty 4618.121359 = -1597125.348668 nChanged 36 SP:Iteration 63Q (5154.280000 sec): 3 clusters Score: Raw -1601753.293347 + Penalty 4618.121359 = -1597135.171988 nChanged 38 SP:Iteration 64Q (5154.330000 sec): 3 clusters Score: Raw -1601762.763205 + Penalty 4618.121359 = -1597144.641846 nChanged 32 SP:Iteration 65Q (5154.380000 sec): 3 clusters Score: Raw -1601771.352946 + Penalty 4618.121359 = -1597153.231588 nChanged 28 SP:Iteration 66Q (5154.420000 sec): 3 clusters Score: Raw -1601777.923981 + Penalty 4618.121359 = -1597159.802622 nChanged 25 SP:Iteration 67Q (5154.470000 sec): 3 clusters Score: Raw -1601784.697239 + Penalty 4618.121359 = -1597166.575880 nChanged 25 SP:Iteration 68Q (5154.520000 sec): 3 clusters Score: Raw -1601792.120370 + Penalty 4618.121359 = -1597173.999011 nChanged 25 SP:Iteration 69Q (5154.560000 sec): 3 clusters Score: Raw -1601800.322529 + Penalty 4618.121359 = -1597182.201170 nChanged 26 SP:Iteration 70Q (5154.610000 sec): 3 clusters Score: Raw -1601809.433330 + Penalty 4618.121359 = -1597191.311971 nChanged 28 SP:Iteration 71Q (5154.660000 sec): 3 clusters Score: Raw -1601819.431918 + Penalty 4618.121359 = -1597201.310559 nChanged 30 SP:Iteration 72Q (5154.700000 sec): 3 clusters Score: Raw -1601829.152058 + Penalty 4618.121359 = -1597211.030699 nChanged 40 SP:Iteration 73Q (5154.750000 sec): 3 clusters Score: Raw -1601841.979759 + Penalty 4618.121359 = -1597223.858401 nChanged 38 SP:Iteration 74Q (5154.800000 sec): 3 clusters Score: Raw -1601854.546182 + Penalty 4618.121359 = -1597236.424823 nChanged 42 SP:Iteration 75Q (5154.840000 sec): 3 clusters Score: Raw -1601867.956948 + Penalty 4618.121359 = -1597249.835589 nChanged 26 SP:Iteration 76Q (5154.890000 sec): 3 clusters Score: Raw -1601875.886838 + Penalty 4618.121359 = -1597257.765479 nChanged 22 SP:Iteration 77Q (5154.940000 sec): 3 clusters Score: Raw -1601882.702476 + Penalty 4618.121359 = -1597264.581117 nChanged 25 SP:Iteration 78Q (5154.980000 sec): 3 clusters Score: Raw -1601889.521830 + Penalty 4618.121359 = -1597271.400471 nChanged 23 SP:Iteration 79Q (5155.030000 sec): 3 clusters Score: Raw -1601897.110148 + Penalty 4618.121359 = -1597278.988789 nChanged 35 SP:Iteration 80F (5155.080000 sec): 3 clusters Score: Raw -1601907.584572 + Penalty 4618.121359 = -1597289.463214 nChanged 24 SP:Iteration 81Q (5155.130000 sec): 3 clusters Score: Raw -1601918.709440 + Penalty 4618.121359 = -1597300.588081 nChanged 39 SP:Iteration 82Q (5155.180000 sec): 3 clusters Score: Raw -1601930.437901 + Penalty 4618.121359 = -1597312.316542 nChanged 36 SP:Iteration 83Q (5155.220000 sec): 3 clusters Score: Raw -1601941.765272 + Penalty 4618.121359 = -1597323.643913 nChanged 34 SP:Iteration 84Q (5155.260000 sec): 3 clusters Score: Raw -1601954.197358 + Penalty 4618.121359 = -1597336.075999 nChanged 31 SP:Iteration 85Q (5155.310000 sec): 3 clusters Score: Raw -1601965.637566 + Penalty 4618.121359 = -1597347.516207 nChanged 27 SP:Iteration 86Q (5155.360000 sec): 3 clusters Score: Raw -1601976.780595 + Penalty 4618.121359 = -1597358.659236 nChanged 24 SP:Iteration 87Q (5155.400000 sec): 3 clusters Score: Raw -1601986.391242 + Penalty 4618.121359 = -1597368.269883 nChanged 25 SP:Iteration 88Q (5155.440000 sec): 3 clusters Score: Raw -1601994.921476 + Penalty 4618.121359 = -1597376.800117 nChanged 22 SP:Iteration 89Q (5155.490000 sec): 3 clusters Score: Raw -1602003.945938 + Penalty 4618.121359 = -1597385.824579 nChanged 24 SP:Iteration 90Q (5155.540000 sec): 3 clusters Score: Raw -1602014.000514 + Penalty 4618.121359 = -1597395.879155 nChanged 23 SP:Iteration 91Q (5155.580000 sec): 3 clusters Score: Raw -1602023.738235 + Penalty 4618.121359 = -1597405.616877 nChanged 21 SP:Iteration 92Q (5155.620000 sec): 3 clusters Score: Raw -1602031.741748 + Penalty 4618.121359 = -1597413.620390 nChanged 17 SP:Iteration 93Q (5155.670000 sec): 3 clusters Score: Raw -1602037.923169 + Penalty 4618.121359 = -1597419.801810 nChanged 14 SP:Iteration 94Q (5155.710000 sec): 3 clusters Score: Raw -1602043.513559 + Penalty 4618.121359 = -1597425.392201 nChanged 14 SP:Iteration 95Q (5155.760000 sec): 3 clusters Score: Raw -1602048.830202 + Penalty 4618.121359 = -1597430.708843 nChanged 5 SP:Iteration 96Q (5155.800000 sec): 3 clusters Score: Raw -1602051.526583 + Penalty 4618.121359 = -1597433.405224 nChanged 5 SP:Iteration 97Q (5155.840000 sec): 3 clusters Score: Raw -1602053.295881 + Penalty 4618.121359 = -1597435.174522 nChanged 5 SP:Iteration 98Q (5155.890000 sec): 3 clusters Score: Raw -1602054.348699 + Penalty 4618.121359 = -1597436.227340 nChanged 2 SP:Iteration 99Q (5155.930000 sec): 3 clusters Score: Raw -1602055.068342 + Penalty 4618.121359 = -1597436.946983 nChanged 3 SP:Iteration 100F (5155.990000 sec): 3 clusters Score: Raw -1602056.071529 + Penalty 4618.121359 = -1597437.950170 nChanged 2 SP:Iteration 101Q (5156.030000 sec): 3 clusters Score: Raw -1602056.454135 + Penalty 4618.121359 = -1597438.332777 nChanged 1 SP:Iteration 102Q (5156.080000 sec): 3 clusters Score: Raw -1602056.692014 + Penalty 4618.121359 = -1597438.570655 nChanged 1 SP:Iteration 103Q (5156.120000 sec): 3 clusters Score: Raw -1602057.027120 + Penalty 4618.121359 = -1597438.905761 nChanged 1 SP:Iteration 104Q (5156.160000 sec): 3 clusters Score: Raw -1602057.439518 + Penalty 4618.121359 = -1597439.318159 nChanged 2 SP:Iteration 105Q (5156.210000 sec): 3 clusters Score: Raw -1602058.276016 + Penalty 4618.121359 = -1597440.154657 nChanged 2 SP:Iteration 106Q (5156.260000 sec): 3 clusters Score: Raw -1602059.070819 + Penalty 4618.121359 = -1597440.949460 nChanged 2 SP:Iteration 107Q (5156.300000 sec): 3 clusters Score: Raw -1602059.960352 + Penalty 4618.121359 = -1597441.838993 nChanged 5 SP:Iteration 108Q (5156.340000 sec): 3 clusters Score: Raw -1602061.859667 + Penalty 4618.121359 = -1597443.738308 nChanged 4 SP:Iteration 109Q (5156.390000 sec): 3 clusters Score: Raw -1602063.326545 + Penalty 4618.121359 = -1597445.205187 nChanged 5 SP:Iteration 110Q (5156.430000 sec): 3 clusters Score: Raw -1602064.697433 + Penalty 4618.121359 = -1597446.576074 nChanged 0 SP:Iteration 111F (5156.490000 sec): 3 clusters Score: Raw -1602064.697433 + Penalty 4618.121359 = -1597446.576074 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5156.510000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5156.530000 sec): 3 clusters Score: Raw -524072.105303 + Penalty 4050.020362 = -520022.084941 nChanged 1233 SP:Iteration 1F (5156.550000 sec): 3 clusters Score: Raw -524966.407565 + Penalty 4050.020362 = -520916.387203 nChanged 310 SP:Iteration 2F (5156.570000 sec): 3 clusters Score: Raw -525256.667092 + Penalty 4050.020362 = -521206.646730 nChanged 230 SP:Iteration 3F (5156.580000 sec): 3 clusters Score: Raw -525482.261314 + Penalty 4050.020362 = -521432.240952 nChanged 196 SP:Iteration 4F (5156.600000 sec): 3 clusters Score: Raw -525730.440834 + Penalty 4050.020362 = -521680.420472 nChanged 192 SP:Iteration 5F (5156.620000 sec): 3 clusters Score: Raw -525956.955176 + Penalty 4050.020362 = -521906.934815 nChanged 166 SP:Iteration 6Q (5156.630000 sec): 3 clusters Score: Raw -526148.117743 + Penalty 4050.020362 = -522098.097381 nChanged 167 SP:Iteration 7Q (5156.650000 sec): 3 clusters Score: Raw -526385.797855 + Penalty 4050.020362 = -522335.777493 nChanged 171 SP:Iteration 8Q (5156.670000 sec): 3 clusters Score: Raw -526616.697112 + Penalty 4050.020362 = -522566.676750 nChanged 167 SP:Iteration 9Q (5156.690000 sec): 3 clusters Score: Raw -526852.842053 + Penalty 4050.020362 = -522802.821691 nChanged 154 SP:Iteration 10Q (5156.700000 sec): 3 clusters Score: Raw -527057.324210 + Penalty 4050.020362 = -523007.303849 nChanged 124 SP:Iteration 11Q (5156.720000 sec): 3 clusters Score: Raw -527195.005318 + Penalty 4050.020362 = -523144.984956 nChanged 83 SP:Iteration 12Q (5156.730000 sec): 3 clusters Score: Raw -527269.488045 + Penalty 4050.020362 = -523219.467683 nChanged 59 SP:Iteration 13Q (5156.750000 sec): 3 clusters Score: Raw -527321.634706 + Penalty 4050.020362 = -523271.614345 nChanged 35 SP:Iteration 14Q (5156.770000 sec): 3 clusters Score: Raw -527348.023379 + Penalty 4050.020362 = -523298.003017 nChanged 22 SP:Iteration 15Q (5156.780000 sec): 3 clusters Score: Raw -527364.054396 + Penalty 4050.020362 = -523314.034034 nChanged 14 SP:Iteration 16Q (5156.790000 sec): 3 clusters Score: Raw -527375.135826 + Penalty 4050.020362 = -523325.115465 nChanged 13 SP:Iteration 17Q (5156.810000 sec): 3 clusters Score: Raw -527384.719038 + Penalty 4050.020362 = -523334.698676 nChanged 5 SP:Iteration 18Q (5156.830000 sec): 3 clusters Score: Raw -527387.573435 + Penalty 4050.020362 = -523337.553073 nChanged 2 SP:Iteration 19Q (5156.840000 sec): 3 clusters Score: Raw -527388.190110 + Penalty 4050.020362 = -523338.169748 nChanged 3 SP:Iteration 20F (5156.860000 sec): 3 clusters Score: Raw -527389.276463 + Penalty 4050.020362 = -523339.256101 nChanged 2 SP:Iteration 21Q (5156.870000 sec): 3 clusters Score: Raw -527391.201389 + Penalty 4050.020362 = -523341.181027 nChanged 2 SP:Iteration 22Q (5156.890000 sec): 3 clusters Score: Raw -527392.456249 + Penalty 4050.020362 = -523342.435887 nChanged 1 SP:Iteration 23Q (5156.910000 sec): 3 clusters Score: Raw -527394.084222 + Penalty 4050.020362 = -523344.063861 nChanged 2 SP:Iteration 24Q (5156.920000 sec): 3 clusters Score: Raw -527395.787719 + Penalty 4050.020362 = -523345.767357 nChanged 2 SP:Iteration 25Q (5156.940000 sec): 3 clusters Score: Raw -527396.492942 + Penalty 4050.020362 = -523346.472580 nChanged 2 SP:Iteration 26Q (5156.950000 sec): 3 clusters Score: Raw -527396.972441 + Penalty 4050.020362 = -523346.952079 nChanged 0 SP:Iteration 27F (5156.970000 sec): 3 clusters Score: Raw -527396.972441 + Penalty 4050.020362 = -523346.952079 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5156.980000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5156.980000 sec): 3 clusters Score: Raw -72990.981570 + Penalty 3065.288260 = -69925.693310 nChanged 77 SP:Iteration 1F (5156.990000 sec): 3 clusters Score: Raw -73155.398375 + Penalty 3065.288260 = -70090.110115 nChanged 15 SP:Iteration 2Q (5156.990000 sec): 3 clusters Score: Raw -73187.714833 + Penalty 3065.288260 = -70122.426572 nChanged 7 SP:Iteration 3Q (5156.990000 sec): 3 clusters Score: Raw -73201.242393 + Penalty 3065.288260 = -70135.954133 nChanged 6 SP:Iteration 4Q (5156.990000 sec): 3 clusters Score: Raw -73210.584126 + Penalty 3065.288260 = -70145.295866 nChanged 2 SP:Iteration 5Q (5156.990000 sec): 3 clusters Score: Raw -73212.980927 + Penalty 3065.288260 = -70147.692667 nChanged 1 SP:Iteration 6Q (5157.000000 sec): 3 clusters Score: Raw -73214.531099 + Penalty 3065.288260 = -70149.242839 nChanged 1 SP:Iteration 7Q (5157.000000 sec): 3 clusters Score: Raw -73216.846134 + Penalty 3065.288260 = -70151.557874 nChanged 2 SP:Iteration 8Q (5157.010000 sec): 3 clusters Score: Raw -73219.288359 + Penalty 3065.288260 = -70154.000099 nChanged 0 SP:Iteration 9F (5157.010000 sec): 3 clusters Score: Raw -73219.288359 + Penalty 3065.288260 = -70154.000099 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5157.070000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5157.130000 sec): 3 clusters Score: Raw -1845816.315745 + Penalty 4658.346811 = -1841157.968934 nChanged 5136 SP:Iteration 1F (5157.190000 sec): 3 clusters Score: Raw -1848595.566724 + Penalty 4658.346811 = -1843937.219913 nChanged 808 SP:Iteration 2F (5157.250000 sec): 3 clusters Score: Raw -1848990.485811 + Penalty 4658.346811 = -1844332.139000 nChanged 649 SP:Iteration 3F (5157.310000 sec): 3 clusters Score: Raw -1849307.378542 + Penalty 4658.346811 = -1844649.031731 nChanged 550 SP:Iteration 4Q (5157.370000 sec): 3 clusters Score: Raw -1849567.732912 + Penalty 4658.346811 = -1844909.386101 nChanged 522 SP:Iteration 5Q (5157.430000 sec): 3 clusters Score: Raw -1849825.570859 + Penalty 4658.346811 = -1845167.224048 nChanged 531 SP:Iteration 6Q (5157.490000 sec): 3 clusters Score: Raw -1850115.242697 + Penalty 4658.346811 = -1845456.895886 nChanged 518 SP:Iteration 7Q (5157.550000 sec): 3 clusters Score: Raw -1850389.221159 + Penalty 4658.346811 = -1845730.874348 nChanged 504 SP:Iteration 8Q (5157.610000 sec): 3 clusters Score: Raw -1850628.402704 + Penalty 4658.346811 = -1845970.055892 nChanged 465 SP:Iteration 9Q (5157.670000 sec): 3 clusters Score: Raw -1850836.458065 + Penalty 4658.346811 = -1846178.111254 nChanged 394 SP:Iteration 10Q (5157.730000 sec): 3 clusters Score: Raw -1850991.293276 + Penalty 4658.346811 = -1846332.946465 nChanged 322 SP:Iteration 11Q (5157.790000 sec): 3 clusters Score: Raw -1851113.518659 + Penalty 4658.346811 = -1846455.171848 nChanged 304 SP:Iteration 12Q (5157.850000 sec): 3 clusters Score: Raw -1851223.586026 + Penalty 4658.346811 = -1846565.239215 nChanged 268 SP:Iteration 13Q (5157.910000 sec): 3 clusters Score: Raw -1851304.378802 + Penalty 4658.346811 = -1846646.031991 nChanged 227 SP:Iteration 14Q (5157.970000 sec): 3 clusters Score: Raw -1851377.393577 + Penalty 4658.346811 = -1846719.046766 nChanged 193 SP:Iteration 15Q (5158.030000 sec): 3 clusters Score: Raw -1851438.251680 + Penalty 4658.346811 = -1846779.904869 nChanged 173 SP:Iteration 16Q (5158.090000 sec): 3 clusters Score: Raw -1851491.664730 + Penalty 4658.346811 = -1846833.317919 nChanged 148 SP:Iteration 17Q (5158.150000 sec): 3 clusters Score: Raw -1851537.697185 + Penalty 4658.346811 = -1846879.350374 nChanged 162 SP:Iteration 18Q (5158.210000 sec): 3 clusters Score: Raw -1851583.542509 + Penalty 4658.346811 = -1846925.195698 nChanged 145 SP:Iteration 19Q (5158.270000 sec): 3 clusters Score: Raw -1851621.431650 + Penalty 4658.346811 = -1846963.084839 nChanged 137 SP:Iteration 20F (5158.330000 sec): 3 clusters Score: Raw -1851661.679942 + Penalty 4658.346811 = -1847003.333131 nChanged 136 SP:Iteration 21Q (5158.390000 sec): 3 clusters Score: Raw -1851702.679639 + Penalty 4658.346811 = -1847044.332828 nChanged 146 SP:Iteration 22Q (5158.450000 sec): 3 clusters Score: Raw -1851749.259013 + Penalty 4658.346811 = -1847090.912202 nChanged 143 SP:Iteration 23Q (5158.500000 sec): 3 clusters Score: Raw -1851796.791357 + Penalty 4658.346811 = -1847138.444546 nChanged 133 SP:Iteration 24Q (5158.560000 sec): 3 clusters Score: Raw -1851842.395433 + Penalty 4658.346811 = -1847184.048622 nChanged 133 SP:Iteration 25Q (5158.620000 sec): 3 clusters Score: Raw -1851881.410263 + Penalty 4658.346811 = -1847223.063452 nChanged 128 SP:Iteration 26Q (5158.680000 sec): 3 clusters Score: Raw -1851921.338921 + Penalty 4658.346811 = -1847262.992110 nChanged 139 SP:Iteration 27Q (5158.740000 sec): 3 clusters Score: Raw -1851973.555515 + Penalty 4658.346811 = -1847315.208704 nChanged 153 SP:Iteration 28Q (5158.800000 sec): 3 clusters Score: Raw -1852027.525716 + Penalty 4658.346811 = -1847369.178905 nChanged 146 SP:Iteration 29Q (5158.860000 sec): 3 clusters Score: Raw -1852082.034411 + Penalty 4658.346811 = -1847423.687600 nChanged 170 SP:Iteration 30Q (5158.920000 sec): 3 clusters Score: Raw -1852154.057781 + Penalty 4658.346811 = -1847495.710970 nChanged 154 SP:Iteration 31Q (5158.980000 sec): 3 clusters Score: Raw -1852231.753449 + Penalty 4658.346811 = -1847573.406638 nChanged 174 SP:Iteration 32Q (5159.040000 sec): 3 clusters Score: Raw -1852317.640401 + Penalty 4658.346811 = -1847659.293590 nChanged 154 SP:Iteration 33Q (5159.100000 sec): 3 clusters Score: Raw -1852394.421778 + Penalty 4658.346811 = -1847736.074967 nChanged 142 SP:Iteration 34Q (5159.160000 sec): 3 clusters Score: Raw -1852461.287207 + Penalty 4658.346811 = -1847802.940396 nChanged 126 SP:Iteration 35Q (5159.210000 sec): 3 clusters Score: Raw -1852523.279318 + Penalty 4658.346811 = -1847864.932507 nChanged 121 SP:Iteration 36Q (5159.270000 sec): 3 clusters Score: Raw -1852584.961945 + Penalty 4658.346811 = -1847926.615134 nChanged 105 SP:Iteration 37Q (5159.330000 sec): 3 clusters Score: Raw -1852636.874778 + Penalty 4658.346811 = -1847978.527967 nChanged 95 SP:Iteration 38Q (5159.380000 sec): 3 clusters Score: Raw -1852693.298075 + Penalty 4658.346811 = -1848034.951264 nChanged 111 SP:Iteration 39Q (5159.440000 sec): 3 clusters Score: Raw -1852752.776372 + Penalty 4658.346811 = -1848094.429561 nChanged 84 SP:Iteration 40F (5159.500000 sec): 3 clusters Score: Raw -1852798.369909 + Penalty 4658.346811 = -1848140.023098 nChanged 70 SP:Iteration 41Q (5159.550000 sec): 3 clusters Score: Raw -1852829.026171 + Penalty 4658.346811 = -1848170.679360 nChanged 56 SP:Iteration 42Q (5159.600000 sec): 3 clusters Score: Raw -1852854.083862 + Penalty 4658.346811 = -1848195.737051 nChanged 48 SP:Iteration 43Q (5159.660000 sec): 3 clusters Score: Raw -1852877.617116 + Penalty 4658.346811 = -1848219.270305 nChanged 44 SP:Iteration 44Q (5159.710000 sec): 3 clusters Score: Raw -1852897.164558 + Penalty 4658.346811 = -1848238.817747 nChanged 37 SP:Iteration 45Q (5159.760000 sec): 3 clusters Score: Raw -1852910.534757 + Penalty 4658.346811 = -1848252.187946 nChanged 31 SP:Iteration 46Q (5159.820000 sec): 3 clusters Score: Raw -1852924.307091 + Penalty 4658.346811 = -1848265.960280 nChanged 32 SP:Iteration 47Q (5159.870000 sec): 3 clusters Score: Raw -1852938.287620 + Penalty 4658.346811 = -1848279.940809 nChanged 31 SP:Iteration 48Q (5159.920000 sec): 3 clusters Score: Raw -1852953.856583 + Penalty 4658.346811 = -1848295.509772 nChanged 24 SP:Iteration 49Q (5159.970000 sec): 3 clusters Score: Raw -1852965.384745 + Penalty 4658.346811 = -1848307.037934 nChanged 20 SP:Iteration 50Q (5160.020000 sec): 3 clusters Score: Raw -1852975.097638 + Penalty 4658.346811 = -1848316.750827 nChanged 20 SP:Iteration 51Q (5160.070000 sec): 3 clusters Score: Raw -1852984.350166 + Penalty 4658.346811 = -1848326.003355 nChanged 12 SP:Iteration 52Q (5160.120000 sec): 3 clusters Score: Raw -1852989.315356 + Penalty 4658.346811 = -1848330.968545 nChanged 9 SP:Iteration 53Q (5160.170000 sec): 3 clusters Score: Raw -1852991.662084 + Penalty 4658.346811 = -1848333.315273 nChanged 7 SP:Iteration 54Q (5160.220000 sec): 3 clusters Score: Raw -1852994.624090 + Penalty 4658.346811 = -1848336.277279 nChanged 10 SP:Iteration 55Q (5160.270000 sec): 3 clusters Score: Raw -1852998.133162 + Penalty 4658.346811 = -1848339.786351 nChanged 7 SP:Iteration 56Q (5160.320000 sec): 3 clusters Score: Raw -1853000.206953 + Penalty 4658.346811 = -1848341.860142 nChanged 4 SP:Iteration 57Q (5160.370000 sec): 3 clusters Score: Raw -1853001.979238 + Penalty 4658.346811 = -1848343.632427 nChanged 6 SP:Iteration 58Q (5160.420000 sec): 3 clusters Score: Raw -1853004.165611 + Penalty 4658.346811 = -1848345.818800 nChanged 4 SP:Iteration 59Q (5160.470000 sec): 3 clusters Score: Raw -1853005.778459 + Penalty 4658.346811 = -1848347.431648 nChanged 5 SP:Iteration 60F (5160.530000 sec): 3 clusters Score: Raw -1853008.014257 + Penalty 4658.346811 = -1848349.667446 nChanged 7 SP:Iteration 61Q (5160.580000 sec): 3 clusters Score: Raw -1853010.068152 + Penalty 4658.346811 = -1848351.721341 nChanged 5 SP:Iteration 62Q (5160.630000 sec): 3 clusters Score: Raw -1853012.887360 + Penalty 4658.346811 = -1848354.540549 nChanged 5 SP:Iteration 63Q (5160.680000 sec): 3 clusters Score: Raw -1853014.390065 + Penalty 4658.346811 = -1848356.043254 nChanged 10 SP:Iteration 64Q (5160.720000 sec): 3 clusters Score: Raw -1853017.625209 + Penalty 4658.346811 = -1848359.278398 nChanged 8 SP:Iteration 65Q (5160.780000 sec): 3 clusters Score: Raw -1853019.310568 + Penalty 4658.346811 = -1848360.963757 nChanged 2 SP:Iteration 66Q (5160.820000 sec): 3 clusters Score: Raw -1853019.773041 + Penalty 4658.346811 = -1848361.426230 nChanged 1 SP:Iteration 67Q (5160.870000 sec): 3 clusters Score: Raw -1853020.091124 + Penalty 4658.346811 = -1848361.744313 nChanged 0 SP:Iteration 68F (5160.930000 sec): 3 clusters Score: Raw -1853020.091124 + Penalty 4658.346811 = -1848361.744313 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5160.940000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5160.950000 sec): 3 clusters Score: Raw -77947.306070 + Penalty 3108.531472 = -74838.774598 nChanged 84 SP:Iteration 1F (5160.950000 sec): 3 clusters Score: Raw -78106.904199 + Penalty 3108.531472 = -74998.372727 nChanged 25 SP:Iteration 2Q (5160.950000 sec): 3 clusters Score: Raw -78157.902328 + Penalty 3108.531472 = -75049.370856 nChanged 13 SP:Iteration 3Q (5160.960000 sec): 3 clusters Score: Raw -78201.208041 + Penalty 3108.531472 = -75092.676569 nChanged 5 SP:Iteration 4Q (5160.960000 sec): 3 clusters Score: Raw -78210.577395 + Penalty 3108.531472 = -75102.045922 nChanged 4 SP:Iteration 5Q (5160.960000 sec): 3 clusters Score: Raw -78222.156146 + Penalty 3108.531472 = -75113.624673 nChanged 4 SP:Iteration 6Q (5160.960000 sec): 3 clusters Score: Raw -78235.898515 + Penalty 3108.531472 = -75127.367043 nChanged 6 SP:Iteration 7Q (5160.960000 sec): 3 clusters Score: Raw -78248.290312 + Penalty 3108.531472 = -75139.758840 nChanged 3 SP:Iteration 8Q (5160.970000 sec): 3 clusters Score: Raw -78254.962537 + Penalty 3108.531472 = -75146.431065 nChanged 1 SP:Iteration 9Q (5160.970000 sec): 3 clusters Score: Raw -78258.072119 + Penalty 3108.531472 = -75149.540647 nChanged 0 SP:Iteration 10F (5160.970000 sec): 3 clusters Score: Raw -78258.072119 + Penalty 3108.531472 = -75149.540647 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5160.990000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5161.000000 sec): 3 clusters Score: Raw -333861.809280 + Penalty 3827.143572 = -330034.665708 nChanged 763 SP:Iteration 1F (5161.010000 sec): 3 clusters Score: Raw -334534.930978 + Penalty 3827.143572 = -330707.787406 nChanged 203 SP:Iteration 2F (5161.020000 sec): 3 clusters Score: Raw -334773.447470 + Penalty 3827.143572 = -330946.303898 nChanged 153 SP:Iteration 3F (5161.030000 sec): 3 clusters Score: Raw -334951.142169 + Penalty 3827.143572 = -331123.998597 nChanged 106 SP:Iteration 4Q (5161.040000 sec): 3 clusters Score: Raw -335059.478159 + Penalty 3827.143572 = -331232.334586 nChanged 90 SP:Iteration 5Q (5161.050000 sec): 3 clusters Score: Raw -335153.302138 + Penalty 3827.143572 = -331326.158566 nChanged 64 SP:Iteration 6Q (5161.060000 sec): 3 clusters Score: Raw -335212.943983 + Penalty 3827.143572 = -331385.800410 nChanged 49 SP:Iteration 7Q (5161.080000 sec): 3 clusters Score: Raw -335256.637425 + Penalty 3827.143572 = -331429.493853 nChanged 43 SP:Iteration 8Q (5161.090000 sec): 3 clusters Score: Raw -335293.972724 + Penalty 3827.143572 = -331466.829152 nChanged 35 SP:Iteration 9Q (5161.100000 sec): 3 clusters Score: Raw -335321.333129 + Penalty 3827.143572 = -331494.189557 nChanged 30 SP:Iteration 10Q (5161.110000 sec): 3 clusters Score: Raw -335348.384007 + Penalty 3827.143572 = -331521.240435 nChanged 29 SP:Iteration 11Q (5161.120000 sec): 3 clusters Score: Raw -335371.605866 + Penalty 3827.143572 = -331544.462293 nChanged 15 SP:Iteration 12Q (5161.130000 sec): 3 clusters Score: Raw -335382.250922 + Penalty 3827.143572 = -331555.107350 nChanged 13 SP:Iteration 13Q (5161.140000 sec): 3 clusters Score: Raw -335395.503084 + Penalty 3827.143572 = -331568.359512 nChanged 13 SP:Iteration 14Q (5161.150000 sec): 3 clusters Score: Raw -335405.962793 + Penalty 3827.143572 = -331578.819221 nChanged 14 SP:Iteration 15Q (5161.160000 sec): 3 clusters Score: Raw -335423.729902 + Penalty 3827.143572 = -331596.586330 nChanged 15 SP:Iteration 16Q (5161.170000 sec): 3 clusters Score: Raw -335439.827594 + Penalty 3827.143572 = -331612.684021 nChanged 11 SP:Iteration 17Q (5161.180000 sec): 3 clusters Score: Raw -335450.445716 + Penalty 3827.143572 = -331623.302144 nChanged 12 SP:Iteration 18Q (5161.190000 sec): 3 clusters Score: Raw -335461.483565 + Penalty 3827.143572 = -331634.339993 nChanged 11 SP:Iteration 19Q (5161.200000 sec): 3 clusters Score: Raw -335470.877768 + Penalty 3827.143572 = -331643.734196 nChanged 15 SP:Iteration 20F (5161.220000 sec): 3 clusters Score: Raw -335481.702283 + Penalty 3827.143572 = -331654.558711 nChanged 9 SP:Iteration 21Q (5161.220000 sec): 3 clusters Score: Raw -335491.238995 + Penalty 3827.143572 = -331664.095422 nChanged 6 SP:Iteration 22Q (5161.240000 sec): 3 clusters Score: Raw -335496.280634 + Penalty 3827.143572 = -331669.137062 nChanged 7 SP:Iteration 23Q (5161.250000 sec): 3 clusters Score: Raw -335500.756584 + Penalty 3827.143572 = -331673.613011 nChanged 1 SP:Iteration 24Q (5161.260000 sec): 3 clusters Score: Raw -335501.561776 + Penalty 3827.143572 = -331674.418204 nChanged 1 SP:Iteration 25Q (5161.270000 sec): 3 clusters Score: Raw -335502.040044 + Penalty 3827.143572 = -331674.896472 nChanged 0 SP:Iteration 26F (5161.290000 sec): 3 clusters Score: Raw -335502.040044 + Penalty 3827.143572 = -331674.896472 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5161.310000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5161.330000 sec): 3 clusters Score: Raw -715784.977577 + Penalty 4203.349241 = -711581.628336 nChanged 1824 SP:Iteration 1F (5161.360000 sec): 3 clusters Score: Raw -716804.744008 + Penalty 4203.349241 = -712601.394767 nChanged 336 SP:Iteration 2F (5161.380000 sec): 3 clusters Score: Raw -717003.242513 + Penalty 4203.349241 = -712799.893273 nChanged 235 SP:Iteration 3Q (5161.410000 sec): 3 clusters Score: Raw -717130.809886 + Penalty 4203.349241 = -712927.460645 nChanged 168 SP:Iteration 4Q (5161.430000 sec): 3 clusters Score: Raw -717212.908430 + Penalty 4203.349241 = -713009.559190 nChanged 126 SP:Iteration 5Q (5161.450000 sec): 3 clusters Score: Raw -717266.846632 + Penalty 4203.349241 = -713063.497391 nChanged 97 SP:Iteration 6Q (5161.480000 sec): 3 clusters Score: Raw -717309.183200 + Penalty 4203.349241 = -713105.833960 nChanged 82 SP:Iteration 7Q (5161.500000 sec): 3 clusters Score: Raw -717342.389496 + Penalty 4203.349241 = -713139.040255 nChanged 73 SP:Iteration 8Q (5161.530000 sec): 3 clusters Score: Raw -717370.470863 + Penalty 4203.349241 = -713167.121623 nChanged 63 SP:Iteration 9Q (5161.550000 sec): 3 clusters Score: Raw -717391.964656 + Penalty 4203.349241 = -713188.615415 nChanged 46 SP:Iteration 10Q (5161.580000 sec): 3 clusters Score: Raw -717407.733463 + Penalty 4203.349241 = -713204.384222 nChanged 35 SP:Iteration 11Q (5161.600000 sec): 3 clusters Score: Raw -717419.494556 + Penalty 4203.349241 = -713216.145315 nChanged 38 SP:Iteration 12Q (5161.630000 sec): 3 clusters Score: Raw -717431.320978 + Penalty 4203.349241 = -713227.971737 nChanged 28 SP:Iteration 13Q (5161.650000 sec): 3 clusters Score: Raw -717440.963655 + Penalty 4203.349241 = -713237.614414 nChanged 27 SP:Iteration 14Q (5161.670000 sec): 3 clusters Score: Raw -717450.655755 + Penalty 4203.349241 = -713247.306514 nChanged 26 SP:Iteration 15Q (5161.700000 sec): 3 clusters Score: Raw -717459.191597 + Penalty 4203.349241 = -713255.842356 nChanged 19 SP:Iteration 16Q (5161.720000 sec): 3 clusters Score: Raw -717465.172351 + Penalty 4203.349241 = -713261.823110 nChanged 12 SP:Iteration 17Q (5161.750000 sec): 3 clusters Score: Raw -717468.175779 + Penalty 4203.349241 = -713264.826538 nChanged 16 SP:Iteration 18Q (5161.770000 sec): 3 clusters Score: Raw -717473.349360 + Penalty 4203.349241 = -713270.000119 nChanged 17 SP:Iteration 19Q (5161.790000 sec): 3 clusters Score: Raw -717478.110595 + Penalty 4203.349241 = -713274.761355 nChanged 15 SP:Iteration 20F (5161.820000 sec): 3 clusters Score: Raw -717482.486516 + Penalty 4203.349241 = -713279.137276 nChanged 10 SP:Iteration 21Q (5161.840000 sec): 3 clusters Score: Raw -717486.599732 + Penalty 4203.349241 = -713283.250491 nChanged 8 SP:Iteration 22Q (5161.870000 sec): 3 clusters Score: Raw -717488.649029 + Penalty 4203.349241 = -713285.299788 nChanged 10 SP:Iteration 23Q (5161.890000 sec): 3 clusters Score: Raw -717492.167549 + Penalty 4203.349241 = -713288.818309 nChanged 16 SP:Iteration 24Q (5161.910000 sec): 3 clusters Score: Raw -717496.569940 + Penalty 4203.349241 = -713293.220699 nChanged 22 SP:Iteration 25Q (5161.940000 sec): 3 clusters Score: Raw -717501.986197 + Penalty 4203.349241 = -713298.636957 nChanged 14 SP:Iteration 26Q (5161.960000 sec): 3 clusters Score: Raw -717505.643250 + Penalty 4203.349241 = -713302.294009 nChanged 13 SP:Iteration 27Q (5161.990000 sec): 3 clusters Score: Raw -717509.380461 + Penalty 4203.349241 = -713306.031221 nChanged 10 SP:Iteration 28Q (5162.010000 sec): 3 clusters Score: Raw -717512.087309 + Penalty 4203.349241 = -713308.738068 nChanged 10 SP:Iteration 29Q (5162.030000 sec): 3 clusters Score: Raw -717515.481611 + Penalty 4203.349241 = -713312.132370 nChanged 18 SP:Iteration 30Q (5162.060000 sec): 3 clusters Score: Raw -717520.944796 + Penalty 4203.349241 = -713317.595555 nChanged 20 SP:Iteration 31Q (5162.080000 sec): 3 clusters Score: Raw -717527.678105 + Penalty 4203.349241 = -713324.328864 nChanged 20 SP:Iteration 32Q (5162.110000 sec): 3 clusters Score: Raw -717538.330317 + Penalty 4203.349241 = -713334.981076 nChanged 32 SP:Iteration 33Q (5162.130000 sec): 3 clusters Score: Raw -717552.922857 + Penalty 4203.349241 = -713349.573616 nChanged 39 SP:Iteration 34Q (5162.150000 sec): 3 clusters Score: Raw -717568.394418 + Penalty 4203.349241 = -713365.045177 nChanged 34 SP:Iteration 35Q (5162.180000 sec): 3 clusters Score: Raw -717586.846481 + Penalty 4203.349241 = -713383.497241 nChanged 48 SP:Iteration 36Q (5162.200000 sec): 3 clusters Score: Raw -717605.537120 + Penalty 4203.349241 = -713402.187879 nChanged 48 SP:Iteration 37Q (5162.230000 sec): 3 clusters Score: Raw -717626.870244 + Penalty 4203.349241 = -713423.521003 nChanged 52 SP:Iteration 38Q (5162.250000 sec): 3 clusters Score: Raw -717648.073951 + Penalty 4203.349241 = -713444.724711 nChanged 39 SP:Iteration 39Q (5162.270000 sec): 3 clusters Score: Raw -717666.544829 + Penalty 4203.349241 = -713463.195588 nChanged 41 SP:Iteration 40F (5162.300000 sec): 3 clusters Score: Raw -717680.307084 + Penalty 4203.349241 = -713476.957843 nChanged 34 SP:Iteration 41Q (5162.320000 sec): 3 clusters Score: Raw -717690.151303 + Penalty 4203.349241 = -713486.802063 nChanged 36 SP:Iteration 42Q (5162.350000 sec): 3 clusters Score: Raw -717704.646257 + Penalty 4203.349241 = -713501.297016 nChanged 44 SP:Iteration 43Q (5162.370000 sec): 3 clusters Score: Raw -717721.767158 + Penalty 4203.349241 = -713518.417918 nChanged 42 SP:Iteration 44Q (5162.390000 sec): 3 clusters Score: Raw -717739.330821 + Penalty 4203.349241 = -713535.981581 nChanged 47 SP:Iteration 45Q (5162.420000 sec): 3 clusters Score: Raw -717757.951368 + Penalty 4203.349241 = -713554.602127 nChanged 38 SP:Iteration 46Q (5162.440000 sec): 3 clusters Score: Raw -717772.476928 + Penalty 4203.349241 = -713569.127687 nChanged 47 SP:Iteration 47Q (5162.470000 sec): 3 clusters Score: Raw -717788.601275 + Penalty 4203.349241 = -713585.252034 nChanged 40 SP:Iteration 48Q (5162.490000 sec): 3 clusters Score: Raw -717804.266620 + Penalty 4203.349241 = -713600.917380 nChanged 42 SP:Iteration 49Q (5162.510000 sec): 3 clusters Score: Raw -717823.563754 + Penalty 4203.349241 = -713620.214514 nChanged 49 SP:Iteration 50Q (5162.540000 sec): 3 clusters Score: Raw -717844.684757 + Penalty 4203.349241 = -713641.335516 nChanged 46 SP:Iteration 51Q (5162.560000 sec): 3 clusters Score: Raw -717864.663013 + Penalty 4203.349241 = -713661.313772 nChanged 45 SP:Iteration 52Q (5162.590000 sec): 3 clusters Score: Raw -717882.311357 + Penalty 4203.349241 = -713678.962117 nChanged 39 SP:Iteration 53Q (5162.610000 sec): 3 clusters Score: Raw -717895.670201 + Penalty 4203.349241 = -713692.320960 nChanged 34 SP:Iteration 54Q (5162.630000 sec): 3 clusters Score: Raw -717911.867027 + Penalty 4203.349241 = -713708.517786 nChanged 48 SP:Iteration 55Q (5162.660000 sec): 3 clusters Score: Raw -717934.399187 + Penalty 4203.349241 = -713731.049947 nChanged 39 SP:Iteration 56Q (5162.690000 sec): 3 clusters Score: Raw -717950.194928 + Penalty 4203.349241 = -713746.845687 nChanged 31 SP:Iteration 57Q (5162.710000 sec): 3 clusters Score: Raw -717964.086399 + Penalty 4203.349241 = -713760.737159 nChanged 35 SP:Iteration 58Q (5162.730000 sec): 3 clusters Score: Raw -717977.637044 + Penalty 4203.349241 = -713774.287804 nChanged 34 SP:Iteration 59Q (5162.750000 sec): 3 clusters Score: Raw -717991.381610 + Penalty 4203.349241 = -713788.032369 nChanged 35 SP:Iteration 60F (5162.780000 sec): 3 clusters Score: Raw -718004.124639 + Penalty 4203.349241 = -713800.775398 nChanged 42 SP:Iteration 61Q (5162.800000 sec): 3 clusters Score: Raw -718023.096411 + Penalty 4203.349241 = -713819.747171 nChanged 40 SP:Iteration 62Q (5162.830000 sec): 3 clusters Score: Raw -718042.082395 + Penalty 4203.349241 = -713838.733154 nChanged 51 SP:Iteration 63Q (5162.850000 sec): 3 clusters Score: Raw -718065.826412 + Penalty 4203.349241 = -713862.477171 nChanged 53 SP:Iteration 64Q (5162.870000 sec): 3 clusters Score: Raw -718093.461056 + Penalty 4203.349241 = -713890.111816 nChanged 60 SP:Iteration 65Q (5162.900000 sec): 3 clusters Score: Raw -718129.748213 + Penalty 4203.349241 = -713926.398972 nChanged 75 SP:Iteration 66Q (5162.920000 sec): 3 clusters Score: Raw -718185.158647 + Penalty 4203.349241 = -713981.809406 nChanged 81 SP:Iteration 67Q (5162.940000 sec): 3 clusters Score: Raw -718244.949489 + Penalty 4203.349241 = -714041.600248 nChanged 85 SP:Iteration 68Q (5162.960000 sec): 3 clusters Score: Raw -718310.408868 + Penalty 4203.349241 = -714107.059627 nChanged 91 SP:Iteration 69Q (5162.990000 sec): 3 clusters Score: Raw -718381.737546 + Penalty 4203.349241 = -714178.388305 nChanged 77 SP:Iteration 70Q (5163.010000 sec): 3 clusters Score: Raw -718437.401685 + Penalty 4203.349241 = -714234.052444 nChanged 61 SP:Iteration 71Q (5163.030000 sec): 3 clusters Score: Raw -718472.795799 + Penalty 4203.349241 = -714269.446558 nChanged 51 SP:Iteration 72Q (5163.050000 sec): 3 clusters Score: Raw -718502.731979 + Penalty 4203.349241 = -714299.382738 nChanged 31 SP:Iteration 73Q (5163.070000 sec): 3 clusters Score: Raw -718518.318957 + Penalty 4203.349241 = -714314.969716 nChanged 31 SP:Iteration 74Q (5163.090000 sec): 3 clusters Score: Raw -718529.855552 + Penalty 4203.349241 = -714326.506311 nChanged 18 SP:Iteration 75Q (5163.120000 sec): 3 clusters Score: Raw -718539.565400 + Penalty 4203.349241 = -714336.216159 nChanged 21 SP:Iteration 76Q (5163.140000 sec): 3 clusters Score: Raw -718550.099593 + Penalty 4203.349241 = -714346.750353 nChanged 18 SP:Iteration 77Q (5163.160000 sec): 3 clusters Score: Raw -718563.362440 + Penalty 4203.349241 = -714360.013199 nChanged 23 SP:Iteration 78Q (5163.180000 sec): 3 clusters Score: Raw -718575.706304 + Penalty 4203.349241 = -714372.357063 nChanged 10 SP:Iteration 79Q (5163.200000 sec): 3 clusters Score: Raw -718580.192213 + Penalty 4203.349241 = -714376.842972 nChanged 14 SP:Iteration 80F (5163.230000 sec): 3 clusters Score: Raw -718586.820303 + Penalty 4203.349241 = -714383.471062 nChanged 10 SP:Iteration 81Q (5163.250000 sec): 3 clusters Score: Raw -718591.629246 + Penalty 4203.349241 = -714388.280005 nChanged 12 SP:Iteration 82Q (5163.270000 sec): 3 clusters Score: Raw -718597.404503 + Penalty 4203.349241 = -714394.055263 nChanged 9 SP:Iteration 83Q (5163.290000 sec): 3 clusters Score: Raw -718600.268539 + Penalty 4203.349241 = -714396.919298 nChanged 5 SP:Iteration 84Q (5163.310000 sec): 3 clusters Score: Raw -718602.939033 + Penalty 4203.349241 = -714399.589792 nChanged 4 SP:Iteration 85Q (5163.330000 sec): 3 clusters Score: Raw -718604.268907 + Penalty 4203.349241 = -714400.919667 nChanged 2 SP:Iteration 86Q (5163.350000 sec): 3 clusters Score: Raw -718604.620570 + Penalty 4203.349241 = -714401.271329 nChanged 1 SP:Iteration 87Q (5163.370000 sec): 3 clusters Score: Raw -718604.912602 + Penalty 4203.349241 = -714401.563361 nChanged 2 SP:Iteration 88Q (5163.390000 sec): 3 clusters Score: Raw -718605.866002 + Penalty 4203.349241 = -714402.516761 nChanged 3 SP:Iteration 89Q (5163.420000 sec): 3 clusters Score: Raw -718606.920344 + Penalty 4203.349241 = -714403.571104 nChanged 3 SP:Iteration 90Q (5163.440000 sec): 3 clusters Score: Raw -718607.394490 + Penalty 4203.349241 = -714404.045249 nChanged 2 SP:Iteration 91Q (5163.460000 sec): 3 clusters Score: Raw -718607.870216 + Penalty 4203.349241 = -714404.520975 nChanged 3 SP:Iteration 92Q (5163.480000 sec): 3 clusters Score: Raw -718609.269681 + Penalty 4203.349241 = -714405.920440 nChanged 3 SP:Iteration 93Q (5163.500000 sec): 3 clusters Score: Raw -718610.799092 + Penalty 4203.349241 = -714407.449852 nChanged 4 SP:Iteration 94Q (5163.520000 sec): 3 clusters Score: Raw -718612.268615 + Penalty 4203.349241 = -714408.919375 nChanged 2 SP:Iteration 95Q (5163.540000 sec): 3 clusters Score: Raw -718613.062281 + Penalty 4203.349241 = -714409.713040 nChanged 2 SP:Iteration 96Q (5163.570000 sec): 3 clusters Score: Raw -718613.737882 + Penalty 4203.349241 = -714410.388641 nChanged 4 SP:Iteration 97Q (5163.590000 sec): 3 clusters Score: Raw -718615.052876 + Penalty 4203.349241 = -714411.703635 nChanged 2 SP:Iteration 98Q (5163.610000 sec): 3 clusters Score: Raw -718616.160411 + Penalty 4203.349241 = -714412.811170 nChanged 1 SP:Iteration 99Q (5163.630000 sec): 3 clusters Score: Raw -718616.356189 + Penalty 4203.349241 = -714413.006948 nChanged 0 SP:Iteration 100F (5163.650000 sec): 3 clusters Score: Raw -718616.356189 + Penalty 4203.349241 = -714413.006948 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5163.660000 sec): 2 clusters Score: Raw -18948.111134 + Penalty 1275.132562 = -17672.978572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5163.660000 sec): 3 clusters Score: Raw -19416.912465 + Penalty 2550.265124 = -16866.647341 nChanged 32 SP:Iteration 1F (5163.660000 sec): 3 clusters Score: Raw -19635.564445 + Penalty 2550.265124 = -17085.299321 nChanged 4 SP:Iteration 2Q (5163.660000 sec): 3 clusters Score: Raw -19714.751541 + Penalty 2550.265124 = -17164.486417 nChanged 4 SP:Iteration 3Q (5163.660000 sec): 3 clusters Score: Raw -19755.840756 + Penalty 2550.265124 = -17205.575632 nChanged 2 SP:Iteration 4Q (5163.670000 sec): 3 clusters Score: Raw -19770.234929 + Penalty 2550.265124 = -17219.969805 nChanged 2 SP:Iteration 5Q (5163.670000 sec): 3 clusters Score: Raw -19791.933552 + Penalty 2550.265124 = -17241.668428 nChanged 3 SP:Iteration 6Q (5163.670000 sec): 3 clusters Score: Raw -19815.223610 + Penalty 2550.265124 = -17264.958486 nChanged 0 SP:Iteration 7F (5163.670000 sec): 3 clusters Score: Raw -19815.223610 + Penalty 2550.265124 = -17264.958486 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5163.670000 sec): 2 clusters Score: Raw -40028.884354 + Penalty 1417.822870 = -38611.061484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5163.670000 sec): 3 clusters Score: Raw -40139.492541 + Penalty 2835.645740 = -37303.846802 nChanged 48 SP:Iteration 1F (5163.670000 sec): 3 clusters Score: Raw -40414.028965 + Penalty 2835.645740 = -37578.383225 nChanged 21 SP:Iteration 2F (5163.670000 sec): 3 clusters Score: Raw -40741.187193 + Penalty 2835.645740 = -37905.541453 nChanged 22 SP:Iteration 3F (5163.680000 sec): 3 clusters Score: Raw -40899.999102 + Penalty 2835.645740 = -38064.353362 nChanged 23 SP:Iteration 4F (5163.680000 sec): 3 clusters Score: Raw -41123.885709 + Penalty 2835.645740 = -38288.239969 nChanged 15 SP:Iteration 5Q (5163.680000 sec): 3 clusters Score: Raw -41270.066941 + Penalty 2835.645740 = -38434.421201 nChanged 9 SP:Iteration 6Q (5163.680000 sec): 3 clusters Score: Raw -41421.184649 + Penalty 2835.645740 = -38585.538909 nChanged 5 SP:Iteration 7Q (5163.680000 sec): 3 clusters Score: Raw -41520.147536 + Penalty 2835.645740 = -38684.501796 nChanged 6 SP:Iteration 8Q (5163.690000 sec): 3 clusters Score: Raw -41879.749093 + Penalty 2835.645740 = -39044.103353 nChanged 12 SP:Iteration 9Q (5163.690000 sec): 3 clusters Score: Raw -41956.048775 + Penalty 2835.645740 = -39120.403035 nChanged 2 SP:Iteration 10Q (5163.690000 sec): 3 clusters Score: Raw -41970.902722 + Penalty 2835.645740 = -39135.256982 nChanged 1 SP:Iteration 11Q (5163.690000 sec): 3 clusters Score: Raw -41980.910843 + Penalty 2835.645740 = -39145.265103 nChanged 2 SP:Iteration 12Q (5163.690000 sec): 3 clusters Score: Raw -41988.142733 + Penalty 2835.645740 = -39152.496993 nChanged 0 SP:Iteration 13F (5163.690000 sec): 3 clusters Score: Raw -41989.121935 + Penalty 2835.645740 = -39153.476195 nChanged 1 SP:Iteration 14Q (5163.690000 sec): 3 clusters Score: Raw -41994.969102 + Penalty 2835.645740 = -39159.323363 nChanged 1 SP:Iteration 15Q (5163.690000 sec): 3 clusters Score: Raw -41997.897979 + Penalty 2835.645740 = -39162.252240 nChanged 0 SP:Iteration 16F (5163.690000 sec): 3 clusters Score: Raw -41997.897979 + Penalty 2835.645740 = -39162.252240 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 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5163.720000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5163.740000 sec): 3 clusters Score: Raw -584740.336129 + Penalty 4088.015414 = -580652.320715 nChanged 1377 SP:Iteration 1F (5163.760000 sec): 3 clusters Score: Raw -585532.101062 + Penalty 4088.015414 = -581444.085648 nChanged 280 SP:Iteration 2F (5163.770000 sec): 3 clusters Score: Raw -585710.590544 + Penalty 4088.015414 = -581622.575130 nChanged 167 SP:Iteration 3Q (5163.790000 sec): 3 clusters Score: Raw -585806.444681 + Penalty 4088.015414 = -581718.429267 nChanged 130 SP:Iteration 4Q (5163.810000 sec): 3 clusters Score: Raw -585888.186397 + Penalty 4088.015414 = -581800.170983 nChanged 111 SP:Iteration 5Q (5163.830000 sec): 3 clusters Score: Raw -585961.631402 + Penalty 4088.015414 = -581873.615988 nChanged 92 SP:Iteration 6Q (5163.850000 sec): 3 clusters Score: Raw -586020.247440 + Penalty 4088.015414 = -581932.232027 nChanged 95 SP:Iteration 7Q (5163.870000 sec): 3 clusters Score: Raw -586082.208240 + Penalty 4088.015414 = -581994.192826 nChanged 89 SP:Iteration 8Q (5163.890000 sec): 3 clusters Score: Raw -586127.636698 + Penalty 4088.015414 = -582039.621284 nChanged 66 SP:Iteration 9Q (5163.910000 sec): 3 clusters Score: Raw -586154.553260 + Penalty 4088.015414 = -582066.537846 nChanged 46 SP:Iteration 10Q (5163.930000 sec): 3 clusters Score: Raw -586171.173506 + Penalty 4088.015414 = -582083.158092 nChanged 31 SP:Iteration 11Q (5163.950000 sec): 3 clusters Score: Raw -586182.166338 + Penalty 4088.015414 = -582094.150924 nChanged 25 SP:Iteration 12Q (5163.970000 sec): 3 clusters Score: Raw -586192.510477 + Penalty 4088.015414 = -582104.495063 nChanged 30 SP:Iteration 13Q (5163.990000 sec): 3 clusters Score: Raw -586204.496262 + Penalty 4088.015414 = -582116.480848 nChanged 35 SP:Iteration 14Q (5164.000000 sec): 3 clusters Score: Raw -586218.494372 + Penalty 4088.015414 = -582130.478958 nChanged 30 SP:Iteration 15Q (5164.020000 sec): 3 clusters Score: Raw -586231.467248 + Penalty 4088.015414 = -582143.451834 nChanged 26 SP:Iteration 16Q (5164.040000 sec): 3 clusters Score: Raw -586243.502323 + Penalty 4088.015414 = -582155.486909 nChanged 21 SP:Iteration 17Q (5164.060000 sec): 3 clusters Score: Raw -586250.417023 + Penalty 4088.015414 = -582162.401609 nChanged 9 SP:Iteration 18Q (5164.080000 sec): 3 clusters Score: Raw -586252.377283 + Penalty 4088.015414 = -582164.361870 nChanged 6 SP:Iteration 19Q (5164.100000 sec): 3 clusters Score: Raw -586253.675842 + Penalty 4088.015414 = -582165.660428 nChanged 2 SP:Iteration 20F (5164.120000 sec): 3 clusters Score: Raw -586254.981050 + Penalty 4088.015414 = -582166.965636 nChanged 9 SP:Iteration 21Q (5164.130000 sec): 3 clusters Score: Raw -586258.638272 + Penalty 4088.015414 = -582170.622858 nChanged 6 SP:Iteration 22Q (5164.150000 sec): 3 clusters Score: Raw -586260.308983 + Penalty 4088.015414 = -582172.293570 nChanged 6 SP:Iteration 23Q (5164.170000 sec): 3 clusters Score: Raw -586261.897719 + Penalty 4088.015414 = -582173.882305 nChanged 6 SP:Iteration 24Q (5164.190000 sec): 3 clusters Score: Raw -586263.979480 + Penalty 4088.015414 = -582175.964066 nChanged 8 SP:Iteration 25Q (5164.210000 sec): 3 clusters Score: Raw -586266.320000 + Penalty 4088.015414 = -582178.304586 nChanged 5 SP:Iteration 26Q (5164.230000 sec): 3 clusters Score: Raw -586267.985601 + Penalty 4088.015414 = -582179.970187 nChanged 6 SP:Iteration 27Q (5164.250000 sec): 3 clusters Score: Raw -586270.528010 + Penalty 4088.015414 = -582182.512596 nChanged 7 SP:Iteration 28Q (5164.270000 sec): 3 clusters Score: Raw -586273.520413 + Penalty 4088.015414 = -582185.504999 nChanged 9 SP:Iteration 29Q (5164.290000 sec): 3 clusters Score: Raw -586280.096810 + Penalty 4088.015414 = -582192.081396 nChanged 11 SP:Iteration 30Q (5164.310000 sec): 3 clusters Score: Raw -586287.291858 + Penalty 4088.015414 = -582199.276444 nChanged 21 SP:Iteration 31Q (5164.320000 sec): 3 clusters Score: Raw -586295.817370 + Penalty 4088.015414 = -582207.801956 nChanged 10 SP:Iteration 32Q (5164.340000 sec): 3 clusters Score: Raw -586301.090571 + Penalty 4088.015414 = -582213.075157 nChanged 8 SP:Iteration 33Q (5164.360000 sec): 3 clusters Score: Raw -586305.245597 + Penalty 4088.015414 = -582217.230183 nChanged 10 SP:Iteration 34Q (5164.380000 sec): 3 clusters Score: Raw -586310.066885 + Penalty 4088.015414 = -582222.051471 nChanged 22 SP:Iteration 35Q (5164.400000 sec): 3 clusters Score: Raw -586318.540968 + Penalty 4088.015414 = -582230.525554 nChanged 16 SP:Iteration 36Q (5164.420000 sec): 3 clusters Score: Raw -586327.279266 + Penalty 4088.015414 = -582239.263852 nChanged 16 SP:Iteration 37Q (5164.430000 sec): 3 clusters Score: Raw -586334.611651 + Penalty 4088.015414 = -582246.596237 nChanged 12 SP:Iteration 38Q (5164.450000 sec): 3 clusters Score: Raw -586340.617677 + Penalty 4088.015414 = -582252.602264 nChanged 12 SP:Iteration 39Q (5164.470000 sec): 3 clusters Score: Raw -586347.449509 + Penalty 4088.015414 = -582259.434095 nChanged 12 SP:Iteration 40F (5164.490000 sec): 3 clusters Score: Raw -586357.983584 + Penalty 4088.015414 = -582269.968170 nChanged 21 SP:Iteration 41Q (5164.510000 sec): 3 clusters Score: Raw -586366.069890 + Penalty 4088.015414 = -582278.054477 nChanged 15 SP:Iteration 42Q (5164.530000 sec): 3 clusters Score: Raw -586371.734171 + Penalty 4088.015414 = -582283.718757 nChanged 16 SP:Iteration 43Q (5164.550000 sec): 3 clusters Score: Raw -586378.032255 + Penalty 4088.015414 = -582290.016841 nChanged 15 SP:Iteration 44Q (5164.560000 sec): 3 clusters Score: Raw -586386.455855 + Penalty 4088.015414 = -582298.440441 nChanged 17 SP:Iteration 45Q (5164.580000 sec): 3 clusters Score: Raw -586392.020428 + Penalty 4088.015414 = -582304.005014 nChanged 11 SP:Iteration 46Q (5164.600000 sec): 3 clusters Score: Raw -586396.773376 + Penalty 4088.015414 = -582308.757962 nChanged 17 SP:Iteration 47Q (5164.620000 sec): 3 clusters Score: Raw -586403.754032 + Penalty 4088.015414 = -582315.738618 nChanged 11 SP:Iteration 48Q (5164.640000 sec): 3 clusters Score: Raw -586407.034018 + Penalty 4088.015414 = -582319.018604 nChanged 9 SP:Iteration 49Q (5164.660000 sec): 3 clusters Score: Raw -586410.842092 + Penalty 4088.015414 = -582322.826678 nChanged 13 SP:Iteration 50Q (5164.670000 sec): 3 clusters Score: Raw -586416.251738 + Penalty 4088.015414 = -582328.236324 nChanged 14 SP:Iteration 51Q (5164.690000 sec): 3 clusters Score: Raw -586424.047759 + Penalty 4088.015414 = -582336.032345 nChanged 18 SP:Iteration 52Q (5164.710000 sec): 3 clusters Score: Raw -586430.016537 + Penalty 4088.015414 = -582342.001123 nChanged 13 SP:Iteration 53Q (5164.730000 sec): 3 clusters Score: Raw -586435.708963 + Penalty 4088.015414 = -582347.693549 nChanged 14 SP:Iteration 54Q (5164.750000 sec): 3 clusters Score: Raw -586440.226859 + Penalty 4088.015414 = -582352.211445 nChanged 4 SP:Iteration 55Q (5164.770000 sec): 3 clusters Score: Raw -586442.884985 + Penalty 4088.015414 = -582354.869571 nChanged 12 SP:Iteration 56Q (5164.790000 sec): 3 clusters Score: Raw -586448.168552 + Penalty 4088.015414 = -582360.153138 nChanged 16 SP:Iteration 57Q (5164.810000 sec): 3 clusters Score: Raw -586455.870471 + Penalty 4088.015414 = -582367.855057 nChanged 20 SP:Iteration 58Q (5164.820000 sec): 3 clusters Score: Raw -586464.708868 + Penalty 4088.015414 = -582376.693454 nChanged 16 SP:Iteration 59Q (5164.840000 sec): 3 clusters Score: Raw -586471.358371 + Penalty 4088.015414 = -582383.342957 nChanged 16 SP:Iteration 60F (5164.860000 sec): 3 clusters Score: Raw -586479.783730 + Penalty 4088.015414 = -582391.768316 nChanged 22 SP:Iteration 61Q (5164.880000 sec): 3 clusters Score: Raw -586490.238054 + Penalty 4088.015414 = -582402.222640 nChanged 22 SP:Iteration 62Q (5164.900000 sec): 3 clusters Score: Raw -586499.537243 + Penalty 4088.015414 = -582411.521829 nChanged 12 SP:Iteration 63Q (5164.920000 sec): 3 clusters Score: Raw -586504.546479 + Penalty 4088.015414 = -582416.531066 nChanged 15 SP:Iteration 64Q (5164.930000 sec): 3 clusters Score: Raw -586509.753626 + Penalty 4088.015414 = -582421.738212 nChanged 11 SP:Iteration 65Q (5164.950000 sec): 3 clusters Score: Raw -586514.936037 + Penalty 4088.015414 = -582426.920623 nChanged 15 SP:Iteration 66Q (5164.970000 sec): 3 clusters Score: Raw -586519.842781 + Penalty 4088.015414 = -582431.827367 nChanged 6 SP:Iteration 67Q (5164.990000 sec): 3 clusters Score: Raw -586522.465779 + Penalty 4088.015414 = -582434.450365 nChanged 8 SP:Iteration 68Q (5165.010000 sec): 3 clusters Score: Raw -586525.399010 + Penalty 4088.015414 = -582437.383596 nChanged 6 SP:Iteration 69Q (5165.030000 sec): 3 clusters Score: Raw -586528.195322 + Penalty 4088.015414 = -582440.179908 nChanged 5 SP:Iteration 70Q (5165.050000 sec): 3 clusters Score: Raw -586530.167969 + Penalty 4088.015414 = -582442.152555 nChanged 4 SP:Iteration 71Q (5165.070000 sec): 3 clusters Score: Raw -586532.171453 + Penalty 4088.015414 = -582444.156039 nChanged 3 SP:Iteration 72Q (5165.080000 sec): 3 clusters Score: Raw -586533.213817 + Penalty 4088.015414 = -582445.198403 nChanged 2 SP:Iteration 73Q (5165.100000 sec): 3 clusters Score: Raw -586533.825556 + Penalty 4088.015414 = -582445.810142 nChanged 3 SP:Iteration 74Q (5165.120000 sec): 3 clusters Score: Raw -586534.696000 + Penalty 4088.015414 = -582446.680586 nChanged 1 SP:Iteration 75Q (5165.140000 sec): 3 clusters Score: Raw -586534.835791 + Penalty 4088.015414 = -582446.820377 nChanged 1 SP:Iteration 76Q (5165.160000 sec): 3 clusters Score: Raw -586535.045052 + Penalty 4088.015414 = -582447.029638 nChanged 2 SP:Iteration 77Q (5165.170000 sec): 3 clusters Score: Raw -586535.444691 + Penalty 4088.015414 = -582447.429277 nChanged 1 SP:Iteration 78Q (5165.190000 sec): 3 clusters Score: Raw -586535.645933 + Penalty 4088.015414 = -582447.630519 nChanged 1 SP:Iteration 79Q (5165.210000 sec): 3 clusters Score: Raw -586535.726527 + Penalty 4088.015414 = -582447.711113 nChanged 0 SP:Iteration 80F (5165.230000 sec): 3 clusters Score: Raw -586535.726527 + Penalty 4088.015414 = -582447.711113 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.240000 sec): 2 clusters Score: Raw -79824.163651 + Penalty 1549.993860 = -78274.169791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.240000 sec): 3 clusters Score: Raw -79806.955673 + Penalty 3099.987720 = -76706.967953 nChanged 86 SP:Iteration 1F (5165.240000 sec): 3 clusters Score: Raw -80008.387915 + Penalty 3099.987720 = -76908.400195 nChanged 28 SP:Iteration 2F (5165.250000 sec): 3 clusters Score: Raw -80069.396065 + Penalty 3099.987720 = -76969.408345 nChanged 9 SP:Iteration 3Q (5165.250000 sec): 3 clusters Score: Raw -80092.566769 + Penalty 3099.987720 = -76992.579049 nChanged 4 SP:Iteration 4Q (5165.250000 sec): 3 clusters Score: Raw -80099.336125 + Penalty 3099.987720 = -76999.348405 nChanged 2 SP:Iteration 5Q (5165.250000 sec): 3 clusters Score: Raw -80103.665551 + Penalty 3099.987720 = -77003.677831 nChanged 0 SP:Iteration 6F (5165.260000 sec): 3 clusters Score: Raw -80103.665551 + Penalty 3099.987720 = -77003.677831 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.260000 sec): 2 clusters Score: Raw -43139.243596 + Penalty 1407.834943 = -41731.408653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.260000 sec): 3 clusters Score: Raw -43280.977274 + Penalty 2815.669886 = -40465.307388 nChanged 25 SP:Iteration 1F (5165.260000 sec): 3 clusters Score: Raw -43437.719169 + Penalty 2815.669886 = -40622.049283 nChanged 16 SP:Iteration 2F (5165.270000 sec): 3 clusters Score: Raw -43524.142280 + Penalty 2815.669886 = -40708.472394 nChanged 9 SP:Iteration 3Q (5165.270000 sec): 3 clusters Score: Raw -43566.611488 + Penalty 2815.669886 = -40750.941602 nChanged 3 SP:Iteration 4Q (5165.270000 sec): 3 clusters Score: Raw -43578.651431 + Penalty 2815.669886 = -40762.981545 nChanged 1 SP:Iteration 5Q (5165.270000 sec): 3 clusters Score: Raw -43581.933031 + Penalty 2815.669886 = -40766.263145 nChanged 0 SP:Iteration 6F (5165.270000 sec): 3 clusters Score: Raw -43581.933031 + Penalty 2815.669886 = -40766.263145 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 32 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.270000 sec): 2 clusters Score: Raw -28196.050946 + Penalty 1316.450389 = -26879.600557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.270000 sec): 3 clusters Score: Raw -28341.573624 + Penalty 2632.900778 = -25708.672846 nChanged 13 SP:Iteration 1F (5165.280000 sec): 3 clusters Score: Raw -28404.891291 + Penalty 2632.900778 = -25771.990513 nChanged 4 SP:Iteration 2Q (5165.280000 sec): 3 clusters Score: Raw -28436.954871 + Penalty 2632.900778 = -25804.054093 nChanged 3 SP:Iteration 3Q (5165.280000 sec): 3 clusters Score: Raw -28456.032725 + Penalty 2632.900778 = -25823.131947 nChanged 0 SP:Iteration 4F (5165.280000 sec): 3 clusters Score: Raw -28456.032725 + Penalty 2632.900778 = -25823.131947 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.290000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.290000 sec): 3 clusters Score: Raw -67595.024603 + Penalty 3110.410262 = -64484.614341 nChanged 134 SP:Iteration 1F (5165.290000 sec): 3 clusters Score: Raw -68092.584689 + Penalty 3110.410262 = -64982.174427 nChanged 42 SP:Iteration 2F (5165.290000 sec): 3 clusters Score: Raw -68332.518108 + Penalty 3110.410262 = -65222.107846 nChanged 14 SP:Iteration 3Q (5165.300000 sec): 3 clusters Score: Raw -68376.053024 + Penalty 3110.410262 = -65265.642761 nChanged 7 SP:Iteration 4Q (5165.300000 sec): 3 clusters Score: Raw -68401.109946 + Penalty 3110.410262 = -65290.699683 nChanged 6 SP:Iteration 5Q (5165.300000 sec): 3 clusters Score: Raw -68481.378189 + Penalty 3110.410262 = -65370.967927 nChanged 5 SP:Iteration 6Q (5165.300000 sec): 3 clusters Score: Raw -68506.920816 + Penalty 3110.410262 = -65396.510554 nChanged 4 SP:Iteration 7Q (5165.310000 sec): 3 clusters Score: Raw -68527.027386 + Penalty 3110.410262 = -65416.617124 nChanged 6 SP:Iteration 8Q (5165.310000 sec): 3 clusters Score: Raw -68543.398361 + Penalty 3110.410262 = -65432.988099 nChanged 1 SP:Iteration 9Q (5165.310000 sec): 3 clusters Score: Raw -68544.374462 + Penalty 3110.410262 = -65433.964199 nChanged 0 SP:Iteration 10F (5165.310000 sec): 3 clusters Score: Raw -68544.374462 + Penalty 3110.410262 = -65433.964199 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.320000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.330000 sec): 3 clusters Score: Raw -295449.468031 + Penalty 3749.799911 = -291699.668120 nChanged 621 SP:Iteration 1F (5165.340000 sec): 3 clusters Score: Raw -295946.406043 + Penalty 3749.799911 = -292196.606132 nChanged 144 SP:Iteration 2F (5165.350000 sec): 3 clusters Score: Raw -296087.904408 + Penalty 3749.799911 = -292338.104498 nChanged 81 SP:Iteration 3Q (5165.360000 sec): 3 clusters Score: Raw -296183.903466 + Penalty 3749.799911 = -292434.103556 nChanged 65 SP:Iteration 4Q (5165.370000 sec): 3 clusters Score: Raw -296267.050425 + Penalty 3749.799911 = -292517.250514 nChanged 66 SP:Iteration 5Q (5165.380000 sec): 3 clusters Score: Raw -296339.970885 + Penalty 3749.799911 = -292590.170974 nChanged 48 SP:Iteration 6Q (5165.390000 sec): 3 clusters Score: Raw -296378.711000 + Penalty 3749.799911 = -292628.911089 nChanged 34 SP:Iteration 7Q (5165.400000 sec): 3 clusters Score: Raw -296405.563593 + Penalty 3749.799911 = -292655.763683 nChanged 28 SP:Iteration 8Q (5165.410000 sec): 3 clusters Score: Raw -296437.572026 + Penalty 3749.799911 = -292687.772116 nChanged 29 SP:Iteration 9Q (5165.420000 sec): 3 clusters Score: Raw -296465.424213 + Penalty 3749.799911 = -292715.624303 nChanged 33 SP:Iteration 10Q (5165.430000 sec): 3 clusters Score: Raw -296496.001136 + Penalty 3749.799911 = -292746.201225 nChanged 27 SP:Iteration 11Q (5165.440000 sec): 3 clusters Score: Raw -296512.488246 + Penalty 3749.799911 = -292762.688335 nChanged 15 SP:Iteration 12Q (5165.450000 sec): 3 clusters Score: Raw -296523.037184 + Penalty 3749.799911 = -292773.237273 nChanged 17 SP:Iteration 13Q (5165.460000 sec): 3 clusters Score: Raw -296532.314132 + Penalty 3749.799911 = -292782.514222 nChanged 8 SP:Iteration 14Q (5165.470000 sec): 3 clusters Score: Raw -296537.255590 + Penalty 3749.799911 = -292787.455679 nChanged 5 SP:Iteration 15Q (5165.470000 sec): 3 clusters Score: Raw -296541.552943 + Penalty 3749.799911 = -292791.753032 nChanged 6 SP:Iteration 16Q (5165.480000 sec): 3 clusters Score: Raw -296548.579726 + Penalty 3749.799911 = -292798.779815 nChanged 5 SP:Iteration 17Q (5165.490000 sec): 3 clusters Score: Raw -296553.336447 + Penalty 3749.799911 = -292803.536536 nChanged 6 SP:Iteration 18Q (5165.500000 sec): 3 clusters Score: Raw -296557.301451 + Penalty 3749.799911 = -292807.501540 nChanged 4 SP:Iteration 19Q (5165.510000 sec): 3 clusters Score: Raw -296559.779249 + Penalty 3749.799911 = -292809.979339 nChanged 3 SP:Iteration 20F (5165.520000 sec): 3 clusters Score: Raw -296563.349778 + Penalty 3749.799911 = -292813.549867 nChanged 10 SP:Iteration 21Q (5165.530000 sec): 3 clusters Score: Raw -296568.920304 + Penalty 3749.799911 = -292819.120394 nChanged 3 SP:Iteration 22Q (5165.540000 sec): 3 clusters Score: Raw -296570.324962 + Penalty 3749.799911 = -292820.525051 nChanged 4 SP:Iteration 23Q (5165.550000 sec): 3 clusters Score: Raw -296571.974705 + Penalty 3749.799911 = -292822.174794 nChanged 3 SP:Iteration 24Q (5165.560000 sec): 3 clusters Score: Raw -296573.374785 + Penalty 3749.799911 = -292823.574874 nChanged 3 SP:Iteration 25Q (5165.570000 sec): 3 clusters Score: Raw -296574.524331 + Penalty 3749.799911 = -292824.724420 nChanged 1 SP:Iteration 26Q (5165.570000 sec): 3 clusters Score: Raw -296577.732794 + Penalty 3749.799911 = -292827.932884 nChanged 5 SP:Iteration 27Q (5165.590000 sec): 3 clusters Score: Raw -296582.382642 + Penalty 3749.799911 = -292832.582731 nChanged 7 SP:Iteration 28Q (5165.590000 sec): 3 clusters Score: Raw -296587.198954 + Penalty 3749.799911 = -292837.399043 nChanged 6 SP:Iteration 29Q (5165.600000 sec): 3 clusters Score: Raw -296590.883753 + Penalty 3749.799911 = -292841.083843 nChanged 1 SP:Iteration 30Q (5165.610000 sec): 3 clusters Score: Raw -296591.611184 + Penalty 3749.799911 = -292841.811273 nChanged 2 SP:Iteration 31Q (5165.620000 sec): 3 clusters Score: Raw -296592.380099 + Penalty 3749.799911 = -292842.580188 nChanged 0 SP:Iteration 32F (5165.630000 sec): 3 clusters Score: Raw -296592.380099 + Penalty 3749.799911 = -292842.580188 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.630000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.640000 sec): 3 clusters Score: Raw -78144.074659 + Penalty 3086.397829 = -75057.676830 nChanged 83 SP:Iteration 1F (5165.640000 sec): 3 clusters Score: Raw -78276.837739 + Penalty 3086.397829 = -75190.439911 nChanged 17 SP:Iteration 2Q (5165.640000 sec): 3 clusters Score: Raw -78306.126299 + Penalty 3086.397829 = -75219.728470 nChanged 4 SP:Iteration 3Q (5165.650000 sec): 3 clusters Score: Raw -78316.603499 + Penalty 3086.397829 = -75230.205670 nChanged 0 SP:Iteration 4F (5165.650000 sec): 3 clusters Score: Raw -78316.603499 + Penalty 3086.397829 = -75230.205670 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.650000 sec): 2 clusters Score: Raw -72754.043977 + Penalty 1547.588410 = -71206.455568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.660000 sec): 3 clusters Score: Raw -72788.299236 + Penalty 3095.176819 = -69693.122417 nChanged 108 SP:Iteration 1F (5165.660000 sec): 3 clusters Score: Raw -72979.279377 + Penalty 3095.176819 = -69884.102558 nChanged 23 SP:Iteration 2Q (5165.660000 sec): 3 clusters Score: Raw -73012.988659 + Penalty 3095.176819 = -69917.811840 nChanged 4 SP:Iteration 3Q (5165.670000 sec): 3 clusters Score: Raw -73018.892168 + Penalty 3095.176819 = -69923.715348 nChanged 6 SP:Iteration 4Q (5165.670000 sec): 3 clusters Score: Raw -73030.464764 + Penalty 3095.176819 = -69935.287944 nChanged 3 SP:Iteration 5Q (5165.670000 sec): 3 clusters Score: Raw -73033.969689 + Penalty 3095.176819 = -69938.792870 nChanged 2 SP:Iteration 6Q (5165.670000 sec): 3 clusters Score: Raw -73036.337750 + Penalty 3095.176819 = -69941.160930 nChanged 1 SP:Iteration 7Q (5165.670000 sec): 3 clusters Score: Raw -73039.103854 + Penalty 3095.176819 = -69943.927035 nChanged 2 SP:Iteration 8Q (5165.680000 sec): 3 clusters Score: Raw -73040.816141 + Penalty 3095.176819 = -69945.639322 nChanged 0 SP:Iteration 9F (5165.680000 sec): 3 clusters Score: Raw -73040.816141 + Penalty 3095.176819 = -69945.639322 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.680000 sec): 2 clusters Score: Raw -14556.158856 + Penalty 1165.719131 = -13390.439725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.680000 sec): 3 clusters Score: Raw -14955.923506 + Penalty 2331.438261 = -12624.485244 nChanged 3 SP:Iteration 1Q (5165.690000 sec): 3 clusters Score: Raw -14983.152519 + Penalty 2331.438261 = -12651.714258 nChanged 0 SP:Iteration 2F (5165.690000 sec): 3 clusters Score: Raw -14983.152519 + Penalty 2331.438261 = -12651.714258 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 38 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.690000 sec): 2 clusters Score: Raw -50231.749544 + Penalty 1458.372181 = -48773.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.690000 sec): 3 clusters Score: Raw -50339.161448 + Penalty 2916.744361 = -47422.417087 nChanged 51 SP:Iteration 1F (5165.690000 sec): 3 clusters Score: Raw -50502.411169 + Penalty 2916.744361 = -47585.666807 nChanged 15 SP:Iteration 2Q (5165.690000 sec): 3 clusters Score: Raw -50570.636554 + Penalty 2916.744361 = -47653.892193 nChanged 5 SP:Iteration 3Q (5165.700000 sec): 3 clusters Score: Raw -50612.117046 + Penalty 2916.744361 = -47695.372685 nChanged 3 SP:Iteration 4Q (5165.700000 sec): 3 clusters Score: Raw -50642.712374 + Penalty 2916.744361 = -47725.968013 nChanged 3 SP:Iteration 5Q (5165.700000 sec): 3 clusters Score: Raw -50675.504847 + Penalty 2916.744361 = -47758.760486 nChanged 4 SP:Iteration 6Q (5165.700000 sec): 3 clusters Score: Raw -50689.741833 + Penalty 2916.744361 = -47772.997471 nChanged 8 SP:Iteration 7Q (5165.700000 sec): 3 clusters Score: Raw -50724.648865 + Penalty 2916.744361 = -47807.904504 nChanged 6 SP:Iteration 8Q (5165.710000 sec): 3 clusters Score: Raw -50748.135454 + Penalty 2916.744361 = -47831.391093 nChanged 4 SP:Iteration 9Q (5165.710000 sec): 3 clusters Score: Raw -50761.442265 + Penalty 2916.744361 = -47844.697904 nChanged 2 SP:Iteration 10Q (5165.710000 sec): 3 clusters Score: Raw -50768.221784 + Penalty 2916.744361 = -47851.477423 nChanged 0 SP:Iteration 11F (5165.710000 sec): 3 clusters Score: Raw -50768.221784 + Penalty 2916.744361 = -47851.477423 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 39 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.710000 sec): 2 clusters Score: Raw -16439.954186 + Penalty 1197.421807 = -15242.532379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.710000 sec): 3 clusters Score: Raw -16783.980403 + Penalty 2394.843614 = -14389.136789 nChanged 4 SP:Iteration 1Q (5165.710000 sec): 3 clusters Score: Raw -16818.258450 + Penalty 2394.843614 = -14423.414836 nChanged 0 SP:Iteration 2F (5165.720000 sec): 3 clusters Score: Raw -16818.258450 + Penalty 2394.843614 = -14423.414836 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.720000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.730000 sec): 3 clusters Score: Raw -79574.018067 + Penalty 3111.346995 = -76462.671072 nChanged 98 SP:Iteration 1F (5165.730000 sec): 3 clusters Score: Raw -79757.780329 + Penalty 3111.346995 = -76646.433334 nChanged 14 SP:Iteration 2Q (5165.730000 sec): 3 clusters Score: Raw -79783.961899 + Penalty 3111.346995 = -76672.614904 nChanged 11 SP:Iteration 3Q (5165.730000 sec): 3 clusters Score: Raw -79803.139571 + Penalty 3111.346995 = -76691.792576 nChanged 3 SP:Iteration 4Q (5165.730000 sec): 3 clusters Score: Raw -79809.298020 + Penalty 3111.346995 = -76697.951024 nChanged 3 SP:Iteration 5Q (5165.740000 sec): 3 clusters Score: Raw -79814.513975 + Penalty 3111.346995 = -76703.166980 nChanged 0 SP:Iteration 6F (5165.740000 sec): 3 clusters Score: Raw -79814.513975 + Penalty 3111.346995 = -76703.166980 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.750000 sec): 2 clusters Score: Raw -22753.772348 + Penalty 1276.578630 = -21477.193717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.750000 sec): 3 clusters Score: Raw -22968.995395 + Penalty 2553.157260 = -20415.838135 nChanged 7 SP:Iteration 1Q (5165.750000 sec): 3 clusters Score: Raw -23001.415837 + Penalty 2553.157260 = -20448.258577 nChanged 3 SP:Iteration 2Q (5165.750000 sec): 3 clusters Score: Raw -23017.274572 + Penalty 2553.157260 = -20464.117311 nChanged 1 SP:Iteration 3Q (5165.750000 sec): 3 clusters Score: Raw -23027.202724 + Penalty 2553.157260 = -20474.045463 nChanged 1 SP:Iteration 4Q (5165.750000 sec): 3 clusters Score: Raw -23036.397872 + Penalty 2553.157260 = -20483.240611 nChanged 1 SP:Iteration 5Q (5165.750000 sec): 3 clusters Score: Raw -23040.158736 + Penalty 2553.157260 = -20487.001475 nChanged 0 SP:Iteration 6F (5165.750000 sec): 3 clusters Score: Raw -23040.158736 + Penalty 2553.157260 = -20487.001475 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 42 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.750000 sec): 2 clusters Score: Raw -28915.244581 + Penalty 1312.739597 = -27602.504985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.750000 sec): 3 clusters Score: Raw -29083.997198 + Penalty 2625.479193 = -26458.518005 nChanged 8 SP:Iteration 1Q (5165.760000 sec): 3 clusters Score: Raw -29113.518281 + Penalty 2625.479193 = -26488.039088 nChanged 2 SP:Iteration 2Q (5165.760000 sec): 3 clusters Score: Raw -29121.945345 + Penalty 2625.479193 = -26496.466152 nChanged 0 SP:Iteration 3F (5165.760000 sec): 3 clusters Score: Raw -29121.945345 + Penalty 2625.479193 = -26496.466152 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 43 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.760000 sec): 2 clusters Score: Raw -19001.491108 + Penalty 1249.164245 = -17752.326863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.760000 sec): 3 clusters Score: Raw -19622.693082 + Penalty 2498.328491 = -17124.364591 nChanged 19 SP:Iteration 1F (5165.760000 sec): 3 clusters Score: Raw -19827.690088 + Penalty 2498.328491 = -17329.361597 nChanged 7 SP:Iteration 2Q (5165.770000 sec): 3 clusters Score: Raw -19868.038857 + Penalty 2498.328491 = -17369.710366 nChanged 3 SP:Iteration 3Q (5165.770000 sec): 3 clusters Score: Raw -19885.510253 + Penalty 2498.328491 = -17387.181763 nChanged 3 SP:Iteration 4Q (5165.770000 sec): 3 clusters Score: Raw -19911.542882 + Penalty 2498.328491 = -17413.214391 nChanged 2 SP:Iteration 5Q (5165.770000 sec): 3 clusters Score: Raw -19929.493169 + Penalty 2498.328491 = -17431.164678 nChanged 2 SP:Iteration 6Q (5165.770000 sec): 3 clusters Score: Raw -19940.490320 + Penalty 2498.328491 = -17442.161829 nChanged 0 SP:Iteration 7F (5165.770000 sec): 3 clusters Score: Raw -19940.490320 + Penalty 2498.328491 = -17442.161829 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 44 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.770000 sec): 2 clusters Score: Raw -17380.048073 + Penalty 1195.429828 = -16184.618245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.770000 sec): 3 clusters Score: Raw -17657.132053 + Penalty 2390.859657 = -15266.272396 nChanged 2 SP:Iteration 1Q (5165.770000 sec): 3 clusters Score: Raw -17869.169317 + Penalty 2390.859657 = -15478.309660 nChanged 1 SP:Iteration 2Q (5165.770000 sec): 3 clusters Score: Raw -17883.310958 + Penalty 2390.859657 = -15492.451302 nChanged 2 SP:Iteration 3Q (5165.770000 sec): 3 clusters Score: Raw -17903.063474 + Penalty 2390.859657 = -15512.203818 nChanged 0 SP:Iteration 4F (5165.770000 sec): 3 clusters Score: Raw -17903.063474 + Penalty 2390.859657 = -15512.203818 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.780000 sec): 2 clusters Score: Raw -24955.752360 + Penalty 1282.280031 = -23673.472329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.780000 sec): 3 clusters Score: Raw -25153.075103 + Penalty 2564.560062 = -22588.515041 nChanged 9 SP:Iteration 1F (5165.780000 sec): 3 clusters Score: Raw -25214.536971 + Penalty 2564.560062 = -22649.976909 nChanged 1 SP:Iteration 2Q (5165.780000 sec): 3 clusters Score: Raw -25217.994936 + Penalty 2564.560062 = -22653.434874 nChanged 0 SP:Iteration 3F (5165.780000 sec): 3 clusters Score: Raw -25217.994936 + Penalty 2564.560062 = -22653.434874 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.790000 sec): 2 clusters Score: Raw -23308.020543 + Penalty 1286.471680 = -22021.548863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.790000 sec): 3 clusters Score: Raw -23526.667059 + Penalty 2572.943360 = -20953.723699 nChanged 11 SP:Iteration 1F (5165.790000 sec): 3 clusters Score: Raw -23579.797214 + Penalty 2572.943360 = -21006.853855 nChanged 4 SP:Iteration 2Q (5165.790000 sec): 3 clusters Score: Raw -23595.702011 + Penalty 2572.943360 = -21022.758651 nChanged 1 SP:Iteration 3Q (5165.790000 sec): 3 clusters Score: Raw -23599.419312 + Penalty 2572.943360 = -21026.475953 nChanged 1 SP:Iteration 4Q (5165.790000 sec): 3 clusters Score: Raw -23617.546719 + Penalty 2572.943360 = -21044.603359 nChanged 1 SP:Iteration 5Q (5165.790000 sec): 3 clusters Score: Raw -23620.391999 + Penalty 2572.943360 = -21047.448639 nChanged 0 SP:Iteration 6F (5165.790000 sec): 3 clusters Score: Raw -23620.391999 + Penalty 2572.943360 = -21047.448639 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.800000 sec): 2 clusters Score: Raw -29548.567953 + Penalty 1315.219617 = -28233.348335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.800000 sec): 3 clusters Score: Raw -29711.887369 + Penalty 2630.439234 = -27081.448135 nChanged 13 SP:Iteration 1F (5165.800000 sec): 3 clusters Score: Raw -29763.212807 + Penalty 2630.439234 = -27132.773572 nChanged 3 SP:Iteration 2Q (5165.800000 sec): 3 clusters Score: Raw -29773.857743 + Penalty 2630.439234 = -27143.418508 nChanged 1 SP:Iteration 3Q (5165.800000 sec): 3 clusters Score: Raw -29775.378609 + Penalty 2630.439234 = -27144.939374 nChanged 0 SP:Iteration 4F (5165.800000 sec): 3 clusters Score: Raw -29775.378609 + Penalty 2630.439234 = -27144.939374 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 48 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.810000 sec): 2 clusters Score: Raw -9742.099966 + Penalty 1107.545213 = -8634.554752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.810000 sec): 3 clusters Score: Raw -10206.958584 + Penalty 2215.090427 = -7991.868158 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 49 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.810000 sec): 2 clusters Score: Raw -19574.567222 + Penalty 1220.155270 = -18354.411952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.810000 sec): 3 clusters Score: Raw -19853.213491 + Penalty 2440.310539 = -17412.902952 nChanged 5 SP:Iteration 1Q (5165.810000 sec): 3 clusters Score: Raw -19900.274968 + Penalty 2440.310539 = -17459.964429 nChanged 1 SP:Iteration 2Q (5165.810000 sec): 3 clusters Score: Raw -19910.038674 + Penalty 2440.310539 = -17469.728135 nChanged 1 SP:Iteration 3Q (5165.810000 sec): 3 clusters Score: Raw -19920.446111 + Penalty 2440.310539 = -17480.135572 nChanged 1 SP:Iteration 4Q (5165.810000 sec): 3 clusters Score: Raw -19928.616504 + Penalty 2440.310539 = -17488.305965 nChanged 0 SP:Iteration 5F (5165.810000 sec): 3 clusters Score: Raw -19928.616504 + Penalty 2440.310539 = -17488.305965 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.820000 sec): 2 clusters Score: Raw -11613.851128 + Penalty 1086.742605 = -10527.108523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.820000 sec): 3 clusters Score: Raw -12041.309164 + Penalty 2173.485211 = -9867.823954 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 51 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5165.830000 sec): 2 clusters Score: Raw -39280.741313 + Penalty 1392.055770 = -37888.685543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5165.830000 sec): 3 clusters Score: Raw -39397.674629 + Penalty 2784.111541 = -36613.563089 nChanged 24 SP:Iteration 1F (5165.830000 sec): 3 clusters Score: Raw -39478.210870 + Penalty 2784.111541 = -36694.099329 nChanged 3 SP:Iteration 2Q (5165.830000 sec): 3 clusters Score: Raw -39489.732873 + Penalty 2784.111541 = -36705.621332 nChanged 1 SP:Iteration 3Q (5165.830000 sec): 3 clusters Score: Raw -39493.469507 + Penalty 2784.111541 = -36709.357966 nChanged 1 SP:Iteration 4Q (5165.840000 sec): 3 clusters Score: Raw -39496.022376 + Penalty 2784.111541 = -36711.910835 nChanged 0 SP:Iteration 5F (5165.840000 sec): 3 clusters Score: Raw -39496.022376 + Penalty 2784.111541 = -36711.910835 nChanged 0 Iteration 243F (5226.950000 sec): 53 clusters Score: Raw -99358903.254843 + Penalty 172619.918937 = -99186283.335906 nChanged 0 Compute initial score before splitting: Score: Raw -99358903.254843 + Penalty 172619.918937 = -99186283.335906 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 1 (28848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5227.120000 sec): 2 clusters Score: Raw -4556248.098531 + Penalty 2546.909394 = -4553701.189137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5227.270000 sec): 3 clusters Score: Raw -4539035.293515 + Penalty 5093.818789 = -4533941.474726 nChanged 13008 SP:Iteration 1F (5227.420000 sec): 3 clusters Score: Raw -4546036.642637 + Penalty 5093.818789 = -4540942.823848 nChanged 1503 SP:Iteration 2F (5227.560000 sec): 3 clusters Score: Raw -4546608.178481 + Penalty 5093.818789 = -4541514.359692 nChanged 1416 SP:Iteration 3Q (5227.710000 sec): 3 clusters Score: Raw -4547215.231135 + Penalty 5093.818789 = -4542121.412346 nChanged 1551 SP:Iteration 4F (5227.860000 sec): 3 clusters Score: Raw -4547972.537286 + Penalty 5093.818789 = -4542878.718497 nChanged 1707 SP:Iteration 5F (5228.000000 sec): 3 clusters Score: Raw -4548994.180154 + Penalty 5093.818789 = -4543900.361365 nChanged 1894 SP:Iteration 6F (5228.150000 sec): 3 clusters Score: Raw -4550308.251837 + Penalty 5093.818789 = -4545214.433048 nChanged 1971 SP:Iteration 7F (5228.300000 sec): 3 clusters Score: Raw -4551830.372984 + Penalty 5093.818789 = -4546736.554195 nChanged 1822 SP:Iteration 8F (5228.440000 sec): 3 clusters Score: Raw -4553308.479351 + Penalty 5093.818789 = -4548214.660563 nChanged 1447 SP:Iteration 9F (5228.590000 sec): 3 clusters Score: Raw -4554491.369266 + Penalty 5093.818789 = -4549397.550477 nChanged 973 SP:Iteration 10Q (5228.740000 sec): 3 clusters Score: Raw -4555250.976646 + Penalty 5093.818789 = -4550157.157857 nChanged 642 SP:Iteration 11Q (5228.880000 sec): 3 clusters Score: Raw -4555752.659419 + Penalty 5093.818789 = -4550658.840630 nChanged 418 SP:Iteration 12Q (5229.020000 sec): 3 clusters Score: Raw -4556088.838251 + Penalty 5093.818789 = -4550995.019462 nChanged 245 SP:Iteration 13Q (5229.150000 sec): 3 clusters Score: Raw -4556295.133406 + Penalty 5093.818789 = -4551201.314617 nChanged 149 SP:Iteration 14Q (5229.280000 sec): 3 clusters Score: Raw -4556423.947782 + Penalty 5093.818789 = -4551330.128993 nChanged 85 SP:Iteration 15Q (5229.400000 sec): 3 clusters Score: Raw -4556496.340583 + Penalty 5093.818789 = -4551402.521794 nChanged 47 SP:Iteration 16Q (5229.520000 sec): 3 clusters Score: Raw -4556539.698505 + Penalty 5093.818789 = -4551445.879716 nChanged 34 SP:Iteration 17Q (5229.630000 sec): 3 clusters Score: Raw -4556574.755644 + Penalty 5093.818789 = -4551480.936855 nChanged 29 SP:Iteration 18Q (5229.750000 sec): 3 clusters Score: Raw -4556604.103138 + Penalty 5093.818789 = -4551510.284349 nChanged 17 SP:Iteration 19Q (5229.860000 sec): 3 clusters Score: Raw -4556619.902988 + Penalty 5093.818789 = -4551526.084200 nChanged 11 SP:Iteration 20F (5230.000000 sec): 3 clusters Score: Raw -4556632.363792 + Penalty 5093.818789 = -4551538.545003 nChanged 7 SP:Iteration 21Q (5230.120000 sec): 3 clusters Score: Raw -4556636.965868 + Penalty 5093.818789 = -4551543.147079 nChanged 3 SP:Iteration 22Q (5230.230000 sec): 3 clusters Score: Raw -4556638.820775 + Penalty 5093.818789 = -4551545.001986 nChanged 3 SP:Iteration 23Q (5230.340000 sec): 3 clusters Score: Raw -4556641.809165 + Penalty 5093.818789 = -4551547.990376 nChanged 3 SP:Iteration 24Q (5230.450000 sec): 3 clusters Score: Raw -4556645.068261 + Penalty 5093.818789 = -4551551.249472 nChanged 3 SP:Iteration 25Q (5230.560000 sec): 3 clusters Score: Raw -4556647.857769 + Penalty 5093.818789 = -4551554.038980 nChanged 2 SP:Iteration 26Q (5230.670000 sec): 3 clusters Score: Raw -4556648.873325 + Penalty 5093.818789 = -4551555.054536 nChanged 0 SP:Iteration 27F (5230.820000 sec): 3 clusters Score: Raw -4556648.873325 + Penalty 5093.818789 = -4551555.054536 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 2 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5230.840000 sec): 2 clusters Score: Raw -17357.909693 + Penalty 1193.421720 = -16164.487973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5230.840000 sec): 3 clusters Score: Raw -17810.773921 + Penalty 2386.843440 = -15423.930481 nChanged 5 SP:Iteration 1Q (5230.840000 sec): 3 clusters Score: Raw -17895.629418 + Penalty 2386.843440 = -15508.785978 nChanged 0 SP:Iteration 2F (5230.840000 sec): 3 clusters Score: Raw -17895.629418 + Penalty 2386.843440 = -15508.785978 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 3 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5230.860000 sec): 2 clusters Score: Raw -726423.886576 + Penalty 2098.863507 = -724325.023069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5230.880000 sec): 3 clusters Score: Raw -724170.914172 + Penalty 4197.727014 = -719973.187158 nChanged 1787 SP:Iteration 1F (5230.910000 sec): 3 clusters Score: Raw -725360.862739 + Penalty 4197.727014 = -721163.135725 nChanged 433 SP:Iteration 2F (5230.930000 sec): 3 clusters Score: Raw -725790.206938 + Penalty 4197.727014 = -721592.479924 nChanged 358 SP:Iteration 3F (5230.960000 sec): 3 clusters Score: Raw -726131.897348 + Penalty 4197.727014 = -721934.170334 nChanged 326 SP:Iteration 4F (5230.980000 sec): 3 clusters Score: Raw -726429.002760 + Penalty 4197.727014 = -722231.275746 nChanged 281 SP:Iteration 5F (5231.000000 sec): 3 clusters Score: Raw -726666.151664 + Penalty 4197.727014 = -722468.424650 nChanged 223 SP:Iteration 6Q (5231.020000 sec): 3 clusters Score: Raw -726848.587205 + Penalty 4197.727014 = -722650.860191 nChanged 170 SP:Iteration 7Q (5231.050000 sec): 3 clusters Score: Raw -726987.337758 + Penalty 4197.727014 = -722789.610744 nChanged 123 SP:Iteration 8Q (5231.070000 sec): 3 clusters Score: Raw -727082.822727 + Penalty 4197.727014 = -722885.095713 nChanged 95 SP:Iteration 9Q (5231.100000 sec): 3 clusters Score: Raw -727159.558842 + Penalty 4197.727014 = -722961.831828 nChanged 79 SP:Iteration 10Q (5231.120000 sec): 3 clusters Score: Raw -727220.522108 + Penalty 4197.727014 = -723022.795093 nChanged 54 SP:Iteration 11Q (5231.140000 sec): 3 clusters Score: Raw -727259.715908 + Penalty 4197.727014 = -723061.988894 nChanged 37 SP:Iteration 12Q (5231.160000 sec): 3 clusters Score: Raw -727286.618912 + Penalty 4197.727014 = -723088.891898 nChanged 41 SP:Iteration 13Q (5231.190000 sec): 3 clusters Score: Raw -727313.132401 + Penalty 4197.727014 = -723115.405387 nChanged 19 SP:Iteration 14Q (5231.210000 sec): 3 clusters Score: Raw -727322.184030 + Penalty 4197.727014 = -723124.457016 nChanged 11 SP:Iteration 15Q (5231.230000 sec): 3 clusters Score: Raw -727328.265570 + Penalty 4197.727014 = -723130.538555 nChanged 7 SP:Iteration 16Q (5231.250000 sec): 3 clusters Score: Raw -727332.318505 + Penalty 4197.727014 = -723134.591491 nChanged 9 SP:Iteration 17Q (5231.280000 sec): 3 clusters Score: Raw -727337.713745 + Penalty 4197.727014 = -723139.986731 nChanged 5 SP:Iteration 18Q (5231.300000 sec): 3 clusters Score: Raw -727341.581875 + Penalty 4197.727014 = -723143.854861 nChanged 4 SP:Iteration 19Q (5231.320000 sec): 3 clusters Score: Raw -727344.472672 + Penalty 4197.727014 = -723146.745658 nChanged 4 SP:Iteration 20F (5231.340000 sec): 3 clusters Score: Raw -727346.789588 + Penalty 4197.727014 = -723149.062574 nChanged 3 SP:Iteration 21Q (5231.370000 sec): 3 clusters Score: Raw -727348.313168 + Penalty 4197.727014 = -723150.586153 nChanged 1 SP:Iteration 22Q (5231.390000 sec): 3 clusters Score: Raw -727348.753966 + Penalty 4197.727014 = -723151.026952 nChanged 0 SP:Iteration 23F (5231.410000 sec): 3 clusters Score: Raw -727348.753966 + Penalty 4197.727014 = -723151.026952 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 4 (4015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5231.430000 sec): 2 clusters Score: Raw -581053.695521 + Penalty 2057.852571 = -578995.842949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5231.450000 sec): 3 clusters Score: Raw -579243.601301 + Penalty 4115.705143 = -575127.896159 nChanged 1479 SP:Iteration 1F (5231.470000 sec): 3 clusters Score: Raw -580198.974284 + Penalty 4115.705143 = -576083.269141 nChanged 373 SP:Iteration 2F (5231.490000 sec): 3 clusters Score: Raw -580570.991229 + Penalty 4115.705143 = -576455.286086 nChanged 329 SP:Iteration 3F (5231.510000 sec): 3 clusters Score: Raw -580971.719587 + Penalty 4115.705143 = -576856.014444 nChanged 340 SP:Iteration 4F (5231.530000 sec): 3 clusters Score: Raw -581330.687043 + Penalty 4115.705143 = -577214.981900 nChanged 253 SP:Iteration 5F (5231.550000 sec): 3 clusters Score: Raw -581579.775111 + Penalty 4115.705143 = -577464.069968 nChanged 182 SP:Iteration 6Q (5231.570000 sec): 3 clusters Score: Raw -581736.068382 + Penalty 4115.705143 = -577620.363239 nChanged 141 SP:Iteration 7Q (5231.590000 sec): 3 clusters Score: Raw -581844.179061 + Penalty 4115.705143 = -577728.473918 nChanged 81 SP:Iteration 8Q (5231.610000 sec): 3 clusters Score: Raw -581903.740491 + Penalty 4115.705143 = -577788.035348 nChanged 68 SP:Iteration 9Q (5231.630000 sec): 3 clusters Score: Raw -581949.363511 + Penalty 4115.705143 = -577833.658368 nChanged 56 SP:Iteration 10Q (5231.650000 sec): 3 clusters Score: Raw -581987.114571 + Penalty 4115.705143 = -577871.409428 nChanged 46 SP:Iteration 11Q (5231.670000 sec): 3 clusters Score: Raw -582014.362876 + Penalty 4115.705143 = -577898.657733 nChanged 31 SP:Iteration 12Q (5231.690000 sec): 3 clusters Score: Raw -582031.871323 + Penalty 4115.705143 = -577916.166180 nChanged 22 SP:Iteration 13Q (5231.710000 sec): 3 clusters Score: Raw -582041.646824 + Penalty 4115.705143 = -577925.941681 nChanged 18 SP:Iteration 14Q (5231.730000 sec): 3 clusters Score: Raw -582049.863127 + Penalty 4115.705143 = -577934.157984 nChanged 19 SP:Iteration 15Q (5231.750000 sec): 3 clusters Score: Raw -582056.850803 + Penalty 4115.705143 = -577941.145660 nChanged 11 SP:Iteration 16Q (5231.770000 sec): 3 clusters Score: Raw -582060.627403 + Penalty 4115.705143 = -577944.922260 nChanged 7 SP:Iteration 17Q (5231.790000 sec): 3 clusters Score: Raw -582062.766272 + Penalty 4115.705143 = -577947.061130 nChanged 2 SP:Iteration 18Q (5231.800000 sec): 3 clusters Score: Raw -582063.225908 + Penalty 4115.705143 = -577947.520766 nChanged 1 SP:Iteration 19Q (5231.820000 sec): 3 clusters Score: Raw -582063.346844 + Penalty 4115.705143 = -577947.641701 nChanged 0 SP:Iteration 20F (5231.840000 sec): 3 clusters Score: Raw -582063.346844 + Penalty 4115.705143 = -577947.641701 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 5 (10847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5231.900000 sec): 2 clusters Score: Raw -1607258.864316 + Penalty 2304.327668 = -1604954.536648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5231.950000 sec): 3 clusters Score: Raw -1601393.913529 + Penalty 4608.655336 = -1596785.258193 nChanged 4536 SP:Iteration 1F (5232.000000 sec): 3 clusters Score: Raw -1603966.498763 + Penalty 4608.655336 = -1599357.843426 nChanged 805 SP:Iteration 2F (5232.060000 sec): 3 clusters Score: Raw -1604499.582518 + Penalty 4608.655336 = -1599890.927182 nChanged 711 SP:Iteration 3F (5232.110000 sec): 3 clusters Score: Raw -1604979.209250 + Penalty 4608.655336 = -1600370.553914 nChanged 661 SP:Iteration 4F (5232.170000 sec): 3 clusters Score: Raw -1605464.782084 + Penalty 4608.655336 = -1600856.126748 nChanged 611 SP:Iteration 5F (5232.220000 sec): 3 clusters Score: Raw -1605963.213736 + Penalty 4608.655336 = -1601354.558400 nChanged 590 SP:Iteration 6F (5232.280000 sec): 3 clusters Score: Raw -1606435.733119 + Penalty 4608.655336 = -1601827.077783 nChanged 520 SP:Iteration 7Q (5232.330000 sec): 3 clusters Score: Raw -1606836.638647 + Penalty 4608.655336 = -1602227.983311 nChanged 455 SP:Iteration 8Q (5232.380000 sec): 3 clusters Score: Raw -1607195.246417 + Penalty 4608.655336 = -1602586.591081 nChanged 427 SP:Iteration 9Q (5232.430000 sec): 3 clusters Score: Raw -1607554.563901 + Penalty 4608.655336 = -1602945.908565 nChanged 351 SP:Iteration 10Q (5232.480000 sec): 3 clusters Score: Raw -1607834.150155 + Penalty 4608.655336 = -1603225.494819 nChanged 299 SP:Iteration 11Q (5232.530000 sec): 3 clusters Score: Raw -1608060.648045 + Penalty 4608.655336 = -1603451.992709 nChanged 257 SP:Iteration 12Q (5232.580000 sec): 3 clusters Score: Raw -1608246.483996 + Penalty 4608.655336 = -1603637.828660 nChanged 192 SP:Iteration 13Q (5232.630000 sec): 3 clusters Score: Raw -1608362.065532 + Penalty 4608.655336 = -1603753.410196 nChanged 148 SP:Iteration 14Q (5232.680000 sec): 3 clusters Score: Raw -1608454.671459 + Penalty 4608.655336 = -1603846.016123 nChanged 130 SP:Iteration 15Q (5232.730000 sec): 3 clusters Score: Raw -1608534.705814 + Penalty 4608.655336 = -1603926.050478 nChanged 100 SP:Iteration 16Q (5232.780000 sec): 3 clusters Score: Raw -1608584.701599 + Penalty 4608.655336 = -1603976.046263 nChanged 72 SP:Iteration 17Q (5232.820000 sec): 3 clusters Score: Raw -1608625.250531 + Penalty 4608.655336 = -1604016.595195 nChanged 56 SP:Iteration 18Q (5232.870000 sec): 3 clusters Score: Raw -1608649.130897 + Penalty 4608.655336 = -1604040.475561 nChanged 33 SP:Iteration 19Q (5232.910000 sec): 3 clusters Score: Raw -1608663.300926 + Penalty 4608.655336 = -1604054.645589 nChanged 39 SP:Iteration 20F (5232.970000 sec): 3 clusters Score: Raw -1608681.696578 + Penalty 4608.655336 = -1604073.041241 nChanged 36 SP:Iteration 21Q (5233.010000 sec): 3 clusters Score: Raw -1608700.643159 + Penalty 4608.655336 = -1604091.987822 nChanged 32 SP:Iteration 22Q (5233.060000 sec): 3 clusters Score: Raw -1608712.046017 + Penalty 4608.655336 = -1604103.390680 nChanged 20 SP:Iteration 23Q (5233.100000 sec): 3 clusters Score: Raw -1608717.682082 + Penalty 4608.655336 = -1604109.026746 nChanged 10 SP:Iteration 24Q (5233.150000 sec): 3 clusters Score: Raw -1608720.513276 + Penalty 4608.655336 = -1604111.857940 nChanged 9 SP:Iteration 25Q (5233.190000 sec): 3 clusters Score: Raw -1608723.540569 + Penalty 4608.655336 = -1604114.885233 nChanged 8 SP:Iteration 26Q (5233.240000 sec): 3 clusters Score: Raw -1608725.653559 + Penalty 4608.655336 = -1604116.998223 nChanged 5 SP:Iteration 27Q (5233.290000 sec): 3 clusters Score: Raw -1608727.095771 + Penalty 4608.655336 = -1604118.440435 nChanged 8 SP:Iteration 28Q (5233.330000 sec): 3 clusters Score: Raw -1608729.935510 + Penalty 4608.655336 = -1604121.280173 nChanged 5 SP:Iteration 29Q (5233.380000 sec): 3 clusters Score: Raw -1608730.839789 + Penalty 4608.655336 = -1604122.184453 nChanged 4 SP:Iteration 30Q (5233.430000 sec): 3 clusters Score: Raw -1608731.680179 + Penalty 4608.655336 = -1604123.024843 nChanged 3 SP:Iteration 31Q (5233.470000 sec): 3 clusters Score: Raw -1608732.383804 + Penalty 4608.655336 = -1604123.728468 nChanged 5 SP:Iteration 32Q (5233.510000 sec): 3 clusters Score: Raw -1608734.443013 + Penalty 4608.655336 = -1604125.787677 nChanged 6 SP:Iteration 33Q (5233.560000 sec): 3 clusters Score: Raw -1608736.063391 + Penalty 4608.655336 = -1604127.408055 nChanged 2 SP:Iteration 34Q (5233.600000 sec): 3 clusters Score: Raw -1608736.275861 + Penalty 4608.655336 = -1604127.620525 nChanged 2 SP:Iteration 35Q (5233.650000 sec): 3 clusters Score: Raw -1608737.138434 + Penalty 4608.655336 = -1604128.483098 nChanged 2 SP:Iteration 36Q (5233.690000 sec): 3 clusters Score: Raw -1608737.513310 + Penalty 4608.655336 = -1604128.857974 nChanged 1 SP:Iteration 37Q (5233.740000 sec): 3 clusters Score: Raw -1608737.727689 + Penalty 4608.655336 = -1604129.072353 nChanged 1 SP:Iteration 38Q (5233.780000 sec): 3 clusters Score: Raw -1608738.122386 + Penalty 4608.655336 = -1604129.467050 nChanged 1 SP:Iteration 39Q (5233.830000 sec): 3 clusters Score: Raw -1608738.439890 + Penalty 4608.655336 = -1604129.784554 nChanged 0 SP:Iteration 40F (5233.880000 sec): 3 clusters Score: Raw -1608738.439890 + Penalty 4608.655336 = -1604129.784554 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 6 (225945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5234.950000 sec): 2 clusters Score: Raw -34674089.894644 + Penalty 3057.355628 = -34671032.539016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5236.160000 sec): 3 clusters Score: Raw -34525688.243272 + Penalty 6114.711255 = -34519573.532016 nChanged 108712 SP:Iteration 1F (5237.340000 sec): 3 clusters Score: Raw -34590262.631343 + Penalty 6114.711255 = -34584147.920088 nChanged 7678 SP:Iteration 2Q (5238.570000 sec): 3 clusters Score: Raw -34592718.862997 + Penalty 6114.711255 = -34586604.151742 nChanged 9724 SP:Iteration 3Q (5239.780000 sec): 3 clusters Score: Raw -34596913.869969 + Penalty 6114.711255 = -34590799.158714 nChanged 13305 SP:Iteration 4F (5240.960000 sec): 3 clusters Score: Raw -34604654.361358 + Penalty 6114.711255 = -34598539.650103 nChanged 18252 SP:Iteration 5F (5242.130000 sec): 3 clusters Score: Raw -34618663.763903 + Penalty 6114.711255 = -34612549.052647 nChanged 21439 SP:Iteration 6F (5243.310000 sec): 3 clusters Score: Raw -34638552.218500 + Penalty 6114.711255 = -34632437.507245 nChanged 19227 SP:Iteration 7F (5244.480000 sec): 3 clusters Score: Raw -34657946.673025 + Penalty 6114.711255 = -34651831.961769 nChanged 11225 SP:Iteration 8Q (5245.590000 sec): 3 clusters Score: Raw -34668930.462208 + Penalty 6114.711255 = -34662815.750952 nChanged 4222 SP:Iteration 9Q (5246.620000 sec): 3 clusters Score: Raw -34672781.389802 + Penalty 6114.711255 = -34666666.678547 nChanged 1156 SP:Iteration 10Q (5247.530000 sec): 3 clusters Score: Raw -34673802.040579 + Penalty 6114.711255 = -34667687.329324 nChanged 333 SP:Iteration 11Q (5248.400000 sec): 3 clusters Score: Raw -34674125.890266 + Penalty 6114.711255 = -34668011.179010 nChanged 106 SP:Iteration 12Q (5249.230000 sec): 3 clusters Score: Raw -34674241.981324 + Penalty 6114.711255 = -34668127.270068 nChanged 45 SP:Iteration 13Q (5250.070000 sec): 3 clusters Score: Raw -34674300.588372 + Penalty 6114.711255 = -34668185.877117 nChanged 31 SP:Iteration 14Q (5250.900000 sec): 3 clusters Score: Raw -34674345.859885 + Penalty 6114.711255 = -34668231.148630 nChanged 23 SP:Iteration 15Q (5251.730000 sec): 3 clusters Score: Raw -34674374.730283 + Penalty 6114.711255 = -34668260.019027 nChanged 14 SP:Iteration 16Q (5252.550000 sec): 3 clusters Score: Raw -34674391.916342 + Penalty 6114.711255 = -34668277.205087 nChanged 10 SP:Iteration 17Q (5253.370000 sec): 3 clusters Score: Raw -34674403.795663 + Penalty 6114.711255 = -34668289.084407 nChanged 8 SP:Iteration 18Q (5254.200000 sec): 3 clusters Score: Raw -34674414.656916 + Penalty 6114.711255 = -34668299.945661 nChanged 9 SP:Iteration 19Q (5255.020000 sec): 3 clusters Score: Raw -34674424.421318 + Penalty 6114.711255 = -34668309.710063 nChanged 5 SP:Iteration 20F (5256.170000 sec): 3 clusters Score: Raw -34674430.078765 + Penalty 6114.711255 = -34668315.367509 nChanged 1 SP:Iteration 21Q (5257.000000 sec): 3 clusters Score: Raw -34674430.817986 + Penalty 6114.711255 = -34668316.106731 nChanged 1 SP:Iteration 22Q (5257.820000 sec): 3 clusters Score: Raw -34674431.693990 + Penalty 6114.711255 = -34668316.982735 nChanged 0 SP:Iteration 23F (5258.980000 sec): 3 clusters Score: Raw -34674431.693990 + Penalty 6114.711255 = -34668316.982735 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 7 (8499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5259.140000 sec): 2 clusters Score: Raw -1324884.376742 + Penalty 2243.830540 = -1322640.546203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5259.180000 sec): 3 clusters Score: Raw -1320312.762689 + Penalty 4487.661079 = -1315825.101610 nChanged 3531 SP:Iteration 1F (5259.220000 sec): 3 clusters Score: Raw -1322103.139553 + Penalty 4487.661079 = -1317615.478474 nChanged 624 SP:Iteration 2F (5259.260000 sec): 3 clusters Score: Raw -1322414.199916 + Penalty 4487.661079 = -1317926.538837 nChanged 481 SP:Iteration 3F (5259.300000 sec): 3 clusters Score: Raw -1322641.636573 + Penalty 4487.661079 = -1318153.975494 nChanged 365 SP:Iteration 4Q (5259.350000 sec): 3 clusters Score: Raw -1322786.021808 + Penalty 4487.661079 = -1318298.360729 nChanged 274 SP:Iteration 5Q (5259.390000 sec): 3 clusters Score: Raw -1322895.901042 + Penalty 4487.661079 = -1318408.239963 nChanged 217 SP:Iteration 6Q (5259.430000 sec): 3 clusters Score: Raw -1322983.623695 + Penalty 4487.661079 = -1318495.962615 nChanged 192 SP:Iteration 7Q (5259.480000 sec): 3 clusters Score: Raw -1323063.820121 + Penalty 4487.661079 = -1318576.159042 nChanged 159 SP:Iteration 8Q (5259.520000 sec): 3 clusters Score: Raw -1323138.475118 + Penalty 4487.661079 = -1318650.814039 nChanged 173 SP:Iteration 9Q (5259.560000 sec): 3 clusters Score: Raw -1323205.208256 + Penalty 4487.661079 = -1318717.547177 nChanged 169 SP:Iteration 10Q (5259.600000 sec): 3 clusters Score: Raw -1323267.967155 + Penalty 4487.661079 = -1318780.306075 nChanged 152 SP:Iteration 11Q (5259.640000 sec): 3 clusters Score: Raw -1323321.314804 + Penalty 4487.661079 = -1318833.653725 nChanged 133 SP:Iteration 12Q (5259.690000 sec): 3 clusters Score: Raw -1323366.974934 + Penalty 4487.661079 = -1318879.313855 nChanged 126 SP:Iteration 13Q (5259.730000 sec): 3 clusters Score: Raw -1323420.741364 + Penalty 4487.661079 = -1318933.080285 nChanged 155 SP:Iteration 14Q (5259.770000 sec): 3 clusters Score: Raw -1323494.874784 + Penalty 4487.661079 = -1319007.213705 nChanged 190 SP:Iteration 15Q (5259.810000 sec): 3 clusters Score: Raw -1323587.732525 + Penalty 4487.661079 = -1319100.071446 nChanged 189 SP:Iteration 16Q (5259.860000 sec): 3 clusters Score: Raw -1323693.976741 + Penalty 4487.661079 = -1319206.315662 nChanged 199 SP:Iteration 17Q (5259.900000 sec): 3 clusters Score: Raw -1323804.549718 + Penalty 4487.661079 = -1319316.888639 nChanged 210 SP:Iteration 18Q (5259.940000 sec): 3 clusters Score: Raw -1323924.862275 + Penalty 4487.661079 = -1319437.201196 nChanged 219 SP:Iteration 19Q (5259.980000 sec): 3 clusters Score: Raw -1324053.642558 + Penalty 4487.661079 = -1319565.981479 nChanged 203 SP:Iteration 20F (5260.020000 sec): 3 clusters Score: Raw -1324167.865087 + Penalty 4487.661079 = -1319680.204008 nChanged 187 SP:Iteration 21Q (5260.060000 sec): 3 clusters Score: Raw -1324279.098302 + Penalty 4487.661079 = -1319791.437223 nChanged 170 SP:Iteration 22Q (5260.100000 sec): 3 clusters Score: Raw -1324392.309103 + Penalty 4487.661079 = -1319904.648024 nChanged 163 SP:Iteration 23Q (5260.140000 sec): 3 clusters Score: Raw -1324515.770411 + Penalty 4487.661079 = -1320028.109332 nChanged 150 SP:Iteration 24Q (5260.180000 sec): 3 clusters Score: Raw -1324621.662289 + Penalty 4487.661079 = -1320134.001210 nChanged 137 SP:Iteration 25Q (5260.220000 sec): 3 clusters Score: Raw -1324707.903514 + Penalty 4487.661079 = -1320220.242435 nChanged 125 SP:Iteration 26Q (5260.260000 sec): 3 clusters Score: Raw -1324790.146487 + Penalty 4487.661079 = -1320302.485407 nChanged 117 SP:Iteration 27Q (5260.290000 sec): 3 clusters Score: Raw -1324871.350583 + Penalty 4487.661079 = -1320383.689504 nChanged 115 SP:Iteration 28Q (5260.330000 sec): 3 clusters Score: Raw -1324944.056555 + Penalty 4487.661079 = -1320456.395476 nChanged 93 SP:Iteration 29Q (5260.360000 sec): 3 clusters Score: Raw -1325000.195392 + Penalty 4487.661079 = -1320512.534313 nChanged 81 SP:Iteration 30Q (5260.400000 sec): 3 clusters Score: Raw -1325037.064455 + Penalty 4487.661079 = -1320549.403376 nChanged 57 SP:Iteration 31Q (5260.440000 sec): 3 clusters Score: Raw -1325063.939704 + Penalty 4487.661079 = -1320576.278625 nChanged 56 SP:Iteration 32Q (5260.470000 sec): 3 clusters Score: Raw -1325084.343454 + Penalty 4487.661079 = -1320596.682375 nChanged 35 SP:Iteration 33Q (5260.510000 sec): 3 clusters Score: Raw -1325096.666109 + Penalty 4487.661079 = -1320609.005030 nChanged 31 SP:Iteration 34Q (5260.540000 sec): 3 clusters Score: Raw -1325107.622956 + Penalty 4487.661079 = -1320619.961877 nChanged 24 SP:Iteration 35Q (5260.580000 sec): 3 clusters Score: Raw -1325118.138835 + Penalty 4487.661079 = -1320630.477756 nChanged 18 SP:Iteration 36Q (5260.610000 sec): 3 clusters Score: Raw -1325124.821202 + Penalty 4487.661079 = -1320637.160123 nChanged 23 SP:Iteration 37Q (5260.650000 sec): 3 clusters Score: Raw -1325133.672735 + Penalty 4487.661079 = -1320646.011656 nChanged 19 SP:Iteration 38Q (5260.680000 sec): 3 clusters Score: Raw -1325141.758624 + Penalty 4487.661079 = -1320654.097545 nChanged 17 SP:Iteration 39Q (5260.720000 sec): 3 clusters Score: Raw -1325147.154766 + Penalty 4487.661079 = -1320659.493687 nChanged 18 SP:Iteration 40F (5260.760000 sec): 3 clusters Score: Raw -1325153.454518 + Penalty 4487.661079 = -1320665.793439 nChanged 12 SP:Iteration 41Q (5260.800000 sec): 3 clusters Score: Raw -1325158.032010 + Penalty 4487.661079 = -1320670.370931 nChanged 9 SP:Iteration 42Q (5260.830000 sec): 3 clusters Score: Raw -1325161.277228 + Penalty 4487.661079 = -1320673.616149 nChanged 7 SP:Iteration 43Q (5260.860000 sec): 3 clusters Score: Raw -1325164.037512 + Penalty 4487.661079 = -1320676.376433 nChanged 7 SP:Iteration 44Q (5260.900000 sec): 3 clusters Score: Raw -1325166.331892 + Penalty 4487.661079 = -1320678.670813 nChanged 7 SP:Iteration 45Q (5260.930000 sec): 3 clusters Score: Raw -1325168.270366 + Penalty 4487.661079 = -1320680.609286 nChanged 4 SP:Iteration 46Q (5260.970000 sec): 3 clusters Score: Raw -1325169.309459 + Penalty 4487.661079 = -1320681.648380 nChanged 2 SP:Iteration 47Q (5261.000000 sec): 3 clusters Score: Raw -1325169.834068 + Penalty 4487.661079 = -1320682.172989 nChanged 4 SP:Iteration 48Q (5261.040000 sec): 3 clusters Score: Raw -1325170.756108 + Penalty 4487.661079 = -1320683.095029 nChanged 0 SP:Iteration 49F (5261.080000 sec): 3 clusters Score: Raw -1325170.756108 + Penalty 4487.661079 = -1320683.095029 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 8 (35790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5261.250000 sec): 2 clusters Score: Raw -5635313.819715 + Penalty 2600.385103 = -5632713.434611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5261.440000 sec): 3 clusters Score: Raw -5613615.443399 + Penalty 5200.770207 = -5608414.673192 nChanged 16285 SP:Iteration 1F (5261.620000 sec): 3 clusters Score: Raw -5622432.447754 + Penalty 5200.770207 = -5617231.677548 nChanged 1649 SP:Iteration 2Q (5261.810000 sec): 3 clusters Score: Raw -5622979.521772 + Penalty 5200.770207 = -5617778.751565 nChanged 1516 SP:Iteration 3Q (5262.000000 sec): 3 clusters Score: Raw -5623501.547898 + Penalty 5200.770207 = -5618300.777691 nChanged 1503 SP:Iteration 4Q (5262.190000 sec): 3 clusters Score: Raw -5624113.319954 + Penalty 5200.770207 = -5618912.549747 nChanged 1676 SP:Iteration 5Q (5262.380000 sec): 3 clusters Score: Raw -5624945.090232 + Penalty 5200.770207 = -5619744.320025 nChanged 2011 SP:Iteration 6F (5262.560000 sec): 3 clusters Score: Raw -5626179.286093 + Penalty 5200.770207 = -5620978.515886 nChanged 2379 SP:Iteration 7F (5262.750000 sec): 3 clusters Score: Raw -5627916.263542 + Penalty 5200.770207 = -5622715.493335 nChanged 2646 SP:Iteration 8F (5262.930000 sec): 3 clusters Score: Raw -5630106.382029 + Penalty 5200.770207 = -5624905.611822 nChanged 2452 SP:Iteration 9F (5263.110000 sec): 3 clusters Score: Raw -5632262.646399 + Penalty 5200.770207 = -5627061.876193 nChanged 1783 SP:Iteration 10Q (5263.290000 sec): 3 clusters Score: Raw -5633822.422893 + Penalty 5200.770207 = -5628621.652687 nChanged 1053 SP:Iteration 11Q (5263.470000 sec): 3 clusters Score: Raw -5634702.354539 + Penalty 5200.770207 = -5629501.584332 nChanged 531 SP:Iteration 12Q (5263.640000 sec): 3 clusters Score: Raw -5635146.600000 + Penalty 5200.770207 = -5629945.829793 nChanged 246 SP:Iteration 13Q (5263.800000 sec): 3 clusters Score: Raw -5635360.803599 + Penalty 5200.770207 = -5630160.033392 nChanged 125 SP:Iteration 14Q (5263.940000 sec): 3 clusters Score: Raw -5635476.745312 + Penalty 5200.770207 = -5630275.975105 nChanged 67 SP:Iteration 15Q (5264.090000 sec): 3 clusters Score: Raw -5635536.274550 + Penalty 5200.770207 = -5630335.504343 nChanged 42 SP:Iteration 16Q (5264.230000 sec): 3 clusters Score: Raw -5635570.608906 + Penalty 5200.770207 = -5630369.838699 nChanged 23 SP:Iteration 17Q (5264.370000 sec): 3 clusters Score: Raw -5635594.061389 + Penalty 5200.770207 = -5630393.291182 nChanged 21 SP:Iteration 18Q (5264.510000 sec): 3 clusters Score: Raw -5635613.071599 + Penalty 5200.770207 = -5630412.301392 nChanged 14 SP:Iteration 19Q (5264.650000 sec): 3 clusters Score: Raw -5635628.978940 + Penalty 5200.770207 = -5630428.208733 nChanged 16 SP:Iteration 20F (5264.830000 sec): 3 clusters Score: Raw -5635643.762876 + Penalty 5200.770207 = -5630442.992669 nChanged 11 SP:Iteration 21Q (5264.970000 sec): 3 clusters Score: Raw -5635655.894315 + Penalty 5200.770207 = -5630455.124108 nChanged 11 SP:Iteration 22Q (5265.100000 sec): 3 clusters Score: Raw -5635664.284078 + Penalty 5200.770207 = -5630463.513872 nChanged 7 SP:Iteration 23Q (5265.240000 sec): 3 clusters Score: Raw -5635670.037337 + Penalty 5200.770207 = -5630469.267130 nChanged 2 SP:Iteration 24Q (5265.380000 sec): 3 clusters Score: Raw -5635672.636904 + Penalty 5200.770207 = -5630471.866697 nChanged 1 SP:Iteration 25Q (5265.520000 sec): 3 clusters Score: Raw -5635674.417199 + Penalty 5200.770207 = -5630473.646992 nChanged 1 SP:Iteration 26Q (5265.650000 sec): 3 clusters Score: Raw -5635675.884064 + Penalty 5200.770207 = -5630475.113858 nChanged 2 SP:Iteration 27Q (5265.790000 sec): 3 clusters Score: Raw -5635678.380004 + Penalty 5200.770207 = -5630477.609797 nChanged 0 SP:Iteration 28F (5265.970000 sec): 3 clusters Score: Raw -5635678.380004 + Penalty 5200.770207 = -5630477.609797 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 9 (204861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5266.910000 sec): 2 clusters Score: Raw -32142401.471436 + Penalty 3033.061571 = -32139368.409866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5267.990000 sec): 3 clusters Score: Raw -32008045.106290 + Penalty 6066.123142 = -32001978.983148 nChanged 98401 SP:Iteration 1F (5269.060000 sec): 3 clusters Score: Raw -32067453.668148 + Penalty 6066.123142 = -32061387.545006 nChanged 8482 SP:Iteration 2Q (5270.150000 sec): 3 clusters Score: Raw -32070507.636972 + Penalty 6066.123142 = -32064441.513830 nChanged 10678 SP:Iteration 3F (5271.220000 sec): 3 clusters Score: Raw -32075398.186062 + Penalty 6066.123142 = -32069332.062920 nChanged 13002 SP:Iteration 4F (5272.290000 sec): 3 clusters Score: Raw -32082892.152798 + Penalty 6066.123142 = -32076826.029657 nChanged 14881 SP:Iteration 5F (5273.360000 sec): 3 clusters Score: Raw -32093082.471880 + Penalty 6066.123142 = -32087016.348738 nChanged 15886 SP:Iteration 6F (5274.430000 sec): 3 clusters Score: Raw -32105541.713779 + Penalty 6066.123142 = -32099475.590637 nChanged 14842 SP:Iteration 7F (5275.490000 sec): 3 clusters Score: Raw -32118308.105668 + Penalty 6066.123142 = -32112241.982526 nChanged 12016 SP:Iteration 8F (5276.550000 sec): 3 clusters Score: Raw -32129235.161515 + Penalty 6066.123142 = -32123169.038374 nChanged 8021 SP:Iteration 9Q (5277.600000 sec): 3 clusters Score: Raw -32136637.871429 + Penalty 6066.123142 = -32130571.748287 nChanged 4096 SP:Iteration 10Q (5278.600000 sec): 3 clusters Score: Raw -32140341.170136 + Penalty 6066.123142 = -32134275.046994 nChanged 1669 SP:Iteration 11Q (5279.510000 sec): 3 clusters Score: Raw -32141885.982858 + Penalty 6066.123142 = -32135819.859716 nChanged 503 SP:Iteration 12Q (5280.330000 sec): 3 clusters Score: Raw -32142398.312847 + Penalty 6066.123142 = -32136332.189705 nChanged 144 SP:Iteration 13Q (5281.100000 sec): 3 clusters Score: Raw -32142559.923235 + Penalty 6066.123142 = -32136493.800093 nChanged 70 SP:Iteration 14Q (5281.860000 sec): 3 clusters Score: Raw -32142643.660574 + Penalty 6066.123142 = -32136577.537432 nChanged 36 SP:Iteration 15Q (5282.620000 sec): 3 clusters Score: Raw -32142689.480280 + Penalty 6066.123142 = -32136623.357139 nChanged 23 SP:Iteration 16Q (5283.420000 sec): 3 clusters Score: Raw -32142724.386479 + Penalty 6066.123142 = -32136658.263337 nChanged 22 SP:Iteration 17Q (5284.170000 sec): 3 clusters Score: Raw -32142752.835444 + Penalty 6066.123142 = -32136686.712302 nChanged 18 SP:Iteration 18Q (5284.930000 sec): 3 clusters Score: Raw -32142777.816004 + Penalty 6066.123142 = -32136711.692862 nChanged 7 SP:Iteration 19Q (5285.670000 sec): 3 clusters Score: Raw -32142787.205808 + Penalty 6066.123142 = -32136721.082666 nChanged 4 SP:Iteration 20F (5286.720000 sec): 3 clusters Score: Raw -32142792.100276 + Penalty 6066.123142 = -32136725.977134 nChanged 4 SP:Iteration 21Q (5287.470000 sec): 3 clusters Score: Raw -32142796.934955 + Penalty 6066.123142 = -32136730.811813 nChanged 3 SP:Iteration 22Q (5288.220000 sec): 3 clusters Score: Raw -32142800.308809 + Penalty 6066.123142 = -32136734.185667 nChanged 1 SP:Iteration 23Q (5288.970000 sec): 3 clusters Score: Raw -32142800.849361 + Penalty 6066.123142 = -32136734.726219 nChanged 2 SP:Iteration 24Q (5289.720000 sec): 3 clusters Score: Raw -32142803.229754 + Penalty 6066.123142 = -32136737.106612 nChanged 1 SP:Iteration 25Q (5290.470000 sec): 3 clusters Score: Raw -32142803.972810 + Penalty 6066.123142 = -32136737.849668 nChanged 0 SP:Iteration 26F (5291.520000 sec): 3 clusters Score: Raw -32142803.972810 + Penalty 6066.123142 = -32136737.849668 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 10 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5291.650000 sec): 2 clusters Score: Raw -50026.135696 + Penalty 1454.180532 = -48571.955165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5291.650000 sec): 3 clusters Score: Raw -50134.697420 + Penalty 2908.361063 = -47226.336357 nChanged 50 SP:Iteration 1F (5291.660000 sec): 3 clusters Score: Raw -50275.724991 + Penalty 2908.361063 = -47367.363928 nChanged 10 SP:Iteration 2Q (5291.660000 sec): 3 clusters Score: Raw -50309.556946 + Penalty 2908.361063 = -47401.195883 nChanged 3 SP:Iteration 3Q (5291.660000 sec): 3 clusters Score: Raw -50319.094287 + Penalty 2908.361063 = -47410.733224 nChanged 5 SP:Iteration 4Q (5291.660000 sec): 3 clusters Score: Raw -50336.560266 + Penalty 2908.361063 = -47428.199203 nChanged 3 SP:Iteration 5Q (5291.660000 sec): 3 clusters Score: Raw -50346.180357 + Penalty 2908.361063 = -47437.819294 nChanged 2 SP:Iteration 6Q (5291.670000 sec): 3 clusters Score: Raw -50350.054775 + Penalty 2908.361063 = -47441.693712 nChanged 3 SP:Iteration 7Q (5291.670000 sec): 3 clusters Score: Raw -50357.050579 + Penalty 2908.361063 = -47448.689516 nChanged 1 SP:Iteration 8Q (5291.670000 sec): 3 clusters Score: Raw -50358.593456 + Penalty 2908.361063 = -47450.232393 nChanged 0 SP:Iteration 9F (5291.670000 sec): 3 clusters Score: Raw -50358.593456 + Penalty 2908.361063 = -47450.232393 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 11 (25936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5291.800000 sec): 2 clusters Score: Raw -4042166.460536 + Penalty 2520.520037 = -4039645.940500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5291.930000 sec): 3 clusters Score: Raw -4026751.500013 + Penalty 5041.040073 = -4021710.459940 nChanged 11636 SP:Iteration 1F (5292.060000 sec): 3 clusters Score: Raw -4033016.242139 + Penalty 5041.040073 = -4027975.202066 nChanged 1294 SP:Iteration 2Q (5292.190000 sec): 3 clusters Score: Raw -4033458.436310 + Penalty 5041.040073 = -4028417.396237 nChanged 1091 SP:Iteration 3Q (5292.330000 sec): 3 clusters Score: Raw -4033834.705926 + Penalty 5041.040073 = -4028793.665853 nChanged 1023 SP:Iteration 4Q (5292.460000 sec): 3 clusters Score: Raw -4034216.608326 + Penalty 5041.040073 = -4029175.568253 nChanged 1049 SP:Iteration 5Q (5292.590000 sec): 3 clusters Score: Raw -4034656.315647 + Penalty 5041.040073 = -4029615.275574 nChanged 1079 SP:Iteration 6Q (5292.720000 sec): 3 clusters Score: Raw -4035162.661399 + Penalty 5041.040073 = -4030121.621326 nChanged 1155 SP:Iteration 7Q (5292.850000 sec): 3 clusters Score: Raw -4035766.004553 + Penalty 5041.040073 = -4030724.964480 nChanged 1187 SP:Iteration 8Q (5292.990000 sec): 3 clusters Score: Raw -4036399.213071 + Penalty 5041.040073 = -4031358.172998 nChanged 1111 SP:Iteration 9Q (5293.110000 sec): 3 clusters Score: Raw -4036971.967111 + Penalty 5041.040073 = -4031930.927038 nChanged 1120 SP:Iteration 10Q (5293.250000 sec): 3 clusters Score: Raw -4037533.167008 + Penalty 5041.040073 = -4032492.126935 nChanged 1054 SP:Iteration 11Q (5293.380000 sec): 3 clusters Score: Raw -4038086.430655 + Penalty 5041.040073 = -4033045.390582 nChanged 1033 SP:Iteration 12Q (5293.500000 sec): 3 clusters Score: Raw -4038619.490009 + Penalty 5041.040073 = -4033578.449936 nChanged 976 SP:Iteration 13Q (5293.630000 sec): 3 clusters Score: Raw -4039150.762699 + Penalty 5041.040073 = -4034109.722626 nChanged 990 SP:Iteration 14Q (5293.750000 sec): 3 clusters Score: Raw -4039724.748125 + Penalty 5041.040073 = -4034683.708052 nChanged 947 SP:Iteration 15Q (5293.870000 sec): 3 clusters Score: Raw -4040291.288934 + Penalty 5041.040073 = -4035250.248861 nChanged 853 SP:Iteration 16Q (5293.990000 sec): 3 clusters Score: Raw -4040804.105300 + Penalty 5041.040073 = -4035763.065227 nChanged 725 SP:Iteration 17Q (5294.110000 sec): 3 clusters Score: Raw -4041233.257056 + Penalty 5041.040073 = -4036192.216983 nChanged 561 SP:Iteration 18Q (5294.230000 sec): 3 clusters Score: Raw -4041559.367795 + Penalty 5041.040073 = -4036518.327722 nChanged 432 SP:Iteration 19Q (5294.340000 sec): 3 clusters Score: Raw -4041797.655667 + Penalty 5041.040073 = -4036756.615594 nChanged 345 SP:Iteration 20F (5294.470000 sec): 3 clusters Score: Raw -4042000.277903 + Penalty 5041.040073 = -4036959.237830 nChanged 269 SP:Iteration 21Q (5294.570000 sec): 3 clusters Score: Raw -4042156.077449 + Penalty 5041.040073 = -4037115.037376 nChanged 189 SP:Iteration 22Q (5294.670000 sec): 3 clusters Score: Raw -4042262.764129 + Penalty 5041.040073 = -4037221.724056 nChanged 155 SP:Iteration 23Q (5294.770000 sec): 3 clusters Score: Raw -4042357.870422 + Penalty 5041.040073 = -4037316.830349 nChanged 120 SP:Iteration 24Q (5294.870000 sec): 3 clusters Score: Raw -4042434.467656 + Penalty 5041.040073 = -4037393.427583 nChanged 97 SP:Iteration 25Q (5294.970000 sec): 3 clusters Score: Raw -4042493.190629 + Penalty 5041.040073 = -4037452.150556 nChanged 64 SP:Iteration 26Q (5295.070000 sec): 3 clusters Score: Raw -4042525.582464 + Penalty 5041.040073 = -4037484.542391 nChanged 43 SP:Iteration 27Q (5295.170000 sec): 3 clusters Score: Raw -4042553.927833 + Penalty 5041.040073 = -4037512.887760 nChanged 40 SP:Iteration 28Q (5295.270000 sec): 3 clusters Score: Raw -4042577.238364 + Penalty 5041.040073 = -4037536.198291 nChanged 28 SP:Iteration 29Q (5295.360000 sec): 3 clusters Score: Raw -4042591.946573 + Penalty 5041.040073 = -4037550.906500 nChanged 18 SP:Iteration 30Q (5295.460000 sec): 3 clusters Score: Raw -4042604.680370 + Penalty 5041.040073 = -4037563.640297 nChanged 22 SP:Iteration 31Q (5295.550000 sec): 3 clusters Score: Raw -4042620.253616 + Penalty 5041.040073 = -4037579.213543 nChanged 23 SP:Iteration 32Q (5295.650000 sec): 3 clusters Score: Raw -4042634.075169 + Penalty 5041.040073 = -4037593.035096 nChanged 9 SP:Iteration 33Q (5295.740000 sec): 3 clusters Score: Raw -4042638.555992 + Penalty 5041.040073 = -4037597.515919 nChanged 6 SP:Iteration 34Q (5295.830000 sec): 3 clusters Score: Raw -4042641.031414 + Penalty 5041.040073 = -4037599.991341 nChanged 4 SP:Iteration 35Q (5295.930000 sec): 3 clusters Score: Raw -4042643.475347 + Penalty 5041.040073 = -4037602.435274 nChanged 7 SP:Iteration 36Q (5296.030000 sec): 3 clusters Score: Raw -4042648.171321 + Penalty 5041.040073 = -4037607.131248 nChanged 7 SP:Iteration 37Q (5296.120000 sec): 3 clusters Score: Raw -4042651.551980 + Penalty 5041.040073 = -4037610.511907 nChanged 3 SP:Iteration 38Q (5296.210000 sec): 3 clusters Score: Raw -4042653.474249 + Penalty 5041.040073 = -4037612.434176 nChanged 3 SP:Iteration 39Q (5296.310000 sec): 3 clusters Score: Raw -4042654.609809 + Penalty 5041.040073 = -4037613.569736 nChanged 2 SP:Iteration 40F (5296.430000 sec): 3 clusters Score: Raw -4042656.328552 + Penalty 5041.040073 = -4037615.288479 nChanged 2 SP:Iteration 41Q (5296.530000 sec): 3 clusters Score: Raw -4042656.962411 + Penalty 5041.040073 = -4037615.922338 nChanged 1 SP:Iteration 42Q (5296.620000 sec): 3 clusters Score: Raw -4042657.158856 + Penalty 5041.040073 = -4037616.118783 nChanged 1 SP:Iteration 43Q (5296.720000 sec): 3 clusters Score: Raw -4042657.556709 + Penalty 5041.040073 = -4037616.516636 nChanged 1 SP:Iteration 44Q (5296.810000 sec): 3 clusters Score: Raw -4042657.741186 + Penalty 5041.040073 = -4037616.701113 nChanged 0 SP:Iteration 45F (5296.940000 sec): 3 clusters Score: Raw -4042657.741186 + Penalty 5041.040073 = -4037616.701113 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 12 (664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5296.960000 sec): 2 clusters Score: Raw -96432.823207 + Penalty 1611.573973 = -94821.249233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5296.960000 sec): 3 clusters Score: Raw -96395.978836 + Penalty 3223.147946 = -93172.830890 nChanged 135 SP:Iteration 1F (5296.970000 sec): 3 clusters Score: Raw -96683.859650 + Penalty 3223.147946 = -93460.711704 nChanged 46 SP:Iteration 2F (5296.970000 sec): 3 clusters Score: Raw -96831.701450 + Penalty 3223.147946 = -93608.553504 nChanged 25 SP:Iteration 3Q (5296.970000 sec): 3 clusters Score: Raw -96901.885756 + Penalty 3223.147946 = -93678.737810 nChanged 14 SP:Iteration 4Q (5296.970000 sec): 3 clusters Score: Raw -96941.580886 + Penalty 3223.147946 = -93718.432939 nChanged 19 SP:Iteration 5Q (5296.980000 sec): 3 clusters Score: Raw -96989.194931 + Penalty 3223.147946 = -93766.046985 nChanged 21 SP:Iteration 6Q (5296.980000 sec): 3 clusters Score: Raw -97049.612894 + Penalty 3223.147946 = -93826.464948 nChanged 19 SP:Iteration 7Q (5296.990000 sec): 3 clusters Score: Raw -97140.094983 + Penalty 3223.147946 = -93916.947037 nChanged 26 SP:Iteration 8Q (5296.990000 sec): 3 clusters Score: Raw -97358.315431 + Penalty 3223.147946 = -94135.167485 nChanged 31 SP:Iteration 9Q (5296.990000 sec): 3 clusters Score: Raw -97649.771957 + Penalty 3223.147946 = -94426.624011 nChanged 24 SP:Iteration 10Q (5296.990000 sec): 3 clusters Score: Raw -97718.740834 + Penalty 3223.147946 = -94495.592888 nChanged 10 SP:Iteration 11Q (5296.990000 sec): 3 clusters Score: Raw -97767.205607 + Penalty 3223.147946 = -94544.057661 nChanged 11 SP:Iteration 12Q (5297.000000 sec): 3 clusters Score: Raw -97806.858448 + Penalty 3223.147946 = -94583.710502 nChanged 11 SP:Iteration 13Q (5297.000000 sec): 3 clusters Score: Raw -97841.675032 + Penalty 3223.147946 = -94618.527085 nChanged 8 SP:Iteration 14Q (5297.000000 sec): 3 clusters Score: Raw -97861.973594 + Penalty 3223.147946 = -94638.825648 nChanged 2 SP:Iteration 15Q (5297.010000 sec): 3 clusters Score: Raw -97865.938414 + Penalty 3223.147946 = -94642.790468 nChanged 1 SP:Iteration 16Q (5297.010000 sec): 3 clusters Score: Raw -97868.036471 + Penalty 3223.147946 = -94644.888525 nChanged 0 SP:Iteration 17F (5297.010000 sec): 3 clusters Score: Raw -97868.234401 + Penalty 3223.147946 = -94645.086454 nChanged 2 SP:Iteration 18Q (5297.010000 sec): 3 clusters Score: Raw -97878.567569 + Penalty 3223.147946 = -94655.419623 nChanged 3 SP:Iteration 19Q (5297.020000 sec): 3 clusters Score: Raw -97889.480584 + Penalty 3223.147946 = -94666.332637 nChanged 1 SP:Iteration 20F (5297.020000 sec): 3 clusters Score: Raw -97891.606061 + Penalty 3223.147946 = -94668.458115 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 13 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.030000 sec): 2 clusters Score: Raw -32230.306731 + Penalty 1347.563057 = -30882.743674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5297.030000 sec): 3 clusters Score: Raw -32444.979221 + Penalty 2695.126114 = -29749.853108 nChanged 22 SP:Iteration 1F (5297.030000 sec): 3 clusters Score: Raw -32541.207137 + Penalty 2695.126114 = -29846.081023 nChanged 5 SP:Iteration 2Q (5297.030000 sec): 3 clusters Score: Raw -32558.359452 + Penalty 2695.126114 = -29863.233339 nChanged 4 SP:Iteration 3Q (5297.030000 sec): 3 clusters Score: Raw -32578.031278 + Penalty 2695.126114 = -29882.905164 nChanged 3 SP:Iteration 4Q (5297.030000 sec): 3 clusters Score: Raw -32592.368882 + Penalty 2695.126114 = -29897.242768 nChanged 2 SP:Iteration 5Q (5297.030000 sec): 3 clusters Score: Raw -32602.921839 + Penalty 2695.126114 = -29907.795725 nChanged 1 SP:Iteration 6Q (5297.030000 sec): 3 clusters Score: Raw -32608.668911 + Penalty 2695.126114 = -29913.542797 nChanged 1 SP:Iteration 7Q (5297.030000 sec): 3 clusters Score: Raw -32619.363529 + Penalty 2695.126114 = -29924.237415 nChanged 0 SP:Iteration 8F (5297.030000 sec): 3 clusters Score: Raw -32619.363529 + Penalty 2695.126114 = -29924.237415 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 14 (20901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.130000 sec): 2 clusters Score: Raw -3235805.239974 + Penalty 2466.992966 = -3233338.247008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5297.240000 sec): 3 clusters Score: Raw -3223517.504690 + Penalty 4933.985933 = -3218583.518757 nChanged 9235 SP:Iteration 1F (5297.350000 sec): 3 clusters Score: Raw -3228575.147056 + Penalty 4933.985933 = -3223641.161124 nChanged 1189 SP:Iteration 2F (5297.450000 sec): 3 clusters Score: Raw -3229049.751413 + Penalty 4933.985933 = -3224115.765481 nChanged 995 SP:Iteration 3Q (5297.560000 sec): 3 clusters Score: Raw -3229438.472863 + Penalty 4933.985933 = -3224504.486930 nChanged 889 SP:Iteration 4Q (5297.660000 sec): 3 clusters Score: Raw -3229805.273647 + Penalty 4933.985933 = -3224871.287715 nChanged 842 SP:Iteration 5Q (5297.770000 sec): 3 clusters Score: Raw -3230139.589233 + Penalty 4933.985933 = -3225205.603300 nChanged 788 SP:Iteration 6Q (5297.870000 sec): 3 clusters Score: Raw -3230472.673371 + Penalty 4933.985933 = -3225538.687438 nChanged 797 SP:Iteration 7Q (5297.980000 sec): 3 clusters Score: Raw -3230815.540337 + Penalty 4933.985933 = -3225881.554404 nChanged 764 SP:Iteration 8Q (5298.090000 sec): 3 clusters Score: Raw -3231172.589269 + Penalty 4933.985933 = -3226238.603337 nChanged 778 SP:Iteration 9Q (5298.190000 sec): 3 clusters Score: Raw -3231595.202625 + Penalty 4933.985933 = -3226661.216692 nChanged 864 SP:Iteration 10Q (5298.290000 sec): 3 clusters Score: Raw -3232107.862470 + Penalty 4933.985933 = -3227173.876537 nChanged 911 SP:Iteration 11Q (5298.400000 sec): 3 clusters Score: Raw -3232668.354430 + Penalty 4933.985933 = -3227734.368497 nChanged 927 SP:Iteration 12Q (5298.500000 sec): 3 clusters Score: Raw -3233300.420026 + Penalty 4933.985933 = -3228366.434093 nChanged 842 SP:Iteration 13Q (5298.600000 sec): 3 clusters Score: Raw -3233909.157945 + Penalty 4933.985933 = -3228975.172012 nChanged 746 SP:Iteration 14Q (5298.700000 sec): 3 clusters Score: Raw -3234424.869330 + Penalty 4933.985933 = -3229490.883398 nChanged 627 SP:Iteration 15Q (5298.800000 sec): 3 clusters Score: Raw -3234808.165110 + Penalty 4933.985933 = -3229874.179177 nChanged 483 SP:Iteration 16Q (5298.890000 sec): 3 clusters Score: Raw -3235055.621499 + Penalty 4933.985933 = -3230121.635566 nChanged 368 SP:Iteration 17Q (5298.990000 sec): 3 clusters Score: Raw -3235243.067311 + Penalty 4933.985933 = -3230309.081378 nChanged 292 SP:Iteration 18Q (5299.080000 sec): 3 clusters Score: Raw -3235389.132559 + Penalty 4933.985933 = -3230455.146626 nChanged 263 SP:Iteration 19Q (5299.170000 sec): 3 clusters Score: Raw -3235521.315425 + Penalty 4933.985933 = -3230587.329493 nChanged 208 SP:Iteration 20F (5299.270000 sec): 3 clusters Score: Raw -3235608.380584 + Penalty 4933.985933 = -3230674.394651 nChanged 158 SP:Iteration 21Q (5299.360000 sec): 3 clusters Score: Raw -3235671.050151 + Penalty 4933.985933 = -3230737.064218 nChanged 138 SP:Iteration 22Q (5299.440000 sec): 3 clusters Score: Raw -3235725.233607 + Penalty 4933.985933 = -3230791.247674 nChanged 112 SP:Iteration 23Q (5299.530000 sec): 3 clusters Score: Raw -3235769.828669 + Penalty 4933.985933 = -3230835.842737 nChanged 110 SP:Iteration 24Q (5299.610000 sec): 3 clusters Score: Raw -3235812.925622 + Penalty 4933.985933 = -3230878.939690 nChanged 92 SP:Iteration 25Q (5299.690000 sec): 3 clusters Score: Raw -3235843.697055 + Penalty 4933.985933 = -3230909.711123 nChanged 82 SP:Iteration 26Q (5299.780000 sec): 3 clusters Score: Raw -3235872.289032 + Penalty 4933.985933 = -3230938.303100 nChanged 81 SP:Iteration 27Q (5299.860000 sec): 3 clusters Score: Raw -3235901.387126 + Penalty 4933.985933 = -3230967.401194 nChanged 61 SP:Iteration 28Q (5299.940000 sec): 3 clusters Score: Raw -3235922.479503 + Penalty 4933.985933 = -3230988.493570 nChanged 68 SP:Iteration 29Q (5300.030000 sec): 3 clusters Score: Raw -3235944.179808 + Penalty 4933.985933 = -3231010.193875 nChanged 61 SP:Iteration 30Q (5300.110000 sec): 3 clusters Score: Raw -3235965.244053 + Penalty 4933.985933 = -3231031.258120 nChanged 55 SP:Iteration 31Q (5300.190000 sec): 3 clusters Score: Raw -3235985.878304 + Penalty 4933.985933 = -3231051.892371 nChanged 68 SP:Iteration 32Q (5300.270000 sec): 3 clusters Score: Raw -3236009.256414 + Penalty 4933.985933 = -3231075.270482 nChanged 50 SP:Iteration 33Q (5300.350000 sec): 3 clusters Score: Raw -3236026.235639 + Penalty 4933.985933 = -3231092.249707 nChanged 48 SP:Iteration 34Q (5300.430000 sec): 3 clusters Score: Raw -3236040.914845 + Penalty 4933.985933 = -3231106.928913 nChanged 38 SP:Iteration 35Q (5300.510000 sec): 3 clusters Score: Raw -3236054.106431 + Penalty 4933.985933 = -3231120.120498 nChanged 39 SP:Iteration 36Q (5300.590000 sec): 3 clusters Score: Raw -3236068.312421 + Penalty 4933.985933 = -3231134.326488 nChanged 29 SP:Iteration 37Q (5300.670000 sec): 3 clusters Score: Raw -3236077.076316 + Penalty 4933.985933 = -3231143.090383 nChanged 22 SP:Iteration 38Q (5300.750000 sec): 3 clusters Score: Raw -3236084.096917 + Penalty 4933.985933 = -3231150.110984 nChanged 19 SP:Iteration 39Q (5300.830000 sec): 3 clusters Score: Raw -3236091.658041 + Penalty 4933.985933 = -3231157.672109 nChanged 27 SP:Iteration 40F (5300.940000 sec): 3 clusters Score: Raw -3236103.194991 + Penalty 4933.985933 = -3231169.209059 nChanged 36 SP:Iteration 41Q (5301.020000 sec): 3 clusters Score: Raw -3236118.937444 + Penalty 4933.985933 = -3231184.951511 nChanged 37 SP:Iteration 42Q (5301.100000 sec): 3 clusters Score: Raw -3236136.021310 + Penalty 4933.985933 = -3231202.035378 nChanged 33 SP:Iteration 43Q (5301.180000 sec): 3 clusters Score: Raw -3236150.659481 + Penalty 4933.985933 = -3231216.673548 nChanged 34 SP:Iteration 44Q (5301.260000 sec): 3 clusters Score: Raw -3236164.419585 + Penalty 4933.985933 = -3231230.433652 nChanged 21 SP:Iteration 45Q (5301.340000 sec): 3 clusters Score: Raw -3236171.703374 + Penalty 4933.985933 = -3231237.717441 nChanged 19 SP:Iteration 46Q (5301.420000 sec): 3 clusters Score: Raw -3236178.479528 + Penalty 4933.985933 = -3231244.493596 nChanged 12 SP:Iteration 47Q (5301.500000 sec): 3 clusters Score: Raw -3236182.667020 + Penalty 4933.985933 = -3231248.681087 nChanged 12 SP:Iteration 48Q (5301.570000 sec): 3 clusters Score: Raw -3236187.592822 + Penalty 4933.985933 = -3231253.606890 nChanged 9 SP:Iteration 49Q (5301.650000 sec): 3 clusters Score: Raw -3236191.461956 + Penalty 4933.985933 = -3231257.476023 nChanged 12 SP:Iteration 50Q (5301.730000 sec): 3 clusters Score: Raw -3236196.113887 + Penalty 4933.985933 = -3231262.127955 nChanged 8 SP:Iteration 51Q (5301.810000 sec): 3 clusters Score: Raw -3236199.249539 + Penalty 4933.985933 = -3231265.263607 nChanged 8 SP:Iteration 52Q (5301.890000 sec): 3 clusters Score: Raw -3236202.144822 + Penalty 4933.985933 = -3231268.158889 nChanged 4 SP:Iteration 53Q (5301.970000 sec): 3 clusters Score: Raw -3236203.470795 + Penalty 4933.985933 = -3231269.484862 nChanged 6 SP:Iteration 54Q (5302.050000 sec): 3 clusters Score: Raw -3236205.708053 + Penalty 4933.985933 = -3231271.722121 nChanged 5 SP:Iteration 55Q (5302.130000 sec): 3 clusters Score: Raw -3236207.358723 + Penalty 4933.985933 = -3231273.372790 nChanged 7 SP:Iteration 56Q (5302.200000 sec): 3 clusters Score: Raw -3236209.975593 + Penalty 4933.985933 = -3231275.989661 nChanged 5 SP:Iteration 57Q (5302.280000 sec): 3 clusters Score: Raw -3236211.883540 + Penalty 4933.985933 = -3231277.897608 nChanged 7 SP:Iteration 58Q (5302.360000 sec): 3 clusters Score: Raw -3236215.019211 + Penalty 4933.985933 = -3231281.033279 nChanged 11 SP:Iteration 59Q (5302.440000 sec): 3 clusters Score: Raw -3236220.196572 + Penalty 4933.985933 = -3231286.210640 nChanged 12 SP:Iteration 60F (5302.540000 sec): 3 clusters Score: Raw -3236225.047404 + Penalty 4933.985933 = -3231291.061471 nChanged 9 SP:Iteration 61Q (5302.620000 sec): 3 clusters Score: Raw -3236228.063732 + Penalty 4933.985933 = -3231294.077799 nChanged 12 SP:Iteration 62Q (5302.700000 sec): 3 clusters Score: Raw -3236232.764655 + Penalty 4933.985933 = -3231298.778722 nChanged 12 SP:Iteration 63Q (5302.780000 sec): 3 clusters Score: Raw -3236236.229969 + Penalty 4933.985933 = -3231302.244037 nChanged 6 SP:Iteration 64Q (5302.850000 sec): 3 clusters Score: Raw -3236238.489626 + Penalty 4933.985933 = -3231304.503694 nChanged 5 SP:Iteration 65Q (5302.930000 sec): 3 clusters Score: Raw -3236240.134922 + Penalty 4933.985933 = -3231306.148990 nChanged 5 SP:Iteration 66Q (5303.010000 sec): 3 clusters Score: Raw -3236241.681246 + Penalty 4933.985933 = -3231307.695313 nChanged 2 SP:Iteration 67Q (5303.090000 sec): 3 clusters Score: Raw -3236242.174296 + Penalty 4933.985933 = -3231308.188364 nChanged 0 SP:Iteration 68F (5303.190000 sec): 3 clusters Score: Raw -3236242.174296 + Penalty 4933.985933 = -3231308.188364 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 15 (4964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5303.230000 sec): 2 clusters Score: Raw -737758.462699 + Penalty 2110.471852 = -735647.990847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5303.250000 sec): 3 clusters Score: Raw -735423.782222 + Penalty 4220.943705 = -731202.838518 nChanged 1833 SP:Iteration 1F (5303.270000 sec): 3 clusters Score: Raw -736508.848178 + Penalty 4220.943705 = -732287.904473 nChanged 357 SP:Iteration 2F (5303.300000 sec): 3 clusters Score: Raw -736736.838987 + Penalty 4220.943705 = -732515.895283 nChanged 249 SP:Iteration 3F (5303.330000 sec): 3 clusters Score: Raw -736894.447442 + Penalty 4220.943705 = -732673.503737 nChanged 192 SP:Iteration 4Q (5303.350000 sec): 3 clusters Score: Raw -737018.179450 + Penalty 4220.943705 = -732797.235745 nChanged 164 SP:Iteration 5Q (5303.370000 sec): 3 clusters Score: Raw -737115.139596 + Penalty 4220.943705 = -732894.195891 nChanged 137 SP:Iteration 6Q (5303.400000 sec): 3 clusters Score: Raw -737190.575055 + Penalty 4220.943705 = -732969.631351 nChanged 132 SP:Iteration 7Q (5303.430000 sec): 3 clusters Score: Raw -737279.918258 + Penalty 4220.943705 = -733058.974553 nChanged 130 SP:Iteration 8Q (5303.450000 sec): 3 clusters Score: Raw -737363.629475 + Penalty 4220.943705 = -733142.685770 nChanged 121 SP:Iteration 9Q (5303.470000 sec): 3 clusters Score: Raw -737447.564887 + Penalty 4220.943705 = -733226.621183 nChanged 126 SP:Iteration 10Q (5303.500000 sec): 3 clusters Score: Raw -737539.140702 + Penalty 4220.943705 = -733318.196997 nChanged 121 SP:Iteration 11Q (5303.520000 sec): 3 clusters Score: Raw -737621.910177 + Penalty 4220.943705 = -733400.966473 nChanged 101 SP:Iteration 12Q (5303.550000 sec): 3 clusters Score: Raw -737685.542261 + Penalty 4220.943705 = -733464.598556 nChanged 87 SP:Iteration 13Q (5303.570000 sec): 3 clusters Score: Raw -737743.764094 + Penalty 4220.943705 = -733522.820389 nChanged 90 SP:Iteration 14Q (5303.590000 sec): 3 clusters Score: Raw -737806.092616 + Penalty 4220.943705 = -733585.148912 nChanged 92 SP:Iteration 15Q (5303.620000 sec): 3 clusters Score: Raw -737864.875059 + Penalty 4220.943705 = -733643.931354 nChanged 67 SP:Iteration 16Q (5303.640000 sec): 3 clusters Score: Raw -737910.223621 + Penalty 4220.943705 = -733689.279916 nChanged 57 SP:Iteration 17Q (5303.670000 sec): 3 clusters Score: Raw -737941.589760 + Penalty 4220.943705 = -733720.646055 nChanged 46 SP:Iteration 18Q (5303.690000 sec): 3 clusters Score: Raw -737968.167470 + Penalty 4220.943705 = -733747.223766 nChanged 43 SP:Iteration 19Q (5303.710000 sec): 3 clusters Score: Raw -737991.801810 + Penalty 4220.943705 = -733770.858105 nChanged 44 SP:Iteration 20F (5303.740000 sec): 3 clusters Score: Raw -738010.552643 + Penalty 4220.943705 = -733789.608939 nChanged 33 SP:Iteration 21Q (5303.760000 sec): 3 clusters Score: Raw -738030.156745 + Penalty 4220.943705 = -733809.213041 nChanged 32 SP:Iteration 22Q (5303.790000 sec): 3 clusters Score: Raw -738048.611134 + Penalty 4220.943705 = -733827.667430 nChanged 26 SP:Iteration 23Q (5303.810000 sec): 3 clusters Score: Raw -738062.461087 + Penalty 4220.943705 = -733841.517383 nChanged 19 SP:Iteration 24Q (5303.830000 sec): 3 clusters Score: Raw -738072.443331 + Penalty 4220.943705 = -733851.499627 nChanged 21 SP:Iteration 25Q (5303.860000 sec): 3 clusters Score: Raw -738082.422855 + Penalty 4220.943705 = -733861.479151 nChanged 21 SP:Iteration 26Q (5303.880000 sec): 3 clusters Score: Raw -738096.027623 + Penalty 4220.943705 = -733875.083919 nChanged 24 SP:Iteration 27Q (5303.900000 sec): 3 clusters Score: Raw -738108.791559 + Penalty 4220.943705 = -733887.847854 nChanged 24 SP:Iteration 28Q (5303.920000 sec): 3 clusters Score: Raw -738119.444940 + Penalty 4220.943705 = -733898.501235 nChanged 22 SP:Iteration 29Q (5303.940000 sec): 3 clusters Score: Raw -738131.701188 + Penalty 4220.943705 = -733910.757483 nChanged 19 SP:Iteration 30Q (5303.970000 sec): 3 clusters Score: Raw -738142.078184 + Penalty 4220.943705 = -733921.134479 nChanged 21 SP:Iteration 31Q (5303.990000 sec): 3 clusters Score: Raw -738151.943684 + Penalty 4220.943705 = -733930.999979 nChanged 15 SP:Iteration 32Q (5304.010000 sec): 3 clusters Score: Raw -738158.860332 + Penalty 4220.943705 = -733937.916627 nChanged 12 SP:Iteration 33Q (5304.030000 sec): 3 clusters Score: Raw -738164.936691 + Penalty 4220.943705 = -733943.992986 nChanged 12 SP:Iteration 34Q (5304.060000 sec): 3 clusters Score: Raw -738170.631662 + Penalty 4220.943705 = -733949.687957 nChanged 13 SP:Iteration 35Q (5304.080000 sec): 3 clusters Score: Raw -738176.152073 + Penalty 4220.943705 = -733955.208369 nChanged 13 SP:Iteration 36Q (5304.100000 sec): 3 clusters Score: Raw -738181.917407 + Penalty 4220.943705 = -733960.973703 nChanged 11 SP:Iteration 37Q (5304.120000 sec): 3 clusters Score: Raw -738190.134361 + Penalty 4220.943705 = -733969.190656 nChanged 20 SP:Iteration 38Q (5304.140000 sec): 3 clusters Score: Raw -738202.429081 + Penalty 4220.943705 = -733981.485376 nChanged 24 SP:Iteration 39Q (5304.160000 sec): 3 clusters Score: Raw -738217.590990 + Penalty 4220.943705 = -733996.647285 nChanged 21 SP:Iteration 40F (5304.190000 sec): 3 clusters Score: Raw -738235.914454 + Penalty 4220.943705 = -734014.970749 nChanged 27 SP:Iteration 41Q (5304.210000 sec): 3 clusters Score: Raw -738257.480240 + Penalty 4220.943705 = -734036.536536 nChanged 23 SP:Iteration 42Q (5304.230000 sec): 3 clusters Score: Raw -738271.449146 + Penalty 4220.943705 = -734050.505441 nChanged 15 SP:Iteration 43Q (5304.250000 sec): 3 clusters Score: Raw -738282.044004 + Penalty 4220.943705 = -734061.100299 nChanged 24 SP:Iteration 44Q (5304.280000 sec): 3 clusters Score: Raw -738295.254871 + Penalty 4220.943705 = -734074.311166 nChanged 17 SP:Iteration 45Q (5304.300000 sec): 3 clusters Score: Raw -738309.320010 + Penalty 4220.943705 = -734088.376306 nChanged 20 SP:Iteration 46Q (5304.320000 sec): 3 clusters Score: Raw -738325.907044 + Penalty 4220.943705 = -734104.963340 nChanged 27 SP:Iteration 47Q (5304.340000 sec): 3 clusters Score: Raw -738350.278349 + Penalty 4220.943705 = -734129.334645 nChanged 25 SP:Iteration 48Q (5304.360000 sec): 3 clusters Score: Raw -738373.053289 + Penalty 4220.943705 = -734152.109584 nChanged 25 SP:Iteration 49Q (5304.380000 sec): 3 clusters Score: Raw -738396.073160 + Penalty 4220.943705 = -734175.129456 nChanged 22 SP:Iteration 50Q (5304.400000 sec): 3 clusters Score: Raw -738415.424394 + Penalty 4220.943705 = -734194.480689 nChanged 25 SP:Iteration 51Q (5304.420000 sec): 3 clusters Score: Raw -738431.358590 + Penalty 4220.943705 = -734210.414885 nChanged 24 SP:Iteration 52Q (5304.440000 sec): 3 clusters Score: Raw -738442.936346 + Penalty 4220.943705 = -734221.992642 nChanged 15 SP:Iteration 53Q (5304.460000 sec): 3 clusters Score: Raw -738450.823343 + Penalty 4220.943705 = -734229.879638 nChanged 11 SP:Iteration 54Q (5304.480000 sec): 3 clusters Score: Raw -738457.878942 + Penalty 4220.943705 = -734236.935238 nChanged 12 SP:Iteration 55Q (5304.500000 sec): 3 clusters Score: Raw -738462.722083 + Penalty 4220.943705 = -734241.778379 nChanged 6 SP:Iteration 56Q (5304.520000 sec): 3 clusters Score: Raw -738465.137410 + Penalty 4220.943705 = -734244.193706 nChanged 1 SP:Iteration 57Q (5304.540000 sec): 3 clusters Score: Raw -738465.524392 + Penalty 4220.943705 = -734244.580687 nChanged 1 SP:Iteration 58Q (5304.570000 sec): 3 clusters Score: Raw -738465.907285 + Penalty 4220.943705 = -734244.963580 nChanged 1 SP:Iteration 59Q (5304.590000 sec): 3 clusters Score: Raw -738466.210253 + Penalty 4220.943705 = -734245.266549 nChanged 0 SP:Iteration 60F (5304.610000 sec): 3 clusters Score: Raw -738466.210253 + Penalty 4220.943705 = -734245.266549 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 16 (2694 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5304.630000 sec): 2 clusters Score: Raw -417385.987709 + Penalty 1958.898025 = -415427.089684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5304.640000 sec): 3 clusters Score: Raw -416249.681751 + Penalty 3917.796049 = -412331.885702 nChanged 932 SP:Iteration 1F (5304.660000 sec): 3 clusters Score: Raw -416877.658379 + Penalty 3917.796049 = -412959.862330 nChanged 218 SP:Iteration 2F (5304.670000 sec): 3 clusters Score: Raw -417048.227648 + Penalty 3917.796049 = -413130.431599 nChanged 129 SP:Iteration 3Q (5304.680000 sec): 3 clusters Score: Raw -417128.969451 + Penalty 3917.796049 = -413211.173402 nChanged 82 SP:Iteration 4Q (5304.700000 sec): 3 clusters Score: Raw -417180.962272 + Penalty 3917.796049 = -413263.166223 nChanged 58 SP:Iteration 5Q (5304.710000 sec): 3 clusters Score: Raw -417215.362169 + Penalty 3917.796049 = -413297.566119 nChanged 47 SP:Iteration 6Q (5304.720000 sec): 3 clusters Score: Raw -417248.010276 + Penalty 3917.796049 = -413330.214227 nChanged 51 SP:Iteration 7Q (5304.740000 sec): 3 clusters Score: Raw -417285.623818 + Penalty 3917.796049 = -413367.827769 nChanged 42 SP:Iteration 8Q (5304.750000 sec): 3 clusters Score: Raw -417310.885184 + Penalty 3917.796049 = -413393.089135 nChanged 38 SP:Iteration 9Q (5304.760000 sec): 3 clusters Score: Raw -417334.095282 + Penalty 3917.796049 = -413416.299233 nChanged 38 SP:Iteration 10Q (5304.780000 sec): 3 clusters Score: Raw -417356.452043 + Penalty 3917.796049 = -413438.655994 nChanged 17 SP:Iteration 11Q (5304.790000 sec): 3 clusters Score: Raw -417365.854884 + Penalty 3917.796049 = -413448.058835 nChanged 21 SP:Iteration 12Q (5304.800000 sec): 3 clusters Score: Raw -417376.830511 + Penalty 3917.796049 = -413459.034462 nChanged 14 SP:Iteration 13Q (5304.820000 sec): 3 clusters Score: Raw -417385.344672 + Penalty 3917.796049 = -413467.548623 nChanged 24 SP:Iteration 14Q (5304.830000 sec): 3 clusters Score: Raw -417398.170678 + Penalty 3917.796049 = -413480.374629 nChanged 12 SP:Iteration 15Q (5304.840000 sec): 3 clusters Score: Raw -417402.847494 + Penalty 3917.796049 = -413485.051445 nChanged 6 SP:Iteration 16Q (5304.860000 sec): 3 clusters Score: Raw -417406.770913 + Penalty 3917.796049 = -413488.974864 nChanged 4 SP:Iteration 17Q (5304.870000 sec): 3 clusters Score: Raw -417409.284686 + Penalty 3917.796049 = -413491.488637 nChanged 3 SP:Iteration 18Q (5304.880000 sec): 3 clusters Score: Raw -417411.829212 + Penalty 3917.796049 = -413494.033163 nChanged 7 SP:Iteration 19Q (5304.900000 sec): 3 clusters Score: Raw -417413.628955 + Penalty 3917.796049 = -413495.832906 nChanged 3 SP:Iteration 20F (5304.910000 sec): 3 clusters Score: Raw -417415.308888 + Penalty 3917.796049 = -413497.512839 nChanged 4 SP:Iteration 21Q (5304.920000 sec): 3 clusters Score: Raw -417417.857063 + Penalty 3917.796049 = -413500.061014 nChanged 9 SP:Iteration 22Q (5304.940000 sec): 3 clusters Score: Raw -417422.419757 + Penalty 3917.796049 = -413504.623707 nChanged 8 SP:Iteration 23Q (5304.950000 sec): 3 clusters Score: Raw -417429.058434 + Penalty 3917.796049 = -413511.262385 nChanged 8 SP:Iteration 24Q (5304.960000 sec): 3 clusters Score: Raw -417432.326049 + Penalty 3917.796049 = -413514.530000 nChanged 8 SP:Iteration 25Q (5304.980000 sec): 3 clusters Score: Raw -417436.272752 + Penalty 3917.796049 = -413518.476703 nChanged 9 SP:Iteration 26Q (5304.990000 sec): 3 clusters Score: Raw -417440.792506 + Penalty 3917.796049 = -413522.996457 nChanged 13 SP:Iteration 27Q (5305.000000 sec): 3 clusters Score: Raw -417447.376276 + Penalty 3917.796049 = -413529.580227 nChanged 10 SP:Iteration 28Q (5305.020000 sec): 3 clusters Score: Raw -417454.383987 + Penalty 3917.796049 = -413536.587938 nChanged 12 SP:Iteration 29Q (5305.030000 sec): 3 clusters Score: Raw -417460.042812 + Penalty 3917.796049 = -413542.246763 nChanged 11 SP:Iteration 30Q (5305.040000 sec): 3 clusters Score: Raw -417464.655514 + Penalty 3917.796049 = -413546.859465 nChanged 8 SP:Iteration 31Q (5305.060000 sec): 3 clusters Score: Raw -417469.005847 + Penalty 3917.796049 = -413551.209798 nChanged 9 SP:Iteration 32Q (5305.070000 sec): 3 clusters Score: Raw -417474.275058 + Penalty 3917.796049 = -413556.479009 nChanged 7 SP:Iteration 33Q (5305.080000 sec): 3 clusters Score: Raw -417478.044737 + Penalty 3917.796049 = -413560.248688 nChanged 6 SP:Iteration 34Q (5305.100000 sec): 3 clusters Score: Raw -417480.868763 + Penalty 3917.796049 = -413563.072714 nChanged 5 SP:Iteration 35Q (5305.110000 sec): 3 clusters Score: Raw -417483.023821 + Penalty 3917.796049 = -413565.227772 nChanged 3 SP:Iteration 36Q (5305.120000 sec): 3 clusters Score: Raw -417484.550790 + Penalty 3917.796049 = -413566.754741 nChanged 4 SP:Iteration 37Q (5305.140000 sec): 3 clusters Score: Raw -417486.176587 + Penalty 3917.796049 = -413568.380538 nChanged 1 SP:Iteration 38Q (5305.150000 sec): 3 clusters Score: Raw -417486.350580 + Penalty 3917.796049 = -413568.554531 nChanged 0 SP:Iteration 39F (5305.160000 sec): 3 clusters Score: Raw -417486.350580 + Penalty 3917.796049 = -413568.554531 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 17 (1354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.170000 sec): 2 clusters Score: Raw -216950.946759 + Penalty 1788.282976 = -215162.663782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.180000 sec): 3 clusters Score: Raw -216558.866497 + Penalty 3576.565953 = -212982.300544 nChanged 375 SP:Iteration 1F (5305.180000 sec): 3 clusters Score: Raw -216863.296959 + Penalty 3576.565953 = -213286.731006 nChanged 82 SP:Iteration 2F (5305.190000 sec): 3 clusters Score: Raw -216937.983979 + Penalty 3576.565953 = -213361.418026 nChanged 34 SP:Iteration 3Q (5305.200000 sec): 3 clusters Score: Raw -216970.257587 + Penalty 3576.565953 = -213393.691634 nChanged 24 SP:Iteration 4Q (5305.200000 sec): 3 clusters Score: Raw -216989.577713 + Penalty 3576.565953 = -213413.011761 nChanged 16 SP:Iteration 5Q (5305.210000 sec): 3 clusters Score: Raw -217003.292506 + Penalty 3576.565953 = -213426.726553 nChanged 13 SP:Iteration 6Q (5305.220000 sec): 3 clusters Score: Raw -217014.327169 + Penalty 3576.565953 = -213437.761216 nChanged 10 SP:Iteration 7Q (5305.220000 sec): 3 clusters Score: Raw -217022.551143 + Penalty 3576.565953 = -213445.985190 nChanged 1 SP:Iteration 8Q (5305.230000 sec): 3 clusters Score: Raw -217023.751139 + Penalty 3576.565953 = -213447.185186 nChanged 4 SP:Iteration 9Q (5305.240000 sec): 3 clusters Score: Raw -217027.384150 + Penalty 3576.565953 = -213450.818197 nChanged 6 SP:Iteration 10Q (5305.240000 sec): 3 clusters Score: Raw -217032.266896 + Penalty 3576.565953 = -213455.700943 nChanged 6 SP:Iteration 11Q (5305.250000 sec): 3 clusters Score: Raw -217037.870561 + Penalty 3576.565953 = -213461.304608 nChanged 3 SP:Iteration 12Q (5305.260000 sec): 3 clusters Score: Raw -217040.442546 + Penalty 3576.565953 = -213463.876593 nChanged 1 SP:Iteration 13Q (5305.260000 sec): 3 clusters Score: Raw -217040.786694 + Penalty 3576.565953 = -213464.220741 nChanged 1 SP:Iteration 14Q (5305.270000 sec): 3 clusters Score: Raw -217041.818083 + Penalty 3576.565953 = -213465.252130 nChanged 2 SP:Iteration 15Q (5305.280000 sec): 3 clusters Score: Raw -217043.382918 + Penalty 3576.565953 = -213466.816965 nChanged 4 SP:Iteration 16Q (5305.280000 sec): 3 clusters Score: Raw -217048.551012 + Penalty 3576.565953 = -213471.985059 nChanged 5 SP:Iteration 17Q (5305.290000 sec): 3 clusters Score: Raw -217052.321023 + Penalty 3576.565953 = -213475.755071 nChanged 4 SP:Iteration 18Q (5305.300000 sec): 3 clusters Score: Raw -217055.054613 + Penalty 3576.565953 = -213478.488660 nChanged 1 SP:Iteration 19Q (5305.300000 sec): 3 clusters Score: Raw -217056.160515 + Penalty 3576.565953 = -213479.594562 nChanged 3 SP:Iteration 20F (5305.310000 sec): 3 clusters Score: Raw -217057.412484 + Penalty 3576.565953 = -213480.846531 nChanged 1 SP:Iteration 21Q (5305.320000 sec): 3 clusters Score: Raw -217058.374256 + Penalty 3576.565953 = -213481.808303 nChanged 2 SP:Iteration 22Q (5305.330000 sec): 3 clusters Score: Raw -217059.896858 + Penalty 3576.565953 = -213483.330905 nChanged 2 SP:Iteration 23Q (5305.330000 sec): 3 clusters Score: Raw -217061.449683 + Penalty 3576.565953 = -213484.883730 nChanged 2 SP:Iteration 24Q (5305.340000 sec): 3 clusters Score: Raw -217065.296700 + Penalty 3576.565953 = -213488.730747 nChanged 2 SP:Iteration 25Q (5305.350000 sec): 3 clusters Score: Raw -217066.560780 + Penalty 3576.565953 = -213489.994827 nChanged 0 SP:Iteration 26F (5305.350000 sec): 3 clusters Score: Raw -217066.560780 + Penalty 3576.565953 = -213489.994827 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 18 (22644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.460000 sec): 2 clusters Score: Raw -3562043.843988 + Penalty 2486.857248 = -3559556.986740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.580000 sec): 3 clusters Score: Raw -3548898.475105 + Penalty 4973.714497 = -3543924.760608 nChanged 9965 SP:Iteration 1F (5305.690000 sec): 3 clusters Score: Raw -3554002.917502 + Penalty 4973.714497 = -3549029.203005 nChanged 1158 SP:Iteration 2F (5305.810000 sec): 3 clusters Score: Raw -3554393.778058 + Penalty 4973.714497 = -3549420.063561 nChanged 995 SP:Iteration 3Q (5305.920000 sec): 3 clusters Score: Raw -3554675.179045 + Penalty 4973.714497 = -3549701.464548 nChanged 762 SP:Iteration 4Q (5306.040000 sec): 3 clusters Score: Raw -3554888.253573 + Penalty 4973.714497 = -3549914.539076 nChanged 711 SP:Iteration 5Q (5306.160000 sec): 3 clusters Score: Raw -3555081.550749 + Penalty 4973.714497 = -3550107.836252 nChanged 651 SP:Iteration 6Q (5306.270000 sec): 3 clusters Score: Raw -3555260.263813 + Penalty 4973.714497 = -3550286.549316 nChanged 592 SP:Iteration 7Q (5306.380000 sec): 3 clusters Score: Raw -3555423.203417 + Penalty 4973.714497 = -3550449.488920 nChanged 581 SP:Iteration 8Q (5306.500000 sec): 3 clusters Score: Raw -3555591.219679 + Penalty 4973.714497 = -3550617.505182 nChanged 565 SP:Iteration 9Q (5306.620000 sec): 3 clusters Score: Raw -3555747.204167 + Penalty 4973.714497 = -3550773.489670 nChanged 559 SP:Iteration 10Q (5306.730000 sec): 3 clusters Score: Raw -3555893.300392 + Penalty 4973.714497 = -3550919.585895 nChanged 532 SP:Iteration 11Q (5306.850000 sec): 3 clusters Score: Raw -3556037.181524 + Penalty 4973.714497 = -3551063.467027 nChanged 535 SP:Iteration 12Q (5306.960000 sec): 3 clusters Score: Raw -3556196.370415 + Penalty 4973.714497 = -3551222.655918 nChanged 562 SP:Iteration 13Q (5307.080000 sec): 3 clusters Score: Raw -3556392.363127 + Penalty 4973.714497 = -3551418.648630 nChanged 608 SP:Iteration 14Q (5307.200000 sec): 3 clusters Score: Raw -3556620.284362 + Penalty 4973.714497 = -3551646.569865 nChanged 672 SP:Iteration 15Q (5307.310000 sec): 3 clusters Score: Raw -3556881.851171 + Penalty 4973.714497 = -3551908.136674 nChanged 711 SP:Iteration 16Q (5307.420000 sec): 3 clusters Score: Raw -3557218.086237 + Penalty 4973.714497 = -3552244.371741 nChanged 818 SP:Iteration 17Q (5307.540000 sec): 3 clusters Score: Raw -3557671.220029 + Penalty 4973.714497 = -3552697.505532 nChanged 864 SP:Iteration 18Q (5307.650000 sec): 3 clusters Score: Raw -3558170.267631 + Penalty 4973.714497 = -3553196.553135 nChanged 811 SP:Iteration 19Q (5307.770000 sec): 3 clusters Score: Raw -3558629.376004 + Penalty 4973.714497 = -3553655.661507 nChanged 751 SP:Iteration 20F (5307.880000 sec): 3 clusters Score: Raw -3559016.849589 + Penalty 4973.714497 = -3554043.135092 nChanged 653 SP:Iteration 21Q (5307.990000 sec): 3 clusters Score: Raw -3559323.487755 + Penalty 4973.714497 = -3554349.773259 nChanged 584 SP:Iteration 22Q (5308.100000 sec): 3 clusters Score: Raw -3559582.797611 + Penalty 4973.714497 = -3554609.083114 nChanged 519 SP:Iteration 23Q (5308.210000 sec): 3 clusters Score: Raw -3559812.234430 + Penalty 4973.714497 = -3554838.519933 nChanged 462 SP:Iteration 24Q (5308.320000 sec): 3 clusters Score: Raw -3560019.003440 + Penalty 4973.714497 = -3555045.288944 nChanged 445 SP:Iteration 25Q (5308.430000 sec): 3 clusters Score: Raw -3560203.834605 + Penalty 4973.714497 = -3555230.120108 nChanged 440 SP:Iteration 26Q (5308.530000 sec): 3 clusters Score: Raw -3560392.071972 + Penalty 4973.714497 = -3555418.357475 nChanged 388 SP:Iteration 27Q (5308.640000 sec): 3 clusters Score: Raw -3560550.650868 + Penalty 4973.714497 = -3555576.936371 nChanged 365 SP:Iteration 28Q (5308.740000 sec): 3 clusters Score: Raw -3560689.641847 + Penalty 4973.714497 = -3555715.927350 nChanged 320 SP:Iteration 29Q (5308.840000 sec): 3 clusters Score: Raw -3560815.893636 + Penalty 4973.714497 = -3555842.179139 nChanged 349 SP:Iteration 30Q (5308.940000 sec): 3 clusters Score: Raw -3560957.760366 + Penalty 4973.714497 = -3555984.045869 nChanged 339 SP:Iteration 31Q (5309.040000 sec): 3 clusters Score: Raw -3561106.870667 + Penalty 4973.714497 = -3556133.156171 nChanged 321 SP:Iteration 32Q (5309.140000 sec): 3 clusters Score: Raw -3561243.161932 + Penalty 4973.714497 = -3556269.447435 nChanged 283 SP:Iteration 33Q (5309.240000 sec): 3 clusters Score: Raw -3561370.553850 + Penalty 4973.714497 = -3556396.839353 nChanged 271 SP:Iteration 34Q (5309.340000 sec): 3 clusters Score: Raw -3561494.961593 + Penalty 4973.714497 = -3556521.247096 nChanged 225 SP:Iteration 35Q (5309.430000 sec): 3 clusters Score: Raw -3561600.565573 + Penalty 4973.714497 = -3556626.851076 nChanged 185 SP:Iteration 36Q (5309.520000 sec): 3 clusters Score: Raw -3561689.889818 + Penalty 4973.714497 = -3556716.175321 nChanged 178 SP:Iteration 37Q (5309.620000 sec): 3 clusters Score: Raw -3561773.338973 + Penalty 4973.714497 = -3556799.624476 nChanged 174 SP:Iteration 38Q (5309.710000 sec): 3 clusters Score: Raw -3561855.076509 + Penalty 4973.714497 = -3556881.362012 nChanged 148 SP:Iteration 39Q (5309.800000 sec): 3 clusters Score: Raw -3561930.430326 + Penalty 4973.714497 = -3556956.715829 nChanged 129 SP:Iteration 40F (5309.910000 sec): 3 clusters Score: Raw -3561993.720625 + Penalty 4973.714497 = -3557020.006128 nChanged 132 SP:Iteration 41Q (5310.000000 sec): 3 clusters Score: Raw -3562058.843191 + Penalty 4973.714497 = -3557085.128694 nChanged 100 SP:Iteration 42Q (5310.090000 sec): 3 clusters Score: Raw -3562113.400056 + Penalty 4973.714497 = -3557139.685559 nChanged 89 SP:Iteration 43Q (5310.180000 sec): 3 clusters Score: Raw -3562165.296048 + Penalty 4973.714497 = -3557191.581551 nChanged 72 SP:Iteration 44Q (5310.270000 sec): 3 clusters Score: Raw -3562207.532290 + Penalty 4973.714497 = -3557233.817794 nChanged 55 SP:Iteration 45Q (5310.360000 sec): 3 clusters Score: Raw -3562234.347026 + Penalty 4973.714497 = -3557260.632529 nChanged 44 SP:Iteration 46Q (5310.440000 sec): 3 clusters Score: Raw -3562254.677847 + Penalty 4973.714497 = -3557280.963351 nChanged 31 SP:Iteration 47Q (5310.530000 sec): 3 clusters Score: Raw -3562271.798718 + Penalty 4973.714497 = -3557298.084221 nChanged 29 SP:Iteration 48Q (5310.620000 sec): 3 clusters Score: Raw -3562289.307449 + Penalty 4973.714497 = -3557315.592952 nChanged 29 SP:Iteration 49Q (5310.710000 sec): 3 clusters Score: Raw -3562305.651062 + Penalty 4973.714497 = -3557331.936565 nChanged 31 SP:Iteration 50Q (5310.790000 sec): 3 clusters Score: Raw -3562325.258796 + Penalty 4973.714497 = -3557351.544300 nChanged 31 SP:Iteration 51Q (5310.880000 sec): 3 clusters Score: Raw -3562344.998836 + Penalty 4973.714497 = -3557371.284339 nChanged 32 SP:Iteration 52Q (5310.960000 sec): 3 clusters Score: Raw -3562364.924763 + Penalty 4973.714497 = -3557391.210266 nChanged 32 SP:Iteration 53Q (5311.050000 sec): 3 clusters Score: Raw -3562382.993977 + Penalty 4973.714497 = -3557409.279481 nChanged 17 SP:Iteration 54Q (5311.130000 sec): 3 clusters Score: Raw -3562391.381766 + Penalty 4973.714497 = -3557417.667269 nChanged 15 SP:Iteration 55Q (5311.220000 sec): 3 clusters Score: Raw -3562398.929371 + Penalty 4973.714497 = -3557425.214875 nChanged 10 SP:Iteration 56Q (5311.300000 sec): 3 clusters Score: Raw -3562405.050039 + Penalty 4973.714497 = -3557431.335542 nChanged 14 SP:Iteration 57Q (5311.380000 sec): 3 clusters Score: Raw -3562412.283703 + Penalty 4973.714497 = -3557438.569207 nChanged 9 SP:Iteration 58Q (5311.470000 sec): 3 clusters Score: Raw -3562416.441236 + Penalty 4973.714497 = -3557442.726739 nChanged 10 SP:Iteration 59Q (5311.560000 sec): 3 clusters Score: Raw -3562423.054717 + Penalty 4973.714497 = -3557449.340220 nChanged 12 SP:Iteration 60F (5311.670000 sec): 3 clusters Score: Raw -3562430.243310 + Penalty 4973.714497 = -3557456.528814 nChanged 9 SP:Iteration 61Q (5311.750000 sec): 3 clusters Score: Raw -3562434.514179 + Penalty 4973.714497 = -3557460.799682 nChanged 8 SP:Iteration 62Q (5311.840000 sec): 3 clusters Score: Raw -3562438.339798 + Penalty 4973.714497 = -3557464.625301 nChanged 3 SP:Iteration 63Q (5311.920000 sec): 3 clusters Score: Raw -3562439.534137 + Penalty 4973.714497 = -3557465.819640 nChanged 2 SP:Iteration 64Q (5312.000000 sec): 3 clusters Score: Raw -3562440.271987 + Penalty 4973.714497 = -3557466.557490 nChanged 0 SP:Iteration 65F (5312.120000 sec): 3 clusters Score: Raw -3562440.271987 + Penalty 4973.714497 = -3557466.557490 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 19 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5312.130000 sec): 2 clusters Score: Raw -120560.813599 + Penalty 1660.251391 = -118900.562208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5312.140000 sec): 3 clusters Score: Raw -120445.399258 + Penalty 3320.502781 = -117124.896477 nChanged 188 SP:Iteration 1F (5312.140000 sec): 3 clusters Score: Raw -120738.041220 + Penalty 3320.502781 = -117417.538439 nChanged 66 SP:Iteration 2F (5312.140000 sec): 3 clusters Score: Raw -120868.830021 + Penalty 3320.502781 = -117548.327240 nChanged 24 SP:Iteration 3Q (5312.150000 sec): 3 clusters Score: Raw -120925.790748 + Penalty 3320.502781 = -117605.287967 nChanged 17 SP:Iteration 4Q (5312.150000 sec): 3 clusters Score: Raw -120987.321146 + Penalty 3320.502781 = -117666.818365 nChanged 14 SP:Iteration 5Q (5312.160000 sec): 3 clusters Score: Raw -121042.124292 + Penalty 3320.502781 = -117721.621511 nChanged 10 SP:Iteration 6Q (5312.160000 sec): 3 clusters Score: Raw -121067.663165 + Penalty 3320.502781 = -117747.160384 nChanged 13 SP:Iteration 7Q (5312.160000 sec): 3 clusters Score: Raw -121088.806492 + Penalty 3320.502781 = -117768.303711 nChanged 15 SP:Iteration 8Q (5312.170000 sec): 3 clusters Score: Raw -121108.066826 + Penalty 3320.502781 = -117787.564045 nChanged 13 SP:Iteration 9Q (5312.170000 sec): 3 clusters Score: Raw -121127.250175 + Penalty 3320.502781 = -117806.747394 nChanged 7 SP:Iteration 10Q (5312.180000 sec): 3 clusters Score: Raw -121134.976996 + Penalty 3320.502781 = -117814.474215 nChanged 8 SP:Iteration 11Q (5312.180000 sec): 3 clusters Score: Raw -121146.090702 + Penalty 3320.502781 = -117825.587921 nChanged 12 SP:Iteration 12Q (5312.180000 sec): 3 clusters Score: Raw -121160.891213 + Penalty 3320.502781 = -117840.388432 nChanged 7 SP:Iteration 13Q (5312.190000 sec): 3 clusters Score: Raw -121171.861016 + Penalty 3320.502781 = -117851.358235 nChanged 6 SP:Iteration 14Q (5312.190000 sec): 3 clusters Score: Raw -121177.520629 + Penalty 3320.502781 = -117857.017848 nChanged 5 SP:Iteration 15Q (5312.190000 sec): 3 clusters Score: Raw -121192.308789 + Penalty 3320.502781 = -117871.806008 nChanged 2 SP:Iteration 16Q (5312.200000 sec): 3 clusters Score: Raw -121201.667436 + Penalty 3320.502781 = -117881.164655 nChanged 8 SP:Iteration 17Q (5312.200000 sec): 3 clusters Score: Raw -121212.490058 + Penalty 3320.502781 = -117891.987277 nChanged 8 SP:Iteration 18Q (5312.200000 sec): 3 clusters Score: Raw -121224.907747 + Penalty 3320.502781 = -117904.404966 nChanged 10 SP:Iteration 19Q (5312.210000 sec): 3 clusters Score: Raw -121242.193797 + Penalty 3320.502781 = -117921.691016 nChanged 12 SP:Iteration 20F (5312.210000 sec): 3 clusters Score: Raw -121266.110957 + Penalty 3320.502781 = -117945.608176 nChanged 13 SP:Iteration 21Q (5312.220000 sec): 3 clusters Score: Raw -121287.246981 + Penalty 3320.502781 = -117966.744200 nChanged 10 SP:Iteration 22Q (5312.220000 sec): 3 clusters Score: Raw -121300.660001 + Penalty 3320.502781 = -117980.157220 nChanged 6 SP:Iteration 23Q (5312.220000 sec): 3 clusters Score: Raw -121312.489434 + Penalty 3320.502781 = -117991.986653 nChanged 12 SP:Iteration 24Q (5312.230000 sec): 3 clusters Score: Raw -121336.579936 + Penalty 3320.502781 = -118016.077155 nChanged 10 SP:Iteration 25Q (5312.230000 sec): 3 clusters Score: Raw -121354.460223 + Penalty 3320.502781 = -118033.957442 nChanged 12 SP:Iteration 26Q (5312.230000 sec): 3 clusters Score: Raw -121376.371887 + Penalty 3320.502781 = -118055.869106 nChanged 7 SP:Iteration 27Q (5312.240000 sec): 3 clusters Score: Raw -121386.583776 + Penalty 3320.502781 = -118066.080995 nChanged 6 SP:Iteration 28Q (5312.240000 sec): 3 clusters Score: Raw -121398.839176 + Penalty 3320.502781 = -118078.336395 nChanged 3 SP:Iteration 29Q (5312.240000 sec): 3 clusters Score: Raw -121401.731497 + Penalty 3320.502781 = -118081.228716 nChanged 3 SP:Iteration 30Q (5312.250000 sec): 3 clusters Score: Raw -121407.396983 + Penalty 3320.502781 = -118086.894202 nChanged 1 SP:Iteration 31Q (5312.250000 sec): 3 clusters Score: Raw -121409.265118 + Penalty 3320.502781 = -118088.762337 nChanged 1 SP:Iteration 32Q (5312.260000 sec): 3 clusters Score: Raw -121410.474303 + Penalty 3320.502781 = -118089.971522 nChanged 0 SP:Iteration 33F (5312.260000 sec): 3 clusters Score: Raw -121410.474303 + Penalty 3320.502781 = -118089.971522 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 20 (11056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5312.310000 sec): 2 clusters Score: Raw -1601076.633002 + Penalty 2309.060679 = -1598767.572322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5312.370000 sec): 3 clusters Score: Raw -1595023.816128 + Penalty 4618.121359 = -1590405.694769 nChanged 4751 SP:Iteration 1F (5312.420000 sec): 3 clusters Score: Raw -1597716.292578 + Penalty 4618.121359 = -1593098.171219 nChanged 828 SP:Iteration 2F (5312.480000 sec): 3 clusters Score: Raw -1598218.301590 + Penalty 4618.121359 = -1593600.180231 nChanged 684 SP:Iteration 3F (5312.530000 sec): 3 clusters Score: Raw -1598590.218471 + Penalty 4618.121359 = -1593972.097112 nChanged 568 SP:Iteration 4F (5312.590000 sec): 3 clusters Score: Raw -1598886.530426 + Penalty 4618.121359 = -1594268.409067 nChanged 501 SP:Iteration 5Q (5312.640000 sec): 3 clusters Score: Raw -1599164.924658 + Penalty 4618.121359 = -1594546.803299 nChanged 489 SP:Iteration 6Q (5312.700000 sec): 3 clusters Score: Raw -1599406.091681 + Penalty 4618.121359 = -1594787.970322 nChanged 426 SP:Iteration 7Q (5312.750000 sec): 3 clusters Score: Raw -1599607.788186 + Penalty 4618.121359 = -1594989.666828 nChanged 361 SP:Iteration 8Q (5312.810000 sec): 3 clusters Score: Raw -1599741.891385 + Penalty 4618.121359 = -1595123.770027 nChanged 296 SP:Iteration 9Q (5312.860000 sec): 3 clusters Score: Raw -1599858.024315 + Penalty 4618.121359 = -1595239.902957 nChanged 270 SP:Iteration 10Q (5312.920000 sec): 3 clusters Score: Raw -1599952.336812 + Penalty 4618.121359 = -1595334.215453 nChanged 245 SP:Iteration 11Q (5312.970000 sec): 3 clusters Score: Raw -1600031.809087 + Penalty 4618.121359 = -1595413.687728 nChanged 208 SP:Iteration 12Q (5313.020000 sec): 3 clusters Score: Raw -1600098.619169 + Penalty 4618.121359 = -1595480.497810 nChanged 167 SP:Iteration 13Q (5313.080000 sec): 3 clusters Score: Raw -1600145.214228 + Penalty 4618.121359 = -1595527.092870 nChanged 135 SP:Iteration 14Q (5313.130000 sec): 3 clusters Score: Raw -1600178.003989 + Penalty 4618.121359 = -1595559.882630 nChanged 122 SP:Iteration 15Q (5313.180000 sec): 3 clusters Score: Raw -1600209.243300 + Penalty 4618.121359 = -1595591.121942 nChanged 130 SP:Iteration 16Q (5313.240000 sec): 3 clusters Score: Raw -1600245.663021 + Penalty 4618.121359 = -1595627.541662 nChanged 127 SP:Iteration 17Q (5313.290000 sec): 3 clusters Score: Raw -1600283.200057 + Penalty 4618.121359 = -1595665.078698 nChanged 143 SP:Iteration 18Q (5313.350000 sec): 3 clusters Score: Raw -1600325.703558 + Penalty 4618.121359 = -1595707.582199 nChanged 130 SP:Iteration 19Q (5313.400000 sec): 3 clusters Score: Raw -1600361.133751 + Penalty 4618.121359 = -1595743.012392 nChanged 116 SP:Iteration 20F (5313.460000 sec): 3 clusters Score: Raw -1600394.463789 + Penalty 4618.121359 = -1595776.342430 nChanged 126 SP:Iteration 21Q (5313.510000 sec): 3 clusters Score: Raw -1600427.818793 + Penalty 4618.121359 = -1595809.697435 nChanged 109 SP:Iteration 22Q (5313.560000 sec): 3 clusters Score: Raw -1600455.707381 + Penalty 4618.121359 = -1595837.586023 nChanged 81 SP:Iteration 23Q (5313.620000 sec): 3 clusters Score: Raw -1600481.596726 + Penalty 4618.121359 = -1595863.475367 nChanged 104 SP:Iteration 24Q (5313.670000 sec): 3 clusters Score: Raw -1600512.131095 + Penalty 4618.121359 = -1595894.009737 nChanged 117 SP:Iteration 25Q (5313.720000 sec): 3 clusters Score: Raw -1600544.478767 + Penalty 4618.121359 = -1595926.357409 nChanged 108 SP:Iteration 26Q (5313.780000 sec): 3 clusters Score: Raw -1600579.633117 + Penalty 4618.121359 = -1595961.511758 nChanged 114 SP:Iteration 27Q (5313.830000 sec): 3 clusters Score: Raw -1600617.142863 + Penalty 4618.121359 = -1595999.021504 nChanged 121 SP:Iteration 28Q (5313.880000 sec): 3 clusters Score: Raw -1600661.971857 + Penalty 4618.121359 = -1596043.850498 nChanged 117 SP:Iteration 29Q (5313.940000 sec): 3 clusters Score: Raw -1600698.103964 + Penalty 4618.121359 = -1596079.982606 nChanged 115 SP:Iteration 30Q (5313.990000 sec): 3 clusters Score: Raw -1600729.182155 + Penalty 4618.121359 = -1596111.060796 nChanged 102 SP:Iteration 31Q (5314.050000 sec): 3 clusters Score: Raw -1600758.476113 + Penalty 4618.121359 = -1596140.354754 nChanged 87 SP:Iteration 32Q (5314.100000 sec): 3 clusters Score: Raw -1600779.026990 + Penalty 4618.121359 = -1596160.905631 nChanged 79 SP:Iteration 33Q (5314.150000 sec): 3 clusters Score: Raw -1600798.121424 + Penalty 4618.121359 = -1596180.000065 nChanged 63 SP:Iteration 34Q (5314.210000 sec): 3 clusters Score: Raw -1600814.206734 + Penalty 4618.121359 = -1596196.085375 nChanged 62 SP:Iteration 35Q (5314.260000 sec): 3 clusters Score: Raw -1600826.264428 + Penalty 4618.121359 = -1596208.143069 nChanged 52 SP:Iteration 36Q (5314.310000 sec): 3 clusters Score: Raw -1600835.999146 + Penalty 4618.121359 = -1596217.877787 nChanged 49 SP:Iteration 37Q (5314.370000 sec): 3 clusters Score: Raw -1600843.878014 + Penalty 4618.121359 = -1596225.756655 nChanged 27 SP:Iteration 38Q (5314.420000 sec): 3 clusters Score: Raw -1600849.208384 + Penalty 4618.121359 = -1596231.087025 nChanged 36 SP:Iteration 39Q (5314.470000 sec): 3 clusters Score: Raw -1600857.052231 + Penalty 4618.121359 = -1596238.930872 nChanged 31 SP:Iteration 40F (5314.530000 sec): 3 clusters Score: Raw -1600863.742974 + Penalty 4618.121359 = -1596245.621615 nChanged 44 SP:Iteration 41Q (5314.580000 sec): 3 clusters Score: Raw -1600874.726247 + Penalty 4618.121359 = -1596256.604888 nChanged 44 SP:Iteration 42Q (5314.630000 sec): 3 clusters Score: Raw -1600883.657531 + Penalty 4618.121359 = -1596265.536172 nChanged 47 SP:Iteration 43Q (5314.690000 sec): 3 clusters Score: Raw -1600893.999027 + Penalty 4618.121359 = -1596275.877668 nChanged 40 SP:Iteration 44Q (5314.740000 sec): 3 clusters Score: Raw -1600902.402564 + Penalty 4618.121359 = -1596284.281205 nChanged 34 SP:Iteration 45Q (5314.790000 sec): 3 clusters Score: Raw -1600907.960565 + Penalty 4618.121359 = -1596289.839206 nChanged 28 SP:Iteration 46Q (5314.840000 sec): 3 clusters Score: Raw -1600914.088279 + Penalty 4618.121359 = -1596295.966920 nChanged 27 SP:Iteration 47Q (5314.900000 sec): 3 clusters Score: Raw -1600920.272880 + Penalty 4618.121359 = -1596302.151521 nChanged 28 SP:Iteration 48Q (5314.950000 sec): 3 clusters Score: Raw -1600928.500480 + Penalty 4618.121359 = -1596310.379121 nChanged 35 SP:Iteration 49Q (5315.000000 sec): 3 clusters Score: Raw -1600936.416803 + Penalty 4618.121359 = -1596318.295444 nChanged 34 SP:Iteration 50Q (5315.060000 sec): 3 clusters Score: Raw -1600942.215712 + Penalty 4618.121359 = -1596324.094353 nChanged 28 SP:Iteration 51Q (5315.110000 sec): 3 clusters Score: Raw -1600946.640923 + Penalty 4618.121359 = -1596328.519564 nChanged 15 SP:Iteration 52Q (5315.160000 sec): 3 clusters Score: Raw -1600950.127442 + Penalty 4618.121359 = -1596332.006083 nChanged 19 SP:Iteration 53Q (5315.220000 sec): 3 clusters Score: Raw -1600952.730259 + Penalty 4618.121359 = -1596334.608900 nChanged 19 SP:Iteration 54Q (5315.270000 sec): 3 clusters Score: Raw -1600956.211096 + Penalty 4618.121359 = -1596338.089738 nChanged 23 SP:Iteration 55Q (5315.320000 sec): 3 clusters Score: Raw -1600959.889281 + Penalty 4618.121359 = -1596341.767923 nChanged 22 SP:Iteration 56Q (5315.370000 sec): 3 clusters Score: Raw -1600963.324490 + Penalty 4618.121359 = -1596345.203131 nChanged 18 SP:Iteration 57Q (5315.430000 sec): 3 clusters Score: Raw -1600966.297506 + Penalty 4618.121359 = -1596348.176147 nChanged 19 SP:Iteration 58Q (5315.480000 sec): 3 clusters Score: Raw -1600969.135948 + Penalty 4618.121359 = -1596351.014589 nChanged 20 SP:Iteration 59Q (5315.530000 sec): 3 clusters Score: Raw -1600973.055876 + Penalty 4618.121359 = -1596354.934517 nChanged 18 SP:Iteration 60F (5315.590000 sec): 3 clusters Score: Raw -1600976.370448 + Penalty 4618.121359 = -1596358.249089 nChanged 20 SP:Iteration 61Q (5315.640000 sec): 3 clusters Score: Raw -1600979.764520 + Penalty 4618.121359 = -1596361.643161 nChanged 12 SP:Iteration 62Q (5315.690000 sec): 3 clusters Score: Raw -1600981.487710 + Penalty 4618.121359 = -1596363.366352 nChanged 16 SP:Iteration 63Q (5315.740000 sec): 3 clusters Score: Raw -1600984.065145 + Penalty 4618.121359 = -1596365.943786 nChanged 17 SP:Iteration 64Q (5315.800000 sec): 3 clusters Score: Raw -1600987.121120 + Penalty 4618.121359 = -1596368.999762 nChanged 16 SP:Iteration 65Q (5315.850000 sec): 3 clusters Score: Raw -1600989.405613 + Penalty 4618.121359 = -1596371.284254 nChanged 13 SP:Iteration 66Q (5315.900000 sec): 3 clusters Score: Raw -1600991.527002 + Penalty 4618.121359 = -1596373.405643 nChanged 17 SP:Iteration 67Q (5315.960000 sec): 3 clusters Score: Raw -1600994.024178 + Penalty 4618.121359 = -1596375.902819 nChanged 17 SP:Iteration 68Q (5316.010000 sec): 3 clusters Score: Raw -1600996.500367 + Penalty 4618.121359 = -1596378.379008 nChanged 13 SP:Iteration 69Q (5316.060000 sec): 3 clusters Score: Raw -1600998.470638 + Penalty 4618.121359 = -1596380.349279 nChanged 17 SP:Iteration 70Q (5316.110000 sec): 3 clusters Score: Raw -1601002.107596 + Penalty 4618.121359 = -1596383.986237 nChanged 23 SP:Iteration 71Q (5316.160000 sec): 3 clusters Score: Raw -1601006.360697 + Penalty 4618.121359 = -1596388.239338 nChanged 16 SP:Iteration 72Q (5316.220000 sec): 3 clusters Score: Raw -1601008.976338 + Penalty 4618.121359 = -1596390.854979 nChanged 20 SP:Iteration 73Q (5316.270000 sec): 3 clusters Score: Raw -1601012.339705 + Penalty 4618.121359 = -1596394.218346 nChanged 16 SP:Iteration 74Q (5316.320000 sec): 3 clusters Score: Raw -1601014.951299 + Penalty 4618.121359 = -1596396.829940 nChanged 14 SP:Iteration 75Q (5316.370000 sec): 3 clusters Score: Raw -1601016.769846 + Penalty 4618.121359 = -1596398.648487 nChanged 12 SP:Iteration 76Q (5316.420000 sec): 3 clusters Score: Raw -1601018.586293 + Penalty 4618.121359 = -1596400.464935 nChanged 19 SP:Iteration 77Q (5316.480000 sec): 3 clusters Score: Raw -1601021.642514 + Penalty 4618.121359 = -1596403.521155 nChanged 19 SP:Iteration 78Q (5316.530000 sec): 3 clusters Score: Raw -1601024.136700 + Penalty 4618.121359 = -1596406.015342 nChanged 11 SP:Iteration 79Q (5316.580000 sec): 3 clusters Score: Raw -1601025.515323 + Penalty 4618.121359 = -1596407.393964 nChanged 9 SP:Iteration 80F (5316.640000 sec): 3 clusters Score: Raw -1601026.207827 + Penalty 4618.121359 = -1596408.086468 nChanged 5 SP:Iteration 81Q (5316.690000 sec): 3 clusters Score: Raw -1601027.084820 + Penalty 4618.121359 = -1596408.963462 nChanged 7 SP:Iteration 82Q (5316.740000 sec): 3 clusters Score: Raw -1601027.905541 + Penalty 4618.121359 = -1596409.784183 nChanged 6 SP:Iteration 83Q (5316.790000 sec): 3 clusters Score: Raw -1601028.542185 + Penalty 4618.121359 = -1596410.420826 nChanged 5 SP:Iteration 84Q (5316.850000 sec): 3 clusters Score: Raw -1601029.829423 + Penalty 4618.121359 = -1596411.708064 nChanged 10 SP:Iteration 85Q (5316.900000 sec): 3 clusters Score: Raw -1601030.944300 + Penalty 4618.121359 = -1596412.822941 nChanged 6 SP:Iteration 86Q (5316.950000 sec): 3 clusters Score: Raw -1601031.963933 + Penalty 4618.121359 = -1596413.842574 nChanged 8 SP:Iteration 87Q (5317.000000 sec): 3 clusters Score: Raw -1601033.133027 + Penalty 4618.121359 = -1596415.011669 nChanged 7 SP:Iteration 88Q (5317.050000 sec): 3 clusters Score: Raw -1601033.759741 + Penalty 4618.121359 = -1596415.638383 nChanged 5 SP:Iteration 89Q (5317.100000 sec): 3 clusters Score: Raw -1601034.268580 + Penalty 4618.121359 = -1596416.147221 nChanged 4 SP:Iteration 90Q (5317.150000 sec): 3 clusters Score: Raw -1601034.734514 + Penalty 4618.121359 = -1596416.613156 nChanged 5 SP:Iteration 91Q (5317.210000 sec): 3 clusters Score: Raw -1601035.383688 + Penalty 4618.121359 = -1596417.262330 nChanged 6 SP:Iteration 92Q (5317.260000 sec): 3 clusters Score: Raw -1601036.262651 + Penalty 4618.121359 = -1596418.141292 nChanged 3 SP:Iteration 93Q (5317.310000 sec): 3 clusters Score: Raw -1601036.610192 + Penalty 4618.121359 = -1596418.488833 nChanged 9 SP:Iteration 94Q (5317.360000 sec): 3 clusters Score: Raw -1601038.504043 + Penalty 4618.121359 = -1596420.382684 nChanged 11 SP:Iteration 95Q (5317.410000 sec): 3 clusters Score: Raw -1601040.829400 + Penalty 4618.121359 = -1596422.708041 nChanged 14 SP:Iteration 96Q (5317.470000 sec): 3 clusters Score: Raw -1601043.080237 + Penalty 4618.121359 = -1596424.958878 nChanged 14 SP:Iteration 97Q (5317.520000 sec): 3 clusters Score: Raw -1601045.301477 + Penalty 4618.121359 = -1596427.180118 nChanged 11 SP:Iteration 98Q (5317.570000 sec): 3 clusters Score: Raw -1601046.709796 + Penalty 4618.121359 = -1596428.588438 nChanged 11 SP:Iteration 99Q (5317.630000 sec): 3 clusters Score: Raw -1601048.497574 + Penalty 4618.121359 = -1596430.376215 nChanged 12 SP:Iteration 100F (5317.680000 sec): 3 clusters Score: Raw -1601050.974485 + Penalty 4618.121359 = -1596432.853126 nChanged 5 SP:Iteration 101Q (5317.730000 sec): 3 clusters Score: Raw -1601051.716215 + Penalty 4618.121359 = -1596433.594856 nChanged 4 SP:Iteration 102Q (5317.780000 sec): 3 clusters Score: Raw -1601052.280836 + Penalty 4618.121359 = -1596434.159477 nChanged 7 SP:Iteration 103Q (5317.830000 sec): 3 clusters Score: Raw -1601053.199625 + Penalty 4618.121359 = -1596435.078266 nChanged 5 SP:Iteration 104Q (5317.890000 sec): 3 clusters Score: Raw -1601053.711528 + Penalty 4618.121359 = -1596435.590169 nChanged 3 SP:Iteration 105Q (5317.940000 sec): 3 clusters Score: Raw -1601054.296128 + Penalty 4618.121359 = -1596436.174769 nChanged 5 SP:Iteration 106Q (5317.990000 sec): 3 clusters Score: Raw -1601055.159373 + Penalty 4618.121359 = -1596437.038015 nChanged 5 SP:Iteration 107Q (5318.040000 sec): 3 clusters Score: Raw -1601055.751619 + Penalty 4618.121359 = -1596437.630260 nChanged 2 SP:Iteration 108Q (5318.100000 sec): 3 clusters Score: Raw -1601056.160911 + Penalty 4618.121359 = -1596438.039552 nChanged 4 SP:Iteration 109Q (5318.150000 sec): 3 clusters Score: Raw -1601056.700826 + Penalty 4618.121359 = -1596438.579468 nChanged 5 SP:Iteration 110Q (5318.200000 sec): 3 clusters Score: Raw -1601057.252897 + Penalty 4618.121359 = -1596439.131538 nChanged 4 SP:Iteration 111Q (5318.250000 sec): 3 clusters Score: Raw -1601057.758365 + Penalty 4618.121359 = -1596439.637006 nChanged 5 SP:Iteration 112Q (5318.310000 sec): 3 clusters Score: Raw -1601058.261908 + Penalty 4618.121359 = -1596440.140549 nChanged 3 SP:Iteration 113Q (5318.360000 sec): 3 clusters Score: Raw -1601058.653668 + Penalty 4618.121359 = -1596440.532309 nChanged 1 SP:Iteration 114Q (5318.410000 sec): 3 clusters Score: Raw -1601058.751894 + Penalty 4618.121359 = -1596440.630535 nChanged 1 SP:Iteration 115Q (5318.460000 sec): 3 clusters Score: Raw -1601058.807206 + Penalty 4618.121359 = -1596440.685847 nChanged 0 SP:Iteration 116F (5318.510000 sec): 3 clusters Score: Raw -1601058.807206 + Penalty 4618.121359 = -1596440.685847 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 21 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5318.540000 sec): 2 clusters Score: Raw -525631.314397 + Penalty 2025.010181 = -523606.304216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5318.550000 sec): 3 clusters Score: Raw -524044.667949 + Penalty 4050.020362 = -519994.647587 nChanged 1310 SP:Iteration 1F (5318.570000 sec): 3 clusters Score: Raw -524925.038536 + Penalty 4050.020362 = -520875.018175 nChanged 317 SP:Iteration 2F (5318.590000 sec): 3 clusters Score: Raw -525177.003514 + Penalty 4050.020362 = -521126.983152 nChanged 221 SP:Iteration 3F (5318.610000 sec): 3 clusters Score: Raw -525382.482612 + Penalty 4050.020362 = -521332.462250 nChanged 173 SP:Iteration 4Q (5318.630000 sec): 3 clusters Score: Raw -525551.332227 + Penalty 4050.020362 = -521501.311866 nChanged 170 SP:Iteration 5Q (5318.640000 sec): 3 clusters Score: Raw -525739.322989 + Penalty 4050.020362 = -521689.302627 nChanged 176 SP:Iteration 6F (5318.660000 sec): 3 clusters Score: Raw -525934.700520 + Penalty 4050.020362 = -521884.680159 nChanged 181 SP:Iteration 7F (5318.680000 sec): 3 clusters Score: Raw -526186.687851 + Penalty 4050.020362 = -522136.667489 nChanged 204 SP:Iteration 8F (5318.690000 sec): 3 clusters Score: Raw -526511.114784 + Penalty 4050.020362 = -522461.094422 nChanged 205 SP:Iteration 9F (5318.710000 sec): 3 clusters Score: Raw -526828.330115 + Penalty 4050.020362 = -522778.309753 nChanged 164 SP:Iteration 10Q (5318.730000 sec): 3 clusters Score: Raw -527073.160180 + Penalty 4050.020362 = -523023.139818 nChanged 128 SP:Iteration 11Q (5318.740000 sec): 3 clusters Score: Raw -527207.365966 + Penalty 4050.020362 = -523157.345604 nChanged 83 SP:Iteration 12Q (5318.760000 sec): 3 clusters Score: Raw -527273.863960 + Penalty 4050.020362 = -523223.843598 nChanged 57 SP:Iteration 13Q (5318.770000 sec): 3 clusters Score: Raw -527326.969472 + Penalty 4050.020362 = -523276.949110 nChanged 47 SP:Iteration 14Q (5318.790000 sec): 3 clusters Score: Raw -527356.070386 + Penalty 4050.020362 = -523306.050024 nChanged 22 SP:Iteration 15Q (5318.810000 sec): 3 clusters Score: Raw -527366.946949 + Penalty 4050.020362 = -523316.926587 nChanged 10 SP:Iteration 16Q (5318.820000 sec): 3 clusters Score: Raw -527370.822797 + Penalty 4050.020362 = -523320.802436 nChanged 6 SP:Iteration 17Q (5318.840000 sec): 3 clusters Score: Raw -527373.400218 + Penalty 4050.020362 = -523323.379857 nChanged 2 SP:Iteration 18Q (5318.850000 sec): 3 clusters Score: Raw -527373.947185 + Penalty 4050.020362 = -523323.926823 nChanged 0 SP:Iteration 19F (5318.870000 sec): 3 clusters Score: Raw -527373.947185 + Penalty 4050.020362 = -523323.926823 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 22 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5318.870000 sec): 2 clusters Score: Raw -72888.696791 + Penalty 1532.644130 = -71356.052661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5318.880000 sec): 3 clusters Score: Raw -73000.593024 + Penalty 3065.288260 = -69935.304764 nChanged 98 SP:Iteration 1F (5318.880000 sec): 3 clusters Score: Raw -73233.655441 + Penalty 3065.288260 = -70168.367181 nChanged 35 SP:Iteration 2F (5318.880000 sec): 3 clusters Score: Raw -73336.907987 + Penalty 3065.288260 = -70271.619727 nChanged 13 SP:Iteration 3Q (5318.890000 sec): 3 clusters Score: Raw -73375.632352 + Penalty 3065.288260 = -70310.344092 nChanged 10 SP:Iteration 4Q (5318.890000 sec): 3 clusters Score: Raw -73400.057854 + Penalty 3065.288260 = -70334.769594 nChanged 4 SP:Iteration 5Q (5318.890000 sec): 3 clusters Score: Raw -73411.309442 + Penalty 3065.288260 = -70346.021181 nChanged 2 SP:Iteration 6Q (5318.890000 sec): 3 clusters Score: Raw -73416.394648 + Penalty 3065.288260 = -70351.106388 nChanged 2 SP:Iteration 7Q (5318.890000 sec): 3 clusters Score: Raw -73419.238291 + Penalty 3065.288260 = -70353.950031 nChanged 2 SP:Iteration 8Q (5318.900000 sec): 3 clusters Score: Raw -73422.355355 + Penalty 3065.288260 = -70357.067095 nChanged 1 SP:Iteration 9Q (5318.900000 sec): 3 clusters Score: Raw -73424.765349 + Penalty 3065.288260 = -70359.477089 nChanged 1 SP:Iteration 10Q (5318.900000 sec): 3 clusters Score: Raw -73426.172224 + Penalty 3065.288260 = -70360.883964 nChanged 2 SP:Iteration 11Q (5318.900000 sec): 3 clusters Score: Raw -73429.061690 + Penalty 3065.288260 = -70363.773429 nChanged 3 SP:Iteration 12Q (5318.910000 sec): 3 clusters Score: Raw -73436.604107 + Penalty 3065.288260 = -70371.315847 nChanged 1 SP:Iteration 13Q (5318.910000 sec): 3 clusters Score: Raw -73438.573459 + Penalty 3065.288260 = -70373.285199 nChanged 1 SP:Iteration 14Q (5318.910000 sec): 3 clusters Score: Raw -73443.168931 + Penalty 3065.288260 = -70377.880671 nChanged 1 SP:Iteration 15Q (5318.910000 sec): 3 clusters Score: Raw -73444.531227 + Penalty 3065.288260 = -70379.242967 nChanged 1 SP:Iteration 16Q (5318.910000 sec): 3 clusters Score: Raw -73448.675009 + Penalty 3065.288260 = -70383.386749 nChanged 1 SP:Iteration 17Q (5318.920000 sec): 3 clusters Score: Raw -73449.169268 + Penalty 3065.288260 = -70383.881008 nChanged 0 SP:Iteration 18F (5318.920000 sec): 3 clusters Score: Raw -73449.169268 + Penalty 3065.288260 = -70383.881008 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 23 (11990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5318.980000 sec): 2 clusters Score: Raw -1852472.814027 + Penalty 2329.173406 = -1850143.640621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5319.040000 sec): 3 clusters Score: Raw -1845803.806303 + Penalty 4658.346811 = -1841145.459492 nChanged 5146 SP:Iteration 1F (5319.100000 sec): 3 clusters Score: Raw -1848685.235586 + Penalty 4658.346811 = -1844026.888775 nChanged 820 SP:Iteration 2F (5319.160000 sec): 3 clusters Score: Raw -1849078.575398 + Penalty 4658.346811 = -1844420.228587 nChanged 612 SP:Iteration 3F (5319.220000 sec): 3 clusters Score: Raw -1849365.366214 + Penalty 4658.346811 = -1844707.019403 nChanged 517 SP:Iteration 4Q (5319.280000 sec): 3 clusters Score: Raw -1849594.278459 + Penalty 4658.346811 = -1844935.931648 nChanged 454 SP:Iteration 5Q (5319.330000 sec): 3 clusters Score: Raw -1849782.561425 + Penalty 4658.346811 = -1845124.214614 nChanged 380 SP:Iteration 6Q (5319.390000 sec): 3 clusters Score: Raw -1849949.412434 + Penalty 4658.346811 = -1845291.065623 nChanged 379 SP:Iteration 7Q (5319.450000 sec): 3 clusters Score: Raw -1850141.901972 + Penalty 4658.346811 = -1845483.555161 nChanged 404 SP:Iteration 8Q (5319.510000 sec): 3 clusters Score: Raw -1850352.722220 + Penalty 4658.346811 = -1845694.375409 nChanged 405 SP:Iteration 9Q (5319.570000 sec): 3 clusters Score: Raw -1850574.015452 + Penalty 4658.346811 = -1845915.668641 nChanged 377 SP:Iteration 10Q (5319.630000 sec): 3 clusters Score: Raw -1850784.942375 + Penalty 4658.346811 = -1846126.595564 nChanged 355 SP:Iteration 11Q (5319.690000 sec): 3 clusters Score: Raw -1850998.549458 + Penalty 4658.346811 = -1846340.202647 nChanged 347 SP:Iteration 12Q (5319.750000 sec): 3 clusters Score: Raw -1851230.674520 + Penalty 4658.346811 = -1846572.327709 nChanged 347 SP:Iteration 13Q (5319.810000 sec): 3 clusters Score: Raw -1851451.249508 + Penalty 4658.346811 = -1846792.902697 nChanged 302 SP:Iteration 14Q (5319.860000 sec): 3 clusters Score: Raw -1851623.705817 + Penalty 4658.346811 = -1846965.359006 nChanged 268 SP:Iteration 15Q (5319.920000 sec): 3 clusters Score: Raw -1851787.706894 + Penalty 4658.346811 = -1847129.360083 nChanged 244 SP:Iteration 16Q (5319.970000 sec): 3 clusters Score: Raw -1851935.496205 + Penalty 4658.346811 = -1847277.149394 nChanged 204 SP:Iteration 17Q (5320.020000 sec): 3 clusters Score: Raw -1852054.371166 + Penalty 4658.346811 = -1847396.024355 nChanged 206 SP:Iteration 18Q (5320.070000 sec): 3 clusters Score: Raw -1852174.450284 + Penalty 4658.346811 = -1847516.103473 nChanged 158 SP:Iteration 19Q (5320.130000 sec): 3 clusters Score: Raw -1852263.573246 + Penalty 4658.346811 = -1847605.226435 nChanged 126 SP:Iteration 20F (5320.190000 sec): 3 clusters Score: Raw -1852337.634743 + Penalty 4658.346811 = -1847679.287932 nChanged 110 SP:Iteration 21Q (5320.230000 sec): 3 clusters Score: Raw -1852405.308970 + Penalty 4658.346811 = -1847746.962159 nChanged 107 SP:Iteration 22Q (5320.280000 sec): 3 clusters Score: Raw -1852475.082536 + Penalty 4658.346811 = -1847816.735725 nChanged 92 SP:Iteration 23Q (5320.330000 sec): 3 clusters Score: Raw -1852530.547473 + Penalty 4658.346811 = -1847872.200662 nChanged 69 SP:Iteration 24Q (5320.380000 sec): 3 clusters Score: Raw -1852566.573329 + Penalty 4658.346811 = -1847908.226518 nChanged 51 SP:Iteration 25Q (5320.430000 sec): 3 clusters Score: Raw -1852596.568554 + Penalty 4658.346811 = -1847938.221743 nChanged 57 SP:Iteration 26Q (5320.470000 sec): 3 clusters Score: Raw -1852627.199056 + Penalty 4658.346811 = -1847968.852245 nChanged 47 SP:Iteration 27Q (5320.520000 sec): 3 clusters Score: Raw -1852656.341862 + Penalty 4658.346811 = -1847997.995051 nChanged 35 SP:Iteration 28Q (5320.570000 sec): 3 clusters Score: Raw -1852673.897344 + Penalty 4658.346811 = -1848015.550533 nChanged 27 SP:Iteration 29Q (5320.610000 sec): 3 clusters Score: Raw -1852689.879287 + Penalty 4658.346811 = -1848031.532476 nChanged 23 SP:Iteration 30Q (5320.660000 sec): 3 clusters Score: Raw -1852702.882841 + Penalty 4658.346811 = -1848044.536030 nChanged 28 SP:Iteration 31Q (5320.710000 sec): 3 clusters Score: Raw -1852716.840778 + Penalty 4658.346811 = -1848058.493967 nChanged 17 SP:Iteration 32Q (5320.750000 sec): 3 clusters Score: Raw -1852724.363344 + Penalty 4658.346811 = -1848066.016532 nChanged 11 SP:Iteration 33Q (5320.800000 sec): 3 clusters Score: Raw -1852731.199238 + Penalty 4658.346811 = -1848072.852427 nChanged 14 SP:Iteration 34Q (5320.850000 sec): 3 clusters Score: Raw -1852737.745720 + Penalty 4658.346811 = -1848079.398909 nChanged 14 SP:Iteration 35Q (5320.890000 sec): 3 clusters Score: Raw -1852745.728194 + Penalty 4658.346811 = -1848087.381383 nChanged 12 SP:Iteration 36Q (5320.940000 sec): 3 clusters Score: Raw -1852750.691243 + Penalty 4658.346811 = -1848092.344432 nChanged 5 SP:Iteration 37Q (5320.990000 sec): 3 clusters Score: Raw -1852752.685070 + Penalty 4658.346811 = -1848094.338259 nChanged 4 SP:Iteration 38Q (5321.030000 sec): 3 clusters Score: Raw -1852754.692171 + Penalty 4658.346811 = -1848096.345360 nChanged 5 SP:Iteration 39Q (5321.070000 sec): 3 clusters Score: Raw -1852756.893153 + Penalty 4658.346811 = -1848098.546342 nChanged 6 SP:Iteration 40F (5321.130000 sec): 3 clusters Score: Raw -1852759.555813 + Penalty 4658.346811 = -1848101.209002 nChanged 8 SP:Iteration 41Q (5321.180000 sec): 3 clusters Score: Raw -1852763.817064 + Penalty 4658.346811 = -1848105.470253 nChanged 5 SP:Iteration 42Q (5321.230000 sec): 3 clusters Score: Raw -1852766.406886 + Penalty 4658.346811 = -1848108.060075 nChanged 4 SP:Iteration 43Q (5321.270000 sec): 3 clusters Score: Raw -1852768.402502 + Penalty 4658.346811 = -1848110.055691 nChanged 4 SP:Iteration 44Q (5321.320000 sec): 3 clusters Score: Raw -1852770.389621 + Penalty 4658.346811 = -1848112.042810 nChanged 2 SP:Iteration 45Q (5321.360000 sec): 3 clusters Score: Raw -1852771.201770 + Penalty 4658.346811 = -1848112.854959 nChanged 2 SP:Iteration 46Q (5321.410000 sec): 3 clusters Score: Raw -1852772.671857 + Penalty 4658.346811 = -1848114.325046 nChanged 4 SP:Iteration 47Q (5321.450000 sec): 3 clusters Score: Raw -1852775.060859 + Penalty 4658.346811 = -1848116.714048 nChanged 4 SP:Iteration 48Q (5321.500000 sec): 3 clusters Score: Raw -1852776.423865 + Penalty 4658.346811 = -1848118.077054 nChanged 2 SP:Iteration 49Q (5321.550000 sec): 3 clusters Score: Raw -1852777.805668 + Penalty 4658.346811 = -1848119.458857 nChanged 1 SP:Iteration 50Q (5321.590000 sec): 3 clusters Score: Raw -1852778.105565 + Penalty 4658.346811 = -1848119.758754 nChanged 0 SP:Iteration 51F (5321.650000 sec): 3 clusters Score: Raw -1852778.105565 + Penalty 4658.346811 = -1848119.758754 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 24 (527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.660000 sec): 2 clusters Score: Raw -77927.466699 + Penalty 1554.265736 = -76373.200963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.660000 sec): 3 clusters Score: Raw -77928.762114 + Penalty 3108.531472 = -74820.230642 nChanged 96 SP:Iteration 1F (5321.670000 sec): 3 clusters Score: Raw -78113.517867 + Penalty 3108.531472 = -75004.986395 nChanged 22 SP:Iteration 2Q (5321.670000 sec): 3 clusters Score: Raw -78169.708389 + Penalty 3108.531472 = -75061.176917 nChanged 13 SP:Iteration 3Q (5321.670000 sec): 3 clusters Score: Raw -78195.420053 + Penalty 3108.531472 = -75086.888581 nChanged 9 SP:Iteration 4Q (5321.670000 sec): 3 clusters Score: Raw -78218.062731 + Penalty 3108.531472 = -75109.531259 nChanged 8 SP:Iteration 5Q (5321.680000 sec): 3 clusters Score: Raw -78235.305427 + Penalty 3108.531472 = -75126.773955 nChanged 2 SP:Iteration 6Q (5321.680000 sec): 3 clusters Score: Raw -78239.538114 + Penalty 3108.531472 = -75131.006642 nChanged 0 SP:Iteration 7F (5321.680000 sec): 3 clusters Score: Raw -78239.538114 + Penalty 3108.531472 = -75131.006642 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 25 (2244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5321.690000 sec): 2 clusters Score: Raw -334685.207312 + Penalty 1913.571786 = -332771.635526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5321.710000 sec): 3 clusters Score: Raw -333872.805712 + Penalty 3827.143572 = -330045.662140 nChanged 728 SP:Iteration 1F (5321.720000 sec): 3 clusters Score: Raw -334391.566692 + Penalty 3827.143572 = -330564.423120 nChanged 155 SP:Iteration 2F (5321.730000 sec): 3 clusters Score: Raw -334538.068635 + Penalty 3827.143572 = -330710.925062 nChanged 90 SP:Iteration 3Q (5321.740000 sec): 3 clusters Score: Raw -334613.324480 + Penalty 3827.143572 = -330786.180908 nChanged 74 SP:Iteration 4Q (5321.750000 sec): 3 clusters Score: Raw -334679.031944 + Penalty 3827.143572 = -330851.888372 nChanged 72 SP:Iteration 5Q (5321.760000 sec): 3 clusters Score: Raw -334731.804240 + Penalty 3827.143572 = -330904.660667 nChanged 67 SP:Iteration 6Q (5321.770000 sec): 3 clusters Score: Raw -334796.258231 + Penalty 3827.143572 = -330969.114659 nChanged 67 SP:Iteration 7Q (5321.790000 sec): 3 clusters Score: Raw -334858.952439 + Penalty 3827.143572 = -331031.808866 nChanged 82 SP:Iteration 8Q (5321.790000 sec): 3 clusters Score: Raw -334946.720354 + Penalty 3827.143572 = -331119.576781 nChanged 90 SP:Iteration 9Q (5321.810000 sec): 3 clusters Score: Raw -335055.252694 + Penalty 3827.143572 = -331228.109122 nChanged 97 SP:Iteration 10Q (5321.820000 sec): 3 clusters Score: Raw -335172.542561 + Penalty 3827.143572 = -331345.398988 nChanged 95 SP:Iteration 11Q (5321.830000 sec): 3 clusters Score: Raw -335264.981140 + Penalty 3827.143572 = -331437.837568 nChanged 63 SP:Iteration 12Q (5321.840000 sec): 3 clusters Score: Raw -335319.186542 + Penalty 3827.143572 = -331492.042970 nChanged 53 SP:Iteration 13Q (5321.850000 sec): 3 clusters Score: Raw -335369.554534 + Penalty 3827.143572 = -331542.410962 nChanged 51 SP:Iteration 14Q (5321.860000 sec): 3 clusters Score: Raw -335416.978390 + Penalty 3827.143572 = -331589.834818 nChanged 36 SP:Iteration 15Q (5321.870000 sec): 3 clusters Score: Raw -335454.905256 + Penalty 3827.143572 = -331627.761684 nChanged 34 SP:Iteration 16Q (5321.880000 sec): 3 clusters Score: Raw -335483.132931 + Penalty 3827.143572 = -331655.989359 nChanged 24 SP:Iteration 17Q (5321.890000 sec): 3 clusters Score: Raw -335503.683195 + Penalty 3827.143572 = -331676.539623 nChanged 15 SP:Iteration 18Q (5321.900000 sec): 3 clusters Score: Raw -335520.040652 + Penalty 3827.143572 = -331692.897080 nChanged 14 SP:Iteration 19Q (5321.910000 sec): 3 clusters Score: Raw -335529.863767 + Penalty 3827.143572 = -331702.720194 nChanged 9 SP:Iteration 20F (5321.930000 sec): 3 clusters Score: Raw -335537.686732 + Penalty 3827.143572 = -331710.543159 nChanged 6 SP:Iteration 21Q (5321.940000 sec): 3 clusters Score: Raw -335541.446553 + Penalty 3827.143572 = -331714.302980 nChanged 6 SP:Iteration 22Q (5321.950000 sec): 3 clusters Score: Raw -335546.487702 + Penalty 3827.143572 = -331719.344130 nChanged 7 SP:Iteration 23Q (5321.960000 sec): 3 clusters Score: Raw -335550.941235 + Penalty 3827.143572 = -331723.797663 nChanged 4 SP:Iteration 24Q (5321.970000 sec): 3 clusters Score: Raw -335552.771423 + Penalty 3827.143572 = -331725.627851 nChanged 2 SP:Iteration 25Q (5321.980000 sec): 3 clusters Score: Raw -335554.474600 + Penalty 3827.143572 = -331727.331028 nChanged 0 SP:Iteration 26F (5321.990000 sec): 3 clusters Score: Raw -335554.474600 + Penalty 3827.143572 = -331727.331028 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 26 (4791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5322.010000 sec): 2 clusters Score: Raw -718060.806781 + Penalty 2101.674620 = -715959.132161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5322.040000 sec): 3 clusters Score: Raw -715781.883457 + Penalty 4203.349241 = -711578.534216 nChanged 1798 SP:Iteration 1F (5322.060000 sec): 3 clusters Score: Raw -716779.875596 + Penalty 4203.349241 = -712576.526355 nChanged 342 SP:Iteration 2F (5322.090000 sec): 3 clusters Score: Raw -716961.327266 + Penalty 4203.349241 = -712757.978025 nChanged 207 SP:Iteration 3Q (5322.110000 sec): 3 clusters Score: Raw -717071.408906 + Penalty 4203.349241 = -712868.059665 nChanged 176 SP:Iteration 4Q (5322.130000 sec): 3 clusters Score: Raw -717164.075574 + Penalty 4203.349241 = -712960.726334 nChanged 160 SP:Iteration 5Q (5322.150000 sec): 3 clusters Score: Raw -717246.376956 + Penalty 4203.349241 = -713043.027715 nChanged 136 SP:Iteration 6Q (5322.180000 sec): 3 clusters Score: Raw -717318.504000 + Penalty 4203.349241 = -713115.154760 nChanged 120 SP:Iteration 7Q (5322.200000 sec): 3 clusters Score: Raw -717378.521166 + Penalty 4203.349241 = -713175.171925 nChanged 99 SP:Iteration 8Q (5322.230000 sec): 3 clusters Score: Raw -717426.738188 + Penalty 4203.349241 = -713223.388947 nChanged 96 SP:Iteration 9Q (5322.250000 sec): 3 clusters Score: Raw -717473.620279 + Penalty 4203.349241 = -713270.271039 nChanged 85 SP:Iteration 10Q (5322.270000 sec): 3 clusters Score: Raw -717514.012600 + Penalty 4203.349241 = -713310.663360 nChanged 76 SP:Iteration 11Q (5322.300000 sec): 3 clusters Score: Raw -717556.355151 + Penalty 4203.349241 = -713353.005910 nChanged 91 SP:Iteration 12Q (5322.320000 sec): 3 clusters Score: Raw -717604.629895 + Penalty 4203.349241 = -713401.280655 nChanged 84 SP:Iteration 13Q (5322.350000 sec): 3 clusters Score: Raw -717647.340618 + Penalty 4203.349241 = -713443.991377 nChanged 84 SP:Iteration 14Q (5322.370000 sec): 3 clusters Score: Raw -717695.548968 + Penalty 4203.349241 = -713492.199728 nChanged 87 SP:Iteration 15Q (5322.390000 sec): 3 clusters Score: Raw -717743.047134 + Penalty 4203.349241 = -713539.697893 nChanged 65 SP:Iteration 16Q (5322.410000 sec): 3 clusters Score: Raw -717776.277069 + Penalty 4203.349241 = -713572.927828 nChanged 64 SP:Iteration 17Q (5322.440000 sec): 3 clusters Score: Raw -717807.972124 + Penalty 4203.349241 = -713604.622883 nChanged 69 SP:Iteration 18Q (5322.460000 sec): 3 clusters Score: Raw -717843.755015 + Penalty 4203.349241 = -713640.405774 nChanged 54 SP:Iteration 19Q (5322.490000 sec): 3 clusters Score: Raw -717873.433928 + Penalty 4203.349241 = -713670.084687 nChanged 59 SP:Iteration 20F (5322.510000 sec): 3 clusters Score: Raw -717906.366599 + Penalty 4203.349241 = -713703.017358 nChanged 53 SP:Iteration 21Q (5322.530000 sec): 3 clusters Score: Raw -717937.508019 + Penalty 4203.349241 = -713734.158778 nChanged 53 SP:Iteration 22Q (5322.550000 sec): 3 clusters Score: Raw -717967.886155 + Penalty 4203.349241 = -713764.536915 nChanged 40 SP:Iteration 23Q (5322.580000 sec): 3 clusters Score: Raw -717990.144585 + Penalty 4203.349241 = -713786.795345 nChanged 42 SP:Iteration 24Q (5322.600000 sec): 3 clusters Score: Raw -718012.381252 + Penalty 4203.349241 = -713809.032011 nChanged 34 SP:Iteration 25Q (5322.630000 sec): 3 clusters Score: Raw -718030.462576 + Penalty 4203.349241 = -713827.113335 nChanged 25 SP:Iteration 26Q (5322.650000 sec): 3 clusters Score: Raw -718043.390790 + Penalty 4203.349241 = -713840.041549 nChanged 26 SP:Iteration 27Q (5322.670000 sec): 3 clusters Score: Raw -718057.365411 + Penalty 4203.349241 = -713854.016170 nChanged 30 SP:Iteration 28Q (5322.690000 sec): 3 clusters Score: Raw -718074.350733 + Penalty 4203.349241 = -713871.001492 nChanged 33 SP:Iteration 29Q (5322.710000 sec): 3 clusters Score: Raw -718094.952303 + Penalty 4203.349241 = -713891.603062 nChanged 33 SP:Iteration 30Q (5322.740000 sec): 3 clusters Score: Raw -718115.894074 + Penalty 4203.349241 = -713912.544834 nChanged 30 SP:Iteration 31Q (5322.760000 sec): 3 clusters Score: Raw -718137.698677 + Penalty 4203.349241 = -713934.349436 nChanged 36 SP:Iteration 32Q (5322.780000 sec): 3 clusters Score: Raw -718159.663170 + Penalty 4203.349241 = -713956.313930 nChanged 24 SP:Iteration 33Q (5322.810000 sec): 3 clusters Score: Raw -718174.707755 + Penalty 4203.349241 = -713971.358515 nChanged 21 SP:Iteration 34Q (5322.830000 sec): 3 clusters Score: Raw -718190.587922 + Penalty 4203.349241 = -713987.238681 nChanged 22 SP:Iteration 35Q (5322.850000 sec): 3 clusters Score: Raw -718206.666464 + Penalty 4203.349241 = -714003.317223 nChanged 30 SP:Iteration 36Q (5322.870000 sec): 3 clusters Score: Raw -718235.992677 + Penalty 4203.349241 = -714032.643436 nChanged 30 SP:Iteration 37Q (5322.890000 sec): 3 clusters Score: Raw -718260.248447 + Penalty 4203.349241 = -714056.899206 nChanged 23 SP:Iteration 38Q (5322.910000 sec): 3 clusters Score: Raw -718276.289852 + Penalty 4203.349241 = -714072.940611 nChanged 12 SP:Iteration 39Q (5322.930000 sec): 3 clusters Score: Raw -718286.796951 + Penalty 4203.349241 = -714083.447711 nChanged 16 SP:Iteration 40F (5322.960000 sec): 3 clusters Score: Raw -718297.593850 + Penalty 4203.349241 = -714094.244610 nChanged 11 SP:Iteration 41Q (5322.980000 sec): 3 clusters Score: Raw -718304.821215 + Penalty 4203.349241 = -714101.471974 nChanged 6 SP:Iteration 42Q (5323.000000 sec): 3 clusters Score: Raw -718310.885923 + Penalty 4203.349241 = -714107.536683 nChanged 8 SP:Iteration 43Q (5323.020000 sec): 3 clusters Score: Raw -718317.652093 + Penalty 4203.349241 = -714114.302852 nChanged 7 SP:Iteration 44Q (5323.040000 sec): 3 clusters Score: Raw -718325.726180 + Penalty 4203.349241 = -714122.376939 nChanged 6 SP:Iteration 45Q (5323.070000 sec): 3 clusters Score: Raw -718330.697073 + Penalty 4203.349241 = -714127.347832 nChanged 5 SP:Iteration 46Q (5323.090000 sec): 3 clusters Score: Raw -718334.641410 + Penalty 4203.349241 = -714131.292169 nChanged 7 SP:Iteration 47Q (5323.110000 sec): 3 clusters Score: Raw -718340.355488 + Penalty 4203.349241 = -714137.006247 nChanged 6 SP:Iteration 48Q (5323.130000 sec): 3 clusters Score: Raw -718343.833079 + Penalty 4203.349241 = -714140.483838 nChanged 6 SP:Iteration 49Q (5323.150000 sec): 3 clusters Score: Raw -718346.619481 + Penalty 4203.349241 = -714143.270241 nChanged 2 SP:Iteration 50Q (5323.170000 sec): 3 clusters Score: Raw -718348.439368 + Penalty 4203.349241 = -714145.090127 nChanged 1 SP:Iteration 51Q (5323.190000 sec): 3 clusters Score: Raw -718349.323997 + Penalty 4203.349241 = -714145.974756 nChanged 1 SP:Iteration 52Q (5323.210000 sec): 3 clusters Score: Raw -718350.031957 + Penalty 4203.349241 = -714146.682716 nChanged 2 SP:Iteration 53Q (5323.230000 sec): 3 clusters Score: Raw -718350.718343 + Penalty 4203.349241 = -714147.369102 nChanged 0 SP:Iteration 54F (5323.250000 sec): 3 clusters Score: Raw -718350.718343 + Penalty 4203.349241 = -714147.369102 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 27 (171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5323.260000 sec): 2 clusters Score: Raw -18948.111134 + Penalty 1275.132562 = -17672.978572 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5323.260000 sec): 3 clusters Score: Raw -19330.976872 + Penalty 2550.265124 = -16780.711748 nChanged 27 SP:Iteration 1F (5323.260000 sec): 3 clusters Score: Raw -19458.960632 + Penalty 2550.265124 = -16908.695508 nChanged 8 SP:Iteration 2Q (5323.260000 sec): 3 clusters Score: Raw -19523.295990 + Penalty 2550.265124 = -16973.030866 nChanged 6 SP:Iteration 3Q (5323.260000 sec): 3 clusters Score: Raw -19662.550295 + Penalty 2550.265124 = -17112.285171 nChanged 1 SP:Iteration 4Q (5323.260000 sec): 3 clusters Score: Raw -19667.878148 + Penalty 2550.265124 = -17117.613024 nChanged 2 SP:Iteration 5Q (5323.270000 sec): 3 clusters Score: Raw -19679.769094 + Penalty 2550.265124 = -17129.503970 nChanged 0 SP:Iteration 6F (5323.270000 sec): 3 clusters Score: Raw -19679.769094 + Penalty 2550.265124 = -17129.503970 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 28 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5323.270000 sec): 2 clusters Score: Raw -29917.403019 + Penalty 1329.600457 = -28587.802562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5323.270000 sec): 3 clusters Score: Raw -30067.402301 + Penalty 2659.200914 = -27408.201387 nChanged 16 SP:Iteration 1F (5323.270000 sec): 3 clusters Score: Raw -30132.861937 + Penalty 2659.200914 = -27473.661022 nChanged 5 SP:Iteration 2Q (5323.270000 sec): 3 clusters Score: Raw -30169.080337 + Penalty 2659.200914 = -27509.879423 nChanged 2 SP:Iteration 3Q (5323.270000 sec): 3 clusters Score: Raw -30185.162493 + Penalty 2659.200914 = -27525.961579 nChanged 1 SP:Iteration 4Q (5323.270000 sec): 3 clusters Score: Raw -30192.408497 + Penalty 2659.200914 = -27533.207583 nChanged 0 SP:Iteration 5F (5323.280000 sec): 3 clusters Score: Raw -30192.408497 + Penalty 2659.200914 = -27533.207583 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 29 (3797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5323.290000 sec): 2 clusters Score: Raw -586441.864396 + Penalty 2044.007707 = -584397.856689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5323.310000 sec): 3 clusters Score: Raw -584667.845859 + Penalty 4088.015414 = -580579.830445 nChanged 1439 SP:Iteration 1F (5323.330000 sec): 3 clusters Score: Raw -585518.445757 + Penalty 4088.015414 = -581430.430343 nChanged 293 SP:Iteration 2F (5323.350000 sec): 3 clusters Score: Raw -585721.032507 + Penalty 4088.015414 = -581633.017093 nChanged 203 SP:Iteration 3F (5323.370000 sec): 3 clusters Score: Raw -585872.645235 + Penalty 4088.015414 = -581784.629821 nChanged 180 SP:Iteration 4Q (5323.390000 sec): 3 clusters Score: Raw -585992.890699 + Penalty 4088.015414 = -581904.875285 nChanged 135 SP:Iteration 5Q (5323.410000 sec): 3 clusters Score: Raw -586071.604937 + Penalty 4088.015414 = -581983.589523 nChanged 109 SP:Iteration 6Q (5323.430000 sec): 3 clusters Score: Raw -586141.143748 + Penalty 4088.015414 = -582053.128334 nChanged 98 SP:Iteration 7Q (5323.450000 sec): 3 clusters Score: Raw -586197.643095 + Penalty 4088.015414 = -582109.627681 nChanged 86 SP:Iteration 8Q (5323.470000 sec): 3 clusters Score: Raw -586246.862090 + Penalty 4088.015414 = -582158.846677 nChanged 80 SP:Iteration 9Q (5323.490000 sec): 3 clusters Score: Raw -586291.977048 + Penalty 4088.015414 = -582203.961635 nChanged 61 SP:Iteration 10Q (5323.500000 sec): 3 clusters Score: Raw -586321.611330 + Penalty 4088.015414 = -582233.595916 nChanged 55 SP:Iteration 11Q (5323.520000 sec): 3 clusters Score: Raw -586348.654185 + Penalty 4088.015414 = -582260.638771 nChanged 52 SP:Iteration 12Q (5323.540000 sec): 3 clusters Score: Raw -586373.013506 + Penalty 4088.015414 = -582284.998092 nChanged 53 SP:Iteration 13Q (5323.560000 sec): 3 clusters Score: Raw -586401.099112 + Penalty 4088.015414 = -582313.083698 nChanged 53 SP:Iteration 14Q (5323.580000 sec): 3 clusters Score: Raw -586425.929993 + Penalty 4088.015414 = -582337.914579 nChanged 45 SP:Iteration 15Q (5323.600000 sec): 3 clusters Score: Raw -586443.445261 + Penalty 4088.015414 = -582355.429848 nChanged 30 SP:Iteration 16Q (5323.610000 sec): 3 clusters Score: Raw -586455.001559 + Penalty 4088.015414 = -582366.986145 nChanged 21 SP:Iteration 17Q (5323.630000 sec): 3 clusters Score: Raw -586463.062286 + Penalty 4088.015414 = -582375.046872 nChanged 21 SP:Iteration 18Q (5323.650000 sec): 3 clusters Score: Raw -586470.814768 + Penalty 4088.015414 = -582382.799354 nChanged 26 SP:Iteration 19Q (5323.670000 sec): 3 clusters Score: Raw -586480.393319 + Penalty 4088.015414 = -582392.377905 nChanged 29 SP:Iteration 20F (5323.690000 sec): 3 clusters Score: Raw -586493.338459 + Penalty 4088.015414 = -582405.323045 nChanged 26 SP:Iteration 21Q (5323.710000 sec): 3 clusters Score: Raw -586504.646544 + Penalty 4088.015414 = -582416.631130 nChanged 28 SP:Iteration 22Q (5323.730000 sec): 3 clusters Score: Raw -586516.864481 + Penalty 4088.015414 = -582428.849067 nChanged 25 SP:Iteration 23Q (5323.750000 sec): 3 clusters Score: Raw -586526.413302 + Penalty 4088.015414 = -582438.397888 nChanged 20 SP:Iteration 24Q (5323.770000 sec): 3 clusters Score: Raw -586533.100017 + Penalty 4088.015414 = -582445.084603 nChanged 19 SP:Iteration 25Q (5323.790000 sec): 3 clusters Score: Raw -586540.430615 + Penalty 4088.015414 = -582452.415201 nChanged 22 SP:Iteration 26Q (5323.810000 sec): 3 clusters Score: Raw -586550.066757 + Penalty 4088.015414 = -582462.051344 nChanged 23 SP:Iteration 27Q (5323.830000 sec): 3 clusters Score: Raw -586559.203029 + Penalty 4088.015414 = -582471.187615 nChanged 29 SP:Iteration 28Q (5323.840000 sec): 3 clusters Score: Raw -586569.985080 + Penalty 4088.015414 = -582481.969667 nChanged 25 SP:Iteration 29Q (5323.860000 sec): 3 clusters Score: Raw -586583.143498 + Penalty 4088.015414 = -582495.128084 nChanged 38 SP:Iteration 30Q (5323.880000 sec): 3 clusters Score: Raw -586604.269330 + Penalty 4088.015414 = -582516.253916 nChanged 37 SP:Iteration 31Q (5323.900000 sec): 3 clusters Score: Raw -586627.303743 + Penalty 4088.015414 = -582539.288329 nChanged 38 SP:Iteration 32Q (5323.920000 sec): 3 clusters Score: Raw -586647.955008 + Penalty 4088.015414 = -582559.939594 nChanged 38 SP:Iteration 33Q (5323.940000 sec): 3 clusters Score: Raw -586668.675713 + Penalty 4088.015414 = -582580.660299 nChanged 31 SP:Iteration 34Q (5323.960000 sec): 3 clusters Score: Raw -586687.611905 + Penalty 4088.015414 = -582599.596491 nChanged 37 SP:Iteration 35Q (5323.980000 sec): 3 clusters Score: Raw -586707.679252 + Penalty 4088.015414 = -582619.663838 nChanged 31 SP:Iteration 36Q (5323.990000 sec): 3 clusters Score: Raw -586724.237329 + Penalty 4088.015414 = -582636.221915 nChanged 29 SP:Iteration 37Q (5324.010000 sec): 3 clusters Score: Raw -586739.487776 + Penalty 4088.015414 = -582651.472362 nChanged 31 SP:Iteration 38Q (5324.030000 sec): 3 clusters Score: Raw -586755.677636 + Penalty 4088.015414 = -582667.662222 nChanged 28 SP:Iteration 39Q (5324.050000 sec): 3 clusters Score: Raw -586772.167333 + Penalty 4088.015414 = -582684.151919 nChanged 36 SP:Iteration 40F (5324.070000 sec): 3 clusters Score: Raw -586794.336571 + Penalty 4088.015414 = -582706.321157 nChanged 33 SP:Iteration 41Q (5324.090000 sec): 3 clusters Score: Raw -586815.873061 + Penalty 4088.015414 = -582727.857647 nChanged 29 SP:Iteration 42Q (5324.100000 sec): 3 clusters Score: Raw -586833.757268 + Penalty 4088.015414 = -582745.741854 nChanged 29 SP:Iteration 43Q (5324.120000 sec): 3 clusters Score: Raw -586854.046655 + Penalty 4088.015414 = -582766.031241 nChanged 29 SP:Iteration 44Q (5324.140000 sec): 3 clusters Score: Raw -586875.377980 + Penalty 4088.015414 = -582787.362566 nChanged 23 SP:Iteration 45Q (5324.160000 sec): 3 clusters Score: Raw -586891.482849 + Penalty 4088.015414 = -582803.467435 nChanged 21 SP:Iteration 46Q (5324.180000 sec): 3 clusters Score: Raw -586904.816530 + Penalty 4088.015414 = -582816.801116 nChanged 12 SP:Iteration 47Q (5324.200000 sec): 3 clusters Score: Raw -586911.199562 + Penalty 4088.015414 = -582823.184149 nChanged 8 SP:Iteration 48Q (5324.220000 sec): 3 clusters Score: Raw -586915.988218 + Penalty 4088.015414 = -582827.972804 nChanged 8 SP:Iteration 49Q (5324.230000 sec): 3 clusters Score: Raw -586920.623012 + Penalty 4088.015414 = -582832.607598 nChanged 12 SP:Iteration 50Q (5324.250000 sec): 3 clusters Score: Raw -586927.907578 + Penalty 4088.015414 = -582839.892165 nChanged 8 SP:Iteration 51Q (5324.270000 sec): 3 clusters Score: Raw -586931.485982 + Penalty 4088.015414 = -582843.470569 nChanged 3 SP:Iteration 52Q (5324.290000 sec): 3 clusters Score: Raw -586932.826613 + Penalty 4088.015414 = -582844.811199 nChanged 2 SP:Iteration 53Q (5324.300000 sec): 3 clusters Score: Raw -586934.376455 + Penalty 4088.015414 = -582846.361041 nChanged 2 SP:Iteration 54Q (5324.320000 sec): 3 clusters Score: Raw -586935.416017 + Penalty 4088.015414 = -582847.400603 nChanged 2 SP:Iteration 55Q (5324.340000 sec): 3 clusters Score: Raw -586936.705186 + Penalty 4088.015414 = -582848.689772 nChanged 1 SP:Iteration 56Q (5324.360000 sec): 3 clusters Score: Raw -586937.137164 + Penalty 4088.015414 = -582849.121750 nChanged 1 SP:Iteration 57Q (5324.380000 sec): 3 clusters Score: Raw -586937.619840 + Penalty 4088.015414 = -582849.604426 nChanged 1 SP:Iteration 58Q (5324.400000 sec): 3 clusters Score: Raw -586938.014602 + Penalty 4088.015414 = -582849.999188 nChanged 1 SP:Iteration 59Q (5324.410000 sec): 3 clusters Score: Raw -586938.562682 + Penalty 4088.015414 = -582850.547268 nChanged 1 SP:Iteration 60F (5324.430000 sec): 3 clusters Score: Raw -586939.054599 + Penalty 4088.015414 = -582851.039185 nChanged 3 SP:Iteration 61Q (5324.450000 sec): 3 clusters Score: Raw -586940.427084 + Penalty 4088.015414 = -582852.411670 nChanged 6 SP:Iteration 62Q (5324.470000 sec): 3 clusters Score: Raw -586942.975282 + Penalty 4088.015414 = -582854.959868 nChanged 1 SP:Iteration 63Q (5324.480000 sec): 3 clusters Score: Raw -586943.310738 + Penalty 4088.015414 = -582855.295324 nChanged 2 SP:Iteration 64Q (5324.500000 sec): 3 clusters Score: Raw -586944.285194 + Penalty 4088.015414 = -582856.269780 nChanged 1 SP:Iteration 65Q (5324.520000 sec): 3 clusters Score: Raw -586944.652882 + Penalty 4088.015414 = -582856.637468 nChanged 0 SP:Iteration 66F (5324.540000 sec): 3 clusters Score: Raw -586944.652882 + Penalty 4088.015414 = -582856.637468 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 30 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.550000 sec): 2 clusters Score: Raw -79824.163651 + Penalty 1549.993860 = -78274.169791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.550000 sec): 3 clusters Score: Raw -79836.691989 + Penalty 3099.987720 = -76736.704269 nChanged 96 SP:Iteration 1F (5324.550000 sec): 3 clusters Score: Raw -80006.662502 + Penalty 3099.987720 = -76906.674782 nChanged 15 SP:Iteration 2Q (5324.560000 sec): 3 clusters Score: Raw -80047.731861 + Penalty 3099.987720 = -76947.744141 nChanged 5 SP:Iteration 3Q (5324.560000 sec): 3 clusters Score: Raw -80058.568182 + Penalty 3099.987720 = -76958.580462 nChanged 3 SP:Iteration 4Q (5324.560000 sec): 3 clusters Score: Raw -80067.667357 + Penalty 3099.987720 = -76967.679637 nChanged 1 SP:Iteration 5Q (5324.560000 sec): 3 clusters Score: Raw -80071.908537 + Penalty 3099.987720 = -76971.920816 nChanged 1 SP:Iteration 6Q (5324.560000 sec): 3 clusters Score: Raw -80073.222391 + Penalty 3099.987720 = -76973.234670 nChanged 0 SP:Iteration 7F (5324.570000 sec): 3 clusters Score: Raw -80073.222391 + Penalty 3099.987720 = -76973.234670 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 31 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.570000 sec): 2 clusters Score: Raw -43139.243596 + Penalty 1407.834943 = -41731.408653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.570000 sec): 3 clusters Score: Raw -43264.533855 + Penalty 2815.669886 = -40448.863969 nChanged 24 SP:Iteration 1F (5324.580000 sec): 3 clusters Score: Raw -43357.146835 + Penalty 2815.669886 = -40541.476949 nChanged 9 SP:Iteration 2Q (5324.580000 sec): 3 clusters Score: Raw -43396.128691 + Penalty 2815.669886 = -40580.458805 nChanged 5 SP:Iteration 3Q (5324.580000 sec): 3 clusters Score: Raw -43420.344737 + Penalty 2815.669886 = -40604.674851 nChanged 5 SP:Iteration 4Q (5324.580000 sec): 3 clusters Score: Raw -43434.433321 + Penalty 2815.669886 = -40618.763435 nChanged 1 SP:Iteration 5Q (5324.580000 sec): 3 clusters Score: Raw -43439.920111 + Penalty 2815.669886 = -40624.250225 nChanged 1 SP:Iteration 6Q (5324.580000 sec): 3 clusters Score: Raw -43444.194755 + Penalty 2815.669886 = -40628.524869 nChanged 1 SP:Iteration 7Q (5324.580000 sec): 3 clusters Score: Raw -43447.577012 + Penalty 2815.669886 = -40631.907126 nChanged 2 SP:Iteration 8Q (5324.580000 sec): 3 clusters Score: Raw -43459.066222 + Penalty 2815.669886 = -40643.396336 nChanged 0 SP:Iteration 9F (5324.590000 sec): 3 clusters Score: Raw -43459.066222 + Penalty 2815.669886 = -40643.396336 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 32 (202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.590000 sec): 2 clusters Score: Raw -28196.050946 + Penalty 1316.450389 = -26879.600557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.590000 sec): 3 clusters Score: Raw -28353.977080 + Penalty 2632.900778 = -25721.076302 nChanged 12 SP:Iteration 1F (5324.590000 sec): 3 clusters Score: Raw -28416.512160 + Penalty 2632.900778 = -25783.611383 nChanged 6 SP:Iteration 2Q (5324.600000 sec): 3 clusters Score: Raw -28456.445826 + Penalty 2632.900778 = -25823.545048 nChanged 1 SP:Iteration 3Q (5324.600000 sec): 3 clusters Score: Raw -28465.777240 + Penalty 2632.900778 = -25832.876462 nChanged 1 SP:Iteration 4Q (5324.600000 sec): 3 clusters Score: Raw -28473.613727 + Penalty 2632.900778 = -25840.712949 nChanged 2 SP:Iteration 5Q (5324.600000 sec): 3 clusters Score: Raw -28480.068937 + Penalty 2632.900778 = -25847.168159 nChanged 0 SP:Iteration 6F (5324.600000 sec): 3 clusters Score: Raw -28480.068937 + Penalty 2632.900778 = -25847.168159 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 33 (529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.600000 sec): 2 clusters Score: Raw -67360.744371 + Penalty 1555.205131 = -65805.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.610000 sec): 3 clusters Score: Raw -67616.623779 + Penalty 3110.410262 = -64506.213517 nChanged 136 SP:Iteration 1F (5324.610000 sec): 3 clusters Score: Raw -68060.903590 + Penalty 3110.410262 = -64950.493327 nChanged 41 SP:Iteration 2F (5324.610000 sec): 3 clusters Score: Raw -68217.810728 + Penalty 3110.410262 = -65107.400466 nChanged 25 SP:Iteration 3Q (5324.620000 sec): 3 clusters Score: Raw -68311.418476 + Penalty 3110.410262 = -65201.008213 nChanged 18 SP:Iteration 4Q (5324.620000 sec): 3 clusters Score: Raw -68418.209235 + Penalty 3110.410262 = -65307.798973 nChanged 11 SP:Iteration 5Q (5324.620000 sec): 3 clusters Score: Raw -68467.018498 + Penalty 3110.410262 = -65356.608236 nChanged 8 SP:Iteration 6Q (5324.620000 sec): 3 clusters Score: Raw -68494.803859 + Penalty 3110.410262 = -65384.393596 nChanged 0 SP:Iteration 7F (5324.620000 sec): 3 clusters Score: Raw -68494.803859 + Penalty 3110.410262 = -65384.393596 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 34 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5324.640000 sec): 2 clusters Score: Raw -296198.445864 + Penalty 1874.899955 = -294323.545909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5324.640000 sec): 3 clusters Score: Raw -295467.148660 + Penalty 3749.799911 = -291717.348749 nChanged 636 SP:Iteration 1F (5324.660000 sec): 3 clusters Score: Raw -295975.103527 + Penalty 3749.799911 = -292225.303617 nChanged 138 SP:Iteration 2F (5324.660000 sec): 3 clusters Score: Raw -296106.338982 + Penalty 3749.799911 = -292356.539071 nChanged 78 SP:Iteration 3Q (5324.670000 sec): 3 clusters Score: Raw -296195.989670 + Penalty 3749.799911 = -292446.189760 nChanged 65 SP:Iteration 4Q (5324.680000 sec): 3 clusters Score: Raw -296259.177032 + Penalty 3749.799911 = -292509.377122 nChanged 62 SP:Iteration 5Q (5324.690000 sec): 3 clusters Score: Raw -296320.882353 + Penalty 3749.799911 = -292571.082442 nChanged 47 SP:Iteration 6Q (5324.700000 sec): 3 clusters Score: Raw -296373.249816 + Penalty 3749.799911 = -292623.449905 nChanged 30 SP:Iteration 7Q (5324.710000 sec): 3 clusters Score: Raw -296399.474752 + Penalty 3749.799911 = -292649.674841 nChanged 30 SP:Iteration 8Q (5324.720000 sec): 3 clusters Score: Raw -296421.012778 + Penalty 3749.799911 = -292671.212868 nChanged 21 SP:Iteration 9Q (5324.730000 sec): 3 clusters Score: Raw -296445.161480 + Penalty 3749.799911 = -292695.361569 nChanged 35 SP:Iteration 10Q (5324.740000 sec): 3 clusters Score: Raw -296482.110197 + Penalty 3749.799911 = -292732.310287 nChanged 41 SP:Iteration 11Q (5324.750000 sec): 3 clusters Score: Raw -296539.888559 + Penalty 3749.799911 = -292790.088648 nChanged 45 SP:Iteration 12Q (5324.760000 sec): 3 clusters Score: Raw -296593.323519 + Penalty 3749.799911 = -292843.523608 nChanged 47 SP:Iteration 13Q (5324.770000 sec): 3 clusters Score: Raw -296644.413206 + Penalty 3749.799911 = -292894.613295 nChanged 32 SP:Iteration 14Q (5324.780000 sec): 3 clusters Score: Raw -296691.782487 + Penalty 3749.799911 = -292941.982577 nChanged 32 SP:Iteration 15Q (5324.780000 sec): 3 clusters Score: Raw -296757.342484 + Penalty 3749.799911 = -293007.542573 nChanged 53 SP:Iteration 16Q (5324.790000 sec): 3 clusters Score: Raw -296829.560503 + Penalty 3749.799911 = -293079.760593 nChanged 44 SP:Iteration 17Q (5324.800000 sec): 3 clusters Score: Raw -296880.160617 + Penalty 3749.799911 = -293130.360707 nChanged 35 SP:Iteration 18Q (5324.810000 sec): 3 clusters Score: Raw -296911.874268 + Penalty 3749.799911 = -293162.074358 nChanged 28 SP:Iteration 19Q (5324.820000 sec): 3 clusters Score: Raw -296944.064100 + Penalty 3749.799911 = -293194.264190 nChanged 26 SP:Iteration 20F (5324.830000 sec): 3 clusters Score: Raw -296973.772749 + Penalty 3749.799911 = -293223.972839 nChanged 29 SP:Iteration 21Q (5324.840000 sec): 3 clusters Score: Raw -297000.519420 + Penalty 3749.799911 = -293250.719509 nChanged 23 SP:Iteration 22Q (5324.840000 sec): 3 clusters Score: Raw -297028.070620 + Penalty 3749.799911 = -293278.270709 nChanged 24 SP:Iteration 23Q (5324.850000 sec): 3 clusters Score: Raw -297051.947094 + Penalty 3749.799911 = -293302.147183 nChanged 22 SP:Iteration 24Q (5324.860000 sec): 3 clusters Score: Raw -297079.110831 + Penalty 3749.799911 = -293329.310921 nChanged 29 SP:Iteration 25Q (5324.870000 sec): 3 clusters Score: Raw -297117.508787 + Penalty 3749.799911 = -293367.708877 nChanged 22 SP:Iteration 26Q (5324.880000 sec): 3 clusters Score: Raw -297140.379878 + Penalty 3749.799911 = -293390.579967 nChanged 23 SP:Iteration 27Q (5324.890000 sec): 3 clusters Score: Raw -297169.020024 + Penalty 3749.799911 = -293419.220113 nChanged 27 SP:Iteration 28Q (5324.900000 sec): 3 clusters Score: Raw -297193.282983 + Penalty 3749.799911 = -293443.483072 nChanged 20 SP:Iteration 29Q (5324.900000 sec): 3 clusters Score: Raw -297209.638631 + Penalty 3749.799911 = -293459.838721 nChanged 13 SP:Iteration 30Q (5324.910000 sec): 3 clusters Score: Raw -297220.895532 + Penalty 3749.799911 = -293471.095621 nChanged 16 SP:Iteration 31Q (5324.920000 sec): 3 clusters Score: Raw -297241.271084 + Penalty 3749.799911 = -293491.471173 nChanged 13 SP:Iteration 32Q (5324.930000 sec): 3 clusters Score: Raw -297253.730177 + Penalty 3749.799911 = -293503.930266 nChanged 12 SP:Iteration 33Q (5324.940000 sec): 3 clusters Score: Raw -297266.651388 + Penalty 3749.799911 = -293516.851477 nChanged 7 SP:Iteration 34Q (5324.940000 sec): 3 clusters Score: Raw -297272.670101 + Penalty 3749.799911 = -293522.870190 nChanged 4 SP:Iteration 35Q (5324.950000 sec): 3 clusters Score: Raw -297275.845003 + Penalty 3749.799911 = -293526.045092 nChanged 1 SP:Iteration 36Q (5324.960000 sec): 3 clusters Score: Raw -297276.207330 + Penalty 3749.799911 = -293526.407420 nChanged 1 SP:Iteration 37Q (5324.970000 sec): 3 clusters Score: Raw -297276.968851 + Penalty 3749.799911 = -293527.168941 nChanged 1 SP:Iteration 38Q (5324.980000 sec): 3 clusters Score: Raw -297277.233959 + Penalty 3749.799911 = -293527.434048 nChanged 1 SP:Iteration 39Q (5324.980000 sec): 3 clusters Score: Raw -297277.443673 + Penalty 3749.799911 = -293527.643762 nChanged 0 SP:Iteration 40F (5325.000000 sec): 3 clusters Score: Raw -297277.443673 + Penalty 3749.799911 = -293527.643762 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 35 (504 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.000000 sec): 2 clusters Score: Raw -78130.750739 + Penalty 1543.198914 = -76587.551824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.000000 sec): 3 clusters Score: Raw -78146.612327 + Penalty 3086.397829 = -75060.214498 nChanged 77 SP:Iteration 1F (5325.000000 sec): 3 clusters Score: Raw -78274.954703 + Penalty 3086.397829 = -75188.556874 nChanged 13 SP:Iteration 2Q (5325.010000 sec): 3 clusters Score: Raw -78300.395419 + Penalty 3086.397829 = -75213.997590 nChanged 10 SP:Iteration 3Q (5325.010000 sec): 3 clusters Score: Raw -78327.864725 + Penalty 3086.397829 = -75241.466896 nChanged 7 SP:Iteration 4Q (5325.010000 sec): 3 clusters Score: Raw -78353.478803 + Penalty 3086.397829 = -75267.080974 nChanged 4 SP:Iteration 5Q (5325.020000 sec): 3 clusters Score: Raw -78362.766389 + Penalty 3086.397829 = -75276.368560 nChanged 2 SP:Iteration 6Q (5325.020000 sec): 3 clusters Score: Raw -78366.309259 + Penalty 3086.397829 = -75279.911430 nChanged 0 SP:Iteration 7F (5325.020000 sec): 3 clusters Score: Raw -78366.309259 + Penalty 3086.397829 = -75279.911430 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 36 (513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.020000 sec): 2 clusters Score: Raw -72754.043977 + Penalty 1547.588410 = -71206.455568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.030000 sec): 3 clusters Score: Raw -72826.947708 + Penalty 3095.176819 = -69731.770888 nChanged 104 SP:Iteration 1F (5325.030000 sec): 3 clusters Score: Raw -73046.979675 + Penalty 3095.176819 = -69951.802856 nChanged 41 SP:Iteration 2F (5325.030000 sec): 3 clusters Score: Raw -73174.101550 + Penalty 3095.176819 = -70078.924731 nChanged 30 SP:Iteration 3F (5325.040000 sec): 3 clusters Score: Raw -73367.914004 + Penalty 3095.176819 = -70272.737185 nChanged 34 SP:Iteration 4F (5325.040000 sec): 3 clusters Score: Raw -73601.039487 + Penalty 3095.176819 = -70505.862668 nChanged 23 SP:Iteration 5Q (5325.040000 sec): 3 clusters Score: Raw -73671.916431 + Penalty 3095.176819 = -70576.739611 nChanged 11 SP:Iteration 6Q (5325.040000 sec): 3 clusters Score: Raw -73721.036432 + Penalty 3095.176819 = -70625.859613 nChanged 11 SP:Iteration 7Q (5325.040000 sec): 3 clusters Score: Raw -73757.002101 + Penalty 3095.176819 = -70661.825282 nChanged 5 SP:Iteration 8Q (5325.050000 sec): 3 clusters Score: Raw -73773.301237 + Penalty 3095.176819 = -70678.124418 nChanged 5 SP:Iteration 9Q (5325.050000 sec): 3 clusters Score: Raw -73794.312541 + Penalty 3095.176819 = -70699.135722 nChanged 5 SP:Iteration 10Q (5325.050000 sec): 3 clusters Score: Raw -73818.356450 + Penalty 3095.176819 = -70723.179631 nChanged 3 SP:Iteration 11Q (5325.060000 sec): 3 clusters Score: Raw -73829.236737 + Penalty 3095.176819 = -70734.059918 nChanged 2 SP:Iteration 12Q (5325.060000 sec): 3 clusters Score: Raw -73840.293714 + Penalty 3095.176819 = -70745.116895 nChanged 0 SP:Iteration 13F (5325.060000 sec): 3 clusters Score: Raw -73840.293714 + Penalty 3095.176819 = -70745.116895 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 37 (110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.060000 sec): 2 clusters Score: Raw -14556.158856 + Penalty 1165.719131 = -13390.439725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.060000 sec): 3 clusters Score: Raw -14948.538112 + Penalty 2331.438261 = -12617.099851 nChanged 4 SP:Iteration 1Q (5325.060000 sec): 3 clusters Score: Raw -14989.493104 + Penalty 2331.438261 = -12658.054843 nChanged 0 SP:Iteration 2F (5325.060000 sec): 3 clusters Score: Raw -14989.493104 + Penalty 2331.438261 = -12658.054843 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 38 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.070000 sec): 2 clusters Score: Raw -50231.749544 + Penalty 1458.372181 = -48773.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.070000 sec): 3 clusters Score: Raw -50345.267168 + Penalty 2916.744361 = -47428.522807 nChanged 48 SP:Iteration 1F (5325.070000 sec): 3 clusters Score: Raw -50532.873975 + Penalty 2916.744361 = -47616.129614 nChanged 27 SP:Iteration 2F (5325.080000 sec): 3 clusters Score: Raw -50666.760527 + Penalty 2916.744361 = -47750.016165 nChanged 7 SP:Iteration 3Q (5325.080000 sec): 3 clusters Score: Raw -50707.679669 + Penalty 2916.744361 = -47790.935307 nChanged 9 SP:Iteration 4Q (5325.080000 sec): 3 clusters Score: Raw -50733.113436 + Penalty 2916.744361 = -47816.369075 nChanged 6 SP:Iteration 5Q (5325.080000 sec): 3 clusters Score: Raw -50749.958700 + Penalty 2916.744361 = -47833.214339 nChanged 6 SP:Iteration 6Q (5325.080000 sec): 3 clusters Score: Raw -50768.271665 + Penalty 2916.744361 = -47851.527303 nChanged 4 SP:Iteration 7Q (5325.080000 sec): 3 clusters Score: Raw -50780.730884 + Penalty 2916.744361 = -47863.986523 nChanged 1 SP:Iteration 8Q (5325.080000 sec): 3 clusters Score: Raw -50786.849581 + Penalty 2916.744361 = -47870.105220 nChanged 2 SP:Iteration 9Q (5325.080000 sec): 3 clusters Score: Raw -50794.219126 + Penalty 2916.744361 = -47877.474765 nChanged 1 SP:Iteration 10Q (5325.090000 sec): 3 clusters Score: Raw -50795.810387 + Penalty 2916.744361 = -47879.066026 nChanged 1 SP:Iteration 11Q (5325.090000 sec): 3 clusters Score: Raw -50801.160718 + Penalty 2916.744361 = -47884.416357 nChanged 1 SP:Iteration 12Q (5325.090000 sec): 3 clusters Score: Raw -50803.206047 + Penalty 2916.744361 = -47886.461685 nChanged 0 SP:Iteration 13F (5325.090000 sec): 3 clusters Score: Raw -50803.206047 + Penalty 2916.744361 = -47886.461685 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 39 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.100000 sec): 2 clusters Score: Raw -16439.954186 + Penalty 1197.421807 = -15242.532379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.100000 sec): 3 clusters Score: Raw -16734.533346 + Penalty 2394.843614 = -14339.689733 nChanged 7 SP:Iteration 1F (5325.100000 sec): 3 clusters Score: Raw -16796.543184 + Penalty 2394.843614 = -14401.699570 nChanged 1 SP:Iteration 2Q (5325.100000 sec): 3 clusters Score: Raw -16804.086767 + Penalty 2394.843614 = -14409.243153 nChanged 0 SP:Iteration 3F (5325.100000 sec): 3 clusters Score: Raw -16804.086767 + Penalty 2394.843614 = -14409.243153 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 40 (530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.100000 sec): 2 clusters Score: Raw -79603.044092 + Penalty 1555.673498 = -78047.370594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.110000 sec): 3 clusters Score: Raw -79601.353100 + Penalty 3111.346995 = -76490.006105 nChanged 89 SP:Iteration 1F (5325.110000 sec): 3 clusters Score: Raw -79759.286587 + Penalty 3111.346995 = -76647.939592 nChanged 29 SP:Iteration 2F (5325.110000 sec): 3 clusters Score: Raw -79822.145151 + Penalty 3111.346995 = -76710.798156 nChanged 14 SP:Iteration 3Q (5325.120000 sec): 3 clusters Score: Raw -79850.541862 + Penalty 3111.346995 = -76739.194866 nChanged 8 SP:Iteration 4Q (5325.120000 sec): 3 clusters Score: Raw -79869.164209 + Penalty 3111.346995 = -76757.817214 nChanged 7 SP:Iteration 5Q (5325.120000 sec): 3 clusters Score: Raw -79887.599417 + Penalty 3111.346995 = -76776.252422 nChanged 2 SP:Iteration 6Q (5325.120000 sec): 3 clusters Score: Raw -79892.782120 + Penalty 3111.346995 = -76781.435125 nChanged 1 SP:Iteration 7Q (5325.120000 sec): 3 clusters Score: Raw -79895.055283 + Penalty 3111.346995 = -76783.708288 nChanged 2 SP:Iteration 8Q (5325.130000 sec): 3 clusters Score: Raw -79898.700208 + Penalty 3111.346995 = -76787.353213 nChanged 3 SP:Iteration 9Q (5325.130000 sec): 3 clusters Score: Raw -79907.008749 + Penalty 3111.346995 = -76795.661753 nChanged 1 SP:Iteration 10Q (5325.130000 sec): 3 clusters Score: Raw -79910.292334 + Penalty 3111.346995 = -76798.945339 nChanged 3 SP:Iteration 11Q (5325.140000 sec): 3 clusters Score: Raw -79917.522585 + Penalty 3111.346995 = -76806.175590 nChanged 3 SP:Iteration 12Q (5325.140000 sec): 3 clusters Score: Raw -79923.884233 + Penalty 3111.346995 = -76812.537237 nChanged 4 SP:Iteration 13Q (5325.140000 sec): 3 clusters Score: Raw -79930.463707 + Penalty 3111.346995 = -76819.116711 nChanged 3 SP:Iteration 14Q (5325.140000 sec): 3 clusters Score: Raw -79938.659638 + Penalty 3111.346995 = -76827.312643 nChanged 2 SP:Iteration 15Q (5325.140000 sec): 3 clusters Score: Raw -79942.753561 + Penalty 3111.346995 = -76831.406566 nChanged 2 SP:Iteration 16Q (5325.150000 sec): 3 clusters Score: Raw -79948.002952 + Penalty 3111.346995 = -76836.655957 nChanged 4 SP:Iteration 17Q (5325.150000 sec): 3 clusters Score: Raw -79953.133377 + Penalty 3111.346995 = -76841.786381 nChanged 0 SP:Iteration 18F (5325.150000 sec): 3 clusters Score: Raw -79953.133377 + Penalty 3111.346995 = -76841.786381 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 41 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.160000 sec): 2 clusters Score: Raw -22753.772348 + Penalty 1276.578630 = -21477.193717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.160000 sec): 3 clusters Score: Raw -22981.130547 + Penalty 2553.157260 = -20427.973287 nChanged 9 SP:Iteration 1F (5325.160000 sec): 3 clusters Score: Raw -23046.447308 + Penalty 2553.157260 = -20493.290048 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 42 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.160000 sec): 2 clusters Score: Raw -28915.244581 + Penalty 1312.739597 = -27602.504985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.160000 sec): 3 clusters Score: Raw -29089.145548 + Penalty 2625.479193 = -26463.666355 nChanged 11 SP:Iteration 1F (5325.160000 sec): 3 clusters Score: Raw -29149.478582 + Penalty 2625.479193 = -26523.999389 nChanged 5 SP:Iteration 2Q (5325.170000 sec): 3 clusters Score: Raw -29172.233395 + Penalty 2625.479193 = -26546.754202 nChanged 1 SP:Iteration 3Q (5325.170000 sec): 3 clusters Score: Raw -29181.774664 + Penalty 2625.479193 = -26556.295471 nChanged 1 SP:Iteration 4Q (5325.170000 sec): 3 clusters Score: Raw -29188.085334 + Penalty 2625.479193 = -26562.606141 nChanged 0 SP:Iteration 5F (5325.170000 sec): 3 clusters Score: Raw -29188.085334 + Penalty 2625.479193 = -26562.606141 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 43 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.170000 sec): 2 clusters Score: Raw -19001.491108 + Penalty 1249.164245 = -17752.326863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.170000 sec): 3 clusters Score: Raw -19550.320929 + Penalty 2498.328491 = -17051.992438 nChanged 14 SP:Iteration 1F (5325.180000 sec): 3 clusters Score: Raw -19657.505259 + Penalty 2498.328491 = -17159.176769 nChanged 2 SP:Iteration 2Q (5325.180000 sec): 3 clusters Score: Raw -19668.846152 + Penalty 2498.328491 = -17170.517662 nChanged 5 SP:Iteration 3Q (5325.180000 sec): 3 clusters Score: Raw -19702.199505 + Penalty 2498.328491 = -17203.871014 nChanged 3 SP:Iteration 4Q (5325.180000 sec): 3 clusters Score: Raw -19732.822323 + Penalty 2498.328491 = -17234.493832 nChanged 1 SP:Iteration 5Q (5325.180000 sec): 3 clusters Score: Raw -19739.395322 + Penalty 2498.328491 = -17241.066832 nChanged 1 SP:Iteration 6Q (5325.180000 sec): 3 clusters Score: Raw -19754.531277 + Penalty 2498.328491 = -17256.202786 nChanged 1 SP:Iteration 7Q (5325.180000 sec): 3 clusters Score: Raw -19764.935801 + Penalty 2498.328491 = -17266.607310 nChanged 1 SP:Iteration 8Q (5325.180000 sec): 3 clusters Score: Raw -19769.794160 + Penalty 2498.328491 = -17271.465669 nChanged 0 SP:Iteration 9F (5325.180000 sec): 3 clusters Score: Raw -19769.967101 + Penalty 2498.328491 = -17271.638610 nChanged 1 SP:Iteration 10Q (5325.180000 sec): 3 clusters Score: Raw -19790.133938 + Penalty 2498.328491 = -17291.805447 nChanged 0 SP:Iteration 11F (5325.180000 sec): 3 clusters Score: Raw -19790.133938 + Penalty 2498.328491 = -17291.805447 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 44 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.180000 sec): 2 clusters Score: Raw -17380.048073 + Penalty 1195.429828 = -16184.618245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.180000 sec): 3 clusters Score: Raw -17658.434406 + Penalty 2390.859657 = -15267.574750 nChanged 1 SP:Iteration 1Q (5325.190000 sec): 3 clusters Score: Raw -17664.584700 + Penalty 2390.859657 = -15273.725043 nChanged 0 SP:Iteration 2F (5325.190000 sec): 3 clusters Score: Raw -17664.584700 + Penalty 2390.859657 = -15273.725043 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 45 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.190000 sec): 2 clusters Score: Raw -24955.752360 + Penalty 1282.280031 = -23673.472329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.190000 sec): 3 clusters Score: Raw -25200.480498 + Penalty 2564.560062 = -22635.920437 nChanged 10 SP:Iteration 1F (5325.190000 sec): 3 clusters Score: Raw -25267.015702 + Penalty 2564.560062 = -22702.455641 nChanged 2 SP:Iteration 2Q (5325.190000 sec): 3 clusters Score: Raw -25275.408660 + Penalty 2564.560062 = -22710.848598 nChanged 0 SP:Iteration 3F (5325.200000 sec): 3 clusters Score: Raw -25275.408660 + Penalty 2564.560062 = -22710.848598 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 46 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.200000 sec): 2 clusters Score: Raw -23308.020543 + Penalty 1286.471680 = -22021.548863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.200000 sec): 3 clusters Score: Raw -23572.102439 + Penalty 2572.943360 = -20999.159080 nChanged 10 SP:Iteration 1F (5325.200000 sec): 3 clusters Score: Raw -23653.562052 + Penalty 2572.943360 = -21080.618693 nChanged 5 SP:Iteration 2Q (5325.200000 sec): 3 clusters Score: Raw -23700.460073 + Penalty 2572.943360 = -21127.516714 nChanged 2 SP:Iteration 3Q (5325.200000 sec): 3 clusters Score: Raw -23708.609053 + Penalty 2572.943360 = -21135.665693 nChanged 0 SP:Iteration 4F (5325.200000 sec): 3 clusters Score: Raw -23708.609053 + Penalty 2572.943360 = -21135.665693 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.200000 sec): 2 clusters Score: Raw -29548.567953 + Penalty 1315.219617 = -28233.348335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.210000 sec): 3 clusters Score: Raw -29743.817418 + Penalty 2630.439234 = -27113.378184 nChanged 12 SP:Iteration 1F (5325.210000 sec): 3 clusters Score: Raw -29792.631029 + Penalty 2630.439234 = -27162.191794 nChanged 1 SP:Iteration 2Q (5325.210000 sec): 3 clusters Score: Raw -29807.189660 + Penalty 2630.439234 = -27176.750426 nChanged 0 SP:Iteration 3F (5325.210000 sec): 3 clusters Score: Raw -29807.189660 + Penalty 2630.439234 = -27176.750426 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 48 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.210000 sec): 2 clusters Score: Raw -9742.099966 + Penalty 1107.545213 = -8634.554752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.210000 sec): 3 clusters Score: Raw -10235.717295 + Penalty 2215.090427 = -8020.626868 nChanged 1 SP:Iteration 1Q (5325.220000 sec): 3 clusters Score: Raw -10277.486481 + Penalty 2215.090427 = -8062.396054 nChanged 0 SP:Iteration 2F (5325.220000 sec): 3 clusters Score: Raw -10277.486481 + Penalty 2215.090427 = -8062.396054 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 49 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.220000 sec): 2 clusters Score: Raw -19574.567222 + Penalty 1220.155270 = -18354.411952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.220000 sec): 3 clusters Score: Raw -19892.023330 + Penalty 2440.310539 = -17451.712791 nChanged 1 SP:Iteration 1Q (5325.220000 sec): 3 clusters Score: Raw -19900.113175 + Penalty 2440.310539 = -17459.802636 nChanged 2 SP:Iteration 2Q (5325.220000 sec): 3 clusters Score: Raw -19913.580981 + Penalty 2440.310539 = -17473.270442 nChanged 0 SP:Iteration 3F (5325.220000 sec): 3 clusters Score: Raw -19913.580981 + Penalty 2440.310539 = -17473.270442 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 50 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.220000 sec): 2 clusters Score: Raw -11613.851128 + Penalty 1086.742605 = -10527.108523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.220000 sec): 3 clusters Score: Raw -12015.476226 + Penalty 2173.485211 = -9841.991015 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 51 (274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.230000 sec): 2 clusters Score: Raw -39280.741313 + Penalty 1392.055770 = -37888.685543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.230000 sec): 3 clusters Score: Raw -39376.207262 + Penalty 2784.111541 = -36592.095721 nChanged 37 SP:Iteration 1F (5325.230000 sec): 3 clusters Score: Raw -39505.210049 + Penalty 2784.111541 = -36721.098508 nChanged 7 SP:Iteration 2Q (5325.230000 sec): 3 clusters Score: Raw -39534.710973 + Penalty 2784.111541 = -36750.599432 nChanged 2 SP:Iteration 3Q (5325.230000 sec): 3 clusters Score: Raw -39543.184941 + Penalty 2784.111541 = -36759.073400 nChanged 3 SP:Iteration 4Q (5325.240000 sec): 3 clusters Score: Raw -39553.524469 + Penalty 2784.111541 = -36769.412928 nChanged 1 SP:Iteration 5Q (5325.240000 sec): 3 clusters Score: Raw -39557.113712 + Penalty 2784.111541 = -36773.002172 nChanged 0 SP:Iteration 6F (5325.240000 sec): 3 clusters Score: Raw -39557.113712 + Penalty 2784.111541 = -36773.002172 nChanged 0 Memory request: 0.00 GB would take us to total of 4.92 GB. Trying to split cluster 52 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.240000 sec): 2 clusters Score: Raw -12265.034088 + Penalty 1118.693158 = -11146.340931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.240000 sec): 3 clusters Score: Raw -12674.336666 + Penalty 2237.386315 = -10436.950351 nChanged 0 ------ Evaluating fit on full set of 1951586 points ------ Score: Raw -298001690.527152 + Penalty 186787.636228 = -297814902.890924 Time taken for this iteration:5469.590000 seconds. 20->53 Clusters: Score -297814902.890924, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.21 GB would take us to total of 4.85 GB. ------ Running on subset of 650528 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 3 (5297 points): Lose 1134.629339 but Gain 3319.613826 Iteration 0F (5530.050000 sec): 20 clusters Score: Raw -90894394.473253 + Penalty 63072.662689 = -90831321.810564 nChanged 617042 Iteration 1F (5552.600000 sec): 20 clusters Score: Raw -96788903.247109 + Penalty 63072.662689 = -96725830.584420 nChanged 297717 Iteration 2F (5575.130000 sec): 20 clusters Score: Raw -97865851.976983 + Penalty 63072.662689 = -97802779.314294 nChanged 186696 Iteration 3F (5597.600000 sec): 20 clusters Score: Raw -98251021.881802 + Penalty 63072.662689 = -98187949.219114 nChanged 126857 Iteration 4F (5620.050000 sec): 20 clusters Score: Raw -98521962.197575 + Penalty 63072.662689 = -98458889.534886 nChanged 92097 Deleting Class 5 (2020 points): Lose 2882.051320 but Gain 3319.613826 Iteration 5F (5642.590000 sec): 19 clusters Score: Raw -98636108.848488 + Penalty 59753.048863 = -98576355.799625 nChanged 72318 Iteration 6F (5663.520000 sec): 19 clusters Score: Raw -98712694.740844 + Penalty 59753.048863 = -98652941.691982 nChanged 58116 Iteration 7F (5684.950000 sec): 19 clusters Score: Raw -98772591.711802 + Penalty 59753.048863 = -98712838.662939 nChanged 49486 Deleting Class 11 (3034 points): Lose 3236.273287 but Gain 3319.613826 Iteration 8F (5706.390000 sec): 18 clusters Score: Raw -98821864.157148 + Penalty 56433.435037 = -98765430.722111 nChanged 43459 Iteration 9F (5726.690000 sec): 18 clusters Score: Raw -98866001.274795 + Penalty 56433.435037 = -98809567.839757 nChanged 31462 Iteration 10Q (5734.070000 sec): 18 clusters Score: Raw -98887793.211728 + Penalty 56433.435037 = -98831359.776691 nChanged 23859 Iteration 11Q (5741.140000 sec): 18 clusters Score: Raw -98898861.182270 + Penalty 56433.435037 = -98842427.747233 nChanged 18444 Iteration 12Q (5748.000000 sec): 18 clusters Score: Raw -98906655.120090 + Penalty 56433.435037 = -98850221.685053 nChanged 15414 Iteration 13Q (5754.760000 sec): 18 clusters Score: Raw -98913292.104706 + Penalty 56433.435037 = -98856858.669669 nChanged 13512 Iteration 14Q (5761.410000 sec): 18 clusters Score: Raw -98919059.788709 + Penalty 56433.435037 = -98862626.353672 nChanged 11901 Iteration 15Q (5767.990000 sec): 18 clusters Score: Raw -98923688.923339 + Penalty 56433.435037 = -98867255.488302 nChanged 10583 Iteration 16Q (5774.470000 sec): 18 clusters Score: Raw -98927251.718946 + Penalty 56433.435037 = -98870818.283909 nChanged 9266 Iteration 17Q (5780.890000 sec): 18 clusters Score: Raw -98930078.154908 + Penalty 56433.435037 = -98873644.719871 nChanged 8168 Iteration 18Q (5787.210000 sec): 18 clusters Score: Raw -98932402.271806 + Penalty 56433.435037 = -98875968.836769 nChanged 7138 Iteration 19Q (5793.490000 sec): 18 clusters Score: Raw -98934441.978021 + Penalty 56433.435037 = -98878008.542984 nChanged 6688 Writing temp clu file Because OldScore, -98875968.836769, is greater than current (better) Score,-98878008.542984 Compute initial score before splitting: Score: Raw -98934441.978021 + Penalty 56433.435037 = -98878008.542984 Memory request: 0.01 GB would take us to total of 4.86 GB. Trying to split cluster 1 (2761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5793.640000 sec): 2 clusters Score: Raw -353106.218470 + Penalty 1964.990357 = -351141.228114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5793.660000 sec): 3 clusters Score: Raw -353221.604896 + Penalty 3929.980713 = -349291.624183 nChanged 1191 SP:Iteration 1F (5793.670000 sec): 3 clusters Score: Raw -363413.902966 + Penalty 3929.980713 = -359483.922253 nChanged 287 SP:Iteration 2F (5793.690000 sec): 3 clusters Score: Raw -366435.546754 + Penalty 3929.980713 = -362505.566041 nChanged 64 SP:Iteration 3Q (5793.690000 sec): 3 clusters Score: Raw -367002.200822 + Penalty 3929.980713 = -363072.220109 nChanged 40 SP:Iteration 4Q (5793.700000 sec): 3 clusters Score: Raw -367193.273477 + Penalty 3929.980713 = -363263.292764 nChanged 30 SP:Iteration 5Q (5793.710000 sec): 3 clusters Score: Raw -367294.920358 + Penalty 3929.980713 = -363364.939645 nChanged 22 SP:Iteration 6Q (5793.720000 sec): 3 clusters Score: Raw -367352.914442 + Penalty 3929.980713 = -363422.933729 nChanged 18 SP:Iteration 7Q (5793.730000 sec): 3 clusters Score: Raw -367447.090896 + Penalty 3929.980713 = -363517.110183 nChanged 14 SP:Iteration 8Q (5793.740000 sec): 3 clusters Score: Raw -367485.207516 + Penalty 3929.980713 = -363555.226803 nChanged 4 SP:Iteration 9Q (5793.750000 sec): 3 clusters Score: Raw -367487.587475 + Penalty 3929.980713 = -363557.606762 nChanged 0 SP:Iteration 10F (5793.770000 sec): 3 clusters Score: Raw -367497.020693 + Penalty 3929.980713 = -363567.039980 nChanged 2 SP:Iteration 11Q (5793.770000 sec): 3 clusters Score: Raw -367508.776468 + Penalty 3929.980713 = -363578.795755 nChanged 2 SP:Iteration 12Q (5793.790000 sec): 3 clusters Score: Raw -367516.466930 + Penalty 3929.980713 = -363586.486217 nChanged 2 SP:Iteration 13Q (5793.790000 sec): 3 clusters Score: Raw -367520.700128 + Penalty 3929.980713 = -363590.719415 nChanged 0 SP:Iteration 14F (5793.810000 sec): 3 clusters Score: Raw -367520.700128 + Penalty 3929.980713 = -363590.719415 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (44591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5794.060000 sec): 2 clusters Score: Raw -6884119.464658 + Penalty 2654.911256 = -6881464.553401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5794.290000 sec): 3 clusters Score: Raw -6856677.115725 + Penalty 5309.822513 = -6851367.293212 nChanged 20538 SP:Iteration 1F (5794.510000 sec): 3 clusters Score: Raw -6869781.530879 + Penalty 5309.822513 = -6864471.708367 nChanged 3548 SP:Iteration 2F (5794.730000 sec): 3 clusters Score: Raw -6873405.387206 + Penalty 5309.822513 = -6868095.564693 nChanged 4485 SP:Iteration 3F (5794.960000 sec): 3 clusters Score: Raw -6878486.801264 + Penalty 5309.822513 = -6873176.978752 nChanged 4705 SP:Iteration 4F (5795.180000 sec): 3 clusters Score: Raw -6883929.992946 + Penalty 5309.822513 = -6878620.170433 nChanged 3516 SP:Iteration 5F (5795.410000 sec): 3 clusters Score: Raw -6887962.684409 + Penalty 5309.822513 = -6882652.861897 nChanged 2183 SP:Iteration 6Q (5795.620000 sec): 3 clusters Score: Raw -6890114.578325 + Penalty 5309.822513 = -6884804.755812 nChanged 1303 SP:Iteration 7Q (5795.830000 sec): 3 clusters Score: Raw -6890980.790445 + Penalty 5309.822513 = -6885670.967933 nChanged 761 SP:Iteration 8Q (5796.040000 sec): 3 clusters Score: Raw -6891351.165893 + Penalty 5309.822513 = -6886041.343380 nChanged 510 SP:Iteration 9Q (5796.240000 sec): 3 clusters Score: Raw -6891571.336326 + Penalty 5309.822513 = -6886261.513813 nChanged 393 SP:Iteration 10Q (5796.440000 sec): 3 clusters Score: Raw -6891715.267544 + Penalty 5309.822513 = -6886405.445031 nChanged 290 SP:Iteration 11Q (5796.630000 sec): 3 clusters Score: Raw -6891805.043019 + Penalty 5309.822513 = -6886495.220506 nChanged 212 SP:Iteration 12Q (5796.820000 sec): 3 clusters Score: Raw -6891856.275532 + Penalty 5309.822513 = -6886546.453019 nChanged 172 SP:Iteration 13Q (5797.010000 sec): 3 clusters Score: Raw -6891894.458602 + Penalty 5309.822513 = -6886584.636090 nChanged 165 SP:Iteration 14Q (5797.200000 sec): 3 clusters Score: Raw -6891929.637859 + Penalty 5309.822513 = -6886619.815346 nChanged 123 SP:Iteration 15Q (5797.390000 sec): 3 clusters Score: Raw -6891950.361471 + Penalty 5309.822513 = -6886640.538959 nChanged 92 SP:Iteration 16Q (5797.580000 sec): 3 clusters Score: Raw -6891965.355252 + Penalty 5309.822513 = -6886655.532739 nChanged 78 SP:Iteration 17Q (5797.770000 sec): 3 clusters Score: Raw -6891977.753421 + Penalty 5309.822513 = -6886667.930908 nChanged 76 SP:Iteration 18Q (5797.960000 sec): 3 clusters Score: Raw -6891988.864962 + Penalty 5309.822513 = -6886679.042449 nChanged 74 SP:Iteration 19Q (5798.140000 sec): 3 clusters Score: Raw -6892000.091739 + Penalty 5309.822513 = -6886690.269226 nChanged 69 SP:Iteration 20F (5798.370000 sec): 3 clusters Score: Raw -6892008.481560 + Penalty 5309.822513 = -6886698.659047 nChanged 55 SP:Iteration 21Q (5798.560000 sec): 3 clusters Score: Raw -6892013.570566 + Penalty 5309.822513 = -6886703.748053 nChanged 48 SP:Iteration 22Q (5798.740000 sec): 3 clusters Score: Raw -6892017.496554 + Penalty 5309.822513 = -6886707.674041 nChanged 32 SP:Iteration 23Q (5798.920000 sec): 3 clusters Score: Raw -6892019.564614 + Penalty 5309.822513 = -6886709.742101 nChanged 22 SP:Iteration 24Q (5799.110000 sec): 3 clusters Score: Raw -6892020.856599 + Penalty 5309.822513 = -6886711.034086 nChanged 21 SP:Iteration 25Q (5799.300000 sec): 3 clusters Score: Raw -6892022.256962 + Penalty 5309.822513 = -6886712.434450 nChanged 15 SP:Iteration 26Q (5799.480000 sec): 3 clusters Score: Raw -6892023.277956 + Penalty 5309.822513 = -6886713.455444 nChanged 13 SP:Iteration 27Q (5799.670000 sec): 3 clusters Score: Raw -6892024.370211 + Penalty 5309.822513 = -6886714.547698 nChanged 19 SP:Iteration 28Q (5799.850000 sec): 3 clusters Score: Raw -6892025.826713 + Penalty 5309.822513 = -6886716.004200 nChanged 16 SP:Iteration 29Q (5800.040000 sec): 3 clusters Score: Raw -6892026.967059 + Penalty 5309.822513 = -6886717.144547 nChanged 7 SP:Iteration 30Q (5800.220000 sec): 3 clusters Score: Raw -6892027.400104 + Penalty 5309.822513 = -6886717.577592 nChanged 5 SP:Iteration 31Q (5800.410000 sec): 3 clusters Score: Raw -6892027.601508 + Penalty 5309.822513 = -6886717.778996 nChanged 1 SP:Iteration 32Q (5800.600000 sec): 3 clusters Score: Raw -6892027.651983 + Penalty 5309.822513 = -6886717.829470 nChanged 0 SP:Iteration 33F (5800.820000 sec): 3 clusters Score: Raw -6892027.651983 + Penalty 5309.822513 = -6886717.829470 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (2151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5800.850000 sec): 2 clusters Score: Raw -285884.590858 + Penalty 1903.074656 = -283981.516202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5800.860000 sec): 3 clusters Score: Raw -285543.084752 + Penalty 3806.149312 = -281736.935440 nChanged 809 SP:Iteration 1F (5800.870000 sec): 3 clusters Score: Raw -290125.427097 + Penalty 3806.149312 = -286319.277785 nChanged 375 SP:Iteration 2F (5800.880000 sec): 3 clusters Score: Raw -292711.634157 + Penalty 3806.149312 = -288905.484845 nChanged 91 SP:Iteration 3Q (5800.890000 sec): 3 clusters Score: Raw -293200.668710 + Penalty 3806.149312 = -289394.519398 nChanged 70 SP:Iteration 4Q (5800.900000 sec): 3 clusters Score: Raw -293629.259681 + Penalty 3806.149312 = -289823.110369 nChanged 67 SP:Iteration 5Q (5800.910000 sec): 3 clusters Score: Raw -294059.041503 + Penalty 3806.149312 = -290252.892190 nChanged 37 SP:Iteration 6Q (5800.920000 sec): 3 clusters Score: Raw -294437.252225 + Penalty 3806.149312 = -290631.102913 nChanged 19 SP:Iteration 7Q (5800.920000 sec): 3 clusters Score: Raw -294529.965137 + Penalty 3806.149312 = -290723.815824 nChanged 6 SP:Iteration 8Q (5800.930000 sec): 3 clusters Score: Raw -294550.242008 + Penalty 3806.149312 = -290744.092696 nChanged 9 SP:Iteration 9Q (5800.940000 sec): 3 clusters Score: Raw -294571.619529 + Penalty 3806.149312 = -290765.470217 nChanged 5 SP:Iteration 10Q (5800.940000 sec): 3 clusters Score: Raw -294584.458511 + Penalty 3806.149312 = -290778.309198 nChanged 8 SP:Iteration 11Q (5800.950000 sec): 3 clusters Score: Raw -294598.032273 + Penalty 3806.149312 = -290791.882961 nChanged 3 SP:Iteration 12Q (5800.960000 sec): 3 clusters Score: Raw -294603.582163 + Penalty 3806.149312 = -290797.432850 nChanged 1 SP:Iteration 13Q (5800.970000 sec): 3 clusters Score: Raw -294605.108238 + Penalty 3806.149312 = -290798.958926 nChanged 0 SP:Iteration 14F (5800.980000 sec): 3 clusters Score: Raw -294605.108238 + Penalty 3806.149312 = -290798.958926 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 4.86 GB. Trying to split cluster 6 (3057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5801.000000 sec): 2 clusters Score: Raw -450693.216273 + Penalty 1990.246952 = -448702.969321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5801.010000 sec): 3 clusters Score: Raw -449709.458527 + Penalty 3980.493904 = -445728.964624 nChanged 1157 SP:Iteration 1F (5801.020000 sec): 3 clusters Score: Raw -452187.949452 + Penalty 3980.493904 = -448207.455548 nChanged 631 SP:Iteration 2F (5801.040000 sec): 3 clusters Score: Raw -454895.162651 + Penalty 3980.493904 = -450914.668747 nChanged 471 SP:Iteration 3F (5801.060000 sec): 3 clusters Score: Raw -457122.232957 + Penalty 3980.493904 = -453141.739053 nChanged 130 SP:Iteration 4Q (5801.070000 sec): 3 clusters Score: Raw -458701.353153 + Penalty 3980.493904 = -454720.859249 nChanged 89 SP:Iteration 5Q (5801.080000 sec): 3 clusters Score: Raw -459483.214410 + Penalty 3980.493904 = -455502.720506 nChanged 76 SP:Iteration 6Q (5801.090000 sec): 3 clusters Score: Raw -459905.696824 + Penalty 3980.493904 = -455925.202921 nChanged 72 SP:Iteration 7Q (5801.100000 sec): 3 clusters Score: Raw -460271.771960 + Penalty 3980.493904 = -456291.278056 nChanged 61 SP:Iteration 8Q (5801.110000 sec): 3 clusters Score: Raw -460563.312457 + Penalty 3980.493904 = -456582.818553 nChanged 30 SP:Iteration 9Q (5801.120000 sec): 3 clusters Score: Raw -460623.981500 + Penalty 3980.493904 = -456643.487596 nChanged 7 SP:Iteration 10Q (5801.130000 sec): 3 clusters Score: Raw -460627.812087 + Penalty 3980.493904 = -456647.318184 nChanged 1 SP:Iteration 11Q (5801.140000 sec): 3 clusters Score: Raw -460628.580675 + Penalty 3980.493904 = -456648.086772 nChanged 1 SP:Iteration 12Q (5801.150000 sec): 3 clusters Score: Raw -460629.125046 + Penalty 3980.493904 = -456648.631142 nChanged 0 SP:Iteration 13F (5801.170000 sec): 3 clusters Score: Raw -460629.125046 + Penalty 3980.493904 = -456648.631142 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 4.86 GB. Trying to split cluster 7 (2182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5801.180000 sec): 2 clusters Score: Raw -317213.031051 + Penalty 1906.623297 = -315306.407753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5801.200000 sec): 3 clusters Score: Raw -316473.561568 + Penalty 3813.246595 = -312660.314973 nChanged 770 SP:Iteration 1F (5801.200000 sec): 3 clusters Score: Raw -317119.693303 + Penalty 3813.246595 = -313306.446708 nChanged 226 SP:Iteration 2F (5801.220000 sec): 3 clusters Score: Raw -317359.148738 + Penalty 3813.246595 = -313545.902143 nChanged 134 SP:Iteration 3F (5801.230000 sec): 3 clusters Score: Raw -317536.180795 + Penalty 3813.246595 = -313722.934200 nChanged 120 SP:Iteration 4F (5801.240000 sec): 3 clusters Score: Raw -317720.065199 + Penalty 3813.246595 = -313906.818604 nChanged 125 SP:Iteration 5F (5801.250000 sec): 3 clusters Score: Raw -318032.864077 + Penalty 3813.246595 = -314219.617482 nChanged 133 SP:Iteration 6F (5801.260000 sec): 3 clusters Score: Raw -318312.164742 + Penalty 3813.246595 = -314498.918148 nChanged 147 SP:Iteration 7F (5801.270000 sec): 3 clusters Score: Raw -318494.548186 + Penalty 3813.246595 = -314681.301591 nChanged 89 SP:Iteration 8Q (5801.280000 sec): 3 clusters Score: Raw -318595.643675 + Penalty 3813.246595 = -314782.397081 nChanged 55 SP:Iteration 9Q (5801.290000 sec): 3 clusters Score: Raw -318645.130868 + Penalty 3813.246595 = -314831.884273 nChanged 31 SP:Iteration 10Q (5801.300000 sec): 3 clusters Score: Raw -318671.436827 + Penalty 3813.246595 = -314858.190233 nChanged 16 SP:Iteration 11Q (5801.310000 sec): 3 clusters Score: Raw -318693.293859 + Penalty 3813.246595 = -314880.047264 nChanged 27 SP:Iteration 12Q (5801.320000 sec): 3 clusters Score: Raw -318723.982552 + Penalty 3813.246595 = -314910.735957 nChanged 19 SP:Iteration 13Q (5801.330000 sec): 3 clusters Score: Raw -318737.290463 + Penalty 3813.246595 = -314924.043869 nChanged 4 SP:Iteration 14Q (5801.340000 sec): 3 clusters Score: Raw -318739.669648 + Penalty 3813.246595 = -314926.423053 nChanged 3 SP:Iteration 15Q (5801.350000 sec): 3 clusters Score: Raw -318740.710726 + Penalty 3813.246595 = -314927.464131 nChanged 1 SP:Iteration 16Q (5801.360000 sec): 3 clusters Score: Raw -318741.100777 + Penalty 3813.246595 = -314927.854183 nChanged 2 SP:Iteration 17Q (5801.370000 sec): 3 clusters Score: Raw -318741.805448 + Penalty 3813.246595 = -314928.558854 nChanged 0 SP:Iteration 18F (5801.380000 sec): 3 clusters Score: Raw -318741.805448 + Penalty 3813.246595 = -314928.558854 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (24460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5801.480000 sec): 2 clusters Score: Raw -3758567.827411 + Penalty 2505.989013 = -3756061.838397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5801.610000 sec): 3 clusters Score: Raw -3744155.739350 + Penalty 5011.978027 = -3739143.761323 nChanged 10923 SP:Iteration 1F (5801.730000 sec): 3 clusters Score: Raw -3750209.639541 + Penalty 5011.978027 = -3745197.661514 nChanged 1466 SP:Iteration 2F (5801.850000 sec): 3 clusters Score: Raw -3750973.341620 + Penalty 5011.978027 = -3745961.363593 nChanged 1556 SP:Iteration 3F (5801.980000 sec): 3 clusters Score: Raw -3752097.383522 + Penalty 5011.978027 = -3747085.405495 nChanged 1906 SP:Iteration 4F (5802.100000 sec): 3 clusters Score: Raw -3753811.719954 + Penalty 5011.978027 = -3748799.741927 nChanged 2115 SP:Iteration 5F (5802.220000 sec): 3 clusters Score: Raw -3755771.077021 + Penalty 5011.978027 = -3750759.098994 nChanged 1922 SP:Iteration 6F (5802.340000 sec): 3 clusters Score: Raw -3757271.988639 + Penalty 5011.978027 = -3752260.010612 nChanged 1328 SP:Iteration 7F (5802.460000 sec): 3 clusters Score: Raw -3758044.820945 + Penalty 5011.978027 = -3753032.842918 nChanged 881 SP:Iteration 8Q (5802.580000 sec): 3 clusters Score: Raw -3758446.352907 + Penalty 5011.978027 = -3753434.374880 nChanged 557 SP:Iteration 9Q (5802.700000 sec): 3 clusters Score: Raw -3758655.379528 + Penalty 5011.978027 = -3753643.401501 nChanged 365 SP:Iteration 10Q (5802.820000 sec): 3 clusters Score: Raw -3758767.988246 + Penalty 5011.978027 = -3753756.010219 nChanged 286 SP:Iteration 11Q (5802.950000 sec): 3 clusters Score: Raw -3758840.273922 + Penalty 5011.978027 = -3753828.295895 nChanged 217 SP:Iteration 12Q (5803.070000 sec): 3 clusters Score: Raw -3758890.572234 + Penalty 5011.978027 = -3753878.594207 nChanged 177 SP:Iteration 13Q (5803.190000 sec): 3 clusters Score: Raw -3758930.621707 + Penalty 5011.978027 = -3753918.643680 nChanged 154 SP:Iteration 14Q (5803.310000 sec): 3 clusters Score: Raw -3758964.716499 + Penalty 5011.978027 = -3753952.738472 nChanged 115 SP:Iteration 15Q (5803.430000 sec): 3 clusters Score: Raw -3758987.504143 + Penalty 5011.978027 = -3753975.526116 nChanged 91 SP:Iteration 16Q (5803.550000 sec): 3 clusters Score: Raw -3759006.186752 + Penalty 5011.978027 = -3753994.208725 nChanged 83 SP:Iteration 17Q (5803.670000 sec): 3 clusters Score: Raw -3759023.730883 + Penalty 5011.978027 = -3754011.752856 nChanged 85 SP:Iteration 18Q (5803.790000 sec): 3 clusters Score: Raw -3759041.046375 + Penalty 5011.978027 = -3754029.068348 nChanged 86 SP:Iteration 19Q (5803.910000 sec): 3 clusters Score: Raw -3759061.116328 + Penalty 5011.978027 = -3754049.138301 nChanged 81 SP:Iteration 20F (5804.030000 sec): 3 clusters Score: Raw -3759077.197420 + Penalty 5011.978027 = -3754065.219393 nChanged 79 SP:Iteration 21Q (5804.150000 sec): 3 clusters Score: Raw -3759092.374466 + Penalty 5011.978027 = -3754080.396439 nChanged 63 SP:Iteration 22Q (5804.270000 sec): 3 clusters Score: Raw -3759104.984338 + Penalty 5011.978027 = -3754093.006311 nChanged 58 SP:Iteration 23Q (5804.390000 sec): 3 clusters Score: Raw -3759115.744217 + Penalty 5011.978027 = -3754103.766190 nChanged 60 SP:Iteration 24Q (5804.520000 sec): 3 clusters Score: Raw -3759126.626584 + Penalty 5011.978027 = -3754114.648557 nChanged 47 SP:Iteration 25Q (5804.640000 sec): 3 clusters Score: Raw -3759135.136573 + Penalty 5011.978027 = -3754123.158546 nChanged 46 SP:Iteration 26Q (5804.760000 sec): 3 clusters Score: Raw -3759142.497798 + Penalty 5011.978027 = -3754130.519772 nChanged 34 SP:Iteration 27Q (5804.880000 sec): 3 clusters Score: Raw -3759149.161140 + Penalty 5011.978027 = -3754137.183113 nChanged 40 SP:Iteration 28Q (5805.000000 sec): 3 clusters Score: Raw -3759157.130199 + Penalty 5011.978027 = -3754145.152172 nChanged 37 SP:Iteration 29Q (5805.120000 sec): 3 clusters Score: Raw -3759163.610806 + Penalty 5011.978027 = -3754151.632779 nChanged 27 SP:Iteration 30Q (5805.240000 sec): 3 clusters Score: Raw -3759167.602533 + Penalty 5011.978027 = -3754155.624506 nChanged 21 SP:Iteration 31Q (5805.360000 sec): 3 clusters Score: Raw -3759170.647758 + Penalty 5011.978027 = -3754158.669731 nChanged 12 SP:Iteration 32Q (5805.480000 sec): 3 clusters Score: Raw -3759172.642748 + Penalty 5011.978027 = -3754160.664721 nChanged 11 SP:Iteration 33Q (5805.600000 sec): 3 clusters Score: Raw -3759174.395264 + Penalty 5011.978027 = -3754162.417237 nChanged 16 SP:Iteration 34Q (5805.720000 sec): 3 clusters Score: Raw -3759176.931778 + Penalty 5011.978027 = -3754164.953751 nChanged 17 SP:Iteration 35Q (5805.840000 sec): 3 clusters Score: Raw -3759180.117751 + Penalty 5011.978027 = -3754168.139724 nChanged 19 SP:Iteration 36Q (5805.960000 sec): 3 clusters Score: Raw -3759183.497703 + Penalty 5011.978027 = -3754171.519676 nChanged 27 SP:Iteration 37Q (5806.080000 sec): 3 clusters Score: Raw -3759187.000456 + Penalty 5011.978027 = -3754175.022429 nChanged 14 SP:Iteration 38Q (5806.200000 sec): 3 clusters Score: Raw -3759189.173413 + Penalty 5011.978027 = -3754177.195386 nChanged 14 SP:Iteration 39Q (5806.320000 sec): 3 clusters Score: Raw -3759191.860938 + Penalty 5011.978027 = -3754179.882911 nChanged 17 SP:Iteration 40F (5806.440000 sec): 3 clusters Score: Raw -3759195.326564 + Penalty 5011.978027 = -3754183.348537 nChanged 16 SP:Iteration 41Q (5806.560000 sec): 3 clusters Score: Raw -3759197.508763 + Penalty 5011.978027 = -3754185.530736 nChanged 7 SP:Iteration 42Q (5806.680000 sec): 3 clusters Score: Raw -3759198.560457 + Penalty 5011.978027 = -3754186.582430 nChanged 6 SP:Iteration 43Q (5806.800000 sec): 3 clusters Score: Raw -3759199.271589 + Penalty 5011.978027 = -3754187.293562 nChanged 6 SP:Iteration 44Q (5806.920000 sec): 3 clusters Score: Raw -3759199.896491 + Penalty 5011.978027 = -3754187.918464 nChanged 4 SP:Iteration 45Q (5807.030000 sec): 3 clusters Score: Raw -3759200.789107 + Penalty 5011.978027 = -3754188.811080 nChanged 10 SP:Iteration 46Q (5807.150000 sec): 3 clusters Score: Raw -3759202.232021 + Penalty 5011.978027 = -3754190.253994 nChanged 8 SP:Iteration 47Q (5807.270000 sec): 3 clusters Score: Raw -3759202.990074 + Penalty 5011.978027 = -3754191.012047 nChanged 7 SP:Iteration 48Q (5807.390000 sec): 3 clusters Score: Raw -3759204.286280 + Penalty 5011.978027 = -3754192.308253 nChanged 13 SP:Iteration 49Q (5807.510000 sec): 3 clusters Score: Raw -3759206.358097 + Penalty 5011.978027 = -3754194.380070 nChanged 10 SP:Iteration 50Q (5807.630000 sec): 3 clusters Score: Raw -3759207.465885 + Penalty 5011.978027 = -3754195.487858 nChanged 6 SP:Iteration 51Q (5807.750000 sec): 3 clusters Score: Raw -3759208.429917 + Penalty 5011.978027 = -3754196.451890 nChanged 8 SP:Iteration 52Q (5807.870000 sec): 3 clusters Score: Raw -3759209.624763 + Penalty 5011.978027 = -3754197.646736 nChanged 8 SP:Iteration 53Q (5807.980000 sec): 3 clusters Score: Raw -3759210.841416 + Penalty 5011.978027 = -3754198.863389 nChanged 7 SP:Iteration 54Q (5808.100000 sec): 3 clusters Score: Raw -3759211.791689 + Penalty 5011.978027 = -3754199.813662 nChanged 10 SP:Iteration 55Q (5808.220000 sec): 3 clusters Score: Raw -3759213.391271 + Penalty 5011.978027 = -3754201.413244 nChanged 12 SP:Iteration 56Q (5808.340000 sec): 3 clusters Score: Raw -3759215.264069 + Penalty 5011.978027 = -3754203.286042 nChanged 9 SP:Iteration 57Q (5808.460000 sec): 3 clusters Score: Raw -3759217.419917 + Penalty 5011.978027 = -3754205.441890 nChanged 12 SP:Iteration 58Q (5808.580000 sec): 3 clusters Score: Raw -3759219.649256 + Penalty 5011.978027 = -3754207.671229 nChanged 16 SP:Iteration 59Q (5808.700000 sec): 3 clusters Score: Raw -3759222.116955 + Penalty 5011.978027 = -3754210.138928 nChanged 9 SP:Iteration 60F (5808.820000 sec): 3 clusters Score: Raw -3759223.555272 + Penalty 5011.978027 = -3754211.577245 nChanged 9 SP:Iteration 61Q (5808.940000 sec): 3 clusters Score: Raw -3759225.050161 + Penalty 5011.978027 = -3754213.072134 nChanged 10 SP:Iteration 62Q (5809.060000 sec): 3 clusters Score: Raw -3759226.261444 + Penalty 5011.978027 = -3754214.283417 nChanged 6 SP:Iteration 63Q (5809.180000 sec): 3 clusters Score: Raw -3759226.831434 + Penalty 5011.978027 = -3754214.853407 nChanged 2 SP:Iteration 64Q (5809.300000 sec): 3 clusters Score: Raw -3759227.079378 + Penalty 5011.978027 = -3754215.101351 nChanged 2 SP:Iteration 65Q (5809.420000 sec): 3 clusters Score: Raw -3759227.554359 + Penalty 5011.978027 = -3754215.576332 nChanged 3 SP:Iteration 66Q (5809.540000 sec): 3 clusters Score: Raw -3759227.787722 + Penalty 5011.978027 = -3754215.809695 nChanged 4 SP:Iteration 67Q (5809.660000 sec): 3 clusters Score: Raw -3759228.277055 + Penalty 5011.978027 = -3754216.299028 nChanged 2 SP:Iteration 68Q (5809.770000 sec): 3 clusters Score: Raw -3759228.557188 + Penalty 5011.978027 = -3754216.579161 nChanged 3 SP:Iteration 69Q (5809.890000 sec): 3 clusters Score: Raw -3759228.872959 + Penalty 5011.978027 = -3754216.894932 nChanged 1 SP:Iteration 70Q (5810.010000 sec): 3 clusters Score: Raw -3759229.095426 + Penalty 5011.978027 = -3754217.117399 nChanged 1 SP:Iteration 71Q (5810.130000 sec): 3 clusters Score: Raw -3759229.401049 + Penalty 5011.978027 = -3754217.423022 nChanged 2 SP:Iteration 72Q (5810.250000 sec): 3 clusters Score: Raw -3759229.608983 + Penalty 5011.978027 = -3754217.630956 nChanged 2 SP:Iteration 73Q (5810.370000 sec): 3 clusters Score: Raw -3759229.935020 + Penalty 5011.978027 = -3754217.956993 nChanged 1 SP:Iteration 74Q (5810.480000 sec): 3 clusters Score: Raw -3759230.054559 + Penalty 5011.978027 = -3754218.076532 nChanged 1 SP:Iteration 75Q (5810.600000 sec): 3 clusters Score: Raw -3759230.154487 + Penalty 5011.978027 = -3754218.176460 nChanged 1 SP:Iteration 76Q (5810.720000 sec): 3 clusters Score: Raw -3759230.267537 + Penalty 5011.978027 = -3754218.289510 nChanged 1 SP:Iteration 77Q (5810.840000 sec): 3 clusters Score: Raw -3759230.446020 + Penalty 5011.978027 = -3754218.467993 nChanged 3 SP:Iteration 78Q (5810.960000 sec): 3 clusters Score: Raw -3759230.844537 + Penalty 5011.978027 = -3754218.866510 nChanged 1 SP:Iteration 79Q (5811.080000 sec): 3 clusters Score: Raw -3759230.976158 + Penalty 5011.978027 = -3754218.998131 nChanged 0 SP:Iteration 80F (5811.200000 sec): 3 clusters Score: Raw -3759230.976158 + Penalty 5011.978027 = -3754218.998131 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5812.440000 sec): 2 clusters Score: Raw -32527025.295910 + Penalty 3036.177311 = -32523989.118599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5813.490000 sec): 3 clusters Score: Raw -32390723.427733 + Penalty 6072.354621 = -32384651.073112 nChanged 100100 SP:Iteration 1F (5814.530000 sec): 3 clusters Score: Raw -32450714.536972 + Penalty 6072.354621 = -32444642.182351 nChanged 8522 SP:Iteration 2Q (5815.600000 sec): 3 clusters Score: Raw -32453876.812067 + Penalty 6072.354621 = -32447804.457446 nChanged 10604 SP:Iteration 3F (5816.640000 sec): 3 clusters Score: Raw -32458934.009173 + Penalty 6072.354621 = -32452861.654552 nChanged 12722 SP:Iteration 4F (5817.680000 sec): 3 clusters Score: Raw -32466136.587719 + Penalty 6072.354621 = -32460064.233097 nChanged 14147 SP:Iteration 5F (5818.720000 sec): 3 clusters Score: Raw -32475085.345804 + Penalty 6072.354621 = -32469012.991182 nChanged 14057 SP:Iteration 6F (5819.770000 sec): 3 clusters Score: Raw -32484389.882992 + Penalty 6072.354621 = -32478317.528371 nChanged 12219 SP:Iteration 7F (5820.810000 sec): 3 clusters Score: Raw -32492500.932543 + Penalty 6072.354621 = -32486428.577922 nChanged 10038 SP:Iteration 8Q (5821.860000 sec): 3 clusters Score: Raw -32499735.144551 + Penalty 6072.354621 = -32493662.789930 nChanged 8217 SP:Iteration 9Q (5822.890000 sec): 3 clusters Score: Raw -32506362.590153 + Penalty 6072.354621 = -32500290.235532 nChanged 6469 SP:Iteration 10Q (5823.880000 sec): 3 clusters Score: Raw -32512261.409891 + Penalty 6072.354621 = -32506189.055269 nChanged 4723 SP:Iteration 11Q (5824.800000 sec): 3 clusters Score: Raw -32516699.704728 + Penalty 6072.354621 = -32510627.350107 nChanged 3350 SP:Iteration 12Q (5825.660000 sec): 3 clusters Score: Raw -32519588.388359 + Penalty 6072.354621 = -32513516.033738 nChanged 2469 SP:Iteration 13Q (5826.480000 sec): 3 clusters Score: Raw -32521418.129069 + Penalty 6072.354621 = -32515345.774448 nChanged 1837 SP:Iteration 14Q (5827.280000 sec): 3 clusters Score: Raw -32522591.020452 + Penalty 6072.354621 = -32516518.665831 nChanged 1499 SP:Iteration 15Q (5828.060000 sec): 3 clusters Score: Raw -32523454.842100 + Penalty 6072.354621 = -32517382.487479 nChanged 1287 SP:Iteration 16Q (5828.840000 sec): 3 clusters Score: Raw -32524167.961745 + Penalty 6072.354621 = -32518095.607124 nChanged 1163 SP:Iteration 17Q (5829.600000 sec): 3 clusters Score: Raw -32524802.203076 + Penalty 6072.354621 = -32518729.848455 nChanged 985 SP:Iteration 18Q (5830.360000 sec): 3 clusters Score: Raw -32525307.163672 + Penalty 6072.354621 = -32519234.809051 nChanged 846 SP:Iteration 19Q (5831.110000 sec): 3 clusters Score: Raw -32525719.655853 + Penalty 6072.354621 = -32519647.301231 nChanged 727 SP:Iteration 20F (5832.140000 sec): 3 clusters Score: Raw -32526061.375337 + Penalty 6072.354621 = -32519989.020716 nChanged 638 SP:Iteration 21Q (5832.880000 sec): 3 clusters Score: Raw -32526349.477172 + Penalty 6072.354621 = -32520277.122551 nChanged 522 SP:Iteration 22Q (5833.620000 sec): 3 clusters Score: Raw -32526565.857116 + Penalty 6072.354621 = -32520493.502495 nChanged 427 SP:Iteration 23Q (5834.360000 sec): 3 clusters Score: Raw -32526724.674900 + Penalty 6072.354621 = -32520652.320279 nChanged 375 SP:Iteration 24Q (5835.090000 sec): 3 clusters Score: Raw -32526868.420557 + Penalty 6072.354621 = -32520796.065935 nChanged 349 SP:Iteration 25Q (5835.820000 sec): 3 clusters Score: Raw -32526989.327921 + Penalty 6072.354621 = -32520916.973300 nChanged 287 SP:Iteration 26Q (5836.550000 sec): 3 clusters Score: Raw -32527088.032651 + Penalty 6072.354621 = -32521015.678030 nChanged 265 SP:Iteration 27Q (5837.280000 sec): 3 clusters Score: Raw -32527175.228982 + Penalty 6072.354621 = -32521102.874361 nChanged 241 SP:Iteration 28Q (5838.010000 sec): 3 clusters Score: Raw -32527264.451100 + Penalty 6072.354621 = -32521192.096478 nChanged 228 SP:Iteration 29Q (5838.730000 sec): 3 clusters Score: Raw -32527340.193659 + Penalty 6072.354621 = -32521267.839038 nChanged 182 SP:Iteration 30Q (5839.450000 sec): 3 clusters Score: Raw -32527396.515158 + Penalty 6072.354621 = -32521324.160537 nChanged 139 SP:Iteration 31Q (5840.180000 sec): 3 clusters Score: Raw -32527435.596711 + Penalty 6072.354621 = -32521363.242090 nChanged 124 SP:Iteration 32Q (5840.900000 sec): 3 clusters Score: Raw -32527471.994477 + Penalty 6072.354621 = -32521399.639856 nChanged 119 SP:Iteration 33Q (5841.620000 sec): 3 clusters Score: Raw -32527504.780216 + Penalty 6072.354621 = -32521432.425595 nChanged 107 SP:Iteration 34Q (5842.350000 sec): 3 clusters Score: Raw -32527532.582569 + Penalty 6072.354621 = -32521460.227947 nChanged 88 SP:Iteration 35Q (5843.070000 sec): 3 clusters Score: Raw -32527556.845596 + Penalty 6072.354621 = -32521484.490975 nChanged 78 SP:Iteration 36Q (5843.790000 sec): 3 clusters Score: Raw -32527575.879554 + Penalty 6072.354621 = -32521503.524933 nChanged 57 SP:Iteration 37Q (5844.510000 sec): 3 clusters Score: Raw -32527588.911677 + Penalty 6072.354621 = -32521516.557056 nChanged 53 SP:Iteration 38Q (5845.230000 sec): 3 clusters Score: Raw -32527600.055649 + Penalty 6072.354621 = -32521527.701028 nChanged 32 SP:Iteration 39Q (5845.960000 sec): 3 clusters Score: Raw -32527607.139086 + Penalty 6072.354621 = -32521534.784465 nChanged 39 SP:Iteration 40F (5846.990000 sec): 3 clusters Score: Raw -32527615.008445 + Penalty 6072.354621 = -32521542.653824 nChanged 32 SP:Iteration 41Q (5847.710000 sec): 3 clusters Score: Raw -32527621.096562 + Penalty 6072.354621 = -32521548.741941 nChanged 22 SP:Iteration 42Q (5848.430000 sec): 3 clusters Score: Raw -32527625.063797 + Penalty 6072.354621 = -32521552.709176 nChanged 19 SP:Iteration 43Q (5849.150000 sec): 3 clusters Score: Raw -32527628.907426 + Penalty 6072.354621 = -32521556.552805 nChanged 23 SP:Iteration 44Q (5849.880000 sec): 3 clusters Score: Raw -32527633.243792 + Penalty 6072.354621 = -32521560.889170 nChanged 21 SP:Iteration 45Q (5850.600000 sec): 3 clusters Score: Raw -32527638.025824 + Penalty 6072.354621 = -32521565.671202 nChanged 25 SP:Iteration 46Q (5851.320000 sec): 3 clusters Score: Raw -32527641.566599 + Penalty 6072.354621 = -32521569.211978 nChanged 17 SP:Iteration 47Q (5852.040000 sec): 3 clusters Score: Raw -32527644.390370 + Penalty 6072.354621 = -32521572.035748 nChanged 13 SP:Iteration 48Q (5852.760000 sec): 3 clusters Score: Raw -32527646.821722 + Penalty 6072.354621 = -32521574.467101 nChanged 13 SP:Iteration 49Q (5853.480000 sec): 3 clusters Score: Raw -32527649.168606 + Penalty 6072.354621 = -32521576.813985 nChanged 8 SP:Iteration 50Q (5854.200000 sec): 3 clusters Score: Raw -32527650.452464 + Penalty 6072.354621 = -32521578.097843 nChanged 6 SP:Iteration 51Q (5854.920000 sec): 3 clusters Score: Raw -32527651.393902 + Penalty 6072.354621 = -32521579.039280 nChanged 1 SP:Iteration 52Q (5855.630000 sec): 3 clusters Score: Raw -32527651.488873 + Penalty 6072.354621 = -32521579.134251 nChanged 2 SP:Iteration 53Q (5856.350000 sec): 3 clusters Score: Raw -32527651.714598 + Penalty 6072.354621 = -32521579.359977 nChanged 1 SP:Iteration 54Q (5857.070000 sec): 3 clusters Score: Raw -32527651.815294 + Penalty 6072.354621 = -32521579.460673 nChanged 1 SP:Iteration 55Q (5857.780000 sec): 3 clusters Score: Raw -32527651.974783 + Penalty 6072.354621 = -32521579.620162 nChanged 1 SP:Iteration 56Q (5858.500000 sec): 3 clusters Score: Raw -32527652.102288 + Penalty 6072.354621 = -32521579.747667 nChanged 0 SP:Iteration 57F (5859.530000 sec): 3 clusters Score: Raw -32527652.102288 + Penalty 6072.354621 = -32521579.747667 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (64489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5859.840000 sec): 2 clusters Score: Raw -9800134.159991 + Penalty 2746.413987 = -9797387.746004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5860.170000 sec): 3 clusters Score: Raw -9759812.204534 + Penalty 5492.827973 = -9754319.376561 nChanged 29938 SP:Iteration 1F (5860.500000 sec): 3 clusters Score: Raw -9776642.903612 + Penalty 5492.827973 = -9771150.075639 nChanged 2428 SP:Iteration 2Q (5860.820000 sec): 3 clusters Score: Raw -9777260.392454 + Penalty 5492.827973 = -9771767.564481 nChanged 2287 SP:Iteration 3Q (5861.160000 sec): 3 clusters Score: Raw -9777873.799039 + Penalty 5492.827973 = -9772380.971066 nChanged 2218 SP:Iteration 4Q (5861.480000 sec): 3 clusters Score: Raw -9778580.535069 + Penalty 5492.827973 = -9773087.707096 nChanged 2432 SP:Iteration 5Q (5861.820000 sec): 3 clusters Score: Raw -9779485.855395 + Penalty 5492.827973 = -9773993.027422 nChanged 2821 SP:Iteration 6Q (5862.150000 sec): 3 clusters Score: Raw -9780799.044120 + Penalty 5492.827973 = -9775306.216147 nChanged 3426 SP:Iteration 7F (5862.470000 sec): 3 clusters Score: Raw -9782870.802534 + Penalty 5492.827973 = -9777377.974561 nChanged 4193 SP:Iteration 8F (5862.790000 sec): 3 clusters Score: Raw -9785932.135161 + Penalty 5492.827973 = -9780439.307188 nChanged 4521 SP:Iteration 9F (5863.120000 sec): 3 clusters Score: Raw -9789606.408849 + Penalty 5492.827973 = -9784113.580876 nChanged 4149 SP:Iteration 10F (5863.440000 sec): 3 clusters Score: Raw -9793163.533849 + Penalty 5492.827973 = -9787670.705876 nChanged 3355 SP:Iteration 11F (5863.770000 sec): 3 clusters Score: Raw -9796067.986417 + Penalty 5492.827973 = -9790575.158444 nChanged 2363 SP:Iteration 12Q (5864.050000 sec): 3 clusters Score: Raw -9798078.261639 + Penalty 5492.827973 = -9792585.433666 nChanged 1513 SP:Iteration 13Q (5864.330000 sec): 3 clusters Score: Raw -9799348.691175 + Penalty 5492.827973 = -9793855.863202 nChanged 910 SP:Iteration 14Q (5864.590000 sec): 3 clusters Score: Raw -9800109.636352 + Penalty 5492.827973 = -9794616.808379 nChanged 505 SP:Iteration 15Q (5864.840000 sec): 3 clusters Score: Raw -9800490.114664 + Penalty 5492.827973 = -9794997.286691 nChanged 266 SP:Iteration 16Q (5865.090000 sec): 3 clusters Score: Raw -9800680.061259 + Penalty 5492.827973 = -9795187.233286 nChanged 150 SP:Iteration 17Q (5865.330000 sec): 3 clusters Score: Raw -9800779.890956 + Penalty 5492.827973 = -9795287.062983 nChanged 85 SP:Iteration 18Q (5865.560000 sec): 3 clusters Score: Raw -9800827.827223 + Penalty 5492.827973 = -9795334.999250 nChanged 56 SP:Iteration 19Q (5865.800000 sec): 3 clusters Score: Raw -9800865.824206 + Penalty 5492.827973 = -9795372.996233 nChanged 35 SP:Iteration 20F (5866.120000 sec): 3 clusters Score: Raw -9800885.998505 + Penalty 5492.827973 = -9795393.170532 nChanged 21 SP:Iteration 21Q (5866.350000 sec): 3 clusters Score: Raw -9800897.770306 + Penalty 5492.827973 = -9795404.942333 nChanged 16 SP:Iteration 22Q (5866.580000 sec): 3 clusters Score: Raw -9800907.412038 + Penalty 5492.827973 = -9795414.584065 nChanged 9 SP:Iteration 23Q (5866.810000 sec): 3 clusters Score: Raw -9800914.353566 + Penalty 5492.827973 = -9795421.525593 nChanged 13 SP:Iteration 24Q (5867.040000 sec): 3 clusters Score: Raw -9800923.908446 + Penalty 5492.827973 = -9795431.080473 nChanged 14 SP:Iteration 25Q (5867.270000 sec): 3 clusters Score: Raw -9800931.339621 + Penalty 5492.827973 = -9795438.511648 nChanged 8 SP:Iteration 26Q (5867.500000 sec): 3 clusters Score: Raw -9800937.335566 + Penalty 5492.827973 = -9795444.507593 nChanged 7 SP:Iteration 27Q (5867.730000 sec): 3 clusters Score: Raw -9800940.592927 + Penalty 5492.827973 = -9795447.764954 nChanged 2 SP:Iteration 28Q (5867.960000 sec): 3 clusters Score: Raw -9800941.009341 + Penalty 5492.827973 = -9795448.181368 nChanged 1 SP:Iteration 29Q (5868.190000 sec): 3 clusters Score: Raw -9800941.382433 + Penalty 5492.827973 = -9795448.554460 nChanged 1 SP:Iteration 30Q (5868.420000 sec): 3 clusters Score: Raw -9800941.535199 + Penalty 5492.827973 = -9795448.707226 nChanged 1 SP:Iteration 31Q (5868.650000 sec): 3 clusters Score: Raw -9800941.906647 + Penalty 5492.827973 = -9795449.078674 nChanged 1 SP:Iteration 32Q (5868.880000 sec): 3 clusters Score: Raw -9800942.081049 + Penalty 5492.827973 = -9795449.253076 nChanged 1 SP:Iteration 33Q (5869.110000 sec): 3 clusters Score: Raw -9800942.508031 + Penalty 5492.827973 = -9795449.680058 nChanged 2 SP:Iteration 34Q (5869.340000 sec): 3 clusters Score: Raw -9800943.138526 + Penalty 5492.827973 = -9795450.310553 nChanged 3 SP:Iteration 35Q (5869.570000 sec): 3 clusters Score: Raw -9800944.320198 + Penalty 5492.827973 = -9795451.492225 nChanged 1 SP:Iteration 36Q (5869.810000 sec): 3 clusters Score: Raw -9800945.285668 + Penalty 5492.827973 = -9795452.457695 nChanged 3 SP:Iteration 37Q (5870.030000 sec): 3 clusters Score: Raw -9800947.150604 + Penalty 5492.827973 = -9795454.322631 nChanged 2 SP:Iteration 38Q (5870.270000 sec): 3 clusters Score: Raw -9800948.301125 + Penalty 5492.827973 = -9795455.473152 nChanged 0 SP:Iteration 39F (5870.580000 sec): 3 clusters Score: Raw -9800948.301125 + Penalty 5492.827973 = -9795455.473152 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (37907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5870.750000 sec): 2 clusters Score: Raw -5945977.329388 + Penalty 2614.636986 = -5943362.692402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5870.940000 sec): 3 clusters Score: Raw -5922755.192786 + Penalty 5229.273971 = -5917525.918815 nChanged 17306 SP:Iteration 1F (5871.130000 sec): 3 clusters Score: Raw -5932399.011768 + Penalty 5229.273971 = -5927169.737797 nChanged 1654 SP:Iteration 2Q (5871.330000 sec): 3 clusters Score: Raw -5932974.414596 + Penalty 5229.273971 = -5927745.140625 nChanged 1591 SP:Iteration 3Q (5871.520000 sec): 3 clusters Score: Raw -5933660.270914 + Penalty 5229.273971 = -5928430.996942 nChanged 1754 SP:Iteration 4Q (5871.710000 sec): 3 clusters Score: Raw -5934553.399868 + Penalty 5229.273971 = -5929324.125897 nChanged 1958 SP:Iteration 5F (5871.910000 sec): 3 clusters Score: Raw -5935688.317033 + Penalty 5229.273971 = -5930459.043062 nChanged 2101 SP:Iteration 6F (5872.090000 sec): 3 clusters Score: Raw -5936896.136844 + Penalty 5229.273971 = -5931666.862873 nChanged 2163 SP:Iteration 7F (5872.290000 sec): 3 clusters Score: Raw -5938094.830479 + Penalty 5229.273971 = -5932865.556508 nChanged 2166 SP:Iteration 8F (5872.470000 sec): 3 clusters Score: Raw -5939295.080795 + Penalty 5229.273971 = -5934065.806824 nChanged 2162 SP:Iteration 9F (5872.660000 sec): 3 clusters Score: Raw -5940611.610529 + Penalty 5229.273971 = -5935382.336558 nChanged 2047 SP:Iteration 10F (5872.850000 sec): 3 clusters Score: Raw -5941986.025269 + Penalty 5229.273971 = -5936756.751298 nChanged 1751 SP:Iteration 11Q (5873.040000 sec): 3 clusters Score: Raw -5943438.599772 + Penalty 5229.273971 = -5938209.325801 nChanged 1382 SP:Iteration 12Q (5873.230000 sec): 3 clusters Score: Raw -5944573.996552 + Penalty 5229.273971 = -5939344.722581 nChanged 1037 SP:Iteration 13Q (5873.410000 sec): 3 clusters Score: Raw -5945271.320092 + Penalty 5229.273971 = -5940042.046121 nChanged 775 SP:Iteration 14Q (5873.590000 sec): 3 clusters Score: Raw -5945696.023759 + Penalty 5229.273971 = -5940466.749788 nChanged 624 SP:Iteration 15Q (5873.770000 sec): 3 clusters Score: Raw -5945993.111990 + Penalty 5229.273971 = -5940763.838019 nChanged 537 SP:Iteration 16Q (5873.940000 sec): 3 clusters Score: Raw -5946225.439957 + Penalty 5229.273971 = -5940996.165985 nChanged 426 SP:Iteration 17Q (5874.100000 sec): 3 clusters Score: Raw -5946385.219906 + Penalty 5229.273971 = -5941155.945934 nChanged 372 SP:Iteration 18Q (5874.270000 sec): 3 clusters Score: Raw -5946512.282077 + Penalty 5229.273971 = -5941283.008106 nChanged 321 SP:Iteration 19Q (5874.430000 sec): 3 clusters Score: Raw -5946611.093283 + Penalty 5229.273971 = -5941381.819312 nChanged 268 SP:Iteration 20F (5874.620000 sec): 3 clusters Score: Raw -5946682.999111 + Penalty 5229.273971 = -5941453.725140 nChanged 226 SP:Iteration 21Q (5874.780000 sec): 3 clusters Score: Raw -5946736.800836 + Penalty 5229.273971 = -5941507.526865 nChanged 189 SP:Iteration 22Q (5874.940000 sec): 3 clusters Score: Raw -5946775.859318 + Penalty 5229.273971 = -5941546.585347 nChanged 166 SP:Iteration 23Q (5875.090000 sec): 3 clusters Score: Raw -5946807.086113 + Penalty 5229.273971 = -5941577.812142 nChanged 134 SP:Iteration 24Q (5875.250000 sec): 3 clusters Score: Raw -5946831.613916 + Penalty 5229.273971 = -5941602.339945 nChanged 125 SP:Iteration 25Q (5875.410000 sec): 3 clusters Score: Raw -5946855.332623 + Penalty 5229.273971 = -5941626.058652 nChanged 105 SP:Iteration 26Q (5875.560000 sec): 3 clusters Score: Raw -5946874.139691 + Penalty 5229.273971 = -5941644.865720 nChanged 97 SP:Iteration 27Q (5875.720000 sec): 3 clusters Score: Raw -5946889.876234 + Penalty 5229.273971 = -5941660.602263 nChanged 87 SP:Iteration 28Q (5875.870000 sec): 3 clusters Score: Raw -5946905.404441 + Penalty 5229.273971 = -5941676.130470 nChanged 90 SP:Iteration 29Q (5876.030000 sec): 3 clusters Score: Raw -5946920.987465 + Penalty 5229.273971 = -5941691.713494 nChanged 88 SP:Iteration 30Q (5876.180000 sec): 3 clusters Score: Raw -5946935.052458 + Penalty 5229.273971 = -5941705.778487 nChanged 77 SP:Iteration 31Q (5876.340000 sec): 3 clusters Score: Raw -5946946.154740 + Penalty 5229.273971 = -5941716.880769 nChanged 63 SP:Iteration 32Q (5876.490000 sec): 3 clusters Score: Raw -5946954.136776 + Penalty 5229.273971 = -5941724.862805 nChanged 48 SP:Iteration 33Q (5876.640000 sec): 3 clusters Score: Raw -5946959.872248 + Penalty 5229.273971 = -5941730.598277 nChanged 32 SP:Iteration 34Q (5876.790000 sec): 3 clusters Score: Raw -5946962.987087 + Penalty 5229.273971 = -5941733.713116 nChanged 24 SP:Iteration 35Q (5876.940000 sec): 3 clusters Score: Raw -5946966.238937 + Penalty 5229.273971 = -5941736.964966 nChanged 32 SP:Iteration 36Q (5877.090000 sec): 3 clusters Score: Raw -5946970.253205 + Penalty 5229.273971 = -5941740.979234 nChanged 35 SP:Iteration 37Q (5877.250000 sec): 3 clusters Score: Raw -5946973.862020 + Penalty 5229.273971 = -5941744.588048 nChanged 27 SP:Iteration 38Q (5877.390000 sec): 3 clusters Score: Raw -5946977.085898 + Penalty 5229.273971 = -5941747.811927 nChanged 26 SP:Iteration 39Q (5877.550000 sec): 3 clusters Score: Raw -5946979.601122 + Penalty 5229.273971 = -5941750.327151 nChanged 26 SP:Iteration 40F (5877.740000 sec): 3 clusters Score: Raw -5946982.609454 + Penalty 5229.273971 = -5941753.335483 nChanged 31 SP:Iteration 41Q (5877.890000 sec): 3 clusters Score: Raw -5946985.996501 + Penalty 5229.273971 = -5941756.722530 nChanged 24 SP:Iteration 42Q (5878.040000 sec): 3 clusters Score: Raw -5946988.657712 + Penalty 5229.273971 = -5941759.383741 nChanged 22 SP:Iteration 43Q (5878.190000 sec): 3 clusters Score: Raw -5946990.613805 + Penalty 5229.273971 = -5941761.339834 nChanged 17 SP:Iteration 44Q (5878.350000 sec): 3 clusters Score: Raw -5946992.318095 + Penalty 5229.273971 = -5941763.044124 nChanged 20 SP:Iteration 45Q (5878.500000 sec): 3 clusters Score: Raw -5946994.277661 + Penalty 5229.273971 = -5941765.003690 nChanged 16 SP:Iteration 46Q (5878.650000 sec): 3 clusters Score: Raw -5946995.609473 + Penalty 5229.273971 = -5941766.335502 nChanged 12 SP:Iteration 47Q (5878.800000 sec): 3 clusters Score: Raw -5946996.457994 + Penalty 5229.273971 = -5941767.184023 nChanged 7 SP:Iteration 48Q (5878.950000 sec): 3 clusters Score: Raw -5946997.032306 + Penalty 5229.273971 = -5941767.758335 nChanged 9 SP:Iteration 49Q (5879.110000 sec): 3 clusters Score: Raw -5946997.778781 + Penalty 5229.273971 = -5941768.504810 nChanged 9 SP:Iteration 50Q (5879.250000 sec): 3 clusters Score: Raw -5946998.405159 + Penalty 5229.273971 = -5941769.131188 nChanged 5 SP:Iteration 51Q (5879.410000 sec): 3 clusters Score: Raw -5946998.626243 + Penalty 5229.273971 = -5941769.352272 nChanged 3 SP:Iteration 52Q (5879.560000 sec): 3 clusters Score: Raw -5946998.817861 + Penalty 5229.273971 = -5941769.543890 nChanged 0 SP:Iteration 53F (5879.750000 sec): 3 clusters Score: Raw -5946998.817861 + Penalty 5229.273971 = -5941769.543890 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (58550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5879.990000 sec): 2 clusters Score: Raw -9084979.640036 + Penalty 2722.453820 = -9082257.186216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5880.290000 sec): 3 clusters Score: Raw -9048296.766028 + Penalty 5444.907639 = -9042851.858389 nChanged 27359 SP:Iteration 1F (5880.580000 sec): 3 clusters Score: Raw -9064067.769888 + Penalty 5444.907639 = -9058622.862249 nChanged 3454 SP:Iteration 2F (5880.870000 sec): 3 clusters Score: Raw -9066521.126692 + Penalty 5444.907639 = -9061076.219053 nChanged 4911 SP:Iteration 3F (5881.170000 sec): 3 clusters Score: Raw -9071524.676793 + Penalty 5444.907639 = -9066079.769154 nChanged 6355 SP:Iteration 4F (5881.460000 sec): 3 clusters Score: Raw -9078404.551494 + Penalty 5444.907639 = -9072959.643855 nChanged 5700 SP:Iteration 5F (5881.760000 sec): 3 clusters Score: Raw -9083432.557527 + Penalty 5444.907639 = -9077987.649888 nChanged 3862 SP:Iteration 6F (5882.050000 sec): 3 clusters Score: Raw -9085615.500423 + Penalty 5444.907639 = -9080170.592784 nChanged 2284 SP:Iteration 7Q (5882.350000 sec): 3 clusters Score: Raw -9086437.998846 + Penalty 5444.907639 = -9080993.091207 nChanged 1370 SP:Iteration 8Q (5882.640000 sec): 3 clusters Score: Raw -9086791.112494 + Penalty 5444.907639 = -9081346.204855 nChanged 962 SP:Iteration 9Q (5882.940000 sec): 3 clusters Score: Raw -9087002.634354 + Penalty 5444.907639 = -9081557.726715 nChanged 787 SP:Iteration 10Q (5883.230000 sec): 3 clusters Score: Raw -9087162.757310 + Penalty 5444.907639 = -9081717.849671 nChanged 651 SP:Iteration 11Q (5883.530000 sec): 3 clusters Score: Raw -9087293.516902 + Penalty 5444.907639 = -9081848.609263 nChanged 670 SP:Iteration 12Q (5883.820000 sec): 3 clusters Score: Raw -9087430.240612 + Penalty 5444.907639 = -9081985.332973 nChanged 715 SP:Iteration 13Q (5884.110000 sec): 3 clusters Score: Raw -9087591.639410 + Penalty 5444.907639 = -9082146.731771 nChanged 802 SP:Iteration 14Q (5884.400000 sec): 3 clusters Score: Raw -9087807.340242 + Penalty 5444.907639 = -9082362.432603 nChanged 888 SP:Iteration 15Q (5884.690000 sec): 3 clusters Score: Raw -9088094.905243 + Penalty 5444.907639 = -9082649.997604 nChanged 1069 SP:Iteration 16Q (5884.990000 sec): 3 clusters Score: Raw -9088522.047283 + Penalty 5444.907639 = -9083077.139644 nChanged 1280 SP:Iteration 17Q (5885.280000 sec): 3 clusters Score: Raw -9089174.299971 + Penalty 5444.907639 = -9083729.392332 nChanged 1439 SP:Iteration 18Q (5885.570000 sec): 3 clusters Score: Raw -9090064.658493 + Penalty 5444.907639 = -9084619.750854 nChanged 1592 SP:Iteration 19Q (5885.860000 sec): 3 clusters Score: Raw -9091264.413407 + Penalty 5444.907639 = -9085819.505768 nChanged 1668 SP:Iteration 20F (5886.150000 sec): 3 clusters Score: Raw -9092624.088902 + Penalty 5444.907639 = -9087179.181263 nChanged 1641 SP:Iteration 21Q (5886.430000 sec): 3 clusters Score: Raw -9093948.081147 + Penalty 5444.907639 = -9088503.173508 nChanged 1304 SP:Iteration 22Q (5886.710000 sec): 3 clusters Score: Raw -9094759.485428 + Penalty 5444.907639 = -9089314.577789 nChanged 976 SP:Iteration 23Q (5886.970000 sec): 3 clusters Score: Raw -9095163.274806 + Penalty 5444.907639 = -9089718.367167 nChanged 733 SP:Iteration 24Q (5887.240000 sec): 3 clusters Score: Raw -9095381.871119 + Penalty 5444.907639 = -9089936.963480 nChanged 546 SP:Iteration 25Q (5887.500000 sec): 3 clusters Score: Raw -9095502.122610 + Penalty 5444.907639 = -9090057.214971 nChanged 384 SP:Iteration 26Q (5887.760000 sec): 3 clusters Score: Raw -9095569.071482 + Penalty 5444.907639 = -9090124.163843 nChanged 304 SP:Iteration 27Q (5888.020000 sec): 3 clusters Score: Raw -9095614.940775 + Penalty 5444.907639 = -9090170.033136 nChanged 274 SP:Iteration 28Q (5888.280000 sec): 3 clusters Score: Raw -9095650.232035 + Penalty 5444.907639 = -9090205.324396 nChanged 204 SP:Iteration 29Q (5888.540000 sec): 3 clusters Score: Raw -9095670.948246 + Penalty 5444.907639 = -9090226.040607 nChanged 147 SP:Iteration 30Q (5888.800000 sec): 3 clusters Score: Raw -9095683.348950 + Penalty 5444.907639 = -9090238.441311 nChanged 109 SP:Iteration 31Q (5889.060000 sec): 3 clusters Score: Raw -9095691.747339 + Penalty 5444.907639 = -9090246.839700 nChanged 99 SP:Iteration 32Q (5889.310000 sec): 3 clusters Score: Raw -9095699.515538 + Penalty 5444.907639 = -9090254.607899 nChanged 81 SP:Iteration 33Q (5889.570000 sec): 3 clusters Score: Raw -9095705.274879 + Penalty 5444.907639 = -9090260.367240 nChanged 77 SP:Iteration 34Q (5889.830000 sec): 3 clusters Score: Raw -9095710.426599 + Penalty 5444.907639 = -9090265.518960 nChanged 54 SP:Iteration 35Q (5890.090000 sec): 3 clusters Score: Raw -9095714.245449 + Penalty 5444.907639 = -9090269.337810 nChanged 58 SP:Iteration 36Q (5890.350000 sec): 3 clusters Score: Raw -9095718.729557 + Penalty 5444.907639 = -9090273.821918 nChanged 59 SP:Iteration 37Q (5890.600000 sec): 3 clusters Score: Raw -9095722.507409 + Penalty 5444.907639 = -9090277.599770 nChanged 54 SP:Iteration 38Q (5890.860000 sec): 3 clusters Score: Raw -9095725.501757 + Penalty 5444.907639 = -9090280.594118 nChanged 37 SP:Iteration 39Q (5891.110000 sec): 3 clusters Score: Raw -9095727.686963 + Penalty 5444.907639 = -9090282.779324 nChanged 31 SP:Iteration 40F (5891.410000 sec): 3 clusters Score: Raw -9095729.226447 + Penalty 5444.907639 = -9090284.318808 nChanged 27 SP:Iteration 41Q (5891.670000 sec): 3 clusters Score: Raw -9095730.526599 + Penalty 5444.907639 = -9090285.618960 nChanged 21 SP:Iteration 42Q (5891.920000 sec): 3 clusters Score: Raw -9095731.457929 + Penalty 5444.907639 = -9090286.550290 nChanged 19 SP:Iteration 43Q (5892.180000 sec): 3 clusters Score: Raw -9095732.338088 + Penalty 5444.907639 = -9090287.430449 nChanged 17 SP:Iteration 44Q (5892.440000 sec): 3 clusters Score: Raw -9095733.060967 + Penalty 5444.907639 = -9090288.153328 nChanged 21 SP:Iteration 45Q (5892.700000 sec): 3 clusters Score: Raw -9095733.820426 + Penalty 5444.907639 = -9090288.912787 nChanged 15 SP:Iteration 46Q (5892.950000 sec): 3 clusters Score: Raw -9095734.310675 + Penalty 5444.907639 = -9090289.403036 nChanged 13 SP:Iteration 47Q (5893.210000 sec): 3 clusters Score: Raw -9095734.866134 + Penalty 5444.907639 = -9090289.958495 nChanged 16 SP:Iteration 48Q (5893.470000 sec): 3 clusters Score: Raw -9095735.607145 + Penalty 5444.907639 = -9090290.699506 nChanged 18 SP:Iteration 49Q (5893.730000 sec): 3 clusters Score: Raw -9095736.273919 + Penalty 5444.907639 = -9090291.366280 nChanged 12 SP:Iteration 50Q (5893.990000 sec): 3 clusters Score: Raw -9095736.690427 + Penalty 5444.907639 = -9090291.782788 nChanged 9 SP:Iteration 51Q (5894.250000 sec): 3 clusters Score: Raw -9095737.095758 + Penalty 5444.907639 = -9090292.188119 nChanged 13 SP:Iteration 52Q (5894.500000 sec): 3 clusters Score: Raw -9095737.664171 + Penalty 5444.907639 = -9090292.756532 nChanged 15 SP:Iteration 53Q (5894.760000 sec): 3 clusters Score: Raw -9095738.148516 + Penalty 5444.907639 = -9090293.240877 nChanged 13 SP:Iteration 54Q (5895.020000 sec): 3 clusters Score: Raw -9095738.673371 + Penalty 5444.907639 = -9090293.765732 nChanged 16 SP:Iteration 55Q (5895.270000 sec): 3 clusters Score: Raw -9095739.258881 + Penalty 5444.907639 = -9090294.351242 nChanged 17 SP:Iteration 56Q (5895.530000 sec): 3 clusters Score: Raw -9095740.015461 + Penalty 5444.907639 = -9090295.107822 nChanged 11 SP:Iteration 57Q (5895.780000 sec): 3 clusters Score: Raw -9095740.540029 + Penalty 5444.907639 = -9090295.632389 nChanged 13 SP:Iteration 58Q (5896.040000 sec): 3 clusters Score: Raw -9095740.993351 + Penalty 5444.907639 = -9090296.085712 nChanged 4 SP:Iteration 59Q (5896.300000 sec): 3 clusters Score: Raw -9095741.271889 + Penalty 5444.907639 = -9090296.364250 nChanged 7 SP:Iteration 60F (5896.590000 sec): 3 clusters Score: Raw -9095741.490503 + Penalty 5444.907639 = -9090296.582864 nChanged 4 SP:Iteration 61Q (5896.850000 sec): 3 clusters Score: Raw -9095741.601544 + Penalty 5444.907639 = -9090296.693905 nChanged 4 SP:Iteration 62Q (5897.110000 sec): 3 clusters Score: Raw -9095741.756459 + Penalty 5444.907639 = -9090296.848820 nChanged 3 SP:Iteration 63Q (5897.360000 sec): 3 clusters Score: Raw -9095741.824559 + Penalty 5444.907639 = -9090296.916920 nChanged 1 SP:Iteration 64Q (5897.620000 sec): 3 clusters Score: Raw -9095741.851403 + Penalty 5444.907639 = -9090296.943763 nChanged 2 SP:Iteration 65Q (5897.880000 sec): 3 clusters Score: Raw -9095741.888552 + Penalty 5444.907639 = -9090296.980913 nChanged 1 SP:Iteration 66Q (5898.140000 sec): 3 clusters Score: Raw -9095741.897802 + Penalty 5444.907639 = -9090296.990163 nChanged 0 SP:Iteration 67F (5898.430000 sec): 3 clusters Score: Raw -9095741.897802 + Penalty 5444.907639 = -9090296.990163 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 4.86 GB. Trying to split cluster 14 (6802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5898.480000 sec): 2 clusters Score: Raw -1047380.047317 + Penalty 2188.593047 = -1045191.454269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5898.520000 sec): 3 clusters Score: Raw -1043944.726240 + Penalty 4377.186095 = -1039567.540145 nChanged 2697 SP:Iteration 1F (5898.550000 sec): 3 clusters Score: Raw -1045672.290046 + Penalty 4377.186095 = -1041295.103951 nChanged 642 SP:Iteration 2F (5898.580000 sec): 3 clusters Score: Raw -1046571.225844 + Penalty 4377.186095 = -1042194.039749 nChanged 624 SP:Iteration 3F (5898.620000 sec): 3 clusters Score: Raw -1047615.080049 + Penalty 4377.186095 = -1043237.893954 nChanged 577 SP:Iteration 4F (5898.650000 sec): 3 clusters Score: Raw -1048278.733400 + Penalty 4377.186095 = -1043901.547305 nChanged 426 SP:Iteration 5F (5898.680000 sec): 3 clusters Score: Raw -1048599.631111 + Penalty 4377.186095 = -1044222.445016 nChanged 335 SP:Iteration 6Q (5898.720000 sec): 3 clusters Score: Raw -1048822.523928 + Penalty 4377.186095 = -1044445.337833 nChanged 252 SP:Iteration 7Q (5898.750000 sec): 3 clusters Score: Raw -1048985.667620 + Penalty 4377.186095 = -1044608.481525 nChanged 196 SP:Iteration 8Q (5898.780000 sec): 3 clusters Score: Raw -1049124.921093 + Penalty 4377.186095 = -1044747.734998 nChanged 180 SP:Iteration 9Q (5898.810000 sec): 3 clusters Score: Raw -1049266.929037 + Penalty 4377.186095 = -1044889.742942 nChanged 156 SP:Iteration 10Q (5898.840000 sec): 3 clusters Score: Raw -1049384.306193 + Penalty 4377.186095 = -1045007.120098 nChanged 112 SP:Iteration 11Q (5898.870000 sec): 3 clusters Score: Raw -1049460.722101 + Penalty 4377.186095 = -1045083.536006 nChanged 91 SP:Iteration 12Q (5898.900000 sec): 3 clusters Score: Raw -1049520.674870 + Penalty 4377.186095 = -1045143.488775 nChanged 88 SP:Iteration 13Q (5898.940000 sec): 3 clusters Score: Raw -1049578.832978 + Penalty 4377.186095 = -1045201.646884 nChanged 79 SP:Iteration 14Q (5898.960000 sec): 3 clusters Score: Raw -1049626.985765 + Penalty 4377.186095 = -1045249.799670 nChanged 65 SP:Iteration 15Q (5899.000000 sec): 3 clusters Score: Raw -1049671.430289 + Penalty 4377.186095 = -1045294.244194 nChanged 59 SP:Iteration 16Q (5899.020000 sec): 3 clusters Score: Raw -1049711.753223 + Penalty 4377.186095 = -1045334.567128 nChanged 48 SP:Iteration 17Q (5899.060000 sec): 3 clusters Score: Raw -1049755.020193 + Penalty 4377.186095 = -1045377.834098 nChanged 59 SP:Iteration 18Q (5899.080000 sec): 3 clusters Score: Raw -1049816.584911 + Penalty 4377.186095 = -1045439.398816 nChanged 61 SP:Iteration 19Q (5899.110000 sec): 3 clusters Score: Raw -1049887.621321 + Penalty 4377.186095 = -1045510.435226 nChanged 68 SP:Iteration 20F (5899.150000 sec): 3 clusters Score: Raw -1049972.056084 + Penalty 4377.186095 = -1045594.869989 nChanged 66 SP:Iteration 21Q (5899.180000 sec): 3 clusters Score: Raw -1050076.156273 + Penalty 4377.186095 = -1045698.970178 nChanged 56 SP:Iteration 22Q (5899.200000 sec): 3 clusters Score: Raw -1050193.517283 + Penalty 4377.186095 = -1045816.331188 nChanged 48 SP:Iteration 23Q (5899.230000 sec): 3 clusters Score: Raw -1050272.795162 + Penalty 4377.186095 = -1045895.609067 nChanged 43 SP:Iteration 24Q (5899.250000 sec): 3 clusters Score: Raw -1050335.550877 + Penalty 4377.186095 = -1045958.364782 nChanged 39 SP:Iteration 25Q (5899.280000 sec): 3 clusters Score: Raw -1050380.646232 + Penalty 4377.186095 = -1046003.460137 nChanged 24 SP:Iteration 26Q (5899.300000 sec): 3 clusters Score: Raw -1050404.172113 + Penalty 4377.186095 = -1046026.986018 nChanged 26 SP:Iteration 27Q (5899.330000 sec): 3 clusters Score: Raw -1050425.997439 + Penalty 4377.186095 = -1046048.811344 nChanged 12 SP:Iteration 28Q (5899.350000 sec): 3 clusters Score: Raw -1050434.324196 + Penalty 4377.186095 = -1046057.138101 nChanged 9 SP:Iteration 29Q (5899.380000 sec): 3 clusters Score: Raw -1050440.377544 + Penalty 4377.186095 = -1046063.191449 nChanged 9 SP:Iteration 30Q (5899.400000 sec): 3 clusters Score: Raw -1050447.331846 + Penalty 4377.186095 = -1046070.145751 nChanged 5 SP:Iteration 31Q (5899.420000 sec): 3 clusters Score: Raw -1050450.432914 + Penalty 4377.186095 = -1046073.246819 nChanged 5 SP:Iteration 32Q (5899.450000 sec): 3 clusters Score: Raw -1050454.385438 + Penalty 4377.186095 = -1046077.199343 nChanged 5 SP:Iteration 33Q (5899.470000 sec): 3 clusters Score: Raw -1050457.212290 + Penalty 4377.186095 = -1046080.026195 nChanged 0 SP:Iteration 34F (5899.500000 sec): 3 clusters Score: Raw -1050457.212290 + Penalty 4377.186095 = -1046080.026195 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 4.86 GB. Trying to split cluster 15 (17908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5899.580000 sec): 2 clusters Score: Raw -2573957.012797 + Penalty 2428.664699 = -2571528.348098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5899.680000 sec): 3 clusters Score: Raw -2563821.674668 + Penalty 4857.329398 = -2558964.345269 nChanged 7888 SP:Iteration 1F (5899.760000 sec): 3 clusters Score: Raw -2568945.906228 + Penalty 4857.329398 = -2564088.576829 nChanged 1636 SP:Iteration 2F (5899.850000 sec): 3 clusters Score: Raw -2570180.591171 + Penalty 4857.329398 = -2565323.261772 nChanged 1469 SP:Iteration 3F (5899.940000 sec): 3 clusters Score: Raw -2571322.021123 + Penalty 4857.329398 = -2566464.691724 nChanged 1357 SP:Iteration 4F (5900.030000 sec): 3 clusters Score: Raw -2572407.582645 + Penalty 4857.329398 = -2567550.253247 nChanged 1247 SP:Iteration 5F (5900.120000 sec): 3 clusters Score: Raw -2573478.970757 + Penalty 4857.329398 = -2568621.641358 nChanged 1078 SP:Iteration 6F (5900.200000 sec): 3 clusters Score: Raw -2574389.653113 + Penalty 4857.329398 = -2569532.323715 nChanged 963 SP:Iteration 7F (5900.290000 sec): 3 clusters Score: Raw -2575039.806921 + Penalty 4857.329398 = -2570182.477523 nChanged 682 SP:Iteration 8Q (5900.380000 sec): 3 clusters Score: Raw -2575424.517678 + Penalty 4857.329398 = -2570567.188279 nChanged 530 SP:Iteration 9Q (5900.470000 sec): 3 clusters Score: Raw -2575650.038160 + Penalty 4857.329398 = -2570792.708761 nChanged 368 SP:Iteration 10Q (5900.550000 sec): 3 clusters Score: Raw -2575784.361204 + Penalty 4857.329398 = -2570927.031805 nChanged 261 SP:Iteration 11Q (5900.640000 sec): 3 clusters Score: Raw -2575854.190489 + Penalty 4857.329398 = -2570996.861091 nChanged 187 SP:Iteration 12Q (5900.720000 sec): 3 clusters Score: Raw -2575896.796079 + Penalty 4857.329398 = -2571039.466680 nChanged 120 SP:Iteration 13Q (5900.810000 sec): 3 clusters Score: Raw -2575918.477723 + Penalty 4857.329398 = -2571061.148325 nChanged 78 SP:Iteration 14Q (5900.890000 sec): 3 clusters Score: Raw -2575930.917392 + Penalty 4857.329398 = -2571073.587994 nChanged 59 SP:Iteration 15Q (5900.980000 sec): 3 clusters Score: Raw -2575938.512961 + Penalty 4857.329398 = -2571081.183562 nChanged 51 SP:Iteration 16Q (5901.060000 sec): 3 clusters Score: Raw -2575944.743308 + Penalty 4857.329398 = -2571087.413909 nChanged 39 SP:Iteration 17Q (5901.150000 sec): 3 clusters Score: Raw -2575949.818709 + Penalty 4857.329398 = -2571092.489311 nChanged 36 SP:Iteration 18Q (5901.230000 sec): 3 clusters Score: Raw -2575954.512218 + Penalty 4857.329398 = -2571097.182820 nChanged 39 SP:Iteration 19Q (5901.320000 sec): 3 clusters Score: Raw -2575959.027660 + Penalty 4857.329398 = -2571101.698262 nChanged 26 SP:Iteration 20F (5901.410000 sec): 3 clusters Score: Raw -2575967.941313 + Penalty 4857.329398 = -2571110.611915 nChanged 24 SP:Iteration 21Q (5901.490000 sec): 3 clusters Score: Raw -2575976.214503 + Penalty 4857.329398 = -2571118.885104 nChanged 23 SP:Iteration 22Q (5901.580000 sec): 3 clusters Score: Raw -2575979.316629 + Penalty 4857.329398 = -2571121.987231 nChanged 19 SP:Iteration 23Q (5901.660000 sec): 3 clusters Score: Raw -2575981.039972 + Penalty 4857.329398 = -2571123.710574 nChanged 17 SP:Iteration 24Q (5901.740000 sec): 3 clusters Score: Raw -2575987.607121 + Penalty 4857.329398 = -2571130.277722 nChanged 21 SP:Iteration 25Q (5901.830000 sec): 3 clusters Score: Raw -2575989.796049 + Penalty 4857.329398 = -2571132.466651 nChanged 17 SP:Iteration 26Q (5901.920000 sec): 3 clusters Score: Raw -2575990.918050 + Penalty 4857.329398 = -2571133.588652 nChanged 12 SP:Iteration 27Q (5902.000000 sec): 3 clusters Score: Raw -2575992.022727 + Penalty 4857.329398 = -2571134.693329 nChanged 11 SP:Iteration 28Q (5902.080000 sec): 3 clusters Score: Raw -2575993.026160 + Penalty 4857.329398 = -2571135.696761 nChanged 9 SP:Iteration 29Q (5902.160000 sec): 3 clusters Score: Raw -2575994.418035 + Penalty 4857.329398 = -2571137.088637 nChanged 16 SP:Iteration 30Q (5902.250000 sec): 3 clusters Score: Raw -2575995.782624 + Penalty 4857.329398 = -2571138.453226 nChanged 14 SP:Iteration 31Q (5902.330000 sec): 3 clusters Score: Raw -2575998.048358 + Penalty 4857.329398 = -2571140.718960 nChanged 14 SP:Iteration 32Q (5902.420000 sec): 3 clusters Score: Raw -2575999.118105 + Penalty 4857.329398 = -2571141.788706 nChanged 14 SP:Iteration 33Q (5902.500000 sec): 3 clusters Score: Raw -2576000.581018 + Penalty 4857.329398 = -2571143.251620 nChanged 12 SP:Iteration 34Q (5902.580000 sec): 3 clusters Score: Raw -2576001.274913 + Penalty 4857.329398 = -2571143.945515 nChanged 6 SP:Iteration 35Q (5902.670000 sec): 3 clusters Score: Raw -2576001.696119 + Penalty 4857.329398 = -2571144.366720 nChanged 5 SP:Iteration 36Q (5902.760000 sec): 3 clusters Score: Raw -2576002.072363 + Penalty 4857.329398 = -2571144.742965 nChanged 5 SP:Iteration 37Q (5902.840000 sec): 3 clusters Score: Raw -2576002.398780 + Penalty 4857.329398 = -2571145.069382 nChanged 6 SP:Iteration 38Q (5902.920000 sec): 3 clusters Score: Raw -2576002.963201 + Penalty 4857.329398 = -2571145.633803 nChanged 9 SP:Iteration 39Q (5903.010000 sec): 3 clusters Score: Raw -2576003.743853 + Penalty 4857.329398 = -2571146.414454 nChanged 11 SP:Iteration 40F (5903.100000 sec): 3 clusters Score: Raw -2576004.643865 + Penalty 4857.329398 = -2571147.314467 nChanged 13 SP:Iteration 41Q (5903.180000 sec): 3 clusters Score: Raw -2576005.934384 + Penalty 4857.329398 = -2571148.604985 nChanged 12 SP:Iteration 42Q (5903.260000 sec): 3 clusters Score: Raw -2576006.757894 + Penalty 4857.329398 = -2571149.428496 nChanged 6 SP:Iteration 43Q (5903.350000 sec): 3 clusters Score: Raw -2576007.142855 + Penalty 4857.329398 = -2571149.813457 nChanged 5 SP:Iteration 44Q (5903.430000 sec): 3 clusters Score: Raw -2576007.469653 + Penalty 4857.329398 = -2571150.140255 nChanged 5 SP:Iteration 45Q (5903.520000 sec): 3 clusters Score: Raw -2576007.821647 + Penalty 4857.329398 = -2571150.492249 nChanged 8 SP:Iteration 46Q (5903.600000 sec): 3 clusters Score: Raw -2576008.401109 + Penalty 4857.329398 = -2571151.071710 nChanged 7 SP:Iteration 47Q (5903.690000 sec): 3 clusters Score: Raw -2576008.707688 + Penalty 4857.329398 = -2571151.378290 nChanged 4 SP:Iteration 48Q (5903.770000 sec): 3 clusters Score: Raw -2576008.878825 + Penalty 4857.329398 = -2571151.549427 nChanged 3 SP:Iteration 49Q (5903.860000 sec): 3 clusters Score: Raw -2576009.103771 + Penalty 4857.329398 = -2571151.774373 nChanged 5 SP:Iteration 50Q (5903.940000 sec): 3 clusters Score: Raw -2576009.455111 + Penalty 4857.329398 = -2571152.125713 nChanged 5 SP:Iteration 51Q (5904.020000 sec): 3 clusters Score: Raw -2576009.755898 + Penalty 4857.329398 = -2571152.426500 nChanged 3 SP:Iteration 52Q (5904.110000 sec): 3 clusters Score: Raw -2576009.916601 + Penalty 4857.329398 = -2571152.587203 nChanged 1 SP:Iteration 53Q (5904.200000 sec): 3 clusters Score: Raw -2576009.989148 + Penalty 4857.329398 = -2571152.659750 nChanged 1 SP:Iteration 54Q (5904.280000 sec): 3 clusters Score: Raw -2576010.022378 + Penalty 4857.329398 = -2571152.692980 nChanged 1 SP:Iteration 55Q (5904.360000 sec): 3 clusters Score: Raw -2576010.091737 + Penalty 4857.329398 = -2571152.762338 nChanged 0 SP:Iteration 56F (5904.450000 sec): 3 clusters Score: Raw -2576010.091737 + Penalty 4857.329398 = -2571152.762338 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (9165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5904.500000 sec): 2 clusters Score: Raw -1324280.310271 + Penalty 2262.540496 = -1322017.769775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5904.540000 sec): 3 clusters Score: Raw -1319454.220483 + Penalty 4525.080991 = -1314929.139491 nChanged 3815 SP:Iteration 1F (5904.580000 sec): 3 clusters Score: Raw -1322344.626158 + Penalty 4525.080991 = -1317819.545166 nChanged 1008 SP:Iteration 2F (5904.630000 sec): 3 clusters Score: Raw -1323949.167641 + Penalty 4525.080991 = -1319424.086649 nChanged 1007 SP:Iteration 3F (5904.680000 sec): 3 clusters Score: Raw -1325518.185577 + Penalty 4525.080991 = -1320993.104585 nChanged 795 SP:Iteration 4F (5904.720000 sec): 3 clusters Score: Raw -1326567.918720 + Penalty 4525.080991 = -1322042.837729 nChanged 543 SP:Iteration 5F (5904.760000 sec): 3 clusters Score: Raw -1327107.711858 + Penalty 4525.080991 = -1322582.630866 nChanged 358 SP:Iteration 6Q (5904.810000 sec): 3 clusters Score: Raw -1327416.867092 + Penalty 4525.080991 = -1322891.786101 nChanged 235 SP:Iteration 7Q (5904.850000 sec): 3 clusters Score: Raw -1327589.179276 + Penalty 4525.080991 = -1323064.098284 nChanged 158 SP:Iteration 8Q (5904.890000 sec): 3 clusters Score: Raw -1327682.808464 + Penalty 4525.080991 = -1323157.727473 nChanged 125 SP:Iteration 9Q (5904.930000 sec): 3 clusters Score: Raw -1327763.561329 + Penalty 4525.080991 = -1323238.480337 nChanged 103 SP:Iteration 10Q (5904.970000 sec): 3 clusters Score: Raw -1327811.712893 + Penalty 4525.080991 = -1323286.631901 nChanged 78 SP:Iteration 11Q (5905.010000 sec): 3 clusters Score: Raw -1327839.637359 + Penalty 4525.080991 = -1323314.556367 nChanged 45 SP:Iteration 12Q (5905.050000 sec): 3 clusters Score: Raw -1327850.566467 + Penalty 4525.080991 = -1323325.485476 nChanged 31 SP:Iteration 13Q (5905.090000 sec): 3 clusters Score: Raw -1327856.297246 + Penalty 4525.080991 = -1323331.216254 nChanged 19 SP:Iteration 14Q (5905.120000 sec): 3 clusters Score: Raw -1327860.614763 + Penalty 4525.080991 = -1323335.533772 nChanged 13 SP:Iteration 15Q (5905.160000 sec): 3 clusters Score: Raw -1327862.765335 + Penalty 4525.080991 = -1323337.684343 nChanged 7 SP:Iteration 16Q (5905.200000 sec): 3 clusters Score: Raw -1327863.795324 + Penalty 4525.080991 = -1323338.714332 nChanged 3 SP:Iteration 17Q (5905.240000 sec): 3 clusters Score: Raw -1327864.098218 + Penalty 4525.080991 = -1323339.017227 nChanged 2 SP:Iteration 18Q (5905.280000 sec): 3 clusters Score: Raw -1327864.243340 + Penalty 4525.080991 = -1323339.162349 nChanged 0 SP:Iteration 19F (5905.330000 sec): 3 clusters Score: Raw -1327864.243340 + Penalty 4525.080991 = -1323339.162349 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 4.86 GB. Trying to split cluster 17 (23230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5905.430000 sec): 2 clusters Score: Raw -3647438.213653 + Penalty 2493.193557 = -3644945.020096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5905.550000 sec): 3 clusters Score: Raw -3633780.304482 + Penalty 4986.387114 = -3628793.917369 nChanged 10357 SP:Iteration 1F (5905.660000 sec): 3 clusters Score: Raw -3639353.192918 + Penalty 4986.387114 = -3634366.805804 nChanged 1116 SP:Iteration 2Q (5905.780000 sec): 3 clusters Score: Raw -3639736.271326 + Penalty 4986.387114 = -3634749.884212 nChanged 1004 SP:Iteration 3Q (5905.900000 sec): 3 clusters Score: Raw -3640091.055862 + Penalty 4986.387114 = -3635104.668749 nChanged 983 SP:Iteration 4Q (5906.020000 sec): 3 clusters Score: Raw -3640482.873064 + Penalty 4986.387114 = -3635496.485951 nChanged 1061 SP:Iteration 5Q (5906.140000 sec): 3 clusters Score: Raw -3640935.564434 + Penalty 4986.387114 = -3635949.177320 nChanged 1079 SP:Iteration 6Q (5906.250000 sec): 3 clusters Score: Raw -3641425.999941 + Penalty 4986.387114 = -3636439.612827 nChanged 1155 SP:Iteration 7Q (5906.370000 sec): 3 clusters Score: Raw -3642009.715891 + Penalty 4986.387114 = -3637023.328778 nChanged 1215 SP:Iteration 8F (5906.480000 sec): 3 clusters Score: Raw -3642665.939532 + Penalty 4986.387114 = -3637679.552418 nChanged 1239 SP:Iteration 9F (5906.600000 sec): 3 clusters Score: Raw -3643350.600645 + Penalty 4986.387114 = -3638364.213531 nChanged 1158 SP:Iteration 10Q (5906.720000 sec): 3 clusters Score: Raw -3643989.808623 + Penalty 4986.387114 = -3639003.421509 nChanged 1066 SP:Iteration 11Q (5906.830000 sec): 3 clusters Score: Raw -3644588.783737 + Penalty 4986.387114 = -3639602.396623 nChanged 953 SP:Iteration 12Q (5906.950000 sec): 3 clusters Score: Raw -3645118.546065 + Penalty 4986.387114 = -3640132.158951 nChanged 826 SP:Iteration 13Q (5907.060000 sec): 3 clusters Score: Raw -3645578.220188 + Penalty 4986.387114 = -3640591.833075 nChanged 720 SP:Iteration 14Q (5907.180000 sec): 3 clusters Score: Raw -3645960.540159 + Penalty 4986.387114 = -3640974.153045 nChanged 562 SP:Iteration 15Q (5907.300000 sec): 3 clusters Score: Raw -3646256.475507 + Penalty 4986.387114 = -3641270.088393 nChanged 491 SP:Iteration 16Q (5907.410000 sec): 3 clusters Score: Raw -3646515.151809 + Penalty 4986.387114 = -3641528.764695 nChanged 440 SP:Iteration 17Q (5907.530000 sec): 3 clusters Score: Raw -3646760.998782 + Penalty 4986.387114 = -3641774.611669 nChanged 365 SP:Iteration 18Q (5907.640000 sec): 3 clusters Score: Raw -3646988.903591 + Penalty 4986.387114 = -3642002.516478 nChanged 331 SP:Iteration 19Q (5907.760000 sec): 3 clusters Score: Raw -3647186.222668 + Penalty 4986.387114 = -3642199.835555 nChanged 237 SP:Iteration 20F (5907.870000 sec): 3 clusters Score: Raw -3647332.331263 + Penalty 4986.387114 = -3642345.944150 nChanged 192 SP:Iteration 21Q (5907.980000 sec): 3 clusters Score: Raw -3647461.563485 + Penalty 4986.387114 = -3642475.176372 nChanged 162 SP:Iteration 22Q (5908.090000 sec): 3 clusters Score: Raw -3647572.416363 + Penalty 4986.387114 = -3642586.029249 nChanged 113 SP:Iteration 23Q (5908.200000 sec): 3 clusters Score: Raw -3647653.504506 + Penalty 4986.387114 = -3642667.117393 nChanged 88 SP:Iteration 24Q (5908.300000 sec): 3 clusters Score: Raw -3647708.076071 + Penalty 4986.387114 = -3642721.688958 nChanged 55 SP:Iteration 25Q (5908.400000 sec): 3 clusters Score: Raw -3647747.151419 + Penalty 4986.387114 = -3642760.764306 nChanged 48 SP:Iteration 26Q (5908.510000 sec): 3 clusters Score: Raw -3647779.239541 + Penalty 4986.387114 = -3642792.852427 nChanged 45 SP:Iteration 27Q (5908.610000 sec): 3 clusters Score: Raw -3647810.761899 + Penalty 4986.387114 = -3642824.374785 nChanged 39 SP:Iteration 28Q (5908.710000 sec): 3 clusters Score: Raw -3647836.233600 + Penalty 4986.387114 = -3642849.846487 nChanged 25 SP:Iteration 29Q (5908.810000 sec): 3 clusters Score: Raw -3647851.523440 + Penalty 4986.387114 = -3642865.136326 nChanged 25 SP:Iteration 30Q (5908.910000 sec): 3 clusters Score: Raw -3647867.736547 + Penalty 4986.387114 = -3642881.349434 nChanged 16 SP:Iteration 31Q (5909.000000 sec): 3 clusters Score: Raw -3647877.003150 + Penalty 4986.387114 = -3642890.616037 nChanged 13 SP:Iteration 32Q (5909.100000 sec): 3 clusters Score: Raw -3647884.654317 + Penalty 4986.387114 = -3642898.267204 nChanged 7 SP:Iteration 33Q (5909.200000 sec): 3 clusters Score: Raw -3647889.379571 + Penalty 4986.387114 = -3642902.992457 nChanged 7 SP:Iteration 34Q (5909.300000 sec): 3 clusters Score: Raw -3647893.039571 + Penalty 4986.387114 = -3642906.652457 nChanged 4 SP:Iteration 35Q (5909.390000 sec): 3 clusters Score: Raw -3647894.835172 + Penalty 4986.387114 = -3642908.448059 nChanged 5 SP:Iteration 36Q (5909.490000 sec): 3 clusters Score: Raw -3647897.513135 + Penalty 4986.387114 = -3642911.126021 nChanged 5 SP:Iteration 37Q (5909.580000 sec): 3 clusters Score: Raw -3647899.944819 + Penalty 4986.387114 = -3642913.557706 nChanged 7 SP:Iteration 38Q (5909.680000 sec): 3 clusters Score: Raw -3647905.795920 + Penalty 4986.387114 = -3642919.408806 nChanged 8 SP:Iteration 39Q (5909.780000 sec): 3 clusters Score: Raw -3647911.569482 + Penalty 4986.387114 = -3642925.182368 nChanged 6 SP:Iteration 40F (5909.890000 sec): 3 clusters Score: Raw -3647915.788194 + Penalty 4986.387114 = -3642929.401081 nChanged 8 SP:Iteration 41Q (5909.990000 sec): 3 clusters Score: Raw -3647920.298577 + Penalty 4986.387114 = -3642933.911463 nChanged 6 SP:Iteration 42Q (5910.090000 sec): 3 clusters Score: Raw -3647924.026969 + Penalty 4986.387114 = -3642937.639855 nChanged 8 SP:Iteration 43Q (5910.180000 sec): 3 clusters Score: Raw -3647929.094819 + Penalty 4986.387114 = -3642942.707706 nChanged 6 SP:Iteration 44Q (5910.280000 sec): 3 clusters Score: Raw -3647932.270612 + Penalty 4986.387114 = -3642945.883499 nChanged 9 SP:Iteration 45Q (5910.380000 sec): 3 clusters Score: Raw -3647936.973140 + Penalty 4986.387114 = -3642950.586026 nChanged 6 SP:Iteration 46Q (5910.470000 sec): 3 clusters Score: Raw -3647940.137748 + Penalty 4986.387114 = -3642953.750635 nChanged 5 SP:Iteration 47Q (5910.560000 sec): 3 clusters Score: Raw -3647943.006340 + Penalty 4986.387114 = -3642956.619226 nChanged 3 SP:Iteration 48Q (5910.660000 sec): 3 clusters Score: Raw -3647944.801916 + Penalty 4986.387114 = -3642958.414803 nChanged 4 SP:Iteration 49Q (5910.750000 sec): 3 clusters Score: Raw -3647947.324313 + Penalty 4986.387114 = -3642960.937199 nChanged 5 SP:Iteration 50Q (5910.850000 sec): 3 clusters Score: Raw -3647951.414886 + Penalty 4986.387114 = -3642965.027772 nChanged 2 SP:Iteration 51Q (5910.940000 sec): 3 clusters Score: Raw -3647953.252627 + Penalty 4986.387114 = -3642966.865513 nChanged 2 SP:Iteration 52Q (5911.040000 sec): 3 clusters Score: Raw -3647954.186117 + Penalty 4986.387114 = -3642967.799003 nChanged 1 SP:Iteration 53Q (5911.130000 sec): 3 clusters Score: Raw -3647954.813973 + Penalty 4986.387114 = -3642968.426859 nChanged 2 SP:Iteration 54Q (5911.230000 sec): 3 clusters Score: Raw -3647956.251778 + Penalty 4986.387114 = -3642969.864665 nChanged 0 SP:Iteration 55F (5911.340000 sec): 3 clusters Score: Raw -3647956.251778 + Penalty 4986.387114 = -3642969.864665 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (33320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5911.480000 sec): 2 clusters Score: Raw -5308832.492746 + Penalty 2582.650448 = -5306249.842298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5911.650000 sec): 3 clusters Score: Raw -5288626.352287 + Penalty 5165.300896 = -5283461.051391 nChanged 15016 SP:Iteration 1F (5911.820000 sec): 3 clusters Score: Raw -5296826.813616 + Penalty 5165.300896 = -5291661.512720 nChanged 1403 SP:Iteration 2Q (5911.990000 sec): 3 clusters Score: Raw -5297227.143241 + Penalty 5165.300896 = -5292061.842345 nChanged 1219 SP:Iteration 3Q (5912.160000 sec): 3 clusters Score: Raw -5297561.817193 + Penalty 5165.300896 = -5292396.516297 nChanged 1109 SP:Iteration 4Q (5912.330000 sec): 3 clusters Score: Raw -5297828.904773 + Penalty 5165.300896 = -5292663.603878 nChanged 932 SP:Iteration 5Q (5912.500000 sec): 3 clusters Score: Raw -5298042.338777 + Penalty 5165.300896 = -5292877.037881 nChanged 864 SP:Iteration 6Q (5912.670000 sec): 3 clusters Score: Raw -5298244.468639 + Penalty 5165.300896 = -5293079.167743 nChanged 829 SP:Iteration 7Q (5912.840000 sec): 3 clusters Score: Raw -5298440.173714 + Penalty 5165.300896 = -5293274.872819 nChanged 823 SP:Iteration 8Q (5913.010000 sec): 3 clusters Score: Raw -5298664.257346 + Penalty 5165.300896 = -5293498.956450 nChanged 887 SP:Iteration 9Q (5913.180000 sec): 3 clusters Score: Raw -5298934.190467 + Penalty 5165.300896 = -5293768.889571 nChanged 996 SP:Iteration 10Q (5913.350000 sec): 3 clusters Score: Raw -5299293.566549 + Penalty 5165.300896 = -5294128.265653 nChanged 1173 SP:Iteration 11Q (5913.520000 sec): 3 clusters Score: Raw -5299797.667292 + Penalty 5165.300896 = -5294632.366397 nChanged 1445 SP:Iteration 12Q (5913.690000 sec): 3 clusters Score: Raw -5300551.424264 + Penalty 5165.300896 = -5295386.123368 nChanged 1741 SP:Iteration 13F (5913.860000 sec): 3 clusters Score: Raw -5301686.683994 + Penalty 5165.300896 = -5296521.383099 nChanged 2020 SP:Iteration 14F (5914.020000 sec): 3 clusters Score: Raw -5303259.733468 + Penalty 5165.300896 = -5298094.432573 nChanged 2030 SP:Iteration 15F (5914.190000 sec): 3 clusters Score: Raw -5304980.267154 + Penalty 5165.300896 = -5299814.966259 nChanged 1723 SP:Iteration 16F (5914.360000 sec): 3 clusters Score: Raw -5306454.059659 + Penalty 5165.300896 = -5301288.758763 nChanged 1256 SP:Iteration 17Q (5914.510000 sec): 3 clusters Score: Raw -5307535.471538 + Penalty 5165.300896 = -5302370.170642 nChanged 805 SP:Iteration 18Q (5914.660000 sec): 3 clusters Score: Raw -5308233.794073 + Penalty 5165.300896 = -5303068.493177 nChanged 467 SP:Iteration 19Q (5914.790000 sec): 3 clusters Score: Raw -5308652.884311 + Penalty 5165.300896 = -5303487.583415 nChanged 245 SP:Iteration 20F (5914.950000 sec): 3 clusters Score: Raw -5308901.464472 + Penalty 5165.300896 = -5303736.163576 nChanged 120 SP:Iteration 21Q (5915.080000 sec): 3 clusters Score: Raw -5309029.650056 + Penalty 5165.300896 = -5303864.349160 nChanged 79 SP:Iteration 22Q (5915.200000 sec): 3 clusters Score: Raw -5309113.506757 + Penalty 5165.300896 = -5303948.205861 nChanged 53 SP:Iteration 23Q (5915.310000 sec): 3 clusters Score: Raw -5309166.551510 + Penalty 5165.300896 = -5304001.250614 nChanged 30 SP:Iteration 24Q (5915.430000 sec): 3 clusters Score: Raw -5309199.971272 + Penalty 5165.300896 = -5304034.670376 nChanged 26 SP:Iteration 25Q (5915.540000 sec): 3 clusters Score: Raw -5309226.286547 + Penalty 5165.300896 = -5304060.985651 nChanged 22 SP:Iteration 26Q (5915.660000 sec): 3 clusters Score: Raw -5309247.231281 + Penalty 5165.300896 = -5304081.930385 nChanged 7 SP:Iteration 27Q (5915.780000 sec): 3 clusters Score: Raw -5309254.183199 + Penalty 5165.300896 = -5304088.882304 nChanged 5 SP:Iteration 28Q (5915.900000 sec): 3 clusters Score: Raw -5309258.211614 + Penalty 5165.300896 = -5304092.910718 nChanged 3 SP:Iteration 29Q (5916.010000 sec): 3 clusters Score: Raw -5309262.794145 + Penalty 5165.300896 = -5304097.493249 nChanged 4 SP:Iteration 30Q (5916.130000 sec): 3 clusters Score: Raw -5309266.734283 + Penalty 5165.300896 = -5304101.433387 nChanged 5 SP:Iteration 31Q (5916.240000 sec): 3 clusters Score: Raw -5309270.395018 + Penalty 5165.300896 = -5304105.094122 nChanged 0 SP:Iteration 32F (5916.410000 sec): 3 clusters Score: Raw -5309270.395018 + Penalty 5165.300896 = -5304105.094122 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5916.440000 sec): 2 clusters Score: Raw -591440.140828 + Penalty 2047.316585 = -589392.824243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5916.460000 sec): 3 clusters Score: Raw -589786.248910 + Penalty 4094.633171 = -585691.615739 nChanged 1390 SP:Iteration 1F (5916.480000 sec): 3 clusters Score: Raw -590681.881005 + Penalty 4094.633171 = -586587.247835 nChanged 326 SP:Iteration 2F (5916.500000 sec): 3 clusters Score: Raw -590940.356445 + Penalty 4094.633171 = -586845.723274 nChanged 217 SP:Iteration 3F (5916.510000 sec): 3 clusters Score: Raw -591110.467511 + Penalty 4094.633171 = -587015.834340 nChanged 163 SP:Iteration 4Q (5916.530000 sec): 3 clusters Score: Raw -591221.568381 + Penalty 4094.633171 = -587126.935210 nChanged 121 SP:Iteration 5Q (5916.550000 sec): 3 clusters Score: Raw -591301.662522 + Penalty 4094.633171 = -587207.029352 nChanged 113 SP:Iteration 6Q (5916.570000 sec): 3 clusters Score: Raw -591372.348887 + Penalty 4094.633171 = -587277.715716 nChanged 107 SP:Iteration 7Q (5916.590000 sec): 3 clusters Score: Raw -591433.648457 + Penalty 4094.633171 = -587339.015287 nChanged 93 SP:Iteration 8Q (5916.610000 sec): 3 clusters Score: Raw -591498.727967 + Penalty 4094.633171 = -587404.094797 nChanged 96 SP:Iteration 9Q (5916.630000 sec): 3 clusters Score: Raw -591564.257192 + Penalty 4094.633171 = -587469.624021 nChanged 71 SP:Iteration 10Q (5916.640000 sec): 3 clusters Score: Raw -591616.483857 + Penalty 4094.633171 = -587521.850687 nChanged 68 SP:Iteration 11Q (5916.660000 sec): 3 clusters Score: Raw -591664.945843 + Penalty 4094.633171 = -587570.312673 nChanged 73 SP:Iteration 12Q (5916.680000 sec): 3 clusters Score: Raw -591718.543892 + Penalty 4094.633171 = -587623.910721 nChanged 63 SP:Iteration 13Q (5916.700000 sec): 3 clusters Score: Raw -591759.270102 + Penalty 4094.633171 = -587664.636931 nChanged 44 SP:Iteration 14Q (5916.720000 sec): 3 clusters Score: Raw -591784.306823 + Penalty 4094.633171 = -587689.673652 nChanged 42 SP:Iteration 15Q (5916.740000 sec): 3 clusters Score: Raw -591809.921401 + Penalty 4094.633171 = -587715.288230 nChanged 28 SP:Iteration 16Q (5916.760000 sec): 3 clusters Score: Raw -591829.461322 + Penalty 4094.633171 = -587734.828152 nChanged 32 SP:Iteration 17Q (5916.780000 sec): 3 clusters Score: Raw -591847.618829 + Penalty 4094.633171 = -587752.985659 nChanged 28 SP:Iteration 18Q (5916.800000 sec): 3 clusters Score: Raw -591862.095465 + Penalty 4094.633171 = -587767.462294 nChanged 20 SP:Iteration 19Q (5916.820000 sec): 3 clusters Score: Raw -591872.744437 + Penalty 4094.633171 = -587778.111266 nChanged 13 SP:Iteration 20F (5916.830000 sec): 3 clusters Score: Raw -591880.330097 + Penalty 4094.633171 = -587785.696927 nChanged 11 SP:Iteration 21Q (5916.850000 sec): 3 clusters Score: Raw -591886.661073 + Penalty 4094.633171 = -587792.027903 nChanged 12 SP:Iteration 22Q (5916.870000 sec): 3 clusters Score: Raw -591893.575669 + Penalty 4094.633171 = -587798.942498 nChanged 8 SP:Iteration 23Q (5916.890000 sec): 3 clusters Score: Raw -591900.621423 + Penalty 4094.633171 = -587805.988252 nChanged 16 SP:Iteration 24Q (5916.910000 sec): 3 clusters Score: Raw -591908.857262 + Penalty 4094.633171 = -587814.224092 nChanged 13 SP:Iteration 25Q (5916.930000 sec): 3 clusters Score: Raw -591916.186897 + Penalty 4094.633171 = -587821.553726 nChanged 13 SP:Iteration 26Q (5916.940000 sec): 3 clusters Score: Raw -591922.992461 + Penalty 4094.633171 = -587828.359291 nChanged 8 SP:Iteration 27Q (5916.960000 sec): 3 clusters Score: Raw -591926.063236 + Penalty 4094.633171 = -587831.430066 nChanged 4 SP:Iteration 28Q (5916.980000 sec): 3 clusters Score: Raw -591927.444746 + Penalty 4094.633171 = -587832.811575 nChanged 3 SP:Iteration 29Q (5917.000000 sec): 3 clusters Score: Raw -591928.695476 + Penalty 4094.633171 = -587834.062305 nChanged 0 SP:Iteration 30F (5917.020000 sec): 3 clusters Score: Raw -591928.695476 + Penalty 4094.633171 = -587834.062305 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (106586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5917.480000 sec): 2 clusters Score: Raw -16460516.734288 + Penalty 2871.023448 = -16457645.710840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5918.020000 sec): 3 clusters Score: Raw -16391973.936049 + Penalty 5742.046895 = -16386231.889154 nChanged 50502 SP:Iteration 1F (5918.550000 sec): 3 clusters Score: Raw -16420924.804355 + Penalty 5742.046895 = -16415182.757459 nChanged 3868 SP:Iteration 2Q (5919.100000 sec): 3 clusters Score: Raw -16422016.944388 + Penalty 5742.046895 = -16416274.897493 nChanged 4355 SP:Iteration 3Q (5919.640000 sec): 3 clusters Score: Raw -16423562.240388 + Penalty 5742.046895 = -16417820.193492 nChanged 5401 SP:Iteration 4F (5920.180000 sec): 3 clusters Score: Raw -16426069.098473 + Penalty 5742.046895 = -16420327.051578 nChanged 6819 SP:Iteration 5F (5920.720000 sec): 3 clusters Score: Raw -16430297.203180 + Penalty 5742.046895 = -16424555.156284 nChanged 8336 SP:Iteration 6F (5921.260000 sec): 3 clusters Score: Raw -16436712.734583 + Penalty 5742.046895 = -16430970.687688 nChanged 8822 SP:Iteration 7F (5921.800000 sec): 3 clusters Score: Raw -16444728.681733 + Penalty 5742.046895 = -16438986.634838 nChanged 7626 SP:Iteration 8F (5922.330000 sec): 3 clusters Score: Raw -16452130.097821 + Penalty 5742.046895 = -16446388.050926 nChanged 4991 SP:Iteration 9Q (5922.860000 sec): 3 clusters Score: Raw -16456885.908638 + Penalty 5742.046895 = -16451143.861743 nChanged 2663 SP:Iteration 10Q (5923.340000 sec): 3 clusters Score: Raw -16459244.406641 + Penalty 5742.046895 = -16453502.359746 nChanged 1274 SP:Iteration 11Q (5923.770000 sec): 3 clusters Score: Raw -16460306.837616 + Penalty 5742.046895 = -16454564.790721 nChanged 647 SP:Iteration 12Q (5924.180000 sec): 3 clusters Score: Raw -16460828.887804 + Penalty 5742.046895 = -16455086.840908 nChanged 367 SP:Iteration 13Q (5924.580000 sec): 3 clusters Score: Raw -16461139.439841 + Penalty 5742.046895 = -16455397.392945 nChanged 216 SP:Iteration 14Q (5924.970000 sec): 3 clusters Score: Raw -16461318.417030 + Penalty 5742.046895 = -16455576.370135 nChanged 132 SP:Iteration 15Q (5925.360000 sec): 3 clusters Score: Raw -16461419.621085 + Penalty 5742.046895 = -16455677.574190 nChanged 90 SP:Iteration 16Q (5925.740000 sec): 3 clusters Score: Raw -16461490.630504 + Penalty 5742.046895 = -16455748.583608 nChanged 59 SP:Iteration 17Q (5926.120000 sec): 3 clusters Score: Raw -16461531.463872 + Penalty 5742.046895 = -16455789.416977 nChanged 43 SP:Iteration 18Q (5926.500000 sec): 3 clusters Score: Raw -16461557.025902 + Penalty 5742.046895 = -16455814.979006 nChanged 28 SP:Iteration 19Q (5926.880000 sec): 3 clusters Score: Raw -16461575.311130 + Penalty 5742.046895 = -16455833.264235 nChanged 17 SP:Iteration 20F (5927.410000 sec): 3 clusters Score: Raw -16461588.960612 + Penalty 5742.046895 = -16455846.913717 nChanged 16 SP:Iteration 21Q (5927.790000 sec): 3 clusters Score: Raw -16461602.990544 + Penalty 5742.046895 = -16455860.943649 nChanged 18 SP:Iteration 22Q (5928.170000 sec): 3 clusters Score: Raw -16461613.972141 + Penalty 5742.046895 = -16455871.925246 nChanged 16 SP:Iteration 23Q (5928.550000 sec): 3 clusters Score: Raw -16461624.742287 + Penalty 5742.046895 = -16455882.695392 nChanged 16 SP:Iteration 24Q (5928.920000 sec): 3 clusters Score: Raw -16461634.401788 + Penalty 5742.046895 = -16455892.354892 nChanged 15 SP:Iteration 25Q (5929.300000 sec): 3 clusters Score: Raw -16461644.564421 + Penalty 5742.046895 = -16455902.517526 nChanged 10 SP:Iteration 26Q (5929.680000 sec): 3 clusters Score: Raw -16461651.655855 + Penalty 5742.046895 = -16455909.608960 nChanged 10 SP:Iteration 27Q (5930.050000 sec): 3 clusters Score: Raw -16461655.840506 + Penalty 5742.046895 = -16455913.793611 nChanged 11 SP:Iteration 28Q (5930.430000 sec): 3 clusters Score: Raw -16461664.952032 + Penalty 5742.046895 = -16455922.905136 nChanged 9 SP:Iteration 29Q (5930.810000 sec): 3 clusters Score: Raw -16461674.575688 + Penalty 5742.046895 = -16455932.528793 nChanged 9 SP:Iteration 30Q (5931.180000 sec): 3 clusters Score: Raw -16461682.278252 + Penalty 5742.046895 = -16455940.231356 nChanged 5 SP:Iteration 31Q (5931.520000 sec): 3 clusters Score: Raw -16461686.513659 + Penalty 5742.046895 = -16455944.466764 nChanged 5 SP:Iteration 32Q (5931.870000 sec): 3 clusters Score: Raw -16461689.496906 + Penalty 5742.046895 = -16455947.450011 nChanged 5 SP:Iteration 33Q (5932.200000 sec): 3 clusters Score: Raw -16461691.808368 + Penalty 5742.046895 = -16455949.761472 nChanged 5 SP:Iteration 34Q (5932.530000 sec): 3 clusters Score: Raw -16461694.206325 + Penalty 5742.046895 = -16455952.159429 nChanged 1 SP:Iteration 35Q (5932.860000 sec): 3 clusters Score: Raw -16461694.698122 + Penalty 5742.046895 = -16455952.651227 nChanged 3 SP:Iteration 36Q (5933.200000 sec): 3 clusters Score: Raw -16461696.472126 + Penalty 5742.046895 = -16455954.425231 nChanged 1 SP:Iteration 37Q (5933.540000 sec): 3 clusters Score: Raw -16461697.074079 + Penalty 5742.046895 = -16455955.027184 nChanged 1 SP:Iteration 38Q (5933.870000 sec): 3 clusters Score: Raw -16461697.867750 + Penalty 5742.046895 = -16455955.820854 nChanged 1 SP:Iteration 39Q (5934.210000 sec): 3 clusters Score: Raw -16461698.092504 + Penalty 5742.046895 = -16455956.045609 nChanged 0 SP:Iteration 40F (5934.660000 sec): 3 clusters Score: Raw -16461698.092504 + Penalty 5742.046895 = -16455956.045609 nChanged 0 Iteration 20F (5958.510000 sec): 25 clusters Score: Raw -99002872.173493 + Penalty 79670.731817 = -98923201.441676 nChanged 11155 Iteration 21Q (5965.930000 sec): 25 clusters Score: Raw -99008269.918464 + Penalty 79670.731817 = -98928599.186647 nChanged 6882 Iteration 22Q (5973.200000 sec): 25 clusters Score: Raw -99010246.530678 + Penalty 79670.731817 = -98930575.798861 nChanged 5439 Iteration 23Q (5979.530000 sec): 25 clusters Score: Raw -99011453.499034 + Penalty 79670.731817 = -98931782.767217 nChanged 4525 Iteration 24Q (5985.660000 sec): 25 clusters Score: Raw -99012324.417423 + Penalty 79670.731817 = -98932653.685606 nChanged 4019 Iteration 25Q (5991.820000 sec): 25 clusters Score: Raw -99013095.234618 + Penalty 79670.731817 = -98933424.502800 nChanged 3585 Iteration 26Q (5998.110000 sec): 25 clusters Score: Raw -99013654.436621 + Penalty 79670.731817 = -98933983.704804 nChanged 3234 Iteration 27Q (6004.390000 sec): 25 clusters Score: Raw -99014134.176740 + Penalty 79670.731817 = -98934463.444923 nChanged 2868 Iteration 28Q (6010.990000 sec): 25 clusters Score: Raw -99014545.278598 + Penalty 79670.731817 = -98934874.546781 nChanged 2629 Iteration 29Q (6018.130000 sec): 25 clusters Score: Raw -99014965.526352 + Penalty 79670.731817 = -98935294.794535 nChanged 2502 Iteration 30Q (6025.620000 sec): 25 clusters Score: Raw -99015315.131638 + Penalty 79670.731817 = -98935644.399821 nChanged 2346 Iteration 31Q (6033.550000 sec): 25 clusters Score: Raw -99015647.724715 + Penalty 79670.731817 = -98935976.992898 nChanged 2351 Iteration 32Q (6041.470000 sec): 25 clusters Score: Raw -99016005.626493 + Penalty 79670.731817 = -98936334.894676 nChanged 2304 Iteration 33Q (6049.360000 sec): 25 clusters Score: Raw -99016356.933122 + Penalty 79670.731817 = -98936686.201305 nChanged 2265 Iteration 34Q (6057.250000 sec): 25 clusters Score: Raw -99016687.114854 + Penalty 79670.731817 = -98937016.383037 nChanged 2171 Iteration 35Q (6065.120000 sec): 25 clusters Score: Raw -99016990.164836 + Penalty 79670.731817 = -98937319.433018 nChanged 2035 Iteration 36Q (6072.980000 sec): 25 clusters Score: Raw -99017274.591554 + Penalty 79670.731817 = -98937603.859737 nChanged 2068 Iteration 37Q (6080.820000 sec): 25 clusters Score: Raw -99017558.303946 + Penalty 79670.731817 = -98937887.572129 nChanged 1983 Iteration 38Q (6088.660000 sec): 25 clusters Score: Raw -99017812.172988 + Penalty 79670.731817 = -98938141.441171 nChanged 1872 Iteration 39Q (6096.500000 sec): 25 clusters Score: Raw -99018037.145365 + Penalty 79670.731817 = -98938366.413548 nChanged 1820 Iteration 40F (6123.910000 sec): 25 clusters Score: Raw -99020530.383829 + Penalty 79670.731817 = -98940859.652012 nChanged 1949 Iteration 41Q (6130.870000 sec): 25 clusters Score: Raw -99022657.899067 + Penalty 79670.731817 = -98942987.167249 nChanged 1970 Iteration 42Q (6137.900000 sec): 25 clusters Score: Raw -99023037.556160 + Penalty 79670.731817 = -98943366.824343 nChanged 1913 Iteration 43Q (6144.830000 sec): 25 clusters Score: Raw -99023316.709347 + Penalty 79670.731817 = -98943645.977530 nChanged 1896 Iteration 44Q (6151.740000 sec): 25 clusters Score: Raw -99023554.690426 + Penalty 79670.731817 = -98943883.958609 nChanged 1885 Iteration 45Q (6158.670000 sec): 25 clusters Score: Raw -99023772.000750 + Penalty 79670.731817 = -98944101.268933 nChanged 1928 Iteration 46Q (6165.560000 sec): 25 clusters Score: Raw -99023989.159022 + Penalty 79670.731817 = -98944318.427204 nChanged 1914 Iteration 47Q (6172.530000 sec): 25 clusters Score: Raw -99024196.525082 + Penalty 79670.731817 = -98944525.793265 nChanged 1941 Iteration 48Q (6179.400000 sec): 25 clusters Score: Raw -99024399.449947 + Penalty 79670.731817 = -98944728.718129 nChanged 1942 Iteration 49Q (6186.290000 sec): 25 clusters Score: Raw -99024606.815931 + Penalty 79670.731817 = -98944936.084114 nChanged 2029 Iteration 50Q (6193.170000 sec): 25 clusters Score: Raw -99024832.678332 + Penalty 79670.731817 = -98945161.946514 nChanged 2099 Iteration 51Q (6200.050000 sec): 25 clusters Score: Raw -99025070.982742 + Penalty 79670.731817 = -98945400.250925 nChanged 2096 Iteration 52Q (6207.030000 sec): 25 clusters Score: Raw -99025308.843854 + Penalty 79670.731817 = -98945638.112037 nChanged 2063 Iteration 53Q (6213.920000 sec): 25 clusters Score: Raw -99025544.814765 + Penalty 79670.731817 = -98945874.082948 nChanged 2066 Iteration 54Q (6220.780000 sec): 25 clusters Score: Raw -99025785.061886 + Penalty 79670.731817 = -98946114.330069 nChanged 2094 Iteration 55Q (6227.640000 sec): 25 clusters Score: Raw -99026045.450606 + Penalty 79670.731817 = -98946374.718789 nChanged 2237 Iteration 56Q (6234.450000 sec): 25 clusters Score: Raw -99026328.897780 + Penalty 79670.731817 = -98946658.165963 nChanged 2203 Iteration 57Q (6241.340000 sec): 25 clusters Score: Raw -99026621.501263 + Penalty 79670.731817 = -98946950.769446 nChanged 2301 Iteration 58Q (6248.140000 sec): 25 clusters Score: Raw -99026930.861124 + Penalty 79670.731817 = -98947260.129307 nChanged 2351 Writing temp clu file Because OldScore, -98946950.769446, is greater than current (better) Score,-98947260.129307 Compute initial score before splitting: Score: Raw -99026930.861124 + Penalty 79670.731817 = -98947260.129307 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6248.310000 sec): 2 clusters Score: Raw -271557.805210 + Penalty 1880.392840 = -269677.412370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6248.320000 sec): 3 clusters Score: Raw -270956.523746 + Penalty 3760.785680 = -267195.738065 nChanged 668 SP:Iteration 1F (6248.330000 sec): 3 clusters Score: Raw -272280.067609 + Penalty 3760.785680 = -268519.281929 nChanged 250 SP:Iteration 2F (6248.340000 sec): 3 clusters Score: Raw -273492.048964 + Penalty 3760.785680 = -269731.263284 nChanged 200 SP:Iteration 3F (6248.350000 sec): 3 clusters Score: Raw -274984.879646 + Penalty 3760.785680 = -271224.093965 nChanged 173 SP:Iteration 4F (6248.350000 sec): 3 clusters Score: Raw -275750.864804 + Penalty 3760.785680 = -271990.079123 nChanged 116 SP:Iteration 5F (6248.360000 sec): 3 clusters Score: Raw -276932.187176 + Penalty 3760.785680 = -273171.401496 nChanged 63 SP:Iteration 6Q (6248.370000 sec): 3 clusters Score: Raw -277282.078997 + Penalty 3760.785680 = -273521.293316 nChanged 56 SP:Iteration 7Q (6248.370000 sec): 3 clusters Score: Raw -277589.922519 + Penalty 3760.785680 = -273829.136839 nChanged 50 SP:Iteration 8Q (6248.380000 sec): 3 clusters Score: Raw -277853.504502 + Penalty 3760.785680 = -274092.718822 nChanged 53 SP:Iteration 9Q (6248.390000 sec): 3 clusters Score: Raw -278186.364123 + Penalty 3760.785680 = -274425.578443 nChanged 30 SP:Iteration 10Q (6248.390000 sec): 3 clusters Score: Raw -278609.776219 + Penalty 3760.785680 = -274848.990538 nChanged 7 SP:Iteration 11Q (6248.400000 sec): 3 clusters Score: Raw -278813.433993 + Penalty 3760.785680 = -275052.648313 nChanged 1 SP:Iteration 12Q (6248.400000 sec): 3 clusters Score: Raw -278823.397960 + Penalty 3760.785680 = -275062.612279 nChanged 1 SP:Iteration 13Q (6248.410000 sec): 3 clusters Score: Raw -278824.575464 + Penalty 3760.785680 = -275063.789784 nChanged 0 SP:Iteration 14F (6248.420000 sec): 3 clusters Score: Raw -278845.632330 + Penalty 3760.785680 = -275084.846650 nChanged 7 SP:Iteration 15Q (6248.420000 sec): 3 clusters Score: Raw -278896.275375 + Penalty 3760.785680 = -275135.489695 nChanged 6 SP:Iteration 16Q (6248.430000 sec): 3 clusters Score: Raw -278923.697762 + Penalty 3760.785680 = -275162.912082 nChanged 2 SP:Iteration 17Q (6248.430000 sec): 3 clusters Score: Raw -278927.288670 + Penalty 3760.785680 = -275166.502989 nChanged 1 SP:Iteration 18Q (6248.440000 sec): 3 clusters Score: Raw -278931.236940 + Penalty 3760.785680 = -275170.451260 nChanged 2 SP:Iteration 19Q (6248.450000 sec): 3 clusters Score: Raw -278936.154817 + Penalty 3760.785680 = -275175.369137 nChanged 1 SP:Iteration 20F (6248.450000 sec): 3 clusters Score: Raw -278951.892027 + Penalty 3760.785680 = -275191.106347 nChanged 7 SP:Iteration 21Q (6248.460000 sec): 3 clusters Score: Raw -279004.434274 + Penalty 3760.785680 = -275243.648594 nChanged 10 SP:Iteration 22Q (6248.470000 sec): 3 clusters Score: Raw -279109.010925 + Penalty 3760.785680 = -275348.225244 nChanged 14 SP:Iteration 23Q (6248.470000 sec): 3 clusters Score: Raw -279269.517882 + Penalty 3760.785680 = -275508.732201 nChanged 11 SP:Iteration 24Q (6248.480000 sec): 3 clusters Score: Raw -279360.581706 + Penalty 3760.785680 = -275599.796026 nChanged 3 SP:Iteration 25Q (6248.480000 sec): 3 clusters Score: Raw -279374.571248 + Penalty 3760.785680 = -275613.785568 nChanged 0 SP:Iteration 26F (6248.490000 sec): 3 clusters Score: Raw -279406.150513 + Penalty 3760.785680 = -275645.364833 nChanged 7 SP:Iteration 27Q (6248.490000 sec): 3 clusters Score: Raw -279461.366397 + Penalty 3760.785680 = -275700.580717 nChanged 6 SP:Iteration 28Q (6248.500000 sec): 3 clusters Score: Raw -279505.116172 + Penalty 3760.785680 = -275744.330491 nChanged 8 SP:Iteration 29Q (6248.510000 sec): 3 clusters Score: Raw -279563.822179 + Penalty 3760.785680 = -275803.036499 nChanged 6 SP:Iteration 30Q (6248.510000 sec): 3 clusters Score: Raw -279596.745109 + Penalty 3760.785680 = -275835.959429 nChanged 3 SP:Iteration 31Q (6248.520000 sec): 3 clusters Score: Raw -279602.486145 + Penalty 3760.785680 = -275841.700464 nChanged 0 SP:Iteration 32F (6248.530000 sec): 3 clusters Score: Raw -279621.975385 + Penalty 3760.785680 = -275861.189705 nChanged 6 SP:Iteration 33Q (6248.530000 sec): 3 clusters Score: Raw -279657.478022 + Penalty 3760.785680 = -275896.692341 nChanged 5 SP:Iteration 34Q (6248.540000 sec): 3 clusters Score: Raw -279676.403060 + Penalty 3760.785680 = -275915.617380 nChanged 5 SP:Iteration 35Q (6248.540000 sec): 3 clusters Score: Raw -279686.661572 + Penalty 3760.785680 = -275925.875892 nChanged 4 SP:Iteration 36Q (6248.550000 sec): 3 clusters Score: Raw -279697.379345 + Penalty 3760.785680 = -275936.593665 nChanged 4 SP:Iteration 37Q (6248.550000 sec): 3 clusters Score: Raw -279711.352850 + Penalty 3760.785680 = -275950.567170 nChanged 7 SP:Iteration 38Q (6248.560000 sec): 3 clusters Score: Raw -279742.970701 + Penalty 3760.785680 = -275982.185020 nChanged 13 SP:Iteration 39Q (6248.570000 sec): 3 clusters Score: Raw -279843.884172 + Penalty 3760.785680 = -276083.098491 nChanged 7 SP:Iteration 40F (6248.570000 sec): 3 clusters Score: Raw -279902.940390 + Penalty 3760.785680 = -276142.154709 nChanged 13 SP:Iteration 41Q (6248.580000 sec): 3 clusters Score: Raw -279993.719802 + Penalty 3760.785680 = -276232.934122 nChanged 15 SP:Iteration 42Q (6248.590000 sec): 3 clusters Score: Raw -280080.516998 + Penalty 3760.785680 = -276319.731318 nChanged 13 SP:Iteration 43Q (6248.590000 sec): 3 clusters Score: Raw -280128.775302 + Penalty 3760.785680 = -276367.989622 nChanged 9 SP:Iteration 44Q (6248.590000 sec): 3 clusters Score: Raw -280160.479931 + Penalty 3760.785680 = -276399.694250 nChanged 8 SP:Iteration 45Q (6248.600000 sec): 3 clusters Score: Raw -280199.328763 + Penalty 3760.785680 = -276438.543082 nChanged 12 SP:Iteration 46Q (6248.610000 sec): 3 clusters Score: Raw -280262.909999 + Penalty 3760.785680 = -276502.124319 nChanged 12 SP:Iteration 47Q (6248.610000 sec): 3 clusters Score: Raw -280377.123822 + Penalty 3760.785680 = -276616.338142 nChanged 13 SP:Iteration 48Q (6248.620000 sec): 3 clusters Score: Raw -280566.746010 + Penalty 3760.785680 = -276805.960330 nChanged 17 SP:Iteration 49Q (6248.620000 sec): 3 clusters Score: Raw -280820.899441 + Penalty 3760.785680 = -277060.113761 nChanged 4 SP:Iteration 50Q (6248.630000 sec): 3 clusters Score: Raw -280846.037379 + Penalty 3760.785680 = -277085.251699 nChanged 0 SP:Iteration 51F (6248.640000 sec): 3 clusters Score: Raw -280846.037379 + Penalty 3760.785680 = -277085.251699 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 4.86 GB. Trying to split cluster 2 (11564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6248.680000 sec): 2 clusters Score: Raw -1787441.480230 + Penalty 2320.201722 = -1785121.278508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6248.730000 sec): 3 clusters Score: Raw -1781144.562504 + Penalty 4640.403443 = -1776504.159060 nChanged 4836 SP:Iteration 1F (6248.780000 sec): 3 clusters Score: Raw -1783899.623315 + Penalty 4640.403443 = -1779259.219871 nChanged 920 SP:Iteration 2F (6248.830000 sec): 3 clusters Score: Raw -1784550.031844 + Penalty 4640.403443 = -1779909.628401 nChanged 859 SP:Iteration 3F (6248.870000 sec): 3 clusters Score: Raw -1785290.462987 + Penalty 4640.403443 = -1780650.059544 nChanged 893 SP:Iteration 4F (6248.920000 sec): 3 clusters Score: Raw -1786161.215782 + Penalty 4640.403443 = -1781520.812339 nChanged 909 SP:Iteration 5F (6248.970000 sec): 3 clusters Score: Raw -1787013.538246 + Penalty 4640.403443 = -1782373.134803 nChanged 798 SP:Iteration 6F (6249.010000 sec): 3 clusters Score: Raw -1787794.972919 + Penalty 4640.403443 = -1783154.569476 nChanged 658 SP:Iteration 7F (6249.060000 sec): 3 clusters Score: Raw -1788500.234693 + Penalty 4640.403443 = -1783859.831250 nChanged 606 SP:Iteration 8F (6249.110000 sec): 3 clusters Score: Raw -1789244.724949 + Penalty 4640.403443 = -1784604.321506 nChanged 497 SP:Iteration 9Q (6249.150000 sec): 3 clusters Score: Raw -1789827.471487 + Penalty 4640.403443 = -1785187.068044 nChanged 348 SP:Iteration 10Q (6249.190000 sec): 3 clusters Score: Raw -1790221.481933 + Penalty 4640.403443 = -1785581.078490 nChanged 226 SP:Iteration 11Q (6249.230000 sec): 3 clusters Score: Raw -1790458.859297 + Penalty 4640.403443 = -1785818.455854 nChanged 138 SP:Iteration 12Q (6249.270000 sec): 3 clusters Score: Raw -1790574.055522 + Penalty 4640.403443 = -1785933.652079 nChanged 80 SP:Iteration 13Q (6249.310000 sec): 3 clusters Score: Raw -1790621.597982 + Penalty 4640.403443 = -1785981.194539 nChanged 53 SP:Iteration 14Q (6249.350000 sec): 3 clusters Score: Raw -1790644.709821 + Penalty 4640.403443 = -1786004.306378 nChanged 32 SP:Iteration 15Q (6249.390000 sec): 3 clusters Score: Raw -1790653.066281 + Penalty 4640.403443 = -1786012.662838 nChanged 26 SP:Iteration 16Q (6249.420000 sec): 3 clusters Score: Raw -1790660.141587 + Penalty 4640.403443 = -1786019.738143 nChanged 14 SP:Iteration 17Q (6249.460000 sec): 3 clusters Score: Raw -1790662.709692 + Penalty 4640.403443 = -1786022.306249 nChanged 7 SP:Iteration 18Q (6249.500000 sec): 3 clusters Score: Raw -1790663.979841 + Penalty 4640.403443 = -1786023.576398 nChanged 3 SP:Iteration 19Q (6249.530000 sec): 3 clusters Score: Raw -1790664.397336 + Penalty 4640.403443 = -1786023.993893 nChanged 1 SP:Iteration 20F (6249.580000 sec): 3 clusters Score: Raw -1790664.513643 + Penalty 4640.403443 = -1786024.110200 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 4.86 GB. Trying to split cluster 3 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.590000 sec): 2 clusters Score: Raw -104110.144177 + Penalty 1677.729666 = -102432.414511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.600000 sec): 3 clusters Score: Raw -104239.351843 + Penalty 3355.459332 = -100883.892511 nChanged 294 SP:Iteration 1F (6249.600000 sec): 3 clusters Score: Raw -105536.535997 + Penalty 3355.459332 = -102181.076665 nChanged 128 SP:Iteration 2F (6249.600000 sec): 3 clusters Score: Raw -106478.452191 + Penalty 3355.459332 = -103122.992858 nChanged 52 SP:Iteration 3F (6249.610000 sec): 3 clusters Score: Raw -106718.998622 + Penalty 3355.459332 = -103363.539290 nChanged 25 SP:Iteration 4Q (6249.610000 sec): 3 clusters Score: Raw -106833.856211 + Penalty 3355.459332 = -103478.396879 nChanged 29 SP:Iteration 5Q (6249.610000 sec): 3 clusters Score: Raw -106933.957967 + Penalty 3355.459332 = -103578.498635 nChanged 22 SP:Iteration 6Q (6249.610000 sec): 3 clusters Score: Raw -107041.331425 + Penalty 3355.459332 = -103685.872092 nChanged 22 SP:Iteration 7Q (6249.620000 sec): 3 clusters Score: Raw -107170.720673 + Penalty 3355.459332 = -103815.261340 nChanged 18 SP:Iteration 8Q (6249.620000 sec): 3 clusters Score: Raw -107265.852049 + Penalty 3355.459332 = -103910.392716 nChanged 8 SP:Iteration 9Q (6249.620000 sec): 3 clusters Score: Raw -107317.563190 + Penalty 3355.459332 = -103962.103857 nChanged 8 SP:Iteration 10Q (6249.630000 sec): 3 clusters Score: Raw -107428.576416 + Penalty 3355.459332 = -104073.117084 nChanged 11 SP:Iteration 11Q (6249.630000 sec): 3 clusters Score: Raw -107634.944082 + Penalty 3355.459332 = -104279.484749 nChanged 9 SP:Iteration 12Q (6249.630000 sec): 3 clusters Score: Raw -107968.244800 + Penalty 3355.459332 = -104612.785467 nChanged 3 SP:Iteration 13Q (6249.630000 sec): 3 clusters Score: Raw -108107.189071 + Penalty 3355.459332 = -104751.729739 nChanged 2 SP:Iteration 14Q (6249.640000 sec): 3 clusters Score: Raw -108113.251216 + Penalty 3355.459332 = -104757.791884 nChanged 3 SP:Iteration 15Q (6249.640000 sec): 3 clusters Score: Raw -108124.154068 + Penalty 3355.459332 = -104768.694736 nChanged 1 SP:Iteration 16Q (6249.640000 sec): 3 clusters Score: Raw -108130.155883 + Penalty 3355.459332 = -104774.696550 nChanged 0 SP:Iteration 17F (6249.650000 sec): 3 clusters Score: Raw -108130.155883 + Penalty 3355.459332 = -104774.696550 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 4.86 GB. Trying to split cluster 4 (682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.650000 sec): 2 clusters Score: Raw -89156.053477 + Penalty 1618.207355 = -87537.846121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.650000 sec): 3 clusters Score: Raw -89172.392160 + Penalty 3236.414710 = -85935.977450 nChanged 201 SP:Iteration 1F (6249.660000 sec): 3 clusters Score: Raw -89720.878888 + Penalty 3236.414710 = -86484.464178 nChanged 64 SP:Iteration 2F (6249.660000 sec): 3 clusters Score: Raw -90031.169425 + Penalty 3236.414710 = -86794.754714 nChanged 59 SP:Iteration 3F (6249.670000 sec): 3 clusters Score: Raw -90466.687770 + Penalty 3236.414710 = -87230.273060 nChanged 43 SP:Iteration 4F (6249.670000 sec): 3 clusters Score: Raw -90774.639528 + Penalty 3236.414710 = -87538.224818 nChanged 21 SP:Iteration 5Q (6249.670000 sec): 3 clusters Score: Raw -90864.873334 + Penalty 3236.414710 = -87628.458623 nChanged 20 SP:Iteration 6Q (6249.670000 sec): 3 clusters Score: Raw -90960.209516 + Penalty 3236.414710 = -87723.794805 nChanged 19 SP:Iteration 7Q (6249.670000 sec): 3 clusters Score: Raw -91044.329227 + Penalty 3236.414710 = -87807.914517 nChanged 14 SP:Iteration 8Q (6249.680000 sec): 3 clusters Score: Raw -91182.389588 + Penalty 3236.414710 = -87945.974878 nChanged 11 SP:Iteration 9Q (6249.680000 sec): 3 clusters Score: Raw -91265.276687 + Penalty 3236.414710 = -88028.861977 nChanged 6 SP:Iteration 10Q (6249.680000 sec): 3 clusters Score: Raw -91295.317498 + Penalty 3236.414710 = -88058.902788 nChanged 5 SP:Iteration 11Q (6249.680000 sec): 3 clusters Score: Raw -91317.977950 + Penalty 3236.414710 = -88081.563240 nChanged 2 SP:Iteration 12Q (6249.690000 sec): 3 clusters Score: Raw -91360.130791 + Penalty 3236.414710 = -88123.716080 nChanged 2 SP:Iteration 13Q (6249.690000 sec): 3 clusters Score: Raw -91382.367246 + Penalty 3236.414710 = -88145.952535 nChanged 1 SP:Iteration 14Q (6249.690000 sec): 3 clusters Score: Raw -91390.121817 + Penalty 3236.414710 = -88153.707107 nChanged 1 SP:Iteration 15Q (6249.690000 sec): 3 clusters Score: Raw -91392.987870 + Penalty 3236.414710 = -88156.573159 nChanged 2 SP:Iteration 16Q (6249.690000 sec): 3 clusters Score: Raw -91395.572934 + Penalty 3236.414710 = -88159.158224 nChanged 1 SP:Iteration 17Q (6249.690000 sec): 3 clusters Score: Raw -91404.197414 + Penalty 3236.414710 = -88167.782704 nChanged 2 SP:Iteration 18Q (6249.700000 sec): 3 clusters Score: Raw -91408.409299 + Penalty 3236.414710 = -88171.994588 nChanged 1 SP:Iteration 19Q (6249.700000 sec): 3 clusters Score: Raw -91410.977413 + Penalty 3236.414710 = -88174.562703 nChanged 2 SP:Iteration 20F (6249.700000 sec): 3 clusters Score: Raw -91416.601321 + Penalty 3236.414710 = -88180.186611 nChanged 2 SP:Iteration 21Q (6249.710000 sec): 3 clusters Score: Raw -91435.413407 + Penalty 3236.414710 = -88198.998696 nChanged 5 SP:Iteration 22Q (6249.710000 sec): 3 clusters Score: Raw -91474.964627 + Penalty 3236.414710 = -88238.549917 nChanged 10 SP:Iteration 23Q (6249.710000 sec): 3 clusters Score: Raw -91582.790122 + Penalty 3236.414710 = -88346.375411 nChanged 4 SP:Iteration 24Q (6249.710000 sec): 3 clusters Score: Raw -91619.246070 + Penalty 3236.414710 = -88382.831359 nChanged 4 SP:Iteration 25Q (6249.710000 sec): 3 clusters Score: Raw -91630.460507 + Penalty 3236.414710 = -88394.045797 nChanged 0 SP:Iteration 26F (6249.720000 sec): 3 clusters Score: Raw -91630.460507 + Penalty 3236.414710 = -88394.045797 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 4.86 GB. Trying to split cluster 5 (33620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.850000 sec): 2 clusters Score: Raw -5216585.141522 + Penalty 2584.873349 = -5214000.268173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.990000 sec): 3 clusters Score: Raw -5196222.608714 + Penalty 5169.746698 = -5191052.862016 nChanged 15256 SP:Iteration 1F (6250.120000 sec): 3 clusters Score: Raw -5205090.214682 + Penalty 5169.746698 = -5199920.467984 nChanged 2231 SP:Iteration 2F (6250.260000 sec): 3 clusters Score: Raw -5206381.865143 + Penalty 5169.746698 = -5201212.118445 nChanged 2463 SP:Iteration 3F (6250.400000 sec): 3 clusters Score: Raw -5208047.939455 + Penalty 5169.746698 = -5202878.192757 nChanged 2598 SP:Iteration 4F (6250.540000 sec): 3 clusters Score: Raw -5209899.794558 + Penalty 5169.746698 = -5204730.047860 nChanged 2346 SP:Iteration 5F (6250.680000 sec): 3 clusters Score: Raw -5211449.755548 + Penalty 5169.746698 = -5206280.008850 nChanged 1926 SP:Iteration 6F (6250.820000 sec): 3 clusters Score: Raw -5212596.286234 + Penalty 5169.746698 = -5207426.539537 nChanged 1497 SP:Iteration 7Q (6250.960000 sec): 3 clusters Score: Raw -5213426.292821 + Penalty 5169.746698 = -5208256.546123 nChanged 1155 SP:Iteration 8Q (6251.100000 sec): 3 clusters Score: Raw -5214033.592553 + Penalty 5169.746698 = -5208863.845855 nChanged 978 SP:Iteration 9Q (6251.240000 sec): 3 clusters Score: Raw -5214541.197725 + Penalty 5169.746698 = -5209371.451027 nChanged 855 SP:Iteration 10Q (6251.380000 sec): 3 clusters Score: Raw -5214986.957246 + Penalty 5169.746698 = -5209817.210549 nChanged 749 SP:Iteration 11Q (6251.520000 sec): 3 clusters Score: Raw -5215423.500076 + Penalty 5169.746698 = -5210253.753378 nChanged 662 SP:Iteration 12Q (6251.650000 sec): 3 clusters Score: Raw -5215821.559845 + Penalty 5169.746698 = -5210651.813147 nChanged 533 SP:Iteration 13Q (6251.790000 sec): 3 clusters Score: Raw -5216154.705969 + Penalty 5169.746698 = -5210984.959271 nChanged 413 SP:Iteration 14Q (6251.930000 sec): 3 clusters Score: Raw -5216415.169911 + Penalty 5169.746698 = -5211245.423213 nChanged 298 SP:Iteration 15Q (6252.050000 sec): 3 clusters Score: Raw -5216592.376599 + Penalty 5169.746698 = -5211422.629901 nChanged 224 SP:Iteration 16Q (6252.180000 sec): 3 clusters Score: Raw -5216723.543594 + Penalty 5169.746698 = -5211553.796897 nChanged 157 SP:Iteration 17Q (6252.300000 sec): 3 clusters Score: Raw -5216813.924989 + Penalty 5169.746698 = -5211644.178291 nChanged 125 SP:Iteration 18Q (6252.420000 sec): 3 clusters Score: Raw -5216881.015833 + Penalty 5169.746698 = -5211711.269135 nChanged 88 SP:Iteration 19Q (6252.550000 sec): 3 clusters Score: Raw -5216929.128148 + Penalty 5169.746698 = -5211759.381450 nChanged 93 SP:Iteration 20F (6252.690000 sec): 3 clusters Score: Raw -5216992.120784 + Penalty 5169.746698 = -5211822.374086 nChanged 82 SP:Iteration 21Q (6252.810000 sec): 3 clusters Score: Raw -5217044.612464 + Penalty 5169.746698 = -5211874.865766 nChanged 83 SP:Iteration 22Q (6252.930000 sec): 3 clusters Score: Raw -5217093.960975 + Penalty 5169.746698 = -5211924.214277 nChanged 49 SP:Iteration 23Q (6253.040000 sec): 3 clusters Score: Raw -5217122.855264 + Penalty 5169.746698 = -5211953.108566 nChanged 48 SP:Iteration 24Q (6253.150000 sec): 3 clusters Score: Raw -5217153.839552 + Penalty 5169.746698 = -5211984.092854 nChanged 34 SP:Iteration 25Q (6253.270000 sec): 3 clusters Score: Raw -5217173.334980 + Penalty 5169.746698 = -5212003.588282 nChanged 29 SP:Iteration 26Q (6253.370000 sec): 3 clusters Score: Raw -5217188.025038 + Penalty 5169.746698 = -5212018.278340 nChanged 20 SP:Iteration 27Q (6253.480000 sec): 3 clusters Score: Raw -5217198.101525 + Penalty 5169.746698 = -5212028.354827 nChanged 4 SP:Iteration 28Q (6253.590000 sec): 3 clusters Score: Raw -5217200.781864 + Penalty 5169.746698 = -5212031.035166 nChanged 8 SP:Iteration 29Q (6253.690000 sec): 3 clusters Score: Raw -5217204.743375 + Penalty 5169.746698 = -5212034.996677 nChanged 10 SP:Iteration 30Q (6253.800000 sec): 3 clusters Score: Raw -5217209.262294 + Penalty 5169.746698 = -5212039.515596 nChanged 5 SP:Iteration 31Q (6253.910000 sec): 3 clusters Score: Raw -5217211.090004 + Penalty 5169.746698 = -5212041.343306 nChanged 7 SP:Iteration 32Q (6254.010000 sec): 3 clusters Score: Raw -5217213.295103 + Penalty 5169.746698 = -5212043.548405 nChanged 7 SP:Iteration 33Q (6254.120000 sec): 3 clusters Score: Raw -5217216.092538 + Penalty 5169.746698 = -5212046.345840 nChanged 6 SP:Iteration 34Q (6254.220000 sec): 3 clusters Score: Raw -5217218.378824 + Penalty 5169.746698 = -5212048.632126 nChanged 6 SP:Iteration 35Q (6254.330000 sec): 3 clusters Score: Raw -5217220.960143 + Penalty 5169.746698 = -5212051.213445 nChanged 6 SP:Iteration 36Q (6254.430000 sec): 3 clusters Score: Raw -5217223.268386 + Penalty 5169.746698 = -5212053.521688 nChanged 2 SP:Iteration 37Q (6254.540000 sec): 3 clusters Score: Raw -5217223.906959 + Penalty 5169.746698 = -5212054.160261 nChanged 1 SP:Iteration 38Q (6254.650000 sec): 3 clusters Score: Raw -5217224.115871 + Penalty 5169.746698 = -5212054.369174 nChanged 0 SP:Iteration 39F (6254.780000 sec): 3 clusters Score: Raw -5217224.115871 + Penalty 5169.746698 = -5212054.369174 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6254.800000 sec): 2 clusters Score: Raw -367996.208839 + Penalty 1930.136201 = -366066.072638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6254.810000 sec): 3 clusters Score: Raw -367056.373799 + Penalty 3860.272402 = -363196.101396 nChanged 769 SP:Iteration 1F (6254.820000 sec): 3 clusters Score: Raw -367651.082176 + Penalty 3860.272402 = -363790.809774 nChanged 199 SP:Iteration 2F (6254.830000 sec): 3 clusters Score: Raw -367838.129448 + Penalty 3860.272402 = -363977.857046 nChanged 127 SP:Iteration 3F (6254.840000 sec): 3 clusters Score: Raw -367970.395204 + Penalty 3860.272402 = -364110.122801 nChanged 92 SP:Iteration 4Q (6254.850000 sec): 3 clusters Score: Raw -368075.282372 + Penalty 3860.272402 = -364215.009970 nChanged 76 SP:Iteration 5Q (6254.860000 sec): 3 clusters Score: Raw -368155.912632 + Penalty 3860.272402 = -364295.640230 nChanged 55 SP:Iteration 6Q (6254.870000 sec): 3 clusters Score: Raw -368220.096424 + Penalty 3860.272402 = -364359.824021 nChanged 66 SP:Iteration 7Q (6254.880000 sec): 3 clusters Score: Raw -368294.395765 + Penalty 3860.272402 = -364434.123363 nChanged 71 SP:Iteration 8Q (6254.890000 sec): 3 clusters Score: Raw -368399.375022 + Penalty 3860.272402 = -364539.102620 nChanged 87 SP:Iteration 9Q (6254.900000 sec): 3 clusters Score: Raw -368557.493908 + Penalty 3860.272402 = -364697.221505 nChanged 102 SP:Iteration 10Q (6254.910000 sec): 3 clusters Score: Raw -368758.544547 + Penalty 3860.272402 = -364898.272145 nChanged 96 SP:Iteration 11Q (6254.920000 sec): 3 clusters Score: Raw -368931.025649 + Penalty 3860.272402 = -365070.753246 nChanged 102 SP:Iteration 12Q (6254.930000 sec): 3 clusters Score: Raw -369119.222227 + Penalty 3860.272402 = -365258.949825 nChanged 98 SP:Iteration 13Q (6254.940000 sec): 3 clusters Score: Raw -369322.053374 + Penalty 3860.272402 = -365461.780971 nChanged 86 SP:Iteration 14Q (6254.950000 sec): 3 clusters Score: Raw -369514.604806 + Penalty 3860.272402 = -365654.332404 nChanged 85 SP:Iteration 15Q (6254.950000 sec): 3 clusters Score: Raw -369641.673840 + Penalty 3860.272402 = -365781.401437 nChanged 80 SP:Iteration 16Q (6254.960000 sec): 3 clusters Score: Raw -369762.661740 + Penalty 3860.272402 = -365902.389337 nChanged 75 SP:Iteration 17Q (6254.970000 sec): 3 clusters Score: Raw -369885.396517 + Penalty 3860.272402 = -366025.124114 nChanged 60 SP:Iteration 18Q (6254.980000 sec): 3 clusters Score: Raw -369975.218451 + Penalty 3860.272402 = -366114.946049 nChanged 49 SP:Iteration 19Q (6254.990000 sec): 3 clusters Score: Raw -370044.451756 + Penalty 3860.272402 = -366184.179354 nChanged 38 SP:Iteration 20F (6254.990000 sec): 3 clusters Score: Raw -370085.653596 + Penalty 3860.272402 = -366225.381193 nChanged 30 SP:Iteration 21Q (6255.000000 sec): 3 clusters Score: Raw -370116.808709 + Penalty 3860.272402 = -366256.536306 nChanged 14 SP:Iteration 22Q (6255.010000 sec): 3 clusters Score: Raw -370126.188718 + Penalty 3860.272402 = -366265.916316 nChanged 6 SP:Iteration 23Q (6255.020000 sec): 3 clusters Score: Raw -370129.335283 + Penalty 3860.272402 = -366269.062880 nChanged 5 SP:Iteration 24Q (6255.030000 sec): 3 clusters Score: Raw -370132.600903 + Penalty 3860.272402 = -366272.328501 nChanged 3 SP:Iteration 25Q (6255.030000 sec): 3 clusters Score: Raw -370134.074435 + Penalty 3860.272402 = -366273.802033 nChanged 3 SP:Iteration 26Q (6255.040000 sec): 3 clusters Score: Raw -370135.030928 + Penalty 3860.272402 = -366274.758526 nChanged 0 SP:Iteration 27F (6255.050000 sec): 3 clusters Score: Raw -370135.030928 + Penalty 3860.272402 = -366274.758526 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 4.86 GB. Trying to split cluster 7 (1213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6255.060000 sec): 2 clusters Score: Raw -172130.277251 + Penalty 1761.011273 = -170369.265978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6255.060000 sec): 3 clusters Score: Raw -171959.009492 + Penalty 3522.022547 = -168436.986945 nChanged 366 SP:Iteration 1F (6255.070000 sec): 3 clusters Score: Raw -172600.503559 + Penalty 3522.022547 = -169078.481012 nChanged 150 SP:Iteration 2F (6255.070000 sec): 3 clusters Score: Raw -172966.595267 + Penalty 3522.022547 = -169444.572720 nChanged 94 SP:Iteration 3F (6255.080000 sec): 3 clusters Score: Raw -173155.189554 + Penalty 3522.022547 = -169633.167007 nChanged 51 SP:Iteration 4Q (6255.080000 sec): 3 clusters Score: Raw -173240.612348 + Penalty 3522.022547 = -169718.589801 nChanged 32 SP:Iteration 5Q (6255.090000 sec): 3 clusters Score: Raw -173284.859009 + Penalty 3522.022547 = -169762.836462 nChanged 14 SP:Iteration 6Q (6255.090000 sec): 3 clusters Score: Raw -173302.502418 + Penalty 3522.022547 = -169780.479871 nChanged 10 SP:Iteration 7Q (6255.100000 sec): 3 clusters Score: Raw -173316.489039 + Penalty 3522.022547 = -169794.466492 nChanged 7 SP:Iteration 8Q (6255.100000 sec): 3 clusters Score: Raw -173325.688633 + Penalty 3522.022547 = -169803.666086 nChanged 8 SP:Iteration 9Q (6255.110000 sec): 3 clusters Score: Raw -173332.251159 + Penalty 3522.022547 = -169810.228612 nChanged 0 SP:Iteration 10F (6255.110000 sec): 3 clusters Score: Raw -173332.251159 + Penalty 3522.022547 = -169810.228612 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (22337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6255.190000 sec): 2 clusters Score: Raw -3429924.730301 + Penalty 2483.471944 = -3427441.258357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6255.290000 sec): 3 clusters Score: Raw -3416974.947743 + Penalty 4966.943889 = -3412008.003854 nChanged 9816 SP:Iteration 1F (6255.380000 sec): 3 clusters Score: Raw -3422171.072792 + Penalty 4966.943889 = -3417204.128904 nChanged 1254 SP:Iteration 2F (6255.470000 sec): 3 clusters Score: Raw -3422659.105348 + Penalty 4966.943889 = -3417692.161459 nChanged 1084 SP:Iteration 3Q (6255.570000 sec): 3 clusters Score: Raw -3423155.549457 + Penalty 4966.943889 = -3418188.605568 nChanged 1190 SP:Iteration 4F (6255.660000 sec): 3 clusters Score: Raw -3423854.471500 + Penalty 4966.943889 = -3418887.527612 nChanged 1444 SP:Iteration 5F (6255.750000 sec): 3 clusters Score: Raw -3424874.246653 + Penalty 4966.943889 = -3419907.302765 nChanged 1653 SP:Iteration 6F (6255.850000 sec): 3 clusters Score: Raw -3426147.092009 + Penalty 4966.943889 = -3421180.148120 nChanged 1686 SP:Iteration 7F (6255.940000 sec): 3 clusters Score: Raw -3427472.336092 + Penalty 4966.943889 = -3422505.392203 nChanged 1378 SP:Iteration 8F (6256.030000 sec): 3 clusters Score: Raw -3428438.113863 + Penalty 4966.943889 = -3423471.169974 nChanged 998 SP:Iteration 9Q (6256.120000 sec): 3 clusters Score: Raw -3428996.549291 + Penalty 4966.943889 = -3424029.605402 nChanged 674 SP:Iteration 10Q (6256.210000 sec): 3 clusters Score: Raw -3429320.864769 + Penalty 4966.943889 = -3424353.920881 nChanged 443 SP:Iteration 11Q (6256.310000 sec): 3 clusters Score: Raw -3429508.872405 + Penalty 4966.943889 = -3424541.928517 nChanged 317 SP:Iteration 12Q (6256.400000 sec): 3 clusters Score: Raw -3429625.230058 + Penalty 4966.943889 = -3424658.286170 nChanged 245 SP:Iteration 13Q (6256.490000 sec): 3 clusters Score: Raw -3429705.562992 + Penalty 4966.943889 = -3424738.619103 nChanged 188 SP:Iteration 14Q (6256.580000 sec): 3 clusters Score: Raw -3429771.470461 + Penalty 4966.943889 = -3424804.526572 nChanged 173 SP:Iteration 15Q (6256.670000 sec): 3 clusters Score: Raw -3429828.679615 + Penalty 4966.943889 = -3424861.735727 nChanged 165 SP:Iteration 16Q (6256.770000 sec): 3 clusters Score: Raw -3429888.814783 + Penalty 4966.943889 = -3424921.870895 nChanged 149 SP:Iteration 17Q (6256.850000 sec): 3 clusters Score: Raw -3429947.512508 + Penalty 4966.943889 = -3424980.568620 nChanged 131 SP:Iteration 18Q (6256.950000 sec): 3 clusters Score: Raw -3430000.743663 + Penalty 4966.943889 = -3425033.799774 nChanged 141 SP:Iteration 19Q (6257.040000 sec): 3 clusters Score: Raw -3430067.187408 + Penalty 4966.943889 = -3425100.243520 nChanged 129 SP:Iteration 20F (6257.130000 sec): 3 clusters Score: Raw -3430131.315796 + Penalty 4966.943889 = -3425164.371907 nChanged 123 SP:Iteration 21Q (6257.220000 sec): 3 clusters Score: Raw -3430198.785678 + Penalty 4966.943889 = -3425231.841789 nChanged 107 SP:Iteration 22Q (6257.310000 sec): 3 clusters Score: Raw -3430269.367172 + Penalty 4966.943889 = -3425302.423283 nChanged 106 SP:Iteration 23Q (6257.390000 sec): 3 clusters Score: Raw -3430357.917270 + Penalty 4966.943889 = -3425390.973381 nChanged 100 SP:Iteration 24Q (6257.480000 sec): 3 clusters Score: Raw -3430465.516951 + Penalty 4966.943889 = -3425498.573062 nChanged 111 SP:Iteration 25Q (6257.560000 sec): 3 clusters Score: Raw -3430559.765968 + Penalty 4966.943889 = -3425592.822079 nChanged 108 SP:Iteration 26Q (6257.640000 sec): 3 clusters Score: Raw -3430616.056725 + Penalty 4966.943889 = -3425649.112836 nChanged 83 SP:Iteration 27Q (6257.720000 sec): 3 clusters Score: Raw -3430649.983451 + Penalty 4966.943889 = -3425683.039562 nChanged 53 SP:Iteration 28Q (6257.790000 sec): 3 clusters Score: Raw -3430670.649183 + Penalty 4966.943889 = -3425703.705295 nChanged 42 SP:Iteration 29Q (6257.870000 sec): 3 clusters Score: Raw -3430689.214896 + Penalty 4966.943889 = -3425722.271008 nChanged 36 SP:Iteration 30Q (6257.940000 sec): 3 clusters Score: Raw -3430704.393194 + Penalty 4966.943889 = -3425737.449306 nChanged 33 SP:Iteration 31Q (6258.020000 sec): 3 clusters Score: Raw -3430717.359660 + Penalty 4966.943889 = -3425750.415772 nChanged 28 SP:Iteration 32Q (6258.090000 sec): 3 clusters Score: Raw -3430727.162259 + Penalty 4966.943889 = -3425760.218371 nChanged 23 SP:Iteration 33Q (6258.170000 sec): 3 clusters Score: Raw -3430735.129308 + Penalty 4966.943889 = -3425768.185420 nChanged 16 SP:Iteration 34Q (6258.240000 sec): 3 clusters Score: Raw -3430741.019185 + Penalty 4966.943889 = -3425774.075297 nChanged 13 SP:Iteration 35Q (6258.310000 sec): 3 clusters Score: Raw -3430746.526917 + Penalty 4966.943889 = -3425779.583029 nChanged 12 SP:Iteration 36Q (6258.390000 sec): 3 clusters Score: Raw -3430750.308354 + Penalty 4966.943889 = -3425783.364466 nChanged 12 SP:Iteration 37Q (6258.460000 sec): 3 clusters Score: Raw -3430753.342692 + Penalty 4966.943889 = -3425786.398803 nChanged 6 SP:Iteration 38Q (6258.530000 sec): 3 clusters Score: Raw -3430754.902044 + Penalty 4966.943889 = -3425787.958156 nChanged 7 SP:Iteration 39Q (6258.610000 sec): 3 clusters Score: Raw -3430756.511299 + Penalty 4966.943889 = -3425789.567410 nChanged 5 SP:Iteration 40F (6258.690000 sec): 3 clusters Score: Raw -3430757.979255 + Penalty 4966.943889 = -3425791.035366 nChanged 8 SP:Iteration 41Q (6258.770000 sec): 3 clusters Score: Raw -3430759.695295 + Penalty 4966.943889 = -3425792.751407 nChanged 5 SP:Iteration 42Q (6258.840000 sec): 3 clusters Score: Raw -3430761.013734 + Penalty 4966.943889 = -3425794.069845 nChanged 4 SP:Iteration 43Q (6258.910000 sec): 3 clusters Score: Raw -3430762.026596 + Penalty 4966.943889 = -3425795.082707 nChanged 2 SP:Iteration 44Q (6258.990000 sec): 3 clusters Score: Raw -3430762.458254 + Penalty 4966.943889 = -3425795.514365 nChanged 1 SP:Iteration 45Q (6259.060000 sec): 3 clusters Score: Raw -3430762.920709 + Penalty 4966.943889 = -3425795.976821 nChanged 2 SP:Iteration 46Q (6259.130000 sec): 3 clusters Score: Raw -3430763.638072 + Penalty 4966.943889 = -3425796.694184 nChanged 4 SP:Iteration 47Q (6259.200000 sec): 3 clusters Score: Raw -3430764.951446 + Penalty 4966.943889 = -3425798.007558 nChanged 5 SP:Iteration 48Q (6259.270000 sec): 3 clusters Score: Raw -3430765.916461 + Penalty 4966.943889 = -3425798.972572 nChanged 5 SP:Iteration 49Q (6259.350000 sec): 3 clusters Score: Raw -3430766.767608 + Penalty 4966.943889 = -3425799.823720 nChanged 4 SP:Iteration 50Q (6259.420000 sec): 3 clusters Score: Raw -3430767.541434 + Penalty 4966.943889 = -3425800.597545 nChanged 2 SP:Iteration 51Q (6259.490000 sec): 3 clusters Score: Raw -3430768.064714 + Penalty 4966.943889 = -3425801.120825 nChanged 1 SP:Iteration 52Q (6259.570000 sec): 3 clusters Score: Raw -3430768.210045 + Penalty 4966.943889 = -3425801.266157 nChanged 1 SP:Iteration 53Q (6259.640000 sec): 3 clusters Score: Raw -3430768.362293 + Penalty 4966.943889 = -3425801.418405 nChanged 0 SP:Iteration 54F (6259.730000 sec): 3 clusters Score: Raw -3430768.362293 + Penalty 4966.943889 = -3425801.418405 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (212447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6260.860000 sec): 2 clusters Score: Raw -33303086.641617 + Penalty 3042.079060 = -33300044.562557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6261.790000 sec): 3 clusters Score: Raw -33163602.827653 + Penalty 6084.158121 = -33157518.669532 nChanged 102323 SP:Iteration 1F (6262.680000 sec): 3 clusters Score: Raw -33224640.986698 + Penalty 6084.158121 = -33218556.828577 nChanged 7465 SP:Iteration 2Q (6263.590000 sec): 3 clusters Score: Raw -33226750.477034 + Penalty 6084.158121 = -33220666.318913 nChanged 8211 SP:Iteration 3Q (6264.500000 sec): 3 clusters Score: Raw -33229438.652562 + Penalty 6084.158121 = -33223354.494441 nChanged 9174 SP:Iteration 4Q (6265.400000 sec): 3 clusters Score: Raw -33232822.910452 + Penalty 6084.158121 = -33226738.752331 nChanged 9959 SP:Iteration 5Q (6266.300000 sec): 3 clusters Score: Raw -33236813.677019 + Penalty 6084.158121 = -33230729.518898 nChanged 10277 SP:Iteration 6Q (6267.200000 sec): 3 clusters Score: Raw -33241119.502523 + Penalty 6084.158121 = -33235035.344402 nChanged 10313 SP:Iteration 7Q (6268.110000 sec): 3 clusters Score: Raw -33245418.066117 + Penalty 6084.158121 = -33239333.907996 nChanged 9813 SP:Iteration 8Q (6269.010000 sec): 3 clusters Score: Raw -33249450.445117 + Penalty 6084.158121 = -33243366.286996 nChanged 9195 SP:Iteration 9Q (6269.930000 sec): 3 clusters Score: Raw -33253417.654865 + Penalty 6084.158121 = -33247333.496744 nChanged 8776 SP:Iteration 10Q (6270.840000 sec): 3 clusters Score: Raw -33257407.184717 + Penalty 6084.158121 = -33251323.026596 nChanged 8377 SP:Iteration 11Q (6271.780000 sec): 3 clusters Score: Raw -33261365.782029 + Penalty 6084.158121 = -33255281.623908 nChanged 7769 SP:Iteration 12Q (6272.700000 sec): 3 clusters Score: Raw -33264722.151057 + Penalty 6084.158121 = -33258637.992936 nChanged 6640 SP:Iteration 13Q (6273.610000 sec): 3 clusters Score: Raw -33266964.418463 + Penalty 6084.158121 = -33260880.260342 nChanged 4890 SP:Iteration 14Q (6274.490000 sec): 3 clusters Score: Raw -33268100.131999 + Penalty 6084.158121 = -33262015.973878 nChanged 3281 SP:Iteration 15Q (6275.360000 sec): 3 clusters Score: Raw -33268626.597612 + Penalty 6084.158121 = -33262542.439491 nChanged 2136 SP:Iteration 16Q (6276.230000 sec): 3 clusters Score: Raw -33268861.508151 + Penalty 6084.158121 = -33262777.350030 nChanged 1507 SP:Iteration 17Q (6277.140000 sec): 3 clusters Score: Raw -33269019.459474 + Penalty 6084.158121 = -33262935.301353 nChanged 1288 SP:Iteration 18Q (6278.040000 sec): 3 clusters Score: Raw -33269144.265961 + Penalty 6084.158121 = -33263060.107840 nChanged 1114 SP:Iteration 19Q (6278.950000 sec): 3 clusters Score: Raw -33269254.150447 + Penalty 6084.158121 = -33263169.992326 nChanged 1072 SP:Iteration 20F (6279.870000 sec): 3 clusters Score: Raw -33269362.527187 + Penalty 6084.158121 = -33263278.369066 nChanged 1085 SP:Iteration 21Q (6280.780000 sec): 3 clusters Score: Raw -33269468.363440 + Penalty 6084.158121 = -33263384.205319 nChanged 1052 SP:Iteration 22Q (6281.680000 sec): 3 clusters Score: Raw -33269568.456848 + Penalty 6084.158121 = -33263484.298727 nChanged 1071 SP:Iteration 23Q (6282.580000 sec): 3 clusters Score: Raw -33269667.937201 + Penalty 6084.158121 = -33263583.779080 nChanged 1027 SP:Iteration 24Q (6283.480000 sec): 3 clusters Score: Raw -33269765.187934 + Penalty 6084.158121 = -33263681.029813 nChanged 1061 SP:Iteration 25Q (6284.370000 sec): 3 clusters Score: Raw -33269862.164750 + Penalty 6084.158121 = -33263778.006629 nChanged 1049 SP:Iteration 26Q (6285.270000 sec): 3 clusters Score: Raw -33269958.214659 + Penalty 6084.158121 = -33263874.056538 nChanged 1024 SP:Iteration 27Q (6286.170000 sec): 3 clusters Score: Raw -33270055.468263 + Penalty 6084.158121 = -33263971.310142 nChanged 1064 SP:Iteration 28Q (6287.070000 sec): 3 clusters Score: Raw -33270159.290155 + Penalty 6084.158121 = -33264075.132034 nChanged 1078 SP:Iteration 29Q (6287.970000 sec): 3 clusters Score: Raw -33270259.164596 + Penalty 6084.158121 = -33264175.006475 nChanged 999 SP:Iteration 30Q (6288.870000 sec): 3 clusters Score: Raw -33270349.644354 + Penalty 6084.158121 = -33264265.486233 nChanged 999 SP:Iteration 31Q (6289.770000 sec): 3 clusters Score: Raw -33270447.318428 + Penalty 6084.158121 = -33264363.160307 nChanged 1073 SP:Iteration 32Q (6290.660000 sec): 3 clusters Score: Raw -33270557.193099 + Penalty 6084.158121 = -33264473.034978 nChanged 1124 SP:Iteration 33Q (6291.560000 sec): 3 clusters Score: Raw -33270674.787204 + Penalty 6084.158121 = -33264590.629083 nChanged 1124 SP:Iteration 34Q (6292.450000 sec): 3 clusters Score: Raw -33270796.696397 + Penalty 6084.158121 = -33264712.538276 nChanged 1200 SP:Iteration 35Q (6293.340000 sec): 3 clusters Score: Raw -33270925.945086 + Penalty 6084.158121 = -33264841.786965 nChanged 1237 SP:Iteration 36Q (6294.230000 sec): 3 clusters Score: Raw -33271065.750183 + Penalty 6084.158121 = -33264981.592062 nChanged 1314 SP:Iteration 37Q (6295.130000 sec): 3 clusters Score: Raw -33271216.025786 + Penalty 6084.158121 = -33265131.867665 nChanged 1307 SP:Iteration 38Q (6296.020000 sec): 3 clusters Score: Raw -33271362.058587 + Penalty 6084.158121 = -33265277.900466 nChanged 1364 SP:Iteration 39Q (6296.910000 sec): 3 clusters Score: Raw -33271515.745701 + Penalty 6084.158121 = -33265431.587580 nChanged 1398 SP:Iteration 40F (6297.840000 sec): 3 clusters Score: Raw -33271679.395913 + Penalty 6084.158121 = -33265595.237792 nChanged 1461 SP:Iteration 41Q (6298.740000 sec): 3 clusters Score: Raw -33271857.053472 + Penalty 6084.158121 = -33265772.895351 nChanged 1534 SP:Iteration 42Q (6299.640000 sec): 3 clusters Score: Raw -33272054.628783 + Penalty 6084.158121 = -33265970.470662 nChanged 1603 SP:Iteration 43Q (6300.530000 sec): 3 clusters Score: Raw -33272274.449190 + Penalty 6084.158121 = -33266190.291069 nChanged 1741 SP:Iteration 44Q (6301.430000 sec): 3 clusters Score: Raw -33272519.202690 + Penalty 6084.158121 = -33266435.044569 nChanged 1765 SP:Iteration 45Q (6302.330000 sec): 3 clusters Score: Raw -33272780.041632 + Penalty 6084.158121 = -33266695.883511 nChanged 1901 SP:Iteration 46Q (6303.220000 sec): 3 clusters Score: Raw -33273082.359311 + Penalty 6084.158121 = -33266998.201190 nChanged 2068 SP:Iteration 47Q (6304.110000 sec): 3 clusters Score: Raw -33273430.942089 + Penalty 6084.158121 = -33267346.783968 nChanged 2164 SP:Iteration 48Q (6304.990000 sec): 3 clusters Score: Raw -33273802.683710 + Penalty 6084.158121 = -33267718.525589 nChanged 2239 SP:Iteration 49Q (6305.870000 sec): 3 clusters Score: Raw -33274205.401579 + Penalty 6084.158121 = -33268121.243458 nChanged 2324 SP:Iteration 50Q (6306.750000 sec): 3 clusters Score: Raw -33274642.636429 + Penalty 6084.158121 = -33268558.478308 nChanged 2369 SP:Iteration 51Q (6307.630000 sec): 3 clusters Score: Raw -33275097.274679 + Penalty 6084.158121 = -33269013.116558 nChanged 2452 SP:Iteration 52Q (6308.490000 sec): 3 clusters Score: Raw -33275577.252968 + Penalty 6084.158121 = -33269493.094848 nChanged 2458 SP:Iteration 53Q (6309.360000 sec): 3 clusters Score: Raw -33276072.410556 + Penalty 6084.158121 = -33269988.252435 nChanged 2578 SP:Iteration 54Q (6310.230000 sec): 3 clusters Score: Raw -33276613.851744 + Penalty 6084.158121 = -33270529.693623 nChanged 2679 SP:Iteration 55Q (6311.080000 sec): 3 clusters Score: Raw -33277204.090058 + Penalty 6084.158121 = -33271119.931937 nChanged 2795 SP:Iteration 56Q (6311.940000 sec): 3 clusters Score: Raw -33277852.062576 + Penalty 6084.158121 = -33271767.904456 nChanged 2895 SP:Iteration 57Q (6312.790000 sec): 3 clusters Score: Raw -33278573.445294 + Penalty 6084.158121 = -33272489.287174 nChanged 3014 SP:Iteration 58Q (6313.640000 sec): 3 clusters Score: Raw -33279348.138923 + Penalty 6084.158121 = -33273263.980802 nChanged 3036 SP:Iteration 59Q (6314.480000 sec): 3 clusters Score: Raw -33280145.177727 + Penalty 6084.158121 = -33274061.019606 nChanged 3067 SP:Iteration 60F (6315.410000 sec): 3 clusters Score: Raw -33280984.846329 + Penalty 6084.158121 = -33274900.688208 nChanged 3170 SP:Iteration 61Q (6316.230000 sec): 3 clusters Score: Raw -33281904.026092 + Penalty 6084.158121 = -33275819.867971 nChanged 3261 SP:Iteration 62Q (6317.060000 sec): 3 clusters Score: Raw -33282925.728013 + Penalty 6084.158121 = -33276841.569893 nChanged 3328 SP:Iteration 63Q (6317.870000 sec): 3 clusters Score: Raw -33284046.546081 + Penalty 6084.158121 = -33277962.387960 nChanged 3385 SP:Iteration 64Q (6318.680000 sec): 3 clusters Score: Raw -33285272.159230 + Penalty 6084.158121 = -33279188.001109 nChanged 3483 SP:Iteration 65Q (6319.470000 sec): 3 clusters Score: Raw -33286652.765548 + Penalty 6084.158121 = -33280568.607427 nChanged 3446 SP:Iteration 66Q (6320.260000 sec): 3 clusters Score: Raw -33288123.522804 + Penalty 6084.158121 = -33282039.364683 nChanged 3405 SP:Iteration 67Q (6321.020000 sec): 3 clusters Score: Raw -33289701.569360 + Penalty 6084.158121 = -33283617.411240 nChanged 3347 SP:Iteration 68Q (6321.780000 sec): 3 clusters Score: Raw -33291335.850735 + Penalty 6084.158121 = -33285251.692614 nChanged 3151 SP:Iteration 69Q (6322.520000 sec): 3 clusters Score: Raw -33292966.113888 + Penalty 6084.158121 = -33286881.955767 nChanged 2937 SP:Iteration 70Q (6323.250000 sec): 3 clusters Score: Raw -33294603.533368 + Penalty 6084.158121 = -33288519.375247 nChanged 2704 SP:Iteration 71Q (6323.960000 sec): 3 clusters Score: Raw -33296232.995085 + Penalty 6084.158121 = -33290148.836964 nChanged 2552 SP:Iteration 72Q (6324.660000 sec): 3 clusters Score: Raw -33297906.727923 + Penalty 6084.158121 = -33291822.569802 nChanged 2212 SP:Iteration 73Q (6325.360000 sec): 3 clusters Score: Raw -33299450.328391 + Penalty 6084.158121 = -33293366.170270 nChanged 1934 SP:Iteration 74Q (6326.030000 sec): 3 clusters Score: Raw -33300916.592434 + Penalty 6084.158121 = -33294832.434313 nChanged 1506 SP:Iteration 75Q (6326.700000 sec): 3 clusters Score: Raw -33302122.601443 + Penalty 6084.158121 = -33296038.443322 nChanged 1070 SP:Iteration 76Q (6327.360000 sec): 3 clusters Score: Raw -33303016.428983 + Penalty 6084.158121 = -33296932.270862 nChanged 676 SP:Iteration 77Q (6328.020000 sec): 3 clusters Score: Raw -33303596.917171 + Penalty 6084.158121 = -33297512.759050 nChanged 463 SP:Iteration 78Q (6328.670000 sec): 3 clusters Score: Raw -33303968.588554 + Penalty 6084.158121 = -33297884.430433 nChanged 316 SP:Iteration 79Q (6329.320000 sec): 3 clusters Score: Raw -33304152.314728 + Penalty 6084.158121 = -33298068.156607 nChanged 229 SP:Iteration 80F (6330.240000 sec): 3 clusters Score: Raw -33304265.004067 + Penalty 6084.158121 = -33298180.845946 nChanged 190 SP:Iteration 81Q (6330.880000 sec): 3 clusters Score: Raw -33304348.506566 + Penalty 6084.158121 = -33298264.348445 nChanged 145 SP:Iteration 82Q (6331.530000 sec): 3 clusters Score: Raw -33304400.939663 + Penalty 6084.158121 = -33298316.781542 nChanged 118 SP:Iteration 83Q (6332.180000 sec): 3 clusters Score: Raw -33304442.384292 + Penalty 6084.158121 = -33298358.226171 nChanged 93 SP:Iteration 84Q (6332.820000 sec): 3 clusters Score: Raw -33304470.479095 + Penalty 6084.158121 = -33298386.320974 nChanged 56 SP:Iteration 85Q (6333.460000 sec): 3 clusters Score: Raw -33304484.922990 + Penalty 6084.158121 = -33298400.764869 nChanged 42 SP:Iteration 86Q (6334.100000 sec): 3 clusters Score: Raw -33304495.889630 + Penalty 6084.158121 = -33298411.731509 nChanged 37 SP:Iteration 87Q (6334.750000 sec): 3 clusters Score: Raw -33304504.748092 + Penalty 6084.158121 = -33298420.589971 nChanged 32 SP:Iteration 88Q (6335.390000 sec): 3 clusters Score: Raw -33304511.058807 + Penalty 6084.158121 = -33298426.900686 nChanged 27 SP:Iteration 89Q (6336.030000 sec): 3 clusters Score: Raw -33304516.531154 + Penalty 6084.158121 = -33298432.373033 nChanged 25 SP:Iteration 90Q (6336.680000 sec): 3 clusters Score: Raw -33304520.796089 + Penalty 6084.158121 = -33298436.637968 nChanged 17 SP:Iteration 91Q (6337.320000 sec): 3 clusters Score: Raw -33304524.367018 + Penalty 6084.158121 = -33298440.208898 nChanged 19 SP:Iteration 92Q (6337.960000 sec): 3 clusters Score: Raw -33304528.007661 + Penalty 6084.158121 = -33298443.849540 nChanged 7 SP:Iteration 93Q (6338.610000 sec): 3 clusters Score: Raw -33304529.066796 + Penalty 6084.158121 = -33298444.908675 nChanged 3 SP:Iteration 94Q (6339.250000 sec): 3 clusters Score: Raw -33304529.820088 + Penalty 6084.158121 = -33298445.661967 nChanged 5 SP:Iteration 95Q (6339.890000 sec): 3 clusters Score: Raw -33304530.519743 + Penalty 6084.158121 = -33298446.361622 nChanged 2 SP:Iteration 96Q (6340.530000 sec): 3 clusters Score: Raw -33304530.884572 + Penalty 6084.158121 = -33298446.726451 nChanged 1 SP:Iteration 97Q (6341.160000 sec): 3 clusters Score: Raw -33304531.006488 + Penalty 6084.158121 = -33298446.848368 nChanged 0 SP:Iteration 98F (6342.070000 sec): 3 clusters Score: Raw -33304531.006488 + Penalty 6084.158121 = -33298446.848368 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (36358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6342.260000 sec): 2 clusters Score: Raw -5506941.776146 + Penalty 2604.290046 = -5504337.486100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6342.420000 sec): 3 clusters Score: Raw -5484804.514201 + Penalty 5208.580092 = -5479595.934108 nChanged 16684 SP:Iteration 1F (6342.580000 sec): 3 clusters Score: Raw -5493965.861344 + Penalty 5208.580092 = -5488757.281252 nChanged 1612 SP:Iteration 2Q (6342.740000 sec): 3 clusters Score: Raw -5494454.230396 + Penalty 5208.580092 = -5489245.650303 nChanged 1469 SP:Iteration 3Q (6342.910000 sec): 3 clusters Score: Raw -5494885.562140 + Penalty 5208.580092 = -5489676.982048 nChanged 1371 SP:Iteration 4Q (6343.070000 sec): 3 clusters Score: Raw -5495332.710265 + Penalty 5208.580092 = -5490124.130173 nChanged 1471 SP:Iteration 5Q (6343.230000 sec): 3 clusters Score: Raw -5495858.368891 + Penalty 5208.580092 = -5490649.788798 nChanged 1480 SP:Iteration 6Q (6343.390000 sec): 3 clusters Score: Raw -5496439.710073 + Penalty 5208.580092 = -5491231.129980 nChanged 1564 SP:Iteration 7Q (6343.550000 sec): 3 clusters Score: Raw -5497162.329412 + Penalty 5208.580092 = -5491953.749320 nChanged 1733 SP:Iteration 8Q (6343.710000 sec): 3 clusters Score: Raw -5498097.646995 + Penalty 5208.580092 = -5492889.066903 nChanged 1910 SP:Iteration 9F (6343.870000 sec): 3 clusters Score: Raw -5499333.822343 + Penalty 5208.580092 = -5494125.242250 nChanged 2019 SP:Iteration 10F (6344.030000 sec): 3 clusters Score: Raw -5500904.714630 + Penalty 5208.580092 = -5495696.134537 nChanged 1947 SP:Iteration 11F (6344.190000 sec): 3 clusters Score: Raw -5502466.299061 + Penalty 5208.580092 = -5497257.718968 nChanged 1621 SP:Iteration 12Q (6344.340000 sec): 3 clusters Score: Raw -5503765.767933 + Penalty 5208.580092 = -5498557.187841 nChanged 1267 SP:Iteration 13Q (6344.500000 sec): 3 clusters Score: Raw -5504660.114859 + Penalty 5208.580092 = -5499451.534766 nChanged 968 SP:Iteration 14Q (6344.650000 sec): 3 clusters Score: Raw -5505239.811108 + Penalty 5208.580092 = -5500031.231016 nChanged 688 SP:Iteration 15Q (6344.790000 sec): 3 clusters Score: Raw -5505611.974277 + Penalty 5208.580092 = -5500403.394184 nChanged 546 SP:Iteration 16Q (6344.930000 sec): 3 clusters Score: Raw -5505879.722695 + Penalty 5208.580092 = -5500671.142602 nChanged 463 SP:Iteration 17Q (6345.060000 sec): 3 clusters Score: Raw -5506094.014631 + Penalty 5208.580092 = -5500885.434538 nChanged 421 SP:Iteration 18Q (6345.200000 sec): 3 clusters Score: Raw -5506276.050174 + Penalty 5208.580092 = -5501067.470081 nChanged 324 SP:Iteration 19Q (6345.320000 sec): 3 clusters Score: Raw -5506415.793623 + Penalty 5208.580092 = -5501207.213530 nChanged 284 SP:Iteration 20F (6345.480000 sec): 3 clusters Score: Raw -5506531.244410 + Penalty 5208.580092 = -5501322.664317 nChanged 244 SP:Iteration 21Q (6345.610000 sec): 3 clusters Score: Raw -5506629.117346 + Penalty 5208.580092 = -5501420.537253 nChanged 207 SP:Iteration 22Q (6345.740000 sec): 3 clusters Score: Raw -5506720.122806 + Penalty 5208.580092 = -5501511.542714 nChanged 192 SP:Iteration 23Q (6345.860000 sec): 3 clusters Score: Raw -5506804.334674 + Penalty 5208.580092 = -5501595.754582 nChanged 159 SP:Iteration 24Q (6345.990000 sec): 3 clusters Score: Raw -5506863.317373 + Penalty 5208.580092 = -5501654.737281 nChanged 141 SP:Iteration 25Q (6346.110000 sec): 3 clusters Score: Raw -5506918.584082 + Penalty 5208.580092 = -5501710.003989 nChanged 124 SP:Iteration 26Q (6346.230000 sec): 3 clusters Score: Raw -5506970.076663 + Penalty 5208.580092 = -5501761.496570 nChanged 109 SP:Iteration 27Q (6346.350000 sec): 3 clusters Score: Raw -5507017.664134 + Penalty 5208.580092 = -5501809.084041 nChanged 105 SP:Iteration 28Q (6346.470000 sec): 3 clusters Score: Raw -5507066.337766 + Penalty 5208.580092 = -5501857.757673 nChanged 104 SP:Iteration 29Q (6346.590000 sec): 3 clusters Score: Raw -5507118.868169 + Penalty 5208.580092 = -5501910.288076 nChanged 96 SP:Iteration 30Q (6346.710000 sec): 3 clusters Score: Raw -5507160.892332 + Penalty 5208.580092 = -5501952.312240 nChanged 70 SP:Iteration 31Q (6346.830000 sec): 3 clusters Score: Raw -5507192.583560 + Penalty 5208.580092 = -5501984.003468 nChanged 52 SP:Iteration 32Q (6346.940000 sec): 3 clusters Score: Raw -5507214.483144 + Penalty 5208.580092 = -5502005.903052 nChanged 51 SP:Iteration 33Q (6347.060000 sec): 3 clusters Score: Raw -5507239.706768 + Penalty 5208.580092 = -5502031.126675 nChanged 59 SP:Iteration 34Q (6347.180000 sec): 3 clusters Score: Raw -5507271.663514 + Penalty 5208.580092 = -5502063.083422 nChanged 51 SP:Iteration 35Q (6347.290000 sec): 3 clusters Score: Raw -5507300.147782 + Penalty 5208.580092 = -5502091.567689 nChanged 52 SP:Iteration 36Q (6347.400000 sec): 3 clusters Score: Raw -5507323.872401 + Penalty 5208.580092 = -5502115.292309 nChanged 40 SP:Iteration 37Q (6347.520000 sec): 3 clusters Score: Raw -5507340.218051 + Penalty 5208.580092 = -5502131.637958 nChanged 25 SP:Iteration 38Q (6347.630000 sec): 3 clusters Score: Raw -5507351.508858 + Penalty 5208.580092 = -5502142.928766 nChanged 28 SP:Iteration 39Q (6347.750000 sec): 3 clusters Score: Raw -5507364.858297 + Penalty 5208.580092 = -5502156.278205 nChanged 26 SP:Iteration 40F (6347.900000 sec): 3 clusters Score: Raw -5507376.820476 + Penalty 5208.580092 = -5502168.240384 nChanged 19 SP:Iteration 41Q (6348.020000 sec): 3 clusters Score: Raw -5507384.963382 + Penalty 5208.580092 = -5502176.383290 nChanged 9 SP:Iteration 42Q (6348.130000 sec): 3 clusters Score: Raw -5507388.467034 + Penalty 5208.580092 = -5502179.886942 nChanged 4 SP:Iteration 43Q (6348.240000 sec): 3 clusters Score: Raw -5507391.295412 + Penalty 5208.580092 = -5502182.715320 nChanged 6 SP:Iteration 44Q (6348.360000 sec): 3 clusters Score: Raw -5507393.726514 + Penalty 5208.580092 = -5502185.146421 nChanged 5 SP:Iteration 45Q (6348.470000 sec): 3 clusters Score: Raw -5507396.277637 + Penalty 5208.580092 = -5502187.697544 nChanged 4 SP:Iteration 46Q (6348.580000 sec): 3 clusters Score: Raw -5507397.735194 + Penalty 5208.580092 = -5502189.155101 nChanged 3 SP:Iteration 47Q (6348.700000 sec): 3 clusters Score: Raw -5507399.157140 + Penalty 5208.580092 = -5502190.577048 nChanged 5 SP:Iteration 48Q (6348.810000 sec): 3 clusters Score: Raw -5507401.213071 + Penalty 5208.580092 = -5502192.632979 nChanged 3 SP:Iteration 49Q (6348.920000 sec): 3 clusters Score: Raw -5507401.981643 + Penalty 5208.580092 = -5502193.401551 nChanged 1 SP:Iteration 50Q (6349.040000 sec): 3 clusters Score: Raw -5507402.129197 + Penalty 5208.580092 = -5502193.549104 nChanged 0 SP:Iteration 51F (6349.200000 sec): 3 clusters Score: Raw -5507402.129197 + Penalty 5208.580092 = -5502193.549104 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (1405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.220000 sec): 2 clusters Score: Raw -198543.729638 + Penalty 1797.452560 = -196746.277078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.220000 sec): 3 clusters Score: Raw -198133.016696 + Penalty 3594.905121 = -194538.111576 nChanged 421 SP:Iteration 1F (6349.230000 sec): 3 clusters Score: Raw -198783.334327 + Penalty 3594.905121 = -195188.429206 nChanged 147 SP:Iteration 2F (6349.230000 sec): 3 clusters Score: Raw -199323.789846 + Penalty 3594.905121 = -195728.884726 nChanged 143 SP:Iteration 3F (6349.240000 sec): 3 clusters Score: Raw -199714.973325 + Penalty 3594.905121 = -196120.068205 nChanged 119 SP:Iteration 4F (6349.240000 sec): 3 clusters Score: Raw -200040.891011 + Penalty 3594.905121 = -196445.985890 nChanged 85 SP:Iteration 5F (6349.250000 sec): 3 clusters Score: Raw -200280.597496 + Penalty 3594.905121 = -196685.692375 nChanged 60 SP:Iteration 6Q (6349.260000 sec): 3 clusters Score: Raw -200488.858587 + Penalty 3594.905121 = -196893.953467 nChanged 51 SP:Iteration 7Q (6349.260000 sec): 3 clusters Score: Raw -200812.086832 + Penalty 3594.905121 = -197217.181712 nChanged 32 SP:Iteration 8Q (6349.260000 sec): 3 clusters Score: Raw -200969.568358 + Penalty 3594.905121 = -197374.663238 nChanged 24 SP:Iteration 9Q (6349.270000 sec): 3 clusters Score: Raw -201048.678139 + Penalty 3594.905121 = -197453.773018 nChanged 13 SP:Iteration 10Q (6349.280000 sec): 3 clusters Score: Raw -201074.912359 + Penalty 3594.905121 = -197480.007238 nChanged 4 SP:Iteration 11Q (6349.280000 sec): 3 clusters Score: Raw -201083.727799 + Penalty 3594.905121 = -197488.822679 nChanged 2 SP:Iteration 12Q (6349.280000 sec): 3 clusters Score: Raw -201085.874261 + Penalty 3594.905121 = -197490.969140 nChanged 1 SP:Iteration 13Q (6349.290000 sec): 3 clusters Score: Raw -201086.264873 + Penalty 3594.905121 = -197491.359753 nChanged 0 SP:Iteration 14F (6349.290000 sec): 3 clusters Score: Raw -201086.264873 + Penalty 3594.905121 = -197491.359753 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 4.86 GB. Trying to split cluster 12 (37771 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.440000 sec): 2 clusters Score: Raw -5926374.338248 + Penalty 2613.745629 = -5923760.592618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.610000 sec): 3 clusters Score: Raw -5903344.163455 + Penalty 5227.491258 = -5898116.672197 nChanged 17281 SP:Iteration 1F (6349.780000 sec): 3 clusters Score: Raw -5913091.031818 + Penalty 5227.491258 = -5907863.540560 nChanged 2161 SP:Iteration 2F (6349.940000 sec): 3 clusters Score: Raw -5914339.423792 + Penalty 5227.491258 = -5909111.932534 nChanged 2600 SP:Iteration 3F (6350.110000 sec): 3 clusters Score: Raw -5916307.226710 + Penalty 5227.491258 = -5911079.735452 nChanged 3114 SP:Iteration 4F (6350.270000 sec): 3 clusters Score: Raw -5918969.623603 + Penalty 5227.491258 = -5913742.132345 nChanged 3385 SP:Iteration 5F (6350.430000 sec): 3 clusters Score: Raw -5921687.623942 + Penalty 5227.491258 = -5916460.132684 nChanged 2882 SP:Iteration 6F (6350.600000 sec): 3 clusters Score: Raw -5923396.826878 + Penalty 5227.491258 = -5918169.335620 nChanged 2008 SP:Iteration 7F (6350.760000 sec): 3 clusters Score: Raw -5924228.272416 + Penalty 5227.491258 = -5919000.781158 nChanged 1245 SP:Iteration 8Q (6350.930000 sec): 3 clusters Score: Raw -5924572.254936 + Penalty 5227.491258 = -5919344.763678 nChanged 803 SP:Iteration 9Q (6351.090000 sec): 3 clusters Score: Raw -5924745.047981 + Penalty 5227.491258 = -5919517.556723 nChanged 571 SP:Iteration 10Q (6351.260000 sec): 3 clusters Score: Raw -5924859.052727 + Penalty 5227.491258 = -5919631.561469 nChanged 482 SP:Iteration 11Q (6351.420000 sec): 3 clusters Score: Raw -5924945.902791 + Penalty 5227.491258 = -5919718.411532 nChanged 408 SP:Iteration 12Q (6351.590000 sec): 3 clusters Score: Raw -5925010.636776 + Penalty 5227.491258 = -5919783.145518 nChanged 366 SP:Iteration 13Q (6351.750000 sec): 3 clusters Score: Raw -5925071.673309 + Penalty 5227.491258 = -5919844.182050 nChanged 375 SP:Iteration 14Q (6351.920000 sec): 3 clusters Score: Raw -5925138.175165 + Penalty 5227.491258 = -5919910.683907 nChanged 391 SP:Iteration 15Q (6352.080000 sec): 3 clusters Score: Raw -5925207.009752 + Penalty 5227.491258 = -5919979.518493 nChanged 417 SP:Iteration 16Q (6352.240000 sec): 3 clusters Score: Raw -5925285.068653 + Penalty 5227.491258 = -5920057.577395 nChanged 466 SP:Iteration 17Q (6352.410000 sec): 3 clusters Score: Raw -5925384.391721 + Penalty 5227.491258 = -5920156.900463 nChanged 450 SP:Iteration 18Q (6352.580000 sec): 3 clusters Score: Raw -5925472.363304 + Penalty 5227.491258 = -5920244.872046 nChanged 412 SP:Iteration 19Q (6352.740000 sec): 3 clusters Score: Raw -5925557.682425 + Penalty 5227.491258 = -5920330.191167 nChanged 422 SP:Iteration 20F (6352.910000 sec): 3 clusters Score: Raw -5925644.974063 + Penalty 5227.491258 = -5920417.482805 nChanged 440 SP:Iteration 21Q (6353.080000 sec): 3 clusters Score: Raw -5925740.280333 + Penalty 5227.491258 = -5920512.789075 nChanged 448 SP:Iteration 22Q (6353.240000 sec): 3 clusters Score: Raw -5925842.936484 + Penalty 5227.491258 = -5920615.445226 nChanged 442 SP:Iteration 23Q (6353.410000 sec): 3 clusters Score: Raw -5925946.470382 + Penalty 5227.491258 = -5920718.979124 nChanged 413 SP:Iteration 24Q (6353.580000 sec): 3 clusters Score: Raw -5926046.118843 + Penalty 5227.491258 = -5920818.627585 nChanged 403 SP:Iteration 25Q (6353.740000 sec): 3 clusters Score: Raw -5926145.897473 + Penalty 5227.491258 = -5920918.406215 nChanged 388 SP:Iteration 26Q (6353.910000 sec): 3 clusters Score: Raw -5926239.225159 + Penalty 5227.491258 = -5921011.733901 nChanged 349 SP:Iteration 27Q (6354.070000 sec): 3 clusters Score: Raw -5926322.634843 + Penalty 5227.491258 = -5921095.143585 nChanged 331 SP:Iteration 28Q (6354.240000 sec): 3 clusters Score: Raw -5926399.350433 + Penalty 5227.491258 = -5921171.859175 nChanged 293 SP:Iteration 29Q (6354.400000 sec): 3 clusters Score: Raw -5926465.912139 + Penalty 5227.491258 = -5921238.420881 nChanged 271 SP:Iteration 30Q (6354.570000 sec): 3 clusters Score: Raw -5926527.911462 + Penalty 5227.491258 = -5921300.420204 nChanged 246 SP:Iteration 31Q (6354.740000 sec): 3 clusters Score: Raw -5926585.879240 + Penalty 5227.491258 = -5921358.387981 nChanged 251 SP:Iteration 32Q (6354.900000 sec): 3 clusters Score: Raw -5926641.873497 + Penalty 5227.491258 = -5921414.382239 nChanged 214 SP:Iteration 33Q (6355.070000 sec): 3 clusters Score: Raw -5926691.815223 + Penalty 5227.491258 = -5921464.323965 nChanged 201 SP:Iteration 34Q (6355.240000 sec): 3 clusters Score: Raw -5926740.297869 + Penalty 5227.491258 = -5921512.806610 nChanged 170 SP:Iteration 35Q (6355.410000 sec): 3 clusters Score: Raw -5926778.403476 + Penalty 5227.491258 = -5921550.912218 nChanged 152 SP:Iteration 36Q (6355.580000 sec): 3 clusters Score: Raw -5926810.079187 + Penalty 5227.491258 = -5921582.587929 nChanged 157 SP:Iteration 37Q (6355.740000 sec): 3 clusters Score: Raw -5926839.422429 + Penalty 5227.491258 = -5921611.931171 nChanged 129 SP:Iteration 38Q (6355.910000 sec): 3 clusters Score: Raw -5926867.438042 + Penalty 5227.491258 = -5921639.946784 nChanged 113 SP:Iteration 39Q (6356.070000 sec): 3 clusters Score: Raw -5926889.307549 + Penalty 5227.491258 = -5921661.816291 nChanged 92 SP:Iteration 40F (6356.240000 sec): 3 clusters Score: Raw -5926908.572375 + Penalty 5227.491258 = -5921681.081117 nChanged 88 SP:Iteration 41Q (6356.400000 sec): 3 clusters Score: Raw -5926924.648325 + Penalty 5227.491258 = -5921697.157067 nChanged 79 SP:Iteration 42Q (6356.560000 sec): 3 clusters Score: Raw -5926938.878553 + Penalty 5227.491258 = -5921711.387295 nChanged 64 SP:Iteration 43Q (6356.730000 sec): 3 clusters Score: Raw -5926949.987716 + Penalty 5227.491258 = -5921722.496458 nChanged 54 SP:Iteration 44Q (6356.890000 sec): 3 clusters Score: Raw -5926959.563240 + Penalty 5227.491258 = -5921732.071982 nChanged 63 SP:Iteration 45Q (6357.060000 sec): 3 clusters Score: Raw -5926971.548607 + Penalty 5227.491258 = -5921744.057348 nChanged 61 SP:Iteration 46Q (6357.220000 sec): 3 clusters Score: Raw -5926983.953922 + Penalty 5227.491258 = -5921756.462664 nChanged 63 SP:Iteration 47Q (6357.380000 sec): 3 clusters Score: Raw -5926996.245168 + Penalty 5227.491258 = -5921768.753910 nChanged 46 SP:Iteration 48Q (6357.540000 sec): 3 clusters Score: Raw -5927005.424455 + Penalty 5227.491258 = -5921777.933196 nChanged 44 SP:Iteration 49Q (6357.700000 sec): 3 clusters Score: Raw -5927013.297484 + Penalty 5227.491258 = -5921785.806226 nChanged 37 SP:Iteration 50Q (6357.860000 sec): 3 clusters Score: Raw -5927020.396737 + Penalty 5227.491258 = -5921792.905479 nChanged 42 SP:Iteration 51Q (6358.020000 sec): 3 clusters Score: Raw -5927028.727594 + Penalty 5227.491258 = -5921801.236336 nChanged 42 SP:Iteration 52Q (6358.180000 sec): 3 clusters Score: Raw -5927036.571795 + Penalty 5227.491258 = -5921809.080537 nChanged 36 SP:Iteration 53Q (6358.350000 sec): 3 clusters Score: Raw -5927043.359041 + Penalty 5227.491258 = -5921815.867783 nChanged 36 SP:Iteration 54Q (6358.510000 sec): 3 clusters Score: Raw -5927049.559132 + Penalty 5227.491258 = -5921822.067874 nChanged 26 SP:Iteration 55Q (6358.670000 sec): 3 clusters Score: Raw -5927053.467134 + Penalty 5227.491258 = -5921825.975876 nChanged 26 SP:Iteration 56Q (6358.830000 sec): 3 clusters Score: Raw -5927057.328761 + Penalty 5227.491258 = -5921829.837503 nChanged 17 SP:Iteration 57Q (6358.990000 sec): 3 clusters Score: Raw -5927060.094523 + Penalty 5227.491258 = -5921832.603265 nChanged 18 SP:Iteration 58Q (6359.150000 sec): 3 clusters Score: Raw -5927063.816965 + Penalty 5227.491258 = -5921836.325707 nChanged 24 SP:Iteration 59Q (6359.310000 sec): 3 clusters Score: Raw -5927068.264265 + Penalty 5227.491258 = -5921840.773007 nChanged 28 SP:Iteration 60F (6359.480000 sec): 3 clusters Score: Raw -5927072.621034 + Penalty 5227.491258 = -5921845.129776 nChanged 21 SP:Iteration 61Q (6359.630000 sec): 3 clusters Score: Raw -5927076.198385 + Penalty 5227.491258 = -5921848.707127 nChanged 17 SP:Iteration 62Q (6359.790000 sec): 3 clusters Score: Raw -5927078.382514 + Penalty 5227.491258 = -5921850.891256 nChanged 10 SP:Iteration 63Q (6359.950000 sec): 3 clusters Score: Raw -5927079.987070 + Penalty 5227.491258 = -5921852.495812 nChanged 11 SP:Iteration 64Q (6360.110000 sec): 3 clusters Score: Raw -5927081.273980 + Penalty 5227.491258 = -5921853.782722 nChanged 9 SP:Iteration 65Q (6360.270000 sec): 3 clusters Score: Raw -5927082.648349 + Penalty 5227.491258 = -5921855.157091 nChanged 14 SP:Iteration 66Q (6360.430000 sec): 3 clusters Score: Raw -5927084.917216 + Penalty 5227.491258 = -5921857.425958 nChanged 21 SP:Iteration 67Q (6360.590000 sec): 3 clusters Score: Raw -5927088.896223 + Penalty 5227.491258 = -5921861.404965 nChanged 23 SP:Iteration 68Q (6360.750000 sec): 3 clusters Score: Raw -5927092.509482 + Penalty 5227.491258 = -5921865.018223 nChanged 24 SP:Iteration 69Q (6360.910000 sec): 3 clusters Score: Raw -5927096.806301 + Penalty 5227.491258 = -5921869.315043 nChanged 21 SP:Iteration 70Q (6361.070000 sec): 3 clusters Score: Raw -5927101.731964 + Penalty 5227.491258 = -5921874.240706 nChanged 33 SP:Iteration 71Q (6361.220000 sec): 3 clusters Score: Raw -5927109.888775 + Penalty 5227.491258 = -5921882.397516 nChanged 35 SP:Iteration 72Q (6361.380000 sec): 3 clusters Score: Raw -5927118.979849 + Penalty 5227.491258 = -5921891.488591 nChanged 40 SP:Iteration 73Q (6361.540000 sec): 3 clusters Score: Raw -5927131.835924 + Penalty 5227.491258 = -5921904.344665 nChanged 48 SP:Iteration 74Q (6361.700000 sec): 3 clusters Score: Raw -5927144.331682 + Penalty 5227.491258 = -5921916.840424 nChanged 50 SP:Iteration 75Q (6361.860000 sec): 3 clusters Score: Raw -5927158.239831 + Penalty 5227.491258 = -5921930.748573 nChanged 52 SP:Iteration 76Q (6362.010000 sec): 3 clusters Score: Raw -5927170.180432 + Penalty 5227.491258 = -5921942.689174 nChanged 38 SP:Iteration 77Q (6362.170000 sec): 3 clusters Score: Raw -5927183.344979 + Penalty 5227.491258 = -5921955.853721 nChanged 54 SP:Iteration 78Q (6362.320000 sec): 3 clusters Score: Raw -5927201.185375 + Penalty 5227.491258 = -5921973.694116 nChanged 51 SP:Iteration 79Q (6362.480000 sec): 3 clusters Score: Raw -5927219.135299 + Penalty 5227.491258 = -5921991.644041 nChanged 52 SP:Iteration 80F (6362.650000 sec): 3 clusters Score: Raw -5927235.609357 + Penalty 5227.491258 = -5922008.118099 nChanged 42 SP:Iteration 81Q (6362.800000 sec): 3 clusters Score: Raw -5927247.884859 + Penalty 5227.491258 = -5922020.393601 nChanged 40 SP:Iteration 82Q (6362.960000 sec): 3 clusters Score: Raw -5927259.622019 + Penalty 5227.491258 = -5922032.130761 nChanged 36 SP:Iteration 83Q (6363.110000 sec): 3 clusters Score: Raw -5927273.434107 + Penalty 5227.491258 = -5922045.942849 nChanged 41 SP:Iteration 84Q (6363.260000 sec): 3 clusters Score: Raw -5927287.938267 + Penalty 5227.491258 = -5922060.447009 nChanged 38 SP:Iteration 85Q (6363.420000 sec): 3 clusters Score: Raw -5927300.273970 + Penalty 5227.491258 = -5922072.782711 nChanged 32 SP:Iteration 86Q (6363.570000 sec): 3 clusters Score: Raw -5927309.989417 + Penalty 5227.491258 = -5922082.498158 nChanged 34 SP:Iteration 87Q (6363.720000 sec): 3 clusters Score: Raw -5927319.286408 + Penalty 5227.491258 = -5922091.795150 nChanged 29 SP:Iteration 88Q (6363.870000 sec): 3 clusters Score: Raw -5927327.590897 + Penalty 5227.491258 = -5922100.099639 nChanged 27 SP:Iteration 89Q (6364.020000 sec): 3 clusters Score: Raw -5927333.388511 + Penalty 5227.491258 = -5922105.897253 nChanged 17 SP:Iteration 90Q (6364.180000 sec): 3 clusters Score: Raw -5927337.735965 + Penalty 5227.491258 = -5922110.244707 nChanged 9 SP:Iteration 91Q (6364.330000 sec): 3 clusters Score: Raw -5927339.486884 + Penalty 5227.491258 = -5922111.995626 nChanged 7 SP:Iteration 92Q (6364.480000 sec): 3 clusters Score: Raw -5927340.778619 + Penalty 5227.491258 = -5922113.287361 nChanged 2 SP:Iteration 93Q (6364.640000 sec): 3 clusters Score: Raw -5927341.165140 + Penalty 5227.491258 = -5922113.673881 nChanged 3 SP:Iteration 94Q (6364.790000 sec): 3 clusters Score: Raw -5927342.226305 + Penalty 5227.491258 = -5922114.735047 nChanged 4 SP:Iteration 95Q (6364.940000 sec): 3 clusters Score: Raw -5927343.068371 + Penalty 5227.491258 = -5922115.577113 nChanged 3 SP:Iteration 96Q (6365.090000 sec): 3 clusters Score: Raw -5927343.778492 + Penalty 5227.491258 = -5922116.287234 nChanged 5 SP:Iteration 97Q (6365.240000 sec): 3 clusters Score: Raw -5927345.360607 + Penalty 5227.491258 = -5922117.869349 nChanged 8 SP:Iteration 98Q (6365.390000 sec): 3 clusters Score: Raw -5927349.022210 + Penalty 5227.491258 = -5922121.530952 nChanged 13 SP:Iteration 99Q (6365.550000 sec): 3 clusters Score: Raw -5927352.116670 + Penalty 5227.491258 = -5922124.625411 nChanged 9 SP:Iteration 100F (6365.710000 sec): 3 clusters Score: Raw -5927354.713284 + Penalty 5227.491258 = -5922127.222026 nChanged 12 SP:Iteration 101Q (6365.860000 sec): 3 clusters Score: Raw -5927357.686217 + Penalty 5227.491258 = -5922130.194959 nChanged 7 SP:Iteration 102Q (6366.010000 sec): 3 clusters Score: Raw -5927359.468278 + Penalty 5227.491258 = -5922131.977020 nChanged 4 SP:Iteration 103Q (6366.160000 sec): 3 clusters Score: Raw -5927360.454126 + Penalty 5227.491258 = -5922132.962868 nChanged 6 SP:Iteration 104Q (6366.310000 sec): 3 clusters Score: Raw -5927361.396118 + Penalty 5227.491258 = -5922133.904860 nChanged 3 SP:Iteration 105Q (6366.460000 sec): 3 clusters Score: Raw -5927361.953167 + Penalty 5227.491258 = -5922134.461909 nChanged 3 SP:Iteration 106Q (6366.610000 sec): 3 clusters Score: Raw -5927362.550498 + Penalty 5227.491258 = -5922135.059239 nChanged 4 SP:Iteration 107Q (6366.760000 sec): 3 clusters Score: Raw -5927363.298345 + Penalty 5227.491258 = -5922135.807087 nChanged 4 SP:Iteration 108Q (6366.910000 sec): 3 clusters Score: Raw -5927364.407021 + Penalty 5227.491258 = -5922136.915762 nChanged 3 SP:Iteration 109Q (6367.060000 sec): 3 clusters Score: Raw -5927364.917331 + Penalty 5227.491258 = -5922137.426073 nChanged 0 SP:Iteration 110F (6367.220000 sec): 3 clusters Score: Raw -5927364.917331 + Penalty 5227.491258 = -5922137.426073 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (11875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6367.280000 sec): 2 clusters Score: Raw -1811259.952821 + Penalty 2326.783276 = -1808933.169545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6367.330000 sec): 3 clusters Score: Raw -1804802.390442 + Penalty 4653.566552 = -1800148.823890 nChanged 5006 SP:Iteration 1F (6367.380000 sec): 3 clusters Score: Raw -1807499.087044 + Penalty 4653.566552 = -1802845.520492 nChanged 781 SP:Iteration 2F (6367.430000 sec): 3 clusters Score: Raw -1807883.920044 + Penalty 4653.566552 = -1803230.353492 nChanged 621 SP:Iteration 3F (6367.480000 sec): 3 clusters Score: Raw -1808168.404321 + Penalty 4653.566552 = -1803514.837769 nChanged 512 SP:Iteration 4Q (6367.530000 sec): 3 clusters Score: Raw -1808441.498348 + Penalty 4653.566552 = -1803787.931796 nChanged 496 SP:Iteration 5Q (6367.580000 sec): 3 clusters Score: Raw -1808705.610226 + Penalty 4653.566552 = -1804052.043674 nChanged 508 SP:Iteration 6Q (6367.630000 sec): 3 clusters Score: Raw -1809000.917284 + Penalty 4653.566552 = -1804347.350732 nChanged 565 SP:Iteration 7Q (6367.680000 sec): 3 clusters Score: Raw -1809341.856346 + Penalty 4653.566552 = -1804688.289794 nChanged 528 SP:Iteration 8Q (6367.730000 sec): 3 clusters Score: Raw -1809666.238516 + Penalty 4653.566552 = -1805012.671964 nChanged 523 SP:Iteration 9Q (6367.780000 sec): 3 clusters Score: Raw -1809954.161941 + Penalty 4653.566552 = -1805300.595390 nChanged 440 SP:Iteration 10Q (6367.830000 sec): 3 clusters Score: Raw -1810187.466904 + Penalty 4653.566552 = -1805533.900352 nChanged 400 SP:Iteration 11Q (6367.880000 sec): 3 clusters Score: Raw -1810386.077917 + Penalty 4653.566552 = -1805732.511365 nChanged 351 SP:Iteration 12Q (6367.930000 sec): 3 clusters Score: Raw -1810553.062701 + Penalty 4653.566552 = -1805899.496149 nChanged 310 SP:Iteration 13Q (6367.980000 sec): 3 clusters Score: Raw -1810685.101015 + Penalty 4653.566552 = -1806031.534463 nChanged 246 SP:Iteration 14Q (6368.030000 sec): 3 clusters Score: Raw -1810782.006311 + Penalty 4653.566552 = -1806128.439759 nChanged 193 SP:Iteration 15Q (6368.080000 sec): 3 clusters Score: Raw -1810858.534611 + Penalty 4653.566552 = -1806204.968059 nChanged 175 SP:Iteration 16Q (6368.130000 sec): 3 clusters Score: Raw -1810927.737730 + Penalty 4653.566552 = -1806274.171178 nChanged 165 SP:Iteration 17Q (6368.180000 sec): 3 clusters Score: Raw -1811001.706668 + Penalty 4653.566552 = -1806348.140116 nChanged 155 SP:Iteration 18Q (6368.230000 sec): 3 clusters Score: Raw -1811072.982209 + Penalty 4653.566552 = -1806419.415657 nChanged 159 SP:Iteration 19Q (6368.280000 sec): 3 clusters Score: Raw -1811148.260337 + Penalty 4653.566552 = -1806494.693785 nChanged 158 SP:Iteration 20F (6368.320000 sec): 3 clusters Score: Raw -1811214.917705 + Penalty 4653.566552 = -1806561.351153 nChanged 122 SP:Iteration 21Q (6368.370000 sec): 3 clusters Score: Raw -1811271.778483 + Penalty 4653.566552 = -1806618.211931 nChanged 133 SP:Iteration 22Q (6368.420000 sec): 3 clusters Score: Raw -1811326.145404 + Penalty 4653.566552 = -1806672.578852 nChanged 113 SP:Iteration 23Q (6368.470000 sec): 3 clusters Score: Raw -1811373.791074 + Penalty 4653.566552 = -1806720.224522 nChanged 94 SP:Iteration 24Q (6368.520000 sec): 3 clusters Score: Raw -1811412.749145 + Penalty 4653.566552 = -1806759.182593 nChanged 96 SP:Iteration 25Q (6368.560000 sec): 3 clusters Score: Raw -1811456.038616 + Penalty 4653.566552 = -1806802.472064 nChanged 89 SP:Iteration 26Q (6368.610000 sec): 3 clusters Score: Raw -1811492.638623 + Penalty 4653.566552 = -1806839.072071 nChanged 90 SP:Iteration 27Q (6368.660000 sec): 3 clusters Score: Raw -1811523.380582 + Penalty 4653.566552 = -1806869.814030 nChanged 69 SP:Iteration 28Q (6368.700000 sec): 3 clusters Score: Raw -1811550.087869 + Penalty 4653.566552 = -1806896.521318 nChanged 66 SP:Iteration 29Q (6368.750000 sec): 3 clusters Score: Raw -1811574.980754 + Penalty 4653.566552 = -1806921.414202 nChanged 74 SP:Iteration 30Q (6368.800000 sec): 3 clusters Score: Raw -1811602.103427 + Penalty 4653.566552 = -1806948.536875 nChanged 72 SP:Iteration 31Q (6368.840000 sec): 3 clusters Score: Raw -1811628.541783 + Penalty 4653.566552 = -1806974.975231 nChanged 71 SP:Iteration 32Q (6368.890000 sec): 3 clusters Score: Raw -1811652.403755 + Penalty 4653.566552 = -1806998.837203 nChanged 76 SP:Iteration 33Q (6368.930000 sec): 3 clusters Score: Raw -1811675.115243 + Penalty 4653.566552 = -1807021.548692 nChanged 55 SP:Iteration 34Q (6368.980000 sec): 3 clusters Score: Raw -1811692.091137 + Penalty 4653.566552 = -1807038.524585 nChanged 54 SP:Iteration 35Q (6369.020000 sec): 3 clusters Score: Raw -1811707.787899 + Penalty 4653.566552 = -1807054.221347 nChanged 47 SP:Iteration 36Q (6369.060000 sec): 3 clusters Score: Raw -1811721.885802 + Penalty 4653.566552 = -1807068.319250 nChanged 45 SP:Iteration 37Q (6369.110000 sec): 3 clusters Score: Raw -1811734.607591 + Penalty 4653.566552 = -1807081.041039 nChanged 44 SP:Iteration 38Q (6369.150000 sec): 3 clusters Score: Raw -1811747.872146 + Penalty 4653.566552 = -1807094.305594 nChanged 43 SP:Iteration 39Q (6369.200000 sec): 3 clusters Score: Raw -1811762.693340 + Penalty 4653.566552 = -1807109.126788 nChanged 46 SP:Iteration 40F (6369.250000 sec): 3 clusters Score: Raw -1811779.225782 + Penalty 4653.566552 = -1807125.659230 nChanged 40 SP:Iteration 41Q (6369.290000 sec): 3 clusters Score: Raw -1811791.476456 + Penalty 4653.566552 = -1807137.909904 nChanged 34 SP:Iteration 42Q (6369.330000 sec): 3 clusters Score: Raw -1811801.760582 + Penalty 4653.566552 = -1807148.194030 nChanged 31 SP:Iteration 43Q (6369.380000 sec): 3 clusters Score: Raw -1811812.115012 + Penalty 4653.566552 = -1807158.548460 nChanged 38 SP:Iteration 44Q (6369.420000 sec): 3 clusters Score: Raw -1811825.522184 + Penalty 4653.566552 = -1807171.955632 nChanged 33 SP:Iteration 45Q (6369.460000 sec): 3 clusters Score: Raw -1811840.136258 + Penalty 4653.566552 = -1807186.569706 nChanged 33 SP:Iteration 46Q (6369.500000 sec): 3 clusters Score: Raw -1811853.902520 + Penalty 4653.566552 = -1807200.335968 nChanged 33 SP:Iteration 47Q (6369.550000 sec): 3 clusters Score: Raw -1811864.836099 + Penalty 4653.566552 = -1807211.269547 nChanged 22 SP:Iteration 48Q (6369.590000 sec): 3 clusters Score: Raw -1811871.229189 + Penalty 4653.566552 = -1807217.662637 nChanged 19 SP:Iteration 49Q (6369.630000 sec): 3 clusters Score: Raw -1811876.262367 + Penalty 4653.566552 = -1807222.695815 nChanged 11 SP:Iteration 50Q (6369.680000 sec): 3 clusters Score: Raw -1811878.594756 + Penalty 4653.566552 = -1807225.028204 nChanged 6 SP:Iteration 51Q (6369.720000 sec): 3 clusters Score: Raw -1811879.653513 + Penalty 4653.566552 = -1807226.086961 nChanged 3 SP:Iteration 52Q (6369.760000 sec): 3 clusters Score: Raw -1811880.314607 + Penalty 4653.566552 = -1807226.748055 nChanged 4 SP:Iteration 53Q (6369.800000 sec): 3 clusters Score: Raw -1811880.980107 + Penalty 4653.566552 = -1807227.413555 nChanged 7 SP:Iteration 54Q (6369.840000 sec): 3 clusters Score: Raw -1811882.169204 + Penalty 4653.566552 = -1807228.602652 nChanged 2 SP:Iteration 55Q (6369.880000 sec): 3 clusters Score: Raw -1811882.834810 + Penalty 4653.566552 = -1807229.268258 nChanged 2 SP:Iteration 56Q (6369.930000 sec): 3 clusters Score: Raw -1811882.998084 + Penalty 4653.566552 = -1807229.431532 nChanged 3 SP:Iteration 57Q (6369.970000 sec): 3 clusters Score: Raw -1811884.232771 + Penalty 4653.566552 = -1807230.666219 nChanged 3 SP:Iteration 58Q (6370.010000 sec): 3 clusters Score: Raw -1811885.651671 + Penalty 4653.566552 = -1807232.085119 nChanged 3 SP:Iteration 59Q (6370.050000 sec): 3 clusters Score: Raw -1811886.744352 + Penalty 4653.566552 = -1807233.177801 nChanged 11 SP:Iteration 60F (6370.100000 sec): 3 clusters Score: Raw -1811889.395816 + Penalty 4653.566552 = -1807235.829264 nChanged 7 SP:Iteration 61Q (6370.140000 sec): 3 clusters Score: Raw -1811890.790788 + Penalty 4653.566552 = -1807237.224236 nChanged 3 SP:Iteration 62Q (6370.180000 sec): 3 clusters Score: Raw -1811891.505235 + Penalty 4653.566552 = -1807237.938683 nChanged 3 SP:Iteration 63Q (6370.230000 sec): 3 clusters Score: Raw -1811891.990585 + Penalty 4653.566552 = -1807238.424033 nChanged 4 SP:Iteration 64Q (6370.270000 sec): 3 clusters Score: Raw -1811892.980935 + Penalty 4653.566552 = -1807239.414383 nChanged 3 SP:Iteration 65Q (6370.310000 sec): 3 clusters Score: Raw -1811893.771381 + Penalty 4653.566552 = -1807240.204829 nChanged 4 SP:Iteration 66Q (6370.360000 sec): 3 clusters Score: Raw -1811894.729539 + Penalty 4653.566552 = -1807241.162987 nChanged 4 SP:Iteration 67Q (6370.400000 sec): 3 clusters Score: Raw -1811895.829750 + Penalty 4653.566552 = -1807242.263198 nChanged 4 SP:Iteration 68Q (6370.440000 sec): 3 clusters Score: Raw -1811897.119330 + Penalty 4653.566552 = -1807243.552778 nChanged 6 SP:Iteration 69Q (6370.480000 sec): 3 clusters Score: Raw -1811898.630170 + Penalty 4653.566552 = -1807245.063618 nChanged 7 SP:Iteration 70Q (6370.520000 sec): 3 clusters Score: Raw -1811900.615053 + Penalty 4653.566552 = -1807247.048501 nChanged 11 SP:Iteration 71Q (6370.560000 sec): 3 clusters Score: Raw -1811903.014188 + Penalty 4653.566552 = -1807249.447636 nChanged 6 SP:Iteration 72Q (6370.610000 sec): 3 clusters Score: Raw -1811904.127083 + Penalty 4653.566552 = -1807250.560531 nChanged 5 SP:Iteration 73Q (6370.650000 sec): 3 clusters Score: Raw -1811905.214792 + Penalty 4653.566552 = -1807251.648240 nChanged 10 SP:Iteration 74Q (6370.690000 sec): 3 clusters Score: Raw -1811908.024144 + Penalty 4653.566552 = -1807254.457592 nChanged 12 SP:Iteration 75Q (6370.730000 sec): 3 clusters Score: Raw -1811911.694488 + Penalty 4653.566552 = -1807258.127936 nChanged 17 SP:Iteration 76Q (6370.780000 sec): 3 clusters Score: Raw -1811916.945978 + Penalty 4653.566552 = -1807263.379426 nChanged 18 SP:Iteration 77Q (6370.820000 sec): 3 clusters Score: Raw -1811922.173486 + Penalty 4653.566552 = -1807268.606934 nChanged 13 SP:Iteration 78Q (6370.860000 sec): 3 clusters Score: Raw -1811925.121654 + Penalty 4653.566552 = -1807271.555102 nChanged 10 SP:Iteration 79Q (6370.900000 sec): 3 clusters Score: Raw -1811927.988678 + Penalty 4653.566552 = -1807274.422126 nChanged 12 SP:Iteration 80F (6370.950000 sec): 3 clusters Score: Raw -1811931.034241 + Penalty 4653.566552 = -1807277.467689 nChanged 9 SP:Iteration 81Q (6370.990000 sec): 3 clusters Score: Raw -1811933.722025 + Penalty 4653.566552 = -1807280.155473 nChanged 13 SP:Iteration 82Q (6371.030000 sec): 3 clusters Score: Raw -1811938.005840 + Penalty 4653.566552 = -1807284.439288 nChanged 11 SP:Iteration 83Q (6371.070000 sec): 3 clusters Score: Raw -1811941.182384 + Penalty 4653.566552 = -1807287.615832 nChanged 10 SP:Iteration 84Q (6371.110000 sec): 3 clusters Score: Raw -1811943.671281 + Penalty 4653.566552 = -1807290.104729 nChanged 7 SP:Iteration 85Q (6371.150000 sec): 3 clusters Score: Raw -1811945.241678 + Penalty 4653.566552 = -1807291.675126 nChanged 4 SP:Iteration 86Q (6371.200000 sec): 3 clusters Score: Raw -1811946.001557 + Penalty 4653.566552 = -1807292.435005 nChanged 2 SP:Iteration 87Q (6371.240000 sec): 3 clusters Score: Raw -1811946.574868 + Penalty 4653.566552 = -1807293.008316 nChanged 2 SP:Iteration 88Q (6371.280000 sec): 3 clusters Score: Raw -1811947.217371 + Penalty 4653.566552 = -1807293.650819 nChanged 1 SP:Iteration 89Q (6371.320000 sec): 3 clusters Score: Raw -1811947.456522 + Penalty 4653.566552 = -1807293.889970 nChanged 1 SP:Iteration 90Q (6371.360000 sec): 3 clusters Score: Raw -1811947.568222 + Penalty 4653.566552 = -1807294.001670 nChanged 3 SP:Iteration 91Q (6371.400000 sec): 3 clusters Score: Raw -1811948.792774 + Penalty 4653.566552 = -1807295.226222 nChanged 4 SP:Iteration 92Q (6371.440000 sec): 3 clusters Score: Raw -1811949.454879 + Penalty 4653.566552 = -1807295.888327 nChanged 2 SP:Iteration 93Q (6371.480000 sec): 3 clusters Score: Raw -1811949.708593 + Penalty 4653.566552 = -1807296.142041 nChanged 1 SP:Iteration 94Q (6371.520000 sec): 3 clusters Score: Raw -1811949.812040 + Penalty 4653.566552 = -1807296.245488 nChanged 2 SP:Iteration 95Q (6371.560000 sec): 3 clusters Score: Raw -1811950.107958 + Penalty 4653.566552 = -1807296.541406 nChanged 0 SP:Iteration 96F (6371.610000 sec): 3 clusters Score: Raw -1811950.107958 + Penalty 4653.566552 = -1807296.541406 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (7520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6371.640000 sec): 2 clusters Score: Raw -1156769.561490 + Penalty 2213.479711 = -1154556.081779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6371.680000 sec): 3 clusters Score: Raw -1152847.452055 + Penalty 4426.959423 = -1148420.492632 nChanged 3036 SP:Iteration 1F (6371.710000 sec): 3 clusters Score: Raw -1154537.683699 + Penalty 4426.959423 = -1150110.724276 nChanged 584 SP:Iteration 2F (6371.740000 sec): 3 clusters Score: Raw -1154943.459096 + Penalty 4426.959423 = -1150516.499673 nChanged 457 SP:Iteration 3F (6371.770000 sec): 3 clusters Score: Raw -1155311.748289 + Penalty 4426.959423 = -1150884.788867 nChanged 406 SP:Iteration 4F (6371.800000 sec): 3 clusters Score: Raw -1155713.150499 + Penalty 4426.959423 = -1151286.191076 nChanged 447 SP:Iteration 5F (6371.840000 sec): 3 clusters Score: Raw -1156113.348928 + Penalty 4426.959423 = -1151686.389505 nChanged 440 SP:Iteration 6F (6371.870000 sec): 3 clusters Score: Raw -1156550.424757 + Penalty 4426.959423 = -1152123.465334 nChanged 495 SP:Iteration 7F (6371.900000 sec): 3 clusters Score: Raw -1157127.601499 + Penalty 4426.959423 = -1152700.642076 nChanged 533 SP:Iteration 8F (6371.930000 sec): 3 clusters Score: Raw -1157826.738265 + Penalty 4426.959423 = -1153399.778842 nChanged 516 SP:Iteration 9F (6371.960000 sec): 3 clusters Score: Raw -1158507.438052 + Penalty 4426.959423 = -1154080.478629 nChanged 410 SP:Iteration 10F (6372.000000 sec): 3 clusters Score: Raw -1158951.958291 + Penalty 4426.959423 = -1154524.998869 nChanged 272 SP:Iteration 11Q (6372.020000 sec): 3 clusters Score: Raw -1159188.061483 + Penalty 4426.959423 = -1154761.102060 nChanged 159 SP:Iteration 12Q (6372.050000 sec): 3 clusters Score: Raw -1159301.748306 + Penalty 4426.959423 = -1154874.788883 nChanged 105 SP:Iteration 13Q (6372.080000 sec): 3 clusters Score: Raw -1159367.290348 + Penalty 4426.959423 = -1154940.330925 nChanged 72 SP:Iteration 14Q (6372.110000 sec): 3 clusters Score: Raw -1159412.520733 + Penalty 4426.959423 = -1154985.561310 nChanged 70 SP:Iteration 15Q (6372.130000 sec): 3 clusters Score: Raw -1159461.379284 + Penalty 4426.959423 = -1155034.419861 nChanged 58 SP:Iteration 16Q (6372.160000 sec): 3 clusters Score: Raw -1159502.563492 + Penalty 4426.959423 = -1155075.604069 nChanged 65 SP:Iteration 17Q (6372.180000 sec): 3 clusters Score: Raw -1159556.294035 + Penalty 4426.959423 = -1155129.334612 nChanged 66 SP:Iteration 18Q (6372.210000 sec): 3 clusters Score: Raw -1159634.948968 + Penalty 4426.959423 = -1155207.989545 nChanged 75 SP:Iteration 19Q (6372.240000 sec): 3 clusters Score: Raw -1159720.373043 + Penalty 4426.959423 = -1155293.413621 nChanged 53 SP:Iteration 20F (6372.270000 sec): 3 clusters Score: Raw -1159754.732875 + Penalty 4426.959423 = -1155327.773452 nChanged 41 SP:Iteration 21Q (6372.300000 sec): 3 clusters Score: Raw -1159774.669255 + Penalty 4426.959423 = -1155347.709832 nChanged 33 SP:Iteration 22Q (6372.320000 sec): 3 clusters Score: Raw -1159787.690248 + Penalty 4426.959423 = -1155360.730825 nChanged 27 SP:Iteration 23Q (6372.350000 sec): 3 clusters Score: Raw -1159796.751956 + Penalty 4426.959423 = -1155369.792534 nChanged 19 SP:Iteration 24Q (6372.380000 sec): 3 clusters Score: Raw -1159803.182481 + Penalty 4426.959423 = -1155376.223058 nChanged 14 SP:Iteration 25Q (6372.400000 sec): 3 clusters Score: Raw -1159807.312384 + Penalty 4426.959423 = -1155380.352961 nChanged 9 SP:Iteration 26Q (6372.420000 sec): 3 clusters Score: Raw -1159809.810757 + Penalty 4426.959423 = -1155382.851334 nChanged 4 SP:Iteration 27Q (6372.450000 sec): 3 clusters Score: Raw -1159810.987656 + Penalty 4426.959423 = -1155384.028233 nChanged 2 SP:Iteration 28Q (6372.480000 sec): 3 clusters Score: Raw -1159811.928877 + Penalty 4426.959423 = -1155384.969455 nChanged 2 SP:Iteration 29Q (6372.500000 sec): 3 clusters Score: Raw -1159812.277863 + Penalty 4426.959423 = -1155385.318440 nChanged 1 SP:Iteration 30Q (6372.530000 sec): 3 clusters Score: Raw -1159812.369525 + Penalty 4426.959423 = -1155385.410102 nChanged 0 SP:Iteration 31F (6372.560000 sec): 3 clusters Score: Raw -1159812.369525 + Penalty 4426.959423 = -1155385.410102 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 4.86 GB. Trying to split cluster 15 (15119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6372.620000 sec): 2 clusters Score: Raw -2169527.612277 + Penalty 2386.679462 = -2167140.932814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6372.690000 sec): 3 clusters Score: Raw -2161156.979416 + Penalty 4773.358925 = -2156383.620491 nChanged 6615 SP:Iteration 1F (6372.760000 sec): 3 clusters Score: Raw -2165554.911958 + Penalty 4773.358925 = -2160781.553033 nChanged 1313 SP:Iteration 2F (6372.820000 sec): 3 clusters Score: Raw -2166740.228197 + Penalty 4773.358925 = -2161966.869272 nChanged 1320 SP:Iteration 3F (6372.890000 sec): 3 clusters Score: Raw -2168066.824937 + Penalty 4773.358925 = -2163293.466012 nChanged 1296 SP:Iteration 4F (6372.950000 sec): 3 clusters Score: Raw -2169503.396340 + Penalty 4773.358925 = -2164730.037415 nChanged 1214 SP:Iteration 5F (6373.020000 sec): 3 clusters Score: Raw -2170856.868822 + Penalty 4773.358925 = -2166083.509897 nChanged 1019 SP:Iteration 6F (6373.080000 sec): 3 clusters Score: Raw -2171900.716128 + Penalty 4773.358925 = -2167127.357203 nChanged 831 SP:Iteration 7F (6373.140000 sec): 3 clusters Score: Raw -2172649.799879 + Penalty 4773.358925 = -2167876.440954 nChanged 604 SP:Iteration 8Q (6373.200000 sec): 3 clusters Score: Raw -2173120.806366 + Penalty 4773.358925 = -2168347.447441 nChanged 434 SP:Iteration 9Q (6373.270000 sec): 3 clusters Score: Raw -2173421.095793 + Penalty 4773.358925 = -2168647.736868 nChanged 307 SP:Iteration 10Q (6373.330000 sec): 3 clusters Score: Raw -2173674.333551 + Penalty 4773.358925 = -2168900.974627 nChanged 270 SP:Iteration 11Q (6373.390000 sec): 3 clusters Score: Raw -2173853.178324 + Penalty 4773.358925 = -2169079.819399 nChanged 222 SP:Iteration 12Q (6373.450000 sec): 3 clusters Score: Raw -2173959.265183 + Penalty 4773.358925 = -2169185.906258 nChanged 173 SP:Iteration 13Q (6373.510000 sec): 3 clusters Score: Raw -2174016.452283 + Penalty 4773.358925 = -2169243.093358 nChanged 118 SP:Iteration 14Q (6373.570000 sec): 3 clusters Score: Raw -2174052.412813 + Penalty 4773.358925 = -2169279.053888 nChanged 117 SP:Iteration 15Q (6373.630000 sec): 3 clusters Score: Raw -2174082.907957 + Penalty 4773.358925 = -2169309.549032 nChanged 105 SP:Iteration 16Q (6373.690000 sec): 3 clusters Score: Raw -2174104.445520 + Penalty 4773.358925 = -2169331.086595 nChanged 92 SP:Iteration 17Q (6373.750000 sec): 3 clusters Score: Raw -2174125.376268 + Penalty 4773.358925 = -2169352.017343 nChanged 97 SP:Iteration 18Q (6373.810000 sec): 3 clusters Score: Raw -2174147.482682 + Penalty 4773.358925 = -2169374.123757 nChanged 100 SP:Iteration 19Q (6373.880000 sec): 3 clusters Score: Raw -2174168.784605 + Penalty 4773.358925 = -2169395.425680 nChanged 84 SP:Iteration 20F (6373.940000 sec): 3 clusters Score: Raw -2174284.538523 + Penalty 4773.358925 = -2169511.179598 nChanged 78 SP:Iteration 21Q (6374.000000 sec): 3 clusters Score: Raw -2174374.049320 + Penalty 4773.358925 = -2169600.690396 nChanged 134 SP:Iteration 22Q (6374.060000 sec): 3 clusters Score: Raw -2174415.410047 + Penalty 4773.358925 = -2169642.051122 nChanged 120 SP:Iteration 23Q (6374.120000 sec): 3 clusters Score: Raw -2174459.756106 + Penalty 4773.358925 = -2169686.397181 nChanged 108 SP:Iteration 24Q (6374.180000 sec): 3 clusters Score: Raw -2174502.063240 + Penalty 4773.358925 = -2169728.704315 nChanged 121 SP:Iteration 25Q (6374.240000 sec): 3 clusters Score: Raw -2174539.592414 + Penalty 4773.358925 = -2169766.233489 nChanged 118 SP:Iteration 26Q (6374.300000 sec): 3 clusters Score: Raw -2174576.854631 + Penalty 4773.358925 = -2169803.495706 nChanged 114 SP:Iteration 27Q (6374.350000 sec): 3 clusters Score: Raw -2174620.717266 + Penalty 4773.358925 = -2169847.358341 nChanged 130 SP:Iteration 28Q (6374.410000 sec): 3 clusters Score: Raw -2174671.232485 + Penalty 4773.358925 = -2169897.873560 nChanged 126 SP:Iteration 29Q (6374.470000 sec): 3 clusters Score: Raw -2174722.368907 + Penalty 4773.358925 = -2169949.009982 nChanged 138 SP:Iteration 30Q (6374.530000 sec): 3 clusters Score: Raw -2174773.621393 + Penalty 4773.358925 = -2170000.262468 nChanged 122 SP:Iteration 31Q (6374.590000 sec): 3 clusters Score: Raw -2174820.586459 + Penalty 4773.358925 = -2170047.227534 nChanged 109 SP:Iteration 32Q (6374.650000 sec): 3 clusters Score: Raw -2174863.478175 + Penalty 4773.358925 = -2170090.119250 nChanged 110 SP:Iteration 33Q (6374.700000 sec): 3 clusters Score: Raw -2174908.288263 + Penalty 4773.358925 = -2170134.929338 nChanged 104 SP:Iteration 34Q (6374.760000 sec): 3 clusters Score: Raw -2174952.756118 + Penalty 4773.358925 = -2170179.397193 nChanged 115 SP:Iteration 35Q (6374.810000 sec): 3 clusters Score: Raw -2175008.318340 + Penalty 4773.358925 = -2170234.959415 nChanged 115 SP:Iteration 36Q (6374.870000 sec): 3 clusters Score: Raw -2175059.030220 + Penalty 4773.358925 = -2170285.671295 nChanged 89 SP:Iteration 37Q (6374.930000 sec): 3 clusters Score: Raw -2175093.622863 + Penalty 4773.358925 = -2170320.263938 nChanged 60 SP:Iteration 38Q (6374.980000 sec): 3 clusters Score: Raw -2175117.672459 + Penalty 4773.358925 = -2170344.313534 nChanged 60 SP:Iteration 39Q (6375.030000 sec): 3 clusters Score: Raw -2175139.314293 + Penalty 4773.358925 = -2170365.955368 nChanged 48 SP:Iteration 40F (6375.100000 sec): 3 clusters Score: Raw -2175183.044787 + Penalty 4773.358925 = -2170409.685863 nChanged 36 SP:Iteration 41Q (6375.150000 sec): 3 clusters Score: Raw -2175200.768086 + Penalty 4773.358925 = -2170427.409161 nChanged 40 SP:Iteration 42Q (6375.200000 sec): 3 clusters Score: Raw -2175215.821827 + Penalty 4773.358925 = -2170442.462902 nChanged 36 SP:Iteration 43Q (6375.250000 sec): 3 clusters Score: Raw -2175228.358309 + Penalty 4773.358925 = -2170454.999384 nChanged 26 SP:Iteration 44Q (6375.310000 sec): 3 clusters Score: Raw -2175236.285596 + Penalty 4773.358925 = -2170462.926671 nChanged 16 SP:Iteration 45Q (6375.360000 sec): 3 clusters Score: Raw -2175242.032394 + Penalty 4773.358925 = -2170468.673469 nChanged 15 SP:Iteration 46Q (6375.410000 sec): 3 clusters Score: Raw -2175245.678332 + Penalty 4773.358925 = -2170472.319407 nChanged 10 SP:Iteration 47Q (6375.460000 sec): 3 clusters Score: Raw -2175248.540557 + Penalty 4773.358925 = -2170475.181632 nChanged 10 SP:Iteration 48Q (6375.510000 sec): 3 clusters Score: Raw -2175251.330890 + Penalty 4773.358925 = -2170477.971965 nChanged 7 SP:Iteration 49Q (6375.570000 sec): 3 clusters Score: Raw -2175253.153026 + Penalty 4773.358925 = -2170479.794101 nChanged 8 SP:Iteration 50Q (6375.620000 sec): 3 clusters Score: Raw -2175254.580714 + Penalty 4773.358925 = -2170481.221789 nChanged 6 SP:Iteration 51Q (6375.670000 sec): 3 clusters Score: Raw -2175257.052991 + Penalty 4773.358925 = -2170483.694066 nChanged 5 SP:Iteration 52Q (6375.720000 sec): 3 clusters Score: Raw -2175258.528923 + Penalty 4773.358925 = -2170485.169998 nChanged 2 SP:Iteration 53Q (6375.770000 sec): 3 clusters Score: Raw -2175258.860415 + Penalty 4773.358925 = -2170485.501490 nChanged 1 SP:Iteration 54Q (6375.820000 sec): 3 clusters Score: Raw -2175259.216937 + Penalty 4773.358925 = -2170485.858012 nChanged 1 SP:Iteration 55Q (6375.870000 sec): 3 clusters Score: Raw -2175259.632193 + Penalty 4773.358925 = -2170486.273268 nChanged 0 SP:Iteration 56F (6375.940000 sec): 3 clusters Score: Raw -2175259.632193 + Penalty 4773.358925 = -2170486.273268 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 4.86 GB. Trying to split cluster 16 (5567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.970000 sec): 2 clusters Score: Raw -808291.573402 + Penalty 2138.903674 = -806152.669728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6375.990000 sec): 3 clusters Score: Raw -805629.416676 + Penalty 4277.807348 = -801351.609328 nChanged 2212 SP:Iteration 1F (6376.020000 sec): 3 clusters Score: Raw -806974.864415 + Penalty 4277.807348 = -802697.057068 nChanged 462 SP:Iteration 2F (6376.040000 sec): 3 clusters Score: Raw -807296.544400 + Penalty 4277.807348 = -803018.737052 nChanged 320 SP:Iteration 3F (6376.070000 sec): 3 clusters Score: Raw -807536.798980 + Penalty 4277.807348 = -803258.991632 nChanged 297 SP:Iteration 4F (6376.090000 sec): 3 clusters Score: Raw -807761.801176 + Penalty 4277.807348 = -803483.993828 nChanged 269 SP:Iteration 5Q (6376.110000 sec): 3 clusters Score: Raw -807974.357281 + Penalty 4277.807348 = -803696.549933 nChanged 272 SP:Iteration 6Q (6376.140000 sec): 3 clusters Score: Raw -808183.751392 + Penalty 4277.807348 = -803905.944044 nChanged 241 SP:Iteration 7Q (6376.160000 sec): 3 clusters Score: Raw -808370.730043 + Penalty 4277.807348 = -804092.922695 nChanged 208 SP:Iteration 8Q (6376.190000 sec): 3 clusters Score: Raw -808548.250745 + Penalty 4277.807348 = -804270.443397 nChanged 180 SP:Iteration 9Q (6376.210000 sec): 3 clusters Score: Raw -808680.859377 + Penalty 4277.807348 = -804403.052030 nChanged 169 SP:Iteration 10Q (6376.230000 sec): 3 clusters Score: Raw -808800.574724 + Penalty 4277.807348 = -804522.767376 nChanged 148 SP:Iteration 11Q (6376.250000 sec): 3 clusters Score: Raw -808888.900216 + Penalty 4277.807348 = -804611.092869 nChanged 128 SP:Iteration 12Q (6376.280000 sec): 3 clusters Score: Raw -808969.863402 + Penalty 4277.807348 = -804692.056054 nChanged 112 SP:Iteration 13Q (6376.300000 sec): 3 clusters Score: Raw -809042.090061 + Penalty 4277.807348 = -804764.282713 nChanged 134 SP:Iteration 14Q (6376.320000 sec): 3 clusters Score: Raw -809126.940476 + Penalty 4277.807348 = -804849.133128 nChanged 122 SP:Iteration 15Q (6376.350000 sec): 3 clusters Score: Raw -809199.756277 + Penalty 4277.807348 = -804921.948929 nChanged 103 SP:Iteration 16Q (6376.370000 sec): 3 clusters Score: Raw -809270.119883 + Penalty 4277.807348 = -804992.312535 nChanged 97 SP:Iteration 17Q (6376.390000 sec): 3 clusters Score: Raw -809339.225659 + Penalty 4277.807348 = -805061.418311 nChanged 75 SP:Iteration 18Q (6376.410000 sec): 3 clusters Score: Raw -809395.072064 + Penalty 4277.807348 = -805117.264716 nChanged 71 SP:Iteration 19Q (6376.440000 sec): 3 clusters Score: Raw -809439.177468 + Penalty 4277.807348 = -805161.370121 nChanged 52 SP:Iteration 20F (6376.460000 sec): 3 clusters Score: Raw -809506.430455 + Penalty 4277.807348 = -805228.623107 nChanged 44 SP:Iteration 21Q (6376.480000 sec): 3 clusters Score: Raw -809547.977001 + Penalty 4277.807348 = -805270.169653 nChanged 40 SP:Iteration 22Q (6376.500000 sec): 3 clusters Score: Raw -809569.214392 + Penalty 4277.807348 = -805291.407045 nChanged 31 SP:Iteration 23Q (6376.520000 sec): 3 clusters Score: Raw -809583.024614 + Penalty 4277.807348 = -805305.217267 nChanged 23 SP:Iteration 24Q (6376.550000 sec): 3 clusters Score: Raw -809592.148717 + Penalty 4277.807348 = -805314.341370 nChanged 19 SP:Iteration 25Q (6376.570000 sec): 3 clusters Score: Raw -809600.847609 + Penalty 4277.807348 = -805323.040261 nChanged 14 SP:Iteration 26Q (6376.590000 sec): 3 clusters Score: Raw -809607.623574 + Penalty 4277.807348 = -805329.816226 nChanged 14 SP:Iteration 27Q (6376.610000 sec): 3 clusters Score: Raw -809614.324436 + Penalty 4277.807348 = -805336.517089 nChanged 16 SP:Iteration 28Q (6376.630000 sec): 3 clusters Score: Raw -809620.904815 + Penalty 4277.807348 = -805343.097468 nChanged 16 SP:Iteration 29Q (6376.650000 sec): 3 clusters Score: Raw -809627.764174 + Penalty 4277.807348 = -805349.956826 nChanged 22 SP:Iteration 30Q (6376.680000 sec): 3 clusters Score: Raw -809638.129327 + Penalty 4277.807348 = -805360.321979 nChanged 24 SP:Iteration 31Q (6376.700000 sec): 3 clusters Score: Raw -809649.655784 + Penalty 4277.807348 = -805371.848436 nChanged 10 SP:Iteration 32Q (6376.720000 sec): 3 clusters Score: Raw -809654.101665 + Penalty 4277.807348 = -805376.294318 nChanged 10 SP:Iteration 33Q (6376.740000 sec): 3 clusters Score: Raw -809657.687243 + Penalty 4277.807348 = -805379.879895 nChanged 6 SP:Iteration 34Q (6376.770000 sec): 3 clusters Score: Raw -809660.365976 + Penalty 4277.807348 = -805382.558628 nChanged 3 SP:Iteration 35Q (6376.790000 sec): 3 clusters Score: Raw -809661.438227 + Penalty 4277.807348 = -805383.630879 nChanged 0 SP:Iteration 36F (6376.810000 sec): 3 clusters Score: Raw -809661.438227 + Penalty 4277.807348 = -805383.630879 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (23189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6376.900000 sec): 2 clusters Score: Raw -3641641.956701 + Penalty 2492.755460 = -3639149.201241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6377.000000 sec): 3 clusters Score: Raw -3627971.730742 + Penalty 4985.510920 = -3622986.219822 nChanged 10334 SP:Iteration 1F (6377.100000 sec): 3 clusters Score: Raw -3633671.065762 + Penalty 4985.510920 = -3628685.554841 nChanged 1228 SP:Iteration 2F (6377.200000 sec): 3 clusters Score: Raw -3634218.922190 + Penalty 4985.510920 = -3629233.411269 nChanged 1174 SP:Iteration 3F (6377.300000 sec): 3 clusters Score: Raw -3634715.514998 + Penalty 4985.510920 = -3629730.004077 nChanged 1115 SP:Iteration 4Q (6377.400000 sec): 3 clusters Score: Raw -3635219.912942 + Penalty 4985.510920 = -3630234.402022 nChanged 1076 SP:Iteration 5Q (6377.500000 sec): 3 clusters Score: Raw -3635740.521537 + Penalty 4985.510920 = -3630755.010617 nChanged 1021 SP:Iteration 6Q (6377.600000 sec): 3 clusters Score: Raw -3636274.364310 + Penalty 4985.510920 = -3631288.853390 nChanged 1074 SP:Iteration 7Q (6377.700000 sec): 3 clusters Score: Raw -3636828.730728 + Penalty 4985.510920 = -3631843.219808 nChanged 1020 SP:Iteration 8Q (6377.800000 sec): 3 clusters Score: Raw -3637322.699014 + Penalty 4985.510920 = -3632337.188094 nChanged 899 SP:Iteration 9Q (6377.900000 sec): 3 clusters Score: Raw -3637736.660033 + Penalty 4985.510920 = -3632751.149113 nChanged 824 SP:Iteration 10Q (6378.000000 sec): 3 clusters Score: Raw -3638109.843039 + Penalty 4985.510920 = -3633124.332119 nChanged 785 SP:Iteration 11Q (6378.100000 sec): 3 clusters Score: Raw -3638453.760335 + Penalty 4985.510920 = -3633468.249415 nChanged 689 SP:Iteration 12Q (6378.200000 sec): 3 clusters Score: Raw -3638728.615279 + Penalty 4985.510920 = -3633743.104359 nChanged 609 SP:Iteration 13Q (6378.290000 sec): 3 clusters Score: Raw -3638958.597361 + Penalty 4985.510920 = -3633973.086441 nChanged 592 SP:Iteration 14Q (6378.390000 sec): 3 clusters Score: Raw -3639183.989631 + Penalty 4985.510920 = -3634198.478711 nChanged 614 SP:Iteration 15Q (6378.490000 sec): 3 clusters Score: Raw -3639432.728999 + Penalty 4985.510920 = -3634447.218079 nChanged 592 SP:Iteration 16Q (6378.580000 sec): 3 clusters Score: Raw -3639672.577277 + Penalty 4985.510920 = -3634687.066357 nChanged 623 SP:Iteration 17Q (6378.670000 sec): 3 clusters Score: Raw -3639937.928793 + Penalty 4985.510920 = -3634952.417873 nChanged 591 SP:Iteration 18Q (6378.770000 sec): 3 clusters Score: Raw -3640193.199870 + Penalty 4985.510920 = -3635207.688950 nChanged 585 SP:Iteration 19Q (6378.860000 sec): 3 clusters Score: Raw -3640458.536167 + Penalty 4985.510920 = -3635473.025247 nChanged 530 SP:Iteration 20F (6378.960000 sec): 3 clusters Score: Raw -3640703.239457 + Penalty 4985.510920 = -3635717.728536 nChanged 473 SP:Iteration 21Q (6379.050000 sec): 3 clusters Score: Raw -3640930.067060 + Penalty 4985.510920 = -3635944.556140 nChanged 413 SP:Iteration 22Q (6379.140000 sec): 3 clusters Score: Raw -3641141.987172 + Penalty 4985.510920 = -3636156.476251 nChanged 378 SP:Iteration 23Q (6379.230000 sec): 3 clusters Score: Raw -3641353.497226 + Penalty 4985.510920 = -3636367.986305 nChanged 305 SP:Iteration 24Q (6379.310000 sec): 3 clusters Score: Raw -3641516.688215 + Penalty 4985.510920 = -3636531.177295 nChanged 238 SP:Iteration 25Q (6379.400000 sec): 3 clusters Score: Raw -3641645.740624 + Penalty 4985.510920 = -3636660.229703 nChanged 191 SP:Iteration 26Q (6379.480000 sec): 3 clusters Score: Raw -3641759.913519 + Penalty 4985.510920 = -3636774.402599 nChanged 165 SP:Iteration 27Q (6379.560000 sec): 3 clusters Score: Raw -3641857.193684 + Penalty 4985.510920 = -3636871.682763 nChanged 124 SP:Iteration 28Q (6379.640000 sec): 3 clusters Score: Raw -3641921.578719 + Penalty 4985.510920 = -3636936.067799 nChanged 79 SP:Iteration 29Q (6379.710000 sec): 3 clusters Score: Raw -3641969.972384 + Penalty 4985.510920 = -3636984.461464 nChanged 67 SP:Iteration 30Q (6379.790000 sec): 3 clusters Score: Raw -3642004.509672 + Penalty 4985.510920 = -3637018.998752 nChanged 49 SP:Iteration 31Q (6379.870000 sec): 3 clusters Score: Raw -3642027.514896 + Penalty 4985.510920 = -3637042.003975 nChanged 28 SP:Iteration 32Q (6379.940000 sec): 3 clusters Score: Raw -3642041.921818 + Penalty 4985.510920 = -3637056.410897 nChanged 25 SP:Iteration 33Q (6380.020000 sec): 3 clusters Score: Raw -3642055.874122 + Penalty 4985.510920 = -3637070.363202 nChanged 24 SP:Iteration 34Q (6380.090000 sec): 3 clusters Score: Raw -3642071.025062 + Penalty 4985.510920 = -3637085.514142 nChanged 24 SP:Iteration 35Q (6380.170000 sec): 3 clusters Score: Raw -3642085.637767 + Penalty 4985.510920 = -3637100.126847 nChanged 21 SP:Iteration 36Q (6380.240000 sec): 3 clusters Score: Raw -3642099.440478 + Penalty 4985.510920 = -3637113.929558 nChanged 17 SP:Iteration 37Q (6380.320000 sec): 3 clusters Score: Raw -3642109.461147 + Penalty 4985.510920 = -3637123.950226 nChanged 12 SP:Iteration 38Q (6380.390000 sec): 3 clusters Score: Raw -3642115.155411 + Penalty 4985.510920 = -3637129.644490 nChanged 11 SP:Iteration 39Q (6380.470000 sec): 3 clusters Score: Raw -3642121.305999 + Penalty 4985.510920 = -3637135.795078 nChanged 12 SP:Iteration 40F (6380.570000 sec): 3 clusters Score: Raw -3642129.236323 + Penalty 4985.510920 = -3637143.725402 nChanged 8 SP:Iteration 41Q (6380.640000 sec): 3 clusters Score: Raw -3642134.623149 + Penalty 4985.510920 = -3637149.112229 nChanged 10 SP:Iteration 42Q (6380.720000 sec): 3 clusters Score: Raw -3642138.925448 + Penalty 4985.510920 = -3637153.414527 nChanged 6 SP:Iteration 43Q (6380.790000 sec): 3 clusters Score: Raw -3642141.623849 + Penalty 4985.510920 = -3637156.112928 nChanged 2 SP:Iteration 44Q (6380.860000 sec): 3 clusters Score: Raw -3642142.237918 + Penalty 4985.510920 = -3637156.726997 nChanged 0 SP:Iteration 45F (6380.960000 sec): 3 clusters Score: Raw -3642142.237918 + Penalty 4985.510920 = -3637156.726997 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (47318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6381.140000 sec): 2 clusters Score: Raw -7476124.702505 + Penalty 2669.632221 = -7473455.070284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6381.350000 sec): 3 clusters Score: Raw -7446901.742967 + Penalty 5339.264442 = -7441562.478525 nChanged 21686 SP:Iteration 1F (6381.560000 sec): 3 clusters Score: Raw -7458770.121644 + Penalty 5339.264442 = -7453430.857202 nChanged 1712 SP:Iteration 2Q (6381.770000 sec): 3 clusters Score: Raw -7459172.101928 + Penalty 5339.264442 = -7453832.837486 nChanged 1549 SP:Iteration 3Q (6381.980000 sec): 3 clusters Score: Raw -7459550.022037 + Penalty 5339.264442 = -7454210.757595 nChanged 1489 SP:Iteration 4Q (6382.190000 sec): 3 clusters Score: Raw -7459942.579797 + Penalty 5339.264442 = -7454603.315355 nChanged 1604 SP:Iteration 5Q (6382.400000 sec): 3 clusters Score: Raw -7460433.785950 + Penalty 5339.264442 = -7455094.521508 nChanged 1716 SP:Iteration 6Q (6382.610000 sec): 3 clusters Score: Raw -7461054.297333 + Penalty 5339.264442 = -7455715.032892 nChanged 2044 SP:Iteration 7Q (6382.820000 sec): 3 clusters Score: Raw -7461979.472032 + Penalty 5339.264442 = -7456640.207591 nChanged 2561 SP:Iteration 8F (6383.020000 sec): 3 clusters Score: Raw -7463397.446990 + Penalty 5339.264442 = -7458058.182548 nChanged 3127 SP:Iteration 9F (6383.230000 sec): 3 clusters Score: Raw -7465593.689880 + Penalty 5339.264442 = -7460254.425438 nChanged 3601 SP:Iteration 10F (6383.440000 sec): 3 clusters Score: Raw -7468697.507897 + Penalty 5339.264442 = -7463358.243455 nChanged 3510 SP:Iteration 11F (6383.640000 sec): 3 clusters Score: Raw -7472031.032390 + Penalty 5339.264442 = -7466691.767948 nChanged 2453 SP:Iteration 12F (6383.850000 sec): 3 clusters Score: Raw -7474403.525805 + Penalty 5339.264442 = -7469064.261363 nChanged 1242 SP:Iteration 13Q (6384.030000 sec): 3 clusters Score: Raw -7475567.772527 + Penalty 5339.264442 = -7470228.508086 nChanged 488 SP:Iteration 14Q (6384.190000 sec): 3 clusters Score: Raw -7476049.479865 + Penalty 5339.264442 = -7470710.215423 nChanged 185 SP:Iteration 15Q (6384.340000 sec): 3 clusters Score: Raw -7476247.429437 + Penalty 5339.264442 = -7470908.164996 nChanged 66 SP:Iteration 16Q (6384.490000 sec): 3 clusters Score: Raw -7476324.376944 + Penalty 5339.264442 = -7470985.112502 nChanged 37 SP:Iteration 17Q (6384.640000 sec): 3 clusters Score: Raw -7476360.447017 + Penalty 5339.264442 = -7471021.182575 nChanged 19 SP:Iteration 18Q (6384.780000 sec): 3 clusters Score: Raw -7476378.308840 + Penalty 5339.264442 = -7471039.044399 nChanged 12 SP:Iteration 19Q (6384.930000 sec): 3 clusters Score: Raw -7476390.897691 + Penalty 5339.264442 = -7471051.633250 nChanged 6 SP:Iteration 20F (6385.130000 sec): 3 clusters Score: Raw -7476398.765842 + Penalty 5339.264442 = -7471059.501400 nChanged 6 SP:Iteration 21Q (6385.280000 sec): 3 clusters Score: Raw -7476404.258821 + Penalty 5339.264442 = -7471064.994380 nChanged 3 SP:Iteration 22Q (6385.420000 sec): 3 clusters Score: Raw -7476407.016406 + Penalty 5339.264442 = -7471067.751965 nChanged 1 SP:Iteration 23Q (6385.560000 sec): 3 clusters Score: Raw -7476408.168757 + Penalty 5339.264442 = -7471068.904315 nChanged 1 SP:Iteration 24Q (6385.700000 sec): 3 clusters Score: Raw -7476408.713092 + Penalty 5339.264442 = -7471069.448651 nChanged 1 SP:Iteration 25Q (6385.850000 sec): 3 clusters Score: Raw -7476409.664462 + Penalty 5339.264442 = -7471070.400020 nChanged 0 SP:Iteration 26F (6386.060000 sec): 3 clusters Score: Raw -7476409.664462 + Penalty 5339.264442 = -7471070.400020 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6386.080000 sec): 2 clusters Score: Raw -527294.269225 + Penalty 2018.508872 = -525275.760353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6386.100000 sec): 3 clusters Score: Raw -525814.345753 + Penalty 4037.017745 = -521777.328008 nChanged 1215 SP:Iteration 1F (6386.120000 sec): 3 clusters Score: Raw -526652.088121 + Penalty 4037.017745 = -522615.070376 nChanged 333 SP:Iteration 2F (6386.130000 sec): 3 clusters Score: Raw -526991.568457 + Penalty 4037.017745 = -522954.550713 nChanged 263 SP:Iteration 3F (6386.140000 sec): 3 clusters Score: Raw -527288.253218 + Penalty 4037.017745 = -523251.235473 nChanged 218 SP:Iteration 4F (6386.160000 sec): 3 clusters Score: Raw -527521.868086 + Penalty 4037.017745 = -523484.850342 nChanged 175 SP:Iteration 5F (6386.180000 sec): 3 clusters Score: Raw -527702.083105 + Penalty 4037.017745 = -523665.065360 nChanged 142 SP:Iteration 6Q (6386.190000 sec): 3 clusters Score: Raw -527845.333958 + Penalty 4037.017745 = -523808.316214 nChanged 99 SP:Iteration 7Q (6386.200000 sec): 3 clusters Score: Raw -527928.186692 + Penalty 4037.017745 = -523891.168948 nChanged 75 SP:Iteration 8Q (6386.220000 sec): 3 clusters Score: Raw -527989.750349 + Penalty 4037.017745 = -523952.732604 nChanged 53 SP:Iteration 9Q (6386.230000 sec): 3 clusters Score: Raw -528033.885979 + Penalty 4037.017745 = -523996.868235 nChanged 46 SP:Iteration 10Q (6386.240000 sec): 3 clusters Score: Raw -528065.133353 + Penalty 4037.017745 = -524028.115609 nChanged 26 SP:Iteration 11Q (6386.260000 sec): 3 clusters Score: Raw -528082.316395 + Penalty 4037.017745 = -524045.298651 nChanged 21 SP:Iteration 12Q (6386.270000 sec): 3 clusters Score: Raw -528097.245845 + Penalty 4037.017745 = -524060.228101 nChanged 23 SP:Iteration 13Q (6386.290000 sec): 3 clusters Score: Raw -528113.073700 + Penalty 4037.017745 = -524076.055955 nChanged 14 SP:Iteration 14Q (6386.300000 sec): 3 clusters Score: Raw -528122.938202 + Penalty 4037.017745 = -524085.920457 nChanged 9 SP:Iteration 15Q (6386.320000 sec): 3 clusters Score: Raw -528131.082444 + Penalty 4037.017745 = -524094.064700 nChanged 8 SP:Iteration 16Q (6386.330000 sec): 3 clusters Score: Raw -528135.530027 + Penalty 4037.017745 = -524098.512282 nChanged 6 SP:Iteration 17Q (6386.340000 sec): 3 clusters Score: Raw -528140.471974 + Penalty 4037.017745 = -524103.454229 nChanged 7 SP:Iteration 18Q (6386.360000 sec): 3 clusters Score: Raw -528146.517279 + Penalty 4037.017745 = -524109.499534 nChanged 8 SP:Iteration 19Q (6386.370000 sec): 3 clusters Score: Raw -528150.615062 + Penalty 4037.017745 = -524113.597317 nChanged 5 SP:Iteration 20F (6386.380000 sec): 3 clusters Score: Raw -528154.367668 + Penalty 4037.017745 = -524117.349924 nChanged 3 SP:Iteration 21Q (6386.400000 sec): 3 clusters Score: Raw -528155.615775 + Penalty 4037.017745 = -524118.598031 nChanged 1 SP:Iteration 22Q (6386.410000 sec): 3 clusters Score: Raw -528155.882725 + Penalty 4037.017745 = -524118.864980 nChanged 2 SP:Iteration 23Q (6386.420000 sec): 3 clusters Score: Raw -528157.514804 + Penalty 4037.017745 = -524120.497059 nChanged 3 SP:Iteration 24Q (6386.440000 sec): 3 clusters Score: Raw -528158.744915 + Penalty 4037.017745 = -524121.727170 nChanged 0 SP:Iteration 25F (6386.450000 sec): 3 clusters Score: Raw -528158.744915 + Penalty 4037.017745 = -524121.727170 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (142891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6386.990000 sec): 2 clusters Score: Raw -21940310.813225 + Penalty 2943.719670 = -21937367.093555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6387.630000 sec): 3 clusters Score: Raw -21847888.879977 + Penalty 5887.439341 = -21842001.440637 nChanged 68056 SP:Iteration 1F (6388.250000 sec): 3 clusters Score: Raw -21887229.672285 + Penalty 5887.439341 = -21881342.232944 nChanged 5025 SP:Iteration 2Q (6388.880000 sec): 3 clusters Score: Raw -21888712.847756 + Penalty 5887.439341 = -21882825.408416 nChanged 6209 SP:Iteration 3Q (6389.520000 sec): 3 clusters Score: Raw -21891112.822820 + Penalty 5887.439341 = -21885225.383479 nChanged 7619 SP:Iteration 4F (6390.150000 sec): 3 clusters Score: Raw -21894877.311056 + Penalty 5887.439341 = -21888989.871715 nChanged 9212 SP:Iteration 5F (6390.770000 sec): 3 clusters Score: Raw -21900290.189920 + Penalty 5887.439341 = -21894402.750579 nChanged 10044 SP:Iteration 6F (6391.400000 sec): 3 clusters Score: Raw -21906555.152600 + Penalty 5887.439341 = -21900667.713259 nChanged 9574 SP:Iteration 7F (6392.040000 sec): 3 clusters Score: Raw -21912704.364866 + Penalty 5887.439341 = -21906816.925525 nChanged 8365 SP:Iteration 8F (6392.660000 sec): 3 clusters Score: Raw -21918424.207721 + Penalty 5887.439341 = -21912536.768380 nChanged 6789 SP:Iteration 9Q (6393.290000 sec): 3 clusters Score: Raw -21923810.679875 + Penalty 5887.439341 = -21917923.240534 nChanged 5335 SP:Iteration 10Q (6393.920000 sec): 3 clusters Score: Raw -21928780.240493 + Penalty 5887.439341 = -21922892.801152 nChanged 4309 SP:Iteration 11Q (6394.520000 sec): 3 clusters Score: Raw -21932419.563565 + Penalty 5887.439341 = -21926532.124224 nChanged 3369 SP:Iteration 12Q (6395.080000 sec): 3 clusters Score: Raw -21934424.751219 + Penalty 5887.439341 = -21928537.311879 nChanged 2305 SP:Iteration 13Q (6395.620000 sec): 3 clusters Score: Raw -21935321.448471 + Penalty 5887.439341 = -21929434.009130 nChanged 1497 SP:Iteration 14Q (6396.160000 sec): 3 clusters Score: Raw -21935806.443943 + Penalty 5887.439341 = -21929919.004603 nChanged 1117 SP:Iteration 15Q (6396.690000 sec): 3 clusters Score: Raw -21936147.124601 + Penalty 5887.439341 = -21930259.685260 nChanged 964 SP:Iteration 16Q (6397.200000 sec): 3 clusters Score: Raw -21936467.981338 + Penalty 5887.439341 = -21930580.541997 nChanged 965 SP:Iteration 17Q (6397.720000 sec): 3 clusters Score: Raw -21936791.545072 + Penalty 5887.439341 = -21930904.105731 nChanged 894 SP:Iteration 18Q (6398.240000 sec): 3 clusters Score: Raw -21937120.195065 + Penalty 5887.439341 = -21931232.755724 nChanged 894 SP:Iteration 19Q (6398.740000 sec): 3 clusters Score: Raw -21937444.210116 + Penalty 5887.439341 = -21931556.770775 nChanged 875 SP:Iteration 20F (6399.370000 sec): 3 clusters Score: Raw -21937755.546504 + Penalty 5887.439341 = -21931868.107163 nChanged 848 SP:Iteration 21Q (6399.880000 sec): 3 clusters Score: Raw -21938042.291531 + Penalty 5887.439341 = -21932154.852190 nChanged 780 SP:Iteration 22Q (6400.390000 sec): 3 clusters Score: Raw -21938287.766854 + Penalty 5887.439341 = -21932400.327513 nChanged 753 SP:Iteration 23Q (6400.890000 sec): 3 clusters Score: Raw -21938496.720641 + Penalty 5887.439341 = -21932609.281300 nChanged 678 SP:Iteration 24Q (6401.390000 sec): 3 clusters Score: Raw -21938679.832852 + Penalty 5887.439341 = -21932792.393511 nChanged 634 SP:Iteration 25Q (6401.880000 sec): 3 clusters Score: Raw -21938835.086760 + Penalty 5887.439341 = -21932947.647420 nChanged 594 SP:Iteration 26Q (6402.370000 sec): 3 clusters Score: Raw -21938959.842538 + Penalty 5887.439341 = -21933072.403197 nChanged 517 SP:Iteration 27Q (6402.860000 sec): 3 clusters Score: Raw -21939068.438814 + Penalty 5887.439341 = -21933180.999474 nChanged 501 SP:Iteration 28Q (6403.350000 sec): 3 clusters Score: Raw -21939165.763342 + Penalty 5887.439341 = -21933278.324002 nChanged 487 SP:Iteration 29Q (6403.840000 sec): 3 clusters Score: Raw -21939263.311775 + Penalty 5887.439341 = -21933375.872434 nChanged 454 SP:Iteration 30Q (6404.320000 sec): 3 clusters Score: Raw -21939351.383859 + Penalty 5887.439341 = -21933463.944519 nChanged 409 SP:Iteration 31Q (6404.800000 sec): 3 clusters Score: Raw -21939428.200029 + Penalty 5887.439341 = -21933540.760689 nChanged 392 SP:Iteration 32Q (6405.280000 sec): 3 clusters Score: Raw -21939497.800517 + Penalty 5887.439341 = -21933610.361176 nChanged 367 SP:Iteration 33Q (6405.760000 sec): 3 clusters Score: Raw -21939564.640823 + Penalty 5887.439341 = -21933677.201482 nChanged 386 SP:Iteration 34Q (6406.240000 sec): 3 clusters Score: Raw -21939640.121779 + Penalty 5887.439341 = -21933752.682438 nChanged 352 SP:Iteration 35Q (6406.720000 sec): 3 clusters Score: Raw -21939709.666027 + Penalty 5887.439341 = -21933822.226686 nChanged 343 SP:Iteration 36Q (6407.190000 sec): 3 clusters Score: Raw -21939772.168673 + Penalty 5887.439341 = -21933884.729332 nChanged 326 SP:Iteration 37Q (6407.670000 sec): 3 clusters Score: Raw -21939833.466610 + Penalty 5887.439341 = -21933946.027269 nChanged 277 SP:Iteration 38Q (6408.130000 sec): 3 clusters Score: Raw -21939884.397075 + Penalty 5887.439341 = -21933996.957734 nChanged 277 SP:Iteration 39Q (6408.610000 sec): 3 clusters Score: Raw -21939934.950602 + Penalty 5887.439341 = -21934047.511261 nChanged 264 SP:Iteration 40F (6409.230000 sec): 3 clusters Score: Raw -21939982.558104 + Penalty 5887.439341 = -21934095.118764 nChanged 243 SP:Iteration 41Q (6409.700000 sec): 3 clusters Score: Raw -21940025.461072 + Penalty 5887.439341 = -21934138.021731 nChanged 257 SP:Iteration 42Q (6410.170000 sec): 3 clusters Score: Raw -21940074.508934 + Penalty 5887.439341 = -21934187.069593 nChanged 246 SP:Iteration 43Q (6410.630000 sec): 3 clusters Score: Raw -21940122.011204 + Penalty 5887.439341 = -21934234.571863 nChanged 246 SP:Iteration 44Q (6411.100000 sec): 3 clusters Score: Raw -21940168.169238 + Penalty 5887.439341 = -21934280.729897 nChanged 192 SP:Iteration 45Q (6411.560000 sec): 3 clusters Score: Raw -21940200.605398 + Penalty 5887.439341 = -21934313.166057 nChanged 178 SP:Iteration 46Q (6412.020000 sec): 3 clusters Score: Raw -21940225.440772 + Penalty 5887.439341 = -21934338.001431 nChanged 147 SP:Iteration 47Q (6412.490000 sec): 3 clusters Score: Raw -21940245.088171 + Penalty 5887.439341 = -21934357.648830 nChanged 151 SP:Iteration 48Q (6412.940000 sec): 3 clusters Score: Raw -21940270.544288 + Penalty 5887.439341 = -21934383.104947 nChanged 144 SP:Iteration 49Q (6413.410000 sec): 3 clusters Score: Raw -21940295.379534 + Penalty 5887.439341 = -21934407.940193 nChanged 133 SP:Iteration 50Q (6413.870000 sec): 3 clusters Score: Raw -21940318.659153 + Penalty 5887.439341 = -21934431.219812 nChanged 132 SP:Iteration 51Q (6414.330000 sec): 3 clusters Score: Raw -21940340.789465 + Penalty 5887.439341 = -21934453.350124 nChanged 116 SP:Iteration 52Q (6414.790000 sec): 3 clusters Score: Raw -21940362.934246 + Penalty 5887.439341 = -21934475.494905 nChanged 125 SP:Iteration 53Q (6415.250000 sec): 3 clusters Score: Raw -21940387.056164 + Penalty 5887.439341 = -21934499.616823 nChanged 122 SP:Iteration 54Q (6415.700000 sec): 3 clusters Score: Raw -21940407.625745 + Penalty 5887.439341 = -21934520.186404 nChanged 117 SP:Iteration 55Q (6416.160000 sec): 3 clusters Score: Raw -21940427.820870 + Penalty 5887.439341 = -21934540.381529 nChanged 114 SP:Iteration 56Q (6416.620000 sec): 3 clusters Score: Raw -21940446.310144 + Penalty 5887.439341 = -21934558.870803 nChanged 102 SP:Iteration 57Q (6417.070000 sec): 3 clusters Score: Raw -21940465.157023 + Penalty 5887.439341 = -21934577.717682 nChanged 107 SP:Iteration 58Q (6417.520000 sec): 3 clusters Score: Raw -21940485.685376 + Penalty 5887.439341 = -21934598.246035 nChanged 100 SP:Iteration 59Q (6417.970000 sec): 3 clusters Score: Raw -21940503.222845 + Penalty 5887.439341 = -21934615.783504 nChanged 96 SP:Iteration 60F (6418.590000 sec): 3 clusters Score: Raw -21940518.632967 + Penalty 5887.439341 = -21934631.193626 nChanged 84 SP:Iteration 61Q (6419.050000 sec): 3 clusters Score: Raw -21940531.921312 + Penalty 5887.439341 = -21934644.481971 nChanged 87 SP:Iteration 62Q (6419.490000 sec): 3 clusters Score: Raw -21940545.870395 + Penalty 5887.439341 = -21934658.431054 nChanged 71 SP:Iteration 63Q (6419.940000 sec): 3 clusters Score: Raw -21940557.932170 + Penalty 5887.439341 = -21934670.492829 nChanged 74 SP:Iteration 64Q (6420.390000 sec): 3 clusters Score: Raw -21940572.696301 + Penalty 5887.439341 = -21934685.256960 nChanged 91 SP:Iteration 65Q (6420.840000 sec): 3 clusters Score: Raw -21940589.176213 + Penalty 5887.439341 = -21934701.736872 nChanged 77 SP:Iteration 66Q (6421.290000 sec): 3 clusters Score: Raw -21940602.829647 + Penalty 5887.439341 = -21934715.390306 nChanged 76 SP:Iteration 67Q (6421.730000 sec): 3 clusters Score: Raw -21940616.468568 + Penalty 5887.439341 = -21934729.029228 nChanged 66 SP:Iteration 68Q (6422.180000 sec): 3 clusters Score: Raw -21940629.300516 + Penalty 5887.439341 = -21934741.861175 nChanged 63 SP:Iteration 69Q (6422.630000 sec): 3 clusters Score: Raw -21940639.503216 + Penalty 5887.439341 = -21934752.063875 nChanged 52 SP:Iteration 70Q (6423.070000 sec): 3 clusters Score: Raw -21940647.566567 + Penalty 5887.439341 = -21934760.127226 nChanged 51 SP:Iteration 71Q (6423.520000 sec): 3 clusters Score: Raw -21940655.601565 + Penalty 5887.439341 = -21934768.162224 nChanged 38 SP:Iteration 72Q (6423.960000 sec): 3 clusters Score: Raw -21940660.995745 + Penalty 5887.439341 = -21934773.556404 nChanged 32 SP:Iteration 73Q (6424.410000 sec): 3 clusters Score: Raw -21940664.967518 + Penalty 5887.439341 = -21934777.528177 nChanged 32 SP:Iteration 74Q (6424.850000 sec): 3 clusters Score: Raw -21940669.875659 + Penalty 5887.439341 = -21934782.436318 nChanged 30 SP:Iteration 75Q (6425.290000 sec): 3 clusters Score: Raw -21940674.085643 + Penalty 5887.439341 = -21934786.646303 nChanged 21 SP:Iteration 76Q (6425.740000 sec): 3 clusters Score: Raw -21940677.291950 + Penalty 5887.439341 = -21934789.852609 nChanged 20 SP:Iteration 77Q (6426.190000 sec): 3 clusters Score: Raw -21940680.200831 + Penalty 5887.439341 = -21934792.761491 nChanged 20 SP:Iteration 78Q (6426.630000 sec): 3 clusters Score: Raw -21940683.023600 + Penalty 5887.439341 = -21934795.584260 nChanged 19 SP:Iteration 79Q (6427.070000 sec): 3 clusters Score: Raw -21940685.488074 + Penalty 5887.439341 = -21934798.048733 nChanged 15 SP:Iteration 80F (6427.690000 sec): 3 clusters Score: Raw -21940687.610287 + Penalty 5887.439341 = -21934800.170946 nChanged 22 SP:Iteration 81Q (6428.140000 sec): 3 clusters Score: Raw -21940691.016757 + Penalty 5887.439341 = -21934803.577416 nChanged 21 SP:Iteration 82Q (6428.590000 sec): 3 clusters Score: Raw -21940694.169042 + Penalty 5887.439341 = -21934806.729701 nChanged 16 SP:Iteration 83Q (6429.030000 sec): 3 clusters Score: Raw -21940696.195652 + Penalty 5887.439341 = -21934808.756311 nChanged 13 SP:Iteration 84Q (6429.470000 sec): 3 clusters Score: Raw -21940697.963219 + Penalty 5887.439341 = -21934810.523878 nChanged 14 SP:Iteration 85Q (6429.910000 sec): 3 clusters Score: Raw -21940699.562651 + Penalty 5887.439341 = -21934812.123310 nChanged 12 SP:Iteration 86Q (6430.360000 sec): 3 clusters Score: Raw -21940700.935911 + Penalty 5887.439341 = -21934813.496571 nChanged 15 SP:Iteration 87Q (6430.800000 sec): 3 clusters Score: Raw -21940702.812715 + Penalty 5887.439341 = -21934815.373374 nChanged 17 SP:Iteration 88Q (6431.250000 sec): 3 clusters Score: Raw -21940705.853070 + Penalty 5887.439341 = -21934818.413729 nChanged 28 SP:Iteration 89Q (6431.690000 sec): 3 clusters Score: Raw -21940711.141257 + Penalty 5887.439341 = -21934823.701916 nChanged 30 SP:Iteration 90Q (6432.130000 sec): 3 clusters Score: Raw -21940716.950796 + Penalty 5887.439341 = -21934829.511455 nChanged 39 SP:Iteration 91Q (6432.580000 sec): 3 clusters Score: Raw -21940722.646603 + Penalty 5887.439341 = -21934835.207262 nChanged 29 SP:Iteration 92Q (6433.030000 sec): 3 clusters Score: Raw -21940727.152230 + Penalty 5887.439341 = -21934839.712889 nChanged 26 SP:Iteration 93Q (6433.490000 sec): 3 clusters Score: Raw -21940732.494401 + Penalty 5887.439341 = -21934845.055060 nChanged 30 SP:Iteration 94Q (6433.930000 sec): 3 clusters Score: Raw -21940737.602306 + Penalty 5887.439341 = -21934850.162965 nChanged 26 SP:Iteration 95Q (6434.370000 sec): 3 clusters Score: Raw -21940741.501289 + Penalty 5887.439341 = -21934854.061948 nChanged 25 SP:Iteration 96Q (6434.820000 sec): 3 clusters Score: Raw -21940744.830582 + Penalty 5887.439341 = -21934857.391241 nChanged 20 SP:Iteration 97Q (6435.270000 sec): 3 clusters Score: Raw -21940747.789699 + Penalty 5887.439341 = -21934860.350358 nChanged 26 SP:Iteration 98Q (6435.710000 sec): 3 clusters Score: Raw -21940751.531021 + Penalty 5887.439341 = -21934864.091680 nChanged 22 SP:Iteration 99Q (6436.150000 sec): 3 clusters Score: Raw -21940754.775539 + Penalty 5887.439341 = -21934867.336199 nChanged 23 SP:Iteration 100F (6436.770000 sec): 3 clusters Score: Raw -21940758.354309 + Penalty 5887.439341 = -21934870.914968 nChanged 21 SP:Iteration 101Q (6437.210000 sec): 3 clusters Score: Raw -21940761.876353 + Penalty 5887.439341 = -21934874.437012 nChanged 19 SP:Iteration 102Q (6437.660000 sec): 3 clusters Score: Raw -21940765.432281 + Penalty 5887.439341 = -21934877.992940 nChanged 23 SP:Iteration 103Q (6438.100000 sec): 3 clusters Score: Raw -21940769.492743 + Penalty 5887.439341 = -21934882.053402 nChanged 17 SP:Iteration 104Q (6438.540000 sec): 3 clusters Score: Raw -21940772.109715 + Penalty 5887.439341 = -21934884.670374 nChanged 16 SP:Iteration 105Q (6438.980000 sec): 3 clusters Score: Raw -21940775.194724 + Penalty 5887.439341 = -21934887.755383 nChanged 17 SP:Iteration 106Q (6439.420000 sec): 3 clusters Score: Raw -21940777.461459 + Penalty 5887.439341 = -21934890.022118 nChanged 12 SP:Iteration 107Q (6439.870000 sec): 3 clusters Score: Raw -21940780.014385 + Penalty 5887.439341 = -21934892.575045 nChanged 20 SP:Iteration 108Q (6440.310000 sec): 3 clusters Score: Raw -21940783.909262 + Penalty 5887.439341 = -21934896.469921 nChanged 19 SP:Iteration 109Q (6440.750000 sec): 3 clusters Score: Raw -21940787.701485 + Penalty 5887.439341 = -21934900.262145 nChanged 19 SP:Iteration 110Q (6441.190000 sec): 3 clusters Score: Raw -21940790.602619 + Penalty 5887.439341 = -21934903.163278 nChanged 11 SP:Iteration 111Q (6441.630000 sec): 3 clusters Score: Raw -21940792.414216 + Penalty 5887.439341 = -21934904.974876 nChanged 13 SP:Iteration 112Q (6442.070000 sec): 3 clusters Score: Raw -21940794.975613 + Penalty 5887.439341 = -21934907.536272 nChanged 13 SP:Iteration 113Q (6442.510000 sec): 3 clusters Score: Raw -21940797.368116 + Penalty 5887.439341 = -21934909.928775 nChanged 15 SP:Iteration 114Q (6442.950000 sec): 3 clusters Score: Raw -21940799.984564 + Penalty 5887.439341 = -21934912.545223 nChanged 13 SP:Iteration 115Q (6443.390000 sec): 3 clusters Score: Raw -21940802.309582 + Penalty 5887.439341 = -21934914.870241 nChanged 9 SP:Iteration 116Q (6443.830000 sec): 3 clusters Score: Raw -21940803.636744 + Penalty 5887.439341 = -21934916.197404 nChanged 7 SP:Iteration 117Q (6444.270000 sec): 3 clusters Score: Raw -21940804.867368 + Penalty 5887.439341 = -21934917.428027 nChanged 11 SP:Iteration 118Q (6444.710000 sec): 3 clusters Score: Raw -21940807.416376 + Penalty 5887.439341 = -21934919.977035 nChanged 12 SP:Iteration 119Q (6445.150000 sec): 3 clusters Score: Raw -21940809.799525 + Penalty 5887.439341 = -21934922.360184 nChanged 11 SP:Iteration 120F (6445.760000 sec): 3 clusters Score: Raw -21940811.725770 + Penalty 5887.439341 = -21934924.286429 nChanged 10 SP:Iteration 121Q (6446.200000 sec): 3 clusters Score: Raw -21940813.249429 + Penalty 5887.439341 = -21934925.810088 nChanged 6 SP:Iteration 122Q (6446.650000 sec): 3 clusters Score: Raw -21940814.149856 + Penalty 5887.439341 = -21934926.710516 nChanged 4 SP:Iteration 123Q (6447.090000 sec): 3 clusters Score: Raw -21940814.597940 + Penalty 5887.439341 = -21934927.158599 nChanged 2 SP:Iteration 124Q (6447.530000 sec): 3 clusters Score: Raw -21940814.866695 + Penalty 5887.439341 = -21934927.427354 nChanged 1 SP:Iteration 125Q (6447.970000 sec): 3 clusters Score: Raw -21940815.011071 + Penalty 5887.439341 = -21934927.571730 nChanged 1 SP:Iteration 126Q (6448.410000 sec): 3 clusters Score: Raw -21940815.060384 + Penalty 5887.439341 = -21934927.621043 nChanged 0 SP:Iteration 127F (6449.020000 sec): 3 clusters Score: Raw -21940815.060384 + Penalty 5887.439341 = -21934927.621043 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (1069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.080000 sec): 2 clusters Score: Raw -155186.790798 + Penalty 1729.670770 = -153457.120028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.090000 sec): 3 clusters Score: Raw -155122.041831 + Penalty 3459.341540 = -151662.700291 nChanged 310 SP:Iteration 1F (6449.090000 sec): 3 clusters Score: Raw -155669.337508 + Penalty 3459.341540 = -152209.995968 nChanged 109 SP:Iteration 2F (6449.100000 sec): 3 clusters Score: Raw -156040.554479 + Penalty 3459.341540 = -152581.212939 nChanged 91 SP:Iteration 3F (6449.100000 sec): 3 clusters Score: Raw -156584.086285 + Penalty 3459.341540 = -153124.744745 nChanged 98 SP:Iteration 4F (6449.100000 sec): 3 clusters Score: Raw -157035.617171 + Penalty 3459.341540 = -153576.275631 nChanged 51 SP:Iteration 5Q (6449.110000 sec): 3 clusters Score: Raw -157275.087759 + Penalty 3459.341540 = -153815.746219 nChanged 25 SP:Iteration 6Q (6449.110000 sec): 3 clusters Score: Raw -157356.807587 + Penalty 3459.341540 = -153897.466048 nChanged 12 SP:Iteration 7Q (6449.120000 sec): 3 clusters Score: Raw -157380.712829 + Penalty 3459.341540 = -153921.371290 nChanged 4 SP:Iteration 8Q (6449.120000 sec): 3 clusters Score: Raw -157390.230286 + Penalty 3459.341540 = -153930.888746 nChanged 1 SP:Iteration 9Q (6449.120000 sec): 3 clusters Score: Raw -157391.018614 + Penalty 3459.341540 = -153931.677074 nChanged 0 SP:Iteration 10F (6449.130000 sec): 3 clusters Score: Raw -157413.028635 + Penalty 3459.341540 = -153953.687096 nChanged 1 SP:Iteration 11Q (6449.130000 sec): 3 clusters Score: Raw -157493.311183 + Penalty 3459.341540 = -154033.969643 nChanged 5 SP:Iteration 12Q (6449.130000 sec): 3 clusters Score: Raw -157558.730700 + Penalty 3459.341540 = -154099.389160 nChanged 7 SP:Iteration 13Q (6449.140000 sec): 3 clusters Score: Raw -157587.430942 + Penalty 3459.341540 = -154128.089402 nChanged 7 SP:Iteration 14Q (6449.140000 sec): 3 clusters Score: Raw -157618.521381 + Penalty 3459.341540 = -154159.179842 nChanged 7 SP:Iteration 15Q (6449.140000 sec): 3 clusters Score: Raw -157649.295136 + Penalty 3459.341540 = -154189.953596 nChanged 4 SP:Iteration 16Q (6449.150000 sec): 3 clusters Score: Raw -157675.875674 + Penalty 3459.341540 = -154216.534134 nChanged 3 SP:Iteration 17Q (6449.150000 sec): 3 clusters Score: Raw -157680.834069 + Penalty 3459.341540 = -154221.492529 nChanged 0 SP:Iteration 18F (6449.160000 sec): 3 clusters Score: Raw -157680.834069 + Penalty 3459.341540 = -154221.492529 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 4.86 GB. Trying to split cluster 22 (24325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.260000 sec): 2 clusters Score: Raw -3858857.846251 + Penalty 2504.616457 = -3856353.229794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.360000 sec): 3 clusters Score: Raw -3844357.741244 + Penalty 5009.232914 = -3839348.508330 nChanged 10925 SP:Iteration 1F (6449.470000 sec): 3 clusters Score: Raw -3850382.271958 + Penalty 5009.232914 = -3845373.039044 nChanged 1267 SP:Iteration 2F (6449.570000 sec): 3 clusters Score: Raw -3850808.206755 + Penalty 5009.232914 = -3845798.973841 nChanged 1031 SP:Iteration 3Q (6449.680000 sec): 3 clusters Score: Raw -3851134.008163 + Penalty 5009.232914 = -3846124.775249 nChanged 897 SP:Iteration 4Q (6449.780000 sec): 3 clusters Score: Raw -3851420.297415 + Penalty 5009.232914 = -3846411.064501 nChanged 837 SP:Iteration 5Q (6449.890000 sec): 3 clusters Score: Raw -3851676.092437 + Penalty 5009.232914 = -3846666.859523 nChanged 767 SP:Iteration 6Q (6450.000000 sec): 3 clusters Score: Raw -3851914.326509 + Penalty 5009.232914 = -3846905.093595 nChanged 706 SP:Iteration 7Q (6450.100000 sec): 3 clusters Score: Raw -3852160.122042 + Penalty 5009.232914 = -3847150.889128 nChanged 780 SP:Iteration 8Q (6450.210000 sec): 3 clusters Score: Raw -3852458.550300 + Penalty 5009.232914 = -3847449.317386 nChanged 821 SP:Iteration 9Q (6450.320000 sec): 3 clusters Score: Raw -3852849.678072 + Penalty 5009.232914 = -3847840.445158 nChanged 950 SP:Iteration 10Q (6450.420000 sec): 3 clusters Score: Raw -3853371.355197 + Penalty 5009.232914 = -3848362.122283 nChanged 1102 SP:Iteration 11Q (6450.530000 sec): 3 clusters Score: Raw -3854075.485903 + Penalty 5009.232914 = -3849066.252989 nChanged 1150 SP:Iteration 12Q (6450.640000 sec): 3 clusters Score: Raw -3854865.521499 + Penalty 5009.232914 = -3849856.288585 nChanged 1137 SP:Iteration 13Q (6450.740000 sec): 3 clusters Score: Raw -3855695.327518 + Penalty 5009.232914 = -3850686.094604 nChanged 1064 SP:Iteration 14Q (6450.840000 sec): 3 clusters Score: Raw -3856515.645371 + Penalty 5009.232914 = -3851506.412457 nChanged 917 SP:Iteration 15Q (6450.940000 sec): 3 clusters Score: Raw -3857238.893073 + Penalty 5009.232914 = -3852229.660159 nChanged 733 SP:Iteration 16Q (6451.030000 sec): 3 clusters Score: Raw -3857829.104557 + Penalty 5009.232914 = -3852819.871643 nChanged 521 SP:Iteration 17Q (6451.120000 sec): 3 clusters Score: Raw -3858240.058715 + Penalty 5009.232914 = -3853230.825801 nChanged 367 SP:Iteration 18Q (6451.200000 sec): 3 clusters Score: Raw -3858539.360628 + Penalty 5009.232914 = -3853530.127714 nChanged 267 SP:Iteration 19Q (6451.280000 sec): 3 clusters Score: Raw -3858754.781443 + Penalty 5009.232914 = -3853745.548530 nChanged 180 SP:Iteration 20F (6451.390000 sec): 3 clusters Score: Raw -3858901.368432 + Penalty 5009.232914 = -3853892.135518 nChanged 106 SP:Iteration 21Q (6451.460000 sec): 3 clusters Score: Raw -3858985.175144 + Penalty 5009.232914 = -3853975.942230 nChanged 76 SP:Iteration 22Q (6451.540000 sec): 3 clusters Score: Raw -3859053.717320 + Penalty 5009.232914 = -3854044.484407 nChanged 60 SP:Iteration 23Q (6451.620000 sec): 3 clusters Score: Raw -3859108.653481 + Penalty 5009.232914 = -3854099.420567 nChanged 31 SP:Iteration 24Q (6451.690000 sec): 3 clusters Score: Raw -3859136.586246 + Penalty 5009.232914 = -3854127.353332 nChanged 20 SP:Iteration 25Q (6451.770000 sec): 3 clusters Score: Raw -3859153.601046 + Penalty 5009.232914 = -3854144.368132 nChanged 20 SP:Iteration 26Q (6451.840000 sec): 3 clusters Score: Raw -3859169.836846 + Penalty 5009.232914 = -3854160.603932 nChanged 9 SP:Iteration 27Q (6451.920000 sec): 3 clusters Score: Raw -3859176.454862 + Penalty 5009.232914 = -3854167.221948 nChanged 8 SP:Iteration 28Q (6451.990000 sec): 3 clusters Score: Raw -3859181.308451 + Penalty 5009.232914 = -3854172.075537 nChanged 6 SP:Iteration 29Q (6452.060000 sec): 3 clusters Score: Raw -3859185.217940 + Penalty 5009.232914 = -3854175.985026 nChanged 5 SP:Iteration 30Q (6452.140000 sec): 3 clusters Score: Raw -3859189.121844 + Penalty 5009.232914 = -3854179.888930 nChanged 3 SP:Iteration 31Q (6452.210000 sec): 3 clusters Score: Raw -3859190.568647 + Penalty 5009.232914 = -3854181.335734 nChanged 2 SP:Iteration 32Q (6452.280000 sec): 3 clusters Score: Raw -3859191.247991 + Penalty 5009.232914 = -3854182.015078 nChanged 0 SP:Iteration 33F (6452.390000 sec): 3 clusters Score: Raw -3859191.247991 + Penalty 5009.232914 = -3854182.015078 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1658 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6452.400000 sec): 2 clusters Score: Raw -264207.336142 + Penalty 1838.515099 = -262368.821043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6452.410000 sec): 3 clusters Score: Raw -263613.443041 + Penalty 3677.030199 = -259936.412842 nChanged 521 SP:Iteration 1F (6452.420000 sec): 3 clusters Score: Raw -264028.803737 + Penalty 3677.030199 = -260351.773538 nChanged 113 SP:Iteration 2F (6452.430000 sec): 3 clusters Score: Raw -264145.356243 + Penalty 3677.030199 = -260468.326044 nChanged 76 SP:Iteration 3Q (6452.430000 sec): 3 clusters Score: Raw -264227.224748 + Penalty 3677.030199 = -260550.194549 nChanged 48 SP:Iteration 4Q (6452.440000 sec): 3 clusters Score: Raw -264278.445423 + Penalty 3677.030199 = -260601.415225 nChanged 41 SP:Iteration 5Q (6452.450000 sec): 3 clusters Score: Raw -264322.373569 + Penalty 3677.030199 = -260645.343371 nChanged 42 SP:Iteration 6Q (6452.460000 sec): 3 clusters Score: Raw -264367.200832 + Penalty 3677.030199 = -260690.170633 nChanged 33 SP:Iteration 7Q (6452.460000 sec): 3 clusters Score: Raw -264401.611672 + Penalty 3677.030199 = -260724.581474 nChanged 31 SP:Iteration 8Q (6452.470000 sec): 3 clusters Score: Raw -264438.808247 + Penalty 3677.030199 = -260761.778049 nChanged 31 SP:Iteration 9Q (6452.480000 sec): 3 clusters Score: Raw -264463.378218 + Penalty 3677.030199 = -260786.348020 nChanged 19 SP:Iteration 10Q (6452.480000 sec): 3 clusters Score: Raw -264477.036976 + Penalty 3677.030199 = -260800.006777 nChanged 12 SP:Iteration 11Q (6452.490000 sec): 3 clusters Score: Raw -264488.167522 + Penalty 3677.030199 = -260811.137324 nChanged 7 SP:Iteration 12Q (6452.500000 sec): 3 clusters Score: Raw -264494.251926 + Penalty 3677.030199 = -260817.221727 nChanged 8 SP:Iteration 13Q (6452.500000 sec): 3 clusters Score: Raw -264498.308156 + Penalty 3677.030199 = -260821.277958 nChanged 4 SP:Iteration 14Q (6452.510000 sec): 3 clusters Score: Raw -264500.781770 + Penalty 3677.030199 = -260823.751572 nChanged 7 SP:Iteration 15Q (6452.520000 sec): 3 clusters Score: Raw -264506.341754 + Penalty 3677.030199 = -260829.311555 nChanged 5 SP:Iteration 16Q (6452.520000 sec): 3 clusters Score: Raw -264509.982565 + Penalty 3677.030199 = -260832.952366 nChanged 3 SP:Iteration 17Q (6452.530000 sec): 3 clusters Score: Raw -264512.890830 + Penalty 3677.030199 = -260835.860632 nChanged 5 SP:Iteration 18Q (6452.540000 sec): 3 clusters Score: Raw -264516.160550 + Penalty 3677.030199 = -260839.130351 nChanged 5 SP:Iteration 19Q (6452.540000 sec): 3 clusters Score: Raw -264520.895850 + Penalty 3677.030199 = -260843.865652 nChanged 8 SP:Iteration 20F (6452.550000 sec): 3 clusters Score: Raw -264526.040260 + Penalty 3677.030199 = -260849.010062 nChanged 8 SP:Iteration 21Q (6452.560000 sec): 3 clusters Score: Raw -264530.369980 + Penalty 3677.030199 = -260853.339782 nChanged 4 SP:Iteration 22Q (6452.560000 sec): 3 clusters Score: Raw -264534.018367 + Penalty 3677.030199 = -260856.988168 nChanged 3 SP:Iteration 23Q (6452.570000 sec): 3 clusters Score: Raw -264536.092535 + Penalty 3677.030199 = -260859.062336 nChanged 5 SP:Iteration 24Q (6452.580000 sec): 3 clusters Score: Raw -264539.416520 + Penalty 3677.030199 = -260862.386322 nChanged 2 SP:Iteration 25Q (6452.590000 sec): 3 clusters Score: Raw -264541.217369 + Penalty 3677.030199 = -260864.187171 nChanged 3 SP:Iteration 26Q (6452.590000 sec): 3 clusters Score: Raw -264543.021693 + Penalty 3677.030199 = -260865.991494 nChanged 1 SP:Iteration 27Q (6452.600000 sec): 3 clusters Score: Raw -264543.350466 + Penalty 3677.030199 = -260866.320267 nChanged 0 SP:Iteration 28F (6452.610000 sec): 3 clusters Score: Raw -264543.350466 + Penalty 3677.030199 = -260866.320267 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (1964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6452.620000 sec): 2 clusters Score: Raw -286812.612941 + Penalty 1880.519145 = -284932.093795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6452.620000 sec): 3 clusters Score: Raw -286156.079957 + Penalty 3761.038291 = -282395.041666 nChanged 666 SP:Iteration 1F (6452.630000 sec): 3 clusters Score: Raw -286848.977849 + Penalty 3761.038291 = -283087.939559 nChanged 198 SP:Iteration 2F (6452.640000 sec): 3 clusters Score: Raw -287188.383878 + Penalty 3761.038291 = -283427.345587 nChanged 142 SP:Iteration 3F (6452.650000 sec): 3 clusters Score: Raw -287413.123620 + Penalty 3761.038291 = -283652.085330 nChanged 99 SP:Iteration 4F (6452.660000 sec): 3 clusters Score: Raw -287539.917179 + Penalty 3761.038291 = -283778.878888 nChanged 64 SP:Iteration 5Q (6452.670000 sec): 3 clusters Score: Raw -287601.627237 + Penalty 3761.038291 = -283840.588946 nChanged 33 SP:Iteration 6Q (6452.680000 sec): 3 clusters Score: Raw -287636.947271 + Penalty 3761.038291 = -283875.908980 nChanged 35 SP:Iteration 7Q (6452.680000 sec): 3 clusters Score: Raw -287689.170216 + Penalty 3761.038291 = -283928.131925 nChanged 48 SP:Iteration 8Q (6452.690000 sec): 3 clusters Score: Raw -287751.653643 + Penalty 3761.038291 = -283990.615352 nChanged 50 SP:Iteration 9Q (6452.700000 sec): 3 clusters Score: Raw -287818.371034 + Penalty 3761.038291 = -284057.332744 nChanged 53 SP:Iteration 10Q (6452.700000 sec): 3 clusters Score: Raw -287903.130024 + Penalty 3761.038291 = -284142.091734 nChanged 60 SP:Iteration 11Q (6452.710000 sec): 3 clusters Score: Raw -288000.507724 + Penalty 3761.038291 = -284239.469433 nChanged 65 SP:Iteration 12Q (6452.720000 sec): 3 clusters Score: Raw -288105.606460 + Penalty 3761.038291 = -284344.568170 nChanged 60 SP:Iteration 13Q (6452.730000 sec): 3 clusters Score: Raw -288211.647947 + Penalty 3761.038291 = -284450.609657 nChanged 73 SP:Iteration 14Q (6452.740000 sec): 3 clusters Score: Raw -288333.239456 + Penalty 3761.038291 = -284572.201166 nChanged 65 SP:Iteration 15Q (6452.740000 sec): 3 clusters Score: Raw -288432.276864 + Penalty 3761.038291 = -284671.238573 nChanged 44 SP:Iteration 16Q (6452.750000 sec): 3 clusters Score: Raw -288506.001536 + Penalty 3761.038291 = -284744.963245 nChanged 40 SP:Iteration 17Q (6452.760000 sec): 3 clusters Score: Raw -288582.349400 + Penalty 3761.038291 = -284821.311109 nChanged 34 SP:Iteration 18Q (6452.760000 sec): 3 clusters Score: Raw -288664.632273 + Penalty 3761.038291 = -284903.593983 nChanged 35 SP:Iteration 19Q (6452.770000 sec): 3 clusters Score: Raw -288745.266333 + Penalty 3761.038291 = -284984.228043 nChanged 19 SP:Iteration 20F (6452.780000 sec): 3 clusters Score: Raw -288784.139308 + Penalty 3761.038291 = -285023.101017 nChanged 13 SP:Iteration 21Q (6452.780000 sec): 3 clusters Score: Raw -288823.183150 + Penalty 3761.038291 = -285062.144860 nChanged 7 SP:Iteration 22Q (6452.790000 sec): 3 clusters Score: Raw -288831.207636 + Penalty 3761.038291 = -285070.169346 nChanged 4 SP:Iteration 23Q (6452.800000 sec): 3 clusters Score: Raw -288834.755429 + Penalty 3761.038291 = -285073.717139 nChanged 1 SP:Iteration 24Q (6452.800000 sec): 3 clusters Score: Raw -288836.496746 + Penalty 3761.038291 = -285075.458456 nChanged 1 SP:Iteration 25Q (6452.810000 sec): 3 clusters Score: Raw -288837.131978 + Penalty 3761.038291 = -285076.093687 nChanged 1 SP:Iteration 26Q (6452.820000 sec): 3 clusters Score: Raw -288837.723808 + Penalty 3761.038291 = -285076.685518 nChanged 1 SP:Iteration 27Q (6452.820000 sec): 3 clusters Score: Raw -288838.654531 + Penalty 3761.038291 = -285077.616240 nChanged 0 SP:Iteration 28F (6452.830000 sec): 3 clusters Score: Raw -288838.654531 + Penalty 3761.038291 = -285077.616240 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 34. Iteration 59Q (6462.620000 sec): 35 clusters Score: Raw -99066000.530706 + Penalty 112866.870074 = -98953133.660632 nChanged 4142 Iteration 60F (6497.200000 sec): 35 clusters Score: Raw -99072629.539499 + Penalty 112866.870074 = -98959762.669424 nChanged 5364 Iteration 61Q (6505.830000 sec): 35 clusters Score: Raw -99077190.828233 + Penalty 112866.870074 = -98964323.958159 nChanged 4467 Iteration 62Q (6514.390000 sec): 35 clusters Score: Raw -99078568.730951 + Penalty 112866.870074 = -98965701.860876 nChanged 3831 Iteration 63Q (6522.890000 sec): 35 clusters Score: Raw -99079554.412064 + Penalty 112866.870074 = -98966687.541990 nChanged 3456 Iteration 64Q (6531.350000 sec): 35 clusters Score: Raw -99080404.274896 + Penalty 112866.870074 = -98967537.404822 nChanged 3227 Iteration 65Q (6539.850000 sec): 35 clusters Score: Raw -99081128.289670 + Penalty 112866.870074 = -98968261.419596 nChanged 3100 Iteration 66Q (6548.320000 sec): 35 clusters Score: Raw -99081850.425835 + Penalty 112866.870074 = -98968983.555760 nChanged 3018 Iteration 67Q (6556.770000 sec): 35 clusters Score: Raw -99082582.909626 + Penalty 112866.870074 = -98969716.039552 nChanged 2946 Iteration 68Q (6565.210000 sec): 35 clusters Score: Raw -99083316.347511 + Penalty 112866.870074 = -98970449.477437 nChanged 2884 Iteration 69Q (6573.640000 sec): 35 clusters Score: Raw -99083969.983136 + Penalty 112866.870074 = -98971103.113062 nChanged 2841 Iteration 70Q (6581.800000 sec): 35 clusters Score: Raw -99084672.445076 + Penalty 112866.870074 = -98971805.575002 nChanged 2740 Iteration 71Q (6589.910000 sec): 35 clusters Score: Raw -99085389.519398 + Penalty 112866.870074 = -98972522.649323 nChanged 2743 Iteration 72Q (6598.030000 sec): 35 clusters Score: Raw -99086005.346460 + Penalty 112866.870074 = -98973138.476385 nChanged 2699 Iteration 73Q (6606.230000 sec): 35 clusters Score: Raw -99086624.108475 + Penalty 112866.870074 = -98973757.238401 nChanged 2657 Iteration 74Q (6614.410000 sec): 35 clusters Score: Raw -99087214.716584 + Penalty 112866.870074 = -98974347.846510 nChanged 2595 Iteration 75Q (6622.560000 sec): 35 clusters Score: Raw -99087735.181532 + Penalty 112866.870074 = -98974868.311458 nChanged 2539 Iteration 76Q (6630.720000 sec): 35 clusters Score: Raw -99088180.928508 + Penalty 112866.870074 = -98975314.058434 nChanged 2391 Iteration 77Q (6639.060000 sec): 35 clusters Score: Raw -99088573.344332 + Penalty 112866.870074 = -98975706.474258 nChanged 2201 Iteration 78Q (6647.520000 sec): 35 clusters Score: Raw -99088925.292619 + Penalty 112866.870074 = -98976058.422545 nChanged 1992 Iteration 79Q (6655.830000 sec): 35 clusters Score: Raw -99089216.119606 + Penalty 112866.870074 = -98976349.249532 nChanged 1833 Iteration 80F (6690.710000 sec): 35 clusters Score: Raw -99093028.326888 + Penalty 112866.870074 = -98980161.456814 nChanged 1811 Iteration 81Q (6699.260000 sec): 35 clusters Score: Raw -99095677.160688 + Penalty 112866.870074 = -98982810.290614 nChanged 1738 Iteration 82Q (6707.800000 sec): 35 clusters Score: Raw -99096134.608955 + Penalty 112866.870074 = -98983267.738880 nChanged 1603 Iteration 83Q (6716.350000 sec): 35 clusters Score: Raw -99096431.833338 + Penalty 112866.870074 = -98983564.963264 nChanged 1477 Iteration 84Q (6724.870000 sec): 35 clusters Score: Raw -99096723.649542 + Penalty 112866.870074 = -98983856.779468 nChanged 1536 Iteration 85Q (6733.350000 sec): 35 clusters Score: Raw -99096998.080342 + Penalty 112866.870074 = -98984131.210268 nChanged 1447 Iteration 86Q (6741.810000 sec): 35 clusters Score: Raw -99097232.273051 + Penalty 112866.870074 = -98984365.402977 nChanged 1311 Iteration 87Q (6750.290000 sec): 35 clusters Score: Raw -99097542.650673 + Penalty 112866.870074 = -98984675.780599 nChanged 1231 Iteration 88Q (6758.740000 sec): 35 clusters Score: Raw -99098257.414893 + Penalty 112866.870074 = -98985390.544819 nChanged 1151 Iteration 89Q (6767.170000 sec): 35 clusters Score: Raw -99098618.033941 + Penalty 112866.870074 = -98985751.163867 nChanged 1120 Iteration 90Q (6775.610000 sec): 35 clusters Score: Raw -99098758.616244 + Penalty 112866.870074 = -98985891.746170 nChanged 1097 Iteration 91Q (6784.070000 sec): 35 clusters Score: Raw -99098894.438653 + Penalty 112866.870074 = -98986027.568579 nChanged 1001 Iteration 92Q (6792.490000 sec): 35 clusters Score: Raw -99099005.353356 + Penalty 112866.870074 = -98986138.483282 nChanged 898 Iteration 93Q (6800.900000 sec): 35 clusters Score: Raw -99099092.173582 + Penalty 112866.870074 = -98986225.303507 nChanged 801 Iteration 94Q (6809.290000 sec): 35 clusters Score: Raw -99099161.600601 + Penalty 112866.870074 = -98986294.730527 nChanged 766 Iteration 95Q (6817.700000 sec): 35 clusters Score: Raw -99099226.750440 + Penalty 112866.870074 = -98986359.880366 nChanged 678 Iteration 96Q (6826.080000 sec): 35 clusters Score: Raw -99099280.287551 + Penalty 112866.870074 = -98986413.417477 nChanged 623 Iteration 97Q (6834.430000 sec): 35 clusters Score: Raw -99099324.878762 + Penalty 112866.870074 = -98986458.008688 nChanged 588 Iteration 98Q (6842.780000 sec): 35 clusters Score: Raw -99099370.996021 + Penalty 112866.870074 = -98986504.125947 nChanged 554 Writing temp clu file Because OldScore, -98986458.008688, is greater than current (better) Score,-98986504.125947 Compute initial score before splitting: Score: Raw -99099370.996021 + Penalty 112866.870074 = -98986504.125947 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (1191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6842.910000 sec): 2 clusters Score: Raw -174469.035422 + Penalty 1756.472045 = -172712.563377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6842.920000 sec): 3 clusters Score: Raw -174218.090928 + Penalty 3512.944090 = -170705.146838 nChanged 330 SP:Iteration 1F (6842.930000 sec): 3 clusters Score: Raw -174948.124730 + Penalty 3512.944090 = -171435.180639 nChanged 164 SP:Iteration 2F (6842.930000 sec): 3 clusters Score: Raw -175784.198313 + Penalty 3512.944090 = -172271.254222 nChanged 134 SP:Iteration 3F (6842.930000 sec): 3 clusters Score: Raw -176291.473779 + Penalty 3512.944090 = -172778.529689 nChanged 69 SP:Iteration 4F (6842.940000 sec): 3 clusters Score: Raw -176471.276580 + Penalty 3512.944090 = -172958.332489 nChanged 33 SP:Iteration 5Q (6842.950000 sec): 3 clusters Score: Raw -176564.263319 + Penalty 3512.944090 = -173051.319229 nChanged 28 SP:Iteration 6Q (6842.950000 sec): 3 clusters Score: Raw -176652.305641 + Penalty 3512.944090 = -173139.361551 nChanged 19 SP:Iteration 7Q (6842.950000 sec): 3 clusters Score: Raw -176699.418152 + Penalty 3512.944090 = -173186.474061 nChanged 11 SP:Iteration 8Q (6842.960000 sec): 3 clusters Score: Raw -176730.220514 + Penalty 3512.944090 = -173217.276423 nChanged 13 SP:Iteration 9Q (6842.960000 sec): 3 clusters Score: Raw -176771.829149 + Penalty 3512.944090 = -173258.885059 nChanged 16 SP:Iteration 10Q (6842.960000 sec): 3 clusters Score: Raw -176824.973289 + Penalty 3512.944090 = -173312.029199 nChanged 14 SP:Iteration 11Q (6842.970000 sec): 3 clusters Score: Raw -176866.309697 + Penalty 3512.944090 = -173353.365607 nChanged 10 SP:Iteration 12Q (6842.970000 sec): 3 clusters Score: Raw -176892.884157 + Penalty 3512.944090 = -173379.940067 nChanged 7 SP:Iteration 13Q (6842.970000 sec): 3 clusters Score: Raw -176909.336922 + Penalty 3512.944090 = -173396.392832 nChanged 7 SP:Iteration 14Q (6842.980000 sec): 3 clusters Score: Raw -176930.475837 + Penalty 3512.944090 = -173417.531746 nChanged 8 SP:Iteration 15Q (6842.980000 sec): 3 clusters Score: Raw -176949.075337 + Penalty 3512.944090 = -173436.131247 nChanged 5 SP:Iteration 16Q (6842.990000 sec): 3 clusters Score: Raw -176957.979714 + Penalty 3512.944090 = -173445.035624 nChanged 2 SP:Iteration 17Q (6842.990000 sec): 3 clusters Score: Raw -176961.944770 + Penalty 3512.944090 = -173449.000680 nChanged 2 SP:Iteration 18Q (6842.990000 sec): 3 clusters Score: Raw -176963.935019 + Penalty 3512.944090 = -173450.990928 nChanged 1 SP:Iteration 19Q (6843.000000 sec): 3 clusters Score: Raw -176965.948008 + Penalty 3512.944090 = -173453.003918 nChanged 1 SP:Iteration 20F (6843.000000 sec): 3 clusters Score: Raw -176967.451629 + Penalty 3512.944090 = -173454.507539 nChanged 1 SP:Iteration 21Q (6843.010000 sec): 3 clusters Score: Raw -176968.289985 + Penalty 3512.944090 = -173455.345895 nChanged 0 SP:Iteration 22F (6843.010000 sec): 3 clusters Score: Raw -176968.289985 + Penalty 3512.944090 = -173455.345895 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 4.86 GB. Trying to split cluster 2 (4515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.030000 sec): 2 clusters Score: Raw -696170.843344 + Penalty 2086.959796 = -694083.883548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.050000 sec): 3 clusters Score: Raw -694086.901404 + Penalty 4173.919591 = -689912.981813 nChanged 1701 SP:Iteration 1F (6843.070000 sec): 3 clusters Score: Raw -695037.388259 + Penalty 4173.919591 = -690863.468668 nChanged 310 SP:Iteration 2F (6843.090000 sec): 3 clusters Score: Raw -695210.391554 + Penalty 4173.919591 = -691036.471963 nChanged 229 SP:Iteration 3F (6843.110000 sec): 3 clusters Score: Raw -695336.309604 + Penalty 4173.919591 = -691162.390013 nChanged 171 SP:Iteration 4Q (6843.130000 sec): 3 clusters Score: Raw -695432.277475 + Penalty 4173.919591 = -691258.357884 nChanged 131 SP:Iteration 5Q (6843.150000 sec): 3 clusters Score: Raw -695501.562016 + Penalty 4173.919591 = -691327.642425 nChanged 132 SP:Iteration 6Q (6843.170000 sec): 3 clusters Score: Raw -695559.264573 + Penalty 4173.919591 = -691385.344982 nChanged 100 SP:Iteration 7Q (6843.190000 sec): 3 clusters Score: Raw -695607.273374 + Penalty 4173.919591 = -691433.353783 nChanged 100 SP:Iteration 8Q (6843.210000 sec): 3 clusters Score: Raw -695659.099706 + Penalty 4173.919591 = -691485.180115 nChanged 95 SP:Iteration 9Q (6843.230000 sec): 3 clusters Score: Raw -695710.752714 + Penalty 4173.919591 = -691536.833123 nChanged 89 SP:Iteration 10Q (6843.250000 sec): 3 clusters Score: Raw -695759.280218 + Penalty 4173.919591 = -691585.360627 nChanged 95 SP:Iteration 11Q (6843.260000 sec): 3 clusters Score: Raw -695812.924925 + Penalty 4173.919591 = -691639.005334 nChanged 95 SP:Iteration 12Q (6843.280000 sec): 3 clusters Score: Raw -695860.552007 + Penalty 4173.919591 = -691686.632416 nChanged 91 SP:Iteration 13Q (6843.300000 sec): 3 clusters Score: Raw -695906.254301 + Penalty 4173.919591 = -691732.334710 nChanged 84 SP:Iteration 14Q (6843.320000 sec): 3 clusters Score: Raw -695946.900543 + Penalty 4173.919591 = -691772.980952 nChanged 95 SP:Iteration 15Q (6843.340000 sec): 3 clusters Score: Raw -696004.150557 + Penalty 4173.919591 = -691830.230966 nChanged 104 SP:Iteration 16Q (6843.360000 sec): 3 clusters Score: Raw -696065.736181 + Penalty 4173.919591 = -691891.816590 nChanged 105 SP:Iteration 17Q (6843.380000 sec): 3 clusters Score: Raw -696138.474731 + Penalty 4173.919591 = -691964.555140 nChanged 114 SP:Iteration 18Q (6843.400000 sec): 3 clusters Score: Raw -696223.968134 + Penalty 4173.919591 = -692050.048543 nChanged 115 SP:Iteration 19Q (6843.410000 sec): 3 clusters Score: Raw -696309.833522 + Penalty 4173.919591 = -692135.913930 nChanged 105 SP:Iteration 20F (6843.430000 sec): 3 clusters Score: Raw -696376.240924 + Penalty 4173.919591 = -692202.321333 nChanged 94 SP:Iteration 21Q (6843.450000 sec): 3 clusters Score: Raw -696447.159498 + Penalty 4173.919591 = -692273.239907 nChanged 90 SP:Iteration 22Q (6843.470000 sec): 3 clusters Score: Raw -696517.073115 + Penalty 4173.919591 = -692343.153523 nChanged 93 SP:Iteration 23Q (6843.490000 sec): 3 clusters Score: Raw -696595.220257 + Penalty 4173.919591 = -692421.300666 nChanged 66 SP:Iteration 24Q (6843.510000 sec): 3 clusters Score: Raw -696649.908931 + Penalty 4173.919591 = -692475.989340 nChanged 61 SP:Iteration 25Q (6843.530000 sec): 3 clusters Score: Raw -696694.553993 + Penalty 4173.919591 = -692520.634402 nChanged 39 SP:Iteration 26Q (6843.540000 sec): 3 clusters Score: Raw -696723.917811 + Penalty 4173.919591 = -692549.998220 nChanged 34 SP:Iteration 27Q (6843.560000 sec): 3 clusters Score: Raw -696752.035829 + Penalty 4173.919591 = -692578.116238 nChanged 25 SP:Iteration 28Q (6843.580000 sec): 3 clusters Score: Raw -696770.423022 + Penalty 4173.919591 = -692596.503431 nChanged 32 SP:Iteration 29Q (6843.590000 sec): 3 clusters Score: Raw -696788.721571 + Penalty 4173.919591 = -692614.801980 nChanged 21 SP:Iteration 30Q (6843.610000 sec): 3 clusters Score: Raw -696802.469623 + Penalty 4173.919591 = -692628.550031 nChanged 14 SP:Iteration 31Q (6843.630000 sec): 3 clusters Score: Raw -696810.248010 + Penalty 4173.919591 = -692636.328419 nChanged 10 SP:Iteration 32Q (6843.650000 sec): 3 clusters Score: Raw -696817.584788 + Penalty 4173.919591 = -692643.665197 nChanged 10 SP:Iteration 33Q (6843.670000 sec): 3 clusters Score: Raw -696822.360375 + Penalty 4173.919591 = -692648.440784 nChanged 7 SP:Iteration 34Q (6843.680000 sec): 3 clusters Score: Raw -696826.527213 + Penalty 4173.919591 = -692652.607622 nChanged 9 SP:Iteration 35Q (6843.700000 sec): 3 clusters Score: Raw -696831.826721 + Penalty 4173.919591 = -692657.907130 nChanged 8 SP:Iteration 36Q (6843.710000 sec): 3 clusters Score: Raw -696835.830673 + Penalty 4173.919591 = -692661.911082 nChanged 8 SP:Iteration 37Q (6843.730000 sec): 3 clusters Score: Raw -696838.647703 + Penalty 4173.919591 = -692664.728112 nChanged 6 SP:Iteration 38Q (6843.750000 sec): 3 clusters Score: Raw -696841.806969 + Penalty 4173.919591 = -692667.887378 nChanged 8 SP:Iteration 39Q (6843.770000 sec): 3 clusters Score: Raw -696845.874449 + Penalty 4173.919591 = -692671.954858 nChanged 11 SP:Iteration 40F (6843.790000 sec): 3 clusters Score: Raw -696851.680330 + Penalty 4173.919591 = -692677.760739 nChanged 6 SP:Iteration 41Q (6843.800000 sec): 3 clusters Score: Raw -696854.849409 + Penalty 4173.919591 = -692680.929818 nChanged 4 SP:Iteration 42Q (6843.820000 sec): 3 clusters Score: Raw -696857.670591 + Penalty 4173.919591 = -692683.751000 nChanged 4 SP:Iteration 43Q (6843.830000 sec): 3 clusters Score: Raw -696860.155378 + Penalty 4173.919591 = -692686.235787 nChanged 5 SP:Iteration 44Q (6843.850000 sec): 3 clusters Score: Raw -696864.030327 + Penalty 4173.919591 = -692690.110736 nChanged 5 SP:Iteration 45Q (6843.870000 sec): 3 clusters Score: Raw -696866.536271 + Penalty 4173.919591 = -692692.616680 nChanged 4 SP:Iteration 46Q (6843.890000 sec): 3 clusters Score: Raw -696869.639268 + Penalty 4173.919591 = -692695.719677 nChanged 5 SP:Iteration 47Q (6843.900000 sec): 3 clusters Score: Raw -696872.500583 + Penalty 4173.919591 = -692698.580992 nChanged 5 SP:Iteration 48Q (6843.920000 sec): 3 clusters Score: Raw -696875.221603 + Penalty 4173.919591 = -692701.302012 nChanged 3 SP:Iteration 49Q (6843.940000 sec): 3 clusters Score: Raw -696877.309494 + Penalty 4173.919591 = -692703.389903 nChanged 3 SP:Iteration 50Q (6843.950000 sec): 3 clusters Score: Raw -696878.836466 + Penalty 4173.919591 = -692704.916875 nChanged 2 SP:Iteration 51Q (6843.970000 sec): 3 clusters Score: Raw -696879.418132 + Penalty 4173.919591 = -692705.498540 nChanged 0 SP:Iteration 52F (6843.990000 sec): 3 clusters Score: Raw -696879.418132 + Penalty 4173.919591 = -692705.498540 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.990000 sec): 2 clusters Score: Raw -53110.138983 + Penalty 1494.414762 = -51615.724221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6844.000000 sec): 3 clusters Score: Raw -53253.808082 + Penalty 2988.829523 = -50264.978559 nChanged 90 SP:Iteration 1F (6844.000000 sec): 3 clusters Score: Raw -53663.019254 + Penalty 2988.829523 = -50674.189731 nChanged 43 SP:Iteration 2F (6844.000000 sec): 3 clusters Score: Raw -54191.677005 + Penalty 2988.829523 = -51202.847482 nChanged 37 SP:Iteration 3F (6844.000000 sec): 3 clusters Score: Raw -55029.601854 + Penalty 2988.829523 = -52040.772331 nChanged 15 SP:Iteration 4Q (6844.000000 sec): 3 clusters Score: Raw -55236.642704 + Penalty 2988.829523 = -52247.813181 nChanged 6 SP:Iteration 5Q (6844.010000 sec): 3 clusters Score: Raw -55350.520998 + Penalty 2988.829523 = -52361.691475 nChanged 7 SP:Iteration 6Q (6844.010000 sec): 3 clusters Score: Raw -55413.763148 + Penalty 2988.829523 = -52424.933625 nChanged 8 SP:Iteration 7Q (6844.010000 sec): 3 clusters Score: Raw -55505.603645 + Penalty 2988.829523 = -52516.774122 nChanged 8 SP:Iteration 8Q (6844.010000 sec): 3 clusters Score: Raw -55646.427082 + Penalty 2988.829523 = -52657.597559 nChanged 6 SP:Iteration 9Q (6844.010000 sec): 3 clusters Score: Raw -55969.151774 + Penalty 2988.829523 = -52980.322251 nChanged 0 SP:Iteration 10F (6844.010000 sec): 3 clusters Score: Raw -55975.962743 + Penalty 2988.829523 = -52987.133220 nChanged 1 SP:Iteration 11Q (6844.010000 sec): 3 clusters Score: Raw -55989.200234 + Penalty 2988.829523 = -53000.370711 nChanged 0 SP:Iteration 12F (6844.020000 sec): 3 clusters Score: Raw -55989.200234 + Penalty 2988.829523 = -53000.370711 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 4.86 GB. Trying to split cluster 4 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6844.030000 sec): 2 clusters Score: Raw -36629.276789 + Penalty 1392.959232 = -35236.317557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6844.030000 sec): 3 clusters Score: Raw -36832.013249 + Penalty 2785.918464 = -34046.094785 nChanged 47 SP:Iteration 1F (6844.030000 sec): 3 clusters Score: Raw -37052.484129 + Penalty 2785.918464 = -34266.565664 nChanged 28 SP:Iteration 2F (6844.030000 sec): 3 clusters Score: Raw -37261.591045 + Penalty 2785.918464 = -34475.672581 nChanged 18 SP:Iteration 3F (6844.030000 sec): 3 clusters Score: Raw -37415.809876 + Penalty 2785.918464 = -34629.891411 nChanged 13 SP:Iteration 4Q (6844.030000 sec): 3 clusters Score: Raw -37476.653867 + Penalty 2785.918464 = -34690.735402 nChanged 6 SP:Iteration 5Q (6844.030000 sec): 3 clusters Score: Raw -37512.582307 + Penalty 2785.918464 = -34726.663843 nChanged 4 SP:Iteration 6Q (6844.030000 sec): 3 clusters Score: Raw -37535.611280 + Penalty 2785.918464 = -34749.692815 nChanged 0 SP:Iteration 7F (6844.030000 sec): 3 clusters Score: Raw -37535.611280 + Penalty 2785.918464 = -34749.692815 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (27794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6844.140000 sec): 2 clusters Score: Raw -4328654.297310 + Penalty 2537.678711 = -4326116.618598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6844.260000 sec): 3 clusters Score: Raw -4312003.163066 + Penalty 5075.357423 = -4306927.805643 nChanged 12463 SP:Iteration 1F (6844.380000 sec): 3 clusters Score: Raw -4319029.680951 + Penalty 5075.357423 = -4313954.323528 nChanged 1489 SP:Iteration 2F (6844.500000 sec): 3 clusters Score: Raw -4319614.624362 + Penalty 5075.357423 = -4314539.266940 nChanged 1434 SP:Iteration 3F (6844.620000 sec): 3 clusters Score: Raw -4320225.704999 + Penalty 5075.357423 = -4315150.347576 nChanged 1446 SP:Iteration 4F (6844.740000 sec): 3 clusters Score: Raw -4320941.778977 + Penalty 5075.357423 = -4315866.421555 nChanged 1564 SP:Iteration 5F (6844.860000 sec): 3 clusters Score: Raw -4321801.549607 + Penalty 5075.357423 = -4316726.192185 nChanged 1641 SP:Iteration 6F (6844.970000 sec): 3 clusters Score: Raw -4322721.366436 + Penalty 5075.357423 = -4317646.009013 nChanged 1542 SP:Iteration 7F (6845.090000 sec): 3 clusters Score: Raw -4323590.399965 + Penalty 5075.357423 = -4318515.042543 nChanged 1401 SP:Iteration 8F (6845.210000 sec): 3 clusters Score: Raw -4324339.731136 + Penalty 5075.357423 = -4319264.373713 nChanged 1258 SP:Iteration 9Q (6845.330000 sec): 3 clusters Score: Raw -4325022.396269 + Penalty 5075.357423 = -4319947.038846 nChanged 1074 SP:Iteration 10Q (6845.450000 sec): 3 clusters Score: Raw -4325601.809312 + Penalty 5075.357423 = -4320526.451889 nChanged 934 SP:Iteration 11Q (6845.570000 sec): 3 clusters Score: Raw -4326134.216107 + Penalty 5075.357423 = -4321058.858685 nChanged 823 SP:Iteration 12Q (6845.690000 sec): 3 clusters Score: Raw -4326604.844236 + Penalty 5075.357423 = -4321529.486813 nChanged 738 SP:Iteration 13Q (6845.810000 sec): 3 clusters Score: Raw -4327039.778119 + Penalty 5075.357423 = -4321964.420696 nChanged 656 SP:Iteration 14Q (6845.930000 sec): 3 clusters Score: Raw -4327458.968454 + Penalty 5075.357423 = -4322383.611032 nChanged 569 SP:Iteration 15Q (6846.040000 sec): 3 clusters Score: Raw -4327849.078552 + Penalty 5075.357423 = -4322773.721130 nChanged 492 SP:Iteration 16Q (6846.150000 sec): 3 clusters Score: Raw -4328198.625139 + Penalty 5075.357423 = -4323123.267716 nChanged 390 SP:Iteration 17Q (6846.260000 sec): 3 clusters Score: Raw -4328464.929694 + Penalty 5075.357423 = -4323389.572271 nChanged 249 SP:Iteration 18Q (6846.370000 sec): 3 clusters Score: Raw -4328637.374862 + Penalty 5075.357423 = -4323562.017440 nChanged 188 SP:Iteration 19Q (6846.470000 sec): 3 clusters Score: Raw -4328764.270994 + Penalty 5075.357423 = -4323688.913571 nChanged 135 SP:Iteration 20F (6846.580000 sec): 3 clusters Score: Raw -4328853.288247 + Penalty 5075.357423 = -4323777.930825 nChanged 104 SP:Iteration 21Q (6846.680000 sec): 3 clusters Score: Raw -4328922.982227 + Penalty 5075.357423 = -4323847.624804 nChanged 83 SP:Iteration 22Q (6846.770000 sec): 3 clusters Score: Raw -4328975.620725 + Penalty 5075.357423 = -4323900.263303 nChanged 77 SP:Iteration 23Q (6846.870000 sec): 3 clusters Score: Raw -4329023.522976 + Penalty 5075.357423 = -4323948.165553 nChanged 59 SP:Iteration 24Q (6846.960000 sec): 3 clusters Score: Raw -4329059.014605 + Penalty 5075.357423 = -4323983.657182 nChanged 53 SP:Iteration 25Q (6847.050000 sec): 3 clusters Score: Raw -4329094.115325 + Penalty 5075.357423 = -4324018.757902 nChanged 44 SP:Iteration 26Q (6847.140000 sec): 3 clusters Score: Raw -4329122.984821 + Penalty 5075.357423 = -4324047.627398 nChanged 41 SP:Iteration 27Q (6847.230000 sec): 3 clusters Score: Raw -4329145.707227 + Penalty 5075.357423 = -4324070.349804 nChanged 30 SP:Iteration 28Q (6847.320000 sec): 3 clusters Score: Raw -4329161.427207 + Penalty 5075.357423 = -4324086.069784 nChanged 16 SP:Iteration 29Q (6847.410000 sec): 3 clusters Score: Raw -4329170.578676 + Penalty 5075.357423 = -4324095.221253 nChanged 14 SP:Iteration 30Q (6847.500000 sec): 3 clusters Score: Raw -4329178.770897 + Penalty 5075.357423 = -4324103.413474 nChanged 16 SP:Iteration 31Q (6847.590000 sec): 3 clusters Score: Raw -4329184.131379 + Penalty 5075.357423 = -4324108.773956 nChanged 7 SP:Iteration 32Q (6847.680000 sec): 3 clusters Score: Raw -4329186.967480 + Penalty 5075.357423 = -4324111.610057 nChanged 9 SP:Iteration 33Q (6847.770000 sec): 3 clusters Score: Raw -4329191.134046 + Penalty 5075.357423 = -4324115.776623 nChanged 11 SP:Iteration 34Q (6847.870000 sec): 3 clusters Score: Raw -4329196.406891 + Penalty 5075.357423 = -4324121.049468 nChanged 10 SP:Iteration 35Q (6847.960000 sec): 3 clusters Score: Raw -4329201.809369 + Penalty 5075.357423 = -4324126.451947 nChanged 7 SP:Iteration 36Q (6848.050000 sec): 3 clusters Score: Raw -4329205.081290 + Penalty 5075.357423 = -4324129.723867 nChanged 7 SP:Iteration 37Q (6848.140000 sec): 3 clusters Score: Raw -4329207.975791 + Penalty 5075.357423 = -4324132.618368 nChanged 3 SP:Iteration 38Q (6848.230000 sec): 3 clusters Score: Raw -4329209.254075 + Penalty 5075.357423 = -4324133.896652 nChanged 3 SP:Iteration 39Q (6848.310000 sec): 3 clusters Score: Raw -4329211.042900 + Penalty 5075.357423 = -4324135.685478 nChanged 2 SP:Iteration 40F (6848.430000 sec): 3 clusters Score: Raw -4329211.775534 + Penalty 5075.357423 = -4324136.418111 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6848.450000 sec): 2 clusters Score: Raw -220574.009637 + Penalty 1800.435263 = -218773.574374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6848.450000 sec): 3 clusters Score: Raw -220101.640118 + Penalty 3600.870527 = -216500.769591 nChanged 381 SP:Iteration 1F (6848.460000 sec): 3 clusters Score: Raw -220439.845461 + Penalty 3600.870527 = -216838.974935 nChanged 101 SP:Iteration 2F (6848.470000 sec): 3 clusters Score: Raw -220567.467060 + Penalty 3600.870527 = -216966.596534 nChanged 64 SP:Iteration 3Q (6848.470000 sec): 3 clusters Score: Raw -220645.797145 + Penalty 3600.870527 = -217044.926618 nChanged 44 SP:Iteration 4Q (6848.480000 sec): 3 clusters Score: Raw -220702.207079 + Penalty 3600.870527 = -217101.336552 nChanged 33 SP:Iteration 5Q (6848.490000 sec): 3 clusters Score: Raw -220744.975655 + Penalty 3600.870527 = -217144.105129 nChanged 26 SP:Iteration 6Q (6848.490000 sec): 3 clusters Score: Raw -220771.605457 + Penalty 3600.870527 = -217170.734930 nChanged 19 SP:Iteration 7Q (6848.500000 sec): 3 clusters Score: Raw -220791.010936 + Penalty 3600.870527 = -217190.140410 nChanged 14 SP:Iteration 8Q (6848.500000 sec): 3 clusters Score: Raw -220808.069811 + Penalty 3600.870527 = -217207.199284 nChanged 10 SP:Iteration 9Q (6848.510000 sec): 3 clusters Score: Raw -220821.448010 + Penalty 3600.870527 = -217220.577483 nChanged 10 SP:Iteration 10Q (6848.510000 sec): 3 clusters Score: Raw -220829.861424 + Penalty 3600.870527 = -217228.990898 nChanged 4 SP:Iteration 11Q (6848.520000 sec): 3 clusters Score: Raw -220835.202737 + Penalty 3600.870527 = -217234.332210 nChanged 4 SP:Iteration 12Q (6848.530000 sec): 3 clusters Score: Raw -220838.002374 + Penalty 3600.870527 = -217237.131847 nChanged 2 SP:Iteration 13Q (6848.530000 sec): 3 clusters Score: Raw -220838.872755 + Penalty 3600.870527 = -217238.002228 nChanged 1 SP:Iteration 14Q (6848.540000 sec): 3 clusters Score: Raw -220839.479682 + Penalty 3600.870527 = -217238.609155 nChanged 1 SP:Iteration 15Q (6848.540000 sec): 3 clusters Score: Raw -220841.408136 + Penalty 3600.870527 = -217240.537610 nChanged 5 SP:Iteration 16Q (6848.550000 sec): 3 clusters Score: Raw -220844.023046 + Penalty 3600.870527 = -217243.152519 nChanged 0 SP:Iteration 17F (6848.550000 sec): 3 clusters Score: Raw -220844.023046 + Penalty 3600.870527 = -217243.152519 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6848.560000 sec): 2 clusters Score: Raw -146038.078778 + Penalty 1719.730508 = -144318.348270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6848.570000 sec): 3 clusters Score: Raw -145980.744133 + Penalty 3439.461016 = -142541.283117 nChanged 314 SP:Iteration 1F (6848.570000 sec): 3 clusters Score: Raw -146797.187217 + Penalty 3439.461016 = -143357.726200 nChanged 111 SP:Iteration 2F (6848.570000 sec): 3 clusters Score: Raw -147119.205595 + Penalty 3439.461016 = -143679.744579 nChanged 66 SP:Iteration 3F (6848.580000 sec): 3 clusters Score: Raw -147300.909683 + Penalty 3439.461016 = -143861.448667 nChanged 44 SP:Iteration 4Q (6848.580000 sec): 3 clusters Score: Raw -147411.447326 + Penalty 3439.461016 = -143971.986310 nChanged 26 SP:Iteration 5Q (6848.590000 sec): 3 clusters Score: Raw -147452.654189 + Penalty 3439.461016 = -144013.193173 nChanged 17 SP:Iteration 6Q (6848.590000 sec): 3 clusters Score: Raw -147476.092797 + Penalty 3439.461016 = -144036.631780 nChanged 10 SP:Iteration 7Q (6848.590000 sec): 3 clusters Score: Raw -147485.844476 + Penalty 3439.461016 = -144046.383459 nChanged 7 SP:Iteration 8Q (6848.600000 sec): 3 clusters Score: Raw -147493.889623 + Penalty 3439.461016 = -144054.428607 nChanged 6 SP:Iteration 9Q (6848.600000 sec): 3 clusters Score: Raw -147500.158338 + Penalty 3439.461016 = -144060.697321 nChanged 4 SP:Iteration 10Q (6848.610000 sec): 3 clusters Score: Raw -147504.258962 + Penalty 3439.461016 = -144064.797946 nChanged 2 SP:Iteration 11Q (6848.610000 sec): 3 clusters Score: Raw -147505.742853 + Penalty 3439.461016 = -144066.281837 nChanged 1 SP:Iteration 12Q (6848.610000 sec): 3 clusters Score: Raw -147506.686239 + Penalty 3439.461016 = -144067.225223 nChanged 1 SP:Iteration 13Q (6848.620000 sec): 3 clusters Score: Raw -147507.638994 + Penalty 3439.461016 = -144068.177978 nChanged 2 SP:Iteration 14Q (6848.620000 sec): 3 clusters Score: Raw -147510.692222 + Penalty 3439.461016 = -144071.231206 nChanged 2 SP:Iteration 15Q (6848.630000 sec): 3 clusters Score: Raw -147512.943457 + Penalty 3439.461016 = -144073.482441 nChanged 3 SP:Iteration 16Q (6848.630000 sec): 3 clusters Score: Raw -147515.111843 + Penalty 3439.461016 = -144075.650827 nChanged 4 SP:Iteration 17Q (6848.630000 sec): 3 clusters Score: Raw -147517.838559 + Penalty 3439.461016 = -144078.377542 nChanged 5 SP:Iteration 18Q (6848.640000 sec): 3 clusters Score: Raw -147523.119104 + Penalty 3439.461016 = -144083.658088 nChanged 6 SP:Iteration 19Q (6848.640000 sec): 3 clusters Score: Raw -147528.449960 + Penalty 3439.461016 = -144088.988944 nChanged 5 SP:Iteration 20F (6848.650000 sec): 3 clusters Score: Raw -147532.774224 + Penalty 3439.461016 = -144093.313207 nChanged 5 SP:Iteration 21Q (6848.650000 sec): 3 clusters Score: Raw -147536.568922 + Penalty 3439.461016 = -144097.107906 nChanged 5 SP:Iteration 22Q (6848.650000 sec): 3 clusters Score: Raw -147540.364670 + Penalty 3439.461016 = -144100.903654 nChanged 9 SP:Iteration 23Q (6848.660000 sec): 3 clusters Score: Raw -147547.902545 + Penalty 3439.461016 = -144108.441529 nChanged 9 SP:Iteration 24Q (6848.660000 sec): 3 clusters Score: Raw -147556.585881 + Penalty 3439.461016 = -144117.124865 nChanged 8 SP:Iteration 25Q (6848.670000 sec): 3 clusters Score: Raw -147568.277345 + Penalty 3439.461016 = -144128.816329 nChanged 8 SP:Iteration 26Q (6848.670000 sec): 3 clusters Score: Raw -147576.495612 + Penalty 3439.461016 = -144137.034595 nChanged 4 SP:Iteration 27Q (6848.670000 sec): 3 clusters Score: Raw -147582.022122 + Penalty 3439.461016 = -144142.561106 nChanged 0 SP:Iteration 28F (6848.680000 sec): 3 clusters Score: Raw -147582.022122 + Penalty 3439.461016 = -144142.561106 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6848.760000 sec): 2 clusters Score: Raw -3214292.913637 + Penalty 2466.874283 = -3211826.039354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6848.850000 sec): 3 clusters Score: Raw -3202067.271149 + Penalty 4933.748567 = -3197133.522582 nChanged 9298 SP:Iteration 1F (6848.940000 sec): 3 clusters Score: Raw -3207066.876829 + Penalty 4933.748567 = -3202133.128262 nChanged 1236 SP:Iteration 2F (6849.030000 sec): 3 clusters Score: Raw -3207745.328168 + Penalty 4933.748567 = -3202811.579602 nChanged 1287 SP:Iteration 3F (6849.120000 sec): 3 clusters Score: Raw -3208540.318402 + Penalty 4933.748567 = -3203606.569836 nChanged 1400 SP:Iteration 4F (6849.210000 sec): 3 clusters Score: Raw -3209506.170400 + Penalty 4933.748567 = -3204572.421833 nChanged 1521 SP:Iteration 5F (6849.290000 sec): 3 clusters Score: Raw -3210647.062980 + Penalty 4933.748567 = -3205713.314413 nChanged 1493 SP:Iteration 6F (6849.390000 sec): 3 clusters Score: Raw -3211796.182012 + Penalty 4933.748567 = -3206862.433445 nChanged 1345 SP:Iteration 7F (6849.470000 sec): 3 clusters Score: Raw -3212804.697656 + Penalty 4933.748567 = -3207870.949089 nChanged 1017 SP:Iteration 8Q (6849.560000 sec): 3 clusters Score: Raw -3213523.876446 + Penalty 4933.748567 = -3208590.127879 nChanged 741 SP:Iteration 9Q (6849.650000 sec): 3 clusters Score: Raw -3214004.304720 + Penalty 4933.748567 = -3209070.556154 nChanged 538 SP:Iteration 10Q (6849.740000 sec): 3 clusters Score: Raw -3214328.312570 + Penalty 4933.748567 = -3209394.564003 nChanged 413 SP:Iteration 11Q (6849.830000 sec): 3 clusters Score: Raw -3214593.062241 + Penalty 4933.748567 = -3209659.313675 nChanged 322 SP:Iteration 12Q (6849.920000 sec): 3 clusters Score: Raw -3214824.020382 + Penalty 4933.748567 = -3209890.271816 nChanged 250 SP:Iteration 13Q (6850.000000 sec): 3 clusters Score: Raw -3215054.659040 + Penalty 4933.748567 = -3210120.910473 nChanged 166 SP:Iteration 14Q (6850.090000 sec): 3 clusters Score: Raw -3215237.631743 + Penalty 4933.748567 = -3210303.883176 nChanged 144 SP:Iteration 15Q (6850.160000 sec): 3 clusters Score: Raw -3215350.518092 + Penalty 4933.748567 = -3210416.769525 nChanged 89 SP:Iteration 16Q (6850.240000 sec): 3 clusters Score: Raw -3215399.345904 + Penalty 4933.748567 = -3210465.597337 nChanged 61 SP:Iteration 17Q (6850.310000 sec): 3 clusters Score: Raw -3215427.326231 + Penalty 4933.748567 = -3210493.577664 nChanged 47 SP:Iteration 18Q (6850.380000 sec): 3 clusters Score: Raw -3215448.630944 + Penalty 4933.748567 = -3210514.882377 nChanged 41 SP:Iteration 19Q (6850.450000 sec): 3 clusters Score: Raw -3215464.319635 + Penalty 4933.748567 = -3210530.571069 nChanged 28 SP:Iteration 20F (6850.540000 sec): 3 clusters Score: Raw -3215474.795557 + Penalty 4933.748567 = -3210541.046991 nChanged 21 SP:Iteration 21Q (6850.610000 sec): 3 clusters Score: Raw -3215482.996578 + Penalty 4933.748567 = -3210549.248011 nChanged 22 SP:Iteration 22Q (6850.680000 sec): 3 clusters Score: Raw -3215491.333823 + Penalty 4933.748567 = -3210557.585256 nChanged 18 SP:Iteration 23Q (6850.750000 sec): 3 clusters Score: Raw -3215496.989530 + Penalty 4933.748567 = -3210563.240963 nChanged 14 SP:Iteration 24Q (6850.820000 sec): 3 clusters Score: Raw -3215501.456299 + Penalty 4933.748567 = -3210567.707732 nChanged 16 SP:Iteration 25Q (6850.890000 sec): 3 clusters Score: Raw -3215507.504904 + Penalty 4933.748567 = -3210573.756337 nChanged 14 SP:Iteration 26Q (6850.960000 sec): 3 clusters Score: Raw -3215512.408143 + Penalty 4933.748567 = -3210578.659576 nChanged 15 SP:Iteration 27Q (6851.030000 sec): 3 clusters Score: Raw -3215517.745408 + Penalty 4933.748567 = -3210583.996841 nChanged 11 SP:Iteration 28Q (6851.100000 sec): 3 clusters Score: Raw -3215520.107298 + Penalty 4933.748567 = -3210586.358731 nChanged 7 SP:Iteration 29Q (6851.170000 sec): 3 clusters Score: Raw -3215521.247120 + Penalty 4933.748567 = -3210587.498553 nChanged 0 SP:Iteration 30F (6851.250000 sec): 3 clusters Score: Raw -3215521.247120 + Penalty 4933.748567 = -3210587.498553 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (208333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6852.030000 sec): 2 clusters Score: Raw -32684178.618647 + Penalty 3037.229474 = -32681141.389173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6852.940000 sec): 3 clusters Score: Raw -32547400.751201 + Penalty 6074.458948 = -32541326.292254 nChanged 100010 SP:Iteration 1F (6853.850000 sec): 3 clusters Score: Raw -32606420.410922 + Penalty 6074.458948 = -32600345.951974 nChanged 5862 SP:Iteration 2Q (6854.790000 sec): 3 clusters Score: Raw -32607695.071658 + Penalty 6074.458948 = -32601620.612710 nChanged 6310 SP:Iteration 3Q (6855.720000 sec): 3 clusters Score: Raw -32609313.657726 + Penalty 6074.458948 = -32603239.198778 nChanged 7131 SP:Iteration 4Q (6856.660000 sec): 3 clusters Score: Raw -32611615.157861 + Penalty 6074.458948 = -32605540.698913 nChanged 8458 SP:Iteration 5Q (6857.600000 sec): 3 clusters Score: Raw -32615009.687698 + Penalty 6074.458948 = -32608935.228750 nChanged 10232 SP:Iteration 6Q (6858.530000 sec): 3 clusters Score: Raw -32620283.907284 + Penalty 6074.458948 = -32614209.448336 nChanged 12411 SP:Iteration 7F (6859.440000 sec): 3 clusters Score: Raw -32628443.150316 + Penalty 6074.458948 = -32622368.691368 nChanged 13943 SP:Iteration 8F (6860.350000 sec): 3 clusters Score: Raw -32639066.342427 + Penalty 6074.458948 = -32632991.883479 nChanged 13696 SP:Iteration 9F (6861.250000 sec): 3 clusters Score: Raw -32650166.449286 + Penalty 6074.458948 = -32644091.990338 nChanged 11464 SP:Iteration 10F (6862.160000 sec): 3 clusters Score: Raw -32659417.846501 + Penalty 6074.458948 = -32653343.387553 nChanged 8814 SP:Iteration 11Q (6863.010000 sec): 3 clusters Score: Raw -32666303.578790 + Penalty 6074.458948 = -32660229.119842 nChanged 6529 SP:Iteration 12Q (6863.810000 sec): 3 clusters Score: Raw -32671300.558079 + Penalty 6074.458948 = -32665226.099131 nChanged 4728 SP:Iteration 13Q (6864.580000 sec): 3 clusters Score: Raw -32674913.499971 + Penalty 6074.458948 = -32668839.041023 nChanged 3496 SP:Iteration 14Q (6865.310000 sec): 3 clusters Score: Raw -32677554.692100 + Penalty 6074.458948 = -32671480.233152 nChanged 2576 SP:Iteration 15Q (6866.030000 sec): 3 clusters Score: Raw -32679445.970908 + Penalty 6074.458948 = -32673371.511961 nChanged 1940 SP:Iteration 16Q (6866.730000 sec): 3 clusters Score: Raw -32680789.722074 + Penalty 6074.458948 = -32674715.263126 nChanged 1572 SP:Iteration 17Q (6867.410000 sec): 3 clusters Score: Raw -32681766.854948 + Penalty 6074.458948 = -32675692.396000 nChanged 1221 SP:Iteration 18Q (6868.070000 sec): 3 clusters Score: Raw -32682490.360663 + Penalty 6074.458948 = -32676415.901716 nChanged 952 SP:Iteration 19Q (6868.740000 sec): 3 clusters Score: Raw -32682990.450076 + Penalty 6074.458948 = -32676915.991128 nChanged 802 SP:Iteration 20F (6869.640000 sec): 3 clusters Score: Raw -32683387.783199 + Penalty 6074.458948 = -32677313.324251 nChanged 647 SP:Iteration 21Q (6870.300000 sec): 3 clusters Score: Raw -32683688.387197 + Penalty 6074.458948 = -32677613.928249 nChanged 557 SP:Iteration 22Q (6870.950000 sec): 3 clusters Score: Raw -32683936.415832 + Penalty 6074.458948 = -32677861.956884 nChanged 448 SP:Iteration 23Q (6871.590000 sec): 3 clusters Score: Raw -32684128.363198 + Penalty 6074.458948 = -32678053.904250 nChanged 376 SP:Iteration 24Q (6872.230000 sec): 3 clusters Score: Raw -32684255.424134 + Penalty 6074.458948 = -32678180.965186 nChanged 295 SP:Iteration 25Q (6872.870000 sec): 3 clusters Score: Raw -32684340.947998 + Penalty 6074.458948 = -32678266.489050 nChanged 245 SP:Iteration 26Q (6873.510000 sec): 3 clusters Score: Raw -32684409.269076 + Penalty 6074.458948 = -32678334.810128 nChanged 230 SP:Iteration 27Q (6874.140000 sec): 3 clusters Score: Raw -32684477.137827 + Penalty 6074.458948 = -32678402.678880 nChanged 218 SP:Iteration 28Q (6874.780000 sec): 3 clusters Score: Raw -32684538.973289 + Penalty 6074.458948 = -32678464.514341 nChanged 193 SP:Iteration 29Q (6875.420000 sec): 3 clusters Score: Raw -32684586.419307 + Penalty 6074.458948 = -32678511.960359 nChanged 164 SP:Iteration 30Q (6876.060000 sec): 3 clusters Score: Raw -32684629.254675 + Penalty 6074.458948 = -32678554.795727 nChanged 146 SP:Iteration 31Q (6876.690000 sec): 3 clusters Score: Raw -32684666.119495 + Penalty 6074.458948 = -32678591.660547 nChanged 133 SP:Iteration 32Q (6877.320000 sec): 3 clusters Score: Raw -32684700.567120 + Penalty 6074.458948 = -32678626.108172 nChanged 112 SP:Iteration 33Q (6877.950000 sec): 3 clusters Score: Raw -32684728.258298 + Penalty 6074.458948 = -32678653.799350 nChanged 106 SP:Iteration 34Q (6878.590000 sec): 3 clusters Score: Raw -32684754.424998 + Penalty 6074.458948 = -32678679.966050 nChanged 96 SP:Iteration 35Q (6879.210000 sec): 3 clusters Score: Raw -32684777.290923 + Penalty 6074.458948 = -32678702.831976 nChanged 84 SP:Iteration 36Q (6879.850000 sec): 3 clusters Score: Raw -32684796.066989 + Penalty 6074.458948 = -32678721.608041 nChanged 67 SP:Iteration 37Q (6880.480000 sec): 3 clusters Score: Raw -32684813.529820 + Penalty 6074.458948 = -32678739.070872 nChanged 66 SP:Iteration 38Q (6881.110000 sec): 3 clusters Score: Raw -32684828.362740 + Penalty 6074.458948 = -32678753.903792 nChanged 54 SP:Iteration 39Q (6881.730000 sec): 3 clusters Score: Raw -32684840.691437 + Penalty 6074.458948 = -32678766.232489 nChanged 52 SP:Iteration 40F (6882.650000 sec): 3 clusters Score: Raw -32684851.206459 + Penalty 6074.458948 = -32678776.747511 nChanged 39 SP:Iteration 41Q (6883.280000 sec): 3 clusters Score: Raw -32684859.704337 + Penalty 6074.458948 = -32678785.245389 nChanged 36 SP:Iteration 42Q (6883.910000 sec): 3 clusters Score: Raw -32684866.172129 + Penalty 6074.458948 = -32678791.713181 nChanged 32 SP:Iteration 43Q (6884.550000 sec): 3 clusters Score: Raw -32684871.200485 + Penalty 6074.458948 = -32678796.741538 nChanged 18 SP:Iteration 44Q (6885.180000 sec): 3 clusters Score: Raw -32684874.372621 + Penalty 6074.458948 = -32678799.913673 nChanged 20 SP:Iteration 45Q (6885.810000 sec): 3 clusters Score: Raw -32684876.870040 + Penalty 6074.458948 = -32678802.411093 nChanged 10 SP:Iteration 46Q (6886.430000 sec): 3 clusters Score: Raw -32684878.175151 + Penalty 6074.458948 = -32678803.716203 nChanged 8 SP:Iteration 47Q (6887.060000 sec): 3 clusters Score: Raw -32684878.852100 + Penalty 6074.458948 = -32678804.393153 nChanged 10 SP:Iteration 48Q (6887.690000 sec): 3 clusters Score: Raw -32684879.997310 + Penalty 6074.458948 = -32678805.538362 nChanged 11 SP:Iteration 49Q (6888.320000 sec): 3 clusters Score: Raw -32684881.531644 + Penalty 6074.458948 = -32678807.072696 nChanged 10 SP:Iteration 50Q (6888.940000 sec): 3 clusters Score: Raw -32684882.683146 + Penalty 6074.458948 = -32678808.224198 nChanged 10 SP:Iteration 51Q (6889.580000 sec): 3 clusters Score: Raw -32684884.315815 + Penalty 6074.458948 = -32678809.856867 nChanged 11 SP:Iteration 52Q (6890.200000 sec): 3 clusters Score: Raw -32684886.116947 + Penalty 6074.458948 = -32678811.657999 nChanged 10 SP:Iteration 53Q (6890.830000 sec): 3 clusters Score: Raw -32684887.615380 + Penalty 6074.458948 = -32678813.156433 nChanged 6 SP:Iteration 54Q (6891.460000 sec): 3 clusters Score: Raw -32684888.491174 + Penalty 6074.458948 = -32678814.032226 nChanged 5 SP:Iteration 55Q (6892.080000 sec): 3 clusters Score: Raw -32684889.302808 + Penalty 6074.458948 = -32678814.843860 nChanged 6 SP:Iteration 56Q (6892.710000 sec): 3 clusters Score: Raw -32684890.126353 + Penalty 6074.458948 = -32678815.667405 nChanged 4 SP:Iteration 57Q (6893.350000 sec): 3 clusters Score: Raw -32684890.570894 + Penalty 6074.458948 = -32678816.111947 nChanged 3 SP:Iteration 58Q (6893.970000 sec): 3 clusters Score: Raw -32684890.879206 + Penalty 6074.458948 = -32678816.420258 nChanged 3 SP:Iteration 59Q (6894.600000 sec): 3 clusters Score: Raw -32684891.514990 + Penalty 6074.458948 = -32678817.056042 nChanged 1 SP:Iteration 60F (6895.490000 sec): 3 clusters Score: Raw -32684891.694967 + Penalty 6074.458948 = -32678817.236019 nChanged 2 SP:Iteration 61Q (6896.120000 sec): 3 clusters Score: Raw -32684891.933316 + Penalty 6074.458948 = -32678817.474368 nChanged 1 SP:Iteration 62Q (6896.750000 sec): 3 clusters Score: Raw -32684892.173811 + Penalty 6074.458948 = -32678817.714863 nChanged 3 SP:Iteration 63Q (6897.380000 sec): 3 clusters Score: Raw -32684892.685798 + Penalty 6074.458948 = -32678818.226850 nChanged 2 SP:Iteration 64Q (6898.000000 sec): 3 clusters Score: Raw -32684892.996181 + Penalty 6074.458948 = -32678818.537233 nChanged 2 SP:Iteration 65Q (6898.630000 sec): 3 clusters Score: Raw -32684893.225415 + Penalty 6074.458948 = -32678818.766467 nChanged 2 SP:Iteration 66Q (6899.260000 sec): 3 clusters Score: Raw -32684893.400895 + Penalty 6074.458948 = -32678818.941947 nChanged 1 SP:Iteration 67Q (6899.890000 sec): 3 clusters Score: Raw -32684893.562823 + Penalty 6074.458948 = -32678819.103875 nChanged 4 SP:Iteration 68Q (6900.520000 sec): 3 clusters Score: Raw -32684894.255782 + Penalty 6074.458948 = -32678819.796835 nChanged 6 SP:Iteration 69Q (6901.140000 sec): 3 clusters Score: Raw -32684895.527536 + Penalty 6074.458948 = -32678821.068588 nChanged 14 SP:Iteration 70Q (6901.770000 sec): 3 clusters Score: Raw -32684897.586017 + Penalty 6074.458948 = -32678823.127069 nChanged 8 SP:Iteration 71Q (6902.400000 sec): 3 clusters Score: Raw -32684898.919417 + Penalty 6074.458948 = -32678824.460469 nChanged 9 SP:Iteration 72Q (6903.020000 sec): 3 clusters Score: Raw -32684900.440622 + Penalty 6074.458948 = -32678825.981674 nChanged 13 SP:Iteration 73Q (6903.650000 sec): 3 clusters Score: Raw -32684902.507033 + Penalty 6074.458948 = -32678828.048086 nChanged 12 SP:Iteration 74Q (6904.280000 sec): 3 clusters Score: Raw -32684904.205198 + Penalty 6074.458948 = -32678829.746250 nChanged 11 SP:Iteration 75Q (6904.900000 sec): 3 clusters Score: Raw -32684906.838144 + Penalty 6074.458948 = -32678832.379196 nChanged 10 SP:Iteration 76Q (6905.530000 sec): 3 clusters Score: Raw -32684908.834235 + Penalty 6074.458948 = -32678834.375287 nChanged 11 SP:Iteration 77Q (6906.150000 sec): 3 clusters Score: Raw -32684910.725429 + Penalty 6074.458948 = -32678836.266481 nChanged 8 SP:Iteration 78Q (6906.780000 sec): 3 clusters Score: Raw -32684911.664259 + Penalty 6074.458948 = -32678837.205311 nChanged 6 SP:Iteration 79Q (6907.400000 sec): 3 clusters Score: Raw -32684913.004329 + Penalty 6074.458948 = -32678838.545381 nChanged 13 SP:Iteration 80F (6908.320000 sec): 3 clusters Score: Raw -32684915.100672 + Penalty 6074.458948 = -32678840.641724 nChanged 14 SP:Iteration 81Q (6908.960000 sec): 3 clusters Score: Raw -32684917.667366 + Penalty 6074.458948 = -32678843.208418 nChanged 9 SP:Iteration 82Q (6909.580000 sec): 3 clusters Score: Raw -32684919.572968 + Penalty 6074.458948 = -32678845.114020 nChanged 6 SP:Iteration 83Q (6910.210000 sec): 3 clusters Score: Raw -32684920.632352 + Penalty 6074.458948 = -32678846.173404 nChanged 8 SP:Iteration 84Q (6910.840000 sec): 3 clusters Score: Raw -32684921.596736 + Penalty 6074.458948 = -32678847.137788 nChanged 4 SP:Iteration 85Q (6911.470000 sec): 3 clusters Score: Raw -32684921.976476 + Penalty 6074.458948 = -32678847.517528 nChanged 2 SP:Iteration 86Q (6912.100000 sec): 3 clusters Score: Raw -32684922.233291 + Penalty 6074.458948 = -32678847.774343 nChanged 3 SP:Iteration 87Q (6912.720000 sec): 3 clusters Score: Raw -32684922.697425 + Penalty 6074.458948 = -32678848.238477 nChanged 3 SP:Iteration 88Q (6913.350000 sec): 3 clusters Score: Raw -32684923.017376 + Penalty 6074.458948 = -32678848.558428 nChanged 2 SP:Iteration 89Q (6913.970000 sec): 3 clusters Score: Raw -32684923.137297 + Penalty 6074.458948 = -32678848.678349 nChanged 0 SP:Iteration 90F (6914.870000 sec): 3 clusters Score: Raw -32684923.137297 + Penalty 6074.458948 = -32678848.678349 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6914.990000 sec): 2 clusters Score: Raw -1607558.928754 + Penalty 2306.943126 = -1605251.985628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6915.040000 sec): 3 clusters Score: Raw -1601547.626695 + Penalty 4613.886253 = -1596933.740442 nChanged 4645 SP:Iteration 1F (6915.080000 sec): 3 clusters Score: Raw -1604047.509017 + Penalty 4613.886253 = -1599433.622764 nChanged 773 SP:Iteration 2F (6915.130000 sec): 3 clusters Score: Raw -1604434.165164 + Penalty 4613.886253 = -1599820.278911 nChanged 611 SP:Iteration 3F (6915.180000 sec): 3 clusters Score: Raw -1604729.696247 + Penalty 4613.886253 = -1600115.809994 nChanged 515 SP:Iteration 4Q (6915.230000 sec): 3 clusters Score: Raw -1604974.223135 + Penalty 4613.886253 = -1600360.336883 nChanged 460 SP:Iteration 5Q (6915.270000 sec): 3 clusters Score: Raw -1605184.609929 + Penalty 4613.886253 = -1600570.723677 nChanged 436 SP:Iteration 6Q (6915.320000 sec): 3 clusters Score: Raw -1605380.173381 + Penalty 4613.886253 = -1600766.287128 nChanged 386 SP:Iteration 7Q (6915.370000 sec): 3 clusters Score: Raw -1605584.466919 + Penalty 4613.886253 = -1600970.580666 nChanged 404 SP:Iteration 8Q (6915.420000 sec): 3 clusters Score: Raw -1605833.716286 + Penalty 4613.886253 = -1601219.830033 nChanged 409 SP:Iteration 9Q (6915.460000 sec): 3 clusters Score: Raw -1606098.335845 + Penalty 4613.886253 = -1601484.449592 nChanged 430 SP:Iteration 10Q (6915.510000 sec): 3 clusters Score: Raw -1606362.994649 + Penalty 4613.886253 = -1601749.108396 nChanged 425 SP:Iteration 11Q (6915.560000 sec): 3 clusters Score: Raw -1606623.455532 + Penalty 4613.886253 = -1602009.569279 nChanged 375 SP:Iteration 12Q (6915.600000 sec): 3 clusters Score: Raw -1606856.828128 + Penalty 4613.886253 = -1602242.941875 nChanged 320 SP:Iteration 13Q (6915.650000 sec): 3 clusters Score: Raw -1607046.836615 + Penalty 4613.886253 = -1602432.950362 nChanged 276 SP:Iteration 14Q (6915.700000 sec): 3 clusters Score: Raw -1607181.296582 + Penalty 4613.886253 = -1602567.410329 nChanged 199 SP:Iteration 15Q (6915.740000 sec): 3 clusters Score: Raw -1607267.029118 + Penalty 4613.886253 = -1602653.142865 nChanged 167 SP:Iteration 16Q (6915.780000 sec): 3 clusters Score: Raw -1607323.441406 + Penalty 4613.886253 = -1602709.555153 nChanged 103 SP:Iteration 17Q (6915.830000 sec): 3 clusters Score: Raw -1607358.029185 + Penalty 4613.886253 = -1602744.142933 nChanged 96 SP:Iteration 18Q (6915.880000 sec): 3 clusters Score: Raw -1607382.435342 + Penalty 4613.886253 = -1602768.549089 nChanged 65 SP:Iteration 19Q (6915.920000 sec): 3 clusters Score: Raw -1607400.582636 + Penalty 4613.886253 = -1602786.696384 nChanged 59 SP:Iteration 20F (6915.970000 sec): 3 clusters Score: Raw -1607415.881668 + Penalty 4613.886253 = -1602801.995415 nChanged 66 SP:Iteration 21Q (6916.010000 sec): 3 clusters Score: Raw -1607431.323006 + Penalty 4613.886253 = -1602817.436753 nChanged 52 SP:Iteration 22Q (6916.060000 sec): 3 clusters Score: Raw -1607444.673281 + Penalty 4613.886253 = -1602830.787028 nChanged 47 SP:Iteration 23Q (6916.100000 sec): 3 clusters Score: Raw -1607453.974546 + Penalty 4613.886253 = -1602840.088293 nChanged 29 SP:Iteration 24Q (6916.140000 sec): 3 clusters Score: Raw -1607459.710968 + Penalty 4613.886253 = -1602845.824715 nChanged 17 SP:Iteration 25Q (6916.190000 sec): 3 clusters Score: Raw -1607461.987010 + Penalty 4613.886253 = -1602848.100757 nChanged 11 SP:Iteration 26Q (6916.230000 sec): 3 clusters Score: Raw -1607463.701856 + Penalty 4613.886253 = -1602849.815603 nChanged 10 SP:Iteration 27Q (6916.280000 sec): 3 clusters Score: Raw -1607465.413938 + Penalty 4613.886253 = -1602851.527686 nChanged 9 SP:Iteration 28Q (6916.320000 sec): 3 clusters Score: Raw -1607467.194277 + Penalty 4613.886253 = -1602853.308025 nChanged 12 SP:Iteration 29Q (6916.360000 sec): 3 clusters Score: Raw -1607469.435025 + Penalty 4613.886253 = -1602855.548773 nChanged 8 SP:Iteration 30Q (6916.400000 sec): 3 clusters Score: Raw -1607470.753709 + Penalty 4613.886253 = -1602856.867456 nChanged 8 SP:Iteration 31Q (6916.450000 sec): 3 clusters Score: Raw -1607471.816034 + Penalty 4613.886253 = -1602857.929782 nChanged 6 SP:Iteration 32Q (6916.490000 sec): 3 clusters Score: Raw -1607472.682488 + Penalty 4613.886253 = -1602858.796235 nChanged 8 SP:Iteration 33Q (6916.540000 sec): 3 clusters Score: Raw -1607473.699888 + Penalty 4613.886253 = -1602859.813635 nChanged 4 SP:Iteration 34Q (6916.580000 sec): 3 clusters Score: Raw -1607474.043732 + Penalty 4613.886253 = -1602860.157480 nChanged 2 SP:Iteration 35Q (6916.620000 sec): 3 clusters Score: Raw -1607474.232138 + Penalty 4613.886253 = -1602860.345885 nChanged 0 SP:Iteration 36F (6916.670000 sec): 3 clusters Score: Raw -1607474.232138 + Penalty 4613.886253 = -1602860.345885 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6916.680000 sec): 2 clusters Score: Raw -116498.068207 + Penalty 1661.476084 = -114836.592123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6916.680000 sec): 3 clusters Score: Raw -116357.497402 + Penalty 3322.952169 = -113034.545234 nChanged 190 SP:Iteration 1F (6916.690000 sec): 3 clusters Score: Raw -116630.870065 + Penalty 3322.952169 = -113307.917896 nChanged 69 SP:Iteration 2F (6916.690000 sec): 3 clusters Score: Raw -116774.838529 + Penalty 3322.952169 = -113451.886361 nChanged 34 SP:Iteration 3Q (6916.700000 sec): 3 clusters Score: Raw -116861.033703 + Penalty 3322.952169 = -113538.081534 nChanged 23 SP:Iteration 4Q (6916.700000 sec): 3 clusters Score: Raw -116963.968903 + Penalty 3322.952169 = -113641.016734 nChanged 26 SP:Iteration 5Q (6916.700000 sec): 3 clusters Score: Raw -117132.113901 + Penalty 3322.952169 = -113809.161732 nChanged 35 SP:Iteration 6Q (6916.700000 sec): 3 clusters Score: Raw -117294.995248 + Penalty 3322.952169 = -113972.043079 nChanged 39 SP:Iteration 7Q (6916.710000 sec): 3 clusters Score: Raw -117491.425102 + Penalty 3322.952169 = -114168.472933 nChanged 22 SP:Iteration 8Q (6916.710000 sec): 3 clusters Score: Raw -117699.120066 + Penalty 3322.952169 = -114376.167897 nChanged 9 SP:Iteration 9Q (6916.710000 sec): 3 clusters Score: Raw -117717.760650 + Penalty 3322.952169 = -114394.808482 nChanged 10 SP:Iteration 10Q (6916.720000 sec): 3 clusters Score: Raw -117730.834617 + Penalty 3322.952169 = -114407.882448 nChanged 3 SP:Iteration 11Q (6916.720000 sec): 3 clusters Score: Raw -117735.771188 + Penalty 3322.952169 = -114412.819020 nChanged 2 SP:Iteration 12Q (6916.720000 sec): 3 clusters Score: Raw -117739.698841 + Penalty 3322.952169 = -114416.746672 nChanged 1 SP:Iteration 13Q (6916.730000 sec): 3 clusters Score: Raw -117740.317198 + Penalty 3322.952169 = -114417.365030 nChanged 0 SP:Iteration 14F (6916.730000 sec): 3 clusters Score: Raw -117740.317198 + Penalty 3322.952169 = -114417.365030 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6916.880000 sec): 2 clusters Score: Raw -5795035.925586 + Penalty 2607.791695 = -5792428.133890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6917.060000 sec): 3 clusters Score: Raw -5772866.017579 + Penalty 5215.583390 = -5767650.434189 nChanged 16615 SP:Iteration 1F (6917.220000 sec): 3 clusters Score: Raw -5781814.689908 + Penalty 5215.583390 = -5776599.106518 nChanged 1826 SP:Iteration 2Q (6917.390000 sec): 3 clusters Score: Raw -5782488.011665 + Penalty 5215.583390 = -5777272.428275 nChanged 1898 SP:Iteration 3F (6917.550000 sec): 3 clusters Score: Raw -5783321.468001 + Penalty 5215.583390 = -5778105.884611 nChanged 2095 SP:Iteration 4F (6917.710000 sec): 3 clusters Score: Raw -5784470.198911 + Penalty 5215.583390 = -5779254.615521 nChanged 2451 SP:Iteration 5F (6917.870000 sec): 3 clusters Score: Raw -5786114.162098 + Penalty 5215.583390 = -5780898.578708 nChanged 2704 SP:Iteration 6F (6918.030000 sec): 3 clusters Score: Raw -5788098.445193 + Penalty 5215.583390 = -5782882.861803 nChanged 2637 SP:Iteration 7F (6918.200000 sec): 3 clusters Score: Raw -5789952.477209 + Penalty 5215.583390 = -5784736.893819 nChanged 2210 SP:Iteration 8F (6918.360000 sec): 3 clusters Score: Raw -5791273.581034 + Penalty 5215.583390 = -5786057.997644 nChanged 1606 SP:Iteration 9Q (6918.530000 sec): 3 clusters Score: Raw -5792043.787033 + Penalty 5215.583390 = -5786828.203643 nChanged 1131 SP:Iteration 10Q (6918.690000 sec): 3 clusters Score: Raw -5792538.208710 + Penalty 5215.583390 = -5787322.625320 nChanged 904 SP:Iteration 11Q (6918.850000 sec): 3 clusters Score: Raw -5792929.606197 + Penalty 5215.583390 = -5787714.022806 nChanged 815 SP:Iteration 12Q (6919.020000 sec): 3 clusters Score: Raw -5793304.295883 + Penalty 5215.583390 = -5788088.712492 nChanged 786 SP:Iteration 13Q (6919.180000 sec): 3 clusters Score: Raw -5793700.775723 + Penalty 5215.583390 = -5788485.192332 nChanged 743 SP:Iteration 14Q (6919.350000 sec): 3 clusters Score: Raw -5794121.746518 + Penalty 5215.583390 = -5788906.163127 nChanged 633 SP:Iteration 15Q (6919.510000 sec): 3 clusters Score: Raw -5794483.015008 + Penalty 5215.583390 = -5789267.431618 nChanged 539 SP:Iteration 16Q (6919.670000 sec): 3 clusters Score: Raw -5794782.947811 + Penalty 5215.583390 = -5789567.364421 nChanged 431 SP:Iteration 17Q (6919.830000 sec): 3 clusters Score: Raw -5795014.717466 + Penalty 5215.583390 = -5789799.134075 nChanged 333 SP:Iteration 18Q (6919.990000 sec): 3 clusters Score: Raw -5795181.684036 + Penalty 5215.583390 = -5789966.100645 nChanged 260 SP:Iteration 19Q (6920.150000 sec): 3 clusters Score: Raw -5795312.305208 + Penalty 5215.583390 = -5790096.721818 nChanged 204 SP:Iteration 20F (6920.310000 sec): 3 clusters Score: Raw -5795397.032479 + Penalty 5215.583390 = -5790181.449089 nChanged 133 SP:Iteration 21Q (6920.460000 sec): 3 clusters Score: Raw -5795448.013520 + Penalty 5215.583390 = -5790232.430130 nChanged 116 SP:Iteration 22Q (6920.610000 sec): 3 clusters Score: Raw -5795504.115251 + Penalty 5215.583390 = -5790288.531861 nChanged 109 SP:Iteration 23Q (6920.750000 sec): 3 clusters Score: Raw -5795552.629727 + Penalty 5215.583390 = -5790337.046336 nChanged 90 SP:Iteration 24Q (6920.900000 sec): 3 clusters Score: Raw -5795591.123952 + Penalty 5215.583390 = -5790375.540561 nChanged 72 SP:Iteration 25Q (6921.040000 sec): 3 clusters Score: Raw -5795624.923754 + Penalty 5215.583390 = -5790409.340363 nChanged 63 SP:Iteration 26Q (6921.180000 sec): 3 clusters Score: Raw -5795653.407434 + Penalty 5215.583390 = -5790437.824043 nChanged 62 SP:Iteration 27Q (6921.320000 sec): 3 clusters Score: Raw -5795681.704038 + Penalty 5215.583390 = -5790466.120648 nChanged 42 SP:Iteration 28Q (6921.460000 sec): 3 clusters Score: Raw -5795697.969892 + Penalty 5215.583390 = -5790482.386501 nChanged 25 SP:Iteration 29Q (6921.590000 sec): 3 clusters Score: Raw -5795708.243193 + Penalty 5215.583390 = -5790492.659802 nChanged 21 SP:Iteration 30Q (6921.730000 sec): 3 clusters Score: Raw -5795716.185420 + Penalty 5215.583390 = -5790500.602030 nChanged 14 SP:Iteration 31Q (6921.870000 sec): 3 clusters Score: Raw -5795721.122463 + Penalty 5215.583390 = -5790505.539073 nChanged 12 SP:Iteration 32Q (6922.000000 sec): 3 clusters Score: Raw -5795724.525244 + Penalty 5215.583390 = -5790508.941853 nChanged 3 SP:Iteration 33Q (6922.130000 sec): 3 clusters Score: Raw -5795725.181448 + Penalty 5215.583390 = -5790509.598058 nChanged 2 SP:Iteration 34Q (6922.270000 sec): 3 clusters Score: Raw -5795725.686609 + Penalty 5215.583390 = -5790510.103219 nChanged 4 SP:Iteration 35Q (6922.400000 sec): 3 clusters Score: Raw -5795727.413576 + Penalty 5215.583390 = -5790511.830186 nChanged 6 SP:Iteration 36Q (6922.540000 sec): 3 clusters Score: Raw -5795729.371958 + Penalty 5215.583390 = -5790513.788568 nChanged 6 SP:Iteration 37Q (6922.670000 sec): 3 clusters Score: Raw -5795732.194491 + Penalty 5215.583390 = -5790516.611100 nChanged 6 SP:Iteration 38Q (6922.800000 sec): 3 clusters Score: Raw -5795734.720272 + Penalty 5215.583390 = -5790519.136881 nChanged 6 SP:Iteration 39Q (6922.940000 sec): 3 clusters Score: Raw -5795736.494310 + Penalty 5215.583390 = -5790520.910920 nChanged 4 SP:Iteration 40F (6923.090000 sec): 3 clusters Score: Raw -5795737.373189 + Penalty 5215.583390 = -5790521.789799 nChanged 2 SP:Iteration 41Q (6923.230000 sec): 3 clusters Score: Raw -5795737.885244 + Penalty 5215.583390 = -5790522.301854 nChanged 1 SP:Iteration 42Q (6923.360000 sec): 3 clusters Score: Raw -5795738.208614 + Penalty 5215.583390 = -5790522.625223 nChanged 4 SP:Iteration 43Q (6923.490000 sec): 3 clusters Score: Raw -5795739.631801 + Penalty 5215.583390 = -5790524.048411 nChanged 5 SP:Iteration 44Q (6923.630000 sec): 3 clusters Score: Raw -5795741.107447 + Penalty 5215.583390 = -5790525.524056 nChanged 3 SP:Iteration 45Q (6923.760000 sec): 3 clusters Score: Raw -5795741.799428 + Penalty 5215.583390 = -5790526.216038 nChanged 0 SP:Iteration 46F (6923.920000 sec): 3 clusters Score: Raw -5795741.799428 + Penalty 5215.583390 = -5790526.216038 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (5564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6923.950000 sec): 2 clusters Score: Raw -839676.536515 + Penalty 2138.769993 = -837537.766522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6923.980000 sec): 3 clusters Score: Raw -837085.259082 + Penalty 4277.539986 = -832807.719096 nChanged 2083 SP:Iteration 1F (6924.000000 sec): 3 clusters Score: Raw -838267.101144 + Penalty 4277.539986 = -833989.561158 nChanged 368 SP:Iteration 2F (6924.030000 sec): 3 clusters Score: Raw -838472.561445 + Penalty 4277.539986 = -834195.021458 nChanged 241 SP:Iteration 3Q (6924.050000 sec): 3 clusters Score: Raw -838588.907421 + Penalty 4277.539986 = -834311.367434 nChanged 169 SP:Iteration 4Q (6924.070000 sec): 3 clusters Score: Raw -838655.163726 + Penalty 4277.539986 = -834377.623740 nChanged 118 SP:Iteration 5Q (6924.100000 sec): 3 clusters Score: Raw -838702.178013 + Penalty 4277.539986 = -834424.638027 nChanged 103 SP:Iteration 6Q (6924.120000 sec): 3 clusters Score: Raw -838743.317356 + Penalty 4277.539986 = -834465.777369 nChanged 87 SP:Iteration 7Q (6924.150000 sec): 3 clusters Score: Raw -838772.390311 + Penalty 4277.539986 = -834494.850325 nChanged 65 SP:Iteration 8Q (6924.170000 sec): 3 clusters Score: Raw -838795.905624 + Penalty 4277.539986 = -834518.365638 nChanged 81 SP:Iteration 9Q (6924.190000 sec): 3 clusters Score: Raw -838827.198341 + Penalty 4277.539986 = -834549.658355 nChanged 90 SP:Iteration 10Q (6924.220000 sec): 3 clusters Score: Raw -838857.006412 + Penalty 4277.539986 = -834579.466426 nChanged 70 SP:Iteration 11Q (6924.240000 sec): 3 clusters Score: Raw -838879.325444 + Penalty 4277.539986 = -834601.785458 nChanged 50 SP:Iteration 12Q (6924.270000 sec): 3 clusters Score: Raw -838896.944879 + Penalty 4277.539986 = -834619.404893 nChanged 59 SP:Iteration 13Q (6924.290000 sec): 3 clusters Score: Raw -838918.088081 + Penalty 4277.539986 = -834640.548095 nChanged 61 SP:Iteration 14Q (6924.310000 sec): 3 clusters Score: Raw -838941.322680 + Penalty 4277.539986 = -834663.782694 nChanged 65 SP:Iteration 15Q (6924.340000 sec): 3 clusters Score: Raw -838968.386798 + Penalty 4277.539986 = -834690.846811 nChanged 78 SP:Iteration 16Q (6924.360000 sec): 3 clusters Score: Raw -839000.496591 + Penalty 4277.539986 = -834722.956604 nChanged 80 SP:Iteration 17Q (6924.390000 sec): 3 clusters Score: Raw -839041.195744 + Penalty 4277.539986 = -834763.655758 nChanged 96 SP:Iteration 18Q (6924.410000 sec): 3 clusters Score: Raw -839089.268181 + Penalty 4277.539986 = -834811.728195 nChanged 103 SP:Iteration 19Q (6924.430000 sec): 3 clusters Score: Raw -839138.377210 + Penalty 4277.539986 = -834860.837224 nChanged 99 SP:Iteration 20F (6924.460000 sec): 3 clusters Score: Raw -839187.614812 + Penalty 4277.539986 = -834910.074825 nChanged 94 SP:Iteration 21Q (6924.480000 sec): 3 clusters Score: Raw -839230.049286 + Penalty 4277.539986 = -834952.509300 nChanged 83 SP:Iteration 22Q (6924.500000 sec): 3 clusters Score: Raw -839269.730418 + Penalty 4277.539986 = -834992.190432 nChanged 85 SP:Iteration 23Q (6924.530000 sec): 3 clusters Score: Raw -839314.662289 + Penalty 4277.539986 = -835037.122303 nChanged 95 SP:Iteration 24Q (6924.550000 sec): 3 clusters Score: Raw -839367.099150 + Penalty 4277.539986 = -835089.559163 nChanged 93 SP:Iteration 25Q (6924.570000 sec): 3 clusters Score: Raw -839416.637183 + Penalty 4277.539986 = -835139.097197 nChanged 79 SP:Iteration 26Q (6924.600000 sec): 3 clusters Score: Raw -839454.718411 + Penalty 4277.539986 = -835177.178425 nChanged 75 SP:Iteration 27Q (6924.620000 sec): 3 clusters Score: Raw -839489.528315 + Penalty 4277.539986 = -835211.988329 nChanged 66 SP:Iteration 28Q (6924.650000 sec): 3 clusters Score: Raw -839519.815492 + Penalty 4277.539986 = -835242.275505 nChanged 69 SP:Iteration 29Q (6924.670000 sec): 3 clusters Score: Raw -839557.682144 + Penalty 4277.539986 = -835280.142158 nChanged 65 SP:Iteration 30Q (6924.690000 sec): 3 clusters Score: Raw -839596.250142 + Penalty 4277.539986 = -835318.710155 nChanged 67 SP:Iteration 31Q (6924.710000 sec): 3 clusters Score: Raw -839634.416661 + Penalty 4277.539986 = -835356.876674 nChanged 64 SP:Iteration 32Q (6924.740000 sec): 3 clusters Score: Raw -839670.900872 + Penalty 4277.539986 = -835393.360885 nChanged 46 SP:Iteration 33Q (6924.760000 sec): 3 clusters Score: Raw -839697.345879 + Penalty 4277.539986 = -835419.805893 nChanged 44 SP:Iteration 34Q (6924.780000 sec): 3 clusters Score: Raw -839718.855492 + Penalty 4277.539986 = -835441.315506 nChanged 34 SP:Iteration 35Q (6924.810000 sec): 3 clusters Score: Raw -839734.748913 + Penalty 4277.539986 = -835457.208927 nChanged 35 SP:Iteration 36Q (6924.830000 sec): 3 clusters Score: Raw -839752.281436 + Penalty 4277.539986 = -835474.741450 nChanged 39 SP:Iteration 37Q (6924.850000 sec): 3 clusters Score: Raw -839775.386338 + Penalty 4277.539986 = -835497.846352 nChanged 36 SP:Iteration 38Q (6924.870000 sec): 3 clusters Score: Raw -839798.343813 + Penalty 4277.539986 = -835520.803827 nChanged 34 SP:Iteration 39Q (6924.890000 sec): 3 clusters Score: Raw -839814.474176 + Penalty 4277.539986 = -835536.934190 nChanged 31 SP:Iteration 40F (6924.920000 sec): 3 clusters Score: Raw -839830.141925 + Penalty 4277.539986 = -835552.601939 nChanged 22 SP:Iteration 41Q (6924.940000 sec): 3 clusters Score: Raw -839842.229418 + Penalty 4277.539986 = -835564.689432 nChanged 24 SP:Iteration 42Q (6924.960000 sec): 3 clusters Score: Raw -839856.134996 + Penalty 4277.539986 = -835578.595010 nChanged 28 SP:Iteration 43Q (6924.990000 sec): 3 clusters Score: Raw -839875.026010 + Penalty 4277.539986 = -835597.486023 nChanged 30 SP:Iteration 44Q (6925.010000 sec): 3 clusters Score: Raw -839891.568675 + Penalty 4277.539986 = -835614.028689 nChanged 26 SP:Iteration 45Q (6925.030000 sec): 3 clusters Score: Raw -839908.997952 + Penalty 4277.539986 = -835631.457966 nChanged 25 SP:Iteration 46Q (6925.050000 sec): 3 clusters Score: Raw -839926.629702 + Penalty 4277.539986 = -835649.089716 nChanged 27 SP:Iteration 47Q (6925.070000 sec): 3 clusters Score: Raw -839949.100906 + Penalty 4277.539986 = -835671.560920 nChanged 22 SP:Iteration 48Q (6925.090000 sec): 3 clusters Score: Raw -839968.021083 + Penalty 4277.539986 = -835690.481097 nChanged 21 SP:Iteration 49Q (6925.110000 sec): 3 clusters Score: Raw -839984.216641 + Penalty 4277.539986 = -835706.676655 nChanged 19 SP:Iteration 50Q (6925.130000 sec): 3 clusters Score: Raw -839999.587029 + Penalty 4277.539986 = -835722.047042 nChanged 20 SP:Iteration 51Q (6925.150000 sec): 3 clusters Score: Raw -840014.039410 + Penalty 4277.539986 = -835736.499424 nChanged 14 SP:Iteration 52Q (6925.180000 sec): 3 clusters Score: Raw -840024.118593 + Penalty 4277.539986 = -835746.578607 nChanged 14 SP:Iteration 53Q (6925.200000 sec): 3 clusters Score: Raw -840035.449353 + Penalty 4277.539986 = -835757.909367 nChanged 11 SP:Iteration 54Q (6925.220000 sec): 3 clusters Score: Raw -840046.296204 + Penalty 4277.539986 = -835768.756218 nChanged 9 SP:Iteration 55Q (6925.240000 sec): 3 clusters Score: Raw -840053.411673 + Penalty 4277.539986 = -835775.871687 nChanged 10 SP:Iteration 56Q (6925.260000 sec): 3 clusters Score: Raw -840061.671422 + Penalty 4277.539986 = -835784.131436 nChanged 9 SP:Iteration 57Q (6925.280000 sec): 3 clusters Score: Raw -840068.859617 + Penalty 4277.539986 = -835791.319630 nChanged 2 SP:Iteration 58Q (6925.300000 sec): 3 clusters Score: Raw -840069.695894 + Penalty 4277.539986 = -835792.155908 nChanged 1 SP:Iteration 59Q (6925.320000 sec): 3 clusters Score: Raw -840070.862077 + Penalty 4277.539986 = -835793.322091 nChanged 2 SP:Iteration 60F (6925.340000 sec): 3 clusters Score: Raw -840072.850757 + Penalty 4277.539986 = -835795.310771 nChanged 3 SP:Iteration 61Q (6925.360000 sec): 3 clusters Score: Raw -840075.885119 + Penalty 4277.539986 = -835798.345133 nChanged 2 SP:Iteration 62Q (6925.380000 sec): 3 clusters Score: Raw -840077.653889 + Penalty 4277.539986 = -835800.113902 nChanged 5 SP:Iteration 63Q (6925.400000 sec): 3 clusters Score: Raw -840081.389951 + Penalty 4277.539986 = -835803.849965 nChanged 4 SP:Iteration 64Q (6925.420000 sec): 3 clusters Score: Raw -840085.052233 + Penalty 4277.539986 = -835807.512247 nChanged 2 SP:Iteration 65Q (6925.440000 sec): 3 clusters Score: Raw -840086.538136 + Penalty 4277.539986 = -835808.998150 nChanged 1 SP:Iteration 66Q (6925.460000 sec): 3 clusters Score: Raw -840087.293034 + Penalty 4277.539986 = -835809.753047 nChanged 1 SP:Iteration 67Q (6925.480000 sec): 3 clusters Score: Raw -840088.035376 + Penalty 4277.539986 = -835810.495389 nChanged 2 SP:Iteration 68Q (6925.500000 sec): 3 clusters Score: Raw -840090.402870 + Penalty 4277.539986 = -835812.862884 nChanged 1 SP:Iteration 69Q (6925.520000 sec): 3 clusters Score: Raw -840090.803453 + Penalty 4277.539986 = -835813.263466 nChanged 1 SP:Iteration 70Q (6925.540000 sec): 3 clusters Score: Raw -840091.378687 + Penalty 4277.539986 = -835813.838701 nChanged 0 SP:Iteration 71F (6925.570000 sec): 3 clusters Score: Raw -840091.378687 + Penalty 4277.539986 = -835813.838701 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (2389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.580000 sec): 2 clusters Score: Raw -370596.677953 + Penalty 1929.100277 = -368667.577676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.590000 sec): 3 clusters Score: Raw -369636.915641 + Penalty 3858.200553 = -365778.715087 nChanged 792 SP:Iteration 1F (6925.600000 sec): 3 clusters Score: Raw -370203.407533 + Penalty 3858.200553 = -366345.206980 nChanged 198 SP:Iteration 2F (6925.610000 sec): 3 clusters Score: Raw -370374.980975 + Penalty 3858.200553 = -366516.780422 nChanged 110 SP:Iteration 3Q (6925.620000 sec): 3 clusters Score: Raw -370451.350291 + Penalty 3858.200553 = -366593.149738 nChanged 65 SP:Iteration 4Q (6925.630000 sec): 3 clusters Score: Raw -370498.492041 + Penalty 3858.200553 = -366640.291488 nChanged 47 SP:Iteration 5Q (6925.640000 sec): 3 clusters Score: Raw -370532.945422 + Penalty 3858.200553 = -366674.744869 nChanged 35 SP:Iteration 6Q (6925.650000 sec): 3 clusters Score: Raw -370554.309511 + Penalty 3858.200553 = -366696.108957 nChanged 23 SP:Iteration 7Q (6925.660000 sec): 3 clusters Score: Raw -370568.524550 + Penalty 3858.200553 = -366710.323997 nChanged 20 SP:Iteration 8Q (6925.670000 sec): 3 clusters Score: Raw -370579.151903 + Penalty 3858.200553 = -366720.951350 nChanged 14 SP:Iteration 9Q (6925.680000 sec): 3 clusters Score: Raw -370587.807826 + Penalty 3858.200553 = -366729.607273 nChanged 12 SP:Iteration 10Q (6925.690000 sec): 3 clusters Score: Raw -370595.549845 + Penalty 3858.200553 = -366737.349292 nChanged 16 SP:Iteration 11Q (6925.700000 sec): 3 clusters Score: Raw -370608.801557 + Penalty 3858.200553 = -366750.601004 nChanged 20 SP:Iteration 12Q (6925.710000 sec): 3 clusters Score: Raw -370624.174394 + Penalty 3858.200553 = -366765.973841 nChanged 18 SP:Iteration 13Q (6925.720000 sec): 3 clusters Score: Raw -370635.478944 + Penalty 3858.200553 = -366777.278391 nChanged 14 SP:Iteration 14Q (6925.730000 sec): 3 clusters Score: Raw -370643.237459 + Penalty 3858.200553 = -366785.036906 nChanged 11 SP:Iteration 15Q (6925.740000 sec): 3 clusters Score: Raw -370649.701751 + Penalty 3858.200553 = -366791.501198 nChanged 7 SP:Iteration 16Q (6925.750000 sec): 3 clusters Score: Raw -370653.965763 + Penalty 3858.200553 = -366795.765210 nChanged 6 SP:Iteration 17Q (6925.760000 sec): 3 clusters Score: Raw -370656.013719 + Penalty 3858.200553 = -366797.813166 nChanged 6 SP:Iteration 18Q (6925.770000 sec): 3 clusters Score: Raw -370658.855248 + Penalty 3858.200553 = -366800.654694 nChanged 8 SP:Iteration 19Q (6925.780000 sec): 3 clusters Score: Raw -370664.508205 + Penalty 3858.200553 = -366806.307652 nChanged 2 SP:Iteration 20F (6925.790000 sec): 3 clusters Score: Raw -370665.298011 + Penalty 3858.200553 = -366807.097458 nChanged 1 SP:Iteration 21Q (6925.800000 sec): 3 clusters Score: Raw -370665.864140 + Penalty 3858.200553 = -366807.663586 nChanged 1 SP:Iteration 22Q (6925.810000 sec): 3 clusters Score: Raw -370666.444351 + Penalty 3858.200553 = -366808.243798 nChanged 0 SP:Iteration 23F (6925.820000 sec): 3 clusters Score: Raw -370666.444351 + Penalty 3858.200553 = -366808.243798 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.830000 sec): 2 clusters Score: Raw -98494.910906 + Penalty 1651.504892 = -96843.406014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.830000 sec): 3 clusters Score: Raw -98638.165363 + Penalty 3303.009784 = -95335.155579 nChanged 243 SP:Iteration 1F (6925.830000 sec): 3 clusters Score: Raw -99427.158058 + Penalty 3303.009784 = -96124.148274 nChanged 114 SP:Iteration 2F (6925.840000 sec): 3 clusters Score: Raw -99864.200434 + Penalty 3303.009784 = -96561.190649 nChanged 63 SP:Iteration 3F (6925.840000 sec): 3 clusters Score: Raw -100078.198873 + Penalty 3303.009784 = -96775.189089 nChanged 28 SP:Iteration 4Q (6925.840000 sec): 3 clusters Score: Raw -100229.696552 + Penalty 3303.009784 = -96926.686768 nChanged 21 SP:Iteration 5Q (6925.850000 sec): 3 clusters Score: Raw -100295.217687 + Penalty 3303.009784 = -96992.207903 nChanged 12 SP:Iteration 6Q (6925.850000 sec): 3 clusters Score: Raw -100372.861645 + Penalty 3303.009784 = -97069.851861 nChanged 6 SP:Iteration 7Q (6925.850000 sec): 3 clusters Score: Raw -100452.575831 + Penalty 3303.009784 = -97149.566047 nChanged 7 SP:Iteration 8Q (6925.850000 sec): 3 clusters Score: Raw -100493.722868 + Penalty 3303.009784 = -97190.713083 nChanged 4 SP:Iteration 9Q (6925.850000 sec): 3 clusters Score: Raw -100506.406293 + Penalty 3303.009784 = -97203.396508 nChanged 2 SP:Iteration 10Q (6925.860000 sec): 3 clusters Score: Raw -100511.755978 + Penalty 3303.009784 = -97208.746194 nChanged 1 SP:Iteration 11Q (6925.860000 sec): 3 clusters Score: Raw -100517.868805 + Penalty 3303.009784 = -97214.859021 nChanged 0 SP:Iteration 12F (6925.870000 sec): 3 clusters Score: Raw -100524.831033 + Penalty 3303.009784 = -97221.821249 nChanged 2 SP:Iteration 13Q (6925.870000 sec): 3 clusters Score: Raw -100576.022382 + Penalty 3303.009784 = -97273.012598 nChanged 2 SP:Iteration 14Q (6925.870000 sec): 3 clusters Score: Raw -100595.578978 + Penalty 3303.009784 = -97292.569193 nChanged 1 SP:Iteration 15Q (6925.870000 sec): 3 clusters Score: Raw -100626.285654 + Penalty 3303.009784 = -97323.275870 nChanged 5 SP:Iteration 16Q (6925.870000 sec): 3 clusters Score: Raw -100641.346529 + Penalty 3303.009784 = -97338.336745 nChanged 2 SP:Iteration 17Q (6925.880000 sec): 3 clusters Score: Raw -100644.351227 + Penalty 3303.009784 = -97341.341443 nChanged 2 SP:Iteration 18Q (6925.880000 sec): 3 clusters Score: Raw -100686.858849 + Penalty 3303.009784 = -97383.849065 nChanged 1 SP:Iteration 19Q (6925.880000 sec): 3 clusters Score: Raw -100698.183247 + Penalty 3303.009784 = -97395.173463 nChanged 1 SP:Iteration 20F (6925.890000 sec): 3 clusters Score: Raw -100757.718812 + Penalty 3303.009784 = -97454.709028 nChanged 2 SP:Iteration 21Q (6925.890000 sec): 3 clusters Score: Raw -100760.893056 + Penalty 3303.009784 = -97457.883272 nChanged 1 SP:Iteration 22Q (6925.890000 sec): 3 clusters Score: Raw -100762.203020 + Penalty 3303.009784 = -97459.193236 nChanged 0 SP:Iteration 23F (6925.890000 sec): 3 clusters Score: Raw -100762.203020 + Penalty 3303.009784 = -97459.193236 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 4.86 GB. Trying to split cluster 16 (5984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6925.930000 sec): 2 clusters Score: Raw -873112.621897 + Penalty 2156.817441 = -870955.804456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6925.950000 sec): 3 clusters Score: Raw -870102.214830 + Penalty 4313.634882 = -865788.579948 nChanged 2372 SP:Iteration 1F (6925.980000 sec): 3 clusters Score: Raw -871618.863251 + Penalty 4313.634882 = -867305.228369 nChanged 539 SP:Iteration 2F (6926.000000 sec): 3 clusters Score: Raw -872057.432660 + Penalty 4313.634882 = -867743.797778 nChanged 423 SP:Iteration 3F (6926.030000 sec): 3 clusters Score: Raw -872446.306470 + Penalty 4313.634882 = -868132.671589 nChanged 369 SP:Iteration 4F (6926.050000 sec): 3 clusters Score: Raw -872801.219914 + Penalty 4313.634882 = -868487.585033 nChanged 350 SP:Iteration 5F (6926.080000 sec): 3 clusters Score: Raw -873126.299576 + Penalty 4313.634882 = -868812.664694 nChanged 329 SP:Iteration 6F (6926.100000 sec): 3 clusters Score: Raw -873448.765870 + Penalty 4313.634882 = -869135.130988 nChanged 283 SP:Iteration 7Q (6926.130000 sec): 3 clusters Score: Raw -873726.035635 + Penalty 4313.634882 = -869412.400753 nChanged 244 SP:Iteration 8Q (6926.150000 sec): 3 clusters Score: Raw -873952.991547 + Penalty 4313.634882 = -869639.356666 nChanged 219 SP:Iteration 9Q (6926.180000 sec): 3 clusters Score: Raw -874169.426892 + Penalty 4313.634882 = -869855.792010 nChanged 174 SP:Iteration 10Q (6926.200000 sec): 3 clusters Score: Raw -874317.624913 + Penalty 4313.634882 = -870003.990031 nChanged 142 SP:Iteration 11Q (6926.230000 sec): 3 clusters Score: Raw -874419.545315 + Penalty 4313.634882 = -870105.910433 nChanged 108 SP:Iteration 12Q (6926.250000 sec): 3 clusters Score: Raw -874492.656047 + Penalty 4313.634882 = -870179.021166 nChanged 99 SP:Iteration 13Q (6926.270000 sec): 3 clusters Score: Raw -874564.786692 + Penalty 4313.634882 = -870251.151810 nChanged 103 SP:Iteration 14Q (6926.300000 sec): 3 clusters Score: Raw -874655.633758 + Penalty 4313.634882 = -870341.998877 nChanged 104 SP:Iteration 15Q (6926.320000 sec): 3 clusters Score: Raw -874747.375754 + Penalty 4313.634882 = -870433.740872 nChanged 96 SP:Iteration 16Q (6926.350000 sec): 3 clusters Score: Raw -874821.606987 + Penalty 4313.634882 = -870507.972105 nChanged 67 SP:Iteration 17Q (6926.370000 sec): 3 clusters Score: Raw -874872.940418 + Penalty 4313.634882 = -870559.305536 nChanged 57 SP:Iteration 18Q (6926.390000 sec): 3 clusters Score: Raw -874920.455924 + Penalty 4313.634882 = -870606.821042 nChanged 60 SP:Iteration 19Q (6926.410000 sec): 3 clusters Score: Raw -874966.284809 + Penalty 4313.634882 = -870652.649927 nChanged 52 SP:Iteration 20F (6926.440000 sec): 3 clusters Score: Raw -875017.493961 + Penalty 4313.634882 = -870703.859079 nChanged 55 SP:Iteration 21Q (6926.460000 sec): 3 clusters Score: Raw -875072.720664 + Penalty 4313.634882 = -870759.085782 nChanged 39 SP:Iteration 22Q (6926.480000 sec): 3 clusters Score: Raw -875112.201126 + Penalty 4313.634882 = -870798.566244 nChanged 31 SP:Iteration 23Q (6926.500000 sec): 3 clusters Score: Raw -875134.782299 + Penalty 4313.634882 = -870821.147417 nChanged 26 SP:Iteration 24Q (6926.530000 sec): 3 clusters Score: Raw -875148.998888 + Penalty 4313.634882 = -870835.364006 nChanged 16 SP:Iteration 25Q (6926.550000 sec): 3 clusters Score: Raw -875157.984608 + Penalty 4313.634882 = -870844.349726 nChanged 11 SP:Iteration 26Q (6926.570000 sec): 3 clusters Score: Raw -875165.330460 + Penalty 4313.634882 = -870851.695578 nChanged 9 SP:Iteration 27Q (6926.590000 sec): 3 clusters Score: Raw -875169.154028 + Penalty 4313.634882 = -870855.519146 nChanged 8 SP:Iteration 28Q (6926.610000 sec): 3 clusters Score: Raw -875172.135431 + Penalty 4313.634882 = -870858.500550 nChanged 8 SP:Iteration 29Q (6926.630000 sec): 3 clusters Score: Raw -875176.054206 + Penalty 4313.634882 = -870862.419324 nChanged 4 SP:Iteration 30Q (6926.650000 sec): 3 clusters Score: Raw -875177.807925 + Penalty 4313.634882 = -870864.173043 nChanged 2 SP:Iteration 31Q (6926.670000 sec): 3 clusters Score: Raw -875178.620380 + Penalty 4313.634882 = -870864.985498 nChanged 2 SP:Iteration 32Q (6926.690000 sec): 3 clusters Score: Raw -875179.278132 + Penalty 4313.634882 = -870865.643250 nChanged 0 SP:Iteration 33F (6926.720000 sec): 3 clusters Score: Raw -875179.278132 + Penalty 4313.634882 = -870865.643250 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6926.810000 sec): 2 clusters Score: Raw -3580691.610588 + Penalty 2488.309620 = -3578203.300968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6926.910000 sec): 3 clusters Score: Raw -3567289.512452 + Penalty 4976.619241 = -3562312.893211 nChanged 10171 SP:Iteration 1F (6927.010000 sec): 3 clusters Score: Raw -3572603.901944 + Penalty 4976.619241 = -3567627.282703 nChanged 1094 SP:Iteration 2Q (6927.110000 sec): 3 clusters Score: Raw -3572966.643977 + Penalty 4976.619241 = -3567990.024736 nChanged 962 SP:Iteration 3Q (6927.210000 sec): 3 clusters Score: Raw -3573274.345407 + Penalty 4976.619241 = -3568297.726166 nChanged 850 SP:Iteration 4Q (6927.310000 sec): 3 clusters Score: Raw -3573560.507621 + Penalty 4976.619241 = -3568583.888381 nChanged 799 SP:Iteration 5Q (6927.410000 sec): 3 clusters Score: Raw -3573831.859697 + Penalty 4976.619241 = -3568855.240457 nChanged 858 SP:Iteration 6Q (6927.510000 sec): 3 clusters Score: Raw -3574120.845006 + Penalty 4976.619241 = -3569144.225766 nChanged 884 SP:Iteration 7Q (6927.610000 sec): 3 clusters Score: Raw -3574460.134450 + Penalty 4976.619241 = -3569483.515209 nChanged 997 SP:Iteration 8Q (6927.710000 sec): 3 clusters Score: Raw -3574894.852370 + Penalty 4976.619241 = -3569918.233130 nChanged 1057 SP:Iteration 9Q (6927.810000 sec): 3 clusters Score: Raw -3575408.924908 + Penalty 4976.619241 = -3570432.305667 nChanged 1141 SP:Iteration 10F (6927.910000 sec): 3 clusters Score: Raw -3575998.270982 + Penalty 4976.619241 = -3571021.651742 nChanged 1142 SP:Iteration 11F (6928.010000 sec): 3 clusters Score: Raw -3576591.715176 + Penalty 4976.619241 = -3571615.095935 nChanged 1051 SP:Iteration 12Q (6928.110000 sec): 3 clusters Score: Raw -3577144.179718 + Penalty 4976.619241 = -3572167.560477 nChanged 974 SP:Iteration 13Q (6928.210000 sec): 3 clusters Score: Raw -3577659.681832 + Penalty 4976.619241 = -3572683.062591 nChanged 837 SP:Iteration 14Q (6928.310000 sec): 3 clusters Score: Raw -3578082.882234 + Penalty 4976.619241 = -3573106.262993 nChanged 692 SP:Iteration 15Q (6928.410000 sec): 3 clusters Score: Raw -3578423.986078 + Penalty 4976.619241 = -3573447.366837 nChanged 610 SP:Iteration 16Q (6928.510000 sec): 3 clusters Score: Raw -3578742.133115 + Penalty 4976.619241 = -3573765.513874 nChanged 555 SP:Iteration 17Q (6928.610000 sec): 3 clusters Score: Raw -3579048.152044 + Penalty 4976.619241 = -3574071.532803 nChanged 507 SP:Iteration 18Q (6928.700000 sec): 3 clusters Score: Raw -3579355.521761 + Penalty 4976.619241 = -3574378.902520 nChanged 472 SP:Iteration 19Q (6928.800000 sec): 3 clusters Score: Raw -3579644.312022 + Penalty 4976.619241 = -3574667.692781 nChanged 443 SP:Iteration 20F (6928.900000 sec): 3 clusters Score: Raw -3579955.909470 + Penalty 4976.619241 = -3574979.290229 nChanged 379 SP:Iteration 21Q (6928.990000 sec): 3 clusters Score: Raw -3580232.119070 + Penalty 4976.619241 = -3575255.499829 nChanged 319 SP:Iteration 22Q (6929.090000 sec): 3 clusters Score: Raw -3580472.248936 + Penalty 4976.619241 = -3575495.629695 nChanged 233 SP:Iteration 23Q (6929.180000 sec): 3 clusters Score: Raw -3580644.359717 + Penalty 4976.619241 = -3575667.740476 nChanged 171 SP:Iteration 24Q (6929.270000 sec): 3 clusters Score: Raw -3580766.363363 + Penalty 4976.619241 = -3575789.744122 nChanged 114 SP:Iteration 25Q (6929.350000 sec): 3 clusters Score: Raw -3580849.805668 + Penalty 4976.619241 = -3575873.186427 nChanged 79 SP:Iteration 26Q (6929.430000 sec): 3 clusters Score: Raw -3580900.686549 + Penalty 4976.619241 = -3575924.067308 nChanged 51 SP:Iteration 27Q (6929.520000 sec): 3 clusters Score: Raw -3580934.479397 + Penalty 4976.619241 = -3575957.860156 nChanged 39 SP:Iteration 28Q (6929.600000 sec): 3 clusters Score: Raw -3580956.801169 + Penalty 4976.619241 = -3575980.181928 nChanged 27 SP:Iteration 29Q (6929.680000 sec): 3 clusters Score: Raw -3580978.120173 + Penalty 4976.619241 = -3576001.500932 nChanged 27 SP:Iteration 30Q (6929.760000 sec): 3 clusters Score: Raw -3580998.681210 + Penalty 4976.619241 = -3576022.061969 nChanged 23 SP:Iteration 31Q (6929.830000 sec): 3 clusters Score: Raw -3581012.427857 + Penalty 4976.619241 = -3576035.808617 nChanged 15 SP:Iteration 32Q (6929.910000 sec): 3 clusters Score: Raw -3581022.684194 + Penalty 4976.619241 = -3576046.064953 nChanged 15 SP:Iteration 33Q (6929.990000 sec): 3 clusters Score: Raw -3581032.791113 + Penalty 4976.619241 = -3576056.171872 nChanged 18 SP:Iteration 34Q (6930.060000 sec): 3 clusters Score: Raw -3581043.722529 + Penalty 4976.619241 = -3576067.103288 nChanged 9 SP:Iteration 35Q (6930.140000 sec): 3 clusters Score: Raw -3581049.193399 + Penalty 4976.619241 = -3576072.574158 nChanged 6 SP:Iteration 36Q (6930.220000 sec): 3 clusters Score: Raw -3581051.992751 + Penalty 4976.619241 = -3576075.373510 nChanged 6 SP:Iteration 37Q (6930.290000 sec): 3 clusters Score: Raw -3581054.499152 + Penalty 4976.619241 = -3576077.879911 nChanged 3 SP:Iteration 38Q (6930.370000 sec): 3 clusters Score: Raw -3581055.134901 + Penalty 4976.619241 = -3576078.515660 nChanged 0 SP:Iteration 39F (6930.470000 sec): 3 clusters Score: Raw -3581055.134901 + Penalty 4976.619241 = -3576078.515660 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (87664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6930.790000 sec): 2 clusters Score: Raw -13607418.664364 + Penalty 2822.554118 = -13604596.110246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6931.180000 sec): 3 clusters Score: Raw -13551552.105245 + Penalty 5645.108235 = -13545906.997010 nChanged 41212 SP:Iteration 1F (6931.570000 sec): 3 clusters Score: Raw -13574744.367219 + Penalty 5645.108235 = -13569099.258984 nChanged 2602 SP:Iteration 2Q (6931.950000 sec): 3 clusters Score: Raw -13575243.982451 + Penalty 5645.108235 = -13569598.874216 nChanged 2505 SP:Iteration 3Q (6932.340000 sec): 3 clusters Score: Raw -13575749.776187 + Penalty 5645.108235 = -13570104.667951 nChanged 2508 SP:Iteration 4Q (6932.730000 sec): 3 clusters Score: Raw -13576277.846423 + Penalty 5645.108235 = -13570632.738188 nChanged 2595 SP:Iteration 5Q (6933.130000 sec): 3 clusters Score: Raw -13576897.396153 + Penalty 5645.108235 = -13571252.287917 nChanged 2874 SP:Iteration 6Q (6933.520000 sec): 3 clusters Score: Raw -13577742.502840 + Penalty 5645.108235 = -13572097.394605 nChanged 3465 SP:Iteration 7Q (6933.910000 sec): 3 clusters Score: Raw -13579025.156798 + Penalty 5645.108235 = -13573380.048562 nChanged 4378 SP:Iteration 8Q (6934.310000 sec): 3 clusters Score: Raw -13581118.396045 + Penalty 5645.108235 = -13575473.287809 nChanged 5408 SP:Iteration 9F (6934.690000 sec): 3 clusters Score: Raw -13584339.493214 + Penalty 5645.108235 = -13578694.384979 nChanged 6233 SP:Iteration 10F (6935.070000 sec): 3 clusters Score: Raw -13588801.950445 + Penalty 5645.108235 = -13583156.842210 nChanged 6427 SP:Iteration 11F (6935.450000 sec): 3 clusters Score: Raw -13593954.069294 + Penalty 5645.108235 = -13588308.961058 nChanged 5448 SP:Iteration 12F (6935.830000 sec): 3 clusters Score: Raw -13598629.250013 + Penalty 5645.108235 = -13592984.141777 nChanged 3940 SP:Iteration 13Q (6936.220000 sec): 3 clusters Score: Raw -13602213.034005 + Penalty 5645.108235 = -13596567.925769 nChanged 2468 SP:Iteration 14Q (6936.580000 sec): 3 clusters Score: Raw -13604708.961561 + Penalty 5645.108235 = -13599063.853325 nChanged 1358 SP:Iteration 15Q (6936.910000 sec): 3 clusters Score: Raw -13606025.411666 + Penalty 5645.108235 = -13600380.303431 nChanged 824 SP:Iteration 16Q (6937.210000 sec): 3 clusters Score: Raw -13606663.070563 + Penalty 5645.108235 = -13601017.962327 nChanged 550 SP:Iteration 17Q (6937.510000 sec): 3 clusters Score: Raw -13607004.746260 + Penalty 5645.108235 = -13601359.638025 nChanged 383 SP:Iteration 18Q (6937.800000 sec): 3 clusters Score: Raw -13607208.642790 + Penalty 5645.108235 = -13601563.534555 nChanged 285 SP:Iteration 19Q (6938.080000 sec): 3 clusters Score: Raw -13607340.145988 + Penalty 5645.108235 = -13601695.037753 nChanged 198 SP:Iteration 20F (6938.460000 sec): 3 clusters Score: Raw -13607424.457273 + Penalty 5645.108235 = -13601779.349038 nChanged 165 SP:Iteration 21Q (6938.730000 sec): 3 clusters Score: Raw -13607491.192987 + Penalty 5645.108235 = -13601846.084752 nChanged 122 SP:Iteration 22Q (6939.000000 sec): 3 clusters Score: Raw -13607533.462201 + Penalty 5645.108235 = -13601888.353966 nChanged 96 SP:Iteration 23Q (6939.280000 sec): 3 clusters Score: Raw -13607561.913489 + Penalty 5645.108235 = -13601916.805254 nChanged 84 SP:Iteration 24Q (6939.550000 sec): 3 clusters Score: Raw -13607587.190870 + Penalty 5645.108235 = -13601942.082635 nChanged 75 SP:Iteration 25Q (6939.820000 sec): 3 clusters Score: Raw -13607612.161133 + Penalty 5645.108235 = -13601967.052897 nChanged 68 SP:Iteration 26Q (6940.090000 sec): 3 clusters Score: Raw -13607635.544430 + Penalty 5645.108235 = -13601990.436195 nChanged 66 SP:Iteration 27Q (6940.360000 sec): 3 clusters Score: Raw -13607658.326621 + Penalty 5645.108235 = -13602013.218386 nChanged 56 SP:Iteration 28Q (6940.630000 sec): 3 clusters Score: Raw -13607674.578499 + Penalty 5645.108235 = -13602029.470263 nChanged 34 SP:Iteration 29Q (6940.900000 sec): 3 clusters Score: Raw -13607683.535077 + Penalty 5645.108235 = -13602038.426841 nChanged 27 SP:Iteration 30Q (6941.170000 sec): 3 clusters Score: Raw -13607690.088450 + Penalty 5645.108235 = -13602044.980215 nChanged 21 SP:Iteration 31Q (6941.440000 sec): 3 clusters Score: Raw -13607695.327566 + Penalty 5645.108235 = -13602050.219330 nChanged 20 SP:Iteration 32Q (6941.710000 sec): 3 clusters Score: Raw -13607700.375665 + Penalty 5645.108235 = -13602055.267429 nChanged 18 SP:Iteration 33Q (6941.980000 sec): 3 clusters Score: Raw -13607704.174557 + Penalty 5645.108235 = -13602059.066321 nChanged 10 SP:Iteration 34Q (6942.250000 sec): 3 clusters Score: Raw -13607706.207272 + Penalty 5645.108235 = -13602061.099037 nChanged 12 SP:Iteration 35Q (6942.520000 sec): 3 clusters Score: Raw -13607709.321529 + Penalty 5645.108235 = -13602064.213293 nChanged 21 SP:Iteration 36Q (6942.790000 sec): 3 clusters Score: Raw -13607715.111529 + Penalty 5645.108235 = -13602070.003293 nChanged 16 SP:Iteration 37Q (6943.060000 sec): 3 clusters Score: Raw -13607718.958338 + Penalty 5645.108235 = -13602073.850103 nChanged 18 SP:Iteration 38Q (6943.330000 sec): 3 clusters Score: Raw -13607723.280456 + Penalty 5645.108235 = -13602078.172220 nChanged 17 SP:Iteration 39Q (6943.600000 sec): 3 clusters Score: Raw -13607727.124581 + Penalty 5645.108235 = -13602082.016346 nChanged 14 SP:Iteration 40F (6943.980000 sec): 3 clusters Score: Raw -13607730.386480 + Penalty 5645.108235 = -13602085.278245 nChanged 13 SP:Iteration 41Q (6944.240000 sec): 3 clusters Score: Raw -13607734.055407 + Penalty 5645.108235 = -13602088.947172 nChanged 16 SP:Iteration 42Q (6944.510000 sec): 3 clusters Score: Raw -13607737.736856 + Penalty 5645.108235 = -13602092.628621 nChanged 17 SP:Iteration 43Q (6944.780000 sec): 3 clusters Score: Raw -13607742.013246 + Penalty 5645.108235 = -13602096.905010 nChanged 16 SP:Iteration 44Q (6945.050000 sec): 3 clusters Score: Raw -13607746.723537 + Penalty 5645.108235 = -13602101.615302 nChanged 18 SP:Iteration 45Q (6945.320000 sec): 3 clusters Score: Raw -13607750.605649 + Penalty 5645.108235 = -13602105.497413 nChanged 15 SP:Iteration 46Q (6945.600000 sec): 3 clusters Score: Raw -13607754.357334 + Penalty 5645.108235 = -13602109.249099 nChanged 14 SP:Iteration 47Q (6945.860000 sec): 3 clusters Score: Raw -13607757.360618 + Penalty 5645.108235 = -13602112.252383 nChanged 9 SP:Iteration 48Q (6946.140000 sec): 3 clusters Score: Raw -13607758.781004 + Penalty 5645.108235 = -13602113.672769 nChanged 5 SP:Iteration 49Q (6946.400000 sec): 3 clusters Score: Raw -13607760.442740 + Penalty 5645.108235 = -13602115.334505 nChanged 7 SP:Iteration 50Q (6946.670000 sec): 3 clusters Score: Raw -13607762.524130 + Penalty 5645.108235 = -13602117.415894 nChanged 8 SP:Iteration 51Q (6946.940000 sec): 3 clusters Score: Raw -13607764.363935 + Penalty 5645.108235 = -13602119.255699 nChanged 8 SP:Iteration 52Q (6947.220000 sec): 3 clusters Score: Raw -13607766.264488 + Penalty 5645.108235 = -13602121.156252 nChanged 4 SP:Iteration 53Q (6947.490000 sec): 3 clusters Score: Raw -13607767.027755 + Penalty 5645.108235 = -13602121.919519 nChanged 1 SP:Iteration 54Q (6947.750000 sec): 3 clusters Score: Raw -13607767.294743 + Penalty 5645.108235 = -13602122.186507 nChanged 1 SP:Iteration 55Q (6948.020000 sec): 3 clusters Score: Raw -13607767.424525 + Penalty 5645.108235 = -13602122.316290 nChanged 1 SP:Iteration 56Q (6948.290000 sec): 3 clusters Score: Raw -13607767.675745 + Penalty 5645.108235 = -13602122.567509 nChanged 2 SP:Iteration 57Q (6948.560000 sec): 3 clusters Score: Raw -13607768.046866 + Penalty 5645.108235 = -13602122.938631 nChanged 2 SP:Iteration 58Q (6948.830000 sec): 3 clusters Score: Raw -13607768.807615 + Penalty 5645.108235 = -13602123.699380 nChanged 1 SP:Iteration 59Q (6949.100000 sec): 3 clusters Score: Raw -13607768.858192 + Penalty 5645.108235 = -13602123.749957 nChanged 0 SP:Iteration 60F (6949.470000 sec): 3 clusters Score: Raw -13607768.858192 + Penalty 5645.108235 = -13602123.749957 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6949.520000 sec): 2 clusters Score: Raw -510973.170878 + Penalty 2010.340800 = -508962.830078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6949.530000 sec): 3 clusters Score: Raw -509545.118343 + Penalty 4020.681600 = -505524.436744 nChanged 1190 SP:Iteration 1F (6949.540000 sec): 3 clusters Score: Raw -510262.878032 + Penalty 4020.681600 = -506242.196433 nChanged 244 SP:Iteration 2F (6949.560000 sec): 3 clusters Score: Raw -510417.946611 + Penalty 4020.681600 = -506397.265012 nChanged 166 SP:Iteration 3F (6949.570000 sec): 3 clusters Score: Raw -510516.394025 + Penalty 4020.681600 = -506495.712425 nChanged 96 SP:Iteration 4Q (6949.590000 sec): 3 clusters Score: Raw -510574.321622 + Penalty 4020.681600 = -506553.640023 nChanged 74 SP:Iteration 5Q (6949.600000 sec): 3 clusters Score: Raw -510627.008923 + Penalty 4020.681600 = -506606.327323 nChanged 84 SP:Iteration 6Q (6949.620000 sec): 3 clusters Score: Raw -510679.673641 + Penalty 4020.681600 = -506658.992041 nChanged 82 SP:Iteration 7Q (6949.630000 sec): 3 clusters Score: Raw -510725.993664 + Penalty 4020.681600 = -506705.312065 nChanged 70 SP:Iteration 8Q (6949.640000 sec): 3 clusters Score: Raw -510766.151095 + Penalty 4020.681600 = -506745.469495 nChanged 69 SP:Iteration 9Q (6949.660000 sec): 3 clusters Score: Raw -510807.541726 + Penalty 4020.681600 = -506786.860126 nChanged 67 SP:Iteration 10Q (6949.670000 sec): 3 clusters Score: Raw -510846.922423 + Penalty 4020.681600 = -506826.240823 nChanged 49 SP:Iteration 11Q (6949.690000 sec): 3 clusters Score: Raw -510872.205845 + Penalty 4020.681600 = -506851.524245 nChanged 50 SP:Iteration 12Q (6949.700000 sec): 3 clusters Score: Raw -510897.140426 + Penalty 4020.681600 = -506876.458826 nChanged 58 SP:Iteration 13Q (6949.720000 sec): 3 clusters Score: Raw -510931.473370 + Penalty 4020.681600 = -506910.791770 nChanged 51 SP:Iteration 14Q (6949.730000 sec): 3 clusters Score: Raw -510963.247406 + Penalty 4020.681600 = -506942.565807 nChanged 51 SP:Iteration 15Q (6949.740000 sec): 3 clusters Score: Raw -510993.366149 + Penalty 4020.681600 = -506972.684549 nChanged 53 SP:Iteration 16Q (6949.760000 sec): 3 clusters Score: Raw -511025.820608 + Penalty 4020.681600 = -507005.139008 nChanged 50 SP:Iteration 17Q (6949.770000 sec): 3 clusters Score: Raw -511056.025224 + Penalty 4020.681600 = -507035.343624 nChanged 46 SP:Iteration 18Q (6949.780000 sec): 3 clusters Score: Raw -511082.064341 + Penalty 4020.681600 = -507061.382742 nChanged 43 SP:Iteration 19Q (6949.800000 sec): 3 clusters Score: Raw -511113.654538 + Penalty 4020.681600 = -507092.972938 nChanged 52 SP:Iteration 20F (6949.810000 sec): 3 clusters Score: Raw -511155.184125 + Penalty 4020.681600 = -507134.502526 nChanged 55 SP:Iteration 21Q (6949.820000 sec): 3 clusters Score: Raw -511191.314575 + Penalty 4020.681600 = -507170.632976 nChanged 48 SP:Iteration 22Q (6949.840000 sec): 3 clusters Score: Raw -511229.146531 + Penalty 4020.681600 = -507208.464932 nChanged 46 SP:Iteration 23Q (6949.850000 sec): 3 clusters Score: Raw -511263.516749 + Penalty 4020.681600 = -507242.835150 nChanged 42 SP:Iteration 24Q (6949.870000 sec): 3 clusters Score: Raw -511292.122378 + Penalty 4020.681600 = -507271.440779 nChanged 32 SP:Iteration 25Q (6949.880000 sec): 3 clusters Score: Raw -511311.783156 + Penalty 4020.681600 = -507291.101556 nChanged 26 SP:Iteration 26Q (6949.900000 sec): 3 clusters Score: Raw -511329.552395 + Penalty 4020.681600 = -507308.870796 nChanged 25 SP:Iteration 27Q (6949.910000 sec): 3 clusters Score: Raw -511349.149027 + Penalty 4020.681600 = -507328.467428 nChanged 26 SP:Iteration 28Q (6949.920000 sec): 3 clusters Score: Raw -511366.739474 + Penalty 4020.681600 = -507346.057874 nChanged 25 SP:Iteration 29Q (6949.940000 sec): 3 clusters Score: Raw -511385.110559 + Penalty 4020.681600 = -507364.428960 nChanged 17 SP:Iteration 30Q (6949.950000 sec): 3 clusters Score: Raw -511398.494289 + Penalty 4020.681600 = -507377.812689 nChanged 15 SP:Iteration 31Q (6949.960000 sec): 3 clusters Score: Raw -511408.817009 + Penalty 4020.681600 = -507388.135409 nChanged 13 SP:Iteration 32Q (6949.980000 sec): 3 clusters Score: Raw -511417.679880 + Penalty 4020.681600 = -507396.998280 nChanged 9 SP:Iteration 33Q (6949.990000 sec): 3 clusters Score: Raw -511422.973818 + Penalty 4020.681600 = -507402.292218 nChanged 8 SP:Iteration 34Q (6950.000000 sec): 3 clusters Score: Raw -511429.709550 + Penalty 4020.681600 = -507409.027950 nChanged 10 SP:Iteration 35Q (6950.020000 sec): 3 clusters Score: Raw -511436.524125 + Penalty 4020.681600 = -507415.842526 nChanged 4 SP:Iteration 36Q (6950.030000 sec): 3 clusters Score: Raw -511439.619335 + Penalty 4020.681600 = -507418.937735 nChanged 5 SP:Iteration 37Q (6950.040000 sec): 3 clusters Score: Raw -511442.079867 + Penalty 4020.681600 = -507421.398268 nChanged 5 SP:Iteration 38Q (6950.060000 sec): 3 clusters Score: Raw -511444.832492 + Penalty 4020.681600 = -507424.150892 nChanged 4 SP:Iteration 39Q (6950.070000 sec): 3 clusters Score: Raw -511446.121453 + Penalty 4020.681600 = -507425.439853 nChanged 1 SP:Iteration 40F (6950.090000 sec): 3 clusters Score: Raw -511446.459712 + Penalty 4020.681600 = -507425.778113 nChanged 3 SP:Iteration 41Q (6950.100000 sec): 3 clusters Score: Raw -511448.726881 + Penalty 4020.681600 = -507428.045281 nChanged 5 SP:Iteration 42Q (6950.120000 sec): 3 clusters Score: Raw -511452.139051 + Penalty 4020.681600 = -507431.457451 nChanged 4 SP:Iteration 43Q (6950.130000 sec): 3 clusters Score: Raw -511454.229701 + Penalty 4020.681600 = -507433.548102 nChanged 6 SP:Iteration 44Q (6950.140000 sec): 3 clusters Score: Raw -511458.016218 + Penalty 4020.681600 = -507437.334618 nChanged 6 SP:Iteration 45Q (6950.160000 sec): 3 clusters Score: Raw -511461.640504 + Penalty 4020.681600 = -507440.958904 nChanged 5 SP:Iteration 46Q (6950.170000 sec): 3 clusters Score: Raw -511465.112786 + Penalty 4020.681600 = -507444.431187 nChanged 7 SP:Iteration 47Q (6950.180000 sec): 3 clusters Score: Raw -511469.384273 + Penalty 4020.681600 = -507448.702673 nChanged 6 SP:Iteration 48Q (6950.200000 sec): 3 clusters Score: Raw -511474.848497 + Penalty 4020.681600 = -507454.166897 nChanged 4 SP:Iteration 49Q (6950.210000 sec): 3 clusters Score: Raw -511478.331581 + Penalty 4020.681600 = -507457.649981 nChanged 2 SP:Iteration 50Q (6950.220000 sec): 3 clusters Score: Raw -511481.004424 + Penalty 4020.681600 = -507460.322824 nChanged 5 SP:Iteration 51Q (6950.240000 sec): 3 clusters Score: Raw -511485.320931 + Penalty 4020.681600 = -507464.639332 nChanged 4 SP:Iteration 52Q (6950.250000 sec): 3 clusters Score: Raw -511488.323001 + Penalty 4020.681600 = -507467.641401 nChanged 7 SP:Iteration 53Q (6950.260000 sec): 3 clusters Score: Raw -511494.377390 + Penalty 4020.681600 = -507473.695790 nChanged 6 SP:Iteration 54Q (6950.280000 sec): 3 clusters Score: Raw -511498.190116 + Penalty 4020.681600 = -507477.508516 nChanged 3 SP:Iteration 55Q (6950.290000 sec): 3 clusters Score: Raw -511499.643549 + Penalty 4020.681600 = -507478.961949 nChanged 2 SP:Iteration 56Q (6950.300000 sec): 3 clusters Score: Raw -511501.158859 + Penalty 4020.681600 = -507480.477260 nChanged 1 SP:Iteration 57Q (6950.320000 sec): 3 clusters Score: Raw -511502.221291 + Penalty 4020.681600 = -507481.539691 nChanged 0 SP:Iteration 58F (6950.330000 sec): 3 clusters Score: Raw -511502.221291 + Penalty 4020.681600 = -507481.539691 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (135435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6950.860000 sec): 2 clusters Score: Raw -20807774.724309 + Penalty 2930.429281 = -20804844.295028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6951.460000 sec): 3 clusters Score: Raw -20719964.525351 + Penalty 5860.858561 = -20714103.666790 nChanged 64676 SP:Iteration 1F (6952.070000 sec): 3 clusters Score: Raw -20757667.340314 + Penalty 5860.858561 = -20751806.481753 nChanged 4441 SP:Iteration 2Q (6952.670000 sec): 3 clusters Score: Raw -20758797.380605 + Penalty 5860.858561 = -20752936.522044 nChanged 4909 SP:Iteration 3Q (6953.270000 sec): 3 clusters Score: Raw -20760199.771863 + Penalty 5860.858561 = -20754338.913302 nChanged 5464 SP:Iteration 4Q (6953.870000 sec): 3 clusters Score: Raw -20762107.462213 + Penalty 5860.858561 = -20756246.603652 nChanged 6547 SP:Iteration 5Q (6954.500000 sec): 3 clusters Score: Raw -20764976.197617 + Penalty 5860.858561 = -20759115.339056 nChanged 7989 SP:Iteration 6F (6955.090000 sec): 3 clusters Score: Raw -20769174.855283 + Penalty 5860.858561 = -20763313.996721 nChanged 8937 SP:Iteration 7F (6955.680000 sec): 3 clusters Score: Raw -20774383.197033 + Penalty 5860.858561 = -20768522.338471 nChanged 9144 SP:Iteration 8F (6956.280000 sec): 3 clusters Score: Raw -20780012.115171 + Penalty 5860.858561 = -20774151.256610 nChanged 8479 SP:Iteration 9F (6956.880000 sec): 3 clusters Score: Raw -20785399.114061 + Penalty 5860.858561 = -20779538.255499 nChanged 7550 SP:Iteration 10F (6957.480000 sec): 3 clusters Score: Raw -20790556.670523 + Penalty 5860.858561 = -20784695.811962 nChanged 6696 SP:Iteration 11Q (6958.070000 sec): 3 clusters Score: Raw -20795431.370079 + Penalty 5860.858561 = -20789570.511518 nChanged 5658 SP:Iteration 12Q (6958.680000 sec): 3 clusters Score: Raw -20799858.816690 + Penalty 5860.858561 = -20793997.958129 nChanged 4414 SP:Iteration 13Q (6959.270000 sec): 3 clusters Score: Raw -20803458.371093 + Penalty 5860.858561 = -20797597.512532 nChanged 2902 SP:Iteration 14Q (6959.830000 sec): 3 clusters Score: Raw -20805808.099884 + Penalty 5860.858561 = -20799947.241322 nChanged 1612 SP:Iteration 15Q (6960.360000 sec): 3 clusters Score: Raw -20807047.647999 + Penalty 5860.858561 = -20801186.789438 nChanged 775 SP:Iteration 16Q (6960.850000 sec): 3 clusters Score: Raw -20807626.038564 + Penalty 5860.858561 = -20801765.180003 nChanged 376 SP:Iteration 17Q (6961.310000 sec): 3 clusters Score: Raw -20807902.396500 + Penalty 5860.858561 = -20802041.537939 nChanged 215 SP:Iteration 18Q (6961.750000 sec): 3 clusters Score: Raw -20808067.065821 + Penalty 5860.858561 = -20802206.207260 nChanged 122 SP:Iteration 19Q (6962.180000 sec): 3 clusters Score: Raw -20808147.640260 + Penalty 5860.858561 = -20802286.781699 nChanged 83 SP:Iteration 20F (6962.770000 sec): 3 clusters Score: Raw -20808211.274996 + Penalty 5860.858561 = -20802350.416435 nChanged 49 SP:Iteration 21Q (6963.190000 sec): 3 clusters Score: Raw -20808236.541539 + Penalty 5860.858561 = -20802375.682978 nChanged 23 SP:Iteration 22Q (6963.610000 sec): 3 clusters Score: Raw -20808250.345158 + Penalty 5860.858561 = -20802389.486597 nChanged 19 SP:Iteration 23Q (6964.030000 sec): 3 clusters Score: Raw -20808261.663399 + Penalty 5860.858561 = -20802400.804838 nChanged 16 SP:Iteration 24Q (6964.450000 sec): 3 clusters Score: Raw -20808274.509688 + Penalty 5860.858561 = -20802413.651127 nChanged 14 SP:Iteration 25Q (6964.870000 sec): 3 clusters Score: Raw -20808284.675704 + Penalty 5860.858561 = -20802423.817143 nChanged 12 SP:Iteration 26Q (6965.290000 sec): 3 clusters Score: Raw -20808292.163781 + Penalty 5860.858561 = -20802431.305219 nChanged 10 SP:Iteration 27Q (6965.710000 sec): 3 clusters Score: Raw -20808298.115462 + Penalty 5860.858561 = -20802437.256901 nChanged 4 SP:Iteration 28Q (6966.130000 sec): 3 clusters Score: Raw -20808301.040992 + Penalty 5860.858561 = -20802440.182431 nChanged 5 SP:Iteration 29Q (6966.560000 sec): 3 clusters Score: Raw -20808303.732604 + Penalty 5860.858561 = -20802442.874043 nChanged 2 SP:Iteration 30Q (6966.980000 sec): 3 clusters Score: Raw -20808304.534535 + Penalty 5860.858561 = -20802443.675973 nChanged 2 SP:Iteration 31Q (6967.390000 sec): 3 clusters Score: Raw -20808305.353075 + Penalty 5860.858561 = -20802444.494513 nChanged 1 SP:Iteration 32Q (6967.810000 sec): 3 clusters Score: Raw -20808306.085976 + Penalty 5860.858561 = -20802445.227414 nChanged 1 SP:Iteration 33Q (6968.230000 sec): 3 clusters Score: Raw -20808307.138619 + Penalty 5860.858561 = -20802446.280057 nChanged 3 SP:Iteration 34Q (6968.650000 sec): 3 clusters Score: Raw -20808308.390341 + Penalty 5860.858561 = -20802447.531779 nChanged 2 SP:Iteration 35Q (6969.070000 sec): 3 clusters Score: Raw -20808309.898567 + Penalty 5860.858561 = -20802449.040005 nChanged 0 SP:Iteration 36F (6969.650000 sec): 3 clusters Score: Raw -20808309.898567 + Penalty 5860.858561 = -20802449.040005 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6969.710000 sec): 2 clusters Score: Raw -57090.107216 + Penalty 1483.390724 = -55606.716492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6969.710000 sec): 3 clusters Score: Raw -57324.896947 + Penalty 2966.781449 = -54358.115498 nChanged 76 SP:Iteration 1F (6969.710000 sec): 3 clusters Score: Raw -57553.489744 + Penalty 2966.781449 = -54586.708295 nChanged 17 SP:Iteration 2Q (6969.720000 sec): 3 clusters Score: Raw -57596.265749 + Penalty 2966.781449 = -54629.484300 nChanged 6 SP:Iteration 3Q (6969.720000 sec): 3 clusters Score: Raw -57614.670276 + Penalty 2966.781449 = -54647.888827 nChanged 5 SP:Iteration 4Q (6969.720000 sec): 3 clusters Score: Raw -57623.515665 + Penalty 2966.781449 = -54656.734216 nChanged 2 SP:Iteration 5Q (6969.720000 sec): 3 clusters Score: Raw -57627.198755 + Penalty 2966.781449 = -54660.417306 nChanged 0 SP:Iteration 6F (6969.720000 sec): 3 clusters Score: Raw -57627.198755 + Penalty 2966.781449 = -54660.417306 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6969.830000 sec): 2 clusters Score: Raw -4153678.774909 + Penalty 2523.305995 = -4151155.468914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6969.940000 sec): 3 clusters Score: Raw -4138346.327744 + Penalty 5046.611990 = -4133299.715754 nChanged 11592 SP:Iteration 1F (6970.060000 sec): 3 clusters Score: Raw -4144611.332558 + Penalty 5046.611990 = -4139564.720568 nChanged 1315 SP:Iteration 2F (6970.170000 sec): 3 clusters Score: Raw -4145079.804300 + Penalty 5046.611990 = -4140033.192310 nChanged 1160 SP:Iteration 3Q (6970.290000 sec): 3 clusters Score: Raw -4145521.171600 + Penalty 5046.611990 = -4140474.559610 nChanged 1113 SP:Iteration 4Q (6970.400000 sec): 3 clusters Score: Raw -4145937.380773 + Penalty 5046.611990 = -4140890.768783 nChanged 1073 SP:Iteration 5Q (6970.520000 sec): 3 clusters Score: Raw -4146378.991303 + Penalty 5046.611990 = -4141332.379313 nChanged 1125 SP:Iteration 6Q (6970.630000 sec): 3 clusters Score: Raw -4146887.357801 + Penalty 5046.611990 = -4141840.745811 nChanged 1239 SP:Iteration 7Q (6970.750000 sec): 3 clusters Score: Raw -4147454.708382 + Penalty 5046.611990 = -4142408.096392 nChanged 1295 SP:Iteration 8Q (6970.870000 sec): 3 clusters Score: Raw -4148059.778638 + Penalty 5046.611990 = -4143013.166648 nChanged 1331 SP:Iteration 9F (6970.980000 sec): 3 clusters Score: Raw -4148738.813745 + Penalty 5046.611990 = -4143692.201755 nChanged 1335 SP:Iteration 10F (6971.090000 sec): 3 clusters Score: Raw -4149487.199056 + Penalty 5046.611990 = -4144440.587065 nChanged 1298 SP:Iteration 11Q (6971.210000 sec): 3 clusters Score: Raw -4150276.756433 + Penalty 5046.611990 = -4145230.144443 nChanged 1287 SP:Iteration 12Q (6971.320000 sec): 3 clusters Score: Raw -4151085.381431 + Penalty 5046.611990 = -4146038.769441 nChanged 1083 SP:Iteration 13Q (6971.440000 sec): 3 clusters Score: Raw -4151771.121112 + Penalty 5046.611990 = -4146724.509121 nChanged 943 SP:Iteration 14Q (6971.550000 sec): 3 clusters Score: Raw -4152374.368596 + Penalty 5046.611990 = -4147327.756606 nChanged 761 SP:Iteration 15Q (6971.660000 sec): 3 clusters Score: Raw -4152866.183495 + Penalty 5046.611990 = -4147819.571505 nChanged 574 SP:Iteration 16Q (6971.780000 sec): 3 clusters Score: Raw -4153221.925997 + Penalty 5046.611990 = -4148175.314007 nChanged 406 SP:Iteration 17Q (6971.890000 sec): 3 clusters Score: Raw -4153458.240603 + Penalty 5046.611990 = -4148411.628612 nChanged 314 SP:Iteration 18Q (6972.000000 sec): 3 clusters Score: Raw -4153646.061690 + Penalty 5046.611990 = -4148599.449700 nChanged 211 SP:Iteration 19Q (6972.110000 sec): 3 clusters Score: Raw -4153767.796069 + Penalty 5046.611990 = -4148721.184079 nChanged 156 SP:Iteration 20F (6972.220000 sec): 3 clusters Score: Raw -4153859.482189 + Penalty 5046.611990 = -4148812.870199 nChanged 99 SP:Iteration 21Q (6972.320000 sec): 3 clusters Score: Raw -4153913.295508 + Penalty 5046.611990 = -4148866.683518 nChanged 61 SP:Iteration 22Q (6972.430000 sec): 3 clusters Score: Raw -4153948.919271 + Penalty 5046.611990 = -4148902.307280 nChanged 46 SP:Iteration 23Q (6972.530000 sec): 3 clusters Score: Raw -4153973.628798 + Penalty 5046.611990 = -4148927.016807 nChanged 31 SP:Iteration 24Q (6972.630000 sec): 3 clusters Score: Raw -4153993.186635 + Penalty 5046.611990 = -4148946.574645 nChanged 31 SP:Iteration 25Q (6972.730000 sec): 3 clusters Score: Raw -4154014.736513 + Penalty 5046.611990 = -4148968.124523 nChanged 41 SP:Iteration 26Q (6972.820000 sec): 3 clusters Score: Raw -4154036.044247 + Penalty 5046.611990 = -4148989.432256 nChanged 22 SP:Iteration 27Q (6972.930000 sec): 3 clusters Score: Raw -4154047.876426 + Penalty 5046.611990 = -4149001.264436 nChanged 24 SP:Iteration 28Q (6973.020000 sec): 3 clusters Score: Raw -4154061.037680 + Penalty 5046.611990 = -4149014.425690 nChanged 15 SP:Iteration 29Q (6973.120000 sec): 3 clusters Score: Raw -4154070.236070 + Penalty 5046.611990 = -4149023.624080 nChanged 13 SP:Iteration 30Q (6973.210000 sec): 3 clusters Score: Raw -4154077.113588 + Penalty 5046.611990 = -4149030.501598 nChanged 11 SP:Iteration 31Q (6973.310000 sec): 3 clusters Score: Raw -4154082.004516 + Penalty 5046.611990 = -4149035.392526 nChanged 5 SP:Iteration 32Q (6973.410000 sec): 3 clusters Score: Raw -4154085.159472 + Penalty 5046.611990 = -4149038.547482 nChanged 3 SP:Iteration 33Q (6973.500000 sec): 3 clusters Score: Raw -4154086.969928 + Penalty 5046.611990 = -4149040.357938 nChanged 0 SP:Iteration 34F (6973.610000 sec): 3 clusters Score: Raw -4154086.969928 + Penalty 5046.611990 = -4149040.357938 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6973.630000 sec): 2 clusters Score: Raw -270643.300563 + Penalty 1844.134898 = -268799.165665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6973.640000 sec): 3 clusters Score: Raw -270067.293784 + Penalty 3688.269797 = -266379.023987 nChanged 522 SP:Iteration 1F (6973.640000 sec): 3 clusters Score: Raw -270470.936112 + Penalty 3688.269797 = -266782.666315 nChanged 122 SP:Iteration 2F (6973.650000 sec): 3 clusters Score: Raw -270589.293077 + Penalty 3688.269797 = -266901.023280 nChanged 61 SP:Iteration 3Q (6973.660000 sec): 3 clusters Score: Raw -270654.093875 + Penalty 3688.269797 = -266965.824078 nChanged 47 SP:Iteration 4Q (6973.670000 sec): 3 clusters Score: Raw -270698.234471 + Penalty 3688.269797 = -267009.964674 nChanged 42 SP:Iteration 5Q (6973.670000 sec): 3 clusters Score: Raw -270738.249211 + Penalty 3688.269797 = -267049.979414 nChanged 36 SP:Iteration 6Q (6973.680000 sec): 3 clusters Score: Raw -270769.542540 + Penalty 3688.269797 = -267081.272743 nChanged 32 SP:Iteration 7Q (6973.690000 sec): 3 clusters Score: Raw -270792.411770 + Penalty 3688.269797 = -267104.141973 nChanged 19 SP:Iteration 8Q (6973.690000 sec): 3 clusters Score: Raw -270809.904190 + Penalty 3688.269797 = -267121.634393 nChanged 18 SP:Iteration 9Q (6973.700000 sec): 3 clusters Score: Raw -270820.492554 + Penalty 3688.269797 = -267132.222757 nChanged 11 SP:Iteration 10Q (6973.710000 sec): 3 clusters Score: Raw -270828.465262 + Penalty 3688.269797 = -267140.195465 nChanged 15 SP:Iteration 11Q (6973.710000 sec): 3 clusters Score: Raw -270836.580702 + Penalty 3688.269797 = -267148.310905 nChanged 13 SP:Iteration 12Q (6973.720000 sec): 3 clusters Score: Raw -270845.917841 + Penalty 3688.269797 = -267157.648044 nChanged 14 SP:Iteration 13Q (6973.730000 sec): 3 clusters Score: Raw -270857.681303 + Penalty 3688.269797 = -267169.411506 nChanged 9 SP:Iteration 14Q (6973.740000 sec): 3 clusters Score: Raw -270863.587548 + Penalty 3688.269797 = -267175.317751 nChanged 10 SP:Iteration 15Q (6973.750000 sec): 3 clusters Score: Raw -270869.635489 + Penalty 3688.269797 = -267181.365692 nChanged 5 SP:Iteration 16Q (6973.750000 sec): 3 clusters Score: Raw -270873.398183 + Penalty 3688.269797 = -267185.128386 nChanged 6 SP:Iteration 17Q (6973.760000 sec): 3 clusters Score: Raw -270875.853060 + Penalty 3688.269797 = -267187.583263 nChanged 4 SP:Iteration 18Q (6973.770000 sec): 3 clusters Score: Raw -270877.527032 + Penalty 3688.269797 = -267189.257236 nChanged 3 SP:Iteration 19Q (6973.770000 sec): 3 clusters Score: Raw -270880.160627 + Penalty 3688.269797 = -267191.890830 nChanged 4 SP:Iteration 20F (6973.780000 sec): 3 clusters Score: Raw -270882.451669 + Penalty 3688.269797 = -267194.181872 nChanged 5 SP:Iteration 21Q (6973.790000 sec): 3 clusters Score: Raw -270885.119143 + Penalty 3688.269797 = -267196.849346 nChanged 3 SP:Iteration 22Q (6973.790000 sec): 3 clusters Score: Raw -270886.930763 + Penalty 3688.269797 = -267198.660966 nChanged 4 SP:Iteration 23Q (6973.800000 sec): 3 clusters Score: Raw -270888.815915 + Penalty 3688.269797 = -267200.546118 nChanged 8 SP:Iteration 24Q (6973.810000 sec): 3 clusters Score: Raw -270893.393607 + Penalty 3688.269797 = -267205.123810 nChanged 8 SP:Iteration 25Q (6973.810000 sec): 3 clusters Score: Raw -270897.528706 + Penalty 3688.269797 = -267209.258909 nChanged 3 SP:Iteration 26Q (6973.820000 sec): 3 clusters Score: Raw -270898.856904 + Penalty 3688.269797 = -267210.587107 nChanged 1 SP:Iteration 27Q (6973.830000 sec): 3 clusters Score: Raw -270899.358804 + Penalty 3688.269797 = -267211.089007 nChanged 3 SP:Iteration 28Q (6973.840000 sec): 3 clusters Score: Raw -270900.784887 + Penalty 3688.269797 = -267212.515090 nChanged 4 SP:Iteration 29Q (6973.850000 sec): 3 clusters Score: Raw -270904.116167 + Penalty 3688.269797 = -267215.846370 nChanged 5 SP:Iteration 30Q (6973.850000 sec): 3 clusters Score: Raw -270906.177313 + Penalty 3688.269797 = -267217.907516 nChanged 5 SP:Iteration 31Q (6973.860000 sec): 3 clusters Score: Raw -270910.130287 + Penalty 3688.269797 = -267221.860490 nChanged 7 SP:Iteration 32Q (6973.870000 sec): 3 clusters Score: Raw -270914.897886 + Penalty 3688.269797 = -267226.628089 nChanged 3 SP:Iteration 33Q (6973.870000 sec): 3 clusters Score: Raw -270917.096518 + Penalty 3688.269797 = -267228.826721 nChanged 8 SP:Iteration 34Q (6973.880000 sec): 3 clusters Score: Raw -270921.726638 + Penalty 3688.269797 = -267233.456841 nChanged 9 SP:Iteration 35Q (6973.890000 sec): 3 clusters Score: Raw -270927.968242 + Penalty 3688.269797 = -267239.698445 nChanged 5 SP:Iteration 36Q (6973.890000 sec): 3 clusters Score: Raw -270934.442923 + Penalty 3688.269797 = -267246.173126 nChanged 9 SP:Iteration 37Q (6973.900000 sec): 3 clusters Score: Raw -270945.283288 + Penalty 3688.269797 = -267257.013491 nChanged 11 SP:Iteration 38Q (6973.910000 sec): 3 clusters Score: Raw -270956.718711 + Penalty 3688.269797 = -267268.448914 nChanged 9 SP:Iteration 39Q (6973.910000 sec): 3 clusters Score: Raw -270964.362343 + Penalty 3688.269797 = -267276.092546 nChanged 10 SP:Iteration 40F (6973.920000 sec): 3 clusters Score: Raw -270973.890014 + Penalty 3688.269797 = -267285.620217 nChanged 16 SP:Iteration 41Q (6973.930000 sec): 3 clusters Score: Raw -270993.082247 + Penalty 3688.269797 = -267304.812451 nChanged 12 SP:Iteration 42Q (6973.940000 sec): 3 clusters Score: Raw -271004.312055 + Penalty 3688.269797 = -267316.042258 nChanged 16 SP:Iteration 43Q (6973.950000 sec): 3 clusters Score: Raw -271018.838689 + Penalty 3688.269797 = -267330.568893 nChanged 11 SP:Iteration 44Q (6973.950000 sec): 3 clusters Score: Raw -271026.262038 + Penalty 3688.269797 = -267337.992241 nChanged 4 SP:Iteration 45Q (6973.960000 sec): 3 clusters Score: Raw -271029.700599 + Penalty 3688.269797 = -267341.430803 nChanged 2 SP:Iteration 46Q (6973.970000 sec): 3 clusters Score: Raw -271030.734547 + Penalty 3688.269797 = -267342.464751 nChanged 0 SP:Iteration 47F (6973.970000 sec): 3 clusters Score: Raw -271030.734547 + Penalty 3688.269797 = -267342.464751 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6973.980000 sec): 2 clusters Score: Raw -301426.191588 + Penalty 1887.368689 = -299538.822899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6973.990000 sec): 3 clusters Score: Raw -300682.547974 + Penalty 3774.737379 = -296907.810595 nChanged 653 SP:Iteration 1F (6974.000000 sec): 3 clusters Score: Raw -301202.685441 + Penalty 3774.737379 = -297427.948062 nChanged 151 SP:Iteration 2F (6974.010000 sec): 3 clusters Score: Raw -301349.028257 + Penalty 3774.737379 = -297574.290878 nChanged 89 SP:Iteration 3Q (6974.020000 sec): 3 clusters Score: Raw -301420.933319 + Penalty 3774.737379 = -297646.195940 nChanged 54 SP:Iteration 4Q (6974.030000 sec): 3 clusters Score: Raw -301479.782266 + Penalty 3774.737379 = -297705.044887 nChanged 41 SP:Iteration 5Q (6974.030000 sec): 3 clusters Score: Raw -301517.749660 + Penalty 3774.737379 = -297743.012282 nChanged 37 SP:Iteration 6Q (6974.040000 sec): 3 clusters Score: Raw -301541.649776 + Penalty 3774.737379 = -297766.912397 nChanged 31 SP:Iteration 7Q (6974.050000 sec): 3 clusters Score: Raw -301569.002282 + Penalty 3774.737379 = -297794.264903 nChanged 31 SP:Iteration 8Q (6974.060000 sec): 3 clusters Score: Raw -301599.649105 + Penalty 3774.737379 = -297824.911726 nChanged 25 SP:Iteration 9Q (6974.070000 sec): 3 clusters Score: Raw -301629.108602 + Penalty 3774.737379 = -297854.371224 nChanged 24 SP:Iteration 10Q (6974.080000 sec): 3 clusters Score: Raw -301660.351494 + Penalty 3774.737379 = -297885.614115 nChanged 35 SP:Iteration 11Q (6974.090000 sec): 3 clusters Score: Raw -301716.628846 + Penalty 3774.737379 = -297941.891467 nChanged 40 SP:Iteration 12Q (6974.090000 sec): 3 clusters Score: Raw -301783.213731 + Penalty 3774.737379 = -298008.476353 nChanged 48 SP:Iteration 13Q (6974.100000 sec): 3 clusters Score: Raw -301831.115530 + Penalty 3774.737379 = -298056.378152 nChanged 24 SP:Iteration 14Q (6974.110000 sec): 3 clusters Score: Raw -301859.638910 + Penalty 3774.737379 = -298084.901531 nChanged 30 SP:Iteration 15Q (6974.120000 sec): 3 clusters Score: Raw -301892.639054 + Penalty 3774.737379 = -298117.901676 nChanged 29 SP:Iteration 16Q (6974.130000 sec): 3 clusters Score: Raw -301923.055345 + Penalty 3774.737379 = -298148.317966 nChanged 26 SP:Iteration 17Q (6974.130000 sec): 3 clusters Score: Raw -301951.814776 + Penalty 3774.737379 = -298177.077398 nChanged 21 SP:Iteration 18Q (6974.140000 sec): 3 clusters Score: Raw -301972.517970 + Penalty 3774.737379 = -298197.780591 nChanged 22 SP:Iteration 19Q (6974.150000 sec): 3 clusters Score: Raw -301996.633841 + Penalty 3774.737379 = -298221.896463 nChanged 16 SP:Iteration 20F (6974.160000 sec): 3 clusters Score: Raw -302014.720855 + Penalty 3774.737379 = -298239.983476 nChanged 16 SP:Iteration 21Q (6974.170000 sec): 3 clusters Score: Raw -302028.863537 + Penalty 3774.737379 = -298254.126158 nChanged 11 SP:Iteration 22Q (6974.170000 sec): 3 clusters Score: Raw -302043.866685 + Penalty 3774.737379 = -298269.129306 nChanged 11 SP:Iteration 23Q (6974.180000 sec): 3 clusters Score: Raw -302050.216224 + Penalty 3774.737379 = -298275.478845 nChanged 9 SP:Iteration 24Q (6974.190000 sec): 3 clusters Score: Raw -302055.425263 + Penalty 3774.737379 = -298280.687884 nChanged 10 SP:Iteration 25Q (6974.200000 sec): 3 clusters Score: Raw -302063.278872 + Penalty 3774.737379 = -298288.541494 nChanged 6 SP:Iteration 26Q (6974.210000 sec): 3 clusters Score: Raw -302066.774566 + Penalty 3774.737379 = -298292.037187 nChanged 4 SP:Iteration 27Q (6974.210000 sec): 3 clusters Score: Raw -302070.131166 + Penalty 3774.737379 = -298295.393788 nChanged 3 SP:Iteration 28Q (6974.220000 sec): 3 clusters Score: Raw -302073.493985 + Penalty 3774.737379 = -298298.756606 nChanged 5 SP:Iteration 29Q (6974.230000 sec): 3 clusters Score: Raw -302076.167683 + Penalty 3774.737379 = -298301.430304 nChanged 1 SP:Iteration 30Q (6974.240000 sec): 3 clusters Score: Raw -302076.784338 + Penalty 3774.737379 = -298302.046959 nChanged 0 SP:Iteration 31F (6974.250000 sec): 3 clusters Score: Raw -302076.784338 + Penalty 3774.737379 = -298302.046959 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.250000 sec): 2 clusters Score: Raw -118278.518163 + Penalty 1671.061819 = -116607.456344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.250000 sec): 3 clusters Score: Raw -118161.629541 + Penalty 3342.123637 = -114819.505904 nChanged 219 SP:Iteration 1F (6974.260000 sec): 3 clusters Score: Raw -118621.636232 + Penalty 3342.123637 = -115279.512594 nChanged 80 SP:Iteration 2F (6974.260000 sec): 3 clusters Score: Raw -118841.369958 + Penalty 3342.123637 = -115499.246321 nChanged 59 SP:Iteration 3F (6974.270000 sec): 3 clusters Score: Raw -119097.311903 + Penalty 3342.123637 = -115755.188266 nChanged 36 SP:Iteration 4Q (6974.270000 sec): 3 clusters Score: Raw -119226.651736 + Penalty 3342.123637 = -115884.528099 nChanged 21 SP:Iteration 5Q (6974.270000 sec): 3 clusters Score: Raw -119283.994839 + Penalty 3342.123637 = -115941.871202 nChanged 20 SP:Iteration 6Q (6974.270000 sec): 3 clusters Score: Raw -119322.768571 + Penalty 3342.123637 = -115980.644934 nChanged 14 SP:Iteration 7Q (6974.280000 sec): 3 clusters Score: Raw -119354.159722 + Penalty 3342.123637 = -116012.036085 nChanged 13 SP:Iteration 8Q (6974.280000 sec): 3 clusters Score: Raw -119389.089975 + Penalty 3342.123637 = -116046.966338 nChanged 17 SP:Iteration 9Q (6974.290000 sec): 3 clusters Score: Raw -119433.917958 + Penalty 3342.123637 = -116091.794321 nChanged 10 SP:Iteration 10Q (6974.290000 sec): 3 clusters Score: Raw -119457.430861 + Penalty 3342.123637 = -116115.307224 nChanged 7 SP:Iteration 11Q (6974.290000 sec): 3 clusters Score: Raw -119472.783406 + Penalty 3342.123637 = -116130.659768 nChanged 3 SP:Iteration 12Q (6974.290000 sec): 3 clusters Score: Raw -119478.278765 + Penalty 3342.123637 = -116136.155127 nChanged 4 SP:Iteration 13Q (6974.300000 sec): 3 clusters Score: Raw -119484.278254 + Penalty 3342.123637 = -116142.154617 nChanged 2 SP:Iteration 14Q (6974.300000 sec): 3 clusters Score: Raw -119485.965958 + Penalty 3342.123637 = -116143.842321 nChanged 2 SP:Iteration 15Q (6974.300000 sec): 3 clusters Score: Raw -119490.937522 + Penalty 3342.123637 = -116148.813885 nChanged 2 SP:Iteration 16Q (6974.310000 sec): 3 clusters Score: Raw -119493.607285 + Penalty 3342.123637 = -116151.483648 nChanged 1 SP:Iteration 17Q (6974.310000 sec): 3 clusters Score: Raw -119494.868808 + Penalty 3342.123637 = -116152.745171 nChanged 0 SP:Iteration 18F (6974.310000 sec): 3 clusters Score: Raw -119494.868808 + Penalty 3342.123637 = -116152.745171 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 26 (8180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.350000 sec): 2 clusters Score: Raw -1276122.490735 + Penalty 2234.342963 = -1273888.147772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.380000 sec): 3 clusters Score: Raw -1271801.415285 + Penalty 4468.685925 = -1267332.729360 nChanged 3333 SP:Iteration 1F (6974.420000 sec): 3 clusters Score: Raw -1273605.277540 + Penalty 4468.685925 = -1269136.591615 nChanged 523 SP:Iteration 2F (6974.450000 sec): 3 clusters Score: Raw -1273857.161504 + Penalty 4468.685925 = -1269388.475579 nChanged 401 SP:Iteration 3Q (6974.490000 sec): 3 clusters Score: Raw -1274045.142652 + Penalty 4468.685925 = -1269576.456727 nChanged 341 SP:Iteration 4Q (6974.520000 sec): 3 clusters Score: Raw -1274211.206468 + Penalty 4468.685925 = -1269742.520543 nChanged 310 SP:Iteration 5Q (6974.560000 sec): 3 clusters Score: Raw -1274350.346906 + Penalty 4468.685925 = -1269881.660981 nChanged 279 SP:Iteration 6Q (6974.590000 sec): 3 clusters Score: Raw -1274479.317852 + Penalty 4468.685925 = -1270010.631927 nChanged 279 SP:Iteration 7Q (6974.630000 sec): 3 clusters Score: Raw -1274617.351541 + Penalty 4468.685925 = -1270148.665616 nChanged 303 SP:Iteration 8Q (6974.670000 sec): 3 clusters Score: Raw -1274775.294329 + Penalty 4468.685925 = -1270306.608404 nChanged 308 SP:Iteration 9Q (6974.700000 sec): 3 clusters Score: Raw -1274951.169140 + Penalty 4468.685925 = -1270482.483215 nChanged 327 SP:Iteration 10Q (6974.730000 sec): 3 clusters Score: Raw -1275155.514596 + Penalty 4468.685925 = -1270686.828671 nChanged 300 SP:Iteration 11Q (6974.770000 sec): 3 clusters Score: Raw -1275342.788375 + Penalty 4468.685925 = -1270874.102450 nChanged 259 SP:Iteration 12Q (6974.810000 sec): 3 clusters Score: Raw -1275506.586959 + Penalty 4468.685925 = -1271037.901034 nChanged 227 SP:Iteration 13Q (6974.840000 sec): 3 clusters Score: Raw -1275666.061678 + Penalty 4468.685925 = -1271197.375753 nChanged 213 SP:Iteration 14Q (6974.870000 sec): 3 clusters Score: Raw -1275831.710192 + Penalty 4468.685925 = -1271363.024267 nChanged 183 SP:Iteration 15Q (6974.910000 sec): 3 clusters Score: Raw -1275965.118285 + Penalty 4468.685925 = -1271496.432360 nChanged 144 SP:Iteration 16Q (6974.950000 sec): 3 clusters Score: Raw -1276067.724619 + Penalty 4468.685925 = -1271599.038694 nChanged 100 SP:Iteration 17Q (6974.980000 sec): 3 clusters Score: Raw -1276149.981431 + Penalty 4468.685925 = -1271681.295506 nChanged 93 SP:Iteration 18Q (6975.010000 sec): 3 clusters Score: Raw -1276232.901009 + Penalty 4468.685925 = -1271764.215084 nChanged 63 SP:Iteration 19Q (6975.040000 sec): 3 clusters Score: Raw -1276284.730068 + Penalty 4468.685925 = -1271816.044143 nChanged 55 SP:Iteration 20F (6975.080000 sec): 3 clusters Score: Raw -1276334.589545 + Penalty 4468.685925 = -1271865.903620 nChanged 46 SP:Iteration 21Q (6975.110000 sec): 3 clusters Score: Raw -1276379.342222 + Penalty 4468.685925 = -1271910.656297 nChanged 42 SP:Iteration 22Q (6975.140000 sec): 3 clusters Score: Raw -1276422.357311 + Penalty 4468.685925 = -1271953.671386 nChanged 34 SP:Iteration 23Q (6975.170000 sec): 3 clusters Score: Raw -1276460.133651 + Penalty 4468.685925 = -1271991.447726 nChanged 20 SP:Iteration 24Q (6975.200000 sec): 3 clusters Score: Raw -1276481.261626 + Penalty 4468.685925 = -1272012.575701 nChanged 23 SP:Iteration 25Q (6975.230000 sec): 3 clusters Score: Raw -1276505.826428 + Penalty 4468.685925 = -1272037.140503 nChanged 21 SP:Iteration 26Q (6975.250000 sec): 3 clusters Score: Raw -1276526.342959 + Penalty 4468.685925 = -1272057.657034 nChanged 13 SP:Iteration 27Q (6975.280000 sec): 3 clusters Score: Raw -1276536.241865 + Penalty 4468.685925 = -1272067.555939 nChanged 5 SP:Iteration 28Q (6975.310000 sec): 3 clusters Score: Raw -1276540.909108 + Penalty 4468.685925 = -1272072.223183 nChanged 8 SP:Iteration 29Q (6975.340000 sec): 3 clusters Score: Raw -1276546.313632 + Penalty 4468.685925 = -1272077.627706 nChanged 3 SP:Iteration 30Q (6975.370000 sec): 3 clusters Score: Raw -1276549.028991 + Penalty 4468.685925 = -1272080.343066 nChanged 1 SP:Iteration 31Q (6975.390000 sec): 3 clusters Score: Raw -1276550.919390 + Penalty 4468.685925 = -1272082.233465 nChanged 0 SP:Iteration 32F (6975.430000 sec): 3 clusters Score: Raw -1276550.919390 + Penalty 4468.685925 = -1272082.233465 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.430000 sec): 2 clusters Score: Raw -54371.586576 + Penalty 1508.390290 = -52863.196286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.440000 sec): 3 clusters Score: Raw -54525.550604 + Penalty 3016.780580 = -51508.770024 nChanged 104 SP:Iteration 1F (6975.440000 sec): 3 clusters Score: Raw -54903.204422 + Penalty 3016.780580 = -51886.423843 nChanged 44 SP:Iteration 2F (6975.440000 sec): 3 clusters Score: Raw -55250.829257 + Penalty 3016.780580 = -52234.048677 nChanged 35 SP:Iteration 3F (6975.440000 sec): 3 clusters Score: Raw -55571.253901 + Penalty 3016.780580 = -52554.473321 nChanged 15 SP:Iteration 4Q (6975.440000 sec): 3 clusters Score: Raw -55727.385036 + Penalty 3016.780580 = -52710.604457 nChanged 13 SP:Iteration 5Q (6975.450000 sec): 3 clusters Score: Raw -55855.452016 + Penalty 3016.780580 = -52838.671436 nChanged 6 SP:Iteration 6Q (6975.450000 sec): 3 clusters Score: Raw -55883.733528 + Penalty 3016.780580 = -52866.952949 nChanged 2 SP:Iteration 7Q (6975.450000 sec): 3 clusters Score: Raw -55888.512535 + Penalty 3016.780580 = -52871.731955 nChanged 1 SP:Iteration 8Q (6975.450000 sec): 3 clusters Score: Raw -55894.387562 + Penalty 3016.780580 = -52877.606982 nChanged 1 SP:Iteration 9Q (6975.450000 sec): 3 clusters Score: Raw -55902.267796 + Penalty 3016.780580 = -52885.487217 nChanged 0 SP:Iteration 10F (6975.450000 sec): 3 clusters Score: Raw -55902.267796 + Penalty 3016.780580 = -52885.487217 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 4.86 GB. Trying to split cluster 28 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.460000 sec): 2 clusters Score: Raw -55579.508364 + Penalty 1490.185670 = -54089.322694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.460000 sec): 3 clusters Score: Raw -55687.234853 + Penalty 2980.371340 = -52706.863513 nChanged 65 SP:Iteration 1F (6975.460000 sec): 3 clusters Score: Raw -55888.762109 + Penalty 2980.371340 = -52908.390769 nChanged 26 SP:Iteration 2F (6975.470000 sec): 3 clusters Score: Raw -56112.867253 + Penalty 2980.371340 = -53132.495913 nChanged 20 SP:Iteration 3Q (6975.470000 sec): 3 clusters Score: Raw -56318.407567 + Penalty 2980.371340 = -53338.036227 nChanged 27 SP:Iteration 4F (6975.470000 sec): 3 clusters Score: Raw -56435.252316 + Penalty 2980.371340 = -53454.880976 nChanged 20 SP:Iteration 5Q (6975.470000 sec): 3 clusters Score: Raw -56533.864267 + Penalty 2980.371340 = -53553.492927 nChanged 8 SP:Iteration 6Q (6975.470000 sec): 3 clusters Score: Raw -56575.840896 + Penalty 2980.371340 = -53595.469556 nChanged 8 SP:Iteration 7Q (6975.470000 sec): 3 clusters Score: Raw -56616.406723 + Penalty 2980.371340 = -53636.035383 nChanged 5 SP:Iteration 8Q (6975.470000 sec): 3 clusters Score: Raw -56642.887200 + Penalty 2980.371340 = -53662.515860 nChanged 0 SP:Iteration 9F (6975.470000 sec): 3 clusters Score: Raw -56642.887200 + Penalty 2980.371340 = -53662.515860 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.490000 sec): 2 clusters Score: Raw -156180.414318 + Penalty 1715.345325 = -154465.068993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.490000 sec): 3 clusters Score: Raw -155966.689530 + Penalty 3430.690650 = -152535.998880 nChanged 241 SP:Iteration 1F (6975.500000 sec): 3 clusters Score: Raw -156233.669744 + Penalty 3430.690650 = -152802.979094 nChanged 63 SP:Iteration 2F (6975.500000 sec): 3 clusters Score: Raw -156302.098432 + Penalty 3430.690650 = -152871.407782 nChanged 22 SP:Iteration 3Q (6975.500000 sec): 3 clusters Score: Raw -156327.140134 + Penalty 3430.690650 = -152896.449483 nChanged 9 SP:Iteration 4Q (6975.510000 sec): 3 clusters Score: Raw -156338.067945 + Penalty 3430.690650 = -152907.377295 nChanged 7 SP:Iteration 5Q (6975.520000 sec): 3 clusters Score: Raw -156347.478900 + Penalty 3430.690650 = -152916.788250 nChanged 4 SP:Iteration 6Q (6975.520000 sec): 3 clusters Score: Raw -156352.026408 + Penalty 3430.690650 = -152921.335758 nChanged 4 SP:Iteration 7Q (6975.520000 sec): 3 clusters Score: Raw -156356.586520 + Penalty 3430.690650 = -152925.895870 nChanged 3 SP:Iteration 8Q (6975.530000 sec): 3 clusters Score: Raw -156360.126792 + Penalty 3430.690650 = -152929.436142 nChanged 2 SP:Iteration 9Q (6975.530000 sec): 3 clusters Score: Raw -156361.551707 + Penalty 3430.690650 = -152930.861057 nChanged 2 SP:Iteration 10Q (6975.540000 sec): 3 clusters Score: Raw -156363.572074 + Penalty 3430.690650 = -152932.881424 nChanged 2 SP:Iteration 11Q (6975.540000 sec): 3 clusters Score: Raw -156367.472761 + Penalty 3430.690650 = -152936.782111 nChanged 2 SP:Iteration 12Q (6975.540000 sec): 3 clusters Score: Raw -156371.142158 + Penalty 3430.690650 = -152940.451508 nChanged 1 SP:Iteration 13Q (6975.550000 sec): 3 clusters Score: Raw -156372.596827 + Penalty 3430.690650 = -152941.906177 nChanged 0 SP:Iteration 14F (6975.550000 sec): 3 clusters Score: Raw -156372.596827 + Penalty 3430.690650 = -152941.906177 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.560000 sec): 2 clusters Score: Raw -85474.430472 + Penalty 1583.109645 = -83891.320827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.560000 sec): 3 clusters Score: Raw -85462.276378 + Penalty 3166.219291 = -82296.057087 nChanged 106 SP:Iteration 1F (6975.560000 sec): 3 clusters Score: Raw -85637.416973 + Penalty 3166.219291 = -82471.197682 nChanged 32 SP:Iteration 2F (6975.560000 sec): 3 clusters Score: Raw -85723.660281 + Penalty 3166.219291 = -82557.440990 nChanged 20 SP:Iteration 3Q (6975.570000 sec): 3 clusters Score: Raw -85794.075139 + Penalty 3166.219291 = -82627.855848 nChanged 23 SP:Iteration 4Q (6975.570000 sec): 3 clusters Score: Raw -85868.355353 + Penalty 3166.219291 = -82702.136062 nChanged 25 SP:Iteration 5Q (6975.570000 sec): 3 clusters Score: Raw -85948.068868 + Penalty 3166.219291 = -82781.849577 nChanged 26 SP:Iteration 6Q (6975.580000 sec): 3 clusters Score: Raw -86062.225323 + Penalty 3166.219291 = -82896.006032 nChanged 20 SP:Iteration 7Q (6975.580000 sec): 3 clusters Score: Raw -86150.930402 + Penalty 3166.219291 = -82984.711111 nChanged 21 SP:Iteration 8Q (6975.580000 sec): 3 clusters Score: Raw -86255.810468 + Penalty 3166.219291 = -83089.591178 nChanged 20 SP:Iteration 9Q (6975.580000 sec): 3 clusters Score: Raw -86375.847447 + Penalty 3166.219291 = -83209.628156 nChanged 21 SP:Iteration 10Q (6975.580000 sec): 3 clusters Score: Raw -86712.467723 + Penalty 3166.219291 = -83546.248432 nChanged 22 SP:Iteration 11Q (6975.580000 sec): 3 clusters Score: Raw -87145.563728 + Penalty 3166.219291 = -83979.344438 nChanged 26 SP:Iteration 12Q (6975.590000 sec): 3 clusters Score: Raw -87261.925672 + Penalty 3166.219291 = -84095.706381 nChanged 9 SP:Iteration 13Q (6975.590000 sec): 3 clusters Score: Raw -87298.787570 + Penalty 3166.219291 = -84132.568280 nChanged 4 SP:Iteration 14Q (6975.590000 sec): 3 clusters Score: Raw -87329.444248 + Penalty 3166.219291 = -84163.224957 nChanged 3 SP:Iteration 15Q (6975.590000 sec): 3 clusters Score: Raw -87352.211844 + Penalty 3166.219291 = -84185.992553 nChanged 3 SP:Iteration 16Q (6975.600000 sec): 3 clusters Score: Raw -87368.685347 + Penalty 3166.219291 = -84202.466056 nChanged 3 SP:Iteration 17Q (6975.600000 sec): 3 clusters Score: Raw -87387.525674 + Penalty 3166.219291 = -84221.306383 nChanged 3 SP:Iteration 18Q (6975.600000 sec): 3 clusters Score: Raw -87405.784851 + Penalty 3166.219291 = -84239.565560 nChanged 1 SP:Iteration 19Q (6975.600000 sec): 3 clusters Score: Raw -87409.859219 + Penalty 3166.219291 = -84243.639928 nChanged 1 SP:Iteration 20F (6975.600000 sec): 3 clusters Score: Raw -87414.099198 + Penalty 3166.219291 = -84247.879907 nChanged 1 SP:Iteration 21Q (6975.600000 sec): 3 clusters Score: Raw -87417.693610 + Penalty 3166.219291 = -84251.474319 nChanged 4 SP:Iteration 22Q (6975.610000 sec): 3 clusters Score: Raw -87457.910212 + Penalty 3166.219291 = -84291.690921 nChanged 4 SP:Iteration 23Q (6975.610000 sec): 3 clusters Score: Raw -87481.067981 + Penalty 3166.219291 = -84314.848690 nChanged 2 SP:Iteration 24Q (6975.610000 sec): 3 clusters Score: Raw -87487.755466 + Penalty 3166.219291 = -84321.536175 nChanged 0 SP:Iteration 25F (6975.620000 sec): 3 clusters Score: Raw -87487.755466 + Penalty 3166.219291 = -84321.536175 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 4.86 GB. Trying to split cluster 31 (9363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6975.660000 sec): 2 clusters Score: Raw -1450610.279743 + Penalty 2267.841216 = -1448342.438527 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6975.700000 sec): 3 clusters Score: Raw -1445588.706968 + Penalty 4535.682431 = -1441053.024537 nChanged 3825 SP:Iteration 1F (6975.750000 sec): 3 clusters Score: Raw -1447617.871596 + Penalty 4535.682431 = -1443082.189164 nChanged 605 SP:Iteration 2F (6975.790000 sec): 3 clusters Score: Raw -1447889.261655 + Penalty 4535.682431 = -1443353.579224 nChanged 452 SP:Iteration 3Q (6975.830000 sec): 3 clusters Score: Raw -1448090.099132 + Penalty 4535.682431 = -1443554.416701 nChanged 364 SP:Iteration 4Q (6975.870000 sec): 3 clusters Score: Raw -1448236.585918 + Penalty 4535.682431 = -1443700.903487 nChanged 300 SP:Iteration 5Q (6975.910000 sec): 3 clusters Score: Raw -1448356.071148 + Penalty 4535.682431 = -1443820.388717 nChanged 300 SP:Iteration 6Q (6975.950000 sec): 3 clusters Score: Raw -1448487.919204 + Penalty 4535.682431 = -1443952.236772 nChanged 295 SP:Iteration 7Q (6975.990000 sec): 3 clusters Score: Raw -1448613.016492 + Penalty 4535.682431 = -1444077.334061 nChanged 265 SP:Iteration 8Q (6976.040000 sec): 3 clusters Score: Raw -1448734.198845 + Penalty 4535.682431 = -1444198.516413 nChanged 290 SP:Iteration 9Q (6976.080000 sec): 3 clusters Score: Raw -1448875.589142 + Penalty 4535.682431 = -1444339.906711 nChanged 313 SP:Iteration 10Q (6976.120000 sec): 3 clusters Score: Raw -1449044.985364 + Penalty 4535.682431 = -1444509.302932 nChanged 339 SP:Iteration 11Q (6976.160000 sec): 3 clusters Score: Raw -1449254.349620 + Penalty 4535.682431 = -1444718.667189 nChanged 358 SP:Iteration 12Q (6976.200000 sec): 3 clusters Score: Raw -1449511.339267 + Penalty 4535.682431 = -1444975.656836 nChanged 385 SP:Iteration 13Q (6976.230000 sec): 3 clusters Score: Raw -1449799.947226 + Penalty 4535.682431 = -1445264.264794 nChanged 372 SP:Iteration 14Q (6976.270000 sec): 3 clusters Score: Raw -1450084.472362 + Penalty 4535.682431 = -1445548.789931 nChanged 287 SP:Iteration 15Q (6976.310000 sec): 3 clusters Score: Raw -1450305.274701 + Penalty 4535.682431 = -1445769.592270 nChanged 200 SP:Iteration 16Q (6976.350000 sec): 3 clusters Score: Raw -1450464.689192 + Penalty 4535.682431 = -1445929.006761 nChanged 149 SP:Iteration 17Q (6976.380000 sec): 3 clusters Score: Raw -1450583.567450 + Penalty 4535.682431 = -1446047.885018 nChanged 124 SP:Iteration 18Q (6976.420000 sec): 3 clusters Score: Raw -1450691.834930 + Penalty 4535.682431 = -1446156.152498 nChanged 85 SP:Iteration 19Q (6976.460000 sec): 3 clusters Score: Raw -1450768.597106 + Penalty 4535.682431 = -1446232.914674 nChanged 63 SP:Iteration 20F (6976.500000 sec): 3 clusters Score: Raw -1450831.040846 + Penalty 4535.682431 = -1446295.358415 nChanged 43 SP:Iteration 21Q (6976.530000 sec): 3 clusters Score: Raw -1450872.724279 + Penalty 4535.682431 = -1446337.041848 nChanged 25 SP:Iteration 22Q (6976.560000 sec): 3 clusters Score: Raw -1450896.441865 + Penalty 4535.682431 = -1446360.759434 nChanged 22 SP:Iteration 23Q (6976.590000 sec): 3 clusters Score: Raw -1450921.840602 + Penalty 4535.682431 = -1446386.158171 nChanged 16 SP:Iteration 24Q (6976.620000 sec): 3 clusters Score: Raw -1450937.823055 + Penalty 4535.682431 = -1446402.140624 nChanged 7 SP:Iteration 25Q (6976.660000 sec): 3 clusters Score: Raw -1450944.016312 + Penalty 4535.682431 = -1446408.333880 nChanged 4 SP:Iteration 26Q (6976.690000 sec): 3 clusters Score: Raw -1450946.862316 + Penalty 4535.682431 = -1446411.179884 nChanged 4 SP:Iteration 27Q (6976.720000 sec): 3 clusters Score: Raw -1450951.697404 + Penalty 4535.682431 = -1446416.014973 nChanged 4 SP:Iteration 28Q (6976.750000 sec): 3 clusters Score: Raw -1450956.811103 + Penalty 4535.682431 = -1446421.128672 nChanged 2 SP:Iteration 29Q (6976.780000 sec): 3 clusters Score: Raw -1450958.665382 + Penalty 4535.682431 = -1446422.982950 nChanged 1 SP:Iteration 30Q (6976.810000 sec): 3 clusters Score: Raw -1450959.212592 + Penalty 4535.682431 = -1446423.530161 nChanged 1 SP:Iteration 31Q (6976.840000 sec): 3 clusters Score: Raw -1450960.366232 + Penalty 4535.682431 = -1446424.683801 nChanged 1 SP:Iteration 32Q (6976.870000 sec): 3 clusters Score: Raw -1450961.855783 + Penalty 4535.682431 = -1446426.173351 nChanged 2 SP:Iteration 33Q (6976.900000 sec): 3 clusters Score: Raw -1450963.490176 + Penalty 4535.682431 = -1446427.807745 nChanged 1 SP:Iteration 34Q (6976.940000 sec): 3 clusters Score: Raw -1450964.076186 + Penalty 4535.682431 = -1446428.393754 nChanged 0 SP:Iteration 35F (6976.980000 sec): 3 clusters Score: Raw -1450964.076186 + Penalty 4535.682431 = -1446428.393754 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (17172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6977.040000 sec): 2 clusters Score: Raw -2520890.002557 + Penalty 2418.256786 = -2518471.745771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6977.120000 sec): 3 clusters Score: Raw -2510977.282998 + Penalty 4836.513573 = -2506140.769425 nChanged 7568 SP:Iteration 1F (6977.190000 sec): 3 clusters Score: Raw -2515260.861651 + Penalty 4836.513573 = -2510424.348078 nChanged 1266 SP:Iteration 2F (6977.260000 sec): 3 clusters Score: Raw -2516063.496075 + Penalty 4836.513573 = -2511226.982502 nChanged 1204 SP:Iteration 3F (6977.340000 sec): 3 clusters Score: Raw -2516864.331297 + Penalty 4836.513573 = -2512027.817724 nChanged 1156 SP:Iteration 4F (6977.410000 sec): 3 clusters Score: Raw -2517670.257207 + Penalty 4836.513573 = -2512833.743634 nChanged 1075 SP:Iteration 5F (6977.480000 sec): 3 clusters Score: Raw -2518468.746697 + Penalty 4836.513573 = -2513632.233124 nChanged 1028 SP:Iteration 6F (6977.560000 sec): 3 clusters Score: Raw -2519259.832292 + Penalty 4836.513573 = -2514423.318719 nChanged 988 SP:Iteration 7F (6977.630000 sec): 3 clusters Score: Raw -2520022.139530 + Penalty 4836.513573 = -2515185.625957 nChanged 873 SP:Iteration 8F (6977.700000 sec): 3 clusters Score: Raw -2520631.983406 + Penalty 4836.513573 = -2515795.469833 nChanged 715 SP:Iteration 9Q (6977.780000 sec): 3 clusters Score: Raw -2521095.987779 + Penalty 4836.513573 = -2516259.474206 nChanged 579 SP:Iteration 10Q (6977.850000 sec): 3 clusters Score: Raw -2521388.224163 + Penalty 4836.513573 = -2516551.710590 nChanged 394 SP:Iteration 11Q (6977.920000 sec): 3 clusters Score: Raw -2521548.623505 + Penalty 4836.513573 = -2516712.109932 nChanged 315 SP:Iteration 12Q (6977.990000 sec): 3 clusters Score: Raw -2521636.593727 + Penalty 4836.513573 = -2516800.080155 nChanged 199 SP:Iteration 13Q (6978.060000 sec): 3 clusters Score: Raw -2521681.140166 + Penalty 4836.513573 = -2516844.626593 nChanged 154 SP:Iteration 14Q (6978.130000 sec): 3 clusters Score: Raw -2521708.559230 + Penalty 4836.513573 = -2516872.045657 nChanged 91 SP:Iteration 15Q (6978.200000 sec): 3 clusters Score: Raw -2521723.989531 + Penalty 4836.513573 = -2516887.475958 nChanged 80 SP:Iteration 16Q (6978.270000 sec): 3 clusters Score: Raw -2521737.260397 + Penalty 4836.513573 = -2516900.746824 nChanged 61 SP:Iteration 17Q (6978.340000 sec): 3 clusters Score: Raw -2521746.017229 + Penalty 4836.513573 = -2516909.503656 nChanged 47 SP:Iteration 18Q (6978.410000 sec): 3 clusters Score: Raw -2521751.438208 + Penalty 4836.513573 = -2516914.924635 nChanged 38 SP:Iteration 19Q (6978.480000 sec): 3 clusters Score: Raw -2521756.451289 + Penalty 4836.513573 = -2516919.937716 nChanged 40 SP:Iteration 20F (6978.550000 sec): 3 clusters Score: Raw -2521761.182701 + Penalty 4836.513573 = -2516924.669128 nChanged 29 SP:Iteration 21Q (6978.620000 sec): 3 clusters Score: Raw -2521764.788066 + Penalty 4836.513573 = -2516928.274493 nChanged 31 SP:Iteration 22Q (6978.690000 sec): 3 clusters Score: Raw -2521769.265179 + Penalty 4836.513573 = -2516932.751606 nChanged 28 SP:Iteration 23Q (6978.760000 sec): 3 clusters Score: Raw -2521773.654820 + Penalty 4836.513573 = -2516937.141247 nChanged 36 SP:Iteration 24Q (6978.830000 sec): 3 clusters Score: Raw -2521777.725993 + Penalty 4836.513573 = -2516941.212420 nChanged 32 SP:Iteration 25Q (6978.900000 sec): 3 clusters Score: Raw -2521781.867610 + Penalty 4836.513573 = -2516945.354037 nChanged 25 SP:Iteration 26Q (6978.970000 sec): 3 clusters Score: Raw -2521784.118433 + Penalty 4836.513573 = -2516947.604860 nChanged 17 SP:Iteration 27Q (6979.040000 sec): 3 clusters Score: Raw -2521785.543207 + Penalty 4836.513573 = -2516949.029634 nChanged 11 SP:Iteration 28Q (6979.120000 sec): 3 clusters Score: Raw -2521786.925461 + Penalty 4836.513573 = -2516950.411888 nChanged 15 SP:Iteration 29Q (6979.180000 sec): 3 clusters Score: Raw -2521788.530705 + Penalty 4836.513573 = -2516952.017132 nChanged 18 SP:Iteration 30Q (6979.260000 sec): 3 clusters Score: Raw -2521790.836043 + Penalty 4836.513573 = -2516954.322470 nChanged 27 SP:Iteration 31Q (6979.330000 sec): 3 clusters Score: Raw -2521794.989437 + Penalty 4836.513573 = -2516958.475864 nChanged 32 SP:Iteration 32Q (6979.400000 sec): 3 clusters Score: Raw -2521801.163945 + Penalty 4836.513573 = -2516964.650372 nChanged 30 SP:Iteration 33Q (6979.470000 sec): 3 clusters Score: Raw -2521808.446939 + Penalty 4836.513573 = -2516971.933366 nChanged 35 SP:Iteration 34Q (6979.540000 sec): 3 clusters Score: Raw -2521816.397304 + Penalty 4836.513573 = -2516979.883731 nChanged 35 SP:Iteration 35Q (6979.610000 sec): 3 clusters Score: Raw -2521825.722851 + Penalty 4836.513573 = -2516989.209278 nChanged 57 SP:Iteration 36Q (6979.680000 sec): 3 clusters Score: Raw -2521836.547930 + Penalty 4836.513573 = -2517000.034357 nChanged 56 SP:Iteration 37Q (6979.750000 sec): 3 clusters Score: Raw -2521855.992299 + Penalty 4836.513573 = -2517019.478726 nChanged 75 SP:Iteration 38Q (6979.820000 sec): 3 clusters Score: Raw -2521878.441068 + Penalty 4836.513573 = -2517041.927495 nChanged 84 SP:Iteration 39Q (6979.890000 sec): 3 clusters Score: Raw -2521901.694099 + Penalty 4836.513573 = -2517065.180527 nChanged 81 SP:Iteration 40F (6979.960000 sec): 3 clusters Score: Raw -2521919.036890 + Penalty 4836.513573 = -2517082.523317 nChanged 74 SP:Iteration 41Q (6980.030000 sec): 3 clusters Score: Raw -2521934.624995 + Penalty 4836.513573 = -2517098.111422 nChanged 82 SP:Iteration 42Q (6980.100000 sec): 3 clusters Score: Raw -2521951.064614 + Penalty 4836.513573 = -2517114.551041 nChanged 84 SP:Iteration 43Q (6980.170000 sec): 3 clusters Score: Raw -2521965.727625 + Penalty 4836.513573 = -2517129.214052 nChanged 65 SP:Iteration 44Q (6980.240000 sec): 3 clusters Score: Raw -2521974.860678 + Penalty 4836.513573 = -2517138.347105 nChanged 59 SP:Iteration 45Q (6980.310000 sec): 3 clusters Score: Raw -2521981.702338 + Penalty 4836.513573 = -2517145.188765 nChanged 48 SP:Iteration 46Q (6980.380000 sec): 3 clusters Score: Raw -2521987.615548 + Penalty 4836.513573 = -2517151.101975 nChanged 36 SP:Iteration 47Q (6980.450000 sec): 3 clusters Score: Raw -2521991.686115 + Penalty 4836.513573 = -2517155.172542 nChanged 31 SP:Iteration 48Q (6980.520000 sec): 3 clusters Score: Raw -2521995.514089 + Penalty 4836.513573 = -2517159.000516 nChanged 29 SP:Iteration 49Q (6980.590000 sec): 3 clusters Score: Raw -2521998.887762 + Penalty 4836.513573 = -2517162.374189 nChanged 29 SP:Iteration 50Q (6980.660000 sec): 3 clusters Score: Raw -2522002.625935 + Penalty 4836.513573 = -2517166.112362 nChanged 28 SP:Iteration 51Q (6980.730000 sec): 3 clusters Score: Raw -2522005.216774 + Penalty 4836.513573 = -2517168.703201 nChanged 24 SP:Iteration 52Q (6980.800000 sec): 3 clusters Score: Raw -2522007.825175 + Penalty 4836.513573 = -2517171.311602 nChanged 24 SP:Iteration 53Q (6980.870000 sec): 3 clusters Score: Raw -2522010.333156 + Penalty 4836.513573 = -2517173.819583 nChanged 34 SP:Iteration 54Q (6980.940000 sec): 3 clusters Score: Raw -2522015.315241 + Penalty 4836.513573 = -2517178.801668 nChanged 30 SP:Iteration 55Q (6981.010000 sec): 3 clusters Score: Raw -2522019.289550 + Penalty 4836.513573 = -2517182.775977 nChanged 34 SP:Iteration 56Q (6981.080000 sec): 3 clusters Score: Raw -2522023.129419 + Penalty 4836.513573 = -2517186.615846 nChanged 31 SP:Iteration 57Q (6981.150000 sec): 3 clusters Score: Raw -2522026.256633 + Penalty 4836.513573 = -2517189.743060 nChanged 24 SP:Iteration 58Q (6981.220000 sec): 3 clusters Score: Raw -2522028.785185 + Penalty 4836.513573 = -2517192.271612 nChanged 26 SP:Iteration 59Q (6981.290000 sec): 3 clusters Score: Raw -2522031.271708 + Penalty 4836.513573 = -2517194.758135 nChanged 24 SP:Iteration 60F (6981.360000 sec): 3 clusters Score: Raw -2522033.144762 + Penalty 4836.513573 = -2517196.631189 nChanged 14 SP:Iteration 61Q (6981.430000 sec): 3 clusters Score: Raw -2522034.244173 + Penalty 4836.513573 = -2517197.730600 nChanged 16 SP:Iteration 62Q (6981.500000 sec): 3 clusters Score: Raw -2522035.759497 + Penalty 4836.513573 = -2517199.245924 nChanged 19 SP:Iteration 63Q (6981.570000 sec): 3 clusters Score: Raw -2522038.085473 + Penalty 4836.513573 = -2517201.571900 nChanged 18 SP:Iteration 64Q (6981.640000 sec): 3 clusters Score: Raw -2522039.699669 + Penalty 4836.513573 = -2517203.186096 nChanged 13 SP:Iteration 65Q (6981.710000 sec): 3 clusters Score: Raw -2522040.777709 + Penalty 4836.513573 = -2517204.264136 nChanged 14 SP:Iteration 66Q (6981.780000 sec): 3 clusters Score: Raw -2522041.858054 + Penalty 4836.513573 = -2517205.344481 nChanged 11 SP:Iteration 67Q (6981.850000 sec): 3 clusters Score: Raw -2522042.471083 + Penalty 4836.513573 = -2517205.957511 nChanged 10 SP:Iteration 68Q (6981.930000 sec): 3 clusters Score: Raw -2522043.177197 + Penalty 4836.513573 = -2517206.663624 nChanged 4 SP:Iteration 69Q (6981.990000 sec): 3 clusters Score: Raw -2522043.650968 + Penalty 4836.513573 = -2517207.137395 nChanged 9 SP:Iteration 70Q (6982.060000 sec): 3 clusters Score: Raw -2522044.308096 + Penalty 4836.513573 = -2517207.794523 nChanged 7 SP:Iteration 71Q (6982.130000 sec): 3 clusters Score: Raw -2522044.745198 + Penalty 4836.513573 = -2517208.231625 nChanged 6 SP:Iteration 72Q (6982.200000 sec): 3 clusters Score: Raw -2522045.308296 + Penalty 4836.513573 = -2517208.794723 nChanged 10 SP:Iteration 73Q (6982.270000 sec): 3 clusters Score: Raw -2522046.134133 + Penalty 4836.513573 = -2517209.620560 nChanged 9 SP:Iteration 74Q (6982.350000 sec): 3 clusters Score: Raw -2522046.642836 + Penalty 4836.513573 = -2517210.129263 nChanged 10 SP:Iteration 75Q (6982.410000 sec): 3 clusters Score: Raw -2522047.560684 + Penalty 4836.513573 = -2517211.047111 nChanged 9 SP:Iteration 76Q (6982.490000 sec): 3 clusters Score: Raw -2522048.318879 + Penalty 4836.513573 = -2517211.805306 nChanged 7 SP:Iteration 77Q (6982.560000 sec): 3 clusters Score: Raw -2522048.785171 + Penalty 4836.513573 = -2517212.271598 nChanged 6 SP:Iteration 78Q (6982.630000 sec): 3 clusters Score: Raw -2522049.229968 + Penalty 4836.513573 = -2517212.716395 nChanged 8 SP:Iteration 79Q (6982.700000 sec): 3 clusters Score: Raw -2522049.801999 + Penalty 4836.513573 = -2517213.288426 nChanged 11 SP:Iteration 80F (6982.770000 sec): 3 clusters Score: Raw -2522050.645454 + Penalty 4836.513573 = -2517214.131881 nChanged 14 SP:Iteration 81Q (6982.840000 sec): 3 clusters Score: Raw -2522051.778528 + Penalty 4836.513573 = -2517215.264955 nChanged 13 SP:Iteration 82Q (6982.910000 sec): 3 clusters Score: Raw -2522052.777905 + Penalty 4836.513573 = -2517216.264332 nChanged 18 SP:Iteration 83Q (6982.980000 sec): 3 clusters Score: Raw -2522054.053751 + Penalty 4836.513573 = -2517217.540178 nChanged 17 SP:Iteration 84Q (6983.050000 sec): 3 clusters Score: Raw -2522055.652650 + Penalty 4836.513573 = -2517219.139077 nChanged 19 SP:Iteration 85Q (6983.120000 sec): 3 clusters Score: Raw -2522057.924873 + Penalty 4836.513573 = -2517221.411300 nChanged 27 SP:Iteration 86Q (6983.200000 sec): 3 clusters Score: Raw -2522060.209899 + Penalty 4836.513573 = -2517223.696327 nChanged 13 SP:Iteration 87Q (6983.260000 sec): 3 clusters Score: Raw -2522061.279614 + Penalty 4836.513573 = -2517224.766041 nChanged 17 SP:Iteration 88Q (6983.330000 sec): 3 clusters Score: Raw -2522062.951055 + Penalty 4836.513573 = -2517226.437482 nChanged 18 SP:Iteration 89Q (6983.400000 sec): 3 clusters Score: Raw -2522064.900869 + Penalty 4836.513573 = -2517228.387296 nChanged 17 SP:Iteration 90Q (6983.470000 sec): 3 clusters Score: Raw -2522066.384398 + Penalty 4836.513573 = -2517229.870825 nChanged 21 SP:Iteration 91Q (6983.540000 sec): 3 clusters Score: Raw -2522068.357408 + Penalty 4836.513573 = -2517231.843835 nChanged 20 SP:Iteration 92Q (6983.620000 sec): 3 clusters Score: Raw -2522070.061094 + Penalty 4836.513573 = -2517233.547521 nChanged 17 SP:Iteration 93Q (6983.680000 sec): 3 clusters Score: Raw -2522071.369622 + Penalty 4836.513573 = -2517234.856049 nChanged 12 SP:Iteration 94Q (6983.760000 sec): 3 clusters Score: Raw -2522072.676027 + Penalty 4836.513573 = -2517236.162454 nChanged 18 SP:Iteration 95Q (6983.820000 sec): 3 clusters Score: Raw -2522074.544259 + Penalty 4836.513573 = -2517238.030686 nChanged 25 SP:Iteration 96Q (6983.900000 sec): 3 clusters Score: Raw -2522077.741545 + Penalty 4836.513573 = -2517241.227972 nChanged 33 SP:Iteration 97Q (6983.960000 sec): 3 clusters Score: Raw -2522081.244873 + Penalty 4836.513573 = -2517244.731300 nChanged 36 SP:Iteration 98Q (6984.040000 sec): 3 clusters Score: Raw -2522084.918956 + Penalty 4836.513573 = -2517248.405383 nChanged 29 SP:Iteration 99Q (6984.100000 sec): 3 clusters Score: Raw -2522087.646139 + Penalty 4836.513573 = -2517251.132566 nChanged 28 SP:Iteration 100F (6984.180000 sec): 3 clusters Score: Raw -2522090.262171 + Penalty 4836.513573 = -2517253.748598 nChanged 22 SP:Iteration 101Q (6984.250000 sec): 3 clusters Score: Raw -2522092.279274 + Penalty 4836.513573 = -2517255.765701 nChanged 25 SP:Iteration 102Q (6984.320000 sec): 3 clusters Score: Raw -2522094.622031 + Penalty 4836.513573 = -2517258.108459 nChanged 25 SP:Iteration 103Q (6984.390000 sec): 3 clusters Score: Raw -2522096.527937 + Penalty 4836.513573 = -2517260.014364 nChanged 19 SP:Iteration 104Q (6984.460000 sec): 3 clusters Score: Raw -2522098.074716 + Penalty 4836.513573 = -2517261.561143 nChanged 22 SP:Iteration 105Q (6984.530000 sec): 3 clusters Score: Raw -2522099.866294 + Penalty 4836.513573 = -2517263.352721 nChanged 18 SP:Iteration 106Q (6984.600000 sec): 3 clusters Score: Raw -2522101.711038 + Penalty 4836.513573 = -2517265.197465 nChanged 27 SP:Iteration 107Q (6984.670000 sec): 3 clusters Score: Raw -2522104.889941 + Penalty 4836.513573 = -2517268.376369 nChanged 24 SP:Iteration 108Q (6984.740000 sec): 3 clusters Score: Raw -2522107.633345 + Penalty 4836.513573 = -2517271.119772 nChanged 25 SP:Iteration 109Q (6984.810000 sec): 3 clusters Score: Raw -2522109.941710 + Penalty 4836.513573 = -2517273.428137 nChanged 20 SP:Iteration 110Q (6984.880000 sec): 3 clusters Score: Raw -2522112.026435 + Penalty 4836.513573 = -2517275.512862 nChanged 15 SP:Iteration 111Q (6984.950000 sec): 3 clusters Score: Raw -2522113.522823 + Penalty 4836.513573 = -2517277.009250 nChanged 22 SP:Iteration 112Q (6985.020000 sec): 3 clusters Score: Raw -2522116.039589 + Penalty 4836.513573 = -2517279.526016 nChanged 19 SP:Iteration 113Q (6985.100000 sec): 3 clusters Score: Raw -2522117.527262 + Penalty 4836.513573 = -2517281.013689 nChanged 18 SP:Iteration 114Q (6985.160000 sec): 3 clusters Score: Raw -2522119.516654 + Penalty 4836.513573 = -2517283.003081 nChanged 23 SP:Iteration 115Q (6985.240000 sec): 3 clusters Score: Raw -2522121.567163 + Penalty 4836.513573 = -2517285.053590 nChanged 23 SP:Iteration 116Q (6985.310000 sec): 3 clusters Score: Raw -2522123.685643 + Penalty 4836.513573 = -2517287.172070 nChanged 23 SP:Iteration 117Q (6985.380000 sec): 3 clusters Score: Raw -2522125.645107 + Penalty 4836.513573 = -2517289.131534 nChanged 24 SP:Iteration 118Q (6985.460000 sec): 3 clusters Score: Raw -2522127.691719 + Penalty 4836.513573 = -2517291.178146 nChanged 25 SP:Iteration 119Q (6985.520000 sec): 3 clusters Score: Raw -2522129.548798 + Penalty 4836.513573 = -2517293.035225 nChanged 23 SP:Iteration 120F (6985.600000 sec): 3 clusters Score: Raw -2522131.351111 + Penalty 4836.513573 = -2517294.837538 nChanged 17 SP:Iteration 121Q (6985.670000 sec): 3 clusters Score: Raw -2522132.589903 + Penalty 4836.513573 = -2517296.076330 nChanged 8 SP:Iteration 122Q (6985.740000 sec): 3 clusters Score: Raw -2522133.136393 + Penalty 4836.513573 = -2517296.622820 nChanged 5 SP:Iteration 123Q (6985.810000 sec): 3 clusters Score: Raw -2522133.509942 + Penalty 4836.513573 = -2517296.996369 nChanged 3 SP:Iteration 124Q (6985.880000 sec): 3 clusters Score: Raw -2522133.713744 + Penalty 4836.513573 = -2517297.200171 nChanged 4 SP:Iteration 125Q (6985.950000 sec): 3 clusters Score: Raw -2522133.984308 + Penalty 4836.513573 = -2517297.470735 nChanged 1 SP:Iteration 126Q (6986.020000 sec): 3 clusters Score: Raw -2522134.103518 + Penalty 4836.513573 = -2517297.589945 nChanged 1 SP:Iteration 127Q (6986.100000 sec): 3 clusters Score: Raw -2522134.254033 + Penalty 4836.513573 = -2517297.740460 nChanged 4 SP:Iteration 128Q (6986.170000 sec): 3 clusters Score: Raw -2522134.512604 + Penalty 4836.513573 = -2517297.999031 nChanged 6 SP:Iteration 129Q (6986.240000 sec): 3 clusters Score: Raw -2522135.057257 + Penalty 4836.513573 = -2517298.543684 nChanged 5 SP:Iteration 130Q (6986.320000 sec): 3 clusters Score: Raw -2522135.420961 + Penalty 4836.513573 = -2517298.907388 nChanged 1 SP:Iteration 131Q (6986.390000 sec): 3 clusters Score: Raw -2522135.477475 + Penalty 4836.513573 = -2517298.963902 nChanged 1 SP:Iteration 132Q (6986.460000 sec): 3 clusters Score: Raw -2522135.536238 + Penalty 4836.513573 = -2517299.022665 nChanged 2 SP:Iteration 133Q (6986.540000 sec): 3 clusters Score: Raw -2522135.641914 + Penalty 4836.513573 = -2517299.128341 nChanged 2 SP:Iteration 134Q (6986.610000 sec): 3 clusters Score: Raw -2522135.804163 + Penalty 4836.513573 = -2517299.290590 nChanged 2 SP:Iteration 135Q (6986.680000 sec): 3 clusters Score: Raw -2522135.967066 + Penalty 4836.513573 = -2517299.453493 nChanged 4 SP:Iteration 136Q (6986.750000 sec): 3 clusters Score: Raw -2522136.348151 + Penalty 4836.513573 = -2517299.834578 nChanged 4 SP:Iteration 137Q (6986.820000 sec): 3 clusters Score: Raw -2522136.722678 + Penalty 4836.513573 = -2517300.209105 nChanged 9 SP:Iteration 138Q (6986.900000 sec): 3 clusters Score: Raw -2522137.365749 + Penalty 4836.513573 = -2517300.852176 nChanged 5 SP:Iteration 139Q (6986.960000 sec): 3 clusters Score: Raw -2522137.691361 + Penalty 4836.513573 = -2517301.177788 nChanged 7 SP:Iteration 140F (6987.040000 sec): 3 clusters Score: Raw -2522138.371175 + Penalty 4836.513573 = -2517301.857602 nChanged 13 SP:Iteration 141Q (6987.110000 sec): 3 clusters Score: Raw -2522139.370588 + Penalty 4836.513573 = -2517302.857015 nChanged 17 SP:Iteration 142Q (6987.180000 sec): 3 clusters Score: Raw -2522141.160179 + Penalty 4836.513573 = -2517304.646606 nChanged 18 SP:Iteration 143Q (6987.250000 sec): 3 clusters Score: Raw -2522143.011267 + Penalty 4836.513573 = -2517306.497694 nChanged 18 SP:Iteration 144Q (6987.320000 sec): 3 clusters Score: Raw -2522144.852562 + Penalty 4836.513573 = -2517308.338989 nChanged 14 SP:Iteration 145Q (6987.390000 sec): 3 clusters Score: Raw -2522145.987673 + Penalty 4836.513573 = -2517309.474100 nChanged 13 SP:Iteration 146Q (6987.460000 sec): 3 clusters Score: Raw -2522146.790647 + Penalty 4836.513573 = -2517310.277075 nChanged 10 SP:Iteration 147Q (6987.530000 sec): 3 clusters Score: Raw -2522147.556009 + Penalty 4836.513573 = -2517311.042436 nChanged 8 SP:Iteration 148Q (6987.600000 sec): 3 clusters Score: Raw -2522148.220034 + Penalty 4836.513573 = -2517311.706461 nChanged 9 SP:Iteration 149Q (6987.670000 sec): 3 clusters Score: Raw -2522148.753655 + Penalty 4836.513573 = -2517312.240082 nChanged 7 SP:Iteration 150Q (6987.740000 sec): 3 clusters Score: Raw -2522149.421449 + Penalty 4836.513573 = -2517312.907876 nChanged 12 SP:Iteration 151Q (6987.820000 sec): 3 clusters Score: Raw -2522150.570959 + Penalty 4836.513573 = -2517314.057386 nChanged 9 SP:Iteration 152Q (6987.880000 sec): 3 clusters Score: Raw -2522151.573228 + Penalty 4836.513573 = -2517315.059655 nChanged 8 SP:Iteration 153Q (6987.960000 sec): 3 clusters Score: Raw -2522152.208555 + Penalty 4836.513573 = -2517315.694982 nChanged 10 SP:Iteration 154Q (6988.030000 sec): 3 clusters Score: Raw -2522152.887214 + Penalty 4836.513573 = -2517316.373641 nChanged 7 SP:Iteration 155Q (6988.100000 sec): 3 clusters Score: Raw -2522153.427605 + Penalty 4836.513573 = -2517316.914032 nChanged 11 SP:Iteration 156Q (6988.170000 sec): 3 clusters Score: Raw -2522154.496503 + Penalty 4836.513573 = -2517317.982930 nChanged 10 SP:Iteration 157Q (6988.240000 sec): 3 clusters Score: Raw -2522155.182860 + Penalty 4836.513573 = -2517318.669287 nChanged 8 SP:Iteration 158Q (6988.310000 sec): 3 clusters Score: Raw -2522155.847934 + Penalty 4836.513573 = -2517319.334361 nChanged 11 SP:Iteration 159Q (6988.380000 sec): 3 clusters Score: Raw -2522156.907054 + Penalty 4836.513573 = -2517320.393481 nChanged 12 SP:Iteration 160F (6988.450000 sec): 3 clusters Score: Raw -2522158.022574 + Penalty 4836.513573 = -2517321.509001 nChanged 16 SP:Iteration 161Q (6988.520000 sec): 3 clusters Score: Raw -2522159.402950 + Penalty 4836.513573 = -2517322.889377 nChanged 17 SP:Iteration 162Q (6988.590000 sec): 3 clusters Score: Raw -2522161.461409 + Penalty 4836.513573 = -2517324.947836 nChanged 18 SP:Iteration 163Q (6988.660000 sec): 3 clusters Score: Raw -2522163.071028 + Penalty 4836.513573 = -2517326.557455 nChanged 10 SP:Iteration 164Q (6988.730000 sec): 3 clusters Score: Raw -2522164.427346 + Penalty 4836.513573 = -2517327.913773 nChanged 17 SP:Iteration 165Q (6988.800000 sec): 3 clusters Score: Raw -2522166.433717 + Penalty 4836.513573 = -2517329.920144 nChanged 20 SP:Iteration 166Q (6988.880000 sec): 3 clusters Score: Raw -2522168.408589 + Penalty 4836.513573 = -2517331.895016 nChanged 14 SP:Iteration 167Q (6988.940000 sec): 3 clusters Score: Raw -2522170.101493 + Penalty 4836.513573 = -2517333.587920 nChanged 19 SP:Iteration 168Q (6989.020000 sec): 3 clusters Score: Raw -2522171.987580 + Penalty 4836.513573 = -2517335.474007 nChanged 21 SP:Iteration 169Q (6989.080000 sec): 3 clusters Score: Raw -2522173.891261 + Penalty 4836.513573 = -2517337.377688 nChanged 21 SP:Iteration 170Q (6989.160000 sec): 3 clusters Score: Raw -2522175.713365 + Penalty 4836.513573 = -2517339.199792 nChanged 21 SP:Iteration 171Q (6989.220000 sec): 3 clusters Score: Raw -2522177.170316 + Penalty 4836.513573 = -2517340.656743 nChanged 14 SP:Iteration 172Q (6989.300000 sec): 3 clusters Score: Raw -2522177.974642 + Penalty 4836.513573 = -2517341.461069 nChanged 10 SP:Iteration 173Q (6989.360000 sec): 3 clusters Score: Raw -2522178.932396 + Penalty 4836.513573 = -2517342.418823 nChanged 10 SP:Iteration 174Q (6989.440000 sec): 3 clusters Score: Raw -2522179.768929 + Penalty 4836.513573 = -2517343.255356 nChanged 13 SP:Iteration 175Q (6989.500000 sec): 3 clusters Score: Raw -2522180.913123 + Penalty 4836.513573 = -2517344.399550 nChanged 9 SP:Iteration 176Q (6989.580000 sec): 3 clusters Score: Raw -2522181.623970 + Penalty 4836.513573 = -2517345.110397 nChanged 11 SP:Iteration 177Q (6989.640000 sec): 3 clusters Score: Raw -2522182.646647 + Penalty 4836.513573 = -2517346.133074 nChanged 19 SP:Iteration 178Q (6989.720000 sec): 3 clusters Score: Raw -2522184.469129 + Penalty 4836.513573 = -2517347.955556 nChanged 19 SP:Iteration 179Q (6989.780000 sec): 3 clusters Score: Raw -2522186.454170 + Penalty 4836.513573 = -2517349.940597 nChanged 23 SP:Iteration 180F (6989.860000 sec): 3 clusters Score: Raw -2522188.725312 + Penalty 4836.513573 = -2517352.211739 nChanged 22 SP:Iteration 181Q (6989.930000 sec): 3 clusters Score: Raw -2522190.814003 + Penalty 4836.513573 = -2517354.300430 nChanged 23 SP:Iteration 182Q (6990.000000 sec): 3 clusters Score: Raw -2522193.127602 + Penalty 4836.513573 = -2517356.614029 nChanged 23 SP:Iteration 183Q (6990.070000 sec): 3 clusters Score: Raw -2522195.754107 + Penalty 4836.513573 = -2517359.240534 nChanged 26 SP:Iteration 184Q (6990.140000 sec): 3 clusters Score: Raw -2522198.438874 + Penalty 4836.513573 = -2517361.925301 nChanged 21 SP:Iteration 185Q (6990.210000 sec): 3 clusters Score: Raw -2522200.697247 + Penalty 4836.513573 = -2517364.183674 nChanged 21 SP:Iteration 186Q (6990.280000 sec): 3 clusters Score: Raw -2522202.526986 + Penalty 4836.513573 = -2517366.013413 nChanged 21 SP:Iteration 187Q (6990.350000 sec): 3 clusters Score: Raw -2522204.437382 + Penalty 4836.513573 = -2517367.923809 nChanged 19 SP:Iteration 188Q (6990.420000 sec): 3 clusters Score: Raw -2522206.017628 + Penalty 4836.513573 = -2517369.504055 nChanged 17 SP:Iteration 189Q (6990.490000 sec): 3 clusters Score: Raw -2522207.822893 + Penalty 4836.513573 = -2517371.309320 nChanged 21 SP:Iteration 190Q (6990.560000 sec): 3 clusters Score: Raw -2522210.577982 + Penalty 4836.513573 = -2517374.064409 nChanged 28 SP:Iteration 191Q (6990.630000 sec): 3 clusters Score: Raw -2522214.709515 + Penalty 4836.513573 = -2517378.195942 nChanged 26 SP:Iteration 192Q (6990.700000 sec): 3 clusters Score: Raw -2522217.523010 + Penalty 4836.513573 = -2517381.009438 nChanged 31 SP:Iteration 193Q (6990.780000 sec): 3 clusters Score: Raw -2522221.241886 + Penalty 4836.513573 = -2517384.728313 nChanged 32 SP:Iteration 194Q (6990.840000 sec): 3 clusters Score: Raw -2522225.403586 + Penalty 4836.513573 = -2517388.890013 nChanged 36 SP:Iteration 195Q (6990.920000 sec): 3 clusters Score: Raw -2522230.179170 + Penalty 4836.513573 = -2517393.665597 nChanged 47 SP:Iteration 196Q (6990.980000 sec): 3 clusters Score: Raw -2522236.419979 + Penalty 4836.513573 = -2517399.906406 nChanged 43 SP:Iteration 197Q (6991.060000 sec): 3 clusters Score: Raw -2522242.190057 + Penalty 4836.513573 = -2517405.676484 nChanged 41 SP:Iteration 198Q (6991.130000 sec): 3 clusters Score: Raw -2522248.119511 + Penalty 4836.513573 = -2517411.605938 nChanged 33 SP:Iteration 199Q (6991.200000 sec): 3 clusters Score: Raw -2522252.378974 + Penalty 4836.513573 = -2517415.865401 nChanged 27 SP:Iteration 200F (6991.270000 sec): 3 clusters Score: Raw -2522256.141203 + Penalty 4836.513573 = -2517419.627630 nChanged 31 SP:Iteration 201Q (6991.340000 sec): 3 clusters Score: Raw -2522260.124154 + Penalty 4836.513573 = -2517423.610581 nChanged 33 SP:Iteration 202Q (6991.410000 sec): 3 clusters Score: Raw -2522264.950411 + Penalty 4836.513573 = -2517428.436838 nChanged 32 SP:Iteration 203Q (6991.480000 sec): 3 clusters Score: Raw -2522270.073826 + Penalty 4836.513573 = -2517433.560253 nChanged 32 SP:Iteration 204Q (6991.550000 sec): 3 clusters Score: Raw -2522274.297502 + Penalty 4836.513573 = -2517437.783929 nChanged 28 SP:Iteration 205Q (6991.620000 sec): 3 clusters Score: Raw -2522278.176992 + Penalty 4836.513573 = -2517441.663419 nChanged 26 SP:Iteration 206Q (6991.690000 sec): 3 clusters Score: Raw -2522280.995681 + Penalty 4836.513573 = -2517444.482108 nChanged 25 SP:Iteration 207Q (6991.760000 sec): 3 clusters Score: Raw -2522283.995794 + Penalty 4836.513573 = -2517447.482221 nChanged 26 SP:Iteration 208Q (6991.830000 sec): 3 clusters Score: Raw -2522287.484537 + Penalty 4836.513573 = -2517450.970964 nChanged 33 SP:Iteration 209Q (6991.900000 sec): 3 clusters Score: Raw -2522291.902841 + Penalty 4836.513573 = -2517455.389268 nChanged 35 SP:Iteration 210Q (6991.970000 sec): 3 clusters Score: Raw -2522296.276019 + Penalty 4836.513573 = -2517459.762446 nChanged 29 SP:Iteration 211Q (6992.040000 sec): 3 clusters Score: Raw -2522299.751217 + Penalty 4836.513573 = -2517463.237644 nChanged 28 SP:Iteration 212Q (6992.110000 sec): 3 clusters Score: Raw -2522303.472774 + Penalty 4836.513573 = -2517466.959201 nChanged 20 SP:Iteration 213Q (6992.180000 sec): 3 clusters Score: Raw -2522305.380057 + Penalty 4836.513573 = -2517468.866484 nChanged 16 SP:Iteration 214Q (6992.250000 sec): 3 clusters Score: Raw -2522306.893127 + Penalty 4836.513573 = -2517470.379554 nChanged 11 SP:Iteration 215Q (6992.320000 sec): 3 clusters Score: Raw -2522308.087021 + Penalty 4836.513573 = -2517471.573449 nChanged 17 SP:Iteration 216Q (6992.390000 sec): 3 clusters Score: Raw -2522309.664537 + Penalty 4836.513573 = -2517473.150964 nChanged 19 SP:Iteration 217Q (6992.460000 sec): 3 clusters Score: Raw -2522311.410552 + Penalty 4836.513573 = -2517474.896979 nChanged 13 SP:Iteration 218Q (6992.530000 sec): 3 clusters Score: Raw -2522312.362263 + Penalty 4836.513573 = -2517475.848690 nChanged 12 SP:Iteration 219Q (6992.600000 sec): 3 clusters Score: Raw -2522313.713202 + Penalty 4836.513573 = -2517477.199629 nChanged 14 SP:Iteration 220F (6992.670000 sec): 3 clusters Score: Raw -2522315.287554 + Penalty 4836.513573 = -2517478.773981 nChanged 12 SP:Iteration 221Q (6992.740000 sec): 3 clusters Score: Raw -2522316.326044 + Penalty 4836.513573 = -2517479.812471 nChanged 15 SP:Iteration 222Q (6992.810000 sec): 3 clusters Score: Raw -2522317.799433 + Penalty 4836.513573 = -2517481.285860 nChanged 19 SP:Iteration 223Q (6992.880000 sec): 3 clusters Score: Raw -2522320.201354 + Penalty 4836.513573 = -2517483.687782 nChanged 28 SP:Iteration 224Q (6992.950000 sec): 3 clusters Score: Raw -2522323.733593 + Penalty 4836.513573 = -2517487.220020 nChanged 27 SP:Iteration 225Q (6993.020000 sec): 3 clusters Score: Raw -2522327.094026 + Penalty 4836.513573 = -2517490.580453 nChanged 28 SP:Iteration 226Q (6993.090000 sec): 3 clusters Score: Raw -2522330.539231 + Penalty 4836.513573 = -2517494.025658 nChanged 30 SP:Iteration 227Q (6993.160000 sec): 3 clusters Score: Raw -2522334.041087 + Penalty 4836.513573 = -2517497.527514 nChanged 25 SP:Iteration 228Q (6993.230000 sec): 3 clusters Score: Raw -2522336.952940 + Penalty 4836.513573 = -2517500.439367 nChanged 23 SP:Iteration 229Q (6993.300000 sec): 3 clusters Score: Raw -2522339.741885 + Penalty 4836.513573 = -2517503.228312 nChanged 25 SP:Iteration 230Q (6993.370000 sec): 3 clusters Score: Raw -2522342.097356 + Penalty 4836.513573 = -2517505.583783 nChanged 27 SP:Iteration 231Q (6993.440000 sec): 3 clusters Score: Raw -2522344.712726 + Penalty 4836.513573 = -2517508.199153 nChanged 23 SP:Iteration 232Q (6993.510000 sec): 3 clusters Score: Raw -2522347.010445 + Penalty 4836.513573 = -2517510.496872 nChanged 24 SP:Iteration 233Q (6993.580000 sec): 3 clusters Score: Raw -2522349.467339 + Penalty 4836.513573 = -2517512.953767 nChanged 24 SP:Iteration 234Q (6993.650000 sec): 3 clusters Score: Raw -2522352.355436 + Penalty 4836.513573 = -2517515.841863 nChanged 29 SP:Iteration 235Q (6993.720000 sec): 3 clusters Score: Raw -2522355.375697 + Penalty 4836.513573 = -2517518.862124 nChanged 20 SP:Iteration 236Q (6993.790000 sec): 3 clusters Score: Raw -2522357.608340 + Penalty 4836.513573 = -2517521.094767 nChanged 21 SP:Iteration 237Q (6993.860000 sec): 3 clusters Score: Raw -2522359.869506 + Penalty 4836.513573 = -2517523.355933 nChanged 19 SP:Iteration 238Q (6993.930000 sec): 3 clusters Score: Raw -2522361.945815 + Penalty 4836.513573 = -2517525.432242 nChanged 23 SP:Iteration 239Q (6994.000000 sec): 3 clusters Score: Raw -2522363.879955 + Penalty 4836.513573 = -2517527.366382 nChanged 11 SP:Iteration 240F (6994.070000 sec): 3 clusters Score: Raw -2522364.607157 + Penalty 4836.513573 = -2517528.093584 nChanged 13 SP:Iteration 241Q (6994.140000 sec): 3 clusters Score: Raw -2522366.027513 + Penalty 4836.513573 = -2517529.513940 nChanged 18 SP:Iteration 242Q (6994.210000 sec): 3 clusters Score: Raw -2522367.726575 + Penalty 4836.513573 = -2517531.213002 nChanged 18 SP:Iteration 243Q (6994.280000 sec): 3 clusters Score: Raw -2522369.572062 + Penalty 4836.513573 = -2517533.058489 nChanged 18 SP:Iteration 244Q (6994.350000 sec): 3 clusters Score: Raw -2522371.394238 + Penalty 4836.513573 = -2517534.880665 nChanged 13 SP:Iteration 245Q (6994.420000 sec): 3 clusters Score: Raw -2522373.039092 + Penalty 4836.513573 = -2517536.525519 nChanged 17 SP:Iteration 246Q (6994.490000 sec): 3 clusters Score: Raw -2522374.718779 + Penalty 4836.513573 = -2517538.205206 nChanged 14 SP:Iteration 247Q (6994.560000 sec): 3 clusters Score: Raw -2522375.748409 + Penalty 4836.513573 = -2517539.234836 nChanged 10 SP:Iteration 248Q (6994.620000 sec): 3 clusters Score: Raw -2522376.535433 + Penalty 4836.513573 = -2517540.021860 nChanged 7 SP:Iteration 249Q (6994.700000 sec): 3 clusters Score: Raw -2522377.186207 + Penalty 4836.513573 = -2517540.672634 nChanged 7 SP:Iteration 250Q (6994.760000 sec): 3 clusters Score: Raw -2522377.913230 + Penalty 4836.513573 = -2517541.399657 nChanged 10 SP:Iteration 251Q (6994.840000 sec): 3 clusters Score: Raw -2522378.732815 + Penalty 4836.513573 = -2517542.219242 nChanged 7 SP:Iteration 252Q (6994.910000 sec): 3 clusters Score: Raw -2522379.310286 + Penalty 4836.513573 = -2517542.796713 nChanged 7 SP:Iteration 253Q (6994.980000 sec): 3 clusters Score: Raw -2522379.796085 + Penalty 4836.513573 = -2517543.282512 nChanged 9 SP:Iteration 254Q (6995.050000 sec): 3 clusters Score: Raw -2522380.591701 + Penalty 4836.513573 = -2517544.078128 nChanged 10 SP:Iteration 255Q (6995.120000 sec): 3 clusters Score: Raw -2522381.533248 + Penalty 4836.513573 = -2517545.019675 nChanged 7 SP:Iteration 256Q (6995.190000 sec): 3 clusters Score: Raw -2522382.233898 + Penalty 4836.513573 = -2517545.720325 nChanged 6 SP:Iteration 257Q (6995.260000 sec): 3 clusters Score: Raw -2522382.678036 + Penalty 4836.513573 = -2517546.164463 nChanged 2 SP:Iteration 258Q (6995.330000 sec): 3 clusters Score: Raw -2522383.283501 + Penalty 4836.513573 = -2517546.769928 nChanged 7 SP:Iteration 259Q (6995.390000 sec): 3 clusters Score: Raw -2522384.068942 + Penalty 4836.513573 = -2517547.555369 nChanged 7 SP:Iteration 260F (6995.470000 sec): 3 clusters Score: Raw -2522384.748572 + Penalty 4836.513573 = -2517548.234999 nChanged 5 SP:Iteration 261Q (6995.540000 sec): 3 clusters Score: Raw -2522385.207738 + Penalty 4836.513573 = -2517548.694165 nChanged 7 SP:Iteration 262Q (6995.600000 sec): 3 clusters Score: Raw -2522385.861776 + Penalty 4836.513573 = -2517549.348203 nChanged 7 SP:Iteration 263Q (6995.680000 sec): 3 clusters Score: Raw -2522386.310758 + Penalty 4836.513573 = -2517549.797185 nChanged 6 SP:Iteration 264Q (6995.740000 sec): 3 clusters Score: Raw -2522386.717244 + Penalty 4836.513573 = -2517550.203671 nChanged 6 SP:Iteration 265Q (6995.810000 sec): 3 clusters Score: Raw -2522387.215069 + Penalty 4836.513573 = -2517550.701496 nChanged 11 SP:Iteration 266Q (6995.880000 sec): 3 clusters Score: Raw -2522388.416475 + Penalty 4836.513573 = -2517551.902902 nChanged 7 SP:Iteration 267Q (6995.950000 sec): 3 clusters Score: Raw -2522389.262191 + Penalty 4836.513573 = -2517552.748618 nChanged 10 SP:Iteration 268Q (6996.020000 sec): 3 clusters Score: Raw -2522390.068699 + Penalty 4836.513573 = -2517553.555126 nChanged 10 SP:Iteration 269Q (6996.090000 sec): 3 clusters Score: Raw -2522391.147851 + Penalty 4836.513573 = -2517554.634278 nChanged 9 SP:Iteration 270Q (6996.160000 sec): 3 clusters Score: Raw -2522392.448875 + Penalty 4836.513573 = -2517555.935302 nChanged 10 SP:Iteration 271Q (6996.230000 sec): 3 clusters Score: Raw -2522393.414106 + Penalty 4836.513573 = -2517556.900533 nChanged 10 SP:Iteration 272Q (6996.300000 sec): 3 clusters Score: Raw -2522394.312229 + Penalty 4836.513573 = -2517557.798656 nChanged 10 SP:Iteration 273Q (6996.370000 sec): 3 clusters Score: Raw -2522395.104668 + Penalty 4836.513573 = -2517558.591095 nChanged 7 SP:Iteration 274Q (6996.440000 sec): 3 clusters Score: Raw -2522395.770610 + Penalty 4836.513573 = -2517559.257037 nChanged 7 SP:Iteration 275Q (6996.510000 sec): 3 clusters Score: Raw -2522396.363152 + Penalty 4836.513573 = -2517559.849579 nChanged 7 SP:Iteration 276Q (6996.580000 sec): 3 clusters Score: Raw -2522397.093225 + Penalty 4836.513573 = -2517560.579652 nChanged 10 SP:Iteration 277Q (6996.650000 sec): 3 clusters Score: Raw -2522397.782445 + Penalty 4836.513573 = -2517561.268872 nChanged 9 SP:Iteration 278Q (6996.720000 sec): 3 clusters Score: Raw -2522398.552978 + Penalty 4836.513573 = -2517562.039405 nChanged 5 SP:Iteration 279Q (6996.780000 sec): 3 clusters Score: Raw -2522399.374963 + Penalty 4836.513573 = -2517562.861390 nChanged 6 SP:Iteration 280F (6996.860000 sec): 3 clusters Score: Raw -2522400.092087 + Penalty 4836.513573 = -2517563.578514 nChanged 7 SP:Iteration 281Q (6996.930000 sec): 3 clusters Score: Raw -2522400.909657 + Penalty 4836.513573 = -2517564.396084 nChanged 4 SP:Iteration 282Q (6997.000000 sec): 3 clusters Score: Raw -2522401.429669 + Penalty 4836.513573 = -2517564.916096 nChanged 7 SP:Iteration 283Q (6997.070000 sec): 3 clusters Score: Raw -2522402.001102 + Penalty 4836.513573 = -2517565.487529 nChanged 5 SP:Iteration 284Q (6997.140000 sec): 3 clusters Score: Raw -2522402.434717 + Penalty 4836.513573 = -2517565.921144 nChanged 6 SP:Iteration 285Q (6997.200000 sec): 3 clusters Score: Raw -2522403.078063 + Penalty 4836.513573 = -2517566.564490 nChanged 7 SP:Iteration 286Q (6997.270000 sec): 3 clusters Score: Raw -2522403.556544 + Penalty 4836.513573 = -2517567.042972 nChanged 6 SP:Iteration 287Q (6997.340000 sec): 3 clusters Score: Raw -2522404.040160 + Penalty 4836.513573 = -2517567.526587 nChanged 10 SP:Iteration 288Q (6997.410000 sec): 3 clusters Score: Raw -2522404.932240 + Penalty 4836.513573 = -2517568.418667 nChanged 9 SP:Iteration 289Q (6997.480000 sec): 3 clusters Score: Raw -2522405.608304 + Penalty 4836.513573 = -2517569.094731 nChanged 7 SP:Iteration 290Q (6997.550000 sec): 3 clusters Score: Raw -2522406.012200 + Penalty 4836.513573 = -2517569.498627 nChanged 5 SP:Iteration 291Q (6997.620000 sec): 3 clusters Score: Raw -2522406.368093 + Penalty 4836.513573 = -2517569.854520 nChanged 5 SP:Iteration 292Q (6997.690000 sec): 3 clusters Score: Raw -2522407.077711 + Penalty 4836.513573 = -2517570.564138 nChanged 10 SP:Iteration 293Q (6997.760000 sec): 3 clusters Score: Raw -2522408.269371 + Penalty 4836.513573 = -2517571.755798 nChanged 13 SP:Iteration 294Q (6997.820000 sec): 3 clusters Score: Raw -2522409.306337 + Penalty 4836.513573 = -2517572.792764 nChanged 12 SP:Iteration 295Q (6997.900000 sec): 3 clusters Score: Raw -2522410.676110 + Penalty 4836.513573 = -2517574.162537 nChanged 15 SP:Iteration 296Q (6997.960000 sec): 3 clusters Score: Raw -2522412.752761 + Penalty 4836.513573 = -2517576.239188 nChanged 18 SP:Iteration 297Q (6998.030000 sec): 3 clusters Score: Raw -2522415.258766 + Penalty 4836.513573 = -2517578.745193 nChanged 16 SP:Iteration 298Q (6998.100000 sec): 3 clusters Score: Raw -2522416.800223 + Penalty 4836.513573 = -2517580.286650 nChanged 15 SP:Iteration 299Q (6998.170000 sec): 3 clusters Score: Raw -2522418.303390 + Penalty 4836.513573 = -2517581.789817 nChanged 14 SP:Iteration 300F (6998.240000 sec): 3 clusters Score: Raw -2522419.974704 + Penalty 4836.513573 = -2517583.461131 nChanged 21 SP:Iteration 301Q (6998.310000 sec): 3 clusters Score: Raw -2522422.036548 + Penalty 4836.513573 = -2517585.522975 nChanged 16 SP:Iteration 302Q (6998.380000 sec): 3 clusters Score: Raw -2522423.438478 + Penalty 4836.513573 = -2517586.924905 nChanged 16 SP:Iteration 303Q (6998.450000 sec): 3 clusters Score: Raw -2522424.876725 + Penalty 4836.513573 = -2517588.363152 nChanged 16 SP:Iteration 304Q (6998.520000 sec): 3 clusters Score: Raw -2522426.440974 + Penalty 4836.513573 = -2517589.927401 nChanged 24 SP:Iteration 305Q (6998.590000 sec): 3 clusters Score: Raw -2522428.909958 + Penalty 4836.513573 = -2517592.396385 nChanged 19 SP:Iteration 306Q (6998.660000 sec): 3 clusters Score: Raw -2522430.885452 + Penalty 4836.513573 = -2517594.371879 nChanged 20 SP:Iteration 307Q (6998.730000 sec): 3 clusters Score: Raw -2522432.941374 + Penalty 4836.513573 = -2517596.427801 nChanged 8 SP:Iteration 308Q (6998.800000 sec): 3 clusters Score: Raw -2522433.648350 + Penalty 4836.513573 = -2517597.134777 nChanged 7 SP:Iteration 309Q (6998.870000 sec): 3 clusters Score: Raw -2522434.187757 + Penalty 4836.513573 = -2517597.674184 nChanged 6 SP:Iteration 310Q (6998.940000 sec): 3 clusters Score: Raw -2522434.590877 + Penalty 4836.513573 = -2517598.077304 nChanged 4 SP:Iteration 311Q (6999.010000 sec): 3 clusters Score: Raw -2522434.893096 + Penalty 4836.513573 = -2517598.379523 nChanged 7 SP:Iteration 312Q (6999.080000 sec): 3 clusters Score: Raw -2522435.682927 + Penalty 4836.513573 = -2517599.169354 nChanged 7 SP:Iteration 313Q (6999.140000 sec): 3 clusters Score: Raw -2522436.386835 + Penalty 4836.513573 = -2517599.873262 nChanged 14 SP:Iteration 314Q (6999.210000 sec): 3 clusters Score: Raw -2522437.771023 + Penalty 4836.513573 = -2517601.257450 nChanged 13 SP:Iteration 315Q (6999.280000 sec): 3 clusters Score: Raw -2522439.333914 + Penalty 4836.513573 = -2517602.820341 nChanged 14 SP:Iteration 316Q (6999.350000 sec): 3 clusters Score: Raw -2522440.761350 + Penalty 4836.513573 = -2517604.247777 nChanged 11 SP:Iteration 317Q (6999.420000 sec): 3 clusters Score: Raw -2522441.752022 + Penalty 4836.513573 = -2517605.238449 nChanged 8 SP:Iteration 318Q (6999.490000 sec): 3 clusters Score: Raw -2522442.255733 + Penalty 4836.513573 = -2517605.742160 nChanged 7 SP:Iteration 319Q (6999.560000 sec): 3 clusters Score: Raw -2522442.860021 + Penalty 4836.513573 = -2517606.346448 nChanged 6 SP:Iteration 320F (6999.630000 sec): 3 clusters Score: Raw -2522443.301855 + Penalty 4836.513573 = -2517606.788282 nChanged 6 SP:Iteration 321Q (6999.710000 sec): 3 clusters Score: Raw -2522443.840454 + Penalty 4836.513573 = -2517607.326881 nChanged 5 SP:Iteration 322Q (6999.770000 sec): 3 clusters Score: Raw -2522444.386487 + Penalty 4836.513573 = -2517607.872914 nChanged 5 SP:Iteration 323Q (6999.840000 sec): 3 clusters Score: Raw -2522444.660500 + Penalty 4836.513573 = -2517608.146928 nChanged 3 SP:Iteration 324Q (6999.910000 sec): 3 clusters Score: Raw -2522444.956176 + Penalty 4836.513573 = -2517608.442603 nChanged 3 SP:Iteration 325Q (6999.980000 sec): 3 clusters Score: Raw -2522445.373502 + Penalty 4836.513573 = -2517608.859929 nChanged 5 SP:Iteration 326Q (7000.050000 sec): 3 clusters Score: Raw -2522445.711564 + Penalty 4836.513573 = -2517609.197991 nChanged 3 SP:Iteration 327Q (7000.110000 sec): 3 clusters Score: Raw -2522446.292522 + Penalty 4836.513573 = -2517609.778949 nChanged 5 SP:Iteration 328Q (7000.180000 sec): 3 clusters Score: Raw -2522446.775450 + Penalty 4836.513573 = -2517610.261878 nChanged 7 SP:Iteration 329Q (7000.250000 sec): 3 clusters Score: Raw -2522447.582331 + Penalty 4836.513573 = -2517611.068758 nChanged 8 SP:Iteration 330Q (7000.320000 sec): 3 clusters Score: Raw -2522448.887502 + Penalty 4836.513573 = -2517612.373929 nChanged 13 SP:Iteration 331Q (7000.390000 sec): 3 clusters Score: Raw -2522450.478978 + Penalty 4836.513573 = -2517613.965405 nChanged 12 SP:Iteration 332Q (7000.460000 sec): 3 clusters Score: Raw -2522451.446834 + Penalty 4836.513573 = -2517614.933261 nChanged 8 SP:Iteration 333Q (7000.530000 sec): 3 clusters Score: Raw -2522452.173347 + Penalty 4836.513573 = -2517615.659774 nChanged 10 SP:Iteration 334Q (7000.600000 sec): 3 clusters Score: Raw -2522452.977301 + Penalty 4836.513573 = -2517616.463728 nChanged 10 SP:Iteration 335Q (7000.670000 sec): 3 clusters Score: Raw -2522453.954377 + Penalty 4836.513573 = -2517617.440804 nChanged 10 SP:Iteration 336Q (7000.730000 sec): 3 clusters Score: Raw -2522454.774837 + Penalty 4836.513573 = -2517618.261264 nChanged 7 SP:Iteration 337Q (7000.800000 sec): 3 clusters Score: Raw -2522455.321567 + Penalty 4836.513573 = -2517618.807994 nChanged 4 SP:Iteration 338Q (7000.870000 sec): 3 clusters Score: Raw -2522455.607733 + Penalty 4836.513573 = -2517619.094160 nChanged 3 SP:Iteration 339Q (7000.940000 sec): 3 clusters Score: Raw -2522455.721495 + Penalty 4836.513573 = -2517619.207922 nChanged 0 SP:Iteration 340F (7001.010000 sec): 3 clusters Score: Raw -2522455.721495 + Penalty 4836.513573 = -2517619.207922 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7001.020000 sec): 2 clusters Score: Raw -107276.380877 + Penalty 1626.784579 = -105649.596298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7001.030000 sec): 3 clusters Score: Raw -107191.968110 + Penalty 3253.569158 = -103938.398952 nChanged 155 SP:Iteration 1F (7001.030000 sec): 3 clusters Score: Raw -107425.616114 + Penalty 3253.569158 = -104172.046957 nChanged 28 SP:Iteration 2Q (7001.030000 sec): 3 clusters Score: Raw -107487.422954 + Penalty 3253.569158 = -104233.853796 nChanged 11 SP:Iteration 3Q (7001.030000 sec): 3 clusters Score: Raw -107502.371749 + Penalty 3253.569158 = -104248.802591 nChanged 6 SP:Iteration 4Q (7001.040000 sec): 3 clusters Score: Raw -107514.732228 + Penalty 3253.569158 = -104261.163071 nChanged 7 SP:Iteration 5Q (7001.040000 sec): 3 clusters Score: Raw -107524.368818 + Penalty 3253.569158 = -104270.799660 nChanged 2 SP:Iteration 6Q (7001.040000 sec): 3 clusters Score: Raw -107526.847001 + Penalty 3253.569158 = -104273.277843 nChanged 3 SP:Iteration 7Q (7001.050000 sec): 3 clusters Score: Raw -107530.837304 + Penalty 3253.569158 = -104277.268146 nChanged 1 SP:Iteration 8Q (7001.050000 sec): 3 clusters Score: Raw -107531.883074 + Penalty 3253.569158 = -104278.313916 nChanged 2 SP:Iteration 9Q (7001.050000 sec): 3 clusters Score: Raw -107533.752835 + Penalty 3253.569158 = -104280.183678 nChanged 1 SP:Iteration 10Q (7001.050000 sec): 3 clusters Score: Raw -107536.127520 + Penalty 3253.569158 = -104282.558362 nChanged 1 SP:Iteration 11Q (7001.060000 sec): 3 clusters Score: Raw -107537.721326 + Penalty 3253.569158 = -104284.152168 nChanged 4 SP:Iteration 12Q (7001.060000 sec): 3 clusters Score: Raw -107543.438479 + Penalty 3253.569158 = -104289.869322 nChanged 3 SP:Iteration 13Q (7001.060000 sec): 3 clusters Score: Raw -107545.017896 + Penalty 3253.569158 = -104291.448738 nChanged 1 SP:Iteration 14Q (7001.070000 sec): 3 clusters Score: Raw -107546.228829 + Penalty 3253.569158 = -104292.659671 nChanged 0 SP:Iteration 15F (7001.070000 sec): 3 clusters Score: Raw -107546.228829 + Penalty 3253.569158 = -104292.659671 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7001.080000 sec): 2 clusters Score: Raw -180828.077250 + Penalty 1761.623872 = -179066.453378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7001.080000 sec): 3 clusters Score: Raw -180476.465584 + Penalty 3523.247743 = -176953.217841 nChanged 324 SP:Iteration 1F (7001.090000 sec): 3 clusters Score: Raw -180828.347178 + Penalty 3523.247743 = -177305.099435 nChanged 88 SP:Iteration 2F (7001.090000 sec): 3 clusters Score: Raw -180934.615856 + Penalty 3523.247743 = -177411.368113 nChanged 39 SP:Iteration 3Q (7001.100000 sec): 3 clusters Score: Raw -180982.103888 + Penalty 3523.247743 = -177458.856145 nChanged 26 SP:Iteration 4Q (7001.100000 sec): 3 clusters Score: Raw -181017.174976 + Penalty 3523.247743 = -177493.927233 nChanged 13 SP:Iteration 5Q (7001.110000 sec): 3 clusters Score: Raw -181030.110274 + Penalty 3523.247743 = -177506.862531 nChanged 9 SP:Iteration 6Q (7001.110000 sec): 3 clusters Score: Raw -181038.127354 + Penalty 3523.247743 = -177514.879611 nChanged 8 SP:Iteration 7Q (7001.120000 sec): 3 clusters Score: Raw -181044.527556 + Penalty 3523.247743 = -177521.279813 nChanged 7 SP:Iteration 8Q (7001.120000 sec): 3 clusters Score: Raw -181050.342377 + Penalty 3523.247743 = -177527.094634 nChanged 5 SP:Iteration 9Q (7001.130000 sec): 3 clusters Score: Raw -181055.612908 + Penalty 3523.247743 = -177532.365165 nChanged 5 SP:Iteration 10Q (7001.130000 sec): 3 clusters Score: Raw -181060.803660 + Penalty 3523.247743 = -177537.555917 nChanged 4 SP:Iteration 11Q (7001.140000 sec): 3 clusters Score: Raw -181067.643734 + Penalty 3523.247743 = -177544.395991 nChanged 4 SP:Iteration 12Q (7001.140000 sec): 3 clusters Score: Raw -181071.339258 + Penalty 3523.247743 = -177548.091515 nChanged 4 SP:Iteration 13Q (7001.150000 sec): 3 clusters Score: Raw -181074.608358 + Penalty 3523.247743 = -177551.360615 nChanged 1 SP:Iteration 14Q (7001.150000 sec): 3 clusters Score: Raw -181075.698341 + Penalty 3523.247743 = -177552.450598 nChanged 2 SP:Iteration 15Q (7001.160000 sec): 3 clusters Score: Raw -181077.276439 + Penalty 3523.247743 = -177554.028696 nChanged 1 SP:Iteration 16Q (7001.160000 sec): 3 clusters Score: Raw -181077.734102 + Penalty 3523.247743 = -177554.486359 nChanged 1 SP:Iteration 17Q (7001.170000 sec): 3 clusters Score: Raw -181079.741604 + Penalty 3523.247743 = -177556.493861 nChanged 1 SP:Iteration 18Q (7001.170000 sec): 3 clusters Score: Raw -181080.103441 + Penalty 3523.247743 = -177556.855697 nChanged 0 SP:Iteration 19F (7001.180000 sec): 3 clusters Score: Raw -181080.103441 + Penalty 3523.247743 = -177556.855697 nChanged 0 Iteration 99Q (7010.310000 sec): 40 clusters Score: Raw -99110668.189502 + Penalty 129464.939203 = -98981203.250299 nChanged 571 Iteration 100F (7049.370000 sec): 40 clusters Score: Raw -99113424.558711 + Penalty 129464.939203 = -98983959.619509 nChanged 861 Iteration 101Q (7058.410000 sec): 40 clusters Score: Raw -99117307.780869 + Penalty 129464.939203 = -98987842.841666 nChanged 885 Iteration 102Q (7067.420000 sec): 40 clusters Score: Raw -99117846.423812 + Penalty 129464.939203 = -98988381.484609 nChanged 935 Iteration 103Q (7076.460000 sec): 40 clusters Score: Raw -99118288.719454 + Penalty 129464.939203 = -98988823.780251 nChanged 870 Iteration 104Q (7085.500000 sec): 40 clusters Score: Raw -99118529.568844 + Penalty 129464.939203 = -98989064.629641 nChanged 749 Iteration 105Q (7094.500000 sec): 40 clusters Score: Raw -99118799.569101 + Penalty 129464.939203 = -98989334.629898 nChanged 709 Iteration 106Q (7103.480000 sec): 40 clusters Score: Raw -99119001.073003 + Penalty 129464.939203 = -98989536.133801 nChanged 627 Iteration 107Q (7112.460000 sec): 40 clusters Score: Raw -99119123.888020 + Penalty 129464.939203 = -98989658.948817 nChanged 586 Iteration 108Q (7121.460000 sec): 40 clusters Score: Raw -99119227.421183 + Penalty 129464.939203 = -98989762.481980 nChanged 493 Iteration 109Q (7130.470000 sec): 40 clusters Score: Raw -99119332.111749 + Penalty 129464.939203 = -98989867.172546 nChanged 465 Iteration 110Q (7139.360000 sec): 40 clusters Score: Raw -99119704.183813 + Penalty 129464.939203 = -98990239.244610 nChanged 448 Iteration 111Q (7148.250000 sec): 40 clusters Score: Raw -99119795.193527 + Penalty 129464.939203 = -98990330.254324 nChanged 416 Iteration 112Q (7157.160000 sec): 40 clusters Score: Raw -99119867.178876 + Penalty 129464.939203 = -98990402.239673 nChanged 373 Iteration 113Q (7166.070000 sec): 40 clusters Score: Raw -99119925.668825 + Penalty 129464.939203 = -98990460.729623 nChanged 290 Iteration 114Q (7174.990000 sec): 40 clusters Score: Raw -99119970.596197 + Penalty 129464.939203 = -98990505.656994 nChanged 287 Iteration 115Q (7183.990000 sec): 40 clusters Score: Raw -99120011.667212 + Penalty 129464.939203 = -98990546.728009 nChanged 307 Iteration 116Q (7192.960000 sec): 40 clusters Score: Raw -99120048.996483 + Penalty 129464.939203 = -98990584.057280 nChanged 285 Iteration 117Q (7202.080000 sec): 40 clusters Score: Raw -99120081.652092 + Penalty 129464.939203 = -98990616.712889 nChanged 243 Iteration 118Q (7211.190000 sec): 40 clusters Score: Raw -99120108.768015 + Penalty 129464.939203 = -98990643.828812 nChanged 238 Iteration 119Q (7220.290000 sec): 40 clusters Score: Raw -99120134.999376 + Penalty 129464.939203 = -98990670.060173 nChanged 235 Iteration 120F (7260.080000 sec): 40 clusters Score: Raw -99123086.066918 + Penalty 129464.939203 = -98993621.127715 nChanged 322 Iteration 121Q (7269.290000 sec): 40 clusters Score: Raw -99126555.733813 + Penalty 129464.939203 = -98997090.794610 nChanged 250 Iteration 122Q (7278.500000 sec): 40 clusters Score: Raw -99126969.276143 + Penalty 129464.939203 = -98997504.336940 nChanged 214 Iteration 123Q (7287.740000 sec): 40 clusters Score: Raw -99127009.708347 + Penalty 129464.939203 = -98997544.769144 nChanged 206 Iteration 124Q (7296.740000 sec): 40 clusters Score: Raw -99127060.789449 + Penalty 129464.939203 = -98997595.850246 nChanged 175 Iteration 125Q (7305.730000 sec): 40 clusters Score: Raw -99127103.697060 + Penalty 129464.939203 = -98997638.757857 nChanged 178 Iteration 126Q (7314.820000 sec): 40 clusters Score: Raw -99127163.976783 + Penalty 129464.939203 = -98997699.037580 nChanged 170 Iteration 127Q (7323.930000 sec): 40 clusters Score: Raw -99127205.636214 + Penalty 129464.939203 = -98997740.697011 nChanged 154 Iteration 128Q (7333.020000 sec): 40 clusters Score: Raw -99127248.345684 + Penalty 129464.939203 = -98997783.406481 nChanged 158 Iteration 129Q (7342.080000 sec): 40 clusters Score: Raw -99127297.022539 + Penalty 129464.939203 = -98997832.083336 nChanged 122 Iteration 130Q (7351.140000 sec): 40 clusters Score: Raw -99127345.222124 + Penalty 129464.939203 = -98997880.282921 nChanged 116 Iteration 131Q (7360.170000 sec): 40 clusters Score: Raw -99127620.386411 + Penalty 129464.939203 = -98998155.447209 nChanged 105 Iteration 132Q (7369.140000 sec): 40 clusters Score: Raw -99127694.170017 + Penalty 129464.939203 = -98998229.230814 nChanged 86 Iteration 133Q (7378.090000 sec): 40 clusters Score: Raw -99127733.761415 + Penalty 129464.939203 = -98998268.822212 nChanged 87 Iteration 134Q (7387.110000 sec): 40 clusters Score: Raw -99127763.221646 + Penalty 129464.939203 = -98998298.282444 nChanged 73 Iteration 135Q (7396.300000 sec): 40 clusters Score: Raw -99127773.480738 + Penalty 129464.939203 = -98998308.541535 nChanged 70 Iteration 136Q (7405.470000 sec): 40 clusters Score: Raw -99127784.186948 + Penalty 129464.939203 = -98998319.247745 nChanged 76 Iteration 137Q (7414.540000 sec): 40 clusters Score: Raw -99127790.244085 + Penalty 129464.939203 = -98998325.304882 nChanged 71 Iteration 138Q (7423.670000 sec): 40 clusters Score: Raw -99127794.955109 + Penalty 129464.939203 = -98998330.015906 nChanged 63 Writing temp clu file Because OldScore, -98998325.304882, is greater than current (better) Score,-98998330.015906 Compute initial score before splitting: Score: Raw -99127794.955109 + Penalty 129464.939203 = -98998330.015906 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7423.800000 sec): 2 clusters Score: Raw -121812.397527 + Penalty 1660.251391 = -120152.146137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7423.810000 sec): 3 clusters Score: Raw -121675.915985 + Penalty 3320.502781 = -118355.413203 nChanged 200 SP:Iteration 1F (7423.810000 sec): 3 clusters Score: Raw -121939.192923 + Penalty 3320.502781 = -118618.690142 nChanged 42 SP:Iteration 2F (7423.810000 sec): 3 clusters Score: Raw -122002.532730 + Penalty 3320.502781 = -118682.029948 nChanged 21 SP:Iteration 3Q (7423.820000 sec): 3 clusters Score: Raw -122047.982214 + Penalty 3320.502781 = -118727.479433 nChanged 15 SP:Iteration 4Q (7423.820000 sec): 3 clusters Score: Raw -122076.408105 + Penalty 3320.502781 = -118755.905324 nChanged 9 SP:Iteration 5Q (7423.830000 sec): 3 clusters Score: Raw -122092.305972 + Penalty 3320.502781 = -118771.803191 nChanged 4 SP:Iteration 6Q (7423.830000 sec): 3 clusters Score: Raw -122096.605969 + Penalty 3320.502781 = -118776.103188 nChanged 2 SP:Iteration 7Q (7423.830000 sec): 3 clusters Score: Raw -122099.144711 + Penalty 3320.502781 = -118778.641930 nChanged 2 SP:Iteration 8Q (7423.830000 sec): 3 clusters Score: Raw -122102.060991 + Penalty 3320.502781 = -118781.558210 nChanged 3 SP:Iteration 9Q (7423.840000 sec): 3 clusters Score: Raw -122104.919584 + Penalty 3320.502781 = -118784.416803 nChanged 1 SP:Iteration 10Q (7423.840000 sec): 3 clusters Score: Raw -122105.605519 + Penalty 3320.502781 = -118785.102738 nChanged 0 SP:Iteration 11F (7423.850000 sec): 3 clusters Score: Raw -122105.605519 + Penalty 3320.502781 = -118785.102738 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7423.860000 sec): 2 clusters Score: Raw -678514.108195 + Penalty 2080.617593 = -676433.490602 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7423.880000 sec): 3 clusters Score: Raw -676443.861262 + Penalty 4161.235185 = -672282.626077 nChanged 1626 SP:Iteration 1F (7423.900000 sec): 3 clusters Score: Raw -677414.613828 + Penalty 4161.235185 = -673253.378643 nChanged 350 SP:Iteration 2F (7423.920000 sec): 3 clusters Score: Raw -677616.098475 + Penalty 4161.235185 = -673454.863290 nChanged 217 SP:Iteration 3Q (7423.940000 sec): 3 clusters Score: Raw -677732.070890 + Penalty 4161.235185 = -673570.835705 nChanged 150 SP:Iteration 4Q (7423.960000 sec): 3 clusters Score: Raw -677812.261276 + Penalty 4161.235185 = -673651.026091 nChanged 115 SP:Iteration 5Q (7423.980000 sec): 3 clusters Score: Raw -677864.523282 + Penalty 4161.235185 = -673703.288097 nChanged 102 SP:Iteration 6Q (7423.990000 sec): 3 clusters Score: Raw -677915.174342 + Penalty 4161.235185 = -673753.939157 nChanged 102 SP:Iteration 7Q (7424.010000 sec): 3 clusters Score: Raw -677966.471554 + Penalty 4161.235185 = -673805.236369 nChanged 85 SP:Iteration 8Q (7424.030000 sec): 3 clusters Score: Raw -678007.394785 + Penalty 4161.235185 = -673846.159599 nChanged 63 SP:Iteration 9Q (7424.050000 sec): 3 clusters Score: Raw -678034.029907 + Penalty 4161.235185 = -673872.794722 nChanged 62 SP:Iteration 10Q (7424.070000 sec): 3 clusters Score: Raw -678059.804462 + Penalty 4161.235185 = -673898.569277 nChanged 55 SP:Iteration 11Q (7424.090000 sec): 3 clusters Score: Raw -678081.610380 + Penalty 4161.235185 = -673920.375194 nChanged 53 SP:Iteration 12Q (7424.110000 sec): 3 clusters Score: Raw -678101.719515 + Penalty 4161.235185 = -673940.484330 nChanged 50 SP:Iteration 13Q (7424.130000 sec): 3 clusters Score: Raw -678121.357726 + Penalty 4161.235185 = -673960.122541 nChanged 45 SP:Iteration 14Q (7424.150000 sec): 3 clusters Score: Raw -678137.806611 + Penalty 4161.235185 = -673976.571426 nChanged 50 SP:Iteration 15Q (7424.160000 sec): 3 clusters Score: Raw -678154.853100 + Penalty 4161.235185 = -673993.617915 nChanged 41 SP:Iteration 16Q (7424.180000 sec): 3 clusters Score: Raw -678170.499234 + Penalty 4161.235185 = -674009.264048 nChanged 49 SP:Iteration 17Q (7424.200000 sec): 3 clusters Score: Raw -678193.232977 + Penalty 4161.235185 = -674031.997792 nChanged 72 SP:Iteration 18Q (7424.220000 sec): 3 clusters Score: Raw -678226.092696 + Penalty 4161.235185 = -674064.857511 nChanged 68 SP:Iteration 19Q (7424.240000 sec): 3 clusters Score: Raw -678259.397254 + Penalty 4161.235185 = -674098.162069 nChanged 74 SP:Iteration 20F (7424.260000 sec): 3 clusters Score: Raw -678296.144713 + Penalty 4161.235185 = -674134.909528 nChanged 68 SP:Iteration 21Q (7424.270000 sec): 3 clusters Score: Raw -678341.772657 + Penalty 4161.235185 = -674180.537472 nChanged 87 SP:Iteration 22Q (7424.290000 sec): 3 clusters Score: Raw -678404.765126 + Penalty 4161.235185 = -674243.529941 nChanged 94 SP:Iteration 23Q (7424.310000 sec): 3 clusters Score: Raw -678472.217547 + Penalty 4161.235185 = -674310.982362 nChanged 94 SP:Iteration 24Q (7424.330000 sec): 3 clusters Score: Raw -678537.565271 + Penalty 4161.235185 = -674376.330086 nChanged 91 SP:Iteration 25Q (7424.350000 sec): 3 clusters Score: Raw -678598.993400 + Penalty 4161.235185 = -674437.758214 nChanged 87 SP:Iteration 26Q (7424.370000 sec): 3 clusters Score: Raw -678655.355106 + Penalty 4161.235185 = -674494.119921 nChanged 73 SP:Iteration 27Q (7424.390000 sec): 3 clusters Score: Raw -678705.622758 + Penalty 4161.235185 = -674544.387573 nChanged 68 SP:Iteration 28Q (7424.400000 sec): 3 clusters Score: Raw -678749.625492 + Penalty 4161.235185 = -674588.390307 nChanged 61 SP:Iteration 29Q (7424.420000 sec): 3 clusters Score: Raw -678791.447925 + Penalty 4161.235185 = -674630.212740 nChanged 53 SP:Iteration 30Q (7424.440000 sec): 3 clusters Score: Raw -678833.082154 + Penalty 4161.235185 = -674671.846969 nChanged 56 SP:Iteration 31Q (7424.450000 sec): 3 clusters Score: Raw -678874.509347 + Penalty 4161.235185 = -674713.274161 nChanged 34 SP:Iteration 32Q (7424.470000 sec): 3 clusters Score: Raw -678898.716450 + Penalty 4161.235185 = -674737.481265 nChanged 24 SP:Iteration 33Q (7424.490000 sec): 3 clusters Score: Raw -678913.071149 + Penalty 4161.235185 = -674751.835963 nChanged 25 SP:Iteration 34Q (7424.510000 sec): 3 clusters Score: Raw -678930.642629 + Penalty 4161.235185 = -674769.407444 nChanged 16 SP:Iteration 35Q (7424.530000 sec): 3 clusters Score: Raw -678943.844796 + Penalty 4161.235185 = -674782.609611 nChanged 13 SP:Iteration 36Q (7424.540000 sec): 3 clusters Score: Raw -678955.838512 + Penalty 4161.235185 = -674794.603327 nChanged 14 SP:Iteration 37Q (7424.560000 sec): 3 clusters Score: Raw -678964.224531 + Penalty 4161.235185 = -674802.989345 nChanged 9 SP:Iteration 38Q (7424.580000 sec): 3 clusters Score: Raw -678969.846095 + Penalty 4161.235185 = -674808.610910 nChanged 11 SP:Iteration 39Q (7424.590000 sec): 3 clusters Score: Raw -678978.301120 + Penalty 4161.235185 = -674817.065935 nChanged 9 SP:Iteration 40F (7424.610000 sec): 3 clusters Score: Raw -678984.555180 + Penalty 4161.235185 = -674823.319995 nChanged 10 SP:Iteration 41Q (7424.630000 sec): 3 clusters Score: Raw -678991.599354 + Penalty 4161.235185 = -674830.364169 nChanged 6 SP:Iteration 42Q (7424.650000 sec): 3 clusters Score: Raw -678995.560542 + Penalty 4161.235185 = -674834.325357 nChanged 5 SP:Iteration 43Q (7424.660000 sec): 3 clusters Score: Raw -679000.476764 + Penalty 4161.235185 = -674839.241578 nChanged 5 SP:Iteration 44Q (7424.680000 sec): 3 clusters Score: Raw -679003.887178 + Penalty 4161.235185 = -674842.651993 nChanged 4 SP:Iteration 45Q (7424.700000 sec): 3 clusters Score: Raw -679005.536500 + Penalty 4161.235185 = -674844.301315 nChanged 1 SP:Iteration 46Q (7424.710000 sec): 3 clusters Score: Raw -679005.997714 + Penalty 4161.235185 = -674844.762529 nChanged 0 SP:Iteration 47F (7424.730000 sec): 3 clusters Score: Raw -679005.997714 + Penalty 4161.235185 = -674844.762529 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7424.740000 sec): 2 clusters Score: Raw -24056.179852 + Penalty 1293.304068 = -22762.875784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7424.740000 sec): 3 clusters Score: Raw -24306.492364 + Penalty 2586.608136 = -21719.884228 nChanged 21 SP:Iteration 1F (7424.740000 sec): 3 clusters Score: Raw -24418.342870 + Penalty 2586.608136 = -21831.734735 nChanged 9 SP:Iteration 2Q (7424.740000 sec): 3 clusters Score: Raw -24493.973998 + Penalty 2586.608136 = -21907.365863 nChanged 6 SP:Iteration 3Q (7424.740000 sec): 3 clusters Score: Raw -24531.358393 + Penalty 2586.608136 = -21944.750258 nChanged 5 SP:Iteration 4Q (7424.740000 sec): 3 clusters Score: Raw -24584.857989 + Penalty 2586.608136 = -21998.249853 nChanged 2 SP:Iteration 5Q (7424.740000 sec): 3 clusters Score: Raw -24608.154266 + Penalty 2586.608136 = -22021.546130 nChanged 2 SP:Iteration 6Q (7424.740000 sec): 3 clusters Score: Raw -24641.666382 + Penalty 2586.608136 = -22055.058246 nChanged 0 SP:Iteration 7F (7424.750000 sec): 3 clusters Score: Raw -24641.666382 + Penalty 2586.608136 = -22055.058246 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7424.750000 sec): 2 clusters Score: Raw -36749.619847 + Penalty 1393.859415 = -35355.760432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7424.750000 sec): 3 clusters Score: Raw -37010.551903 + Penalty 2787.718829 = -34222.833074 nChanged 47 SP:Iteration 1F (7424.750000 sec): 3 clusters Score: Raw -37197.283437 + Penalty 2787.718829 = -34409.564608 nChanged 10 SP:Iteration 2Q (7424.750000 sec): 3 clusters Score: Raw -37232.274839 + Penalty 2787.718829 = -34444.556010 nChanged 9 SP:Iteration 3Q (7424.750000 sec): 3 clusters Score: Raw -37283.462284 + Penalty 2787.718829 = -34495.743455 nChanged 5 SP:Iteration 4Q (7424.750000 sec): 3 clusters Score: Raw -37300.319667 + Penalty 2787.718829 = -34512.600838 nChanged 3 SP:Iteration 5Q (7424.750000 sec): 3 clusters Score: Raw -37308.984783 + Penalty 2787.718829 = -34521.265954 nChanged 2 SP:Iteration 6Q (7424.750000 sec): 3 clusters Score: Raw -37315.202091 + Penalty 2787.718829 = -34527.483261 nChanged 3 SP:Iteration 7Q (7424.760000 sec): 3 clusters Score: Raw -37328.462900 + Penalty 2787.718829 = -34540.744071 nChanged 1 SP:Iteration 8Q (7424.760000 sec): 3 clusters Score: Raw -37331.791146 + Penalty 2787.718829 = -34544.072317 nChanged 0 SP:Iteration 9F (7424.760000 sec): 3 clusters Score: Raw -37331.791146 + Penalty 2787.718829 = -34544.072317 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7424.860000 sec): 2 clusters Score: Raw -4124747.865341 + Penalty 2525.358706 = -4122222.506634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7424.970000 sec): 3 clusters Score: Raw -4109158.080349 + Penalty 5050.717413 = -4104107.362937 nChanged 11775 SP:Iteration 1F (7425.090000 sec): 3 clusters Score: Raw -4115359.085578 + Penalty 5050.717413 = -4110308.368165 nChanged 1319 SP:Iteration 2Q (7425.200000 sec): 3 clusters Score: Raw -4115842.540246 + Penalty 5050.717413 = -4110791.822833 nChanged 1203 SP:Iteration 3Q (7425.310000 sec): 3 clusters Score: Raw -4116314.175734 + Penalty 5050.717413 = -4111263.458321 nChanged 1157 SP:Iteration 4Q (7425.430000 sec): 3 clusters Score: Raw -4116780.866372 + Penalty 5050.717413 = -4111730.148959 nChanged 1111 SP:Iteration 5Q (7425.540000 sec): 3 clusters Score: Raw -4117247.071093 + Penalty 5050.717413 = -4112196.353681 nChanged 1094 SP:Iteration 6Q (7425.660000 sec): 3 clusters Score: Raw -4117701.843433 + Penalty 5050.717413 = -4112651.126020 nChanged 1079 SP:Iteration 7Q (7425.770000 sec): 3 clusters Score: Raw -4118167.918470 + Penalty 5050.717413 = -4113117.201057 nChanged 1045 SP:Iteration 8Q (7425.890000 sec): 3 clusters Score: Raw -4118663.153058 + Penalty 5050.717413 = -4113612.435645 nChanged 1032 SP:Iteration 9Q (7426.000000 sec): 3 clusters Score: Raw -4119171.032274 + Penalty 5050.717413 = -4114120.314862 nChanged 1033 SP:Iteration 10Q (7426.110000 sec): 3 clusters Score: Raw -4119675.152665 + Penalty 5050.717413 = -4114624.435252 nChanged 1034 SP:Iteration 11Q (7426.230000 sec): 3 clusters Score: Raw -4120192.699687 + Penalty 5050.717413 = -4115141.982274 nChanged 1083 SP:Iteration 12Q (7426.340000 sec): 3 clusters Score: Raw -4120780.184540 + Penalty 5050.717413 = -4115729.467127 nChanged 1091 SP:Iteration 13Q (7426.450000 sec): 3 clusters Score: Raw -4121373.543094 + Penalty 5050.717413 = -4116322.825681 nChanged 1057 SP:Iteration 14Q (7426.550000 sec): 3 clusters Score: Raw -4121973.505993 + Penalty 5050.717413 = -4116922.788580 nChanged 1045 SP:Iteration 15Q (7426.660000 sec): 3 clusters Score: Raw -4122592.237839 + Penalty 5050.717413 = -4117541.520427 nChanged 951 SP:Iteration 16Q (7426.770000 sec): 3 clusters Score: Raw -4123208.240211 + Penalty 5050.717413 = -4118157.522799 nChanged 840 SP:Iteration 17Q (7426.860000 sec): 3 clusters Score: Raw -4123791.138475 + Penalty 5050.717413 = -4118740.421062 nChanged 673 SP:Iteration 18Q (7426.960000 sec): 3 clusters Score: Raw -4124241.139154 + Penalty 5050.717413 = -4119190.421741 nChanged 449 SP:Iteration 19Q (7427.050000 sec): 3 clusters Score: Raw -4124543.664004 + Penalty 5050.717413 = -4119492.946591 nChanged 281 SP:Iteration 20F (7427.170000 sec): 3 clusters Score: Raw -4124713.692188 + Penalty 5050.717413 = -4119662.974775 nChanged 168 SP:Iteration 21Q (7427.250000 sec): 3 clusters Score: Raw -4124823.804603 + Penalty 5050.717413 = -4119773.087191 nChanged 116 SP:Iteration 22Q (7427.340000 sec): 3 clusters Score: Raw -4124896.956913 + Penalty 5050.717413 = -4119846.239500 nChanged 85 SP:Iteration 23Q (7427.430000 sec): 3 clusters Score: Raw -4124956.275945 + Penalty 5050.717413 = -4119905.558533 nChanged 68 SP:Iteration 24Q (7427.510000 sec): 3 clusters Score: Raw -4124996.879291 + Penalty 5050.717413 = -4119946.161879 nChanged 47 SP:Iteration 25Q (7427.590000 sec): 3 clusters Score: Raw -4125025.069497 + Penalty 5050.717413 = -4119974.352084 nChanged 27 SP:Iteration 26Q (7427.670000 sec): 3 clusters Score: Raw -4125045.619930 + Penalty 5050.717413 = -4119994.902517 nChanged 29 SP:Iteration 27Q (7427.760000 sec): 3 clusters Score: Raw -4125064.897547 + Penalty 5050.717413 = -4120014.180135 nChanged 18 SP:Iteration 28Q (7427.840000 sec): 3 clusters Score: Raw -4125078.078061 + Penalty 5050.717413 = -4120027.360649 nChanged 15 SP:Iteration 29Q (7427.920000 sec): 3 clusters Score: Raw -4125089.225511 + Penalty 5050.717413 = -4120038.508098 nChanged 18 SP:Iteration 30Q (7428.000000 sec): 3 clusters Score: Raw -4125103.986269 + Penalty 5050.717413 = -4120053.268856 nChanged 16 SP:Iteration 31Q (7428.080000 sec): 3 clusters Score: Raw -4125115.340070 + Penalty 5050.717413 = -4120064.622658 nChanged 18 SP:Iteration 32Q (7428.170000 sec): 3 clusters Score: Raw -4125126.600302 + Penalty 5050.717413 = -4120075.882890 nChanged 11 SP:Iteration 33Q (7428.250000 sec): 3 clusters Score: Raw -4125134.676162 + Penalty 5050.717413 = -4120083.958749 nChanged 10 SP:Iteration 34Q (7428.330000 sec): 3 clusters Score: Raw -4125141.284554 + Penalty 5050.717413 = -4120090.567142 nChanged 11 SP:Iteration 35Q (7428.410000 sec): 3 clusters Score: Raw -4125148.431405 + Penalty 5050.717413 = -4120097.713993 nChanged 10 SP:Iteration 36Q (7428.490000 sec): 3 clusters Score: Raw -4125157.100922 + Penalty 5050.717413 = -4120106.383510 nChanged 8 SP:Iteration 37Q (7428.570000 sec): 3 clusters Score: Raw -4125161.791994 + Penalty 5050.717413 = -4120111.074582 nChanged 10 SP:Iteration 38Q (7428.650000 sec): 3 clusters Score: Raw -4125167.807647 + Penalty 5050.717413 = -4120117.090234 nChanged 6 SP:Iteration 39Q (7428.730000 sec): 3 clusters Score: Raw -4125171.261013 + Penalty 5050.717413 = -4120120.543601 nChanged 2 SP:Iteration 40F (7428.840000 sec): 3 clusters Score: Raw -4125173.092205 + Penalty 5050.717413 = -4120122.374792 nChanged 2 SP:Iteration 41Q (7428.920000 sec): 3 clusters Score: Raw -4125174.210249 + Penalty 5050.717413 = -4120123.492836 nChanged 3 SP:Iteration 42Q (7429.000000 sec): 3 clusters Score: Raw -4125176.941356 + Penalty 5050.717413 = -4120126.223943 nChanged 4 SP:Iteration 43Q (7429.080000 sec): 3 clusters Score: Raw -4125179.170855 + Penalty 5050.717413 = -4120128.453442 nChanged 1 SP:Iteration 44Q (7429.170000 sec): 3 clusters Score: Raw -4125180.595058 + Penalty 5050.717413 = -4120129.877645 nChanged 2 SP:Iteration 45Q (7429.250000 sec): 3 clusters Score: Raw -4125182.392213 + Penalty 5050.717413 = -4120131.674800 nChanged 4 SP:Iteration 46Q (7429.330000 sec): 3 clusters Score: Raw -4125184.901246 + Penalty 5050.717413 = -4120134.183833 nChanged 3 SP:Iteration 47Q (7429.410000 sec): 3 clusters Score: Raw -4125186.909560 + Penalty 5050.717413 = -4120136.192147 nChanged 2 SP:Iteration 48Q (7429.490000 sec): 3 clusters Score: Raw -4125189.267142 + Penalty 5050.717413 = -4120138.549730 nChanged 2 SP:Iteration 49Q (7429.570000 sec): 3 clusters Score: Raw -4125190.741278 + Penalty 5050.717413 = -4120140.023866 nChanged 2 SP:Iteration 50Q (7429.650000 sec): 3 clusters Score: Raw -4125191.456937 + Penalty 5050.717413 = -4120140.739524 nChanged 0 SP:Iteration 51F (7429.760000 sec): 3 clusters Score: Raw -4125191.456937 + Penalty 5050.717413 = -4120140.739524 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7429.770000 sec): 2 clusters Score: Raw -220161.289129 + Penalty 1799.911504 = -218361.377625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7429.780000 sec): 3 clusters Score: Raw -219732.778677 + Penalty 3599.823008 = -216132.955670 nChanged 403 SP:Iteration 1F (7429.790000 sec): 3 clusters Score: Raw -220076.531755 + Penalty 3599.823008 = -216476.708747 nChanged 89 SP:Iteration 2F (7429.790000 sec): 3 clusters Score: Raw -220164.831243 + Penalty 3599.823008 = -216565.008235 nChanged 48 SP:Iteration 3Q (7429.800000 sec): 3 clusters Score: Raw -220214.218787 + Penalty 3599.823008 = -216614.395779 nChanged 31 SP:Iteration 4Q (7429.810000 sec): 3 clusters Score: Raw -220241.471401 + Penalty 3599.823008 = -216641.648393 nChanged 23 SP:Iteration 5Q (7429.810000 sec): 3 clusters Score: Raw -220260.889492 + Penalty 3599.823008 = -216661.066484 nChanged 11 SP:Iteration 6Q (7429.820000 sec): 3 clusters Score: Raw -220268.085712 + Penalty 3599.823008 = -216668.262704 nChanged 7 SP:Iteration 7Q (7429.820000 sec): 3 clusters Score: Raw -220277.273179 + Penalty 3599.823008 = -216677.450171 nChanged 8 SP:Iteration 8Q (7429.830000 sec): 3 clusters Score: Raw -220282.898428 + Penalty 3599.823008 = -216683.075420 nChanged 4 SP:Iteration 9Q (7429.830000 sec): 3 clusters Score: Raw -220285.696323 + Penalty 3599.823008 = -216685.873315 nChanged 3 SP:Iteration 10Q (7429.840000 sec): 3 clusters Score: Raw -220287.964174 + Penalty 3599.823008 = -216688.141166 nChanged 1 SP:Iteration 11Q (7429.850000 sec): 3 clusters Score: Raw -220288.788900 + Penalty 3599.823008 = -216688.965892 nChanged 2 SP:Iteration 12Q (7429.850000 sec): 3 clusters Score: Raw -220290.414305 + Penalty 3599.823008 = -216690.591298 nChanged 2 SP:Iteration 13Q (7429.860000 sec): 3 clusters Score: Raw -220291.824409 + Penalty 3599.823008 = -216692.001401 nChanged 2 SP:Iteration 14Q (7429.870000 sec): 3 clusters Score: Raw -220293.949890 + Penalty 3599.823008 = -216694.126882 nChanged 4 SP:Iteration 15Q (7429.870000 sec): 3 clusters Score: Raw -220298.114991 + Penalty 3599.823008 = -216698.291983 nChanged 6 SP:Iteration 16Q (7429.880000 sec): 3 clusters Score: Raw -220305.144752 + Penalty 3599.823008 = -216705.321744 nChanged 0 SP:Iteration 17F (7429.880000 sec): 3 clusters Score: Raw -220305.144752 + Penalty 3599.823008 = -216705.321744 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7429.890000 sec): 2 clusters Score: Raw -152972.072132 + Penalty 1729.438669 = -151242.633463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7429.890000 sec): 3 clusters Score: Raw -152824.324058 + Penalty 3458.877338 = -149365.446721 nChanged 291 SP:Iteration 1F (7429.900000 sec): 3 clusters Score: Raw -153347.626019 + Penalty 3458.877338 = -149888.748681 nChanged 96 SP:Iteration 2F (7429.910000 sec): 3 clusters Score: Raw -153563.059696 + Penalty 3458.877338 = -150104.182358 nChanged 64 SP:Iteration 3F (7429.910000 sec): 3 clusters Score: Raw -153720.068751 + Penalty 3458.877338 = -150261.191414 nChanged 43 SP:Iteration 4Q (7429.910000 sec): 3 clusters Score: Raw -153820.638584 + Penalty 3458.877338 = -150361.761247 nChanged 39 SP:Iteration 5Q (7429.920000 sec): 3 clusters Score: Raw -153893.102732 + Penalty 3458.877338 = -150434.225394 nChanged 30 SP:Iteration 6Q (7429.920000 sec): 3 clusters Score: Raw -153948.361833 + Penalty 3458.877338 = -150489.484495 nChanged 20 SP:Iteration 7Q (7429.930000 sec): 3 clusters Score: Raw -153976.395852 + Penalty 3458.877338 = -150517.518514 nChanged 19 SP:Iteration 8Q (7429.930000 sec): 3 clusters Score: Raw -154024.993477 + Penalty 3458.877338 = -150566.116139 nChanged 16 SP:Iteration 9Q (7429.930000 sec): 3 clusters Score: Raw -154056.806270 + Penalty 3458.877338 = -150597.928932 nChanged 17 SP:Iteration 10Q (7429.940000 sec): 3 clusters Score: Raw -154077.710992 + Penalty 3458.877338 = -150618.833654 nChanged 5 SP:Iteration 11Q (7429.940000 sec): 3 clusters Score: Raw -154080.802452 + Penalty 3458.877338 = -150621.925114 nChanged 4 SP:Iteration 12Q (7429.950000 sec): 3 clusters Score: Raw -154086.246443 + Penalty 3458.877338 = -150627.369106 nChanged 4 SP:Iteration 13Q (7429.950000 sec): 3 clusters Score: Raw -154090.335389 + Penalty 3458.877338 = -150631.458052 nChanged 5 SP:Iteration 14Q (7429.950000 sec): 3 clusters Score: Raw -154099.366010 + Penalty 3458.877338 = -150640.488672 nChanged 3 SP:Iteration 15Q (7429.960000 sec): 3 clusters Score: Raw -154105.245705 + Penalty 3458.877338 = -150646.368367 nChanged 3 SP:Iteration 16Q (7429.960000 sec): 3 clusters Score: Raw -154108.693835 + Penalty 3458.877338 = -150649.816497 nChanged 2 SP:Iteration 17Q (7429.970000 sec): 3 clusters Score: Raw -154110.203221 + Penalty 3458.877338 = -150651.325884 nChanged 0 SP:Iteration 18F (7429.970000 sec): 3 clusters Score: Raw -154110.203221 + Penalty 3458.877338 = -150651.325884 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7430.050000 sec): 2 clusters Score: Raw -3194440.722248 + Penalty 2465.182826 = -3191975.539422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7430.140000 sec): 3 clusters Score: Raw -3182351.654156 + Penalty 4930.365653 = -3177421.288504 nChanged 9144 SP:Iteration 1F (7430.230000 sec): 3 clusters Score: Raw -3187329.867790 + Penalty 4930.365653 = -3182399.502137 nChanged 1115 SP:Iteration 2F (7430.320000 sec): 3 clusters Score: Raw -3187823.235168 + Penalty 4930.365653 = -3182892.869515 nChanged 1105 SP:Iteration 3F (7430.410000 sec): 3 clusters Score: Raw -3188400.956649 + Penalty 4930.365653 = -3183470.590996 nChanged 1171 SP:Iteration 4F (7430.490000 sec): 3 clusters Score: Raw -3189113.991020 + Penalty 4930.365653 = -3184183.625367 nChanged 1265 SP:Iteration 5F (7430.580000 sec): 3 clusters Score: Raw -3189899.942576 + Penalty 4930.365653 = -3184969.576924 nChanged 1318 SP:Iteration 6F (7430.670000 sec): 3 clusters Score: Raw -3190768.125277 + Penalty 4930.365653 = -3185837.759624 nChanged 1272 SP:Iteration 7F (7430.760000 sec): 3 clusters Score: Raw -3191585.247245 + Penalty 4930.365653 = -3186654.881592 nChanged 1159 SP:Iteration 8F (7430.850000 sec): 3 clusters Score: Raw -3192324.588451 + Penalty 4930.365653 = -3187394.222799 nChanged 1017 SP:Iteration 9Q (7430.940000 sec): 3 clusters Score: Raw -3193005.755461 + Penalty 4930.365653 = -3188075.389808 nChanged 822 SP:Iteration 10Q (7431.020000 sec): 3 clusters Score: Raw -3193590.011700 + Penalty 4930.365653 = -3188659.646047 nChanged 659 SP:Iteration 11Q (7431.120000 sec): 3 clusters Score: Raw -3194033.300325 + Penalty 4930.365653 = -3189102.934673 nChanged 484 SP:Iteration 12Q (7431.200000 sec): 3 clusters Score: Raw -3194343.210609 + Penalty 4930.365653 = -3189412.844956 nChanged 356 SP:Iteration 13Q (7431.290000 sec): 3 clusters Score: Raw -3194579.685079 + Penalty 4930.365653 = -3189649.319427 nChanged 269 SP:Iteration 14Q (7431.380000 sec): 3 clusters Score: Raw -3194790.773322 + Penalty 4930.365653 = -3189860.407670 nChanged 215 SP:Iteration 15Q (7431.460000 sec): 3 clusters Score: Raw -3195042.487211 + Penalty 4930.365653 = -3190112.121559 nChanged 179 SP:Iteration 16Q (7431.550000 sec): 3 clusters Score: Raw -3195322.012254 + Penalty 4930.365653 = -3190391.646602 nChanged 115 SP:Iteration 17Q (7431.620000 sec): 3 clusters Score: Raw -3195454.716381 + Penalty 4930.365653 = -3190524.350729 nChanged 86 SP:Iteration 18Q (7431.690000 sec): 3 clusters Score: Raw -3195495.693825 + Penalty 4930.365653 = -3190565.328172 nChanged 54 SP:Iteration 19Q (7431.760000 sec): 3 clusters Score: Raw -3195518.189193 + Penalty 4930.365653 = -3190587.823540 nChanged 35 SP:Iteration 20F (7431.850000 sec): 3 clusters Score: Raw -3195533.526958 + Penalty 4930.365653 = -3190603.161306 nChanged 33 SP:Iteration 21Q (7431.920000 sec): 3 clusters Score: Raw -3195547.258674 + Penalty 4930.365653 = -3190616.893021 nChanged 35 SP:Iteration 22Q (7431.990000 sec): 3 clusters Score: Raw -3195559.369344 + Penalty 4930.365653 = -3190629.003692 nChanged 17 SP:Iteration 23Q (7432.060000 sec): 3 clusters Score: Raw -3195566.221507 + Penalty 4930.365653 = -3190635.855854 nChanged 17 SP:Iteration 24Q (7432.120000 sec): 3 clusters Score: Raw -3195574.069243 + Penalty 4930.365653 = -3190643.703591 nChanged 18 SP:Iteration 25Q (7432.190000 sec): 3 clusters Score: Raw -3195581.061673 + Penalty 4930.365653 = -3190650.696021 nChanged 15 SP:Iteration 26Q (7432.260000 sec): 3 clusters Score: Raw -3195585.983190 + Penalty 4930.365653 = -3190655.617537 nChanged 11 SP:Iteration 27Q (7432.330000 sec): 3 clusters Score: Raw -3195589.119734 + Penalty 4930.365653 = -3190658.754082 nChanged 12 SP:Iteration 28Q (7432.390000 sec): 3 clusters Score: Raw -3195592.658757 + Penalty 4930.365653 = -3190662.293104 nChanged 7 SP:Iteration 29Q (7432.460000 sec): 3 clusters Score: Raw -3195595.107861 + Penalty 4930.365653 = -3190664.742208 nChanged 11 SP:Iteration 30Q (7432.520000 sec): 3 clusters Score: Raw -3195598.227569 + Penalty 4930.365653 = -3190667.861917 nChanged 8 SP:Iteration 31Q (7432.590000 sec): 3 clusters Score: Raw -3195599.546568 + Penalty 4930.365653 = -3190669.180916 nChanged 3 SP:Iteration 32Q (7432.660000 sec): 3 clusters Score: Raw -3195600.193499 + Penalty 4930.365653 = -3190669.827846 nChanged 3 SP:Iteration 33Q (7432.730000 sec): 3 clusters Score: Raw -3195600.556692 + Penalty 4930.365653 = -3190670.191039 nChanged 1 SP:Iteration 34Q (7432.800000 sec): 3 clusters Score: Raw -3195600.817610 + Penalty 4930.365653 = -3190670.451958 nChanged 2 SP:Iteration 35Q (7432.860000 sec): 3 clusters Score: Raw -3195601.493251 + Penalty 4930.365653 = -3190671.127598 nChanged 3 SP:Iteration 36Q (7432.930000 sec): 3 clusters Score: Raw -3195602.115721 + Penalty 4930.365653 = -3190671.750069 nChanged 2 SP:Iteration 37Q (7433.000000 sec): 3 clusters Score: Raw -3195602.654182 + Penalty 4930.365653 = -3190672.288529 nChanged 2 SP:Iteration 38Q (7433.060000 sec): 3 clusters Score: Raw -3195603.347097 + Penalty 4930.365653 = -3190672.981444 nChanged 2 SP:Iteration 39Q (7433.130000 sec): 3 clusters Score: Raw -3195603.553618 + Penalty 4930.365653 = -3190673.187965 nChanged 0 SP:Iteration 40F (7433.220000 sec): 3 clusters Score: Raw -3195603.553618 + Penalty 4930.365653 = -3190673.187965 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7433.960000 sec): 2 clusters Score: Raw -32563406.142439 + Penalty 3036.280099 = -32560369.862340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7434.880000 sec): 3 clusters Score: Raw -32427190.277828 + Penalty 6072.560198 = -32421117.717630 nChanged 99830 SP:Iteration 1F (7435.780000 sec): 3 clusters Score: Raw -32486123.341550 + Penalty 6072.560198 = -32480050.781351 nChanged 6948 SP:Iteration 2Q (7436.700000 sec): 3 clusters Score: Raw -32488140.652340 + Penalty 6072.560198 = -32482068.092142 nChanged 8738 SP:Iteration 3Q (7437.610000 sec): 3 clusters Score: Raw -32491525.129534 + Penalty 6072.560198 = -32485452.569336 nChanged 11373 SP:Iteration 4F (7438.520000 sec): 3 clusters Score: Raw -32497296.603190 + Penalty 6072.560198 = -32491224.042991 nChanged 14286 SP:Iteration 5F (7439.420000 sec): 3 clusters Score: Raw -32506234.096836 + Penalty 6072.560198 = -32500161.536638 nChanged 15949 SP:Iteration 6F (7440.330000 sec): 3 clusters Score: Raw -32517721.263711 + Penalty 6072.560198 = -32511648.703512 nChanged 15619 SP:Iteration 7F (7441.240000 sec): 3 clusters Score: Raw -32530014.014576 + Penalty 6072.560198 = -32523941.454377 nChanged 12920 SP:Iteration 8F (7442.150000 sec): 3 clusters Score: Raw -32540792.513653 + Penalty 6072.560198 = -32534719.953454 nChanged 9672 SP:Iteration 9Q (7443.050000 sec): 3 clusters Score: Raw -32549675.847993 + Penalty 6072.560198 = -32543603.287794 nChanged 6400 SP:Iteration 10Q (7443.910000 sec): 3 clusters Score: Raw -32556331.856911 + Penalty 6072.560198 = -32550259.296712 nChanged 3293 SP:Iteration 11Q (7444.680000 sec): 3 clusters Score: Raw -32560081.932121 + Penalty 6072.560198 = -32554009.371922 nChanged 1695 SP:Iteration 12Q (7445.370000 sec): 3 clusters Score: Raw -32561890.718118 + Penalty 6072.560198 = -32555818.157920 nChanged 1129 SP:Iteration 13Q (7446.020000 sec): 3 clusters Score: Raw -32562765.215705 + Penalty 6072.560198 = -32556692.655506 nChanged 772 SP:Iteration 14Q (7446.670000 sec): 3 clusters Score: Raw -32563221.638443 + Penalty 6072.560198 = -32557149.078244 nChanged 500 SP:Iteration 15Q (7447.320000 sec): 3 clusters Score: Raw -32563448.053752 + Penalty 6072.560198 = -32557375.493554 nChanged 356 SP:Iteration 16Q (7447.950000 sec): 3 clusters Score: Raw -32563584.921792 + Penalty 6072.560198 = -32557512.361593 nChanged 290 SP:Iteration 17Q (7448.590000 sec): 3 clusters Score: Raw -32563680.715122 + Penalty 6072.560198 = -32557608.154923 nChanged 230 SP:Iteration 18Q (7449.220000 sec): 3 clusters Score: Raw -32563754.177134 + Penalty 6072.560198 = -32557681.616936 nChanged 223 SP:Iteration 19Q (7449.860000 sec): 3 clusters Score: Raw -32563824.475362 + Penalty 6072.560198 = -32557751.915164 nChanged 189 SP:Iteration 20F (7450.750000 sec): 3 clusters Score: Raw -32563882.282124 + Penalty 6072.560198 = -32557809.721926 nChanged 158 SP:Iteration 21Q (7451.380000 sec): 3 clusters Score: Raw -32563923.626060 + Penalty 6072.560198 = -32557851.065862 nChanged 130 SP:Iteration 22Q (7452.010000 sec): 3 clusters Score: Raw -32563956.982862 + Penalty 6072.560198 = -32557884.422663 nChanged 115 SP:Iteration 23Q (7452.640000 sec): 3 clusters Score: Raw -32563986.100071 + Penalty 6072.560198 = -32557913.539873 nChanged 100 SP:Iteration 24Q (7453.270000 sec): 3 clusters Score: Raw -32564010.637452 + Penalty 6072.560198 = -32557938.077254 nChanged 90 SP:Iteration 25Q (7453.900000 sec): 3 clusters Score: Raw -32564032.317714 + Penalty 6072.560198 = -32557959.757515 nChanged 73 SP:Iteration 26Q (7454.540000 sec): 3 clusters Score: Raw -32564051.655664 + Penalty 6072.560198 = -32557979.095466 nChanged 66 SP:Iteration 27Q (7455.160000 sec): 3 clusters Score: Raw -32564065.517942 + Penalty 6072.560198 = -32557992.957744 nChanged 53 SP:Iteration 28Q (7455.790000 sec): 3 clusters Score: Raw -32564076.609583 + Penalty 6072.560198 = -32558004.049385 nChanged 52 SP:Iteration 29Q (7456.420000 sec): 3 clusters Score: Raw -32564086.713210 + Penalty 6072.560198 = -32558014.153012 nChanged 36 SP:Iteration 30Q (7457.050000 sec): 3 clusters Score: Raw -32564094.380832 + Penalty 6072.560198 = -32558021.820634 nChanged 30 SP:Iteration 31Q (7457.670000 sec): 3 clusters Score: Raw -32564100.961512 + Penalty 6072.560198 = -32558028.401313 nChanged 33 SP:Iteration 32Q (7458.300000 sec): 3 clusters Score: Raw -32564106.786025 + Penalty 6072.560198 = -32558034.225826 nChanged 25 SP:Iteration 33Q (7458.930000 sec): 3 clusters Score: Raw -32564110.389402 + Penalty 6072.560198 = -32558037.829204 nChanged 16 SP:Iteration 34Q (7459.550000 sec): 3 clusters Score: Raw -32564113.233419 + Penalty 6072.560198 = -32558040.673220 nChanged 16 SP:Iteration 35Q (7460.180000 sec): 3 clusters Score: Raw -32564115.515072 + Penalty 6072.560198 = -32558042.954873 nChanged 9 SP:Iteration 36Q (7460.800000 sec): 3 clusters Score: Raw -32564117.125336 + Penalty 6072.560198 = -32558044.565138 nChanged 14 SP:Iteration 37Q (7461.430000 sec): 3 clusters Score: Raw -32564119.689121 + Penalty 6072.560198 = -32558047.128923 nChanged 14 SP:Iteration 38Q (7462.060000 sec): 3 clusters Score: Raw -32564121.987100 + Penalty 6072.560198 = -32558049.426901 nChanged 8 SP:Iteration 39Q (7462.690000 sec): 3 clusters Score: Raw -32564123.268884 + Penalty 6072.560198 = -32558050.708686 nChanged 11 SP:Iteration 40F (7463.580000 sec): 3 clusters Score: Raw -32564125.231183 + Penalty 6072.560198 = -32558052.670984 nChanged 17 SP:Iteration 41Q (7464.210000 sec): 3 clusters Score: Raw -32564128.659602 + Penalty 6072.560198 = -32558056.099403 nChanged 23 SP:Iteration 42Q (7464.840000 sec): 3 clusters Score: Raw -32564132.446018 + Penalty 6072.560198 = -32558059.885820 nChanged 16 SP:Iteration 43Q (7465.470000 sec): 3 clusters Score: Raw -32564134.102822 + Penalty 6072.560198 = -32558061.542623 nChanged 5 SP:Iteration 44Q (7466.090000 sec): 3 clusters Score: Raw -32564134.672905 + Penalty 6072.560198 = -32558062.112706 nChanged 5 SP:Iteration 45Q (7466.710000 sec): 3 clusters Score: Raw -32564135.277138 + Penalty 6072.560198 = -32558062.716939 nChanged 6 SP:Iteration 46Q (7467.340000 sec): 3 clusters Score: Raw -32564136.187110 + Penalty 6072.560198 = -32558063.626911 nChanged 2 SP:Iteration 47Q (7467.960000 sec): 3 clusters Score: Raw -32564136.395319 + Penalty 6072.560198 = -32558063.835121 nChanged 0 SP:Iteration 48F (7468.860000 sec): 3 clusters Score: Raw -32564136.395319 + Penalty 6072.560198 = -32558063.835121 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7468.970000 sec): 2 clusters Score: Raw -1612653.233655 + Penalty 2307.417768 = -1610345.815887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7469.020000 sec): 3 clusters Score: Raw -1606589.208614 + Penalty 4614.835535 = -1601974.373078 nChanged 4663 SP:Iteration 1F (7469.070000 sec): 3 clusters Score: Raw -1609227.501120 + Penalty 4614.835535 = -1604612.665585 nChanged 732 SP:Iteration 2F (7469.120000 sec): 3 clusters Score: Raw -1609653.381360 + Penalty 4614.835535 = -1605038.545825 nChanged 617 SP:Iteration 3F (7469.160000 sec): 3 clusters Score: Raw -1609979.575554 + Penalty 4614.835535 = -1605364.740018 nChanged 511 SP:Iteration 4Q (7469.210000 sec): 3 clusters Score: Raw -1610202.497422 + Penalty 4614.835535 = -1605587.661886 nChanged 420 SP:Iteration 5Q (7469.260000 sec): 3 clusters Score: Raw -1610383.114783 + Penalty 4614.835535 = -1605768.279247 nChanged 394 SP:Iteration 6Q (7469.300000 sec): 3 clusters Score: Raw -1610537.135661 + Penalty 4614.835535 = -1605922.300126 nChanged 342 SP:Iteration 7Q (7469.350000 sec): 3 clusters Score: Raw -1610681.933747 + Penalty 4614.835535 = -1606067.098211 nChanged 321 SP:Iteration 8Q (7469.400000 sec): 3 clusters Score: Raw -1610831.664890 + Penalty 4614.835535 = -1606216.829354 nChanged 352 SP:Iteration 9Q (7469.440000 sec): 3 clusters Score: Raw -1611006.561736 + Penalty 4614.835535 = -1606391.726201 nChanged 364 SP:Iteration 10Q (7469.490000 sec): 3 clusters Score: Raw -1611219.881968 + Penalty 4614.835535 = -1606605.046433 nChanged 392 SP:Iteration 11Q (7469.540000 sec): 3 clusters Score: Raw -1611473.378331 + Penalty 4614.835535 = -1606858.542796 nChanged 387 SP:Iteration 12Q (7469.580000 sec): 3 clusters Score: Raw -1611735.783956 + Penalty 4614.835535 = -1607120.948421 nChanged 337 SP:Iteration 13Q (7469.630000 sec): 3 clusters Score: Raw -1611951.607842 + Penalty 4614.835535 = -1607336.772306 nChanged 295 SP:Iteration 14Q (7469.670000 sec): 3 clusters Score: Raw -1612128.679150 + Penalty 4614.835535 = -1607513.843615 nChanged 225 SP:Iteration 15Q (7469.720000 sec): 3 clusters Score: Raw -1612263.863904 + Penalty 4614.835535 = -1607649.028368 nChanged 193 SP:Iteration 16Q (7469.760000 sec): 3 clusters Score: Raw -1612374.758950 + Penalty 4614.835535 = -1607759.923414 nChanged 183 SP:Iteration 17Q (7469.800000 sec): 3 clusters Score: Raw -1612484.258697 + Penalty 4614.835535 = -1607869.423162 nChanged 160 SP:Iteration 18Q (7469.840000 sec): 3 clusters Score: Raw -1612585.025868 + Penalty 4614.835535 = -1607970.190332 nChanged 122 SP:Iteration 19Q (7469.890000 sec): 3 clusters Score: Raw -1612666.320592 + Penalty 4614.835535 = -1608051.485057 nChanged 98 SP:Iteration 20F (7469.930000 sec): 3 clusters Score: Raw -1612732.821105 + Penalty 4614.835535 = -1608117.985570 nChanged 71 SP:Iteration 21Q (7469.970000 sec): 3 clusters Score: Raw -1612769.367184 + Penalty 4614.835535 = -1608154.531649 nChanged 46 SP:Iteration 22Q (7470.010000 sec): 3 clusters Score: Raw -1612797.613254 + Penalty 4614.835535 = -1608182.777719 nChanged 37 SP:Iteration 23Q (7470.050000 sec): 3 clusters Score: Raw -1612821.834009 + Penalty 4614.835535 = -1608206.998474 nChanged 39 SP:Iteration 24Q (7470.090000 sec): 3 clusters Score: Raw -1612854.041223 + Penalty 4614.835535 = -1608239.205688 nChanged 36 SP:Iteration 25Q (7470.130000 sec): 3 clusters Score: Raw -1612880.335475 + Penalty 4614.835535 = -1608265.499940 nChanged 38 SP:Iteration 26Q (7470.170000 sec): 3 clusters Score: Raw -1612900.168726 + Penalty 4614.835535 = -1608285.333190 nChanged 25 SP:Iteration 27Q (7470.210000 sec): 3 clusters Score: Raw -1612918.581140 + Penalty 4614.835535 = -1608303.745605 nChanged 21 SP:Iteration 28Q (7470.250000 sec): 3 clusters Score: Raw -1612929.795365 + Penalty 4614.835535 = -1608314.959830 nChanged 13 SP:Iteration 29Q (7470.280000 sec): 3 clusters Score: Raw -1612936.324145 + Penalty 4614.835535 = -1608321.488610 nChanged 14 SP:Iteration 30Q (7470.320000 sec): 3 clusters Score: Raw -1612946.210393 + Penalty 4614.835535 = -1608331.374858 nChanged 16 SP:Iteration 31Q (7470.360000 sec): 3 clusters Score: Raw -1612955.755510 + Penalty 4614.835535 = -1608340.919975 nChanged 13 SP:Iteration 32Q (7470.400000 sec): 3 clusters Score: Raw -1612964.429854 + Penalty 4614.835535 = -1608349.594319 nChanged 14 SP:Iteration 33Q (7470.440000 sec): 3 clusters Score: Raw -1612971.939124 + Penalty 4614.835535 = -1608357.103589 nChanged 7 SP:Iteration 34Q (7470.470000 sec): 3 clusters Score: Raw -1612975.975402 + Penalty 4614.835535 = -1608361.139866 nChanged 6 SP:Iteration 35Q (7470.510000 sec): 3 clusters Score: Raw -1612979.155797 + Penalty 4614.835535 = -1608364.320262 nChanged 2 SP:Iteration 36Q (7470.540000 sec): 3 clusters Score: Raw -1612980.615524 + Penalty 4614.835535 = -1608365.779988 nChanged 4 SP:Iteration 37Q (7470.580000 sec): 3 clusters Score: Raw -1612983.008017 + Penalty 4614.835535 = -1608368.172482 nChanged 2 SP:Iteration 38Q (7470.620000 sec): 3 clusters Score: Raw -1612983.700240 + Penalty 4614.835535 = -1608368.864705 nChanged 1 SP:Iteration 39Q (7470.660000 sec): 3 clusters Score: Raw -1612984.263090 + Penalty 4614.835535 = -1608369.427555 nChanged 0 SP:Iteration 40F (7470.700000 sec): 3 clusters Score: Raw -1612984.263090 + Penalty 4614.835535 = -1608369.427555 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7470.710000 sec): 2 clusters Score: Raw -93482.567615 + Penalty 1603.989284 = -91878.578331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7470.720000 sec): 3 clusters Score: Raw -93432.878130 + Penalty 3207.978568 = -90224.899562 nChanged 137 SP:Iteration 1F (7470.720000 sec): 3 clusters Score: Raw -93683.199628 + Penalty 3207.978568 = -90475.221060 nChanged 38 SP:Iteration 2F (7470.720000 sec): 3 clusters Score: Raw -93769.334385 + Penalty 3207.978568 = -90561.355817 nChanged 19 SP:Iteration 3Q (7470.720000 sec): 3 clusters Score: Raw -93813.263379 + Penalty 3207.978568 = -90605.284811 nChanged 10 SP:Iteration 4Q (7470.720000 sec): 3 clusters Score: Raw -93858.960014 + Penalty 3207.978568 = -90650.981446 nChanged 10 SP:Iteration 5Q (7470.730000 sec): 3 clusters Score: Raw -93895.329882 + Penalty 3207.978568 = -90687.351314 nChanged 11 SP:Iteration 6Q (7470.730000 sec): 3 clusters Score: Raw -93927.539834 + Penalty 3207.978568 = -90719.561265 nChanged 8 SP:Iteration 7Q (7470.730000 sec): 3 clusters Score: Raw -93943.274992 + Penalty 3207.978568 = -90735.296424 nChanged 1 SP:Iteration 8Q (7470.740000 sec): 3 clusters Score: Raw -93943.794306 + Penalty 3207.978568 = -90735.815738 nChanged 0 SP:Iteration 9F (7470.740000 sec): 3 clusters Score: Raw -93943.794306 + Penalty 3207.978568 = -90735.815738 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7470.880000 sec): 2 clusters Score: Raw -5768879.287549 + Penalty 2606.605187 = -5766272.682362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7471.040000 sec): 3 clusters Score: Raw -5746461.831155 + Penalty 5213.210374 = -5741248.620781 nChanged 16793 SP:Iteration 1F (7471.200000 sec): 3 clusters Score: Raw -5755482.248280 + Penalty 5213.210374 = -5750269.037906 nChanged 1704 SP:Iteration 2Q (7471.370000 sec): 3 clusters Score: Raw -5756096.892299 + Penalty 5213.210374 = -5750883.681926 nChanged 1819 SP:Iteration 3Q (7471.530000 sec): 3 clusters Score: Raw -5756928.053858 + Penalty 5213.210374 = -5751714.843484 nChanged 2271 SP:Iteration 4F (7471.690000 sec): 3 clusters Score: Raw -5758289.955957 + Penalty 5213.210374 = -5753076.745584 nChanged 2816 SP:Iteration 5F (7471.850000 sec): 3 clusters Score: Raw -5760502.781761 + Penalty 5213.210374 = -5755289.571387 nChanged 3216 SP:Iteration 6F (7472.010000 sec): 3 clusters Score: Raw -5763570.514900 + Penalty 5213.210374 = -5758357.304526 nChanged 2771 SP:Iteration 7F (7472.170000 sec): 3 clusters Score: Raw -5766401.732642 + Penalty 5213.210374 = -5761188.522269 nChanged 1740 SP:Iteration 8Q (7472.340000 sec): 3 clusters Score: Raw -5768095.990125 + Penalty 5213.210374 = -5762882.779751 nChanged 900 SP:Iteration 9Q (7472.490000 sec): 3 clusters Score: Raw -5768901.508580 + Penalty 5213.210374 = -5763688.298206 nChanged 462 SP:Iteration 10Q (7472.640000 sec): 3 clusters Score: Raw -5769260.334833 + Penalty 5213.210374 = -5764047.124459 nChanged 231 SP:Iteration 11Q (7472.780000 sec): 3 clusters Score: Raw -5769411.884731 + Penalty 5213.210374 = -5764198.674357 nChanged 122 SP:Iteration 12Q (7472.910000 sec): 3 clusters Score: Raw -5769493.720577 + Penalty 5213.210374 = -5764280.510203 nChanged 83 SP:Iteration 13Q (7473.040000 sec): 3 clusters Score: Raw -5769543.860890 + Penalty 5213.210374 = -5764330.650516 nChanged 45 SP:Iteration 14Q (7473.180000 sec): 3 clusters Score: Raw -5769563.954185 + Penalty 5213.210374 = -5764350.743811 nChanged 26 SP:Iteration 15Q (7473.300000 sec): 3 clusters Score: Raw -5769576.211503 + Penalty 5213.210374 = -5764363.001129 nChanged 23 SP:Iteration 16Q (7473.440000 sec): 3 clusters Score: Raw -5769585.198883 + Penalty 5213.210374 = -5764371.988509 nChanged 23 SP:Iteration 17Q (7473.570000 sec): 3 clusters Score: Raw -5769594.767051 + Penalty 5213.210374 = -5764381.556677 nChanged 23 SP:Iteration 18Q (7473.690000 sec): 3 clusters Score: Raw -5769603.882391 + Penalty 5213.210374 = -5764390.672017 nChanged 17 SP:Iteration 19Q (7473.820000 sec): 3 clusters Score: Raw -5769611.671889 + Penalty 5213.210374 = -5764398.461515 nChanged 14 SP:Iteration 20F (7473.980000 sec): 3 clusters Score: Raw -5769619.271566 + Penalty 5213.210374 = -5764406.061192 nChanged 8 SP:Iteration 21Q (7474.100000 sec): 3 clusters Score: Raw -5769623.626190 + Penalty 5213.210374 = -5764410.415816 nChanged 11 SP:Iteration 22Q (7474.230000 sec): 3 clusters Score: Raw -5769629.514360 + Penalty 5213.210374 = -5764416.303986 nChanged 3 SP:Iteration 23Q (7474.360000 sec): 3 clusters Score: Raw -5769630.889257 + Penalty 5213.210374 = -5764417.678883 nChanged 0 SP:Iteration 24F (7474.510000 sec): 3 clusters Score: Raw -5769630.889257 + Penalty 5213.210374 = -5764417.678883 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7474.540000 sec): 2 clusters Score: Raw -692526.051544 + Penalty 2092.338909 = -690433.712635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7474.560000 sec): 3 clusters Score: Raw -690357.646511 + Penalty 4184.677818 = -686172.968693 nChanged 1698 SP:Iteration 1F (7474.580000 sec): 3 clusters Score: Raw -691361.948130 + Penalty 4184.677818 = -687177.270312 nChanged 337 SP:Iteration 2F (7474.600000 sec): 3 clusters Score: Raw -691582.486986 + Penalty 4184.677818 = -687397.809169 nChanged 236 SP:Iteration 3F (7474.620000 sec): 3 clusters Score: Raw -691707.279074 + Penalty 4184.677818 = -687522.601256 nChanged 144 SP:Iteration 4Q (7474.640000 sec): 3 clusters Score: Raw -691780.365594 + Penalty 4184.677818 = -687595.687777 nChanged 112 SP:Iteration 5Q (7474.660000 sec): 3 clusters Score: Raw -691840.021567 + Penalty 4184.677818 = -687655.343749 nChanged 99 SP:Iteration 6Q (7474.680000 sec): 3 clusters Score: Raw -691885.331146 + Penalty 4184.677818 = -687700.653329 nChanged 75 SP:Iteration 7Q (7474.700000 sec): 3 clusters Score: Raw -691917.027097 + Penalty 4184.677818 = -687732.349279 nChanged 57 SP:Iteration 8Q (7474.720000 sec): 3 clusters Score: Raw -691940.132747 + Penalty 4184.677818 = -687755.454929 nChanged 53 SP:Iteration 9Q (7474.740000 sec): 3 clusters Score: Raw -691959.781227 + Penalty 4184.677818 = -687775.103409 nChanged 41 SP:Iteration 10Q (7474.760000 sec): 3 clusters Score: Raw -691978.192526 + Penalty 4184.677818 = -687793.514708 nChanged 43 SP:Iteration 11Q (7474.780000 sec): 3 clusters Score: Raw -691996.590304 + Penalty 4184.677818 = -687811.912486 nChanged 45 SP:Iteration 12Q (7474.800000 sec): 3 clusters Score: Raw -692013.295072 + Penalty 4184.677818 = -687828.617254 nChanged 35 SP:Iteration 13Q (7474.820000 sec): 3 clusters Score: Raw -692027.300466 + Penalty 4184.677818 = -687842.622648 nChanged 34 SP:Iteration 14Q (7474.840000 sec): 3 clusters Score: Raw -692038.504363 + Penalty 4184.677818 = -687853.826546 nChanged 40 SP:Iteration 15Q (7474.860000 sec): 3 clusters Score: Raw -692052.441756 + Penalty 4184.677818 = -687867.763938 nChanged 35 SP:Iteration 16Q (7474.880000 sec): 3 clusters Score: Raw -692065.210089 + Penalty 4184.677818 = -687880.532272 nChanged 26 SP:Iteration 17Q (7474.900000 sec): 3 clusters Score: Raw -692074.680987 + Penalty 4184.677818 = -687890.003170 nChanged 24 SP:Iteration 18Q (7474.920000 sec): 3 clusters Score: Raw -692082.604731 + Penalty 4184.677818 = -687897.926913 nChanged 24 SP:Iteration 19Q (7474.940000 sec): 3 clusters Score: Raw -692093.186915 + Penalty 4184.677818 = -687908.509097 nChanged 29 SP:Iteration 20F (7474.960000 sec): 3 clusters Score: Raw -692103.574959 + Penalty 4184.677818 = -687918.897141 nChanged 26 SP:Iteration 21Q (7474.980000 sec): 3 clusters Score: Raw -692112.232795 + Penalty 4184.677818 = -687927.554977 nChanged 26 SP:Iteration 22Q (7475.000000 sec): 3 clusters Score: Raw -692122.052510 + Penalty 4184.677818 = -687937.374692 nChanged 23 SP:Iteration 23Q (7475.010000 sec): 3 clusters Score: Raw -692130.996634 + Penalty 4184.677818 = -687946.318816 nChanged 27 SP:Iteration 24Q (7475.030000 sec): 3 clusters Score: Raw -692140.430116 + Penalty 4184.677818 = -687955.752298 nChanged 22 SP:Iteration 25Q (7475.050000 sec): 3 clusters Score: Raw -692147.109827 + Penalty 4184.677818 = -687962.432009 nChanged 19 SP:Iteration 26Q (7475.070000 sec): 3 clusters Score: Raw -692152.478969 + Penalty 4184.677818 = -687967.801151 nChanged 14 SP:Iteration 27Q (7475.090000 sec): 3 clusters Score: Raw -692156.526076 + Penalty 4184.677818 = -687971.848259 nChanged 10 SP:Iteration 28Q (7475.110000 sec): 3 clusters Score: Raw -692159.604933 + Penalty 4184.677818 = -687974.927115 nChanged 11 SP:Iteration 29Q (7475.130000 sec): 3 clusters Score: Raw -692162.453968 + Penalty 4184.677818 = -687977.776150 nChanged 6 SP:Iteration 30Q (7475.150000 sec): 3 clusters Score: Raw -692164.371329 + Penalty 4184.677818 = -687979.693511 nChanged 7 SP:Iteration 31Q (7475.170000 sec): 3 clusters Score: Raw -692165.990370 + Penalty 4184.677818 = -687981.312553 nChanged 4 SP:Iteration 32Q (7475.190000 sec): 3 clusters Score: Raw -692167.294349 + Penalty 4184.677818 = -687982.616532 nChanged 5 SP:Iteration 33Q (7475.210000 sec): 3 clusters Score: Raw -692168.173062 + Penalty 4184.677818 = -687983.495244 nChanged 4 SP:Iteration 34Q (7475.230000 sec): 3 clusters Score: Raw -692168.976586 + Penalty 4184.677818 = -687984.298768 nChanged 3 SP:Iteration 35Q (7475.250000 sec): 3 clusters Score: Raw -692169.605966 + Penalty 4184.677818 = -687984.928149 nChanged 2 SP:Iteration 36Q (7475.270000 sec): 3 clusters Score: Raw -692170.052526 + Penalty 4184.677818 = -687985.374708 nChanged 1 SP:Iteration 37Q (7475.290000 sec): 3 clusters Score: Raw -692170.349626 + Penalty 4184.677818 = -687985.671809 nChanged 0 SP:Iteration 38F (7475.300000 sec): 3 clusters Score: Raw -692170.349626 + Penalty 4184.677818 = -687985.671809 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7475.320000 sec): 2 clusters Score: Raw -530341.440776 + Penalty 2018.725940 = -528322.714836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7475.340000 sec): 3 clusters Score: Raw -528793.800554 + Penalty 4037.451880 = -524756.348673 nChanged 1247 SP:Iteration 1F (7475.350000 sec): 3 clusters Score: Raw -529565.768685 + Penalty 4037.451880 = -525528.316804 nChanged 259 SP:Iteration 2F (7475.360000 sec): 3 clusters Score: Raw -529749.591089 + Penalty 4037.451880 = -525712.139208 nChanged 170 SP:Iteration 3Q (7475.380000 sec): 3 clusters Score: Raw -529851.803267 + Penalty 4037.451880 = -525814.351386 nChanged 102 SP:Iteration 4Q (7475.400000 sec): 3 clusters Score: Raw -529910.180647 + Penalty 4037.451880 = -525872.728766 nChanged 91 SP:Iteration 5Q (7475.410000 sec): 3 clusters Score: Raw -529959.021689 + Penalty 4037.451880 = -525921.569809 nChanged 74 SP:Iteration 6Q (7475.420000 sec): 3 clusters Score: Raw -529995.451339 + Penalty 4037.451880 = -525957.999458 nChanged 44 SP:Iteration 7Q (7475.440000 sec): 3 clusters Score: Raw -530015.970364 + Penalty 4037.451880 = -525978.518483 nChanged 43 SP:Iteration 8Q (7475.450000 sec): 3 clusters Score: Raw -530033.694431 + Penalty 4037.451880 = -525996.242551 nChanged 33 SP:Iteration 9Q (7475.470000 sec): 3 clusters Score: Raw -530046.728402 + Penalty 4037.451880 = -526009.276521 nChanged 25 SP:Iteration 10Q (7475.480000 sec): 3 clusters Score: Raw -530057.436101 + Penalty 4037.451880 = -526019.984221 nChanged 21 SP:Iteration 11Q (7475.500000 sec): 3 clusters Score: Raw -530067.319694 + Penalty 4037.451880 = -526029.867814 nChanged 25 SP:Iteration 12Q (7475.520000 sec): 3 clusters Score: Raw -530078.505795 + Penalty 4037.451880 = -526041.053914 nChanged 24 SP:Iteration 13Q (7475.530000 sec): 3 clusters Score: Raw -530086.565376 + Penalty 4037.451880 = -526049.113496 nChanged 24 SP:Iteration 14Q (7475.550000 sec): 3 clusters Score: Raw -530095.881133 + Penalty 4037.451880 = -526058.429253 nChanged 24 SP:Iteration 15Q (7475.560000 sec): 3 clusters Score: Raw -530106.005671 + Penalty 4037.451880 = -526068.553791 nChanged 23 SP:Iteration 16Q (7475.580000 sec): 3 clusters Score: Raw -530116.191458 + Penalty 4037.451880 = -526078.739577 nChanged 19 SP:Iteration 17Q (7475.590000 sec): 3 clusters Score: Raw -530125.648019 + Penalty 4037.451880 = -526088.196139 nChanged 16 SP:Iteration 18Q (7475.610000 sec): 3 clusters Score: Raw -530130.372334 + Penalty 4037.451880 = -526092.920454 nChanged 10 SP:Iteration 19Q (7475.620000 sec): 3 clusters Score: Raw -530135.028885 + Penalty 4037.451880 = -526097.577005 nChanged 10 SP:Iteration 20F (7475.630000 sec): 3 clusters Score: Raw -530140.486564 + Penalty 4037.451880 = -526103.034684 nChanged 15 SP:Iteration 21Q (7475.650000 sec): 3 clusters Score: Raw -530143.923262 + Penalty 4037.451880 = -526106.471381 nChanged 14 SP:Iteration 22Q (7475.660000 sec): 3 clusters Score: Raw -530148.286182 + Penalty 4037.451880 = -526110.834302 nChanged 11 SP:Iteration 23Q (7475.680000 sec): 3 clusters Score: Raw -530153.549859 + Penalty 4037.451880 = -526116.097978 nChanged 16 SP:Iteration 24Q (7475.690000 sec): 3 clusters Score: Raw -530160.348983 + Penalty 4037.451880 = -526122.897102 nChanged 13 SP:Iteration 25Q (7475.710000 sec): 3 clusters Score: Raw -530164.697031 + Penalty 4037.451880 = -526127.245150 nChanged 7 SP:Iteration 26Q (7475.720000 sec): 3 clusters Score: Raw -530167.079417 + Penalty 4037.451880 = -526129.627536 nChanged 9 SP:Iteration 27Q (7475.740000 sec): 3 clusters Score: Raw -530170.586516 + Penalty 4037.451880 = -526133.134635 nChanged 13 SP:Iteration 28Q (7475.750000 sec): 3 clusters Score: Raw -530176.254000 + Penalty 4037.451880 = -526138.802120 nChanged 14 SP:Iteration 29Q (7475.770000 sec): 3 clusters Score: Raw -530182.470501 + Penalty 4037.451880 = -526145.018621 nChanged 18 SP:Iteration 30Q (7475.780000 sec): 3 clusters Score: Raw -530189.761311 + Penalty 4037.451880 = -526152.309430 nChanged 11 SP:Iteration 31Q (7475.790000 sec): 3 clusters Score: Raw -530194.795331 + Penalty 4037.451880 = -526157.343451 nChanged 9 SP:Iteration 32Q (7475.810000 sec): 3 clusters Score: Raw -530198.602796 + Penalty 4037.451880 = -526161.150916 nChanged 8 SP:Iteration 33Q (7475.820000 sec): 3 clusters Score: Raw -530201.570693 + Penalty 4037.451880 = -526164.118813 nChanged 11 SP:Iteration 34Q (7475.840000 sec): 3 clusters Score: Raw -530206.502514 + Penalty 4037.451880 = -526169.050634 nChanged 9 SP:Iteration 35Q (7475.850000 sec): 3 clusters Score: Raw -530209.664837 + Penalty 4037.451880 = -526172.212957 nChanged 9 SP:Iteration 36Q (7475.870000 sec): 3 clusters Score: Raw -530213.419904 + Penalty 4037.451880 = -526175.968024 nChanged 10 SP:Iteration 37Q (7475.880000 sec): 3 clusters Score: Raw -530217.621768 + Penalty 4037.451880 = -526180.169887 nChanged 5 SP:Iteration 38Q (7475.890000 sec): 3 clusters Score: Raw -530219.052011 + Penalty 4037.451880 = -526181.600130 nChanged 2 SP:Iteration 39Q (7475.910000 sec): 3 clusters Score: Raw -530220.075335 + Penalty 4037.451880 = -526182.623455 nChanged 4 SP:Iteration 40F (7475.930000 sec): 3 clusters Score: Raw -530221.245621 + Penalty 4037.451880 = -526183.793741 nChanged 3 SP:Iteration 41Q (7475.940000 sec): 3 clusters Score: Raw -530222.450815 + Penalty 4037.451880 = -526184.998934 nChanged 3 SP:Iteration 42Q (7475.950000 sec): 3 clusters Score: Raw -530223.420209 + Penalty 4037.451880 = -526185.968329 nChanged 5 SP:Iteration 43Q (7475.970000 sec): 3 clusters Score: Raw -530224.563604 + Penalty 4037.451880 = -526187.111724 nChanged 4 SP:Iteration 44Q (7475.980000 sec): 3 clusters Score: Raw -530225.676759 + Penalty 4037.451880 = -526188.224878 nChanged 2 SP:Iteration 45Q (7476.000000 sec): 3 clusters Score: Raw -530226.271388 + Penalty 4037.451880 = -526188.819507 nChanged 2 SP:Iteration 46Q (7476.010000 sec): 3 clusters Score: Raw -530226.541412 + Penalty 4037.451880 = -526189.089531 nChanged 0 SP:Iteration 47F (7476.030000 sec): 3 clusters Score: Raw -530226.541412 + Penalty 4037.451880 = -526189.089531 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7476.030000 sec): 2 clusters Score: Raw -22332.331741 + Penalty 1308.972435 = -21023.359305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7476.030000 sec): 3 clusters Score: Raw -22832.933417 + Penalty 2617.944871 = -20214.988546 nChanged 32 SP:Iteration 1F (7476.030000 sec): 3 clusters Score: Raw -23002.822828 + Penalty 2617.944871 = -20384.877957 nChanged 9 SP:Iteration 2Q (7476.030000 sec): 3 clusters Score: Raw -23099.530985 + Penalty 2617.944871 = -20481.586114 nChanged 6 SP:Iteration 3Q (7476.030000 sec): 3 clusters Score: Raw -23127.338087 + Penalty 2617.944871 = -20509.393216 nChanged 1 SP:Iteration 4Q (7476.030000 sec): 3 clusters Score: Raw -23130.326666 + Penalty 2617.944871 = -20512.381795 nChanged 0 SP:Iteration 5F (7476.030000 sec): 3 clusters Score: Raw -23130.326666 + Penalty 2617.944871 = -20512.381795 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (6129 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7476.060000 sec): 2 clusters Score: Raw -899307.481962 + Penalty 2162.755147 = -897144.726815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7476.090000 sec): 3 clusters Score: Raw -896240.905630 + Penalty 4325.510294 = -891915.395335 nChanged 2413 SP:Iteration 1F (7476.110000 sec): 3 clusters Score: Raw -897790.927109 + Penalty 4325.510294 = -893465.416814 nChanged 583 SP:Iteration 2F (7476.140000 sec): 3 clusters Score: Raw -898314.228953 + Penalty 4325.510294 = -893988.718658 nChanged 437 SP:Iteration 3F (7476.170000 sec): 3 clusters Score: Raw -898664.616724 + Penalty 4325.510294 = -894339.106429 nChanged 346 SP:Iteration 4F (7476.190000 sec): 3 clusters Score: Raw -898951.279378 + Penalty 4325.510294 = -894625.769084 nChanged 306 SP:Iteration 5Q (7476.220000 sec): 3 clusters Score: Raw -899246.439379 + Penalty 4325.510294 = -894920.929085 nChanged 329 SP:Iteration 6F (7476.250000 sec): 3 clusters Score: Raw -899558.719189 + Penalty 4325.510294 = -895233.208895 nChanged 311 SP:Iteration 7F (7476.270000 sec): 3 clusters Score: Raw -899855.190304 + Penalty 4325.510294 = -895529.680009 nChanged 289 SP:Iteration 8Q (7476.290000 sec): 3 clusters Score: Raw -900132.806154 + Penalty 4325.510294 = -895807.295859 nChanged 253 SP:Iteration 9Q (7476.320000 sec): 3 clusters Score: Raw -900374.070872 + Penalty 4325.510294 = -896048.560578 nChanged 227 SP:Iteration 10Q (7476.350000 sec): 3 clusters Score: Raw -900588.932943 + Penalty 4325.510294 = -896263.422649 nChanged 220 SP:Iteration 11Q (7476.370000 sec): 3 clusters Score: Raw -900797.760730 + Penalty 4325.510294 = -896472.250436 nChanged 172 SP:Iteration 12Q (7476.390000 sec): 3 clusters Score: Raw -900967.800762 + Penalty 4325.510294 = -896642.290468 nChanged 138 SP:Iteration 13Q (7476.420000 sec): 3 clusters Score: Raw -901084.953636 + Penalty 4325.510294 = -896759.443342 nChanged 114 SP:Iteration 14Q (7476.440000 sec): 3 clusters Score: Raw -901175.556962 + Penalty 4325.510294 = -896850.046668 nChanged 102 SP:Iteration 15Q (7476.470000 sec): 3 clusters Score: Raw -901249.665100 + Penalty 4325.510294 = -896924.154805 nChanged 81 SP:Iteration 16Q (7476.490000 sec): 3 clusters Score: Raw -901306.772830 + Penalty 4325.510294 = -896981.262536 nChanged 62 SP:Iteration 17Q (7476.510000 sec): 3 clusters Score: Raw -901344.635455 + Penalty 4325.510294 = -897019.125160 nChanged 49 SP:Iteration 18Q (7476.530000 sec): 3 clusters Score: Raw -901371.119603 + Penalty 4325.510294 = -897045.609309 nChanged 39 SP:Iteration 19Q (7476.550000 sec): 3 clusters Score: Raw -901390.388754 + Penalty 4325.510294 = -897064.878460 nChanged 27 SP:Iteration 20F (7476.580000 sec): 3 clusters Score: Raw -901405.253139 + Penalty 4325.510294 = -897079.742845 nChanged 26 SP:Iteration 21Q (7476.600000 sec): 3 clusters Score: Raw -901419.604927 + Penalty 4325.510294 = -897094.094632 nChanged 22 SP:Iteration 22Q (7476.620000 sec): 3 clusters Score: Raw -901434.151909 + Penalty 4325.510294 = -897108.641614 nChanged 21 SP:Iteration 23Q (7476.650000 sec): 3 clusters Score: Raw -901446.860621 + Penalty 4325.510294 = -897121.350327 nChanged 20 SP:Iteration 24Q (7476.670000 sec): 3 clusters Score: Raw -901456.685545 + Penalty 4325.510294 = -897131.175251 nChanged 10 SP:Iteration 25Q (7476.690000 sec): 3 clusters Score: Raw -901462.996438 + Penalty 4325.510294 = -897137.486144 nChanged 10 SP:Iteration 26Q (7476.710000 sec): 3 clusters Score: Raw -901467.713793 + Penalty 4325.510294 = -897142.203499 nChanged 8 SP:Iteration 27Q (7476.730000 sec): 3 clusters Score: Raw -901470.869698 + Penalty 4325.510294 = -897145.359404 nChanged 8 SP:Iteration 28Q (7476.750000 sec): 3 clusters Score: Raw -901474.235885 + Penalty 4325.510294 = -897148.725591 nChanged 9 SP:Iteration 29Q (7476.780000 sec): 3 clusters Score: Raw -901478.792956 + Penalty 4325.510294 = -897153.282662 nChanged 5 SP:Iteration 30Q (7476.800000 sec): 3 clusters Score: Raw -901480.811164 + Penalty 4325.510294 = -897155.300870 nChanged 3 SP:Iteration 31Q (7476.820000 sec): 3 clusters Score: Raw -901481.588508 + Penalty 4325.510294 = -897156.078214 nChanged 3 SP:Iteration 32Q (7476.840000 sec): 3 clusters Score: Raw -901482.359146 + Penalty 4325.510294 = -897156.848851 nChanged 2 SP:Iteration 33Q (7476.860000 sec): 3 clusters Score: Raw -901483.594540 + Penalty 4325.510294 = -897158.084246 nChanged 1 SP:Iteration 34Q (7476.890000 sec): 3 clusters Score: Raw -901483.969792 + Penalty 4325.510294 = -897158.459498 nChanged 1 SP:Iteration 35Q (7476.910000 sec): 3 clusters Score: Raw -901484.208981 + Penalty 4325.510294 = -897158.698686 nChanged 1 SP:Iteration 36Q (7476.930000 sec): 3 clusters Score: Raw -901484.713886 + Penalty 4325.510294 = -897159.203591 nChanged 0 SP:Iteration 37F (7476.950000 sec): 3 clusters Score: Raw -901484.713886 + Penalty 4325.510294 = -897159.203591 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 4.86 GB. Trying to split cluster 17 (22802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7477.050000 sec): 2 clusters Score: Raw -3583979.647325 + Penalty 2488.581676 = -3581491.065650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7477.150000 sec): 3 clusters Score: Raw -3570468.766578 + Penalty 4977.163351 = -3565491.603227 nChanged 10159 SP:Iteration 1F (7477.250000 sec): 3 clusters Score: Raw -3576068.124421 + Penalty 4977.163351 = -3571090.961070 nChanged 1129 SP:Iteration 2Q (7477.350000 sec): 3 clusters Score: Raw -3576466.450026 + Penalty 4977.163351 = -3571489.286675 nChanged 940 SP:Iteration 3Q (7477.450000 sec): 3 clusters Score: Raw -3576795.105716 + Penalty 4977.163351 = -3571817.942365 nChanged 920 SP:Iteration 4Q (7477.550000 sec): 3 clusters Score: Raw -3577166.865443 + Penalty 4977.163351 = -3572189.702092 nChanged 1066 SP:Iteration 5Q (7477.640000 sec): 3 clusters Score: Raw -3577660.251983 + Penalty 4977.163351 = -3572683.088632 nChanged 1290 SP:Iteration 6F (7477.740000 sec): 3 clusters Score: Raw -3578452.052927 + Penalty 4977.163351 = -3573474.889576 nChanged 1563 SP:Iteration 7F (7477.840000 sec): 3 clusters Score: Raw -3579588.035772 + Penalty 4977.163351 = -3574610.872421 nChanged 1621 SP:Iteration 8F (7477.940000 sec): 3 clusters Score: Raw -3580942.260559 + Penalty 4977.163351 = -3575965.097208 nChanged 1431 SP:Iteration 9F (7478.030000 sec): 3 clusters Score: Raw -3582161.592611 + Penalty 4977.163351 = -3577184.429260 nChanged 1048 SP:Iteration 10Q (7478.130000 sec): 3 clusters Score: Raw -3583051.166059 + Penalty 4977.163351 = -3578074.002708 nChanged 646 SP:Iteration 11Q (7478.230000 sec): 3 clusters Score: Raw -3583589.060854 + Penalty 4977.163351 = -3578611.897503 nChanged 353 SP:Iteration 12Q (7478.320000 sec): 3 clusters Score: Raw -3583877.634736 + Penalty 4977.163351 = -3578900.471385 nChanged 189 SP:Iteration 13Q (7478.400000 sec): 3 clusters Score: Raw -3584031.934364 + Penalty 4977.163351 = -3579054.771012 nChanged 112 SP:Iteration 14Q (7478.490000 sec): 3 clusters Score: Raw -3584131.484863 + Penalty 4977.163351 = -3579154.321512 nChanged 79 SP:Iteration 15Q (7478.570000 sec): 3 clusters Score: Raw -3584203.141949 + Penalty 4977.163351 = -3579225.978597 nChanged 54 SP:Iteration 16Q (7478.650000 sec): 3 clusters Score: Raw -3584247.617343 + Penalty 4977.163351 = -3579270.453992 nChanged 27 SP:Iteration 17Q (7478.720000 sec): 3 clusters Score: Raw -3584270.123763 + Penalty 4977.163351 = -3579292.960412 nChanged 23 SP:Iteration 18Q (7478.800000 sec): 3 clusters Score: Raw -3584293.706580 + Penalty 4977.163351 = -3579316.543229 nChanged 18 SP:Iteration 19Q (7478.870000 sec): 3 clusters Score: Raw -3584310.354784 + Penalty 4977.163351 = -3579333.191433 nChanged 10 SP:Iteration 20F (7478.970000 sec): 3 clusters Score: Raw -3584320.381021 + Penalty 4977.163351 = -3579343.217670 nChanged 8 SP:Iteration 21Q (7479.050000 sec): 3 clusters Score: Raw -3584326.883191 + Penalty 4977.163351 = -3579349.719840 nChanged 5 SP:Iteration 22Q (7479.120000 sec): 3 clusters Score: Raw -3584331.903144 + Penalty 4977.163351 = -3579354.739793 nChanged 2 SP:Iteration 23Q (7479.200000 sec): 3 clusters Score: Raw -3584333.554179 + Penalty 4977.163351 = -3579356.390828 nChanged 2 SP:Iteration 24Q (7479.270000 sec): 3 clusters Score: Raw -3584335.813441 + Penalty 4977.163351 = -3579358.650090 nChanged 2 SP:Iteration 25Q (7479.350000 sec): 3 clusters Score: Raw -3584337.388053 + Penalty 4977.163351 = -3579360.224702 nChanged 3 SP:Iteration 26Q (7479.420000 sec): 3 clusters Score: Raw -3584339.136660 + Penalty 4977.163351 = -3579361.973309 nChanged 0 SP:Iteration 27F (7479.520000 sec): 3 clusters Score: Raw -3584339.136660 + Penalty 4977.163351 = -3579361.973309 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (89994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7479.850000 sec): 2 clusters Score: Raw -13963088.462985 + Penalty 2829.059574 = -13960259.403411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7480.250000 sec): 3 clusters Score: Raw -13905730.258267 + Penalty 5658.119147 = -13900072.139119 nChanged 42565 SP:Iteration 1F (7480.640000 sec): 3 clusters Score: Raw -13929988.261211 + Penalty 5658.119147 = -13924330.142064 nChanged 3029 SP:Iteration 2Q (7481.040000 sec): 3 clusters Score: Raw -13930754.216091 + Penalty 5658.119147 = -13925096.096943 nChanged 3116 SP:Iteration 3Q (7481.440000 sec): 3 clusters Score: Raw -13931644.813052 + Penalty 5658.119147 = -13925986.693905 nChanged 3438 SP:Iteration 4Q (7481.830000 sec): 3 clusters Score: Raw -13932784.588763 + Penalty 5658.119147 = -13927126.469616 nChanged 3889 SP:Iteration 5Q (7482.230000 sec): 3 clusters Score: Raw -13934289.764747 + Penalty 5658.119147 = -13928631.645600 nChanged 4575 SP:Iteration 6F (7482.620000 sec): 3 clusters Score: Raw -13936388.187778 + Penalty 5658.119147 = -13930730.068631 nChanged 5220 SP:Iteration 7F (7483.010000 sec): 3 clusters Score: Raw -13939197.747543 + Penalty 5658.119147 = -13933539.628396 nChanged 5602 SP:Iteration 8F (7483.410000 sec): 3 clusters Score: Raw -13942613.414847 + Penalty 5658.119147 = -13936955.295700 nChanged 5587 SP:Iteration 9F (7483.800000 sec): 3 clusters Score: Raw -13946320.132911 + Penalty 5658.119147 = -13940662.013764 nChanged 5003 SP:Iteration 10F (7484.200000 sec): 3 clusters Score: Raw -13949946.553014 + Penalty 5658.119147 = -13944288.433867 nChanged 4213 SP:Iteration 11Q (7484.590000 sec): 3 clusters Score: Raw -13953277.151134 + Penalty 5658.119147 = -13947619.031987 nChanged 3279 SP:Iteration 12Q (7484.980000 sec): 3 clusters Score: Raw -13955977.814385 + Penalty 5658.119147 = -13950319.695238 nChanged 2365 SP:Iteration 13Q (7485.340000 sec): 3 clusters Score: Raw -13957871.232893 + Penalty 5658.119147 = -13952213.113746 nChanged 1694 SP:Iteration 14Q (7485.680000 sec): 3 clusters Score: Raw -13959086.695002 + Penalty 5658.119147 = -13953428.575855 nChanged 1318 SP:Iteration 15Q (7486.000000 sec): 3 clusters Score: Raw -13959943.135878 + Penalty 5658.119147 = -13954285.016730 nChanged 1021 SP:Iteration 16Q (7486.320000 sec): 3 clusters Score: Raw -13960597.004187 + Penalty 5658.119147 = -13954938.885040 nChanged 849 SP:Iteration 17Q (7486.620000 sec): 3 clusters Score: Raw -13961121.604190 + Penalty 5658.119147 = -13955463.485043 nChanged 704 SP:Iteration 18Q (7486.920000 sec): 3 clusters Score: Raw -13961532.709679 + Penalty 5658.119147 = -13955874.590531 nChanged 628 SP:Iteration 19Q (7487.210000 sec): 3 clusters Score: Raw -13961889.236720 + Penalty 5658.119147 = -13956231.117572 nChanged 552 SP:Iteration 20F (7487.610000 sec): 3 clusters Score: Raw -13962183.538722 + Penalty 5658.119147 = -13956525.419575 nChanged 430 SP:Iteration 21Q (7487.890000 sec): 3 clusters Score: Raw -13962411.655075 + Penalty 5658.119147 = -13956753.535928 nChanged 356 SP:Iteration 22Q (7488.190000 sec): 3 clusters Score: Raw -13962591.142104 + Penalty 5658.119147 = -13956933.022957 nChanged 310 SP:Iteration 23Q (7488.470000 sec): 3 clusters Score: Raw -13962743.586965 + Penalty 5658.119147 = -13957085.467818 nChanged 256 SP:Iteration 24Q (7488.750000 sec): 3 clusters Score: Raw -13962868.087676 + Penalty 5658.119147 = -13957209.968529 nChanged 224 SP:Iteration 25Q (7489.030000 sec): 3 clusters Score: Raw -13962974.686868 + Penalty 5658.119147 = -13957316.567721 nChanged 212 SP:Iteration 26Q (7489.310000 sec): 3 clusters Score: Raw -13963081.355947 + Penalty 5658.119147 = -13957423.236800 nChanged 171 SP:Iteration 27Q (7489.590000 sec): 3 clusters Score: Raw -13963163.725894 + Penalty 5658.119147 = -13957505.606746 nChanged 158 SP:Iteration 28Q (7489.870000 sec): 3 clusters Score: Raw -13963241.814981 + Penalty 5658.119147 = -13957583.695833 nChanged 119 SP:Iteration 29Q (7490.150000 sec): 3 clusters Score: Raw -13963298.631062 + Penalty 5658.119147 = -13957640.511915 nChanged 82 SP:Iteration 30Q (7490.430000 sec): 3 clusters Score: Raw -13963330.128713 + Penalty 5658.119147 = -13957672.009566 nChanged 71 SP:Iteration 31Q (7490.700000 sec): 3 clusters Score: Raw -13963360.136319 + Penalty 5658.119147 = -13957702.017172 nChanged 67 SP:Iteration 32Q (7490.980000 sec): 3 clusters Score: Raw -13963394.235955 + Penalty 5658.119147 = -13957736.116808 nChanged 59 SP:Iteration 33Q (7491.250000 sec): 3 clusters Score: Raw -13963426.597766 + Penalty 5658.119147 = -13957768.478619 nChanged 62 SP:Iteration 34Q (7491.530000 sec): 3 clusters Score: Raw -13963453.726657 + Penalty 5658.119147 = -13957795.607509 nChanged 48 SP:Iteration 35Q (7491.790000 sec): 3 clusters Score: Raw -13963474.714369 + Penalty 5658.119147 = -13957816.595222 nChanged 41 SP:Iteration 36Q (7492.060000 sec): 3 clusters Score: Raw -13963493.809605 + Penalty 5658.119147 = -13957835.690458 nChanged 41 SP:Iteration 37Q (7492.330000 sec): 3 clusters Score: Raw -13963511.826300 + Penalty 5658.119147 = -13957853.707153 nChanged 37 SP:Iteration 38Q (7492.600000 sec): 3 clusters Score: Raw -13963527.311314 + Penalty 5658.119147 = -13957869.192167 nChanged 33 SP:Iteration 39Q (7492.870000 sec): 3 clusters Score: Raw -13963541.834537 + Penalty 5658.119147 = -13957883.715390 nChanged 29 SP:Iteration 40F (7493.260000 sec): 3 clusters Score: Raw -13963551.511588 + Penalty 5658.119147 = -13957893.392441 nChanged 18 SP:Iteration 41Q (7493.520000 sec): 3 clusters Score: Raw -13963557.387602 + Penalty 5658.119147 = -13957899.268455 nChanged 11 SP:Iteration 42Q (7493.790000 sec): 3 clusters Score: Raw -13963560.928337 + Penalty 5658.119147 = -13957902.809190 nChanged 9 SP:Iteration 43Q (7494.050000 sec): 3 clusters Score: Raw -13963563.962096 + Penalty 5658.119147 = -13957905.842949 nChanged 6 SP:Iteration 44Q (7494.310000 sec): 3 clusters Score: Raw -13963565.753634 + Penalty 5658.119147 = -13957907.634487 nChanged 12 SP:Iteration 45Q (7494.580000 sec): 3 clusters Score: Raw -13963570.038232 + Penalty 5658.119147 = -13957911.919084 nChanged 11 SP:Iteration 46Q (7494.840000 sec): 3 clusters Score: Raw -13963574.237603 + Penalty 5658.119147 = -13957916.118456 nChanged 11 SP:Iteration 47Q (7495.110000 sec): 3 clusters Score: Raw -13963577.761715 + Penalty 5658.119147 = -13957919.642568 nChanged 9 SP:Iteration 48Q (7495.370000 sec): 3 clusters Score: Raw -13963580.855055 + Penalty 5658.119147 = -13957922.735908 nChanged 10 SP:Iteration 49Q (7495.640000 sec): 3 clusters Score: Raw -13963584.666732 + Penalty 5658.119147 = -13957926.547584 nChanged 7 SP:Iteration 50Q (7495.910000 sec): 3 clusters Score: Raw -13963587.754176 + Penalty 5658.119147 = -13957929.635029 nChanged 11 SP:Iteration 51Q (7496.180000 sec): 3 clusters Score: Raw -13963592.602407 + Penalty 5658.119147 = -13957934.483260 nChanged 7 SP:Iteration 52Q (7496.450000 sec): 3 clusters Score: Raw -13963594.858601 + Penalty 5658.119147 = -13957936.739454 nChanged 6 SP:Iteration 53Q (7496.720000 sec): 3 clusters Score: Raw -13963597.765791 + Penalty 5658.119147 = -13957939.646644 nChanged 4 SP:Iteration 54Q (7496.980000 sec): 3 clusters Score: Raw -13963598.636510 + Penalty 5658.119147 = -13957940.517363 nChanged 4 SP:Iteration 55Q (7497.240000 sec): 3 clusters Score: Raw -13963600.493510 + Penalty 5658.119147 = -13957942.374363 nChanged 4 SP:Iteration 56Q (7497.510000 sec): 3 clusters Score: Raw -13963601.651525 + Penalty 5658.119147 = -13957943.532378 nChanged 4 SP:Iteration 57Q (7497.770000 sec): 3 clusters Score: Raw -13963602.684356 + Penalty 5658.119147 = -13957944.565209 nChanged 1 SP:Iteration 58Q (7498.040000 sec): 3 clusters Score: Raw -13963603.240387 + Penalty 5658.119147 = -13957945.121239 nChanged 1 SP:Iteration 59Q (7498.300000 sec): 3 clusters Score: Raw -13963603.355000 + Penalty 5658.119147 = -13957945.235853 nChanged 0 SP:Iteration 60F (7498.660000 sec): 3 clusters Score: Raw -13963603.355000 + Penalty 5658.119147 = -13957945.235853 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7498.710000 sec): 2 clusters Score: Raw -510593.753438 + Penalty 2009.891524 = -508583.861913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7498.720000 sec): 3 clusters Score: Raw -509174.795462 + Penalty 4019.783049 = -505155.012414 nChanged 1172 SP:Iteration 1F (7498.740000 sec): 3 clusters Score: Raw -509927.265704 + Penalty 4019.783049 = -505907.482655 nChanged 254 SP:Iteration 2F (7498.750000 sec): 3 clusters Score: Raw -510109.583845 + Penalty 4019.783049 = -506089.800797 nChanged 170 SP:Iteration 3F (7498.760000 sec): 3 clusters Score: Raw -510230.285431 + Penalty 4019.783049 = -506210.502382 nChanged 114 SP:Iteration 4Q (7498.780000 sec): 3 clusters Score: Raw -510292.690441 + Penalty 4019.783049 = -506272.907393 nChanged 71 SP:Iteration 5Q (7498.790000 sec): 3 clusters Score: Raw -510331.161799 + Penalty 4019.783049 = -506311.378750 nChanged 67 SP:Iteration 6Q (7498.810000 sec): 3 clusters Score: Raw -510364.500286 + Penalty 4019.783049 = -506344.717237 nChanged 59 SP:Iteration 7Q (7498.820000 sec): 3 clusters Score: Raw -510404.407653 + Penalty 4019.783049 = -506384.624604 nChanged 69 SP:Iteration 8Q (7498.840000 sec): 3 clusters Score: Raw -510443.717116 + Penalty 4019.783049 = -506423.934067 nChanged 45 SP:Iteration 9Q (7498.850000 sec): 3 clusters Score: Raw -510471.168419 + Penalty 4019.783049 = -506451.385370 nChanged 39 SP:Iteration 10Q (7498.860000 sec): 3 clusters Score: Raw -510488.499640 + Penalty 4019.783049 = -506468.716592 nChanged 26 SP:Iteration 11Q (7498.880000 sec): 3 clusters Score: Raw -510500.435360 + Penalty 4019.783049 = -506480.652312 nChanged 25 SP:Iteration 12Q (7498.890000 sec): 3 clusters Score: Raw -510510.311622 + Penalty 4019.783049 = -506490.528574 nChanged 19 SP:Iteration 13Q (7498.900000 sec): 3 clusters Score: Raw -510520.469101 + Penalty 4019.783049 = -506500.686052 nChanged 18 SP:Iteration 14Q (7498.920000 sec): 3 clusters Score: Raw -510530.695490 + Penalty 4019.783049 = -506510.912441 nChanged 25 SP:Iteration 15Q (7498.930000 sec): 3 clusters Score: Raw -510542.635190 + Penalty 4019.783049 = -506522.852141 nChanged 21 SP:Iteration 16Q (7498.940000 sec): 3 clusters Score: Raw -510553.200409 + Penalty 4019.783049 = -506533.417360 nChanged 17 SP:Iteration 17Q (7498.960000 sec): 3 clusters Score: Raw -510562.069441 + Penalty 4019.783049 = -506542.286392 nChanged 13 SP:Iteration 18Q (7498.970000 sec): 3 clusters Score: Raw -510567.031621 + Penalty 4019.783049 = -506547.248572 nChanged 13 SP:Iteration 19Q (7498.980000 sec): 3 clusters Score: Raw -510572.807496 + Penalty 4019.783049 = -506553.024448 nChanged 11 SP:Iteration 20F (7499.000000 sec): 3 clusters Score: Raw -510577.367318 + Penalty 4019.783049 = -506557.584269 nChanged 7 SP:Iteration 21Q (7499.010000 sec): 3 clusters Score: Raw -510580.562498 + Penalty 4019.783049 = -506560.779449 nChanged 10 SP:Iteration 22Q (7499.020000 sec): 3 clusters Score: Raw -510586.866638 + Penalty 4019.783049 = -506567.083589 nChanged 10 SP:Iteration 23Q (7499.040000 sec): 3 clusters Score: Raw -510592.076271 + Penalty 4019.783049 = -506572.293222 nChanged 10 SP:Iteration 24Q (7499.050000 sec): 3 clusters Score: Raw -510596.943749 + Penalty 4019.783049 = -506577.160700 nChanged 8 SP:Iteration 25Q (7499.060000 sec): 3 clusters Score: Raw -510600.665291 + Penalty 4019.783049 = -506580.882242 nChanged 6 SP:Iteration 26Q (7499.080000 sec): 3 clusters Score: Raw -510603.375624 + Penalty 4019.783049 = -506583.592575 nChanged 8 SP:Iteration 27Q (7499.090000 sec): 3 clusters Score: Raw -510607.618225 + Penalty 4019.783049 = -506587.835176 nChanged 9 SP:Iteration 28Q (7499.100000 sec): 3 clusters Score: Raw -510611.174128 + Penalty 4019.783049 = -506591.391080 nChanged 7 SP:Iteration 29Q (7499.120000 sec): 3 clusters Score: Raw -510614.500444 + Penalty 4019.783049 = -506594.717395 nChanged 8 SP:Iteration 30Q (7499.130000 sec): 3 clusters Score: Raw -510617.956316 + Penalty 4019.783049 = -506598.173268 nChanged 10 SP:Iteration 31Q (7499.140000 sec): 3 clusters Score: Raw -510623.146986 + Penalty 4019.783049 = -506603.363938 nChanged 14 SP:Iteration 32Q (7499.160000 sec): 3 clusters Score: Raw -510629.799338 + Penalty 4019.783049 = -506610.016289 nChanged 13 SP:Iteration 33Q (7499.170000 sec): 3 clusters Score: Raw -510634.522557 + Penalty 4019.783049 = -506614.739508 nChanged 11 SP:Iteration 34Q (7499.190000 sec): 3 clusters Score: Raw -510641.383474 + Penalty 4019.783049 = -506621.600425 nChanged 16 SP:Iteration 35Q (7499.200000 sec): 3 clusters Score: Raw -510650.107156 + Penalty 4019.783049 = -506630.324107 nChanged 14 SP:Iteration 36Q (7499.210000 sec): 3 clusters Score: Raw -510656.216157 + Penalty 4019.783049 = -506636.433108 nChanged 13 SP:Iteration 37Q (7499.230000 sec): 3 clusters Score: Raw -510661.992617 + Penalty 4019.783049 = -506642.209568 nChanged 12 SP:Iteration 38Q (7499.240000 sec): 3 clusters Score: Raw -510667.897072 + Penalty 4019.783049 = -506648.114024 nChanged 15 SP:Iteration 39Q (7499.250000 sec): 3 clusters Score: Raw -510675.640879 + Penalty 4019.783049 = -506655.857830 nChanged 7 SP:Iteration 40F (7499.270000 sec): 3 clusters Score: Raw -510679.517284 + Penalty 4019.783049 = -506659.734235 nChanged 9 SP:Iteration 41Q (7499.280000 sec): 3 clusters Score: Raw -510684.747174 + Penalty 4019.783049 = -506664.964125 nChanged 10 SP:Iteration 42Q (7499.290000 sec): 3 clusters Score: Raw -510690.559228 + Penalty 4019.783049 = -506670.776179 nChanged 12 SP:Iteration 43Q (7499.310000 sec): 3 clusters Score: Raw -510698.746584 + Penalty 4019.783049 = -506678.963536 nChanged 17 SP:Iteration 44Q (7499.320000 sec): 3 clusters Score: Raw -510706.925308 + Penalty 4019.783049 = -506687.142259 nChanged 11 SP:Iteration 45Q (7499.330000 sec): 3 clusters Score: Raw -510712.519520 + Penalty 4019.783049 = -506692.736471 nChanged 11 SP:Iteration 46Q (7499.350000 sec): 3 clusters Score: Raw -510717.763341 + Penalty 4019.783049 = -506697.980293 nChanged 15 SP:Iteration 47Q (7499.360000 sec): 3 clusters Score: Raw -510725.646926 + Penalty 4019.783049 = -506705.863877 nChanged 19 SP:Iteration 48Q (7499.370000 sec): 3 clusters Score: Raw -510737.840988 + Penalty 4019.783049 = -506718.057940 nChanged 23 SP:Iteration 49Q (7499.390000 sec): 3 clusters Score: Raw -510750.176736 + Penalty 4019.783049 = -506730.393687 nChanged 18 SP:Iteration 50Q (7499.400000 sec): 3 clusters Score: Raw -510758.515401 + Penalty 4019.783049 = -506738.732352 nChanged 15 SP:Iteration 51Q (7499.410000 sec): 3 clusters Score: Raw -510765.565310 + Penalty 4019.783049 = -506745.782261 nChanged 12 SP:Iteration 52Q (7499.430000 sec): 3 clusters Score: Raw -510773.900534 + Penalty 4019.783049 = -506754.117486 nChanged 15 SP:Iteration 53Q (7499.440000 sec): 3 clusters Score: Raw -510786.542291 + Penalty 4019.783049 = -506766.759242 nChanged 17 SP:Iteration 54Q (7499.450000 sec): 3 clusters Score: Raw -510803.669436 + Penalty 4019.783049 = -506783.886387 nChanged 16 SP:Iteration 55Q (7499.470000 sec): 3 clusters Score: Raw -510826.530184 + Penalty 4019.783049 = -506806.747136 nChanged 25 SP:Iteration 56Q (7499.480000 sec): 3 clusters Score: Raw -510852.257424 + Penalty 4019.783049 = -506832.474375 nChanged 23 SP:Iteration 57Q (7499.490000 sec): 3 clusters Score: Raw -510872.302918 + Penalty 4019.783049 = -506852.519869 nChanged 25 SP:Iteration 58Q (7499.500000 sec): 3 clusters Score: Raw -510890.286378 + Penalty 4019.783049 = -506870.503329 nChanged 17 SP:Iteration 59Q (7499.520000 sec): 3 clusters Score: Raw -510901.752276 + Penalty 4019.783049 = -506881.969227 nChanged 9 SP:Iteration 60F (7499.530000 sec): 3 clusters Score: Raw -510909.286608 + Penalty 4019.783049 = -506889.503559 nChanged 13 SP:Iteration 61Q (7499.540000 sec): 3 clusters Score: Raw -510918.320586 + Penalty 4019.783049 = -506898.537538 nChanged 10 SP:Iteration 62Q (7499.560000 sec): 3 clusters Score: Raw -510923.411293 + Penalty 4019.783049 = -506903.628245 nChanged 7 SP:Iteration 63Q (7499.570000 sec): 3 clusters Score: Raw -510928.239729 + Penalty 4019.783049 = -506908.456680 nChanged 7 SP:Iteration 64Q (7499.580000 sec): 3 clusters Score: Raw -510931.421735 + Penalty 4019.783049 = -506911.638686 nChanged 5 SP:Iteration 65Q (7499.600000 sec): 3 clusters Score: Raw -510935.219165 + Penalty 4019.783049 = -506915.436117 nChanged 4 SP:Iteration 66Q (7499.610000 sec): 3 clusters Score: Raw -510939.323038 + Penalty 4019.783049 = -506919.539989 nChanged 7 SP:Iteration 67Q (7499.620000 sec): 3 clusters Score: Raw -510943.731532 + Penalty 4019.783049 = -506923.948483 nChanged 4 SP:Iteration 68Q (7499.640000 sec): 3 clusters Score: Raw -510947.183459 + Penalty 4019.783049 = -506927.400410 nChanged 4 SP:Iteration 69Q (7499.650000 sec): 3 clusters Score: Raw -510948.624701 + Penalty 4019.783049 = -506928.841652 nChanged 2 SP:Iteration 70Q (7499.660000 sec): 3 clusters Score: Raw -510949.956365 + Penalty 4019.783049 = -506930.173316 nChanged 1 SP:Iteration 71Q (7499.670000 sec): 3 clusters Score: Raw -510950.594471 + Penalty 4019.783049 = -506930.811422 nChanged 0 SP:Iteration 72F (7499.680000 sec): 3 clusters Score: Raw -510950.594471 + Penalty 4019.783049 = -506930.811422 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7500.170000 sec): 2 clusters Score: Raw -20499113.219346 + Penalty 2926.682074 = -20496186.537272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7500.740000 sec): 3 clusters Score: Raw -20413033.106266 + Penalty 5853.364149 = -20407179.742117 nChanged 63295 SP:Iteration 1F (7501.300000 sec): 3 clusters Score: Raw -20449108.434617 + Penalty 5853.364149 = -20443255.070468 nChanged 4139 SP:Iteration 2Q (7501.870000 sec): 3 clusters Score: Raw -20450080.536288 + Penalty 5853.364149 = -20444227.172140 nChanged 4407 SP:Iteration 3Q (7502.460000 sec): 3 clusters Score: Raw -20451309.667666 + Penalty 5853.364149 = -20445456.303517 nChanged 5049 SP:Iteration 4Q (7503.020000 sec): 3 clusters Score: Raw -20453024.769264 + Penalty 5853.364149 = -20447171.405115 nChanged 6105 SP:Iteration 5Q (7503.580000 sec): 3 clusters Score: Raw -20455696.377620 + Penalty 5853.364149 = -20449843.013471 nChanged 7367 SP:Iteration 6F (7504.140000 sec): 3 clusters Score: Raw -20459510.449325 + Penalty 5853.364149 = -20453657.085176 nChanged 8477 SP:Iteration 7F (7504.710000 sec): 3 clusters Score: Raw -20464208.401364 + Penalty 5853.364149 = -20458355.037215 nChanged 8692 SP:Iteration 8F (7505.270000 sec): 3 clusters Score: Raw -20469076.466606 + Penalty 5853.364149 = -20463223.102457 nChanged 7991 SP:Iteration 9F (7505.830000 sec): 3 clusters Score: Raw -20473384.741055 + Penalty 5853.364149 = -20467531.376906 nChanged 6756 SP:Iteration 10F (7506.390000 sec): 3 clusters Score: Raw -20477059.394247 + Penalty 5853.364149 = -20471206.030098 nChanged 5539 SP:Iteration 11Q (7506.950000 sec): 3 clusters Score: Raw -20480719.920519 + Penalty 5853.364149 = -20474866.556370 nChanged 5011 SP:Iteration 12Q (7507.520000 sec): 3 clusters Score: Raw -20485174.685794 + Penalty 5853.364149 = -20479321.321645 nChanged 4414 SP:Iteration 13Q (7508.070000 sec): 3 clusters Score: Raw -20489801.616430 + Penalty 5853.364149 = -20483948.252281 nChanged 3699 SP:Iteration 14Q (7508.600000 sec): 3 clusters Score: Raw -20493152.712117 + Penalty 5853.364149 = -20487299.347968 nChanged 2793 SP:Iteration 15Q (7509.100000 sec): 3 clusters Score: Raw -20494985.996365 + Penalty 5853.364149 = -20489132.632216 nChanged 1976 SP:Iteration 16Q (7509.570000 sec): 3 clusters Score: Raw -20495971.277149 + Penalty 5853.364149 = -20490117.913000 nChanged 1504 SP:Iteration 17Q (7510.050000 sec): 3 clusters Score: Raw -20496589.013897 + Penalty 5853.364149 = -20490735.649748 nChanged 1256 SP:Iteration 18Q (7510.510000 sec): 3 clusters Score: Raw -20497026.053791 + Penalty 5853.364149 = -20491172.689642 nChanged 1051 SP:Iteration 19Q (7510.960000 sec): 3 clusters Score: Raw -20497340.510258 + Penalty 5853.364149 = -20491487.146109 nChanged 876 SP:Iteration 20F (7511.550000 sec): 3 clusters Score: Raw -20497565.681760 + Penalty 5853.364149 = -20491712.317611 nChanged 796 SP:Iteration 21Q (7512.010000 sec): 3 clusters Score: Raw -20497764.758183 + Penalty 5853.364149 = -20491911.394034 nChanged 754 SP:Iteration 22Q (7512.470000 sec): 3 clusters Score: Raw -20497946.035334 + Penalty 5853.364149 = -20492092.671185 nChanged 704 SP:Iteration 23Q (7512.930000 sec): 3 clusters Score: Raw -20498111.461598 + Penalty 5853.364149 = -20492258.097449 nChanged 649 SP:Iteration 24Q (7513.400000 sec): 3 clusters Score: Raw -20498259.519201 + Penalty 5853.364149 = -20492406.155052 nChanged 628 SP:Iteration 25Q (7513.850000 sec): 3 clusters Score: Raw -20498401.513291 + Penalty 5853.364149 = -20492548.149142 nChanged 575 SP:Iteration 26Q (7514.310000 sec): 3 clusters Score: Raw -20498530.401431 + Penalty 5853.364149 = -20492677.037282 nChanged 530 SP:Iteration 27Q (7514.760000 sec): 3 clusters Score: Raw -20498650.564463 + Penalty 5853.364149 = -20492797.200314 nChanged 518 SP:Iteration 28Q (7515.210000 sec): 3 clusters Score: Raw -20498759.799275 + Penalty 5853.364149 = -20492906.435126 nChanged 458 SP:Iteration 29Q (7515.660000 sec): 3 clusters Score: Raw -20498855.413245 + Penalty 5853.364149 = -20493002.049097 nChanged 414 SP:Iteration 30Q (7516.110000 sec): 3 clusters Score: Raw -20498936.008670 + Penalty 5853.364149 = -20493082.644522 nChanged 369 SP:Iteration 31Q (7516.550000 sec): 3 clusters Score: Raw -20499010.158603 + Penalty 5853.364149 = -20493156.794454 nChanged 334 SP:Iteration 32Q (7516.990000 sec): 3 clusters Score: Raw -20499074.001509 + Penalty 5853.364149 = -20493220.637360 nChanged 310 SP:Iteration 33Q (7517.430000 sec): 3 clusters Score: Raw -20499127.853397 + Penalty 5853.364149 = -20493274.489248 nChanged 251 SP:Iteration 34Q (7517.870000 sec): 3 clusters Score: Raw -20499164.843110 + Penalty 5853.364149 = -20493311.478961 nChanged 234 SP:Iteration 35Q (7518.300000 sec): 3 clusters Score: Raw -20499202.077102 + Penalty 5853.364149 = -20493348.712953 nChanged 223 SP:Iteration 36Q (7518.740000 sec): 3 clusters Score: Raw -20499238.051654 + Penalty 5853.364149 = -20493384.687505 nChanged 208 SP:Iteration 37Q (7519.170000 sec): 3 clusters Score: Raw -20499271.727083 + Penalty 5853.364149 = -20493418.362934 nChanged 187 SP:Iteration 38Q (7519.610000 sec): 3 clusters Score: Raw -20499301.416962 + Penalty 5853.364149 = -20493448.052813 nChanged 163 SP:Iteration 39Q (7520.050000 sec): 3 clusters Score: Raw -20499326.346404 + Penalty 5853.364149 = -20493472.982255 nChanged 157 SP:Iteration 40F (7520.630000 sec): 3 clusters Score: Raw -20499353.045222 + Penalty 5853.364149 = -20493499.681073 nChanged 168 SP:Iteration 41Q (7521.060000 sec): 3 clusters Score: Raw -20499380.246344 + Penalty 5853.364149 = -20493526.882195 nChanged 147 SP:Iteration 42Q (7521.490000 sec): 3 clusters Score: Raw -20499403.777893 + Penalty 5853.364149 = -20493550.413744 nChanged 162 SP:Iteration 43Q (7521.920000 sec): 3 clusters Score: Raw -20499425.316165 + Penalty 5853.364149 = -20493571.952016 nChanged 137 SP:Iteration 44Q (7522.350000 sec): 3 clusters Score: Raw -20499446.476072 + Penalty 5853.364149 = -20493593.111923 nChanged 141 SP:Iteration 45Q (7522.780000 sec): 3 clusters Score: Raw -20499468.160636 + Penalty 5853.364149 = -20493614.796487 nChanged 145 SP:Iteration 46Q (7523.210000 sec): 3 clusters Score: Raw -20499493.767243 + Penalty 5853.364149 = -20493640.403094 nChanged 138 SP:Iteration 47Q (7523.640000 sec): 3 clusters Score: Raw -20499516.849378 + Penalty 5853.364149 = -20493663.485229 nChanged 136 SP:Iteration 48Q (7524.070000 sec): 3 clusters Score: Raw -20499538.909697 + Penalty 5853.364149 = -20493685.545548 nChanged 137 SP:Iteration 49Q (7524.500000 sec): 3 clusters Score: Raw -20499560.298242 + Penalty 5853.364149 = -20493706.934093 nChanged 114 SP:Iteration 50Q (7524.930000 sec): 3 clusters Score: Raw -20499576.753508 + Penalty 5853.364149 = -20493723.389359 nChanged 117 SP:Iteration 51Q (7525.350000 sec): 3 clusters Score: Raw -20499596.524750 + Penalty 5853.364149 = -20493743.160601 nChanged 120 SP:Iteration 52Q (7525.780000 sec): 3 clusters Score: Raw -20499614.361598 + Penalty 5853.364149 = -20493760.997449 nChanged 115 SP:Iteration 53Q (7526.210000 sec): 3 clusters Score: Raw -20499632.478560 + Penalty 5853.364149 = -20493779.114412 nChanged 112 SP:Iteration 54Q (7526.630000 sec): 3 clusters Score: Raw -20499649.497923 + Penalty 5853.364149 = -20493796.133774 nChanged 94 SP:Iteration 55Q (7527.060000 sec): 3 clusters Score: Raw -20499664.152323 + Penalty 5853.364149 = -20493810.788174 nChanged 101 SP:Iteration 56Q (7527.480000 sec): 3 clusters Score: Raw -20499679.895056 + Penalty 5853.364149 = -20493826.530907 nChanged 89 SP:Iteration 57Q (7527.900000 sec): 3 clusters Score: Raw -20499696.700148 + Penalty 5853.364149 = -20493843.335999 nChanged 82 SP:Iteration 58Q (7528.320000 sec): 3 clusters Score: Raw -20499709.523739 + Penalty 5853.364149 = -20493856.159590 nChanged 71 SP:Iteration 59Q (7528.750000 sec): 3 clusters Score: Raw -20499720.426347 + Penalty 5853.364149 = -20493867.062198 nChanged 66 SP:Iteration 60F (7529.320000 sec): 3 clusters Score: Raw -20499731.339388 + Penalty 5853.364149 = -20493877.975239 nChanged 75 SP:Iteration 61Q (7529.750000 sec): 3 clusters Score: Raw -20499743.239099 + Penalty 5853.364149 = -20493889.874950 nChanged 68 SP:Iteration 62Q (7530.170000 sec): 3 clusters Score: Raw -20499753.668835 + Penalty 5853.364149 = -20493900.304686 nChanged 58 SP:Iteration 63Q (7530.600000 sec): 3 clusters Score: Raw -20499761.597880 + Penalty 5853.364149 = -20493908.233731 nChanged 51 SP:Iteration 64Q (7531.020000 sec): 3 clusters Score: Raw -20499769.091857 + Penalty 5853.364149 = -20493915.727708 nChanged 61 SP:Iteration 65Q (7531.440000 sec): 3 clusters Score: Raw -20499778.227749 + Penalty 5853.364149 = -20493924.863601 nChanged 43 SP:Iteration 66Q (7531.860000 sec): 3 clusters Score: Raw -20499783.917643 + Penalty 5853.364149 = -20493930.553494 nChanged 42 SP:Iteration 67Q (7532.280000 sec): 3 clusters Score: Raw -20499790.695254 + Penalty 5853.364149 = -20493937.331106 nChanged 45 SP:Iteration 68Q (7532.690000 sec): 3 clusters Score: Raw -20499797.191221 + Penalty 5853.364149 = -20493943.827073 nChanged 31 SP:Iteration 69Q (7533.110000 sec): 3 clusters Score: Raw -20499801.660770 + Penalty 5853.364149 = -20493948.296621 nChanged 34 SP:Iteration 70Q (7533.530000 sec): 3 clusters Score: Raw -20499807.090100 + Penalty 5853.364149 = -20493953.725951 nChanged 38 SP:Iteration 71Q (7533.940000 sec): 3 clusters Score: Raw -20499812.984414 + Penalty 5853.364149 = -20493959.620265 nChanged 34 SP:Iteration 72Q (7534.360000 sec): 3 clusters Score: Raw -20499819.065212 + Penalty 5853.364149 = -20493965.701063 nChanged 45 SP:Iteration 73Q (7534.780000 sec): 3 clusters Score: Raw -20499825.541013 + Penalty 5853.364149 = -20493972.176864 nChanged 39 SP:Iteration 74Q (7535.200000 sec): 3 clusters Score: Raw -20499831.465844 + Penalty 5853.364149 = -20493978.101695 nChanged 35 SP:Iteration 75Q (7535.610000 sec): 3 clusters Score: Raw -20499835.695277 + Penalty 5853.364149 = -20493982.331129 nChanged 22 SP:Iteration 76Q (7536.030000 sec): 3 clusters Score: Raw -20499838.524823 + Penalty 5853.364149 = -20493985.160674 nChanged 20 SP:Iteration 77Q (7536.440000 sec): 3 clusters Score: Raw -20499841.721229 + Penalty 5853.364149 = -20493988.357080 nChanged 23 SP:Iteration 78Q (7536.860000 sec): 3 clusters Score: Raw -20499844.798204 + Penalty 5853.364149 = -20493991.434055 nChanged 18 SP:Iteration 79Q (7537.280000 sec): 3 clusters Score: Raw -20499846.812881 + Penalty 5853.364149 = -20493993.448732 nChanged 9 SP:Iteration 80F (7537.850000 sec): 3 clusters Score: Raw -20499847.806605 + Penalty 5853.364149 = -20493994.442456 nChanged 10 SP:Iteration 81Q (7538.270000 sec): 3 clusters Score: Raw -20499848.733421 + Penalty 5853.364149 = -20493995.369272 nChanged 6 SP:Iteration 82Q (7538.670000 sec): 3 clusters Score: Raw -20499849.313498 + Penalty 5853.364149 = -20493995.949349 nChanged 1 SP:Iteration 83Q (7539.070000 sec): 3 clusters Score: Raw -20499849.588447 + Penalty 5853.364149 = -20493996.224298 nChanged 2 SP:Iteration 84Q (7539.480000 sec): 3 clusters Score: Raw -20499849.730428 + Penalty 5853.364149 = -20493996.366279 nChanged 3 SP:Iteration 85Q (7539.880000 sec): 3 clusters Score: Raw -20499850.055816 + Penalty 5853.364149 = -20493996.691667 nChanged 4 SP:Iteration 86Q (7540.300000 sec): 3 clusters Score: Raw -20499850.631299 + Penalty 5853.364149 = -20493997.267150 nChanged 7 SP:Iteration 87Q (7540.710000 sec): 3 clusters Score: Raw -20499851.704298 + Penalty 5853.364149 = -20493998.340149 nChanged 7 SP:Iteration 88Q (7541.110000 sec): 3 clusters Score: Raw -20499852.957057 + Penalty 5853.364149 = -20493999.592908 nChanged 13 SP:Iteration 89Q (7541.520000 sec): 3 clusters Score: Raw -20499854.540822 + Penalty 5853.364149 = -20494001.176673 nChanged 7 SP:Iteration 90Q (7541.920000 sec): 3 clusters Score: Raw -20499855.034003 + Penalty 5853.364149 = -20494001.669854 nChanged 5 SP:Iteration 91Q (7542.320000 sec): 3 clusters Score: Raw -20499855.560060 + Penalty 5853.364149 = -20494002.195911 nChanged 3 SP:Iteration 92Q (7542.720000 sec): 3 clusters Score: Raw -20499855.816175 + Penalty 5853.364149 = -20494002.452026 nChanged 0 SP:Iteration 93F (7543.270000 sec): 3 clusters Score: Raw -20499855.816175 + Penalty 5853.364149 = -20494002.452026 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.330000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7543.330000 sec): 3 clusters Score: Raw -56770.225633 + Penalty 2961.745873 = -53808.479761 nChanged 79 SP:Iteration 1F (7543.330000 sec): 3 clusters Score: Raw -56957.815325 + Penalty 2961.745873 = -53996.069453 nChanged 13 SP:Iteration 2Q (7543.330000 sec): 3 clusters Score: Raw -56984.570238 + Penalty 2961.745873 = -54022.824365 nChanged 9 SP:Iteration 3Q (7543.330000 sec): 3 clusters Score: Raw -57008.077577 + Penalty 2961.745873 = -54046.331704 nChanged 5 SP:Iteration 4Q (7543.340000 sec): 3 clusters Score: Raw -57027.826694 + Penalty 2961.745873 = -54066.080822 nChanged 4 SP:Iteration 5Q (7543.340000 sec): 3 clusters Score: Raw -57033.462041 + Penalty 2961.745873 = -54071.716169 nChanged 0 SP:Iteration 6F (7543.340000 sec): 3 clusters Score: Raw -57033.462041 + Penalty 2961.745873 = -54071.716169 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.440000 sec): 2 clusters Score: Raw -4176005.933864 + Penalty 2524.710831 = -4173481.223033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7543.550000 sec): 3 clusters Score: Raw -4160283.178841 + Penalty 5049.421662 = -4155233.757180 nChanged 11850 SP:Iteration 1F (7543.660000 sec): 3 clusters Score: Raw -4166660.247775 + Penalty 5049.421662 = -4161610.826114 nChanged 1387 SP:Iteration 2F (7543.770000 sec): 3 clusters Score: Raw -4167206.783269 + Penalty 5049.421662 = -4162157.361607 nChanged 1355 SP:Iteration 3F (7543.880000 sec): 3 clusters Score: Raw -4167780.852658 + Penalty 5049.421662 = -4162731.430997 nChanged 1387 SP:Iteration 4F (7543.990000 sec): 3 clusters Score: Raw -4168440.404180 + Penalty 5049.421662 = -4163390.982518 nChanged 1509 SP:Iteration 5F (7544.100000 sec): 3 clusters Score: Raw -4169320.611320 + Penalty 5049.421662 = -4164271.189658 nChanged 1736 SP:Iteration 6F (7544.220000 sec): 3 clusters Score: Raw -4170567.409693 + Penalty 5049.421662 = -4165517.988031 nChanged 1816 SP:Iteration 7F (7544.320000 sec): 3 clusters Score: Raw -4172045.010662 + Penalty 5049.421662 = -4166995.589000 nChanged 1694 SP:Iteration 8F (7544.430000 sec): 3 clusters Score: Raw -4173595.668393 + Penalty 5049.421662 = -4168546.246731 nChanged 1250 SP:Iteration 9Q (7544.540000 sec): 3 clusters Score: Raw -4174734.581166 + Penalty 5049.421662 = -4169685.159505 nChanged 798 SP:Iteration 10Q (7544.650000 sec): 3 clusters Score: Raw -4175409.290746 + Penalty 5049.421662 = -4170359.869085 nChanged 458 SP:Iteration 11Q (7544.760000 sec): 3 clusters Score: Raw -4175817.379583 + Penalty 5049.421662 = -4170767.957922 nChanged 249 SP:Iteration 12Q (7544.860000 sec): 3 clusters Score: Raw -4176026.412609 + Penalty 5049.421662 = -4170976.990948 nChanged 141 SP:Iteration 13Q (7544.960000 sec): 3 clusters Score: Raw -4176143.871107 + Penalty 5049.421662 = -4171094.449445 nChanged 80 SP:Iteration 14Q (7545.050000 sec): 3 clusters Score: Raw -4176214.065970 + Penalty 5049.421662 = -4171164.644308 nChanged 55 SP:Iteration 15Q (7545.140000 sec): 3 clusters Score: Raw -4176266.072548 + Penalty 5049.421662 = -4171216.650887 nChanged 40 SP:Iteration 16Q (7545.230000 sec): 3 clusters Score: Raw -4176308.539699 + Penalty 5049.421662 = -4171259.118038 nChanged 31 SP:Iteration 17Q (7545.320000 sec): 3 clusters Score: Raw -4176338.168468 + Penalty 5049.421662 = -4171288.746807 nChanged 20 SP:Iteration 18Q (7545.400000 sec): 3 clusters Score: Raw -4176353.914785 + Penalty 5049.421662 = -4171304.493123 nChanged 12 SP:Iteration 19Q (7545.490000 sec): 3 clusters Score: Raw -4176365.087060 + Penalty 5049.421662 = -4171315.665398 nChanged 11 SP:Iteration 20F (7545.600000 sec): 3 clusters Score: Raw -4176376.415770 + Penalty 5049.421662 = -4171326.994108 nChanged 12 SP:Iteration 21Q (7545.680000 sec): 3 clusters Score: Raw -4176386.070692 + Penalty 5049.421662 = -4171336.649030 nChanged 7 SP:Iteration 22Q (7545.770000 sec): 3 clusters Score: Raw -4176391.643651 + Penalty 5049.421662 = -4171342.221989 nChanged 8 SP:Iteration 23Q (7545.850000 sec): 3 clusters Score: Raw -4176398.269475 + Penalty 5049.421662 = -4171348.847813 nChanged 7 SP:Iteration 24Q (7545.940000 sec): 3 clusters Score: Raw -4176403.436270 + Penalty 5049.421662 = -4171354.014608 nChanged 2 SP:Iteration 25Q (7546.020000 sec): 3 clusters Score: Raw -4176406.544447 + Penalty 5049.421662 = -4171357.122785 nChanged 1 SP:Iteration 26Q (7546.110000 sec): 3 clusters Score: Raw -4176407.261427 + Penalty 5049.421662 = -4171357.839766 nChanged 0 SP:Iteration 27F (7546.220000 sec): 3 clusters Score: Raw -4176407.261427 + Penalty 5049.421662 = -4171357.839766 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.230000 sec): 2 clusters Score: Raw -271226.517660 + Penalty 1844.573190 = -269381.944470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.240000 sec): 3 clusters Score: Raw -270615.688091 + Penalty 3689.146380 = -266926.541711 nChanged 484 SP:Iteration 1F (7546.250000 sec): 3 clusters Score: Raw -270975.592528 + Penalty 3689.146380 = -267286.446148 nChanged 128 SP:Iteration 2F (7546.260000 sec): 3 clusters Score: Raw -271094.806076 + Penalty 3689.146380 = -267405.659695 nChanged 77 SP:Iteration 3Q (7546.260000 sec): 3 clusters Score: Raw -271168.353601 + Penalty 3689.146380 = -267479.207221 nChanged 49 SP:Iteration 4Q (7546.270000 sec): 3 clusters Score: Raw -271216.614080 + Penalty 3689.146380 = -267527.467700 nChanged 34 SP:Iteration 5Q (7546.280000 sec): 3 clusters Score: Raw -271244.261372 + Penalty 3689.146380 = -267555.114992 nChanged 23 SP:Iteration 6Q (7546.280000 sec): 3 clusters Score: Raw -271263.566514 + Penalty 3689.146380 = -267574.420133 nChanged 17 SP:Iteration 7Q (7546.290000 sec): 3 clusters Score: Raw -271274.741833 + Penalty 3689.146380 = -267585.595453 nChanged 12 SP:Iteration 8Q (7546.300000 sec): 3 clusters Score: Raw -271285.627419 + Penalty 3689.146380 = -267596.481039 nChanged 10 SP:Iteration 9Q (7546.300000 sec): 3 clusters Score: Raw -271292.013391 + Penalty 3689.146380 = -267602.867011 nChanged 8 SP:Iteration 10Q (7546.310000 sec): 3 clusters Score: Raw -271297.265193 + Penalty 3689.146380 = -267608.118813 nChanged 5 SP:Iteration 11Q (7546.320000 sec): 3 clusters Score: Raw -271299.934244 + Penalty 3689.146380 = -267610.787864 nChanged 8 SP:Iteration 12Q (7546.320000 sec): 3 clusters Score: Raw -271305.196699 + Penalty 3689.146380 = -267616.050319 nChanged 6 SP:Iteration 13Q (7546.330000 sec): 3 clusters Score: Raw -271307.323623 + Penalty 3689.146380 = -267618.177243 nChanged 2 SP:Iteration 14Q (7546.340000 sec): 3 clusters Score: Raw -271307.802932 + Penalty 3689.146380 = -267618.656552 nChanged 1 SP:Iteration 15Q (7546.340000 sec): 3 clusters Score: Raw -271308.082179 + Penalty 3689.146380 = -267618.935799 nChanged 0 SP:Iteration 16F (7546.350000 sec): 3 clusters Score: Raw -271308.082179 + Penalty 3689.146380 = -267618.935799 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.360000 sec): 2 clusters Score: Raw -307484.681263 + Penalty 1891.992965 = -305592.688299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.370000 sec): 3 clusters Score: Raw -306761.205800 + Penalty 3783.985929 = -302977.219870 nChanged 680 SP:Iteration 1F (7546.380000 sec): 3 clusters Score: Raw -307378.962268 + Penalty 3783.985929 = -303594.976339 nChanged 180 SP:Iteration 2F (7546.390000 sec): 3 clusters Score: Raw -307577.816379 + Penalty 3783.985929 = -303793.830450 nChanged 106 SP:Iteration 3F (7546.400000 sec): 3 clusters Score: Raw -307689.694092 + Penalty 3783.985929 = -303905.708163 nChanged 77 SP:Iteration 4Q (7546.410000 sec): 3 clusters Score: Raw -307774.399364 + Penalty 3783.985929 = -303990.413435 nChanged 67 SP:Iteration 5Q (7546.420000 sec): 3 clusters Score: Raw -307839.181682 + Penalty 3783.985929 = -304055.195753 nChanged 44 SP:Iteration 6Q (7546.420000 sec): 3 clusters Score: Raw -307879.937890 + Penalty 3783.985929 = -304095.951960 nChanged 36 SP:Iteration 7Q (7546.430000 sec): 3 clusters Score: Raw -307914.951861 + Penalty 3783.985929 = -304130.965932 nChanged 30 SP:Iteration 8Q (7546.440000 sec): 3 clusters Score: Raw -307949.306438 + Penalty 3783.985929 = -304165.320509 nChanged 32 SP:Iteration 9Q (7546.450000 sec): 3 clusters Score: Raw -307976.356664 + Penalty 3783.985929 = -304192.370735 nChanged 19 SP:Iteration 10Q (7546.460000 sec): 3 clusters Score: Raw -307994.689063 + Penalty 3783.985929 = -304210.703134 nChanged 13 SP:Iteration 11Q (7546.460000 sec): 3 clusters Score: Raw -308003.347949 + Penalty 3783.985929 = -304219.362020 nChanged 12 SP:Iteration 12Q (7546.470000 sec): 3 clusters Score: Raw -308011.443801 + Penalty 3783.985929 = -304227.457872 nChanged 10 SP:Iteration 13Q (7546.480000 sec): 3 clusters Score: Raw -308017.446285 + Penalty 3783.985929 = -304233.460356 nChanged 1 SP:Iteration 14Q (7546.490000 sec): 3 clusters Score: Raw -308018.173615 + Penalty 3783.985929 = -304234.187686 nChanged 3 SP:Iteration 15Q (7546.500000 sec): 3 clusters Score: Raw -308020.748912 + Penalty 3783.985929 = -304236.762982 nChanged 3 SP:Iteration 16Q (7546.500000 sec): 3 clusters Score: Raw -308022.599450 + Penalty 3783.985929 = -304238.613520 nChanged 3 SP:Iteration 17Q (7546.510000 sec): 3 clusters Score: Raw -308024.300644 + Penalty 3783.985929 = -304240.314714 nChanged 2 SP:Iteration 18Q (7546.520000 sec): 3 clusters Score: Raw -308024.811154 + Penalty 3783.985929 = -304240.825225 nChanged 1 SP:Iteration 19Q (7546.530000 sec): 3 clusters Score: Raw -308025.181812 + Penalty 3783.985929 = -304241.195883 nChanged 0 SP:Iteration 20F (7546.540000 sec): 3 clusters Score: Raw -308025.181812 + Penalty 3783.985929 = -304241.195883 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.540000 sec): 2 clusters Score: Raw -114585.380493 + Penalty 1662.390652 = -112922.989841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.540000 sec): 3 clusters Score: Raw -114560.317745 + Penalty 3324.781304 = -111235.536441 nChanged 203 SP:Iteration 1F (7546.550000 sec): 3 clusters Score: Raw -115133.443277 + Penalty 3324.781304 = -111808.661973 nChanged 66 SP:Iteration 2F (7546.550000 sec): 3 clusters Score: Raw -115366.320952 + Penalty 3324.781304 = -112041.539648 nChanged 45 SP:Iteration 3F (7546.560000 sec): 3 clusters Score: Raw -115483.843727 + Penalty 3324.781304 = -112159.062423 nChanged 26 SP:Iteration 4Q (7546.560000 sec): 3 clusters Score: Raw -115553.477449 + Penalty 3324.781304 = -112228.696145 nChanged 31 SP:Iteration 5Q (7546.560000 sec): 3 clusters Score: Raw -115687.551440 + Penalty 3324.781304 = -112362.770136 nChanged 36 SP:Iteration 6Q (7546.560000 sec): 3 clusters Score: Raw -115846.470816 + Penalty 3324.781304 = -112521.689512 nChanged 36 SP:Iteration 7Q (7546.570000 sec): 3 clusters Score: Raw -115957.368642 + Penalty 3324.781304 = -112632.587338 nChanged 20 SP:Iteration 8Q (7546.570000 sec): 3 clusters Score: Raw -116012.467813 + Penalty 3324.781304 = -112687.686509 nChanged 11 SP:Iteration 9Q (7546.570000 sec): 3 clusters Score: Raw -116040.786844 + Penalty 3324.781304 = -112716.005540 nChanged 12 SP:Iteration 10Q (7546.580000 sec): 3 clusters Score: Raw -116073.259369 + Penalty 3324.781304 = -112748.478065 nChanged 13 SP:Iteration 11Q (7546.580000 sec): 3 clusters Score: Raw -116120.224009 + Penalty 3324.781304 = -112795.442705 nChanged 15 SP:Iteration 12Q (7546.580000 sec): 3 clusters Score: Raw -116219.509667 + Penalty 3324.781304 = -112894.728363 nChanged 16 SP:Iteration 13Q (7546.580000 sec): 3 clusters Score: Raw -116311.438698 + Penalty 3324.781304 = -112986.657394 nChanged 11 SP:Iteration 14Q (7546.580000 sec): 3 clusters Score: Raw -116364.952653 + Penalty 3324.781304 = -113040.171349 nChanged 10 SP:Iteration 15Q (7546.590000 sec): 3 clusters Score: Raw -116447.911593 + Penalty 3324.781304 = -113123.130289 nChanged 9 SP:Iteration 16Q (7546.590000 sec): 3 clusters Score: Raw -116495.575320 + Penalty 3324.781304 = -113170.794016 nChanged 6 SP:Iteration 17Q (7546.590000 sec): 3 clusters Score: Raw -116508.125689 + Penalty 3324.781304 = -113183.344384 nChanged 5 SP:Iteration 18Q (7546.600000 sec): 3 clusters Score: Raw -116515.882875 + Penalty 3324.781304 = -113191.101571 nChanged 6 SP:Iteration 19Q (7546.600000 sec): 3 clusters Score: Raw -116530.578837 + Penalty 3324.781304 = -113205.797533 nChanged 7 SP:Iteration 20F (7546.600000 sec): 3 clusters Score: Raw -116548.202522 + Penalty 3324.781304 = -113223.421218 nChanged 4 SP:Iteration 21Q (7546.600000 sec): 3 clusters Score: Raw -116555.288816 + Penalty 3324.781304 = -113230.507512 nChanged 1 SP:Iteration 22Q (7546.610000 sec): 3 clusters Score: Raw -116555.761932 + Penalty 3324.781304 = -113230.980628 nChanged 0 SP:Iteration 23F (7546.610000 sec): 3 clusters Score: Raw -116555.761932 + Penalty 3324.781304 = -113230.980628 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 4.86 GB. Trying to split cluster 26 (8185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.650000 sec): 2 clusters Score: Raw -1276571.209529 + Penalty 2234.494505 = -1274336.715023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.680000 sec): 3 clusters Score: Raw -1272257.403357 + Penalty 4468.989011 = -1267788.414346 nChanged 3316 SP:Iteration 1F (7546.720000 sec): 3 clusters Score: Raw -1274043.012199 + Penalty 4468.989011 = -1269574.023189 nChanged 546 SP:Iteration 2F (7546.750000 sec): 3 clusters Score: Raw -1274299.002744 + Penalty 4468.989011 = -1269830.013733 nChanged 388 SP:Iteration 3Q (7546.780000 sec): 3 clusters Score: Raw -1274478.506263 + Penalty 4468.989011 = -1270009.517252 nChanged 306 SP:Iteration 4Q (7546.820000 sec): 3 clusters Score: Raw -1274609.836963 + Penalty 4468.989011 = -1270140.847952 nChanged 268 SP:Iteration 5Q (7546.850000 sec): 3 clusters Score: Raw -1274720.714430 + Penalty 4468.989011 = -1270251.725419 nChanged 245 SP:Iteration 6Q (7546.880000 sec): 3 clusters Score: Raw -1274823.678653 + Penalty 4468.989011 = -1270354.689642 nChanged 213 SP:Iteration 7Q (7546.920000 sec): 3 clusters Score: Raw -1274908.458230 + Penalty 4468.989011 = -1270439.469219 nChanged 191 SP:Iteration 8Q (7546.950000 sec): 3 clusters Score: Raw -1274990.708038 + Penalty 4468.989011 = -1270521.719027 nChanged 196 SP:Iteration 9Q (7546.980000 sec): 3 clusters Score: Raw -1275070.751207 + Penalty 4468.989011 = -1270601.762196 nChanged 167 SP:Iteration 10Q (7547.020000 sec): 3 clusters Score: Raw -1275131.750259 + Penalty 4468.989011 = -1270662.761248 nChanged 149 SP:Iteration 11Q (7547.050000 sec): 3 clusters Score: Raw -1275193.485851 + Penalty 4468.989011 = -1270724.496840 nChanged 156 SP:Iteration 12Q (7547.090000 sec): 3 clusters Score: Raw -1275251.322212 + Penalty 4468.989011 = -1270782.333201 nChanged 136 SP:Iteration 13Q (7547.120000 sec): 3 clusters Score: Raw -1275300.431289 + Penalty 4468.989011 = -1270831.442278 nChanged 126 SP:Iteration 14Q (7547.160000 sec): 3 clusters Score: Raw -1275344.449700 + Penalty 4468.989011 = -1270875.460689 nChanged 119 SP:Iteration 15Q (7547.190000 sec): 3 clusters Score: Raw -1275381.636357 + Penalty 4468.989011 = -1270912.647346 nChanged 103 SP:Iteration 16Q (7547.220000 sec): 3 clusters Score: Raw -1275416.871229 + Penalty 4468.989011 = -1270947.882218 nChanged 96 SP:Iteration 17Q (7547.250000 sec): 3 clusters Score: Raw -1275447.208308 + Penalty 4468.989011 = -1270978.219297 nChanged 102 SP:Iteration 18Q (7547.290000 sec): 3 clusters Score: Raw -1275481.628652 + Penalty 4468.989011 = -1271012.639641 nChanged 96 SP:Iteration 19Q (7547.320000 sec): 3 clusters Score: Raw -1275510.780345 + Penalty 4468.989011 = -1271041.791334 nChanged 75 SP:Iteration 20F (7547.350000 sec): 3 clusters Score: Raw -1275532.947371 + Penalty 4468.989011 = -1271063.958360 nChanged 81 SP:Iteration 21Q (7547.390000 sec): 3 clusters Score: Raw -1275557.754634 + Penalty 4468.989011 = -1271088.765623 nChanged 69 SP:Iteration 22Q (7547.420000 sec): 3 clusters Score: Raw -1275578.131087 + Penalty 4468.989011 = -1271109.142076 nChanged 68 SP:Iteration 23Q (7547.450000 sec): 3 clusters Score: Raw -1275597.707985 + Penalty 4468.989011 = -1271128.718974 nChanged 68 SP:Iteration 24Q (7547.480000 sec): 3 clusters Score: Raw -1275620.276247 + Penalty 4468.989011 = -1271151.287236 nChanged 68 SP:Iteration 25Q (7547.520000 sec): 3 clusters Score: Raw -1275640.525378 + Penalty 4468.989011 = -1271171.536367 nChanged 63 SP:Iteration 26Q (7547.550000 sec): 3 clusters Score: Raw -1275658.450038 + Penalty 4468.989011 = -1271189.461027 nChanged 57 SP:Iteration 27Q (7547.580000 sec): 3 clusters Score: Raw -1275676.249529 + Penalty 4468.989011 = -1271207.260518 nChanged 64 SP:Iteration 28Q (7547.620000 sec): 3 clusters Score: Raw -1275694.518340 + Penalty 4468.989011 = -1271225.529329 nChanged 67 SP:Iteration 29Q (7547.650000 sec): 3 clusters Score: Raw -1275712.093323 + Penalty 4468.989011 = -1271243.104312 nChanged 60 SP:Iteration 30Q (7547.680000 sec): 3 clusters Score: Raw -1275729.282029 + Penalty 4468.989011 = -1271260.293018 nChanged 55 SP:Iteration 31Q (7547.710000 sec): 3 clusters Score: Raw -1275742.142181 + Penalty 4468.989011 = -1271273.153170 nChanged 48 SP:Iteration 32Q (7547.750000 sec): 3 clusters Score: Raw -1275754.091016 + Penalty 4468.989011 = -1271285.102005 nChanged 50 SP:Iteration 33Q (7547.780000 sec): 3 clusters Score: Raw -1275766.735050 + Penalty 4468.989011 = -1271297.746039 nChanged 51 SP:Iteration 34Q (7547.810000 sec): 3 clusters Score: Raw -1275781.780687 + Penalty 4468.989011 = -1271312.791676 nChanged 66 SP:Iteration 35Q (7547.840000 sec): 3 clusters Score: Raw -1275803.982492 + Penalty 4468.989011 = -1271334.993481 nChanged 76 SP:Iteration 36Q (7547.880000 sec): 3 clusters Score: Raw -1275830.109551 + Penalty 4468.989011 = -1271361.120540 nChanged 77 SP:Iteration 37Q (7547.910000 sec): 3 clusters Score: Raw -1275852.947925 + Penalty 4468.989011 = -1271383.958914 nChanged 76 SP:Iteration 38Q (7547.940000 sec): 3 clusters Score: Raw -1275876.732857 + Penalty 4468.989011 = -1271407.743847 nChanged 72 SP:Iteration 39Q (7547.970000 sec): 3 clusters Score: Raw -1275899.634785 + Penalty 4468.989011 = -1271430.645774 nChanged 76 SP:Iteration 40F (7548.000000 sec): 3 clusters Score: Raw -1275926.198954 + Penalty 4468.989011 = -1271457.209943 nChanged 79 SP:Iteration 41Q (7548.040000 sec): 3 clusters Score: Raw -1275954.121676 + Penalty 4468.989011 = -1271485.132665 nChanged 72 SP:Iteration 42Q (7548.070000 sec): 3 clusters Score: Raw -1275979.508240 + Penalty 4468.989011 = -1271510.519229 nChanged 75 SP:Iteration 43Q (7548.100000 sec): 3 clusters Score: Raw -1276006.837923 + Penalty 4468.989011 = -1271537.848912 nChanged 72 SP:Iteration 44Q (7548.140000 sec): 3 clusters Score: Raw -1276036.184946 + Penalty 4468.989011 = -1271567.195935 nChanged 86 SP:Iteration 45Q (7548.160000 sec): 3 clusters Score: Raw -1276074.012198 + Penalty 4468.989011 = -1271605.023187 nChanged 98 SP:Iteration 46Q (7548.200000 sec): 3 clusters Score: Raw -1276120.521380 + Penalty 4468.989011 = -1271651.532369 nChanged 103 SP:Iteration 47Q (7548.230000 sec): 3 clusters Score: Raw -1276172.807213 + Penalty 4468.989011 = -1271703.818202 nChanged 99 SP:Iteration 48Q (7548.260000 sec): 3 clusters Score: Raw -1276220.502822 + Penalty 4468.989011 = -1271751.513811 nChanged 104 SP:Iteration 49Q (7548.290000 sec): 3 clusters Score: Raw -1276274.367200 + Penalty 4468.989011 = -1271805.378189 nChanged 83 SP:Iteration 50Q (7548.320000 sec): 3 clusters Score: Raw -1276320.035513 + Penalty 4468.989011 = -1271851.046502 nChanged 75 SP:Iteration 51Q (7548.350000 sec): 3 clusters Score: Raw -1276361.662591 + Penalty 4468.989011 = -1271892.673580 nChanged 88 SP:Iteration 52Q (7548.380000 sec): 3 clusters Score: Raw -1276403.620392 + Penalty 4468.989011 = -1271934.631381 nChanged 68 SP:Iteration 53Q (7548.410000 sec): 3 clusters Score: Raw -1276437.721504 + Penalty 4468.989011 = -1271968.732493 nChanged 75 SP:Iteration 54Q (7548.440000 sec): 3 clusters Score: Raw -1276481.358991 + Penalty 4468.989011 = -1272012.369980 nChanged 81 SP:Iteration 55Q (7548.470000 sec): 3 clusters Score: Raw -1276532.285196 + Penalty 4468.989011 = -1272063.296185 nChanged 84 SP:Iteration 56Q (7548.500000 sec): 3 clusters Score: Raw -1276583.829161 + Penalty 4468.989011 = -1272114.840150 nChanged 73 SP:Iteration 57Q (7548.530000 sec): 3 clusters Score: Raw -1276627.015874 + Penalty 4468.989011 = -1272158.026863 nChanged 61 SP:Iteration 58Q (7548.560000 sec): 3 clusters Score: Raw -1276659.086649 + Penalty 4468.989011 = -1272190.097638 nChanged 47 SP:Iteration 59Q (7548.580000 sec): 3 clusters Score: Raw -1276690.693431 + Penalty 4468.989011 = -1272221.704420 nChanged 45 SP:Iteration 60F (7548.620000 sec): 3 clusters Score: Raw -1276717.701985 + Penalty 4468.989011 = -1272248.712974 nChanged 36 SP:Iteration 61Q (7548.640000 sec): 3 clusters Score: Raw -1276740.123804 + Penalty 4468.989011 = -1272271.134793 nChanged 30 SP:Iteration 62Q (7548.670000 sec): 3 clusters Score: Raw -1276761.275459 + Penalty 4468.989011 = -1272292.286448 nChanged 30 SP:Iteration 63Q (7548.700000 sec): 3 clusters Score: Raw -1276780.039942 + Penalty 4468.989011 = -1272311.050931 nChanged 18 SP:Iteration 64Q (7548.730000 sec): 3 clusters Score: Raw -1276791.274670 + Penalty 4468.989011 = -1272322.285659 nChanged 18 SP:Iteration 65Q (7548.750000 sec): 3 clusters Score: Raw -1276800.533039 + Penalty 4468.989011 = -1272331.544028 nChanged 15 SP:Iteration 66Q (7548.780000 sec): 3 clusters Score: Raw -1276808.664915 + Penalty 4468.989011 = -1272339.675904 nChanged 14 SP:Iteration 67Q (7548.810000 sec): 3 clusters Score: Raw -1276818.449945 + Penalty 4468.989011 = -1272349.460934 nChanged 16 SP:Iteration 68Q (7548.830000 sec): 3 clusters Score: Raw -1276826.569920 + Penalty 4468.989011 = -1272357.580909 nChanged 17 SP:Iteration 69Q (7548.860000 sec): 3 clusters Score: Raw -1276835.896219 + Penalty 4468.989011 = -1272366.907208 nChanged 7 SP:Iteration 70Q (7548.890000 sec): 3 clusters Score: Raw -1276839.795359 + Penalty 4468.989011 = -1272370.806348 nChanged 4 SP:Iteration 71Q (7548.910000 sec): 3 clusters Score: Raw -1276842.232061 + Penalty 4468.989011 = -1272373.243050 nChanged 4 SP:Iteration 72Q (7548.940000 sec): 3 clusters Score: Raw -1276845.262424 + Penalty 4468.989011 = -1272376.273413 nChanged 10 SP:Iteration 73Q (7548.970000 sec): 3 clusters Score: Raw -1276849.856825 + Penalty 4468.989011 = -1272380.867814 nChanged 8 SP:Iteration 74Q (7548.990000 sec): 3 clusters Score: Raw -1276855.689781 + Penalty 4468.989011 = -1272386.700770 nChanged 10 SP:Iteration 75Q (7549.020000 sec): 3 clusters Score: Raw -1276862.245582 + Penalty 4468.989011 = -1272393.256571 nChanged 9 SP:Iteration 76Q (7549.050000 sec): 3 clusters Score: Raw -1276866.556947 + Penalty 4468.989011 = -1272397.567936 nChanged 9 SP:Iteration 77Q (7549.080000 sec): 3 clusters Score: Raw -1276871.593314 + Penalty 4468.989011 = -1272402.604303 nChanged 6 SP:Iteration 78Q (7549.100000 sec): 3 clusters Score: Raw -1276876.144719 + Penalty 4468.989011 = -1272407.155708 nChanged 8 SP:Iteration 79Q (7549.130000 sec): 3 clusters Score: Raw -1276881.359228 + Penalty 4468.989011 = -1272412.370217 nChanged 10 SP:Iteration 80F (7549.160000 sec): 3 clusters Score: Raw -1276888.576366 + Penalty 4468.989011 = -1272419.587355 nChanged 10 SP:Iteration 81Q (7549.190000 sec): 3 clusters Score: Raw -1276895.644327 + Penalty 4468.989011 = -1272426.655316 nChanged 14 SP:Iteration 82Q (7549.220000 sec): 3 clusters Score: Raw -1276906.029761 + Penalty 4468.989011 = -1272437.040750 nChanged 18 SP:Iteration 83Q (7549.240000 sec): 3 clusters Score: Raw -1276918.425187 + Penalty 4468.989011 = -1272449.436176 nChanged 17 SP:Iteration 84Q (7549.270000 sec): 3 clusters Score: Raw -1276930.711851 + Penalty 4468.989011 = -1272461.722840 nChanged 7 SP:Iteration 85Q (7549.300000 sec): 3 clusters Score: Raw -1276935.461490 + Penalty 4468.989011 = -1272466.472479 nChanged 8 SP:Iteration 86Q (7549.330000 sec): 3 clusters Score: Raw -1276941.216044 + Penalty 4468.989011 = -1272472.227033 nChanged 5 SP:Iteration 87Q (7549.360000 sec): 3 clusters Score: Raw -1276944.150995 + Penalty 4468.989011 = -1272475.161985 nChanged 3 SP:Iteration 88Q (7549.380000 sec): 3 clusters Score: Raw -1276946.897730 + Penalty 4468.989011 = -1272477.908719 nChanged 3 SP:Iteration 89Q (7549.410000 sec): 3 clusters Score: Raw -1276948.687770 + Penalty 4468.989011 = -1272479.698759 nChanged 2 SP:Iteration 90Q (7549.440000 sec): 3 clusters Score: Raw -1276949.926403 + Penalty 4468.989011 = -1272480.937392 nChanged 3 SP:Iteration 91Q (7549.460000 sec): 3 clusters Score: Raw -1276951.321896 + Penalty 4468.989011 = -1272482.332885 nChanged 1 SP:Iteration 92Q (7549.490000 sec): 3 clusters Score: Raw -1276951.865186 + Penalty 4468.989011 = -1272482.876175 nChanged 0 SP:Iteration 93F (7549.520000 sec): 3 clusters Score: Raw -1276951.865186 + Penalty 4468.989011 = -1272482.876175 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.530000 sec): 2 clusters Score: Raw -45276.364108 + Penalty 1448.479131 = -43827.884977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.530000 sec): 3 clusters Score: Raw -45471.594816 + Penalty 2896.958262 = -42574.636554 nChanged 59 SP:Iteration 1F (7549.530000 sec): 3 clusters Score: Raw -45697.577748 + Penalty 2896.958262 = -42800.619485 nChanged 18 SP:Iteration 2F (7549.530000 sec): 3 clusters Score: Raw -45798.021480 + Penalty 2896.958262 = -42901.063218 nChanged 13 SP:Iteration 3Q (7549.540000 sec): 3 clusters Score: Raw -45852.390415 + Penalty 2896.958262 = -42955.432153 nChanged 12 SP:Iteration 4Q (7549.540000 sec): 3 clusters Score: Raw -45923.302762 + Penalty 2896.958262 = -43026.344500 nChanged 11 SP:Iteration 5Q (7549.540000 sec): 3 clusters Score: Raw -46022.847377 + Penalty 2896.958262 = -43125.889115 nChanged 13 SP:Iteration 6Q (7549.540000 sec): 3 clusters Score: Raw -46142.814023 + Penalty 2896.958262 = -43245.855761 nChanged 10 SP:Iteration 7Q (7549.540000 sec): 3 clusters Score: Raw -46242.095229 + Penalty 2896.958262 = -43345.136967 nChanged 10 SP:Iteration 8Q (7549.540000 sec): 3 clusters Score: Raw -46300.193188 + Penalty 2896.958262 = -43403.234926 nChanged 3 SP:Iteration 9Q (7549.540000 sec): 3 clusters Score: Raw -46335.340381 + Penalty 2896.958262 = -43438.382119 nChanged 3 SP:Iteration 10Q (7549.540000 sec): 3 clusters Score: Raw -46368.277145 + Penalty 2896.958262 = -43471.318883 nChanged 5 SP:Iteration 11Q (7549.540000 sec): 3 clusters Score: Raw -46480.395514 + Penalty 2896.958262 = -43583.437252 nChanged 3 SP:Iteration 12Q (7549.540000 sec): 3 clusters Score: Raw -46508.114135 + Penalty 2896.958262 = -43611.155873 nChanged 0 SP:Iteration 13F (7549.550000 sec): 3 clusters Score: Raw -46514.385127 + Penalty 2896.958262 = -43617.426865 nChanged 2 SP:Iteration 14Q (7549.550000 sec): 3 clusters Score: Raw -46548.750059 + Penalty 2896.958262 = -43651.791796 nChanged 2 SP:Iteration 15Q (7549.550000 sec): 3 clusters Score: Raw -46566.244874 + Penalty 2896.958262 = -43669.286612 nChanged 0 SP:Iteration 16F (7549.550000 sec): 3 clusters Score: Raw -46566.244874 + Penalty 2896.958262 = -43669.286612 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.560000 sec): 2 clusters Score: Raw -54635.462685 + Penalty 1485.883208 = -53149.579477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.560000 sec): 3 clusters Score: Raw -54777.187643 + Penalty 2971.766415 = -51805.421228 nChanged 67 SP:Iteration 1F (7549.560000 sec): 3 clusters Score: Raw -55020.521178 + Penalty 2971.766415 = -52048.754762 nChanged 14 SP:Iteration 2Q (7549.560000 sec): 3 clusters Score: Raw -55192.735863 + Penalty 2971.766415 = -52220.969448 nChanged 16 SP:Iteration 3Q (7549.560000 sec): 3 clusters Score: Raw -55235.797353 + Penalty 2971.766415 = -52264.030938 nChanged 13 SP:Iteration 4Q (7549.560000 sec): 3 clusters Score: Raw -55277.038790 + Penalty 2971.766415 = -52305.272375 nChanged 12 SP:Iteration 5Q (7549.560000 sec): 3 clusters Score: Raw -55309.714886 + Penalty 2971.766415 = -52337.948471 nChanged 13 SP:Iteration 6Q (7549.570000 sec): 3 clusters Score: Raw -55360.040680 + Penalty 2971.766415 = -52388.274265 nChanged 9 SP:Iteration 7Q (7549.570000 sec): 3 clusters Score: Raw -55405.069296 + Penalty 2971.766415 = -52433.302881 nChanged 13 SP:Iteration 8Q (7549.570000 sec): 3 clusters Score: Raw -55472.974837 + Penalty 2971.766415 = -52501.208422 nChanged 14 SP:Iteration 9Q (7549.570000 sec): 3 clusters Score: Raw -55551.169078 + Penalty 2971.766415 = -52579.402662 nChanged 13 SP:Iteration 10Q (7549.570000 sec): 3 clusters Score: Raw -55596.028831 + Penalty 2971.766415 = -52624.262416 nChanged 12 SP:Iteration 11Q (7549.570000 sec): 3 clusters Score: Raw -55647.600864 + Penalty 2971.766415 = -52675.834449 nChanged 9 SP:Iteration 12Q (7549.580000 sec): 3 clusters Score: Raw -55699.056795 + Penalty 2971.766415 = -52727.290380 nChanged 5 SP:Iteration 13Q (7549.580000 sec): 3 clusters Score: Raw -55723.996336 + Penalty 2971.766415 = -52752.229921 nChanged 2 SP:Iteration 14Q (7549.580000 sec): 3 clusters Score: Raw -55734.688733 + Penalty 2971.766415 = -52762.922317 nChanged 2 SP:Iteration 15Q (7549.580000 sec): 3 clusters Score: Raw -55747.500585 + Penalty 2971.766415 = -52775.734169 nChanged 1 SP:Iteration 16Q (7549.580000 sec): 3 clusters Score: Raw -55749.863420 + Penalty 2971.766415 = -52778.097004 nChanged 2 SP:Iteration 17Q (7549.580000 sec): 3 clusters Score: Raw -55763.526740 + Penalty 2971.766415 = -52791.760324 nChanged 2 SP:Iteration 18Q (7549.580000 sec): 3 clusters Score: Raw -55784.007131 + Penalty 2971.766415 = -52812.240716 nChanged 3 SP:Iteration 19Q (7549.580000 sec): 3 clusters Score: Raw -55802.093181 + Penalty 2971.766415 = -52830.326765 nChanged 3 SP:Iteration 20F (7549.590000 sec): 3 clusters Score: Raw -55834.260310 + Penalty 2971.766415 = -52862.493895 nChanged 4 SP:Iteration 21Q (7549.590000 sec): 3 clusters Score: Raw -55914.091729 + Penalty 2971.766415 = -52942.325314 nChanged 2 SP:Iteration 22Q (7549.590000 sec): 3 clusters Score: Raw -55927.500291 + Penalty 2971.766415 = -52955.733876 nChanged 0 SP:Iteration 23F (7549.590000 sec): 3 clusters Score: Raw -55927.500291 + Penalty 2971.766415 = -52955.733876 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.600000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.600000 sec): 3 clusters Score: Raw -156395.377875 + Penalty 3432.163190 = -152963.214685 nChanged 252 SP:Iteration 1F (7549.600000 sec): 3 clusters Score: Raw -156647.161182 + Penalty 3432.163190 = -153214.997992 nChanged 57 SP:Iteration 2F (7549.610000 sec): 3 clusters Score: Raw -156719.438859 + Penalty 3432.163190 = -153287.275670 nChanged 34 SP:Iteration 3Q (7549.610000 sec): 3 clusters Score: Raw -156761.220137 + Penalty 3432.163190 = -153329.056947 nChanged 21 SP:Iteration 4Q (7549.620000 sec): 3 clusters Score: Raw -156787.693835 + Penalty 3432.163190 = -153355.530646 nChanged 12 SP:Iteration 5Q (7549.620000 sec): 3 clusters Score: Raw -156801.920232 + Penalty 3432.163190 = -153369.757043 nChanged 8 SP:Iteration 6Q (7549.630000 sec): 3 clusters Score: Raw -156811.521591 + Penalty 3432.163190 = -153379.358402 nChanged 4 SP:Iteration 7Q (7549.630000 sec): 3 clusters Score: Raw -156816.659389 + Penalty 3432.163190 = -153384.496199 nChanged 4 SP:Iteration 8Q (7549.640000 sec): 3 clusters Score: Raw -156819.884560 + Penalty 3432.163190 = -153387.721371 nChanged 3 SP:Iteration 9Q (7549.640000 sec): 3 clusters Score: Raw -156823.966516 + Penalty 3432.163190 = -153391.803327 nChanged 1 SP:Iteration 10Q (7549.640000 sec): 3 clusters Score: Raw -156825.386587 + Penalty 3432.163190 = -153393.223397 nChanged 2 SP:Iteration 11Q (7549.650000 sec): 3 clusters Score: Raw -156827.544300 + Penalty 3432.163190 = -153395.381111 nChanged 1 SP:Iteration 12Q (7549.650000 sec): 3 clusters Score: Raw -156828.133248 + Penalty 3432.163190 = -153395.970059 nChanged 1 SP:Iteration 13Q (7549.660000 sec): 3 clusters Score: Raw -156828.769100 + Penalty 3432.163190 = -153396.605910 nChanged 0 SP:Iteration 14F (7549.660000 sec): 3 clusters Score: Raw -156828.769100 + Penalty 3432.163190 = -153396.605910 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.660000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.670000 sec): 3 clusters Score: Raw -82007.494082 + Penalty 3132.417569 = -78875.076513 nChanged 102 SP:Iteration 1F (7549.670000 sec): 3 clusters Score: Raw -82195.100067 + Penalty 3132.417569 = -79062.682498 nChanged 25 SP:Iteration 2Q (7549.670000 sec): 3 clusters Score: Raw -82244.814627 + Penalty 3132.417569 = -79112.397058 nChanged 9 SP:Iteration 3Q (7549.680000 sec): 3 clusters Score: Raw -82265.023780 + Penalty 3132.417569 = -79132.606211 nChanged 7 SP:Iteration 4Q (7549.680000 sec): 3 clusters Score: Raw -82284.001931 + Penalty 3132.417569 = -79151.584362 nChanged 2 SP:Iteration 5Q (7549.680000 sec): 3 clusters Score: Raw -82288.313843 + Penalty 3132.417569 = -79155.896274 nChanged 0 SP:Iteration 6F (7549.680000 sec): 3 clusters Score: Raw -82288.313843 + Penalty 3132.417569 = -79155.896274 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.720000 sec): 2 clusters Score: Raw -1608252.303545 + Penalty 2293.580955 = -1605958.722590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.760000 sec): 3 clusters Score: Raw -1602631.748049 + Penalty 4587.161910 = -1598044.586138 nChanged 4357 SP:Iteration 1F (7549.810000 sec): 3 clusters Score: Raw -1605030.465300 + Penalty 4587.161910 = -1600443.303389 nChanged 745 SP:Iteration 2F (7549.850000 sec): 3 clusters Score: Raw -1605474.007295 + Penalty 4587.161910 = -1600886.845384 nChanged 651 SP:Iteration 3F (7549.900000 sec): 3 clusters Score: Raw -1605841.226045 + Penalty 4587.161910 = -1601254.064134 nChanged 588 SP:Iteration 4F (7549.940000 sec): 3 clusters Score: Raw -1606170.595054 + Penalty 4587.161910 = -1601583.433144 nChanged 532 SP:Iteration 5F (7549.980000 sec): 3 clusters Score: Raw -1606498.359362 + Penalty 4587.161910 = -1601911.197452 nChanged 527 SP:Iteration 6F (7550.020000 sec): 3 clusters Score: Raw -1606810.760342 + Penalty 4587.161910 = -1602223.598432 nChanged 465 SP:Iteration 7Q (7550.060000 sec): 3 clusters Score: Raw -1607083.636448 + Penalty 4587.161910 = -1602496.474538 nChanged 425 SP:Iteration 8Q (7550.110000 sec): 3 clusters Score: Raw -1607341.236084 + Penalty 4587.161910 = -1602754.074174 nChanged 403 SP:Iteration 9Q (7550.150000 sec): 3 clusters Score: Raw -1607579.842779 + Penalty 4587.161910 = -1602992.680869 nChanged 318 SP:Iteration 10Q (7550.200000 sec): 3 clusters Score: Raw -1607760.808080 + Penalty 4587.161910 = -1603173.646170 nChanged 268 SP:Iteration 11Q (7550.240000 sec): 3 clusters Score: Raw -1607920.519005 + Penalty 4587.161910 = -1603333.357094 nChanged 246 SP:Iteration 12Q (7550.280000 sec): 3 clusters Score: Raw -1608051.697235 + Penalty 4587.161910 = -1603464.535325 nChanged 199 SP:Iteration 13Q (7550.320000 sec): 3 clusters Score: Raw -1608156.314815 + Penalty 4587.161910 = -1603569.152905 nChanged 152 SP:Iteration 14Q (7550.360000 sec): 3 clusters Score: Raw -1608234.468368 + Penalty 4587.161910 = -1603647.306458 nChanged 107 SP:Iteration 15Q (7550.400000 sec): 3 clusters Score: Raw -1608294.377378 + Penalty 4587.161910 = -1603707.215468 nChanged 111 SP:Iteration 16Q (7550.450000 sec): 3 clusters Score: Raw -1608360.453513 + Penalty 4587.161910 = -1603773.291603 nChanged 109 SP:Iteration 17Q (7550.490000 sec): 3 clusters Score: Raw -1608425.566939 + Penalty 4587.161910 = -1603838.405029 nChanged 86 SP:Iteration 18Q (7550.530000 sec): 3 clusters Score: Raw -1608484.069478 + Penalty 4587.161910 = -1603896.907568 nChanged 86 SP:Iteration 19Q (7550.570000 sec): 3 clusters Score: Raw -1608542.076758 + Penalty 4587.161910 = -1603954.914848 nChanged 69 SP:Iteration 20F (7550.610000 sec): 3 clusters Score: Raw -1608588.739431 + Penalty 4587.161910 = -1604001.577521 nChanged 53 SP:Iteration 21Q (7550.650000 sec): 3 clusters Score: Raw -1608621.376191 + Penalty 4587.161910 = -1604034.214281 nChanged 48 SP:Iteration 22Q (7550.690000 sec): 3 clusters Score: Raw -1608652.078170 + Penalty 4587.161910 = -1604064.916260 nChanged 38 SP:Iteration 23Q (7550.720000 sec): 3 clusters Score: Raw -1608672.320616 + Penalty 4587.161910 = -1604085.158706 nChanged 30 SP:Iteration 24Q (7550.760000 sec): 3 clusters Score: Raw -1608686.524925 + Penalty 4587.161910 = -1604099.363014 nChanged 18 SP:Iteration 25Q (7550.800000 sec): 3 clusters Score: Raw -1608694.856140 + Penalty 4587.161910 = -1604107.694229 nChanged 21 SP:Iteration 26Q (7550.840000 sec): 3 clusters Score: Raw -1608705.323946 + Penalty 4587.161910 = -1604118.162036 nChanged 21 SP:Iteration 27Q (7550.870000 sec): 3 clusters Score: Raw -1608714.131413 + Penalty 4587.161910 = -1604126.969503 nChanged 11 SP:Iteration 28Q (7550.910000 sec): 3 clusters Score: Raw -1608720.306658 + Penalty 4587.161910 = -1604133.144748 nChanged 16 SP:Iteration 29Q (7550.940000 sec): 3 clusters Score: Raw -1608727.465900 + Penalty 4587.161910 = -1604140.303990 nChanged 6 SP:Iteration 30Q (7550.980000 sec): 3 clusters Score: Raw -1608730.728705 + Penalty 4587.161910 = -1604143.566794 nChanged 7 SP:Iteration 31Q (7551.020000 sec): 3 clusters Score: Raw -1608734.393216 + Penalty 4587.161910 = -1604147.231306 nChanged 4 SP:Iteration 32Q (7551.050000 sec): 3 clusters Score: Raw -1608736.375040 + Penalty 4587.161910 = -1604149.213130 nChanged 1 SP:Iteration 33Q (7551.090000 sec): 3 clusters Score: Raw -1608736.537334 + Penalty 4587.161910 = -1604149.375424 nChanged 0 SP:Iteration 34F (7551.130000 sec): 3 clusters Score: Raw -1608736.537334 + Penalty 4587.161910 = -1604149.375424 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7551.200000 sec): 2 clusters Score: Raw -2470265.860477 + Penalty 2412.204497 = -2467853.655980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7551.260000 sec): 3 clusters Score: Raw -2460648.161613 + Penalty 4824.408993 = -2455823.752620 nChanged 7370 SP:Iteration 1F (7551.330000 sec): 3 clusters Score: Raw -2465030.585921 + Penalty 4824.408993 = -2460206.176928 nChanged 1290 SP:Iteration 2F (7551.400000 sec): 3 clusters Score: Raw -2466000.789850 + Penalty 4824.408993 = -2461176.380857 nChanged 1282 SP:Iteration 3F (7551.470000 sec): 3 clusters Score: Raw -2467020.345689 + Penalty 4824.408993 = -2462195.936695 nChanged 1209 SP:Iteration 4F (7551.540000 sec): 3 clusters Score: Raw -2467935.894268 + Penalty 4824.408993 = -2463111.485275 nChanged 1084 SP:Iteration 5F (7551.600000 sec): 3 clusters Score: Raw -2468708.993157 + Penalty 4824.408993 = -2463884.584164 nChanged 911 SP:Iteration 6F (7551.680000 sec): 3 clusters Score: Raw -2469302.560832 + Penalty 4824.408993 = -2464478.151838 nChanged 744 SP:Iteration 7Q (7551.740000 sec): 3 clusters Score: Raw -2469804.584958 + Penalty 4824.408993 = -2464980.175965 nChanged 634 SP:Iteration 8Q (7551.810000 sec): 3 clusters Score: Raw -2470206.484386 + Penalty 4824.408993 = -2465382.075393 nChanged 521 SP:Iteration 9Q (7551.880000 sec): 3 clusters Score: Raw -2470496.166768 + Penalty 4824.408993 = -2465671.757775 nChanged 386 SP:Iteration 10Q (7551.940000 sec): 3 clusters Score: Raw -2470689.597687 + Penalty 4824.408993 = -2465865.188693 nChanged 313 SP:Iteration 11Q (7552.010000 sec): 3 clusters Score: Raw -2470829.876577 + Penalty 4824.408993 = -2466005.467583 nChanged 270 SP:Iteration 12Q (7552.080000 sec): 3 clusters Score: Raw -2470942.947482 + Penalty 4824.408993 = -2466118.538489 nChanged 209 SP:Iteration 13Q (7552.140000 sec): 3 clusters Score: Raw -2471018.549878 + Penalty 4824.408993 = -2466194.140885 nChanged 165 SP:Iteration 14Q (7552.210000 sec): 3 clusters Score: Raw -2471069.692612 + Penalty 4824.408993 = -2466245.283619 nChanged 133 SP:Iteration 15Q (7552.270000 sec): 3 clusters Score: Raw -2471098.566190 + Penalty 4824.408993 = -2466274.157197 nChanged 85 SP:Iteration 16Q (7552.340000 sec): 3 clusters Score: Raw -2471119.257592 + Penalty 4824.408993 = -2466294.848598 nChanged 78 SP:Iteration 17Q (7552.400000 sec): 3 clusters Score: Raw -2471142.265454 + Penalty 4824.408993 = -2466317.856461 nChanged 75 SP:Iteration 18Q (7552.460000 sec): 3 clusters Score: Raw -2471165.572607 + Penalty 4824.408993 = -2466341.163614 nChanged 77 SP:Iteration 19Q (7552.530000 sec): 3 clusters Score: Raw -2471199.140434 + Penalty 4824.408993 = -2466374.731440 nChanged 94 SP:Iteration 20F (7552.600000 sec): 3 clusters Score: Raw -2471238.524804 + Penalty 4824.408993 = -2466414.115811 nChanged 105 SP:Iteration 21Q (7552.660000 sec): 3 clusters Score: Raw -2471275.972322 + Penalty 4824.408993 = -2466451.563328 nChanged 93 SP:Iteration 22Q (7552.730000 sec): 3 clusters Score: Raw -2471315.470470 + Penalty 4824.408993 = -2466491.061477 nChanged 94 SP:Iteration 23Q (7552.790000 sec): 3 clusters Score: Raw -2471342.289542 + Penalty 4824.408993 = -2466517.880549 nChanged 74 SP:Iteration 24Q (7552.860000 sec): 3 clusters Score: Raw -2471356.771230 + Penalty 4824.408993 = -2466532.362237 nChanged 51 SP:Iteration 25Q (7552.920000 sec): 3 clusters Score: Raw -2471366.223643 + Penalty 4824.408993 = -2466541.814650 nChanged 38 SP:Iteration 26Q (7552.980000 sec): 3 clusters Score: Raw -2471372.708019 + Penalty 4824.408993 = -2466548.299025 nChanged 28 SP:Iteration 27Q (7553.040000 sec): 3 clusters Score: Raw -2471376.514384 + Penalty 4824.408993 = -2466552.105391 nChanged 21 SP:Iteration 28Q (7553.110000 sec): 3 clusters Score: Raw -2471379.523371 + Penalty 4824.408993 = -2466555.114378 nChanged 19 SP:Iteration 29Q (7553.170000 sec): 3 clusters Score: Raw -2471382.462134 + Penalty 4824.408993 = -2466558.053140 nChanged 14 SP:Iteration 30Q (7553.230000 sec): 3 clusters Score: Raw -2471384.112908 + Penalty 4824.408993 = -2466559.703914 nChanged 9 SP:Iteration 31Q (7553.300000 sec): 3 clusters Score: Raw -2471385.012017 + Penalty 4824.408993 = -2466560.603024 nChanged 6 SP:Iteration 32Q (7553.360000 sec): 3 clusters Score: Raw -2471385.601599 + Penalty 4824.408993 = -2466561.192606 nChanged 8 SP:Iteration 33Q (7553.420000 sec): 3 clusters Score: Raw -2471386.428786 + Penalty 4824.408993 = -2466562.019793 nChanged 7 SP:Iteration 34Q (7553.490000 sec): 3 clusters Score: Raw -2471387.310981 + Penalty 4824.408993 = -2466562.901988 nChanged 8 SP:Iteration 35Q (7553.550000 sec): 3 clusters Score: Raw -2471387.987471 + Penalty 4824.408993 = -2466563.578477 nChanged 5 SP:Iteration 36Q (7553.610000 sec): 3 clusters Score: Raw -2471388.454973 + Penalty 4824.408993 = -2466564.045980 nChanged 2 SP:Iteration 37Q (7553.680000 sec): 3 clusters Score: Raw -2471388.573113 + Penalty 4824.408993 = -2466564.164120 nChanged 0 SP:Iteration 38F (7553.740000 sec): 3 clusters Score: Raw -2471388.573113 + Penalty 4824.408993 = -2466564.164120 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7553.760000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7553.760000 sec): 3 clusters Score: Raw -107251.305661 + Penalty 3253.569158 = -103997.736503 nChanged 159 SP:Iteration 1F (7553.760000 sec): 3 clusters Score: Raw -107538.116670 + Penalty 3253.569158 = -104284.547512 nChanged 42 SP:Iteration 2F (7553.760000 sec): 3 clusters Score: Raw -107628.940863 + Penalty 3253.569158 = -104375.371705 nChanged 22 SP:Iteration 3Q (7553.770000 sec): 3 clusters Score: Raw -107678.617150 + Penalty 3253.569158 = -104425.047992 nChanged 13 SP:Iteration 4Q (7553.770000 sec): 3 clusters Score: Raw -107707.104534 + Penalty 3253.569158 = -104453.535377 nChanged 11 SP:Iteration 5Q (7553.770000 sec): 3 clusters Score: Raw -107736.500624 + Penalty 3253.569158 = -104482.931466 nChanged 8 SP:Iteration 6Q (7553.780000 sec): 3 clusters Score: Raw -107754.902683 + Penalty 3253.569158 = -104501.333526 nChanged 8 SP:Iteration 7Q (7553.780000 sec): 3 clusters Score: Raw -107771.099146 + Penalty 3253.569158 = -104517.529988 nChanged 5 SP:Iteration 8Q (7553.780000 sec): 3 clusters Score: Raw -107788.247694 + Penalty 3253.569158 = -104534.678536 nChanged 7 SP:Iteration 9Q (7553.780000 sec): 3 clusters Score: Raw -107803.893201 + Penalty 3253.569158 = -104550.324043 nChanged 9 SP:Iteration 10Q (7553.790000 sec): 3 clusters Score: Raw -107818.772854 + Penalty 3253.569158 = -104565.203696 nChanged 6 SP:Iteration 11Q (7553.790000 sec): 3 clusters Score: Raw -107837.227183 + Penalty 3253.569158 = -104583.658025 nChanged 5 SP:Iteration 12Q (7553.790000 sec): 3 clusters Score: Raw -107847.597692 + Penalty 3253.569158 = -104594.028534 nChanged 3 SP:Iteration 13Q (7553.800000 sec): 3 clusters Score: Raw -107851.533818 + Penalty 3253.569158 = -104597.964660 nChanged 2 SP:Iteration 14Q (7553.800000 sec): 3 clusters Score: Raw -107855.302824 + Penalty 3253.569158 = -104601.733666 nChanged 0 SP:Iteration 15F (7553.800000 sec): 3 clusters Score: Raw -107855.302824 + Penalty 3253.569158 = -104601.733666 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7553.810000 sec): 2 clusters Score: Raw -206051.838174 + Penalty 1792.820242 = -204259.017932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7553.810000 sec): 3 clusters Score: Raw -205641.246132 + Penalty 3585.640483 = -202055.605649 nChanged 384 SP:Iteration 1F (7553.820000 sec): 3 clusters Score: Raw -205986.672251 + Penalty 3585.640483 = -202401.031768 nChanged 87 SP:Iteration 2F (7553.820000 sec): 3 clusters Score: Raw -206072.215934 + Penalty 3585.640483 = -202486.575450 nChanged 38 SP:Iteration 3Q (7553.830000 sec): 3 clusters Score: Raw -206102.831021 + Penalty 3585.640483 = -202517.190537 nChanged 23 SP:Iteration 4Q (7553.840000 sec): 3 clusters Score: Raw -206119.099526 + Penalty 3585.640483 = -202533.459043 nChanged 7 SP:Iteration 5Q (7553.840000 sec): 3 clusters Score: Raw -206124.026402 + Penalty 3585.640483 = -202538.385918 nChanged 7 SP:Iteration 6Q (7553.850000 sec): 3 clusters Score: Raw -206128.858737 + Penalty 3585.640483 = -202543.218254 nChanged 9 SP:Iteration 7Q (7553.860000 sec): 3 clusters Score: Raw -206141.176725 + Penalty 3585.640483 = -202555.536242 nChanged 6 SP:Iteration 8Q (7553.860000 sec): 3 clusters Score: Raw -206154.197123 + Penalty 3585.640483 = -202568.556639 nChanged 11 SP:Iteration 9Q (7553.860000 sec): 3 clusters Score: Raw -206163.018320 + Penalty 3585.640483 = -202577.377837 nChanged 8 SP:Iteration 10Q (7553.870000 sec): 3 clusters Score: Raw -206171.270969 + Penalty 3585.640483 = -202585.630485 nChanged 7 SP:Iteration 11Q (7553.880000 sec): 3 clusters Score: Raw -206178.709877 + Penalty 3585.640483 = -202593.069394 nChanged 8 SP:Iteration 12Q (7553.880000 sec): 3 clusters Score: Raw -206187.864608 + Penalty 3585.640483 = -202602.224124 nChanged 6 SP:Iteration 13Q (7553.890000 sec): 3 clusters Score: Raw -206192.727150 + Penalty 3585.640483 = -202607.086667 nChanged 4 SP:Iteration 14Q (7553.890000 sec): 3 clusters Score: Raw -206198.419257 + Penalty 3585.640483 = -202612.778774 nChanged 8 SP:Iteration 15Q (7553.900000 sec): 3 clusters Score: Raw -206205.355955 + Penalty 3585.640483 = -202619.715472 nChanged 7 SP:Iteration 16Q (7553.900000 sec): 3 clusters Score: Raw -206211.679781 + Penalty 3585.640483 = -202626.039297 nChanged 4 SP:Iteration 17Q (7553.910000 sec): 3 clusters Score: Raw -206214.909548 + Penalty 3585.640483 = -202629.269065 nChanged 5 SP:Iteration 18Q (7553.920000 sec): 3 clusters Score: Raw -206221.786297 + Penalty 3585.640483 = -202636.145814 nChanged 2 SP:Iteration 19Q (7553.920000 sec): 3 clusters Score: Raw -206224.029729 + Penalty 3585.640483 = -202638.389246 nChanged 4 SP:Iteration 20F (7553.930000 sec): 3 clusters Score: Raw -206226.399283 + Penalty 3585.640483 = -202640.758800 nChanged 1 SP:Iteration 21Q (7553.930000 sec): 3 clusters Score: Raw -206227.167084 + Penalty 3585.640483 = -202641.526601 nChanged 1 SP:Iteration 22Q (7553.940000 sec): 3 clusters Score: Raw -206227.504792 + Penalty 3585.640483 = -202641.864308 nChanged 1 SP:Iteration 23Q (7553.940000 sec): 3 clusters Score: Raw -206227.913923 + Penalty 3585.640483 = -202642.273439 nChanged 0 SP:Iteration 24F (7553.950000 sec): 3 clusters Score: Raw -206227.913923 + Penalty 3585.640483 = -202642.273439 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7553.960000 sec): 2 clusters Score: Raw -57083.235078 + Penalty 1480.872936 = -55602.362142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7553.960000 sec): 3 clusters Score: Raw -57203.673864 + Penalty 2961.745873 = -54241.927992 nChanged 68 SP:Iteration 1F (7553.960000 sec): 3 clusters Score: Raw -57396.984515 + Penalty 2961.745873 = -54435.238643 nChanged 20 SP:Iteration 2F (7553.960000 sec): 3 clusters Score: Raw -57468.824904 + Penalty 2961.745873 = -54507.079032 nChanged 6 SP:Iteration 3Q (7553.960000 sec): 3 clusters Score: Raw -57494.198981 + Penalty 2961.745873 = -54532.453109 nChanged 1 SP:Iteration 4Q (7553.960000 sec): 3 clusters Score: Raw -57495.572816 + Penalty 2961.745873 = -54533.826943 nChanged 0 SP:Iteration 5F (7553.960000 sec): 3 clusters Score: Raw -57495.572816 + Penalty 2961.745873 = -54533.826943 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7553.970000 sec): 2 clusters Score: Raw -35753.037339 + Penalty 1378.093359 = -34374.943979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7553.970000 sec): 3 clusters Score: Raw -35885.648400 + Penalty 2756.186719 = -33129.461682 nChanged 24 SP:Iteration 1F (7553.970000 sec): 3 clusters Score: Raw -35971.619040 + Penalty 2756.186719 = -33215.432322 nChanged 3 SP:Iteration 2Q (7553.970000 sec): 3 clusters Score: Raw -35987.148413 + Penalty 2756.186719 = -33230.961694 nChanged 1 SP:Iteration 3Q (7553.970000 sec): 3 clusters Score: Raw -35991.551303 + Penalty 2756.186719 = -33235.364584 nChanged 0 SP:Iteration 4F (7553.980000 sec): 3 clusters Score: Raw -35991.551303 + Penalty 2756.186719 = -33235.364584 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7553.980000 sec): 2 clusters Score: Raw -217246.938698 + Penalty 1829.374015 = -215417.564683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7553.990000 sec): 3 clusters Score: Raw -216733.216468 + Penalty 3658.748031 = -213074.468437 nChanged 483 SP:Iteration 1F (7554.000000 sec): 3 clusters Score: Raw -217229.893337 + Penalty 3658.748031 = -213571.145306 nChanged 149 SP:Iteration 2F (7554.000000 sec): 3 clusters Score: Raw -217444.122520 + Penalty 3658.748031 = -213785.374489 nChanged 98 SP:Iteration 3F (7554.010000 sec): 3 clusters Score: Raw -217628.413954 + Penalty 3658.748031 = -213969.665923 nChanged 84 SP:Iteration 4F (7554.020000 sec): 3 clusters Score: Raw -217754.153460 + Penalty 3658.748031 = -214095.405429 nChanged 49 SP:Iteration 5Q (7554.020000 sec): 3 clusters Score: Raw -217805.906335 + Penalty 3658.748031 = -214147.158304 nChanged 35 SP:Iteration 6Q (7554.030000 sec): 3 clusters Score: Raw -217845.222207 + Penalty 3658.748031 = -214186.474176 nChanged 20 SP:Iteration 7Q (7554.040000 sec): 3 clusters Score: Raw -217874.461307 + Penalty 3658.748031 = -214215.713276 nChanged 23 SP:Iteration 8Q (7554.040000 sec): 3 clusters Score: Raw -217903.028470 + Penalty 3658.748031 = -214244.280439 nChanged 23 SP:Iteration 9Q (7554.050000 sec): 3 clusters Score: Raw -217923.680654 + Penalty 3658.748031 = -214264.932623 nChanged 8 SP:Iteration 10Q (7554.050000 sec): 3 clusters Score: Raw -217927.903727 + Penalty 3658.748031 = -214269.155696 nChanged 2 SP:Iteration 11Q (7554.060000 sec): 3 clusters Score: Raw -217928.829310 + Penalty 3658.748031 = -214270.081279 nChanged 1 SP:Iteration 12Q (7554.060000 sec): 3 clusters Score: Raw -217931.030919 + Penalty 3658.748031 = -214272.282888 nChanged 3 SP:Iteration 13Q (7554.070000 sec): 3 clusters Score: Raw -217932.804162 + Penalty 3658.748031 = -214274.056131 nChanged 2 SP:Iteration 14Q (7554.080000 sec): 3 clusters Score: Raw -217934.918326 + Penalty 3658.748031 = -214276.170295 nChanged 2 SP:Iteration 15Q (7554.080000 sec): 3 clusters Score: Raw -217936.583176 + Penalty 3658.748031 = -214277.835145 nChanged 4 SP:Iteration 16Q (7554.090000 sec): 3 clusters Score: Raw -217940.588493 + Penalty 3658.748031 = -214281.840463 nChanged 3 SP:Iteration 17Q (7554.100000 sec): 3 clusters Score: Raw -217941.858770 + Penalty 3658.748031 = -214283.110739 nChanged 0 SP:Iteration 18F (7554.100000 sec): 3 clusters Score: Raw -217941.858770 + Penalty 3658.748031 = -214283.110739 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7554.110000 sec): 2 clusters Score: Raw -21006.014012 + Penalty 1269.262465 = -19736.751547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7554.110000 sec): 3 clusters Score: Raw -21281.947851 + Penalty 2538.524931 = -18743.422920 nChanged 13 SP:Iteration 1F (7554.110000 sec): 3 clusters Score: Raw -21333.451145 + Penalty 2538.524931 = -18794.926214 nChanged 6 SP:Iteration 2Q (7554.110000 sec): 3 clusters Score: Raw -21372.108004 + Penalty 2538.524931 = -18833.583073 nChanged 7 SP:Iteration 3Q (7554.110000 sec): 3 clusters Score: Raw -21415.586629 + Penalty 2538.524931 = -18877.061698 nChanged 4 SP:Iteration 4Q (7554.110000 sec): 3 clusters Score: Raw -21433.328901 + Penalty 2538.524931 = -18894.803970 nChanged 2 SP:Iteration 5Q (7554.110000 sec): 3 clusters Score: Raw -21443.562784 + Penalty 2538.524931 = -18905.037853 nChanged 2 SP:Iteration 6Q (7554.110000 sec): 3 clusters Score: Raw -21461.433426 + Penalty 2538.524931 = -18922.908495 nChanged 2 SP:Iteration 7Q (7554.110000 sec): 3 clusters Score: Raw -21480.796350 + Penalty 2538.524931 = -18942.271419 nChanged 2 SP:Iteration 8Q (7554.120000 sec): 3 clusters Score: Raw -21579.245631 + Penalty 2538.524931 = -19040.720700 nChanged 2 SP:Iteration 9Q (7554.120000 sec): 3 clusters Score: Raw -21613.560720 + Penalty 2538.524931 = -19075.035789 nChanged 2 SP:Iteration 10Q (7554.120000 sec): 3 clusters Score: Raw -21623.246938 + Penalty 2538.524931 = -19084.722007 nChanged 2 SP:Iteration 11Q (7554.120000 sec): 3 clusters Score: Raw -21641.236727 + Penalty 2538.524931 = -19102.711796 nChanged 1 SP:Iteration 12Q (7554.120000 sec): 3 clusters Score: Raw -21649.887124 + Penalty 2538.524931 = -19111.362194 nChanged 2 SP:Iteration 13Q (7554.120000 sec): 3 clusters Score: Raw -21665.492753 + Penalty 2538.524931 = -19126.967822 nChanged 0 SP:Iteration 14F (7554.120000 sec): 3 clusters Score: Raw -21665.492753 + Penalty 2538.524931 = -19126.967822 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7554.120000 sec): 2 clusters Score: Raw -31723.810979 + Penalty 1329.600457 = -30394.210522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7554.120000 sec): 3 clusters Score: Raw -31864.433398 + Penalty 2659.200914 = -29205.232484 nChanged 15 SP:Iteration 1F (7554.120000 sec): 3 clusters Score: Raw -31927.178550 + Penalty 2659.200914 = -29267.977636 nChanged 4 SP:Iteration 2Q (7554.120000 sec): 3 clusters Score: Raw -31950.948512 + Penalty 2659.200914 = -29291.747597 nChanged 0 SP:Iteration 3F (7554.130000 sec): 3 clusters Score: Raw -31950.948512 + Penalty 2659.200914 = -29291.747597 nChanged 0 Iteration 139Q (7563.430000 sec): 42 clusters Score: Raw -99132095.754881 + Penalty 136104.166854 = -98995991.588026 nChanged 421 Iteration 140F (7603.810000 sec): 42 clusters Score: Raw -99134592.594491 + Penalty 136104.166854 = -98998488.427636 nChanged 517 Iteration 141Q (7613.060000 sec): 42 clusters Score: Raw -99136108.191959 + Penalty 136104.166854 = -99000004.025105 nChanged 275 Iteration 142Q (7622.340000 sec): 42 clusters Score: Raw -99136239.031907 + Penalty 136104.166854 = -99000134.865052 nChanged 177 Iteration 143Q (7631.550000 sec): 42 clusters Score: Raw -99136306.470690 + Penalty 136104.166854 = -99000202.303836 nChanged 116 Iteration 144Q (7640.800000 sec): 42 clusters Score: Raw -99136350.446527 + Penalty 136104.166854 = -99000246.279673 nChanged 91 Iteration 145Q (7650.030000 sec): 42 clusters Score: Raw -99136374.275245 + Penalty 136104.166854 = -99000270.108391 nChanged 78 Iteration 146Q (7659.340000 sec): 42 clusters Score: Raw -99136384.288969 + Penalty 136104.166854 = -99000280.122115 nChanged 63 Iteration 147Q (7668.570000 sec): 42 clusters Score: Raw -99136390.605820 + Penalty 136104.166854 = -99000286.438966 nChanged 52 Iteration 148Q (7677.770000 sec): 42 clusters Score: Raw -99136394.345754 + Penalty 136104.166854 = -99000290.178900 nChanged 51 Iteration 149Q (7686.970000 sec): 42 clusters Score: Raw -99136398.365340 + Penalty 136104.166854 = -99000294.198486 nChanged 53 Iteration 150Q (7696.270000 sec): 42 clusters Score: Raw -99136403.030076 + Penalty 136104.166854 = -99000298.863222 nChanged 52 Iteration 151Q (7705.420000 sec): 42 clusters Score: Raw -99136405.946867 + Penalty 136104.166854 = -99000301.780013 nChanged 45 Iteration 152Q (7714.540000 sec): 42 clusters Score: Raw -99136409.703235 + Penalty 136104.166854 = -99000305.536381 nChanged 39 Iteration 153Q (7723.670000 sec): 42 clusters Score: Raw -99136412.351693 + Penalty 136104.166854 = -99000308.184838 nChanged 37 Iteration 154Q (7732.890000 sec): 42 clusters Score: Raw -99136415.302727 + Penalty 136104.166854 = -99000311.135872 nChanged 28 Iteration 155Q (7742.040000 sec): 42 clusters Score: Raw -99136418.739418 + Penalty 136104.166854 = -99000314.572564 nChanged 23 Iteration 156Q (7751.160000 sec): 42 clusters Score: Raw -99136420.470495 + Penalty 136104.166854 = -99000316.303641 nChanged 20 Iteration 157Q (7760.300000 sec): 42 clusters Score: Raw -99136423.049631 + Penalty 136104.166854 = -99000318.882777 nChanged 28 Iteration 158Q (7769.500000 sec): 42 clusters Score: Raw -99136425.022896 + Penalty 136104.166854 = -99000320.856042 nChanged 32 Iteration 159Q (7778.620000 sec): 42 clusters Score: Raw -99136427.095187 + Penalty 136104.166854 = -99000322.928333 nChanged 31 Iteration 160F (7818.460000 sec): 42 clusters Score: Raw -99136936.372455 + Penalty 136104.166854 = -99000832.205601 nChanged 45 Iteration 161Q (7827.610000 sec): 42 clusters Score: Raw -99137950.290318 + Penalty 136104.166854 = -99001846.123464 nChanged 33 Iteration 162Q (7836.760000 sec): 42 clusters Score: Raw -99137965.167538 + Penalty 136104.166854 = -99001861.000683 nChanged 29 Iteration 163Q (7846.000000 sec): 42 clusters Score: Raw -99137967.055241 + Penalty 136104.166854 = -99001862.888387 nChanged 27 Iteration 164Q (7855.160000 sec): 42 clusters Score: Raw -99137967.908126 + Penalty 136104.166854 = -99001863.741272 nChanged 17 Iteration 165Q (7864.340000 sec): 42 clusters Score: Raw -99137968.624642 + Penalty 136104.166854 = -99001864.457788 nChanged 14 Iteration 166Q (7873.570000 sec): 42 clusters Score: Raw -99137969.116882 + Penalty 136104.166854 = -99001864.950028 nChanged 16 Iteration 167Q (7883.030000 sec): 42 clusters Score: Raw -99137969.782657 + Penalty 136104.166854 = -99001865.615803 nChanged 15 Iteration 168Q (7892.470000 sec): 42 clusters Score: Raw -99137971.030575 + Penalty 136104.166854 = -99001866.863721 nChanged 16 Iteration 169Q (7901.880000 sec): 42 clusters Score: Raw -99137971.881551 + Penalty 136104.166854 = -99001867.714697 nChanged 10 Iteration 170Q (7911.310000 sec): 42 clusters Score: Raw -99137972.348170 + Penalty 136104.166854 = -99001868.181316 nChanged 19 Iteration 171Q (7920.770000 sec): 42 clusters Score: Raw -99137972.889538 + Penalty 136104.166854 = -99001868.722684 nChanged 24 Iteration 172Q (7930.190000 sec): 42 clusters Score: Raw -99137973.238984 + Penalty 136104.166854 = -99001869.072130 nChanged 12 Iteration 173Q (7939.620000 sec): 42 clusters Score: Raw -99137973.745516 + Penalty 136104.166854 = -99001869.578661 nChanged 12 Iteration 174Q (7948.950000 sec): 42 clusters Score: Raw -99137974.349780 + Penalty 136104.166854 = -99001870.182926 nChanged 15 Iteration 175Q (7958.260000 sec): 42 clusters Score: Raw -99137974.981527 + Penalty 136104.166854 = -99001870.814673 nChanged 11 Iteration 176Q (7967.550000 sec): 42 clusters Score: Raw -99137975.869078 + Penalty 136104.166854 = -99001871.702223 nChanged 13 Iteration 177Q (7976.840000 sec): 42 clusters Score: Raw -99137976.523345 + Penalty 136104.166854 = -99001872.356491 nChanged 15 Iteration 178Q (7986.130000 sec): 42 clusters Score: Raw -99137977.318063 + Penalty 136104.166854 = -99001873.151209 nChanged 14 Writing temp clu file Because OldScore, -99001872.356491, is greater than current (better) Score,-99001873.151209 Compute initial score before splitting: Score: Raw -99137977.318063 + Penalty 136104.166854 = -99001873.151209 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7986.250000 sec): 2 clusters Score: Raw -121812.397527 + Penalty 1660.251391 = -120152.146137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7986.260000 sec): 3 clusters Score: Raw -121669.083573 + Penalty 3320.502781 = -118348.580792 nChanged 192 SP:Iteration 1F (7986.260000 sec): 3 clusters Score: Raw -121924.861698 + Penalty 3320.502781 = -118604.358917 nChanged 58 SP:Iteration 2F (7986.270000 sec): 3 clusters Score: Raw -122011.615173 + Penalty 3320.502781 = -118691.112392 nChanged 24 SP:Iteration 3Q (7986.270000 sec): 3 clusters Score: Raw -122058.842245 + Penalty 3320.502781 = -118738.339464 nChanged 22 SP:Iteration 4Q (7986.270000 sec): 3 clusters Score: Raw -122099.877316 + Penalty 3320.502781 = -118779.374535 nChanged 13 SP:Iteration 5Q (7986.270000 sec): 3 clusters Score: Raw -122117.464828 + Penalty 3320.502781 = -118796.962047 nChanged 6 SP:Iteration 6Q (7986.280000 sec): 3 clusters Score: Raw -122122.621991 + Penalty 3320.502781 = -118802.119210 nChanged 0 SP:Iteration 7F (7986.280000 sec): 3 clusters Score: Raw -122122.621991 + Penalty 3320.502781 = -118802.119210 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7986.300000 sec): 2 clusters Score: Raw -668940.114976 + Penalty 2077.041835 = -666863.073140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7986.320000 sec): 3 clusters Score: Raw -666885.403432 + Penalty 4154.083671 = -662731.319761 nChanged 1587 SP:Iteration 1F (7986.330000 sec): 3 clusters Score: Raw -667811.388336 + Penalty 4154.083671 = -663657.304665 nChanged 341 SP:Iteration 2F (7986.350000 sec): 3 clusters Score: Raw -668034.946396 + Penalty 4154.083671 = -663880.862725 nChanged 242 SP:Iteration 3F (7986.370000 sec): 3 clusters Score: Raw -668173.691921 + Penalty 4154.083671 = -664019.608250 nChanged 160 SP:Iteration 4Q (7986.390000 sec): 3 clusters Score: Raw -668270.589949 + Penalty 4154.083671 = -664116.506278 nChanged 138 SP:Iteration 5Q (7986.410000 sec): 3 clusters Score: Raw -668355.229297 + Penalty 4154.083671 = -664201.145626 nChanged 140 SP:Iteration 6Q (7986.430000 sec): 3 clusters Score: Raw -668448.182870 + Penalty 4154.083671 = -664294.099199 nChanged 170 SP:Iteration 7Q (7986.450000 sec): 3 clusters Score: Raw -668573.494416 + Penalty 4154.083671 = -664419.410745 nChanged 171 SP:Iteration 8Q (7986.460000 sec): 3 clusters Score: Raw -668707.394233 + Penalty 4154.083671 = -664553.310562 nChanged 176 SP:Iteration 9Q (7986.480000 sec): 3 clusters Score: Raw -668846.828525 + Penalty 4154.083671 = -664692.744854 nChanged 178 SP:Iteration 10Q (7986.500000 sec): 3 clusters Score: Raw -668980.207454 + Penalty 4154.083671 = -664826.123783 nChanged 141 SP:Iteration 11Q (7986.520000 sec): 3 clusters Score: Raw -669085.538162 + Penalty 4154.083671 = -664931.454491 nChanged 118 SP:Iteration 12Q (7986.530000 sec): 3 clusters Score: Raw -669162.361831 + Penalty 4154.083671 = -665008.278160 nChanged 79 SP:Iteration 13Q (7986.550000 sec): 3 clusters Score: Raw -669213.186604 + Penalty 4154.083671 = -665059.102933 nChanged 67 SP:Iteration 14Q (7986.570000 sec): 3 clusters Score: Raw -669254.189985 + Penalty 4154.083671 = -665100.106314 nChanged 52 SP:Iteration 15Q (7986.590000 sec): 3 clusters Score: Raw -669280.444469 + Penalty 4154.083671 = -665126.360798 nChanged 37 SP:Iteration 16Q (7986.610000 sec): 3 clusters Score: Raw -669303.393857 + Penalty 4154.083671 = -665149.310187 nChanged 39 SP:Iteration 17Q (7986.630000 sec): 3 clusters Score: Raw -669330.672996 + Penalty 4154.083671 = -665176.589325 nChanged 43 SP:Iteration 18Q (7986.640000 sec): 3 clusters Score: Raw -669360.394142 + Penalty 4154.083671 = -665206.310471 nChanged 42 SP:Iteration 19Q (7986.660000 sec): 3 clusters Score: Raw -669385.652906 + Penalty 4154.083671 = -665231.569235 nChanged 33 SP:Iteration 20F (7986.680000 sec): 3 clusters Score: Raw -669403.582260 + Penalty 4154.083671 = -665249.498589 nChanged 17 SP:Iteration 21Q (7986.700000 sec): 3 clusters Score: Raw -669411.407439 + Penalty 4154.083671 = -665257.323768 nChanged 12 SP:Iteration 22Q (7986.710000 sec): 3 clusters Score: Raw -669418.267673 + Penalty 4154.083671 = -665264.184002 nChanged 19 SP:Iteration 23Q (7986.730000 sec): 3 clusters Score: Raw -669427.765283 + Penalty 4154.083671 = -665273.681612 nChanged 15 SP:Iteration 24Q (7986.750000 sec): 3 clusters Score: Raw -669434.392141 + Penalty 4154.083671 = -665280.308470 nChanged 9 SP:Iteration 25Q (7986.770000 sec): 3 clusters Score: Raw -669439.836934 + Penalty 4154.083671 = -665285.753263 nChanged 14 SP:Iteration 26Q (7986.790000 sec): 3 clusters Score: Raw -669447.962508 + Penalty 4154.083671 = -665293.878837 nChanged 12 SP:Iteration 27Q (7986.810000 sec): 3 clusters Score: Raw -669454.597855 + Penalty 4154.083671 = -665300.514184 nChanged 12 SP:Iteration 28Q (7986.820000 sec): 3 clusters Score: Raw -669460.098778 + Penalty 4154.083671 = -665306.015107 nChanged 6 SP:Iteration 29Q (7986.840000 sec): 3 clusters Score: Raw -669463.168293 + Penalty 4154.083671 = -665309.084622 nChanged 6 SP:Iteration 30Q (7986.860000 sec): 3 clusters Score: Raw -669466.849712 + Penalty 4154.083671 = -665312.766041 nChanged 6 SP:Iteration 31Q (7986.870000 sec): 3 clusters Score: Raw -669470.068205 + Penalty 4154.083671 = -665315.984534 nChanged 5 SP:Iteration 32Q (7986.890000 sec): 3 clusters Score: Raw -669473.204886 + Penalty 4154.083671 = -665319.121215 nChanged 9 SP:Iteration 33Q (7986.910000 sec): 3 clusters Score: Raw -669480.212526 + Penalty 4154.083671 = -665326.128855 nChanged 7 SP:Iteration 34Q (7986.930000 sec): 3 clusters Score: Raw -669484.690922 + Penalty 4154.083671 = -665330.607251 nChanged 7 SP:Iteration 35Q (7986.940000 sec): 3 clusters Score: Raw -669488.230055 + Penalty 4154.083671 = -665334.146384 nChanged 8 SP:Iteration 36Q (7986.960000 sec): 3 clusters Score: Raw -669493.154499 + Penalty 4154.083671 = -665339.070828 nChanged 7 SP:Iteration 37Q (7986.980000 sec): 3 clusters Score: Raw -669496.081632 + Penalty 4154.083671 = -665341.997961 nChanged 5 SP:Iteration 38Q (7987.000000 sec): 3 clusters Score: Raw -669497.904054 + Penalty 4154.083671 = -665343.820383 nChanged 3 SP:Iteration 39Q (7987.010000 sec): 3 clusters Score: Raw -669499.167262 + Penalty 4154.083671 = -665345.083591 nChanged 4 SP:Iteration 40F (7987.030000 sec): 3 clusters Score: Raw -669500.764837 + Penalty 4154.083671 = -665346.681166 nChanged 2 SP:Iteration 41Q (7987.050000 sec): 3 clusters Score: Raw -669502.130660 + Penalty 4154.083671 = -665348.046989 nChanged 3 SP:Iteration 42Q (7987.070000 sec): 3 clusters Score: Raw -669503.580033 + Penalty 4154.083671 = -665349.496362 nChanged 4 SP:Iteration 43Q (7987.090000 sec): 3 clusters Score: Raw -669505.882978 + Penalty 4154.083671 = -665351.799307 nChanged 2 SP:Iteration 44Q (7987.100000 sec): 3 clusters Score: Raw -669507.027495 + Penalty 4154.083671 = -665352.943824 nChanged 2 SP:Iteration 45Q (7987.120000 sec): 3 clusters Score: Raw -669507.922301 + Penalty 4154.083671 = -665353.838630 nChanged 0 SP:Iteration 46F (7987.140000 sec): 3 clusters Score: Raw -669507.922301 + Penalty 4154.083671 = -665353.838630 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7987.140000 sec): 2 clusters Score: Raw -26101.832129 + Penalty 1315.219617 = -24786.612512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7987.140000 sec): 3 clusters Score: Raw -26412.805425 + Penalty 2630.439234 = -23782.366191 nChanged 20 SP:Iteration 1F (7987.140000 sec): 3 clusters Score: Raw -26505.496234 + Penalty 2630.439234 = -23875.057000 nChanged 11 SP:Iteration 2F (7987.150000 sec): 3 clusters Score: Raw -26639.672960 + Penalty 2630.439234 = -24009.233726 nChanged 3 SP:Iteration 3Q (7987.150000 sec): 3 clusters Score: Raw -26670.385000 + Penalty 2630.439234 = -24039.945766 nChanged 2 SP:Iteration 4Q (7987.150000 sec): 3 clusters Score: Raw -26688.496576 + Penalty 2630.439234 = -24058.057341 nChanged 0 SP:Iteration 5F (7987.150000 sec): 3 clusters Score: Raw -26688.496576 + Penalty 2630.439234 = -24058.057341 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7987.150000 sec): 2 clusters Score: Raw -36880.298998 + Penalty 1394.756342 = -35485.542656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7987.150000 sec): 3 clusters Score: Raw -37211.083192 + Penalty 2789.512683 = -34421.570509 nChanged 58 SP:Iteration 1F (7987.150000 sec): 3 clusters Score: Raw -37556.355817 + Penalty 2789.512683 = -34766.843134 nChanged 22 SP:Iteration 2F (7987.150000 sec): 3 clusters Score: Raw -37674.867503 + Penalty 2789.512683 = -34885.354820 nChanged 13 SP:Iteration 3Q (7987.150000 sec): 3 clusters Score: Raw -37785.339704 + Penalty 2789.512683 = -34995.827021 nChanged 3 SP:Iteration 4Q (7987.160000 sec): 3 clusters Score: Raw -37801.206224 + Penalty 2789.512683 = -35011.693541 nChanged 3 SP:Iteration 5Q (7987.160000 sec): 3 clusters Score: Raw -37817.295750 + Penalty 2789.512683 = -35027.783067 nChanged 1 SP:Iteration 6Q (7987.160000 sec): 3 clusters Score: Raw -37849.068779 + Penalty 2789.512683 = -35059.556096 nChanged 0 SP:Iteration 7F (7987.160000 sec): 3 clusters Score: Raw -37849.068779 + Penalty 2789.512683 = -35059.556096 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7987.260000 sec): 2 clusters Score: Raw -4070580.524985 + Penalty 2521.988230 = -4068058.536755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7987.370000 sec): 3 clusters Score: Raw -4055035.435643 + Penalty 5043.976460 = -4049991.459183 nChanged 11762 SP:Iteration 1F (7987.480000 sec): 3 clusters Score: Raw -4061328.823658 + Penalty 5043.976460 = -4056284.847198 nChanged 1327 SP:Iteration 2F (7987.590000 sec): 3 clusters Score: Raw -4061824.398306 + Penalty 5043.976460 = -4056780.421847 nChanged 1263 SP:Iteration 3Q (7987.700000 sec): 3 clusters Score: Raw -4062355.487356 + Penalty 5043.976460 = -4057311.510897 nChanged 1343 SP:Iteration 4F (7987.810000 sec): 3 clusters Score: Raw -4062984.998128 + Penalty 5043.976460 = -4057941.021669 nChanged 1456 SP:Iteration 5F (7987.910000 sec): 3 clusters Score: Raw -4063746.344399 + Penalty 5043.976460 = -4058702.367939 nChanged 1503 SP:Iteration 6F (7988.020000 sec): 3 clusters Score: Raw -4064658.359769 + Penalty 5043.976460 = -4059614.383310 nChanged 1590 SP:Iteration 7F (7988.130000 sec): 3 clusters Score: Raw -4065743.099021 + Penalty 5043.976460 = -4060699.122561 nChanged 1535 SP:Iteration 8F (7988.240000 sec): 3 clusters Score: Raw -4066916.930118 + Penalty 5043.976460 = -4061872.953658 nChanged 1442 SP:Iteration 9F (7988.350000 sec): 3 clusters Score: Raw -4068099.474812 + Penalty 5043.976460 = -4063055.498353 nChanged 1127 SP:Iteration 10Q (7988.450000 sec): 3 clusters Score: Raw -4069020.600979 + Penalty 5043.976460 = -4063976.624519 nChanged 831 SP:Iteration 11Q (7988.560000 sec): 3 clusters Score: Raw -4069678.749175 + Penalty 5043.976460 = -4064634.772716 nChanged 569 SP:Iteration 12Q (7988.660000 sec): 3 clusters Score: Raw -4070103.389410 + Penalty 5043.976460 = -4065059.412951 nChanged 364 SP:Iteration 13Q (7988.750000 sec): 3 clusters Score: Raw -4070392.466370 + Penalty 5043.976460 = -4065348.489911 nChanged 235 SP:Iteration 14Q (7988.840000 sec): 3 clusters Score: Raw -4070586.738170 + Penalty 5043.976460 = -4065542.761710 nChanged 151 SP:Iteration 15Q (7988.930000 sec): 3 clusters Score: Raw -4070700.782776 + Penalty 5043.976460 = -4065656.806317 nChanged 109 SP:Iteration 16Q (7989.010000 sec): 3 clusters Score: Raw -4070801.183855 + Penalty 5043.976460 = -4065757.207395 nChanged 85 SP:Iteration 17Q (7989.100000 sec): 3 clusters Score: Raw -4070884.730951 + Penalty 5043.976460 = -4065840.754492 nChanged 57 SP:Iteration 18Q (7989.180000 sec): 3 clusters Score: Raw -4070942.087359 + Penalty 5043.976460 = -4065898.110900 nChanged 31 SP:Iteration 19Q (7989.260000 sec): 3 clusters Score: Raw -4070971.659786 + Penalty 5043.976460 = -4065927.683327 nChanged 30 SP:Iteration 20F (7989.370000 sec): 3 clusters Score: Raw -4071005.026329 + Penalty 5043.976460 = -4065961.049869 nChanged 32 SP:Iteration 21Q (7989.440000 sec): 3 clusters Score: Raw -4071043.045989 + Penalty 5043.976460 = -4065999.069530 nChanged 29 SP:Iteration 22Q (7989.520000 sec): 3 clusters Score: Raw -4071073.013029 + Penalty 5043.976460 = -4066029.036569 nChanged 21 SP:Iteration 23Q (7989.600000 sec): 3 clusters Score: Raw -4071092.220434 + Penalty 5043.976460 = -4066048.243975 nChanged 11 SP:Iteration 24Q (7989.670000 sec): 3 clusters Score: Raw -4071099.434518 + Penalty 5043.976460 = -4066055.458058 nChanged 7 SP:Iteration 25Q (7989.750000 sec): 3 clusters Score: Raw -4071109.444815 + Penalty 5043.976460 = -4066065.468356 nChanged 11 SP:Iteration 26Q (7989.830000 sec): 3 clusters Score: Raw -4071117.570335 + Penalty 5043.976460 = -4066073.593875 nChanged 8 SP:Iteration 27Q (7989.910000 sec): 3 clusters Score: Raw -4071123.777099 + Penalty 5043.976460 = -4066079.800640 nChanged 9 SP:Iteration 28Q (7989.980000 sec): 3 clusters Score: Raw -4071130.061341 + Penalty 5043.976460 = -4066086.084881 nChanged 4 SP:Iteration 29Q (7990.060000 sec): 3 clusters Score: Raw -4071131.692271 + Penalty 5043.976460 = -4066087.715812 nChanged 3 SP:Iteration 30Q (7990.140000 sec): 3 clusters Score: Raw -4071135.397715 + Penalty 5043.976460 = -4066091.421256 nChanged 4 SP:Iteration 31Q (7990.210000 sec): 3 clusters Score: Raw -4071137.426874 + Penalty 5043.976460 = -4066093.450415 nChanged 1 SP:Iteration 32Q (7990.290000 sec): 3 clusters Score: Raw -4071137.967354 + Penalty 5043.976460 = -4066093.990894 nChanged 1 SP:Iteration 33Q (7990.370000 sec): 3 clusters Score: Raw -4071138.448524 + Penalty 5043.976460 = -4066094.472065 nChanged 0 SP:Iteration 34F (7990.480000 sec): 3 clusters Score: Raw -4071138.448524 + Penalty 5043.976460 = -4066094.472065 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7990.490000 sec): 2 clusters Score: Raw -220316.677782 + Penalty 1800.086213 = -218516.591569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7990.500000 sec): 3 clusters Score: Raw -219844.917741 + Penalty 3600.172427 = -216244.745314 nChanged 380 SP:Iteration 1F (7990.510000 sec): 3 clusters Score: Raw -220187.166312 + Penalty 3600.172427 = -216586.993885 nChanged 129 SP:Iteration 2F (7990.510000 sec): 3 clusters Score: Raw -220332.351622 + Penalty 3600.172427 = -216732.179195 nChanged 52 SP:Iteration 3Q (7990.520000 sec): 3 clusters Score: Raw -220383.732368 + Penalty 3600.172427 = -216783.559941 nChanged 32 SP:Iteration 4Q (7990.520000 sec): 3 clusters Score: Raw -220419.763540 + Penalty 3600.172427 = -216819.591113 nChanged 22 SP:Iteration 5Q (7990.530000 sec): 3 clusters Score: Raw -220442.701754 + Penalty 3600.172427 = -216842.529327 nChanged 18 SP:Iteration 6Q (7990.530000 sec): 3 clusters Score: Raw -220456.350591 + Penalty 3600.172427 = -216856.178164 nChanged 13 SP:Iteration 7Q (7990.540000 sec): 3 clusters Score: Raw -220470.279249 + Penalty 3600.172427 = -216870.106823 nChanged 13 SP:Iteration 8Q (7990.550000 sec): 3 clusters Score: Raw -220482.570068 + Penalty 3600.172427 = -216882.397641 nChanged 7 SP:Iteration 9Q (7990.550000 sec): 3 clusters Score: Raw -220488.083627 + Penalty 3600.172427 = -216887.911200 nChanged 8 SP:Iteration 10Q (7990.560000 sec): 3 clusters Score: Raw -220496.079042 + Penalty 3600.172427 = -216895.906616 nChanged 11 SP:Iteration 11Q (7990.570000 sec): 3 clusters Score: Raw -220506.253493 + Penalty 3600.172427 = -216906.081066 nChanged 8 SP:Iteration 12Q (7990.570000 sec): 3 clusters Score: Raw -220517.103641 + Penalty 3600.172427 = -216916.931214 nChanged 7 SP:Iteration 13Q (7990.570000 sec): 3 clusters Score: Raw -220521.600275 + Penalty 3600.172427 = -216921.427848 nChanged 4 SP:Iteration 14Q (7990.580000 sec): 3 clusters Score: Raw -220523.245201 + Penalty 3600.172427 = -216923.072774 nChanged 1 SP:Iteration 15Q (7990.590000 sec): 3 clusters Score: Raw -220524.054906 + Penalty 3600.172427 = -216923.882479 nChanged 2 SP:Iteration 16Q (7990.590000 sec): 3 clusters Score: Raw -220525.027212 + Penalty 3600.172427 = -216924.854785 nChanged 1 SP:Iteration 17Q (7990.600000 sec): 3 clusters Score: Raw -220525.263219 + Penalty 3600.172427 = -216925.090792 nChanged 0 SP:Iteration 18F (7990.610000 sec): 3 clusters Score: Raw -220525.263219 + Penalty 3600.172427 = -216925.090792 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7990.610000 sec): 2 clusters Score: Raw -152827.054974 + Penalty 1729.206350 = -151097.848624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7990.610000 sec): 3 clusters Score: Raw -152625.596570 + Penalty 3458.412701 = -149167.183869 nChanged 295 SP:Iteration 1F (7990.620000 sec): 3 clusters Score: Raw -153238.877474 + Penalty 3458.412701 = -149780.464773 nChanged 125 SP:Iteration 2F (7990.630000 sec): 3 clusters Score: Raw -153553.212980 + Penalty 3458.412701 = -150094.800280 nChanged 87 SP:Iteration 3F (7990.630000 sec): 3 clusters Score: Raw -153707.935433 + Penalty 3458.412701 = -150249.522732 nChanged 39 SP:Iteration 4Q (7990.630000 sec): 3 clusters Score: Raw -153776.166639 + Penalty 3458.412701 = -150317.753939 nChanged 29 SP:Iteration 5Q (7990.640000 sec): 3 clusters Score: Raw -153811.079944 + Penalty 3458.412701 = -150352.667243 nChanged 17 SP:Iteration 6Q (7990.640000 sec): 3 clusters Score: Raw -153842.876570 + Penalty 3458.412701 = -150384.463869 nChanged 19 SP:Iteration 7Q (7990.650000 sec): 3 clusters Score: Raw -153874.946193 + Penalty 3458.412701 = -150416.533492 nChanged 19 SP:Iteration 8Q (7990.650000 sec): 3 clusters Score: Raw -153917.729113 + Penalty 3458.412701 = -150459.316412 nChanged 13 SP:Iteration 9Q (7990.650000 sec): 3 clusters Score: Raw -153934.942402 + Penalty 3458.412701 = -150476.529701 nChanged 6 SP:Iteration 10Q (7990.660000 sec): 3 clusters Score: Raw -153943.168064 + Penalty 3458.412701 = -150484.755364 nChanged 4 SP:Iteration 11Q (7990.660000 sec): 3 clusters Score: Raw -153950.570018 + Penalty 3458.412701 = -150492.157317 nChanged 3 SP:Iteration 12Q (7990.670000 sec): 3 clusters Score: Raw -153953.910382 + Penalty 3458.412701 = -150495.497681 nChanged 2 SP:Iteration 13Q (7990.670000 sec): 3 clusters Score: Raw -153956.188469 + Penalty 3458.412701 = -150497.775768 nChanged 1 SP:Iteration 14Q (7990.670000 sec): 3 clusters Score: Raw -153957.166575 + Penalty 3458.412701 = -150498.753874 nChanged 1 SP:Iteration 15Q (7990.680000 sec): 3 clusters Score: Raw -153958.298624 + Penalty 3458.412701 = -150499.885924 nChanged 0 SP:Iteration 16F (7990.680000 sec): 3 clusters Score: Raw -153958.298624 + Penalty 3458.412701 = -150499.885924 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7990.760000 sec): 2 clusters Score: Raw -3191348.035677 + Penalty 2464.931699 = -3188883.103978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7990.850000 sec): 3 clusters Score: Raw -3179251.431099 + Penalty 4929.863398 = -3174321.567701 nChanged 9190 SP:Iteration 1F (7990.930000 sec): 3 clusters Score: Raw -3184402.279810 + Penalty 4929.863398 = -3179472.416412 nChanged 1297 SP:Iteration 2F (7991.020000 sec): 3 clusters Score: Raw -3185112.726084 + Penalty 4929.863398 = -3180182.862685 nChanged 1232 SP:Iteration 3F (7991.110000 sec): 3 clusters Score: Raw -3185812.923300 + Penalty 4929.863398 = -3180883.059902 nChanged 1282 SP:Iteration 4F (7991.190000 sec): 3 clusters Score: Raw -3186556.775223 + Penalty 4929.863398 = -3181626.911825 nChanged 1289 SP:Iteration 5F (7991.280000 sec): 3 clusters Score: Raw -3187323.597985 + Penalty 4929.863398 = -3182393.734586 nChanged 1290 SP:Iteration 6F (7991.360000 sec): 3 clusters Score: Raw -3188066.073965 + Penalty 4929.863398 = -3183136.210567 nChanged 1200 SP:Iteration 7F (7991.450000 sec): 3 clusters Score: Raw -3188725.972062 + Penalty 4929.863398 = -3183796.108664 nChanged 1020 SP:Iteration 8Q (7991.530000 sec): 3 clusters Score: Raw -3189289.862164 + Penalty 4929.863398 = -3184359.998766 nChanged 878 SP:Iteration 9Q (7991.620000 sec): 3 clusters Score: Raw -3189752.928491 + Penalty 4929.863398 = -3184823.065093 nChanged 698 SP:Iteration 10Q (7991.700000 sec): 3 clusters Score: Raw -3190104.388653 + Penalty 4929.863398 = -3185174.525255 nChanged 571 SP:Iteration 11Q (7991.790000 sec): 3 clusters Score: Raw -3190397.354068 + Penalty 4929.863398 = -3185467.490669 nChanged 498 SP:Iteration 12Q (7991.870000 sec): 3 clusters Score: Raw -3190641.098588 + Penalty 4929.863398 = -3185711.235190 nChanged 438 SP:Iteration 13Q (7991.960000 sec): 3 clusters Score: Raw -3190843.397388 + Penalty 4929.863398 = -3185913.533990 nChanged 388 SP:Iteration 14Q (7992.040000 sec): 3 clusters Score: Raw -3191034.123444 + Penalty 4929.863398 = -3186104.260046 nChanged 356 SP:Iteration 15Q (7992.130000 sec): 3 clusters Score: Raw -3191213.209095 + Penalty 4929.863398 = -3186283.345697 nChanged 320 SP:Iteration 16Q (7992.210000 sec): 3 clusters Score: Raw -3191355.708514 + Penalty 4929.863398 = -3186425.845116 nChanged 282 SP:Iteration 17Q (7992.300000 sec): 3 clusters Score: Raw -3191484.768230 + Penalty 4929.863398 = -3186554.904832 nChanged 231 SP:Iteration 18Q (7992.390000 sec): 3 clusters Score: Raw -3191589.174376 + Penalty 4929.863398 = -3186659.310978 nChanged 193 SP:Iteration 19Q (7992.470000 sec): 3 clusters Score: Raw -3191680.789054 + Penalty 4929.863398 = -3186750.925656 nChanged 176 SP:Iteration 20F (7992.550000 sec): 3 clusters Score: Raw -3191766.830395 + Penalty 4929.863398 = -3186836.966997 nChanged 144 SP:Iteration 21Q (7992.640000 sec): 3 clusters Score: Raw -3191853.775005 + Penalty 4929.863398 = -3186923.911607 nChanged 121 SP:Iteration 22Q (7992.720000 sec): 3 clusters Score: Raw -3191966.129316 + Penalty 4929.863398 = -3187036.265918 nChanged 107 SP:Iteration 23Q (7992.800000 sec): 3 clusters Score: Raw -3192154.637737 + Penalty 4929.863398 = -3187224.774339 nChanged 96 SP:Iteration 24Q (7992.880000 sec): 3 clusters Score: Raw -3192329.676888 + Penalty 4929.863398 = -3187399.813490 nChanged 79 SP:Iteration 25Q (7992.950000 sec): 3 clusters Score: Raw -3192395.522287 + Penalty 4929.863398 = -3187465.658888 nChanged 56 SP:Iteration 26Q (7993.020000 sec): 3 clusters Score: Raw -3192419.760121 + Penalty 4929.863398 = -3187489.896723 nChanged 40 SP:Iteration 27Q (7993.090000 sec): 3 clusters Score: Raw -3192434.468568 + Penalty 4929.863398 = -3187504.605170 nChanged 32 SP:Iteration 28Q (7993.160000 sec): 3 clusters Score: Raw -3192446.201603 + Penalty 4929.863398 = -3187516.338204 nChanged 23 SP:Iteration 29Q (7993.230000 sec): 3 clusters Score: Raw -3192455.270270 + Penalty 4929.863398 = -3187525.406872 nChanged 26 SP:Iteration 30Q (7993.310000 sec): 3 clusters Score: Raw -3192464.492146 + Penalty 4929.863398 = -3187534.628747 nChanged 22 SP:Iteration 31Q (7993.380000 sec): 3 clusters Score: Raw -3192471.844978 + Penalty 4929.863398 = -3187541.981580 nChanged 7 SP:Iteration 32Q (7993.450000 sec): 3 clusters Score: Raw -3192473.779101 + Penalty 4929.863398 = -3187543.915703 nChanged 9 SP:Iteration 33Q (7993.520000 sec): 3 clusters Score: Raw -3192476.460909 + Penalty 4929.863398 = -3187546.597511 nChanged 4 SP:Iteration 34Q (7993.590000 sec): 3 clusters Score: Raw -3192477.427303 + Penalty 4929.863398 = -3187547.563905 nChanged 1 SP:Iteration 35Q (7993.660000 sec): 3 clusters Score: Raw -3192477.497911 + Penalty 4929.863398 = -3187547.634513 nChanged 0 SP:Iteration 36F (7993.750000 sec): 3 clusters Score: Raw -3192477.497911 + Penalty 4929.863398 = -3187547.634513 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7994.510000 sec): 2 clusters Score: Raw -32567779.751538 + Penalty 3036.313556 = -32564743.437982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7995.420000 sec): 3 clusters Score: Raw -32431465.068428 + Penalty 6072.627112 = -32425392.441316 nChanged 100116 SP:Iteration 1F (7996.300000 sec): 3 clusters Score: Raw -32490811.120620 + Penalty 6072.627112 = -32484738.493508 nChanged 7057 SP:Iteration 2Q (7997.190000 sec): 3 clusters Score: Raw -32493059.440481 + Penalty 6072.627112 = -32486986.813369 nChanged 8727 SP:Iteration 3Q (7998.070000 sec): 3 clusters Score: Raw -32496738.192767 + Penalty 6072.627112 = -32490665.565655 nChanged 11339 SP:Iteration 4F (7998.950000 sec): 3 clusters Score: Raw -32503216.775155 + Penalty 6072.627112 = -32497144.148043 nChanged 14614 SP:Iteration 5F (7999.820000 sec): 3 clusters Score: Raw -32513912.505096 + Penalty 6072.627112 = -32507839.877984 nChanged 17404 SP:Iteration 6F (8000.730000 sec): 3 clusters Score: Raw -32529387.901943 + Penalty 6072.627112 = -32523315.274831 nChanged 16897 SP:Iteration 7F (8001.650000 sec): 3 clusters Score: Raw -32545747.423205 + Penalty 6072.627112 = -32539674.796093 nChanged 12134 SP:Iteration 8F (8002.590000 sec): 3 clusters Score: Raw -32557413.373564 + Penalty 6072.627112 = -32551340.746452 nChanged 6603 SP:Iteration 9Q (8003.420000 sec): 3 clusters Score: Raw -32563497.768534 + Penalty 6072.627112 = -32557425.141422 nChanged 3200 SP:Iteration 10Q (8004.180000 sec): 3 clusters Score: Raw -32566246.339421 + Penalty 6072.627112 = -32560173.712309 nChanged 1478 SP:Iteration 11Q (8004.900000 sec): 3 clusters Score: Raw -32567416.637929 + Penalty 6072.627112 = -32561344.010817 nChanged 779 SP:Iteration 12Q (8005.590000 sec): 3 clusters Score: Raw -32567944.175106 + Penalty 6072.627112 = -32561871.547994 nChanged 468 SP:Iteration 13Q (8006.270000 sec): 3 clusters Score: Raw -32568218.644794 + Penalty 6072.627112 = -32562146.017682 nChanged 305 SP:Iteration 14Q (8006.950000 sec): 3 clusters Score: Raw -32568382.006465 + Penalty 6072.627112 = -32562309.379353 nChanged 221 SP:Iteration 15Q (8007.620000 sec): 3 clusters Score: Raw -32568500.192039 + Penalty 6072.627112 = -32562427.564927 nChanged 167 SP:Iteration 16Q (8008.290000 sec): 3 clusters Score: Raw -32568586.464042 + Penalty 6072.627112 = -32562513.836930 nChanged 157 SP:Iteration 17Q (8008.950000 sec): 3 clusters Score: Raw -32568675.592272 + Penalty 6072.627112 = -32562602.965160 nChanged 137 SP:Iteration 18Q (8009.620000 sec): 3 clusters Score: Raw -32568754.998371 + Penalty 6072.627112 = -32562682.371259 nChanged 115 SP:Iteration 19Q (8010.280000 sec): 3 clusters Score: Raw -32568817.737849 + Penalty 6072.627112 = -32562745.110737 nChanged 94 SP:Iteration 20F (8011.200000 sec): 3 clusters Score: Raw -32568868.034322 + Penalty 6072.627112 = -32562795.407210 nChanged 82 SP:Iteration 21Q (8011.860000 sec): 3 clusters Score: Raw -32568911.439309 + Penalty 6072.627112 = -32562838.812197 nChanged 86 SP:Iteration 22Q (8012.520000 sec): 3 clusters Score: Raw -32568956.109259 + Penalty 6072.627112 = -32562883.482147 nChanged 77 SP:Iteration 23Q (8013.180000 sec): 3 clusters Score: Raw -32568996.717264 + Penalty 6072.627112 = -32562924.090152 nChanged 68 SP:Iteration 24Q (8013.840000 sec): 3 clusters Score: Raw -32569028.528781 + Penalty 6072.627112 = -32562955.901669 nChanged 59 SP:Iteration 25Q (8014.500000 sec): 3 clusters Score: Raw -32569054.262817 + Penalty 6072.627112 = -32562981.635705 nChanged 51 SP:Iteration 26Q (8015.160000 sec): 3 clusters Score: Raw -32569073.423359 + Penalty 6072.627112 = -32563000.796247 nChanged 44 SP:Iteration 27Q (8015.820000 sec): 3 clusters Score: Raw -32569090.498669 + Penalty 6072.627112 = -32563017.871557 nChanged 30 SP:Iteration 28Q (8016.470000 sec): 3 clusters Score: Raw -32569100.618187 + Penalty 6072.627112 = -32563027.991075 nChanged 31 SP:Iteration 29Q (8017.130000 sec): 3 clusters Score: Raw -32569111.436911 + Penalty 6072.627112 = -32563038.809799 nChanged 33 SP:Iteration 30Q (8017.790000 sec): 3 clusters Score: Raw -32569120.976406 + Penalty 6072.627112 = -32563048.349294 nChanged 21 SP:Iteration 31Q (8018.440000 sec): 3 clusters Score: Raw -32569126.546427 + Penalty 6072.627112 = -32563053.919315 nChanged 11 SP:Iteration 32Q (8019.080000 sec): 3 clusters Score: Raw -32569129.580643 + Penalty 6072.627112 = -32563056.953531 nChanged 13 SP:Iteration 33Q (8019.730000 sec): 3 clusters Score: Raw -32569132.748973 + Penalty 6072.627112 = -32563060.121861 nChanged 5 SP:Iteration 34Q (8020.380000 sec): 3 clusters Score: Raw -32569133.523828 + Penalty 6072.627112 = -32563060.896716 nChanged 3 SP:Iteration 35Q (8021.040000 sec): 3 clusters Score: Raw -32569133.916068 + Penalty 6072.627112 = -32563061.288956 nChanged 4 SP:Iteration 36Q (8021.690000 sec): 3 clusters Score: Raw -32569135.338027 + Penalty 6072.627112 = -32563062.710915 nChanged 7 SP:Iteration 37Q (8022.350000 sec): 3 clusters Score: Raw -32569137.205820 + Penalty 6072.627112 = -32563064.578708 nChanged 5 SP:Iteration 38Q (8023.010000 sec): 3 clusters Score: Raw -32569138.477267 + Penalty 6072.627112 = -32563065.850155 nChanged 5 SP:Iteration 39Q (8023.650000 sec): 3 clusters Score: Raw -32569140.315024 + Penalty 6072.627112 = -32563067.687912 nChanged 4 SP:Iteration 40F (8024.530000 sec): 3 clusters Score: Raw -32569141.197636 + Penalty 6072.627112 = -32563068.570524 nChanged 7 SP:Iteration 41Q (8025.170000 sec): 3 clusters Score: Raw -32569142.774332 + Penalty 6072.627112 = -32563070.147220 nChanged 7 SP:Iteration 42Q (8025.810000 sec): 3 clusters Score: Raw -32569144.373359 + Penalty 6072.627112 = -32563071.746247 nChanged 3 SP:Iteration 43Q (8026.450000 sec): 3 clusters Score: Raw -32569145.268344 + Penalty 6072.627112 = -32563072.641232 nChanged 4 SP:Iteration 44Q (8027.100000 sec): 3 clusters Score: Raw -32569146.304191 + Penalty 6072.627112 = -32563073.677079 nChanged 1 SP:Iteration 45Q (8027.730000 sec): 3 clusters Score: Raw -32569146.615337 + Penalty 6072.627112 = -32563073.988225 nChanged 1 SP:Iteration 46Q (8028.370000 sec): 3 clusters Score: Raw -32569146.822828 + Penalty 6072.627112 = -32563074.195716 nChanged 1 SP:Iteration 47Q (8029.010000 sec): 3 clusters Score: Raw -32569146.930175 + Penalty 6072.627112 = -32563074.303063 nChanged 0 SP:Iteration 48F (8029.910000 sec): 3 clusters Score: Raw -32569146.930175 + Penalty 6072.627112 = -32563074.303063 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8030.060000 sec): 2 clusters Score: Raw -1611265.398962 + Penalty 2307.169259 = -1608958.229703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8030.100000 sec): 3 clusters Score: Raw -1605285.418286 + Penalty 4614.338519 = -1600671.079767 nChanged 4552 SP:Iteration 1F (8030.150000 sec): 3 clusters Score: Raw -1607825.290333 + Penalty 4614.338519 = -1603210.951814 nChanged 837 SP:Iteration 2F (8030.190000 sec): 3 clusters Score: Raw -1608320.060652 + Penalty 4614.338519 = -1603705.722133 nChanged 659 SP:Iteration 3F (8030.240000 sec): 3 clusters Score: Raw -1608719.154605 + Penalty 4614.338519 = -1604104.816086 nChanged 557 SP:Iteration 4F (8030.280000 sec): 3 clusters Score: Raw -1609025.205009 + Penalty 4614.338519 = -1604410.866491 nChanged 490 SP:Iteration 5Q (8030.330000 sec): 3 clusters Score: Raw -1609285.451568 + Penalty 4614.338519 = -1604671.113050 nChanged 455 SP:Iteration 6Q (8030.370000 sec): 3 clusters Score: Raw -1609546.452307 + Penalty 4614.338519 = -1604932.113788 nChanged 451 SP:Iteration 7Q (8030.420000 sec): 3 clusters Score: Raw -1609801.735762 + Penalty 4614.338519 = -1605187.397244 nChanged 437 SP:Iteration 8Q (8030.470000 sec): 3 clusters Score: Raw -1610072.670548 + Penalty 4614.338519 = -1605458.332030 nChanged 450 SP:Iteration 9Q (8030.510000 sec): 3 clusters Score: Raw -1610358.148928 + Penalty 4614.338519 = -1605743.810410 nChanged 413 SP:Iteration 10Q (8030.560000 sec): 3 clusters Score: Raw -1610644.665498 + Penalty 4614.338519 = -1606030.326980 nChanged 380 SP:Iteration 11Q (8030.600000 sec): 3 clusters Score: Raw -1610959.920940 + Penalty 4614.338519 = -1606345.582421 nChanged 323 SP:Iteration 12Q (8030.650000 sec): 3 clusters Score: Raw -1611217.835835 + Penalty 4614.338519 = -1606603.497317 nChanged 259 SP:Iteration 13Q (8030.690000 sec): 3 clusters Score: Raw -1611405.359111 + Penalty 4614.338519 = -1606791.020592 nChanged 215 SP:Iteration 14Q (8030.730000 sec): 3 clusters Score: Raw -1611575.148205 + Penalty 4614.338519 = -1606960.809686 nChanged 193 SP:Iteration 15Q (8030.770000 sec): 3 clusters Score: Raw -1611721.708345 + Penalty 4614.338519 = -1607107.369826 nChanged 151 SP:Iteration 16Q (8030.810000 sec): 3 clusters Score: Raw -1611835.757964 + Penalty 4614.338519 = -1607221.419445 nChanged 97 SP:Iteration 17Q (8030.850000 sec): 3 clusters Score: Raw -1611902.571242 + Penalty 4614.338519 = -1607288.232723 nChanged 79 SP:Iteration 18Q (8030.890000 sec): 3 clusters Score: Raw -1611951.562313 + Penalty 4614.338519 = -1607337.223795 nChanged 54 SP:Iteration 19Q (8030.930000 sec): 3 clusters Score: Raw -1611989.135251 + Penalty 4614.338519 = -1607374.796733 nChanged 49 SP:Iteration 20F (8030.970000 sec): 3 clusters Score: Raw -1612018.718208 + Penalty 4614.338519 = -1607404.379690 nChanged 42 SP:Iteration 21Q (8031.010000 sec): 3 clusters Score: Raw -1612041.983382 + Penalty 4614.338519 = -1607427.644863 nChanged 27 SP:Iteration 22Q (8031.040000 sec): 3 clusters Score: Raw -1612053.965281 + Penalty 4614.338519 = -1607439.626763 nChanged 27 SP:Iteration 23Q (8031.080000 sec): 3 clusters Score: Raw -1612069.526447 + Penalty 4614.338519 = -1607455.187928 nChanged 27 SP:Iteration 24Q (8031.110000 sec): 3 clusters Score: Raw -1612082.992466 + Penalty 4614.338519 = -1607468.653947 nChanged 23 SP:Iteration 25Q (8031.150000 sec): 3 clusters Score: Raw -1612094.517589 + Penalty 4614.338519 = -1607480.179071 nChanged 16 SP:Iteration 26Q (8031.190000 sec): 3 clusters Score: Raw -1612105.429863 + Penalty 4614.338519 = -1607491.091344 nChanged 11 SP:Iteration 27Q (8031.220000 sec): 3 clusters Score: Raw -1612111.381255 + Penalty 4614.338519 = -1607497.042736 nChanged 8 SP:Iteration 28Q (8031.260000 sec): 3 clusters Score: Raw -1612116.232163 + Penalty 4614.338519 = -1607501.893644 nChanged 12 SP:Iteration 29Q (8031.290000 sec): 3 clusters Score: Raw -1612125.424016 + Penalty 4614.338519 = -1607511.085497 nChanged 18 SP:Iteration 30Q (8031.330000 sec): 3 clusters Score: Raw -1612139.289431 + Penalty 4614.338519 = -1607524.950912 nChanged 25 SP:Iteration 31Q (8031.370000 sec): 3 clusters Score: Raw -1612158.197076 + Penalty 4614.338519 = -1607543.858558 nChanged 21 SP:Iteration 32Q (8031.400000 sec): 3 clusters Score: Raw -1612171.746445 + Penalty 4614.338519 = -1607557.407927 nChanged 12 SP:Iteration 33Q (8031.440000 sec): 3 clusters Score: Raw -1612179.647657 + Penalty 4614.338519 = -1607565.309139 nChanged 12 SP:Iteration 34Q (8031.470000 sec): 3 clusters Score: Raw -1612188.546321 + Penalty 4614.338519 = -1607574.207802 nChanged 13 SP:Iteration 35Q (8031.510000 sec): 3 clusters Score: Raw -1612199.803839 + Penalty 4614.338519 = -1607585.465320 nChanged 14 SP:Iteration 36Q (8031.540000 sec): 3 clusters Score: Raw -1612208.656002 + Penalty 4614.338519 = -1607594.317483 nChanged 10 SP:Iteration 37Q (8031.570000 sec): 3 clusters Score: Raw -1612214.965002 + Penalty 4614.338519 = -1607600.626483 nChanged 13 SP:Iteration 38Q (8031.610000 sec): 3 clusters Score: Raw -1612223.968896 + Penalty 4614.338519 = -1607609.630377 nChanged 12 SP:Iteration 39Q (8031.640000 sec): 3 clusters Score: Raw -1612231.504913 + Penalty 4614.338519 = -1607617.166395 nChanged 8 SP:Iteration 40F (8031.690000 sec): 3 clusters Score: Raw -1612237.217578 + Penalty 4614.338519 = -1607622.879060 nChanged 8 SP:Iteration 41Q (8031.720000 sec): 3 clusters Score: Raw -1612243.187661 + Penalty 4614.338519 = -1607628.849143 nChanged 7 SP:Iteration 42Q (8031.760000 sec): 3 clusters Score: Raw -1612247.267397 + Penalty 4614.338519 = -1607632.928878 nChanged 5 SP:Iteration 43Q (8031.790000 sec): 3 clusters Score: Raw -1612250.836429 + Penalty 4614.338519 = -1607636.497911 nChanged 4 SP:Iteration 44Q (8031.830000 sec): 3 clusters Score: Raw -1612252.979475 + Penalty 4614.338519 = -1607638.640956 nChanged 2 SP:Iteration 45Q (8031.860000 sec): 3 clusters Score: Raw -1612254.016603 + Penalty 4614.338519 = -1607639.678084 nChanged 0 SP:Iteration 46F (8031.910000 sec): 3 clusters Score: Raw -1612254.016603 + Penalty 4614.338519 = -1607639.678084 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8031.910000 sec): 2 clusters Score: Raw -93344.522316 + Penalty 1603.603892 = -91740.918424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8031.920000 sec): 3 clusters Score: Raw -93286.194719 + Penalty 3207.207783 = -90078.986935 nChanged 133 SP:Iteration 1F (8031.920000 sec): 3 clusters Score: Raw -93528.524673 + Penalty 3207.207783 = -90321.316890 nChanged 41 SP:Iteration 2F (8031.920000 sec): 3 clusters Score: Raw -93610.070386 + Penalty 3207.207783 = -90402.862602 nChanged 18 SP:Iteration 3Q (8031.930000 sec): 3 clusters Score: Raw -93639.424907 + Penalty 3207.207783 = -90432.217124 nChanged 10 SP:Iteration 4Q (8031.930000 sec): 3 clusters Score: Raw -93655.771396 + Penalty 3207.207783 = -90448.563613 nChanged 9 SP:Iteration 5Q (8031.930000 sec): 3 clusters Score: Raw -93675.564925 + Penalty 3207.207783 = -90468.357141 nChanged 7 SP:Iteration 6Q (8031.930000 sec): 3 clusters Score: Raw -93686.214288 + Penalty 3207.207783 = -90479.006505 nChanged 8 SP:Iteration 7Q (8031.940000 sec): 3 clusters Score: Raw -93708.188015 + Penalty 3207.207783 = -90500.980232 nChanged 9 SP:Iteration 8Q (8031.940000 sec): 3 clusters Score: Raw -93726.160142 + Penalty 3207.207783 = -90518.952359 nChanged 6 SP:Iteration 9Q (8031.940000 sec): 3 clusters Score: Raw -93743.453911 + Penalty 3207.207783 = -90536.246128 nChanged 4 SP:Iteration 10Q (8031.950000 sec): 3 clusters Score: Raw -93754.419169 + Penalty 3207.207783 = -90547.211385 nChanged 4 SP:Iteration 11Q (8031.950000 sec): 3 clusters Score: Raw -93765.482370 + Penalty 3207.207783 = -90558.274587 nChanged 3 SP:Iteration 12Q (8031.950000 sec): 3 clusters Score: Raw -93773.802496 + Penalty 3207.207783 = -90566.594712 nChanged 1 SP:Iteration 13Q (8031.950000 sec): 3 clusters Score: Raw -93774.923337 + Penalty 3207.207783 = -90567.715554 nChanged 0 SP:Iteration 14F (8031.950000 sec): 3 clusters Score: Raw -93774.923337 + Penalty 3207.207783 = -90567.715554 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8032.100000 sec): 2 clusters Score: Raw -5768282.162177 + Penalty 2606.578155 = -5765675.584023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8032.270000 sec): 3 clusters Score: Raw -5745983.206362 + Penalty 5213.156309 = -5740770.050053 nChanged 16735 SP:Iteration 1F (8032.430000 sec): 3 clusters Score: Raw -5755531.267913 + Penalty 5213.156309 = -5750318.111603 nChanged 2126 SP:Iteration 2F (8032.580000 sec): 3 clusters Score: Raw -5756725.666060 + Penalty 5213.156309 = -5751512.509750 nChanged 2430 SP:Iteration 3F (8032.750000 sec): 3 clusters Score: Raw -5758447.926735 + Penalty 5213.156309 = -5753234.770426 nChanged 2751 SP:Iteration 4F (8032.900000 sec): 3 clusters Score: Raw -5760447.320845 + Penalty 5213.156309 = -5755234.164536 nChanged 2696 SP:Iteration 5F (8033.060000 sec): 3 clusters Score: Raw -5762125.544726 + Penalty 5213.156309 = -5756912.388416 nChanged 2200 SP:Iteration 6F (8033.220000 sec): 3 clusters Score: Raw -5763211.707281 + Penalty 5213.156309 = -5757998.550972 nChanged 1643 SP:Iteration 7Q (8033.370000 sec): 3 clusters Score: Raw -5763845.074439 + Penalty 5213.156309 = -5758631.918130 nChanged 1222 SP:Iteration 8Q (8033.530000 sec): 3 clusters Score: Raw -5764223.926244 + Penalty 5213.156309 = -5759010.769935 nChanged 869 SP:Iteration 9Q (8033.690000 sec): 3 clusters Score: Raw -5764430.315808 + Penalty 5213.156309 = -5759217.159499 nChanged 635 SP:Iteration 10Q (8033.840000 sec): 3 clusters Score: Raw -5764558.932729 + Penalty 5213.156309 = -5759345.776419 nChanged 544 SP:Iteration 11Q (8033.990000 sec): 3 clusters Score: Raw -5764656.686347 + Penalty 5213.156309 = -5759443.530038 nChanged 463 SP:Iteration 12Q (8034.150000 sec): 3 clusters Score: Raw -5764734.874362 + Penalty 5213.156309 = -5759521.718053 nChanged 451 SP:Iteration 13Q (8034.300000 sec): 3 clusters Score: Raw -5764810.215053 + Penalty 5213.156309 = -5759597.058744 nChanged 470 SP:Iteration 14Q (8034.460000 sec): 3 clusters Score: Raw -5764900.749563 + Penalty 5213.156309 = -5759687.593254 nChanged 509 SP:Iteration 15Q (8034.610000 sec): 3 clusters Score: Raw -5764999.490972 + Penalty 5213.156309 = -5759786.334663 nChanged 545 SP:Iteration 16Q (8034.760000 sec): 3 clusters Score: Raw -5765112.896232 + Penalty 5213.156309 = -5759899.739923 nChanged 585 SP:Iteration 17Q (8034.920000 sec): 3 clusters Score: Raw -5765235.016111 + Penalty 5213.156309 = -5760021.859801 nChanged 623 SP:Iteration 18Q (8035.070000 sec): 3 clusters Score: Raw -5765379.474342 + Penalty 5213.156309 = -5760166.318033 nChanged 670 SP:Iteration 19Q (8035.210000 sec): 3 clusters Score: Raw -5765540.293693 + Penalty 5213.156309 = -5760327.137384 nChanged 731 SP:Iteration 20F (8035.370000 sec): 3 clusters Score: Raw -5765736.045441 + Penalty 5213.156309 = -5760522.889131 nChanged 774 SP:Iteration 21Q (8035.520000 sec): 3 clusters Score: Raw -5765957.945204 + Penalty 5213.156309 = -5760744.788895 nChanged 809 SP:Iteration 22Q (8035.670000 sec): 3 clusters Score: Raw -5766199.290844 + Penalty 5213.156309 = -5760986.134535 nChanged 802 SP:Iteration 23Q (8035.820000 sec): 3 clusters Score: Raw -5766452.229132 + Penalty 5213.156309 = -5761239.072823 nChanged 785 SP:Iteration 24Q (8035.960000 sec): 3 clusters Score: Raw -5766710.025556 + Penalty 5213.156309 = -5761496.869246 nChanged 777 SP:Iteration 25Q (8036.110000 sec): 3 clusters Score: Raw -5766970.705741 + Penalty 5213.156309 = -5761757.549432 nChanged 743 SP:Iteration 26Q (8036.260000 sec): 3 clusters Score: Raw -5767230.119951 + Penalty 5213.156309 = -5762016.963641 nChanged 697 SP:Iteration 27Q (8036.390000 sec): 3 clusters Score: Raw -5767489.360411 + Penalty 5213.156309 = -5762276.204102 nChanged 658 SP:Iteration 28Q (8036.530000 sec): 3 clusters Score: Raw -5767739.382358 + Penalty 5213.156309 = -5762526.226049 nChanged 597 SP:Iteration 29Q (8036.670000 sec): 3 clusters Score: Raw -5767965.149219 + Penalty 5213.156309 = -5762751.992910 nChanged 510 SP:Iteration 30Q (8036.810000 sec): 3 clusters Score: Raw -5768163.733950 + Penalty 5213.156309 = -5762950.577641 nChanged 458 SP:Iteration 31Q (8036.940000 sec): 3 clusters Score: Raw -5768354.123234 + Penalty 5213.156309 = -5763140.966925 nChanged 389 SP:Iteration 32Q (8037.070000 sec): 3 clusters Score: Raw -5768519.055327 + Penalty 5213.156309 = -5763305.899017 nChanged 309 SP:Iteration 33Q (8037.200000 sec): 3 clusters Score: Raw -5768658.163216 + Penalty 5213.156309 = -5763445.006906 nChanged 261 SP:Iteration 34Q (8037.330000 sec): 3 clusters Score: Raw -5768770.105545 + Penalty 5213.156309 = -5763556.949236 nChanged 226 SP:Iteration 35Q (8037.450000 sec): 3 clusters Score: Raw -5768861.459036 + Penalty 5213.156309 = -5763648.302727 nChanged 179 SP:Iteration 36Q (8037.590000 sec): 3 clusters Score: Raw -5768928.261069 + Penalty 5213.156309 = -5763715.104760 nChanged 160 SP:Iteration 37Q (8037.710000 sec): 3 clusters Score: Raw -5768988.522969 + Penalty 5213.156309 = -5763775.366660 nChanged 133 SP:Iteration 38Q (8037.830000 sec): 3 clusters Score: Raw -5769034.585927 + Penalty 5213.156309 = -5763821.429618 nChanged 103 SP:Iteration 39Q (8037.950000 sec): 3 clusters Score: Raw -5769070.676008 + Penalty 5213.156309 = -5763857.519699 nChanged 82 SP:Iteration 40F (8038.110000 sec): 3 clusters Score: Raw -5769099.185074 + Penalty 5213.156309 = -5763886.028764 nChanged 64 SP:Iteration 41Q (8038.230000 sec): 3 clusters Score: Raw -5769117.397262 + Penalty 5213.156309 = -5763904.240953 nChanged 54 SP:Iteration 42Q (8038.340000 sec): 3 clusters Score: Raw -5769132.419465 + Penalty 5213.156309 = -5763919.263155 nChanged 54 SP:Iteration 43Q (8038.470000 sec): 3 clusters Score: Raw -5769148.841247 + Penalty 5213.156309 = -5763935.684938 nChanged 49 SP:Iteration 44Q (8038.580000 sec): 3 clusters Score: Raw -5769161.684434 + Penalty 5213.156309 = -5763948.528125 nChanged 27 SP:Iteration 45Q (8038.700000 sec): 3 clusters Score: Raw -5769168.658583 + Penalty 5213.156309 = -5763955.502273 nChanged 22 SP:Iteration 46Q (8038.820000 sec): 3 clusters Score: Raw -5769173.170399 + Penalty 5213.156309 = -5763960.014090 nChanged 14 SP:Iteration 47Q (8038.940000 sec): 3 clusters Score: Raw -5769176.192818 + Penalty 5213.156309 = -5763963.036509 nChanged 18 SP:Iteration 48Q (8039.060000 sec): 3 clusters Score: Raw -5769179.566330 + Penalty 5213.156309 = -5763966.410020 nChanged 17 SP:Iteration 49Q (8039.170000 sec): 3 clusters Score: Raw -5769182.986703 + Penalty 5213.156309 = -5763969.830394 nChanged 9 SP:Iteration 50Q (8039.300000 sec): 3 clusters Score: Raw -5769184.444715 + Penalty 5213.156309 = -5763971.288406 nChanged 9 SP:Iteration 51Q (8039.410000 sec): 3 clusters Score: Raw -5769186.801204 + Penalty 5213.156309 = -5763973.644895 nChanged 11 SP:Iteration 52Q (8039.530000 sec): 3 clusters Score: Raw -5769188.809596 + Penalty 5213.156309 = -5763975.653286 nChanged 5 SP:Iteration 53Q (8039.640000 sec): 3 clusters Score: Raw -5769189.895773 + Penalty 5213.156309 = -5763976.739464 nChanged 5 SP:Iteration 54Q (8039.770000 sec): 3 clusters Score: Raw -5769190.776883 + Penalty 5213.156309 = -5763977.620574 nChanged 4 SP:Iteration 55Q (8039.880000 sec): 3 clusters Score: Raw -5769191.784380 + Penalty 5213.156309 = -5763978.628070 nChanged 3 SP:Iteration 56Q (8040.000000 sec): 3 clusters Score: Raw -5769192.277934 + Penalty 5213.156309 = -5763979.121624 nChanged 2 SP:Iteration 57Q (8040.120000 sec): 3 clusters Score: Raw -5769192.585075 + Penalty 5213.156309 = -5763979.428766 nChanged 2 SP:Iteration 58Q (8040.250000 sec): 3 clusters Score: Raw -5769193.080986 + Penalty 5213.156309 = -5763979.924676 nChanged 1 SP:Iteration 59Q (8040.360000 sec): 3 clusters Score: Raw -5769193.218292 + Penalty 5213.156309 = -5763980.061983 nChanged 0 SP:Iteration 60F (8040.520000 sec): 3 clusters Score: Raw -5769193.218292 + Penalty 5213.156309 = -5763980.061983 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8040.550000 sec): 2 clusters Score: Raw -701917.635064 + Penalty 2095.861240 = -699821.773824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8040.570000 sec): 3 clusters Score: Raw -699674.549879 + Penalty 4191.722481 = -695482.827398 nChanged 1745 SP:Iteration 1F (8040.590000 sec): 3 clusters Score: Raw -700657.025603 + Penalty 4191.722481 = -696465.303122 nChanged 367 SP:Iteration 2F (8040.610000 sec): 3 clusters Score: Raw -700887.035839 + Penalty 4191.722481 = -696695.313358 nChanged 251 SP:Iteration 3F (8040.630000 sec): 3 clusters Score: Raw -701020.901029 + Penalty 4191.722481 = -696829.178548 nChanged 178 SP:Iteration 4Q (8040.650000 sec): 3 clusters Score: Raw -701113.533930 + Penalty 4191.722481 = -696921.811450 nChanged 140 SP:Iteration 5Q (8040.670000 sec): 3 clusters Score: Raw -701176.146213 + Penalty 4191.722481 = -696984.423732 nChanged 102 SP:Iteration 6Q (8040.690000 sec): 3 clusters Score: Raw -701213.873849 + Penalty 4191.722481 = -697022.151368 nChanged 73 SP:Iteration 7Q (8040.710000 sec): 3 clusters Score: Raw -701241.785846 + Penalty 4191.722481 = -697050.063365 nChanged 63 SP:Iteration 8Q (8040.730000 sec): 3 clusters Score: Raw -701267.792041 + Penalty 4191.722481 = -697076.069560 nChanged 59 SP:Iteration 9Q (8040.750000 sec): 3 clusters Score: Raw -701292.413175 + Penalty 4191.722481 = -697100.690694 nChanged 52 SP:Iteration 10Q (8040.770000 sec): 3 clusters Score: Raw -701316.107855 + Penalty 4191.722481 = -697124.385374 nChanged 47 SP:Iteration 11Q (8040.790000 sec): 3 clusters Score: Raw -701336.993543 + Penalty 4191.722481 = -697145.271062 nChanged 40 SP:Iteration 12Q (8040.810000 sec): 3 clusters Score: Raw -701351.783301 + Penalty 4191.722481 = -697160.060820 nChanged 34 SP:Iteration 13Q (8040.830000 sec): 3 clusters Score: Raw -701362.978037 + Penalty 4191.722481 = -697171.255556 nChanged 28 SP:Iteration 14Q (8040.850000 sec): 3 clusters Score: Raw -701373.651947 + Penalty 4191.722481 = -697181.929466 nChanged 32 SP:Iteration 15Q (8040.870000 sec): 3 clusters Score: Raw -701385.171303 + Penalty 4191.722481 = -697193.448823 nChanged 28 SP:Iteration 16Q (8040.890000 sec): 3 clusters Score: Raw -701395.355096 + Penalty 4191.722481 = -697203.632615 nChanged 22 SP:Iteration 17Q (8040.900000 sec): 3 clusters Score: Raw -701404.385163 + Penalty 4191.722481 = -697212.662682 nChanged 18 SP:Iteration 18Q (8040.920000 sec): 3 clusters Score: Raw -701413.677516 + Penalty 4191.722481 = -697221.955035 nChanged 27 SP:Iteration 19Q (8040.940000 sec): 3 clusters Score: Raw -701426.792934 + Penalty 4191.722481 = -697235.070453 nChanged 28 SP:Iteration 20F (8040.960000 sec): 3 clusters Score: Raw -701437.209072 + Penalty 4191.722481 = -697245.486591 nChanged 24 SP:Iteration 21Q (8040.980000 sec): 3 clusters Score: Raw -701445.308545 + Penalty 4191.722481 = -697253.586064 nChanged 22 SP:Iteration 22Q (8041.000000 sec): 3 clusters Score: Raw -701456.068675 + Penalty 4191.722481 = -697264.346194 nChanged 32 SP:Iteration 23Q (8041.020000 sec): 3 clusters Score: Raw -701466.016753 + Penalty 4191.722481 = -697274.294272 nChanged 29 SP:Iteration 24Q (8041.040000 sec): 3 clusters Score: Raw -701476.826043 + Penalty 4191.722481 = -697285.103562 nChanged 29 SP:Iteration 25Q (8041.060000 sec): 3 clusters Score: Raw -701489.195186 + Penalty 4191.722481 = -697297.472705 nChanged 27 SP:Iteration 26Q (8041.080000 sec): 3 clusters Score: Raw -701498.914396 + Penalty 4191.722481 = -697307.191915 nChanged 23 SP:Iteration 27Q (8041.100000 sec): 3 clusters Score: Raw -701508.002403 + Penalty 4191.722481 = -697316.279922 nChanged 28 SP:Iteration 28Q (8041.120000 sec): 3 clusters Score: Raw -701518.945036 + Penalty 4191.722481 = -697327.222555 nChanged 26 SP:Iteration 29Q (8041.140000 sec): 3 clusters Score: Raw -701531.670536 + Penalty 4191.722481 = -697339.948055 nChanged 32 SP:Iteration 30Q (8041.160000 sec): 3 clusters Score: Raw -701544.012765 + Penalty 4191.722481 = -697352.290284 nChanged 34 SP:Iteration 31Q (8041.180000 sec): 3 clusters Score: Raw -701557.659869 + Penalty 4191.722481 = -697365.937388 nChanged 39 SP:Iteration 32Q (8041.200000 sec): 3 clusters Score: Raw -701572.357824 + Penalty 4191.722481 = -697380.635344 nChanged 34 SP:Iteration 33Q (8041.220000 sec): 3 clusters Score: Raw -701583.817043 + Penalty 4191.722481 = -697392.094562 nChanged 25 SP:Iteration 34Q (8041.230000 sec): 3 clusters Score: Raw -701591.970984 + Penalty 4191.722481 = -697400.248503 nChanged 25 SP:Iteration 35Q (8041.250000 sec): 3 clusters Score: Raw -701597.920168 + Penalty 4191.722481 = -697406.197687 nChanged 17 SP:Iteration 36Q (8041.270000 sec): 3 clusters Score: Raw -701602.441029 + Penalty 4191.722481 = -697410.718549 nChanged 16 SP:Iteration 37Q (8041.290000 sec): 3 clusters Score: Raw -701607.863316 + Penalty 4191.722481 = -697416.140835 nChanged 14 SP:Iteration 38Q (8041.310000 sec): 3 clusters Score: Raw -701612.746492 + Penalty 4191.722481 = -697421.024011 nChanged 20 SP:Iteration 39Q (8041.330000 sec): 3 clusters Score: Raw -701622.213922 + Penalty 4191.722481 = -697430.491441 nChanged 25 SP:Iteration 40F (8041.350000 sec): 3 clusters Score: Raw -701631.816163 + Penalty 4191.722481 = -697440.093682 nChanged 29 SP:Iteration 41Q (8041.370000 sec): 3 clusters Score: Raw -701643.648375 + Penalty 4191.722481 = -697451.925895 nChanged 25 SP:Iteration 42Q (8041.380000 sec): 3 clusters Score: Raw -701652.234118 + Penalty 4191.722481 = -697460.511637 nChanged 29 SP:Iteration 43Q (8041.400000 sec): 3 clusters Score: Raw -701663.042846 + Penalty 4191.722481 = -697471.320365 nChanged 23 SP:Iteration 44Q (8041.420000 sec): 3 clusters Score: Raw -701671.069365 + Penalty 4191.722481 = -697479.346884 nChanged 30 SP:Iteration 45Q (8041.440000 sec): 3 clusters Score: Raw -701681.457910 + Penalty 4191.722481 = -697489.735429 nChanged 27 SP:Iteration 46Q (8041.460000 sec): 3 clusters Score: Raw -701690.394528 + Penalty 4191.722481 = -697498.672047 nChanged 27 SP:Iteration 47Q (8041.480000 sec): 3 clusters Score: Raw -701699.208272 + Penalty 4191.722481 = -697507.485791 nChanged 21 SP:Iteration 48Q (8041.500000 sec): 3 clusters Score: Raw -701707.464771 + Penalty 4191.722481 = -697515.742290 nChanged 23 SP:Iteration 49Q (8041.520000 sec): 3 clusters Score: Raw -701717.155444 + Penalty 4191.722481 = -697525.432964 nChanged 33 SP:Iteration 50Q (8041.540000 sec): 3 clusters Score: Raw -701729.604387 + Penalty 4191.722481 = -697537.881906 nChanged 31 SP:Iteration 51Q (8041.560000 sec): 3 clusters Score: Raw -701744.434915 + Penalty 4191.722481 = -697552.712434 nChanged 28 SP:Iteration 52Q (8041.580000 sec): 3 clusters Score: Raw -701756.950459 + Penalty 4191.722481 = -697565.227978 nChanged 26 SP:Iteration 53Q (8041.600000 sec): 3 clusters Score: Raw -701768.811057 + Penalty 4191.722481 = -697577.088576 nChanged 28 SP:Iteration 54Q (8041.620000 sec): 3 clusters Score: Raw -701783.247439 + Penalty 4191.722481 = -697591.524958 nChanged 30 SP:Iteration 55Q (8041.640000 sec): 3 clusters Score: Raw -701796.486646 + Penalty 4191.722481 = -697604.764165 nChanged 26 SP:Iteration 56Q (8041.650000 sec): 3 clusters Score: Raw -701807.053250 + Penalty 4191.722481 = -697615.330769 nChanged 28 SP:Iteration 57Q (8041.670000 sec): 3 clusters Score: Raw -701817.949299 + Penalty 4191.722481 = -697626.226818 nChanged 28 SP:Iteration 58Q (8041.690000 sec): 3 clusters Score: Raw -701828.785366 + Penalty 4191.722481 = -697637.062885 nChanged 25 SP:Iteration 59Q (8041.710000 sec): 3 clusters Score: Raw -701839.419639 + Penalty 4191.722481 = -697647.697158 nChanged 28 SP:Iteration 60F (8041.730000 sec): 3 clusters Score: Raw -701851.242549 + Penalty 4191.722481 = -697659.520068 nChanged 30 SP:Iteration 61Q (8041.740000 sec): 3 clusters Score: Raw -701867.140412 + Penalty 4191.722481 = -697675.417931 nChanged 28 SP:Iteration 62Q (8041.760000 sec): 3 clusters Score: Raw -701881.478163 + Penalty 4191.722481 = -697689.755682 nChanged 33 SP:Iteration 63Q (8041.780000 sec): 3 clusters Score: Raw -701901.079251 + Penalty 4191.722481 = -697709.356770 nChanged 46 SP:Iteration 64Q (8041.800000 sec): 3 clusters Score: Raw -701925.910080 + Penalty 4191.722481 = -697734.187599 nChanged 34 SP:Iteration 65Q (8041.820000 sec): 3 clusters Score: Raw -701942.259507 + Penalty 4191.722481 = -697750.537026 nChanged 37 SP:Iteration 66Q (8041.840000 sec): 3 clusters Score: Raw -701961.878497 + Penalty 4191.722481 = -697770.156016 nChanged 24 SP:Iteration 67Q (8041.860000 sec): 3 clusters Score: Raw -701973.506871 + Penalty 4191.722481 = -697781.784390 nChanged 23 SP:Iteration 68Q (8041.880000 sec): 3 clusters Score: Raw -701985.036847 + Penalty 4191.722481 = -697793.314367 nChanged 18 SP:Iteration 69Q (8041.900000 sec): 3 clusters Score: Raw -701993.370462 + Penalty 4191.722481 = -697801.647981 nChanged 19 SP:Iteration 70Q (8041.920000 sec): 3 clusters Score: Raw -702002.324906 + Penalty 4191.722481 = -697810.602425 nChanged 21 SP:Iteration 71Q (8041.940000 sec): 3 clusters Score: Raw -702014.797858 + Penalty 4191.722481 = -697823.075377 nChanged 26 SP:Iteration 72Q (8041.950000 sec): 3 clusters Score: Raw -702031.302108 + Penalty 4191.722481 = -697839.579627 nChanged 17 SP:Iteration 73Q (8041.970000 sec): 3 clusters Score: Raw -702040.458584 + Penalty 4191.722481 = -697848.736103 nChanged 14 SP:Iteration 74Q (8041.990000 sec): 3 clusters Score: Raw -702047.904669 + Penalty 4191.722481 = -697856.182188 nChanged 11 SP:Iteration 75Q (8042.010000 sec): 3 clusters Score: Raw -702053.185428 + Penalty 4191.722481 = -697861.462947 nChanged 9 SP:Iteration 76Q (8042.030000 sec): 3 clusters Score: Raw -702056.526337 + Penalty 4191.722481 = -697864.803856 nChanged 6 SP:Iteration 77Q (8042.050000 sec): 3 clusters Score: Raw -702059.151974 + Penalty 4191.722481 = -697867.429493 nChanged 8 SP:Iteration 78Q (8042.060000 sec): 3 clusters Score: Raw -702061.906312 + Penalty 4191.722481 = -697870.183831 nChanged 3 SP:Iteration 79Q (8042.080000 sec): 3 clusters Score: Raw -702063.472989 + Penalty 4191.722481 = -697871.750509 nChanged 5 SP:Iteration 80F (8042.100000 sec): 3 clusters Score: Raw -702065.320966 + Penalty 4191.722481 = -697873.598485 nChanged 6 SP:Iteration 81Q (8042.120000 sec): 3 clusters Score: Raw -702070.542782 + Penalty 4191.722481 = -697878.820301 nChanged 14 SP:Iteration 82Q (8042.130000 sec): 3 clusters Score: Raw -702078.762834 + Penalty 4191.722481 = -697887.040353 nChanged 13 SP:Iteration 83Q (8042.150000 sec): 3 clusters Score: Raw -702085.623117 + Penalty 4191.722481 = -697893.900636 nChanged 14 SP:Iteration 84Q (8042.170000 sec): 3 clusters Score: Raw -702092.697979 + Penalty 4191.722481 = -697900.975498 nChanged 14 SP:Iteration 85Q (8042.190000 sec): 3 clusters Score: Raw -702100.313441 + Penalty 4191.722481 = -697908.590961 nChanged 12 SP:Iteration 86Q (8042.200000 sec): 3 clusters Score: Raw -702106.799288 + Penalty 4191.722481 = -697915.076807 nChanged 10 SP:Iteration 87Q (8042.220000 sec): 3 clusters Score: Raw -702113.652242 + Penalty 4191.722481 = -697921.929761 nChanged 9 SP:Iteration 88Q (8042.240000 sec): 3 clusters Score: Raw -702119.154095 + Penalty 4191.722481 = -697927.431614 nChanged 5 SP:Iteration 89Q (8042.250000 sec): 3 clusters Score: Raw -702122.008945 + Penalty 4191.722481 = -697930.286464 nChanged 6 SP:Iteration 90Q (8042.270000 sec): 3 clusters Score: Raw -702127.451039 + Penalty 4191.722481 = -697935.728558 nChanged 13 SP:Iteration 91Q (8042.290000 sec): 3 clusters Score: Raw -702137.040172 + Penalty 4191.722481 = -697945.317691 nChanged 17 SP:Iteration 92Q (8042.310000 sec): 3 clusters Score: Raw -702147.815850 + Penalty 4191.722481 = -697956.093369 nChanged 9 SP:Iteration 93Q (8042.330000 sec): 3 clusters Score: Raw -702151.224353 + Penalty 4191.722481 = -697959.501872 nChanged 3 SP:Iteration 94Q (8042.340000 sec): 3 clusters Score: Raw -702152.623615 + Penalty 4191.722481 = -697960.901134 nChanged 4 SP:Iteration 95Q (8042.360000 sec): 3 clusters Score: Raw -702154.685284 + Penalty 4191.722481 = -697962.962803 nChanged 2 SP:Iteration 96Q (8042.380000 sec): 3 clusters Score: Raw -702156.706535 + Penalty 4191.722481 = -697964.984054 nChanged 8 SP:Iteration 97Q (8042.400000 sec): 3 clusters Score: Raw -702161.048503 + Penalty 4191.722481 = -697969.326022 nChanged 4 SP:Iteration 98Q (8042.410000 sec): 3 clusters Score: Raw -702162.742212 + Penalty 4191.722481 = -697971.019731 nChanged 4 SP:Iteration 99Q (8042.430000 sec): 3 clusters Score: Raw -702164.566805 + Penalty 4191.722481 = -697972.844324 nChanged 3 SP:Iteration 100F (8042.450000 sec): 3 clusters Score: Raw -702165.638461 + Penalty 4191.722481 = -697973.915980 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8042.470000 sec): 2 clusters Score: Raw -534904.711223 + Penalty 2020.886233 = -532883.824990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8042.480000 sec): 3 clusters Score: Raw -533402.650433 + Penalty 4041.772465 = -529360.877968 nChanged 1190 SP:Iteration 1F (8042.490000 sec): 3 clusters Score: Raw -534078.803083 + Penalty 4041.772465 = -530037.030618 nChanged 243 SP:Iteration 2F (8042.510000 sec): 3 clusters Score: Raw -534244.315477 + Penalty 4041.772465 = -530202.543012 nChanged 159 SP:Iteration 3Q (8042.520000 sec): 3 clusters Score: Raw -534340.826401 + Penalty 4041.772465 = -530299.053935 nChanged 140 SP:Iteration 4Q (8042.540000 sec): 3 clusters Score: Raw -534437.945514 + Penalty 4041.772465 = -530396.173049 nChanged 103 SP:Iteration 5Q (8042.550000 sec): 3 clusters Score: Raw -534502.755136 + Penalty 4041.772465 = -530460.982670 nChanged 79 SP:Iteration 6Q (8042.570000 sec): 3 clusters Score: Raw -534543.641657 + Penalty 4041.772465 = -530501.869191 nChanged 51 SP:Iteration 7Q (8042.580000 sec): 3 clusters Score: Raw -534565.485686 + Penalty 4041.772465 = -530523.713221 nChanged 37 SP:Iteration 8Q (8042.590000 sec): 3 clusters Score: Raw -534582.127613 + Penalty 4041.772465 = -530540.355148 nChanged 23 SP:Iteration 9Q (8042.610000 sec): 3 clusters Score: Raw -534593.956901 + Penalty 4041.772465 = -530552.184436 nChanged 22 SP:Iteration 10Q (8042.620000 sec): 3 clusters Score: Raw -534603.252398 + Penalty 4041.772465 = -530561.479933 nChanged 22 SP:Iteration 11Q (8042.640000 sec): 3 clusters Score: Raw -534612.492169 + Penalty 4041.772465 = -530570.719704 nChanged 21 SP:Iteration 12Q (8042.650000 sec): 3 clusters Score: Raw -534620.327463 + Penalty 4041.772465 = -530578.554997 nChanged 17 SP:Iteration 13Q (8042.670000 sec): 3 clusters Score: Raw -534626.283775 + Penalty 4041.772465 = -530584.511309 nChanged 16 SP:Iteration 14Q (8042.680000 sec): 3 clusters Score: Raw -534632.772702 + Penalty 4041.772465 = -530591.000237 nChanged 16 SP:Iteration 15Q (8042.690000 sec): 3 clusters Score: Raw -534639.826134 + Penalty 4041.772465 = -530598.053669 nChanged 14 SP:Iteration 16Q (8042.710000 sec): 3 clusters Score: Raw -534647.241849 + Penalty 4041.772465 = -530605.469384 nChanged 17 SP:Iteration 17Q (8042.720000 sec): 3 clusters Score: Raw -534653.182901 + Penalty 4041.772465 = -530611.410435 nChanged 14 SP:Iteration 18Q (8042.740000 sec): 3 clusters Score: Raw -534658.144405 + Penalty 4041.772465 = -530616.371940 nChanged 15 SP:Iteration 19Q (8042.750000 sec): 3 clusters Score: Raw -534663.789652 + Penalty 4041.772465 = -530622.017187 nChanged 21 SP:Iteration 20F (8042.770000 sec): 3 clusters Score: Raw -534673.170045 + Penalty 4041.772465 = -530631.397579 nChanged 18 SP:Iteration 21Q (8042.780000 sec): 3 clusters Score: Raw -534681.036888 + Penalty 4041.772465 = -530639.264423 nChanged 11 SP:Iteration 22Q (8042.800000 sec): 3 clusters Score: Raw -534684.382427 + Penalty 4041.772465 = -530642.609962 nChanged 6 SP:Iteration 23Q (8042.810000 sec): 3 clusters Score: Raw -534686.951285 + Penalty 4041.772465 = -530645.178820 nChanged 9 SP:Iteration 24Q (8042.830000 sec): 3 clusters Score: Raw -534690.132968 + Penalty 4041.772465 = -530648.360502 nChanged 9 SP:Iteration 25Q (8042.840000 sec): 3 clusters Score: Raw -534693.212062 + Penalty 4041.772465 = -530651.439597 nChanged 8 SP:Iteration 26Q (8042.850000 sec): 3 clusters Score: Raw -534697.037326 + Penalty 4041.772465 = -530655.264860 nChanged 11 SP:Iteration 27Q (8042.870000 sec): 3 clusters Score: Raw -534701.677769 + Penalty 4041.772465 = -530659.905304 nChanged 5 SP:Iteration 28Q (8042.880000 sec): 3 clusters Score: Raw -534704.084670 + Penalty 4041.772465 = -530662.312204 nChanged 7 SP:Iteration 29Q (8042.900000 sec): 3 clusters Score: Raw -534706.141887 + Penalty 4041.772465 = -530664.369422 nChanged 12 SP:Iteration 30Q (8042.910000 sec): 3 clusters Score: Raw -534711.593220 + Penalty 4041.772465 = -530669.820755 nChanged 11 SP:Iteration 31Q (8042.930000 sec): 3 clusters Score: Raw -534716.977523 + Penalty 4041.772465 = -530675.205057 nChanged 8 SP:Iteration 32Q (8042.940000 sec): 3 clusters Score: Raw -534720.701149 + Penalty 4041.772465 = -530678.928684 nChanged 5 SP:Iteration 33Q (8042.950000 sec): 3 clusters Score: Raw -534723.408876 + Penalty 4041.772465 = -530681.636411 nChanged 7 SP:Iteration 34Q (8042.970000 sec): 3 clusters Score: Raw -534726.157061 + Penalty 4041.772465 = -530684.384596 nChanged 7 SP:Iteration 35Q (8042.980000 sec): 3 clusters Score: Raw -534728.050841 + Penalty 4041.772465 = -530686.278376 nChanged 4 SP:Iteration 36Q (8043.000000 sec): 3 clusters Score: Raw -534729.693083 + Penalty 4041.772465 = -530687.920618 nChanged 7 SP:Iteration 37Q (8043.010000 sec): 3 clusters Score: Raw -534731.823860 + Penalty 4041.772465 = -530690.051394 nChanged 6 SP:Iteration 38Q (8043.030000 sec): 3 clusters Score: Raw -534734.229768 + Penalty 4041.772465 = -530692.457303 nChanged 11 SP:Iteration 39Q (8043.040000 sec): 3 clusters Score: Raw -534738.100113 + Penalty 4041.772465 = -530696.327648 nChanged 8 SP:Iteration 40F (8043.050000 sec): 3 clusters Score: Raw -534740.349823 + Penalty 4041.772465 = -530698.577357 nChanged 4 SP:Iteration 41Q (8043.070000 sec): 3 clusters Score: Raw -534741.417911 + Penalty 4041.772465 = -530699.645446 nChanged 2 SP:Iteration 42Q (8043.080000 sec): 3 clusters Score: Raw -534741.848713 + Penalty 4041.772465 = -530700.076248 nChanged 1 SP:Iteration 43Q (8043.090000 sec): 3 clusters Score: Raw -534742.289075 + Penalty 4041.772465 = -530700.516610 nChanged 0 SP:Iteration 44F (8043.110000 sec): 3 clusters Score: Raw -534742.289075 + Penalty 4041.772465 = -530700.516610 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8043.110000 sec): 2 clusters Score: Raw -22385.096515 + Penalty 1310.234525 = -21074.861990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8043.110000 sec): 3 clusters Score: Raw -22760.418559 + Penalty 2620.469049 = -20139.949510 nChanged 34 SP:Iteration 1F (8043.110000 sec): 3 clusters Score: Raw -22910.366708 + Penalty 2620.469049 = -20289.897659 nChanged 7 SP:Iteration 2Q (8043.120000 sec): 3 clusters Score: Raw -22936.597865 + Penalty 2620.469049 = -20316.128815 nChanged 2 SP:Iteration 3Q (8043.120000 sec): 3 clusters Score: Raw -22941.243882 + Penalty 2620.469049 = -20320.774833 nChanged 1 SP:Iteration 4Q (8043.120000 sec): 3 clusters Score: Raw -22943.352061 + Penalty 2620.469049 = -20322.883012 nChanged 3 SP:Iteration 5Q (8043.120000 sec): 3 clusters Score: Raw -22959.661347 + Penalty 2620.469049 = -20339.192297 nChanged 0 SP:Iteration 6F (8043.120000 sec): 3 clusters Score: Raw -22959.661347 + Penalty 2620.469049 = -20339.192297 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8043.140000 sec): 2 clusters Score: Raw -690225.468497 + Penalty 2097.235205 = -688128.233292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8043.160000 sec): 3 clusters Score: Raw -687995.141067 + Penalty 4194.470410 = -683800.670657 nChanged 1767 SP:Iteration 1F (8043.180000 sec): 3 clusters Score: Raw -689071.246106 + Penalty 4194.470410 = -684876.775696 nChanged 387 SP:Iteration 2F (8043.200000 sec): 3 clusters Score: Raw -689337.200532 + Penalty 4194.470410 = -685142.730122 nChanged 267 SP:Iteration 3F (8043.220000 sec): 3 clusters Score: Raw -689523.444438 + Penalty 4194.470410 = -685328.974027 nChanged 190 SP:Iteration 4Q (8043.240000 sec): 3 clusters Score: Raw -689642.782772 + Penalty 4194.470410 = -685448.312361 nChanged 152 SP:Iteration 5Q (8043.260000 sec): 3 clusters Score: Raw -689735.850762 + Penalty 4194.470410 = -685541.380352 nChanged 149 SP:Iteration 6Q (8043.280000 sec): 3 clusters Score: Raw -689832.762991 + Penalty 4194.470410 = -685638.292580 nChanged 133 SP:Iteration 7Q (8043.300000 sec): 3 clusters Score: Raw -689913.798157 + Penalty 4194.470410 = -685719.327747 nChanged 108 SP:Iteration 8Q (8043.320000 sec): 3 clusters Score: Raw -689982.274344 + Penalty 4194.470410 = -685787.803934 nChanged 123 SP:Iteration 9Q (8043.340000 sec): 3 clusters Score: Raw -690058.895760 + Penalty 4194.470410 = -685864.425350 nChanged 103 SP:Iteration 10Q (8043.360000 sec): 3 clusters Score: Raw -690131.339108 + Penalty 4194.470410 = -685936.868698 nChanged 99 SP:Iteration 11Q (8043.380000 sec): 3 clusters Score: Raw -690200.316459 + Penalty 4194.470410 = -686005.846048 nChanged 111 SP:Iteration 12Q (8043.400000 sec): 3 clusters Score: Raw -690277.853690 + Penalty 4194.470410 = -686083.383279 nChanged 103 SP:Iteration 13Q (8043.420000 sec): 3 clusters Score: Raw -690354.882698 + Penalty 4194.470410 = -686160.412288 nChanged 92 SP:Iteration 14Q (8043.430000 sec): 3 clusters Score: Raw -690426.455820 + Penalty 4194.470410 = -686231.985410 nChanged 87 SP:Iteration 15Q (8043.450000 sec): 3 clusters Score: Raw -690495.500543 + Penalty 4194.470410 = -686301.030132 nChanged 67 SP:Iteration 16Q (8043.470000 sec): 3 clusters Score: Raw -690546.976265 + Penalty 4194.470410 = -686352.505855 nChanged 50 SP:Iteration 17Q (8043.490000 sec): 3 clusters Score: Raw -690578.483493 + Penalty 4194.470410 = -686384.013082 nChanged 35 SP:Iteration 18Q (8043.510000 sec): 3 clusters Score: Raw -690599.743359 + Penalty 4194.470410 = -686405.272949 nChanged 29 SP:Iteration 19Q (8043.530000 sec): 3 clusters Score: Raw -690616.197136 + Penalty 4194.470410 = -686421.726726 nChanged 26 SP:Iteration 20F (8043.550000 sec): 3 clusters Score: Raw -690635.801875 + Penalty 4194.470410 = -686441.331465 nChanged 28 SP:Iteration 21Q (8043.570000 sec): 3 clusters Score: Raw -690657.612152 + Penalty 4194.470410 = -686463.141742 nChanged 16 SP:Iteration 22Q (8043.580000 sec): 3 clusters Score: Raw -690668.446111 + Penalty 4194.470410 = -686473.975701 nChanged 17 SP:Iteration 23Q (8043.600000 sec): 3 clusters Score: Raw -690681.581132 + Penalty 4194.470410 = -686487.110722 nChanged 13 SP:Iteration 24Q (8043.620000 sec): 3 clusters Score: Raw -690689.992689 + Penalty 4194.470410 = -686495.522279 nChanged 13 SP:Iteration 25Q (8043.640000 sec): 3 clusters Score: Raw -690702.921876 + Penalty 4194.470410 = -686508.451465 nChanged 11 SP:Iteration 26Q (8043.650000 sec): 3 clusters Score: Raw -690714.460785 + Penalty 4194.470410 = -686519.990375 nChanged 11 SP:Iteration 27Q (8043.670000 sec): 3 clusters Score: Raw -690723.342366 + Penalty 4194.470410 = -686528.871956 nChanged 10 SP:Iteration 28Q (8043.690000 sec): 3 clusters Score: Raw -690729.819626 + Penalty 4194.470410 = -686535.349216 nChanged 8 SP:Iteration 29Q (8043.710000 sec): 3 clusters Score: Raw -690736.166995 + Penalty 4194.470410 = -686541.696584 nChanged 10 SP:Iteration 30Q (8043.730000 sec): 3 clusters Score: Raw -690742.012461 + Penalty 4194.470410 = -686547.542050 nChanged 5 SP:Iteration 31Q (8043.740000 sec): 3 clusters Score: Raw -690744.226562 + Penalty 4194.470410 = -686549.756151 nChanged 3 SP:Iteration 32Q (8043.760000 sec): 3 clusters Score: Raw -690746.257085 + Penalty 4194.470410 = -686551.786675 nChanged 5 SP:Iteration 33Q (8043.780000 sec): 3 clusters Score: Raw -690748.713147 + Penalty 4194.470410 = -686554.242737 nChanged 2 SP:Iteration 34Q (8043.790000 sec): 3 clusters Score: Raw -690749.620151 + Penalty 4194.470410 = -686555.149740 nChanged 3 SP:Iteration 35Q (8043.810000 sec): 3 clusters Score: Raw -690751.381454 + Penalty 4194.470410 = -686556.911043 nChanged 3 SP:Iteration 36Q (8043.830000 sec): 3 clusters Score: Raw -690752.816362 + Penalty 4194.470410 = -686558.345951 nChanged 3 SP:Iteration 37Q (8043.850000 sec): 3 clusters Score: Raw -690754.487751 + Penalty 4194.470410 = -686560.017341 nChanged 4 SP:Iteration 38Q (8043.860000 sec): 3 clusters Score: Raw -690757.341766 + Penalty 4194.470410 = -686562.871356 nChanged 3 SP:Iteration 39Q (8043.880000 sec): 3 clusters Score: Raw -690759.572161 + Penalty 4194.470410 = -686565.101750 nChanged 5 SP:Iteration 40F (8043.900000 sec): 3 clusters Score: Raw -690763.030609 + Penalty 4194.470410 = -686568.560198 nChanged 3 SP:Iteration 41Q (8043.910000 sec): 3 clusters Score: Raw -690765.090635 + Penalty 4194.470410 = -686570.620224 nChanged 1 SP:Iteration 42Q (8043.930000 sec): 3 clusters Score: Raw -690765.336056 + Penalty 4194.470410 = -686570.865645 nChanged 0 SP:Iteration 43F (8043.950000 sec): 3 clusters Score: Raw -690765.336056 + Penalty 4194.470410 = -686570.865645 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8044.050000 sec): 2 clusters Score: Raw -3583214.515869 + Penalty 2488.527288 = -3580725.988581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8044.150000 sec): 3 clusters Score: Raw -3569953.090327 + Penalty 4977.054577 = -3564976.035751 nChanged 10019 SP:Iteration 1F (8044.250000 sec): 3 clusters Score: Raw -3575351.285134 + Penalty 4977.054577 = -3570374.230558 nChanged 1215 SP:Iteration 2F (8044.350000 sec): 3 clusters Score: Raw -3575819.165532 + Penalty 4977.054577 = -3570842.110955 nChanged 1121 SP:Iteration 3Q (8044.440000 sec): 3 clusters Score: Raw -3576252.458684 + Penalty 4977.054577 = -3571275.404108 nChanged 1050 SP:Iteration 4Q (8044.550000 sec): 3 clusters Score: Raw -3576717.620067 + Penalty 4977.054577 = -3571740.565490 nChanged 1176 SP:Iteration 5F (8044.640000 sec): 3 clusters Score: Raw -3577312.685413 + Penalty 4977.054577 = -3572335.630836 nChanged 1280 SP:Iteration 6F (8044.740000 sec): 3 clusters Score: Raw -3578007.651515 + Penalty 4977.054577 = -3573030.596938 nChanged 1279 SP:Iteration 7F (8044.840000 sec): 3 clusters Score: Raw -3578756.084166 + Penalty 4977.054577 = -3573779.029589 nChanged 1265 SP:Iteration 8F (8044.940000 sec): 3 clusters Score: Raw -3579604.758289 + Penalty 4977.054577 = -3574627.703713 nChanged 1277 SP:Iteration 9F (8045.040000 sec): 3 clusters Score: Raw -3580517.245164 + Penalty 4977.054577 = -3575540.190588 nChanged 1100 SP:Iteration 10Q (8045.140000 sec): 3 clusters Score: Raw -3581304.494304 + Penalty 4977.054577 = -3576327.439728 nChanged 854 SP:Iteration 11Q (8045.230000 sec): 3 clusters Score: Raw -3581944.531751 + Penalty 4977.054577 = -3576967.477174 nChanged 610 SP:Iteration 12Q (8045.330000 sec): 3 clusters Score: Raw -3582411.946368 + Penalty 4977.054577 = -3577434.891791 nChanged 483 SP:Iteration 13Q (8045.430000 sec): 3 clusters Score: Raw -3582789.938845 + Penalty 4977.054577 = -3577812.884268 nChanged 297 SP:Iteration 14Q (8045.530000 sec): 3 clusters Score: Raw -3583009.400124 + Penalty 4977.054577 = -3578032.345547 nChanged 204 SP:Iteration 15Q (8045.620000 sec): 3 clusters Score: Raw -3583156.225275 + Penalty 4977.054577 = -3578179.170698 nChanged 137 SP:Iteration 16Q (8045.710000 sec): 3 clusters Score: Raw -3583263.710289 + Penalty 4977.054577 = -3578286.655712 nChanged 110 SP:Iteration 17Q (8045.790000 sec): 3 clusters Score: Raw -3583356.382291 + Penalty 4977.054577 = -3578379.327714 nChanged 85 SP:Iteration 18Q (8045.880000 sec): 3 clusters Score: Raw -3583424.419640 + Penalty 4977.054577 = -3578447.365063 nChanged 55 SP:Iteration 19Q (8045.960000 sec): 3 clusters Score: Raw -3583463.201848 + Penalty 4977.054577 = -3578486.147271 nChanged 45 SP:Iteration 20F (8046.060000 sec): 3 clusters Score: Raw -3583501.744324 + Penalty 4977.054577 = -3578524.689747 nChanged 30 SP:Iteration 21Q (8046.130000 sec): 3 clusters Score: Raw -3583525.237670 + Penalty 4977.054577 = -3578548.183093 nChanged 17 SP:Iteration 22Q (8046.210000 sec): 3 clusters Score: Raw -3583537.904565 + Penalty 4977.054577 = -3578560.849988 nChanged 16 SP:Iteration 23Q (8046.290000 sec): 3 clusters Score: Raw -3583550.175083 + Penalty 4977.054577 = -3578573.120507 nChanged 13 SP:Iteration 24Q (8046.370000 sec): 3 clusters Score: Raw -3583558.671414 + Penalty 4977.054577 = -3578581.616837 nChanged 10 SP:Iteration 25Q (8046.440000 sec): 3 clusters Score: Raw -3583565.713683 + Penalty 4977.054577 = -3578588.659106 nChanged 8 SP:Iteration 26Q (8046.510000 sec): 3 clusters Score: Raw -3583571.540299 + Penalty 4977.054577 = -3578594.485722 nChanged 6 SP:Iteration 27Q (8046.590000 sec): 3 clusters Score: Raw -3583575.268245 + Penalty 4977.054577 = -3578598.213668 nChanged 9 SP:Iteration 28Q (8046.660000 sec): 3 clusters Score: Raw -3583580.922262 + Penalty 4977.054577 = -3578603.867686 nChanged 9 SP:Iteration 29Q (8046.740000 sec): 3 clusters Score: Raw -3583590.419402 + Penalty 4977.054577 = -3578613.364825 nChanged 7 SP:Iteration 30Q (8046.810000 sec): 3 clusters Score: Raw -3583596.423610 + Penalty 4977.054577 = -3578619.369033 nChanged 9 SP:Iteration 31Q (8046.890000 sec): 3 clusters Score: Raw -3583607.926671 + Penalty 4977.054577 = -3578630.872094 nChanged 10 SP:Iteration 32Q (8046.960000 sec): 3 clusters Score: Raw -3583619.771078 + Penalty 4977.054577 = -3578642.716502 nChanged 5 SP:Iteration 33Q (8047.030000 sec): 3 clusters Score: Raw -3583624.037530 + Penalty 4977.054577 = -3578646.982954 nChanged 4 SP:Iteration 34Q (8047.110000 sec): 3 clusters Score: Raw -3583626.405297 + Penalty 4977.054577 = -3578649.350720 nChanged 2 SP:Iteration 35Q (8047.180000 sec): 3 clusters Score: Raw -3583627.682370 + Penalty 4977.054577 = -3578650.627793 nChanged 2 SP:Iteration 36Q (8047.250000 sec): 3 clusters Score: Raw -3583629.208904 + Penalty 4977.054577 = -3578652.154328 nChanged 3 SP:Iteration 37Q (8047.330000 sec): 3 clusters Score: Raw -3583632.617645 + Penalty 4977.054577 = -3578655.563069 nChanged 3 SP:Iteration 38Q (8047.400000 sec): 3 clusters Score: Raw -3583636.088025 + Penalty 4977.054577 = -3578659.033448 nChanged 4 SP:Iteration 39Q (8047.470000 sec): 3 clusters Score: Raw -3583638.875709 + Penalty 4977.054577 = -3578661.821132 nChanged 4 SP:Iteration 40F (8047.570000 sec): 3 clusters Score: Raw -3583644.624338 + Penalty 4977.054577 = -3578667.569761 nChanged 2 SP:Iteration 41Q (8047.650000 sec): 3 clusters Score: Raw -3583646.370099 + Penalty 4977.054577 = -3578669.315522 nChanged 2 SP:Iteration 42Q (8047.720000 sec): 3 clusters Score: Raw -3583648.873552 + Penalty 4977.054577 = -3578671.818975 nChanged 2 SP:Iteration 43Q (8047.790000 sec): 3 clusters Score: Raw -3583650.153630 + Penalty 4977.054577 = -3578673.099054 nChanged 1 SP:Iteration 44Q (8047.860000 sec): 3 clusters Score: Raw -3583651.699007 + Penalty 4977.054577 = -3578674.644430 nChanged 3 SP:Iteration 45Q (8047.940000 sec): 3 clusters Score: Raw -3583653.514415 + Penalty 4977.054577 = -3578676.459838 nChanged 2 SP:Iteration 46Q (8048.010000 sec): 3 clusters Score: Raw -3583655.872113 + Penalty 4977.054577 = -3578678.817536 nChanged 4 SP:Iteration 47Q (8048.090000 sec): 3 clusters Score: Raw -3583658.766064 + Penalty 4977.054577 = -3578681.711487 nChanged 3 SP:Iteration 48Q (8048.160000 sec): 3 clusters Score: Raw -3583662.369884 + Penalty 4977.054577 = -3578685.315308 nChanged 2 SP:Iteration 49Q (8048.230000 sec): 3 clusters Score: Raw -3583663.431755 + Penalty 4977.054577 = -3578686.377178 nChanged 2 SP:Iteration 50Q (8048.300000 sec): 3 clusters Score: Raw -3583665.321180 + Penalty 4977.054577 = -3578688.266604 nChanged 2 SP:Iteration 51Q (8048.380000 sec): 3 clusters Score: Raw -3583666.024700 + Penalty 4977.054577 = -3578688.970123 nChanged 0 SP:Iteration 52F (8048.470000 sec): 3 clusters Score: Raw -3583666.024700 + Penalty 4977.054577 = -3578688.970123 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (90215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8048.830000 sec): 2 clusters Score: Raw -13996862.385569 + Penalty 2829.667845 = -13994032.717724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8049.230000 sec): 3 clusters Score: Raw -13939217.044587 + Penalty 5659.335691 = -13933557.708897 nChanged 42682 SP:Iteration 1F (8049.630000 sec): 3 clusters Score: Raw -13963551.336257 + Penalty 5659.335691 = -13957892.000567 nChanged 3214 SP:Iteration 2Q (8050.030000 sec): 3 clusters Score: Raw -13964410.931529 + Penalty 5659.335691 = -13958751.595839 nChanged 3530 SP:Iteration 3Q (8050.420000 sec): 3 clusters Score: Raw -13965563.267601 + Penalty 5659.335691 = -13959903.931910 nChanged 4285 SP:Iteration 4Q (8050.820000 sec): 3 clusters Score: Raw -13967253.956101 + Penalty 5659.335691 = -13961594.620410 nChanged 5071 SP:Iteration 5F (8051.210000 sec): 3 clusters Score: Raw -13969757.262188 + Penalty 5659.335691 = -13964097.926498 nChanged 5951 SP:Iteration 6F (8051.610000 sec): 3 clusters Score: Raw -13973359.605684 + Penalty 5659.335691 = -13967700.269993 nChanged 6609 SP:Iteration 7F (8052.000000 sec): 3 clusters Score: Raw -13977972.355042 + Penalty 5659.335691 = -13972313.019351 nChanged 6460 SP:Iteration 8F (8052.390000 sec): 3 clusters Score: Raw -13982881.872677 + Penalty 5659.335691 = -13977222.536986 nChanged 5589 SP:Iteration 9F (8052.780000 sec): 3 clusters Score: Raw -13987365.644488 + Penalty 5659.335691 = -13981706.308798 nChanged 4254 SP:Iteration 10Q (8053.180000 sec): 3 clusters Score: Raw -13990907.765995 + Penalty 5659.335691 = -13985248.430304 nChanged 2994 SP:Iteration 11Q (8053.570000 sec): 3 clusters Score: Raw -13993445.711157 + Penalty 5659.335691 = -13987786.375466 nChanged 1854 SP:Iteration 12Q (8053.940000 sec): 3 clusters Score: Raw -13995054.584141 + Penalty 5659.335691 = -13989395.248450 nChanged 1027 SP:Iteration 13Q (8054.270000 sec): 3 clusters Score: Raw -13995951.680474 + Penalty 5659.335691 = -13990292.344784 nChanged 577 SP:Iteration 14Q (8054.590000 sec): 3 clusters Score: Raw -13996469.619882 + Penalty 5659.335691 = -13990810.284191 nChanged 359 SP:Iteration 15Q (8054.880000 sec): 3 clusters Score: Raw -13996743.813160 + Penalty 5659.335691 = -13991084.477469 nChanged 227 SP:Iteration 16Q (8055.180000 sec): 3 clusters Score: Raw -13996932.080323 + Penalty 5659.335691 = -13991272.744633 nChanged 179 SP:Iteration 17Q (8055.470000 sec): 3 clusters Score: Raw -13997043.464496 + Penalty 5659.335691 = -13991384.128806 nChanged 115 SP:Iteration 18Q (8055.750000 sec): 3 clusters Score: Raw -13997111.030727 + Penalty 5659.335691 = -13991451.695036 nChanged 94 SP:Iteration 19Q (8056.030000 sec): 3 clusters Score: Raw -13997165.621065 + Penalty 5659.335691 = -13991506.285374 nChanged 75 SP:Iteration 20F (8056.410000 sec): 3 clusters Score: Raw -13997201.902270 + Penalty 5659.335691 = -13991542.566579 nChanged 50 SP:Iteration 21Q (8056.690000 sec): 3 clusters Score: Raw -13997225.593850 + Penalty 5659.335691 = -13991566.258160 nChanged 37 SP:Iteration 22Q (8056.980000 sec): 3 clusters Score: Raw -13997242.550750 + Penalty 5659.335691 = -13991583.215059 nChanged 28 SP:Iteration 23Q (8057.260000 sec): 3 clusters Score: Raw -13997253.437541 + Penalty 5659.335691 = -13991594.101850 nChanged 22 SP:Iteration 24Q (8057.540000 sec): 3 clusters Score: Raw -13997260.947286 + Penalty 5659.335691 = -13991601.611595 nChanged 12 SP:Iteration 25Q (8057.820000 sec): 3 clusters Score: Raw -13997265.790158 + Penalty 5659.335691 = -13991606.454467 nChanged 8 SP:Iteration 26Q (8058.100000 sec): 3 clusters Score: Raw -13997268.425524 + Penalty 5659.335691 = -13991609.089833 nChanged 5 SP:Iteration 27Q (8058.380000 sec): 3 clusters Score: Raw -13997270.043329 + Penalty 5659.335691 = -13991610.707639 nChanged 4 SP:Iteration 28Q (8058.660000 sec): 3 clusters Score: Raw -13997271.370450 + Penalty 5659.335691 = -13991612.034759 nChanged 3 SP:Iteration 29Q (8058.950000 sec): 3 clusters Score: Raw -13997272.404690 + Penalty 5659.335691 = -13991613.068999 nChanged 3 SP:Iteration 30Q (8059.220000 sec): 3 clusters Score: Raw -13997273.523101 + Penalty 5659.335691 = -13991614.187410 nChanged 7 SP:Iteration 31Q (8059.500000 sec): 3 clusters Score: Raw -13997275.986882 + Penalty 5659.335691 = -13991616.651192 nChanged 4 SP:Iteration 32Q (8059.780000 sec): 3 clusters Score: Raw -13997277.833490 + Penalty 5659.335691 = -13991618.497799 nChanged 4 SP:Iteration 33Q (8060.060000 sec): 3 clusters Score: Raw -13997279.698051 + Penalty 5659.335691 = -13991620.362360 nChanged 1 SP:Iteration 34Q (8060.340000 sec): 3 clusters Score: Raw -13997280.412654 + Penalty 5659.335691 = -13991621.076963 nChanged 2 SP:Iteration 35Q (8060.620000 sec): 3 clusters Score: Raw -13997281.279344 + Penalty 5659.335691 = -13991621.943653 nChanged 1 SP:Iteration 36Q (8060.890000 sec): 3 clusters Score: Raw -13997281.441025 + Penalty 5659.335691 = -13991622.105335 nChanged 1 SP:Iteration 37Q (8061.170000 sec): 3 clusters Score: Raw -13997281.653938 + Penalty 5659.335691 = -13991622.318247 nChanged 1 SP:Iteration 38Q (8061.460000 sec): 3 clusters Score: Raw -13997281.825846 + Penalty 5659.335691 = -13991622.490155 nChanged 0 SP:Iteration 39F (8061.850000 sec): 3 clusters Score: Raw -13997281.825846 + Penalty 5659.335691 = -13991622.490155 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8061.910000 sec): 2 clusters Score: Raw -510488.718372 + Penalty 2009.816566 = -508478.901806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8061.920000 sec): 3 clusters Score: Raw -509036.652406 + Penalty 4019.633132 = -505017.019274 nChanged 1155 SP:Iteration 1F (8061.930000 sec): 3 clusters Score: Raw -509743.284216 + Penalty 4019.633132 = -505723.651084 nChanged 278 SP:Iteration 2F (8061.950000 sec): 3 clusters Score: Raw -509926.434576 + Penalty 4019.633132 = -505906.801444 nChanged 161 SP:Iteration 3Q (8061.960000 sec): 3 clusters Score: Raw -510025.525470 + Penalty 4019.633132 = -506005.892338 nChanged 105 SP:Iteration 4Q (8061.980000 sec): 3 clusters Score: Raw -510086.095421 + Penalty 4019.633132 = -506066.462289 nChanged 84 SP:Iteration 5Q (8061.990000 sec): 3 clusters Score: Raw -510143.968695 + Penalty 4019.633132 = -506124.335563 nChanged 84 SP:Iteration 6Q (8062.010000 sec): 3 clusters Score: Raw -510201.726195 + Penalty 4019.633132 = -506182.093063 nChanged 59 SP:Iteration 7Q (8062.020000 sec): 3 clusters Score: Raw -510254.919032 + Penalty 4019.633132 = -506235.285900 nChanged 72 SP:Iteration 8Q (8062.030000 sec): 3 clusters Score: Raw -510307.130316 + Penalty 4019.633132 = -506287.497184 nChanged 74 SP:Iteration 9Q (8062.050000 sec): 3 clusters Score: Raw -510356.191552 + Penalty 4019.633132 = -506336.558421 nChanged 65 SP:Iteration 10Q (8062.060000 sec): 3 clusters Score: Raw -510395.550596 + Penalty 4019.633132 = -506375.917464 nChanged 64 SP:Iteration 11Q (8062.070000 sec): 3 clusters Score: Raw -510429.012321 + Penalty 4019.633132 = -506409.379189 nChanged 41 SP:Iteration 12Q (8062.090000 sec): 3 clusters Score: Raw -510452.010435 + Penalty 4019.633132 = -506432.377303 nChanged 40 SP:Iteration 13Q (8062.100000 sec): 3 clusters Score: Raw -510467.498529 + Penalty 4019.633132 = -506447.865397 nChanged 32 SP:Iteration 14Q (8062.110000 sec): 3 clusters Score: Raw -510483.057252 + Penalty 4019.633132 = -506463.424120 nChanged 36 SP:Iteration 15Q (8062.130000 sec): 3 clusters Score: Raw -510504.745682 + Penalty 4019.633132 = -506485.112550 nChanged 44 SP:Iteration 16Q (8062.140000 sec): 3 clusters Score: Raw -510530.939100 + Penalty 4019.633132 = -506511.305968 nChanged 47 SP:Iteration 17Q (8062.150000 sec): 3 clusters Score: Raw -510562.277567 + Penalty 4019.633132 = -506542.644435 nChanged 57 SP:Iteration 18Q (8062.170000 sec): 3 clusters Score: Raw -510591.355687 + Penalty 4019.633132 = -506571.722555 nChanged 49 SP:Iteration 19Q (8062.180000 sec): 3 clusters Score: Raw -510618.155639 + Penalty 4019.633132 = -506598.522507 nChanged 63 SP:Iteration 20F (8062.190000 sec): 3 clusters Score: Raw -510654.295548 + Penalty 4019.633132 = -506634.662416 nChanged 43 SP:Iteration 21Q (8062.210000 sec): 3 clusters Score: Raw -510682.246369 + Penalty 4019.633132 = -506662.613237 nChanged 63 SP:Iteration 22Q (8062.220000 sec): 3 clusters Score: Raw -510720.105549 + Penalty 4019.633132 = -506700.472418 nChanged 59 SP:Iteration 23Q (8062.230000 sec): 3 clusters Score: Raw -510761.740127 + Penalty 4019.633132 = -506742.106995 nChanged 65 SP:Iteration 24Q (8062.250000 sec): 3 clusters Score: Raw -510814.001761 + Penalty 4019.633132 = -506794.368629 nChanged 62 SP:Iteration 25Q (8062.260000 sec): 3 clusters Score: Raw -510855.822737 + Penalty 4019.633132 = -506836.189605 nChanged 47 SP:Iteration 26Q (8062.270000 sec): 3 clusters Score: Raw -510882.741249 + Penalty 4019.633132 = -506863.108118 nChanged 35 SP:Iteration 27Q (8062.290000 sec): 3 clusters Score: Raw -510905.206565 + Penalty 4019.633132 = -506885.573433 nChanged 28 SP:Iteration 28Q (8062.300000 sec): 3 clusters Score: Raw -510924.767721 + Penalty 4019.633132 = -506905.134590 nChanged 32 SP:Iteration 29Q (8062.310000 sec): 3 clusters Score: Raw -510947.434513 + Penalty 4019.633132 = -506927.801381 nChanged 29 SP:Iteration 30Q (8062.330000 sec): 3 clusters Score: Raw -510964.092927 + Penalty 4019.633132 = -506944.459795 nChanged 25 SP:Iteration 31Q (8062.340000 sec): 3 clusters Score: Raw -510978.928849 + Penalty 4019.633132 = -506959.295718 nChanged 37 SP:Iteration 32Q (8062.350000 sec): 3 clusters Score: Raw -511001.766681 + Penalty 4019.633132 = -506982.133549 nChanged 26 SP:Iteration 33Q (8062.370000 sec): 3 clusters Score: Raw -511014.724142 + Penalty 4019.633132 = -506995.091010 nChanged 16 SP:Iteration 34Q (8062.380000 sec): 3 clusters Score: Raw -511022.971982 + Penalty 4019.633132 = -507003.338850 nChanged 20 SP:Iteration 35Q (8062.390000 sec): 3 clusters Score: Raw -511033.809951 + Penalty 4019.633132 = -507014.176819 nChanged 18 SP:Iteration 36Q (8062.400000 sec): 3 clusters Score: Raw -511042.967832 + Penalty 4019.633132 = -507023.334700 nChanged 18 SP:Iteration 37Q (8062.420000 sec): 3 clusters Score: Raw -511050.853422 + Penalty 4019.633132 = -507031.220290 nChanged 15 SP:Iteration 38Q (8062.430000 sec): 3 clusters Score: Raw -511057.274846 + Penalty 4019.633132 = -507037.641714 nChanged 7 SP:Iteration 39Q (8062.440000 sec): 3 clusters Score: Raw -511060.255175 + Penalty 4019.633132 = -507040.622044 nChanged 12 SP:Iteration 40F (8062.450000 sec): 3 clusters Score: Raw -511066.596169 + Penalty 4019.633132 = -507046.963037 nChanged 9 SP:Iteration 41Q (8062.470000 sec): 3 clusters Score: Raw -511070.202790 + Penalty 4019.633132 = -507050.569658 nChanged 7 SP:Iteration 42Q (8062.480000 sec): 3 clusters Score: Raw -511072.439558 + Penalty 4019.633132 = -507052.806426 nChanged 9 SP:Iteration 43Q (8062.490000 sec): 3 clusters Score: Raw -511080.250794 + Penalty 4019.633132 = -507060.617662 nChanged 12 SP:Iteration 44Q (8062.510000 sec): 3 clusters Score: Raw -511089.015078 + Penalty 4019.633132 = -507069.381947 nChanged 5 SP:Iteration 45Q (8062.520000 sec): 3 clusters Score: Raw -511090.918472 + Penalty 4019.633132 = -507071.285340 nChanged 4 SP:Iteration 46Q (8062.530000 sec): 3 clusters Score: Raw -511092.662951 + Penalty 4019.633132 = -507073.029819 nChanged 7 SP:Iteration 47Q (8062.550000 sec): 3 clusters Score: Raw -511096.061510 + Penalty 4019.633132 = -507076.428378 nChanged 10 SP:Iteration 48Q (8062.560000 sec): 3 clusters Score: Raw -511100.531984 + Penalty 4019.633132 = -507080.898852 nChanged 5 SP:Iteration 49Q (8062.570000 sec): 3 clusters Score: Raw -511102.458414 + Penalty 4019.633132 = -507082.825282 nChanged 2 SP:Iteration 50Q (8062.590000 sec): 3 clusters Score: Raw -511104.831436 + Penalty 4019.633132 = -507085.198304 nChanged 2 SP:Iteration 51Q (8062.600000 sec): 3 clusters Score: Raw -511105.282936 + Penalty 4019.633132 = -507085.649804 nChanged 0 SP:Iteration 52F (8062.610000 sec): 3 clusters Score: Raw -511105.282936 + Penalty 4019.633132 = -507085.649804 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8063.150000 sec): 2 clusters Score: Raw -20465731.553297 + Penalty 2926.278340 = -20462805.274957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8063.740000 sec): 3 clusters Score: Raw -20379745.731016 + Penalty 5852.556680 = -20373893.174337 nChanged 63384 SP:Iteration 1F (8064.330000 sec): 3 clusters Score: Raw -20417396.705687 + Penalty 5852.556680 = -20411544.149007 nChanged 5813 SP:Iteration 2Q (8064.930000 sec): 3 clusters Score: Raw -20419493.624533 + Penalty 5852.556680 = -20413641.067854 nChanged 7088 SP:Iteration 3F (8065.510000 sec): 3 clusters Score: Raw -20422816.709912 + Penalty 5852.556680 = -20416964.153233 nChanged 8664 SP:Iteration 4F (8066.100000 sec): 3 clusters Score: Raw -20427777.590614 + Penalty 5852.556680 = -20421925.033934 nChanged 9655 SP:Iteration 5F (8066.690000 sec): 3 clusters Score: Raw -20434179.305318 + Penalty 5852.556680 = -20428326.748639 nChanged 9713 SP:Iteration 6F (8067.270000 sec): 3 clusters Score: Raw -20441247.462002 + Penalty 5852.556680 = -20435394.905322 nChanged 8945 SP:Iteration 7F (8067.850000 sec): 3 clusters Score: Raw -20448388.581744 + Penalty 5852.556680 = -20442536.025065 nChanged 7541 SP:Iteration 8F (8068.430000 sec): 3 clusters Score: Raw -20454871.872921 + Penalty 5852.556680 = -20449019.316242 nChanged 5728 SP:Iteration 9Q (8069.000000 sec): 3 clusters Score: Raw -20459891.041790 + Penalty 5852.556680 = -20454038.485110 nChanged 3638 SP:Iteration 10Q (8069.560000 sec): 3 clusters Score: Raw -20463036.475055 + Penalty 5852.556680 = -20457183.918376 nChanged 2007 SP:Iteration 11Q (8070.060000 sec): 3 clusters Score: Raw -20464701.599162 + Penalty 5852.556680 = -20458849.042483 nChanged 1052 SP:Iteration 12Q (8070.540000 sec): 3 clusters Score: Raw -20465548.436624 + Penalty 5852.556680 = -20459695.879945 nChanged 516 SP:Iteration 13Q (8070.990000 sec): 3 clusters Score: Raw -20465983.596109 + Penalty 5852.556680 = -20460131.039429 nChanged 295 SP:Iteration 14Q (8071.430000 sec): 3 clusters Score: Raw -20466243.606018 + Penalty 5852.556680 = -20460391.049338 nChanged 175 SP:Iteration 15Q (8071.860000 sec): 3 clusters Score: Raw -20466397.213099 + Penalty 5852.556680 = -20460544.656420 nChanged 92 SP:Iteration 16Q (8072.280000 sec): 3 clusters Score: Raw -20466476.283284 + Penalty 5852.556680 = -20460623.726604 nChanged 66 SP:Iteration 17Q (8072.700000 sec): 3 clusters Score: Raw -20466528.754299 + Penalty 5852.556680 = -20460676.197620 nChanged 53 SP:Iteration 18Q (8073.130000 sec): 3 clusters Score: Raw -20466572.889982 + Penalty 5852.556680 = -20460720.333302 nChanged 43 SP:Iteration 19Q (8073.540000 sec): 3 clusters Score: Raw -20466604.235556 + Penalty 5852.556680 = -20460751.678876 nChanged 20 SP:Iteration 20F (8074.120000 sec): 3 clusters Score: Raw -20466618.707023 + Penalty 5852.556680 = -20460766.150343 nChanged 22 SP:Iteration 21Q (8074.540000 sec): 3 clusters Score: Raw -20466637.907378 + Penalty 5852.556680 = -20460785.350699 nChanged 26 SP:Iteration 22Q (8074.960000 sec): 3 clusters Score: Raw -20466654.625559 + Penalty 5852.556680 = -20460802.068879 nChanged 20 SP:Iteration 23Q (8075.380000 sec): 3 clusters Score: Raw -20466673.857376 + Penalty 5852.556680 = -20460821.300697 nChanged 19 SP:Iteration 24Q (8075.800000 sec): 3 clusters Score: Raw -20466687.311689 + Penalty 5852.556680 = -20460834.755009 nChanged 11 SP:Iteration 25Q (8076.210000 sec): 3 clusters Score: Raw -20466695.707353 + Penalty 5852.556680 = -20460843.150674 nChanged 12 SP:Iteration 26Q (8076.630000 sec): 3 clusters Score: Raw -20466702.675836 + Penalty 5852.556680 = -20460850.119157 nChanged 8 SP:Iteration 27Q (8077.050000 sec): 3 clusters Score: Raw -20466707.982448 + Penalty 5852.556680 = -20460855.425768 nChanged 6 SP:Iteration 28Q (8077.460000 sec): 3 clusters Score: Raw -20466712.889839 + Penalty 5852.556680 = -20460860.333160 nChanged 5 SP:Iteration 29Q (8077.880000 sec): 3 clusters Score: Raw -20466718.247797 + Penalty 5852.556680 = -20460865.691118 nChanged 8 SP:Iteration 30Q (8078.300000 sec): 3 clusters Score: Raw -20466725.480597 + Penalty 5852.556680 = -20460872.923917 nChanged 10 SP:Iteration 31Q (8078.720000 sec): 3 clusters Score: Raw -20466732.181614 + Penalty 5852.556680 = -20460879.624935 nChanged 7 SP:Iteration 32Q (8079.140000 sec): 3 clusters Score: Raw -20466736.415558 + Penalty 5852.556680 = -20460883.858879 nChanged 8 SP:Iteration 33Q (8079.550000 sec): 3 clusters Score: Raw -20466740.228739 + Penalty 5852.556680 = -20460887.672059 nChanged 5 SP:Iteration 34Q (8079.970000 sec): 3 clusters Score: Raw -20466743.091382 + Penalty 5852.556680 = -20460890.534703 nChanged 5 SP:Iteration 35Q (8080.390000 sec): 3 clusters Score: Raw -20466744.906589 + Penalty 5852.556680 = -20460892.349910 nChanged 2 SP:Iteration 36Q (8080.810000 sec): 3 clusters Score: Raw -20466746.796234 + Penalty 5852.556680 = -20460894.239554 nChanged 2 SP:Iteration 37Q (8081.230000 sec): 3 clusters Score: Raw -20466747.894757 + Penalty 5852.556680 = -20460895.338077 nChanged 3 SP:Iteration 38Q (8081.640000 sec): 3 clusters Score: Raw -20466748.900386 + Penalty 5852.556680 = -20460896.343707 nChanged 0 SP:Iteration 39F (8082.220000 sec): 3 clusters Score: Raw -20466748.900386 + Penalty 5852.556680 = -20460896.343707 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8082.300000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8082.300000 sec): 3 clusters Score: Raw -56820.884077 + Penalty 2961.745873 = -53859.138204 nChanged 71 SP:Iteration 1F (8082.300000 sec): 3 clusters Score: Raw -57033.408925 + Penalty 2961.745873 = -54071.663052 nChanged 22 SP:Iteration 2F (8082.300000 sec): 3 clusters Score: Raw -57078.916432 + Penalty 2961.745873 = -54117.170559 nChanged 10 SP:Iteration 3Q (8082.300000 sec): 3 clusters Score: Raw -57140.236895 + Penalty 2961.745873 = -54178.491023 nChanged 8 SP:Iteration 4Q (8082.310000 sec): 3 clusters Score: Raw -57200.419910 + Penalty 2961.745873 = -54238.674037 nChanged 13 SP:Iteration 5Q (8082.310000 sec): 3 clusters Score: Raw -57258.825578 + Penalty 2961.745873 = -54297.079706 nChanged 8 SP:Iteration 6Q (8082.310000 sec): 3 clusters Score: Raw -57296.076802 + Penalty 2961.745873 = -54334.330929 nChanged 6 SP:Iteration 7Q (8082.310000 sec): 3 clusters Score: Raw -57318.049236 + Penalty 2961.745873 = -54356.303363 nChanged 8 SP:Iteration 8Q (8082.310000 sec): 3 clusters Score: Raw -57347.922820 + Penalty 2961.745873 = -54386.176948 nChanged 3 SP:Iteration 9Q (8082.320000 sec): 3 clusters Score: Raw -57361.302636 + Penalty 2961.745873 = -54399.556764 nChanged 2 SP:Iteration 10Q (8082.320000 sec): 3 clusters Score: Raw -57369.699247 + Penalty 2961.745873 = -54407.953375 nChanged 0 SP:Iteration 11F (8082.320000 sec): 3 clusters Score: Raw -57370.106798 + Penalty 2961.745873 = -54408.360926 nChanged 1 SP:Iteration 12Q (8082.320000 sec): 3 clusters Score: Raw -57380.991068 + Penalty 2961.745873 = -54419.245196 nChanged 3 SP:Iteration 13Q (8082.320000 sec): 3 clusters Score: Raw -57390.240434 + Penalty 2961.745873 = -54428.494561 nChanged 3 SP:Iteration 14Q (8082.320000 sec): 3 clusters Score: Raw -57399.172624 + Penalty 2961.745873 = -54437.426751 nChanged 2 SP:Iteration 15Q (8082.320000 sec): 3 clusters Score: Raw -57408.089054 + Penalty 2961.745873 = -54446.343181 nChanged 2 SP:Iteration 16Q (8082.320000 sec): 3 clusters Score: Raw -57413.877224 + Penalty 2961.745873 = -54452.131351 nChanged 0 SP:Iteration 17F (8082.330000 sec): 3 clusters Score: Raw -57413.877224 + Penalty 2961.745873 = -54452.131351 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8082.440000 sec): 2 clusters Score: Raw -4179168.268519 + Penalty 2524.908190 = -4176643.360330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8082.550000 sec): 3 clusters Score: Raw -4163634.938919 + Penalty 5049.816379 = -4158585.122540 nChanged 11748 SP:Iteration 1F (8082.670000 sec): 3 clusters Score: Raw -4169917.369971 + Penalty 5049.816379 = -4164867.553592 nChanged 1286 SP:Iteration 2Q (8082.780000 sec): 3 clusters Score: Raw -4170341.896753 + Penalty 5049.816379 = -4165292.080374 nChanged 1122 SP:Iteration 3Q (8082.890000 sec): 3 clusters Score: Raw -4170726.398377 + Penalty 5049.816379 = -4165676.581997 nChanged 1128 SP:Iteration 4Q (8083.010000 sec): 3 clusters Score: Raw -4171146.634345 + Penalty 5049.816379 = -4166096.817966 nChanged 1233 SP:Iteration 5Q (8083.120000 sec): 3 clusters Score: Raw -4171678.339271 + Penalty 5049.816379 = -4166628.522892 nChanged 1368 SP:Iteration 6F (8083.240000 sec): 3 clusters Score: Raw -4172415.218062 + Penalty 5049.816379 = -4167365.401682 nChanged 1614 SP:Iteration 7F (8083.350000 sec): 3 clusters Score: Raw -4173457.034657 + Penalty 5049.816379 = -4168407.218278 nChanged 1695 SP:Iteration 8F (8083.460000 sec): 3 clusters Score: Raw -4174633.185266 + Penalty 5049.816379 = -4169583.368887 nChanged 1552 SP:Iteration 9F (8083.580000 sec): 3 clusters Score: Raw -4175756.007551 + Penalty 5049.816379 = -4170706.191172 nChanged 1356 SP:Iteration 10F (8083.690000 sec): 3 clusters Score: Raw -4176754.446682 + Penalty 5049.816379 = -4171704.630303 nChanged 1049 SP:Iteration 11Q (8083.800000 sec): 3 clusters Score: Raw -4177568.186188 + Penalty 5049.816379 = -4172518.369809 nChanged 845 SP:Iteration 12Q (8083.910000 sec): 3 clusters Score: Raw -4178243.616301 + Penalty 5049.816379 = -4173193.799922 nChanged 560 SP:Iteration 13Q (8084.020000 sec): 3 clusters Score: Raw -4178711.466301 + Penalty 5049.816379 = -4173661.649922 nChanged 398 SP:Iteration 14Q (8084.130000 sec): 3 clusters Score: Raw -4179038.242945 + Penalty 5049.816379 = -4173988.426566 nChanged 237 SP:Iteration 15Q (8084.230000 sec): 3 clusters Score: Raw -4179236.024488 + Penalty 5049.816379 = -4174186.208109 nChanged 126 SP:Iteration 16Q (8084.330000 sec): 3 clusters Score: Raw -4179347.480303 + Penalty 5049.816379 = -4174297.663924 nChanged 67 SP:Iteration 17Q (8084.420000 sec): 3 clusters Score: Raw -4179405.833618 + Penalty 5049.816379 = -4174356.017239 nChanged 43 SP:Iteration 18Q (8084.510000 sec): 3 clusters Score: Raw -4179436.795906 + Penalty 5049.816379 = -4174386.979527 nChanged 33 SP:Iteration 19Q (8084.610000 sec): 3 clusters Score: Raw -4179467.237107 + Penalty 5049.816379 = -4174417.420727 nChanged 23 SP:Iteration 20F (8084.710000 sec): 3 clusters Score: Raw -4179486.555922 + Penalty 5049.816379 = -4174436.739543 nChanged 20 SP:Iteration 21Q (8084.810000 sec): 3 clusters Score: Raw -4179503.317514 + Penalty 5049.816379 = -4174453.501135 nChanged 14 SP:Iteration 22Q (8084.890000 sec): 3 clusters Score: Raw -4179512.411046 + Penalty 5049.816379 = -4174462.594667 nChanged 12 SP:Iteration 23Q (8084.980000 sec): 3 clusters Score: Raw -4179522.808254 + Penalty 5049.816379 = -4174472.991875 nChanged 13 SP:Iteration 24Q (8085.070000 sec): 3 clusters Score: Raw -4179531.211352 + Penalty 5049.816379 = -4174481.394973 nChanged 8 SP:Iteration 25Q (8085.160000 sec): 3 clusters Score: Raw -4179538.056278 + Penalty 5049.816379 = -4174488.239899 nChanged 6 SP:Iteration 26Q (8085.240000 sec): 3 clusters Score: Raw -4179543.514877 + Penalty 5049.816379 = -4174493.698498 nChanged 7 SP:Iteration 27Q (8085.330000 sec): 3 clusters Score: Raw -4179548.522072 + Penalty 5049.816379 = -4174498.705692 nChanged 3 SP:Iteration 28Q (8085.420000 sec): 3 clusters Score: Raw -4179550.809779 + Penalty 5049.816379 = -4174500.993400 nChanged 5 SP:Iteration 29Q (8085.500000 sec): 3 clusters Score: Raw -4179554.730057 + Penalty 5049.816379 = -4174504.913678 nChanged 5 SP:Iteration 30Q (8085.590000 sec): 3 clusters Score: Raw -4179557.362072 + Penalty 5049.816379 = -4174507.545692 nChanged 2 SP:Iteration 31Q (8085.680000 sec): 3 clusters Score: Raw -4179558.792720 + Penalty 5049.816379 = -4174508.976341 nChanged 4 SP:Iteration 32Q (8085.760000 sec): 3 clusters Score: Raw -4179561.086880 + Penalty 5049.816379 = -4174511.270501 nChanged 4 SP:Iteration 33Q (8085.850000 sec): 3 clusters Score: Raw -4179564.273998 + Penalty 5049.816379 = -4174514.457619 nChanged 2 SP:Iteration 34Q (8085.940000 sec): 3 clusters Score: Raw -4179565.602263 + Penalty 5049.816379 = -4174515.785884 nChanged 2 SP:Iteration 35Q (8086.020000 sec): 3 clusters Score: Raw -4179567.065561 + Penalty 5049.816379 = -4174517.249182 nChanged 2 SP:Iteration 36Q (8086.100000 sec): 3 clusters Score: Raw -4179568.022703 + Penalty 5049.816379 = -4174518.206324 nChanged 1 SP:Iteration 37Q (8086.190000 sec): 3 clusters Score: Raw -4179568.497295 + Penalty 5049.816379 = -4174518.680916 nChanged 0 SP:Iteration 38F (8086.300000 sec): 3 clusters Score: Raw -4179568.497295 + Penalty 5049.816379 = -4174518.680916 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8086.320000 sec): 2 clusters Score: Raw -271226.517660 + Penalty 1844.573190 = -269381.944470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8086.330000 sec): 3 clusters Score: Raw -270614.658522 + Penalty 3689.146380 = -266925.512141 nChanged 512 SP:Iteration 1F (8086.340000 sec): 3 clusters Score: Raw -271003.851666 + Penalty 3689.146380 = -267314.705285 nChanged 127 SP:Iteration 2F (8086.340000 sec): 3 clusters Score: Raw -271120.228160 + Penalty 3689.146380 = -267431.081780 nChanged 69 SP:Iteration 3Q (8086.350000 sec): 3 clusters Score: Raw -271199.533968 + Penalty 3689.146380 = -267510.387588 nChanged 48 SP:Iteration 4Q (8086.360000 sec): 3 clusters Score: Raw -271261.419465 + Penalty 3689.146380 = -267572.273085 nChanged 41 SP:Iteration 5Q (8086.370000 sec): 3 clusters Score: Raw -271300.618002 + Penalty 3689.146380 = -267611.471621 nChanged 33 SP:Iteration 6Q (8086.370000 sec): 3 clusters Score: Raw -271330.341024 + Penalty 3689.146380 = -267641.194644 nChanged 28 SP:Iteration 7Q (8086.380000 sec): 3 clusters Score: Raw -271353.143469 + Penalty 3689.146380 = -267663.997089 nChanged 22 SP:Iteration 8Q (8086.390000 sec): 3 clusters Score: Raw -271369.352151 + Penalty 3689.146380 = -267680.205771 nChanged 16 SP:Iteration 9Q (8086.400000 sec): 3 clusters Score: Raw -271382.789465 + Penalty 3689.146380 = -267693.643085 nChanged 14 SP:Iteration 10Q (8086.400000 sec): 3 clusters Score: Raw -271395.405892 + Penalty 3689.146380 = -267706.259511 nChanged 15 SP:Iteration 11Q (8086.410000 sec): 3 clusters Score: Raw -271414.026084 + Penalty 3689.146380 = -267724.879704 nChanged 19 SP:Iteration 12Q (8086.420000 sec): 3 clusters Score: Raw -271428.532658 + Penalty 3689.146380 = -267739.386278 nChanged 15 SP:Iteration 13Q (8086.420000 sec): 3 clusters Score: Raw -271444.959201 + Penalty 3689.146380 = -267755.812821 nChanged 11 SP:Iteration 14Q (8086.430000 sec): 3 clusters Score: Raw -271453.736518 + Penalty 3689.146380 = -267764.590138 nChanged 11 SP:Iteration 15Q (8086.440000 sec): 3 clusters Score: Raw -271459.590559 + Penalty 3689.146380 = -267770.444179 nChanged 12 SP:Iteration 16Q (8086.440000 sec): 3 clusters Score: Raw -271468.597819 + Penalty 3689.146380 = -267779.451439 nChanged 6 SP:Iteration 17Q (8086.450000 sec): 3 clusters Score: Raw -271474.393635 + Penalty 3689.146380 = -267785.247255 nChanged 11 SP:Iteration 18Q (8086.460000 sec): 3 clusters Score: Raw -271486.981279 + Penalty 3689.146380 = -267797.834898 nChanged 16 SP:Iteration 19Q (8086.460000 sec): 3 clusters Score: Raw -271501.439286 + Penalty 3689.146380 = -267812.292905 nChanged 11 SP:Iteration 20F (8086.470000 sec): 3 clusters Score: Raw -271508.618874 + Penalty 3689.146380 = -267819.472494 nChanged 14 SP:Iteration 21Q (8086.480000 sec): 3 clusters Score: Raw -271521.343743 + Penalty 3689.146380 = -267832.197362 nChanged 13 SP:Iteration 22Q (8086.480000 sec): 3 clusters Score: Raw -271533.536550 + Penalty 3689.146380 = -267844.390170 nChanged 6 SP:Iteration 23Q (8086.490000 sec): 3 clusters Score: Raw -271539.467576 + Penalty 3689.146380 = -267850.321196 nChanged 8 SP:Iteration 24Q (8086.500000 sec): 3 clusters Score: Raw -271544.665749 + Penalty 3689.146380 = -267855.519369 nChanged 4 SP:Iteration 25Q (8086.510000 sec): 3 clusters Score: Raw -271547.689384 + Penalty 3689.146380 = -267858.543003 nChanged 5 SP:Iteration 26Q (8086.510000 sec): 3 clusters Score: Raw -271552.020938 + Penalty 3689.146380 = -267862.874557 nChanged 3 SP:Iteration 27Q (8086.520000 sec): 3 clusters Score: Raw -271554.720592 + Penalty 3689.146380 = -267865.574212 nChanged 5 SP:Iteration 28Q (8086.530000 sec): 3 clusters Score: Raw -271558.253379 + Penalty 3689.146380 = -267869.106999 nChanged 4 SP:Iteration 29Q (8086.530000 sec): 3 clusters Score: Raw -271560.388448 + Penalty 3689.146380 = -267871.242068 nChanged 5 SP:Iteration 30Q (8086.540000 sec): 3 clusters Score: Raw -271564.588543 + Penalty 3689.146380 = -267875.442163 nChanged 2 SP:Iteration 31Q (8086.550000 sec): 3 clusters Score: Raw -271566.315505 + Penalty 3689.146380 = -267877.169125 nChanged 2 SP:Iteration 32Q (8086.560000 sec): 3 clusters Score: Raw -271567.062870 + Penalty 3689.146380 = -267877.916490 nChanged 1 SP:Iteration 33Q (8086.560000 sec): 3 clusters Score: Raw -271568.193976 + Penalty 3689.146380 = -267879.047595 nChanged 1 SP:Iteration 34Q (8086.570000 sec): 3 clusters Score: Raw -271568.871081 + Penalty 3689.146380 = -267879.724700 nChanged 2 SP:Iteration 35Q (8086.580000 sec): 3 clusters Score: Raw -271570.311554 + Penalty 3689.146380 = -267881.165173 nChanged 0 SP:Iteration 36F (8086.580000 sec): 3 clusters Score: Raw -271570.311554 + Penalty 3689.146380 = -267881.165173 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8086.600000 sec): 2 clusters Score: Raw -310200.405894 + Penalty 1894.392596 = -308306.013298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8086.600000 sec): 3 clusters Score: Raw -309436.905887 + Penalty 3788.785193 = -305648.120694 nChanged 660 SP:Iteration 1F (8086.610000 sec): 3 clusters Score: Raw -309928.895816 + Penalty 3788.785193 = -306140.110623 nChanged 156 SP:Iteration 2F (8086.620000 sec): 3 clusters Score: Raw -310074.321559 + Penalty 3788.785193 = -306285.536366 nChanged 102 SP:Iteration 3Q (8086.630000 sec): 3 clusters Score: Raw -310173.279311 + Penalty 3788.785193 = -306384.494119 nChanged 71 SP:Iteration 4Q (8086.640000 sec): 3 clusters Score: Raw -310232.888363 + Penalty 3788.785193 = -306444.103171 nChanged 49 SP:Iteration 5Q (8086.640000 sec): 3 clusters Score: Raw -310276.859755 + Penalty 3788.785193 = -306488.074563 nChanged 49 SP:Iteration 6Q (8086.660000 sec): 3 clusters Score: Raw -310310.708412 + Penalty 3788.785193 = -306521.923219 nChanged 31 SP:Iteration 7Q (8086.660000 sec): 3 clusters Score: Raw -310333.716128 + Penalty 3788.785193 = -306544.930935 nChanged 31 SP:Iteration 8Q (8086.670000 sec): 3 clusters Score: Raw -310353.326935 + Penalty 3788.785193 = -306564.541743 nChanged 26 SP:Iteration 9Q (8086.680000 sec): 3 clusters Score: Raw -310370.230023 + Penalty 3788.785193 = -306581.444830 nChanged 24 SP:Iteration 10Q (8086.690000 sec): 3 clusters Score: Raw -310386.547674 + Penalty 3788.785193 = -306597.762481 nChanged 18 SP:Iteration 11Q (8086.700000 sec): 3 clusters Score: Raw -310400.300195 + Penalty 3788.785193 = -306611.515002 nChanged 19 SP:Iteration 12Q (8086.710000 sec): 3 clusters Score: Raw -310414.791122 + Penalty 3788.785193 = -306626.005929 nChanged 20 SP:Iteration 13Q (8086.720000 sec): 3 clusters Score: Raw -310427.931325 + Penalty 3788.785193 = -306639.146132 nChanged 16 SP:Iteration 14Q (8086.720000 sec): 3 clusters Score: Raw -310438.032088 + Penalty 3788.785193 = -306649.246895 nChanged 11 SP:Iteration 15Q (8086.730000 sec): 3 clusters Score: Raw -310445.555543 + Penalty 3788.785193 = -306656.770350 nChanged 7 SP:Iteration 16Q (8086.740000 sec): 3 clusters Score: Raw -310452.084625 + Penalty 3788.785193 = -306663.299432 nChanged 8 SP:Iteration 17Q (8086.750000 sec): 3 clusters Score: Raw -310457.461737 + Penalty 3788.785193 = -306668.676545 nChanged 8 SP:Iteration 18Q (8086.760000 sec): 3 clusters Score: Raw -310462.757404 + Penalty 3788.785193 = -306673.972212 nChanged 6 SP:Iteration 19Q (8086.760000 sec): 3 clusters Score: Raw -310465.954127 + Penalty 3788.785193 = -306677.168935 nChanged 8 SP:Iteration 20F (8086.780000 sec): 3 clusters Score: Raw -310471.793101 + Penalty 3788.785193 = -306683.007909 nChanged 5 SP:Iteration 21Q (8086.780000 sec): 3 clusters Score: Raw -310476.469204 + Penalty 3788.785193 = -306687.684011 nChanged 10 SP:Iteration 22Q (8086.790000 sec): 3 clusters Score: Raw -310482.053261 + Penalty 3788.785193 = -306693.268069 nChanged 9 SP:Iteration 23Q (8086.800000 sec): 3 clusters Score: Raw -310487.403510 + Penalty 3788.785193 = -306698.618318 nChanged 6 SP:Iteration 24Q (8086.810000 sec): 3 clusters Score: Raw -310493.211357 + Penalty 3788.785193 = -306704.426164 nChanged 11 SP:Iteration 25Q (8086.820000 sec): 3 clusters Score: Raw -310503.284494 + Penalty 3788.785193 = -306714.499301 nChanged 16 SP:Iteration 26Q (8086.830000 sec): 3 clusters Score: Raw -310518.687232 + Penalty 3788.785193 = -306729.902040 nChanged 12 SP:Iteration 27Q (8086.840000 sec): 3 clusters Score: Raw -310530.204808 + Penalty 3788.785193 = -306741.419616 nChanged 11 SP:Iteration 28Q (8086.840000 sec): 3 clusters Score: Raw -310542.215828 + Penalty 3788.785193 = -306753.430635 nChanged 14 SP:Iteration 29Q (8086.850000 sec): 3 clusters Score: Raw -310553.628164 + Penalty 3788.785193 = -306764.842972 nChanged 11 SP:Iteration 30Q (8086.860000 sec): 3 clusters Score: Raw -310563.563814 + Penalty 3788.785193 = -306774.778621 nChanged 11 SP:Iteration 31Q (8086.870000 sec): 3 clusters Score: Raw -310569.929664 + Penalty 3788.785193 = -306781.144471 nChanged 11 SP:Iteration 32Q (8086.880000 sec): 3 clusters Score: Raw -310576.983297 + Penalty 3788.785193 = -306788.198104 nChanged 8 SP:Iteration 33Q (8086.880000 sec): 3 clusters Score: Raw -310582.219333 + Penalty 3788.785193 = -306793.434140 nChanged 12 SP:Iteration 34Q (8086.890000 sec): 3 clusters Score: Raw -310590.111054 + Penalty 3788.785193 = -306801.325861 nChanged 10 SP:Iteration 35Q (8086.900000 sec): 3 clusters Score: Raw -310595.950366 + Penalty 3788.785193 = -306807.165174 nChanged 7 SP:Iteration 36Q (8086.910000 sec): 3 clusters Score: Raw -310599.942043 + Penalty 3788.785193 = -306811.156850 nChanged 4 SP:Iteration 37Q (8086.920000 sec): 3 clusters Score: Raw -310602.639897 + Penalty 3788.785193 = -306813.854704 nChanged 2 SP:Iteration 38Q (8086.930000 sec): 3 clusters Score: Raw -310603.063620 + Penalty 3788.785193 = -306814.278428 nChanged 2 SP:Iteration 39Q (8086.940000 sec): 3 clusters Score: Raw -310604.516332 + Penalty 3788.785193 = -306815.731139 nChanged 3 SP:Iteration 40F (8086.940000 sec): 3 clusters Score: Raw -310607.365336 + Penalty 3788.785193 = -306818.580143 nChanged 5 SP:Iteration 41Q (8086.960000 sec): 3 clusters Score: Raw -310611.000803 + Penalty 3788.785193 = -306822.215610 nChanged 3 SP:Iteration 42Q (8086.960000 sec): 3 clusters Score: Raw -310612.514265 + Penalty 3788.785193 = -306823.729073 nChanged 2 SP:Iteration 43Q (8086.970000 sec): 3 clusters Score: Raw -310613.727031 + Penalty 3788.785193 = -306824.941838 nChanged 2 SP:Iteration 44Q (8086.980000 sec): 3 clusters Score: Raw -310615.234135 + Penalty 3788.785193 = -306826.448942 nChanged 1 SP:Iteration 45Q (8086.990000 sec): 3 clusters Score: Raw -310615.539025 + Penalty 3788.785193 = -306826.753833 nChanged 3 SP:Iteration 46Q (8087.000000 sec): 3 clusters Score: Raw -310616.859292 + Penalty 3788.785193 = -306828.074100 nChanged 4 SP:Iteration 47Q (8087.000000 sec): 3 clusters Score: Raw -310619.687085 + Penalty 3788.785193 = -306830.901892 nChanged 4 SP:Iteration 48Q (8087.010000 sec): 3 clusters Score: Raw -310623.311994 + Penalty 3788.785193 = -306834.526801 nChanged 5 SP:Iteration 49Q (8087.020000 sec): 3 clusters Score: Raw -310626.512626 + Penalty 3788.785193 = -306837.727434 nChanged 2 SP:Iteration 50Q (8087.030000 sec): 3 clusters Score: Raw -310628.871870 + Penalty 3788.785193 = -306840.086677 nChanged 1 SP:Iteration 51Q (8087.040000 sec): 3 clusters Score: Raw -310629.595627 + Penalty 3788.785193 = -306840.810434 nChanged 0 SP:Iteration 52F (8087.050000 sec): 3 clusters Score: Raw -310629.595627 + Penalty 3788.785193 = -306840.810434 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8087.050000 sec): 2 clusters Score: Raw -68610.063858 + Penalty 1531.098954 = -67078.964904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8087.060000 sec): 3 clusters Score: Raw -68675.014983 + Penalty 3062.197908 = -65612.817075 nChanged 86 SP:Iteration 1F (8087.060000 sec): 3 clusters Score: Raw -68895.706757 + Penalty 3062.197908 = -65833.508849 nChanged 31 SP:Iteration 2F (8087.060000 sec): 3 clusters Score: Raw -69012.475449 + Penalty 3062.197908 = -65950.277542 nChanged 24 SP:Iteration 3Q (8087.060000 sec): 3 clusters Score: Raw -69114.221315 + Penalty 3062.197908 = -66052.023408 nChanged 15 SP:Iteration 4Q (8087.060000 sec): 3 clusters Score: Raw -69177.620460 + Penalty 3062.197908 = -66115.422552 nChanged 9 SP:Iteration 5Q (8087.060000 sec): 3 clusters Score: Raw -69225.885057 + Penalty 3062.197908 = -66163.687149 nChanged 11 SP:Iteration 6Q (8087.070000 sec): 3 clusters Score: Raw -69277.245052 + Penalty 3062.197908 = -66215.047145 nChanged 8 SP:Iteration 7Q (8087.070000 sec): 3 clusters Score: Raw -69327.824673 + Penalty 3062.197908 = -66265.626765 nChanged 6 SP:Iteration 8Q (8087.070000 sec): 3 clusters Score: Raw -69370.032105 + Penalty 3062.197908 = -66307.834198 nChanged 6 SP:Iteration 9Q (8087.070000 sec): 3 clusters Score: Raw -69388.704734 + Penalty 3062.197908 = -66326.506827 nChanged 7 SP:Iteration 10Q (8087.070000 sec): 3 clusters Score: Raw -69418.158939 + Penalty 3062.197908 = -66355.961032 nChanged 7 SP:Iteration 11Q (8087.080000 sec): 3 clusters Score: Raw -69459.777452 + Penalty 3062.197908 = -66397.579545 nChanged 5 SP:Iteration 12Q (8087.080000 sec): 3 clusters Score: Raw -69489.092431 + Penalty 3062.197908 = -66426.894524 nChanged 5 SP:Iteration 13Q (8087.080000 sec): 3 clusters Score: Raw -69512.351049 + Penalty 3062.197908 = -66450.153141 nChanged 4 SP:Iteration 14Q (8087.080000 sec): 3 clusters Score: Raw -69530.847565 + Penalty 3062.197908 = -66468.649657 nChanged 3 SP:Iteration 15Q (8087.080000 sec): 3 clusters Score: Raw -69547.696377 + Penalty 3062.197908 = -66485.498469 nChanged 3 SP:Iteration 16Q (8087.080000 sec): 3 clusters Score: Raw -69561.713522 + Penalty 3062.197908 = -66499.515614 nChanged 7 SP:Iteration 17Q (8087.080000 sec): 3 clusters Score: Raw -69620.087583 + Penalty 3062.197908 = -66557.889676 nChanged 9 SP:Iteration 18Q (8087.090000 sec): 3 clusters Score: Raw -69755.028967 + Penalty 3062.197908 = -66692.831060 nChanged 6 SP:Iteration 19Q (8087.090000 sec): 3 clusters Score: Raw -70035.605838 + Penalty 3062.197908 = -66973.407930 nChanged 5 SP:Iteration 20F (8087.090000 sec): 3 clusters Score: Raw -70059.306299 + Penalty 3062.197908 = -66997.108391 nChanged 6 SP:Iteration 21Q (8087.090000 sec): 3 clusters Score: Raw -70093.939043 + Penalty 3062.197908 = -67031.741135 nChanged 3 SP:Iteration 22Q (8087.090000 sec): 3 clusters Score: Raw -70115.611963 + Penalty 3062.197908 = -67053.414056 nChanged 0 SP:Iteration 23F (8087.100000 sec): 3 clusters Score: Raw -70115.611963 + Penalty 3062.197908 = -67053.414056 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 26 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8087.130000 sec): 2 clusters Score: Raw -1269120.872853 + Penalty 2232.974893 = -1266887.897960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8087.160000 sec): 3 clusters Score: Raw -1264892.559143 + Penalty 4465.949786 = -1260426.609357 nChanged 3265 SP:Iteration 1F (8087.200000 sec): 3 clusters Score: Raw -1266641.946693 + Penalty 4465.949786 = -1262175.996907 nChanged 492 SP:Iteration 2F (8087.230000 sec): 3 clusters Score: Raw -1266865.459228 + Penalty 4465.949786 = -1262399.509442 nChanged 360 SP:Iteration 3Q (8087.270000 sec): 3 clusters Score: Raw -1267013.201357 + Penalty 4465.949786 = -1262547.251571 nChanged 289 SP:Iteration 4Q (8087.300000 sec): 3 clusters Score: Raw -1267128.811274 + Penalty 4465.949786 = -1262662.861488 nChanged 267 SP:Iteration 5Q (8087.340000 sec): 3 clusters Score: Raw -1267231.672082 + Penalty 4465.949786 = -1262765.722297 nChanged 208 SP:Iteration 6Q (8087.370000 sec): 3 clusters Score: Raw -1267304.867210 + Penalty 4465.949786 = -1262838.917424 nChanged 194 SP:Iteration 7Q (8087.400000 sec): 3 clusters Score: Raw -1267372.467285 + Penalty 4465.949786 = -1262906.517500 nChanged 189 SP:Iteration 8Q (8087.440000 sec): 3 clusters Score: Raw -1267443.985684 + Penalty 4465.949786 = -1262978.035898 nChanged 196 SP:Iteration 9Q (8087.470000 sec): 3 clusters Score: Raw -1267524.711502 + Penalty 4465.949786 = -1263058.761717 nChanged 222 SP:Iteration 10Q (8087.510000 sec): 3 clusters Score: Raw -1267616.432057 + Penalty 4465.949786 = -1263150.482272 nChanged 206 SP:Iteration 11Q (8087.540000 sec): 3 clusters Score: Raw -1267706.651458 + Penalty 4465.949786 = -1263240.701672 nChanged 233 SP:Iteration 12Q (8087.580000 sec): 3 clusters Score: Raw -1267814.089264 + Penalty 4465.949786 = -1263348.139478 nChanged 233 SP:Iteration 13Q (8087.610000 sec): 3 clusters Score: Raw -1267936.079174 + Penalty 4465.949786 = -1263470.129389 nChanged 246 SP:Iteration 14Q (8087.640000 sec): 3 clusters Score: Raw -1268066.953547 + Penalty 4465.949786 = -1263601.003762 nChanged 247 SP:Iteration 15Q (8087.680000 sec): 3 clusters Score: Raw -1268202.457574 + Penalty 4465.949786 = -1263736.507788 nChanged 237 SP:Iteration 16Q (8087.710000 sec): 3 clusters Score: Raw -1268330.933460 + Penalty 4465.949786 = -1263864.983675 nChanged 209 SP:Iteration 17Q (8087.750000 sec): 3 clusters Score: Raw -1268460.114772 + Penalty 4465.949786 = -1263994.164987 nChanged 198 SP:Iteration 18Q (8087.780000 sec): 3 clusters Score: Raw -1268598.022036 + Penalty 4465.949786 = -1264132.072250 nChanged 203 SP:Iteration 19Q (8087.820000 sec): 3 clusters Score: Raw -1268748.860600 + Penalty 4465.949786 = -1264282.910814 nChanged 151 SP:Iteration 20F (8087.850000 sec): 3 clusters Score: Raw -1268859.136622 + Penalty 4465.949786 = -1264393.186836 nChanged 135 SP:Iteration 21Q (8087.880000 sec): 3 clusters Score: Raw -1268968.426434 + Penalty 4465.949786 = -1264502.476648 nChanged 99 SP:Iteration 22Q (8087.910000 sec): 3 clusters Score: Raw -1269048.427993 + Penalty 4465.949786 = -1264582.478208 nChanged 74 SP:Iteration 23Q (8087.940000 sec): 3 clusters Score: Raw -1269115.598451 + Penalty 4465.949786 = -1264649.648665 nChanged 66 SP:Iteration 24Q (8087.980000 sec): 3 clusters Score: Raw -1269169.546274 + Penalty 4465.949786 = -1264703.596488 nChanged 53 SP:Iteration 25Q (8088.010000 sec): 3 clusters Score: Raw -1269217.362644 + Penalty 4465.949786 = -1264751.412858 nChanged 34 SP:Iteration 26Q (8088.040000 sec): 3 clusters Score: Raw -1269257.279461 + Penalty 4465.949786 = -1264791.329675 nChanged 34 SP:Iteration 27Q (8088.070000 sec): 3 clusters Score: Raw -1269291.589587 + Penalty 4465.949786 = -1264825.639801 nChanged 25 SP:Iteration 28Q (8088.100000 sec): 3 clusters Score: Raw -1269315.447551 + Penalty 4465.949786 = -1264849.497765 nChanged 18 SP:Iteration 29Q (8088.120000 sec): 3 clusters Score: Raw -1269333.058761 + Penalty 4465.949786 = -1264867.108975 nChanged 16 SP:Iteration 30Q (8088.150000 sec): 3 clusters Score: Raw -1269349.721010 + Penalty 4465.949786 = -1264883.771224 nChanged 15 SP:Iteration 31Q (8088.180000 sec): 3 clusters Score: Raw -1269366.628874 + Penalty 4465.949786 = -1264900.679088 nChanged 15 SP:Iteration 32Q (8088.210000 sec): 3 clusters Score: Raw -1269380.699703 + Penalty 4465.949786 = -1264914.749917 nChanged 12 SP:Iteration 33Q (8088.240000 sec): 3 clusters Score: Raw -1269392.898201 + Penalty 4465.949786 = -1264926.948415 nChanged 12 SP:Iteration 34Q (8088.270000 sec): 3 clusters Score: Raw -1269404.974239 + Penalty 4465.949786 = -1264939.024453 nChanged 9 SP:Iteration 35Q (8088.300000 sec): 3 clusters Score: Raw -1269415.175266 + Penalty 4465.949786 = -1264949.225480 nChanged 7 SP:Iteration 36Q (8088.320000 sec): 3 clusters Score: Raw -1269421.878766 + Penalty 4465.949786 = -1264955.928980 nChanged 2 SP:Iteration 37Q (8088.350000 sec): 3 clusters Score: Raw -1269424.120095 + Penalty 4465.949786 = -1264958.170309 nChanged 3 SP:Iteration 38Q (8088.380000 sec): 3 clusters Score: Raw -1269427.570170 + Penalty 4465.949786 = -1264961.620385 nChanged 4 SP:Iteration 39Q (8088.400000 sec): 3 clusters Score: Raw -1269432.242060 + Penalty 4465.949786 = -1264966.292275 nChanged 4 SP:Iteration 40F (8088.440000 sec): 3 clusters Score: Raw -1269435.999053 + Penalty 4465.949786 = -1264970.049268 nChanged 3 SP:Iteration 41Q (8088.470000 sec): 3 clusters Score: Raw -1269438.198505 + Penalty 4465.949786 = -1264972.248720 nChanged 0 SP:Iteration 42F (8088.500000 sec): 3 clusters Score: Raw -1269438.198505 + Penalty 4465.949786 = -1264972.248720 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8088.510000 sec): 2 clusters Score: Raw -47631.377928 + Penalty 1461.127765 = -46170.250163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8088.520000 sec): 3 clusters Score: Raw -47769.524496 + Penalty 2922.255529 = -44847.268967 nChanged 69 SP:Iteration 1F (8088.520000 sec): 3 clusters Score: Raw -48073.889524 + Penalty 2922.255529 = -45151.633995 nChanged 26 SP:Iteration 2F (8088.520000 sec): 3 clusters Score: Raw -48253.790722 + Penalty 2922.255529 = -45331.535193 nChanged 14 SP:Iteration 3Q (8088.520000 sec): 3 clusters Score: Raw -48364.091518 + Penalty 2922.255529 = -45441.835989 nChanged 14 SP:Iteration 4Q (8088.520000 sec): 3 clusters Score: Raw -48566.449119 + Penalty 2922.255529 = -45644.193590 nChanged 8 SP:Iteration 5Q (8088.520000 sec): 3 clusters Score: Raw -48702.082535 + Penalty 2922.255529 = -45779.827006 nChanged 4 SP:Iteration 6Q (8088.520000 sec): 3 clusters Score: Raw -48770.473189 + Penalty 2922.255529 = -45848.217660 nChanged 1 SP:Iteration 7Q (8088.520000 sec): 3 clusters Score: Raw -48780.466941 + Penalty 2922.255529 = -45858.211412 nChanged 1 SP:Iteration 8Q (8088.530000 sec): 3 clusters Score: Raw -48785.763317 + Penalty 2922.255529 = -45863.507788 nChanged 1 SP:Iteration 9Q (8088.530000 sec): 3 clusters Score: Raw -48791.807707 + Penalty 2922.255529 = -45869.552178 nChanged 0 SP:Iteration 10F (8088.530000 sec): 3 clusters Score: Raw -48791.807707 + Penalty 2922.255529 = -45869.552178 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8088.540000 sec): 2 clusters Score: Raw -54635.462685 + Penalty 1485.883208 = -53149.579477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8088.540000 sec): 3 clusters Score: Raw -54702.136702 + Penalty 2971.766415 = -51730.370286 nChanged 80 SP:Iteration 1F (8088.540000 sec): 3 clusters Score: Raw -54898.941593 + Penalty 2971.766415 = -51927.175178 nChanged 23 SP:Iteration 2F (8088.540000 sec): 3 clusters Score: Raw -55102.821218 + Penalty 2971.766415 = -52131.054802 nChanged 20 SP:Iteration 3Q (8088.540000 sec): 3 clusters Score: Raw -55226.441658 + Penalty 2971.766415 = -52254.675243 nChanged 7 SP:Iteration 4Q (8088.540000 sec): 3 clusters Score: Raw -55240.529087 + Penalty 2971.766415 = -52268.762672 nChanged 5 SP:Iteration 5Q (8088.540000 sec): 3 clusters Score: Raw -55249.596693 + Penalty 2971.766415 = -52277.830278 nChanged 1 SP:Iteration 6Q (8088.550000 sec): 3 clusters Score: Raw -55250.945659 + Penalty 2971.766415 = -52279.179244 nChanged 0 SP:Iteration 7F (8088.550000 sec): 3 clusters Score: Raw -55250.945659 + Penalty 2971.766415 = -52279.179244 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8088.560000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8088.560000 sec): 3 clusters Score: Raw -156396.716590 + Penalty 3432.163190 = -152964.553401 nChanged 252 SP:Iteration 1F (8088.560000 sec): 3 clusters Score: Raw -156665.031136 + Penalty 3432.163190 = -153232.867946 nChanged 45 SP:Iteration 2Q (8088.570000 sec): 3 clusters Score: Raw -156729.344758 + Penalty 3432.163190 = -153297.181569 nChanged 40 SP:Iteration 3Q (8088.570000 sec): 3 clusters Score: Raw -156782.316090 + Penalty 3432.163190 = -153350.152900 nChanged 19 SP:Iteration 4Q (8088.580000 sec): 3 clusters Score: Raw -156809.371211 + Penalty 3432.163190 = -153377.208022 nChanged 12 SP:Iteration 5Q (8088.580000 sec): 3 clusters Score: Raw -156827.042258 + Penalty 3432.163190 = -153394.879068 nChanged 12 SP:Iteration 6Q (8088.580000 sec): 3 clusters Score: Raw -156842.405543 + Penalty 3432.163190 = -153410.242353 nChanged 7 SP:Iteration 7Q (8088.590000 sec): 3 clusters Score: Raw -156848.006284 + Penalty 3432.163190 = -153415.843095 nChanged 1 SP:Iteration 8Q (8088.590000 sec): 3 clusters Score: Raw -156848.974912 + Penalty 3432.163190 = -153416.811722 nChanged 0 SP:Iteration 9F (8088.600000 sec): 3 clusters Score: Raw -156848.974912 + Penalty 3432.163190 = -153416.811722 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8088.600000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8088.600000 sec): 3 clusters Score: Raw -81979.094256 + Penalty 3132.417569 = -78846.676687 nChanged 115 SP:Iteration 1F (8088.610000 sec): 3 clusters Score: Raw -82184.436299 + Penalty 3132.417569 = -79052.018730 nChanged 21 SP:Iteration 2Q (8088.610000 sec): 3 clusters Score: Raw -82236.396699 + Penalty 3132.417569 = -79103.979130 nChanged 15 SP:Iteration 3Q (8088.610000 sec): 3 clusters Score: Raw -82269.197293 + Penalty 3132.417569 = -79136.779725 nChanged 7 SP:Iteration 4Q (8088.620000 sec): 3 clusters Score: Raw -82283.013966 + Penalty 3132.417569 = -79150.596398 nChanged 8 SP:Iteration 5Q (8088.620000 sec): 3 clusters Score: Raw -82295.434464 + Penalty 3132.417569 = -79163.016895 nChanged 4 SP:Iteration 6Q (8088.620000 sec): 3 clusters Score: Raw -82301.028128 + Penalty 3132.417569 = -79168.610559 nChanged 3 SP:Iteration 7Q (8088.620000 sec): 3 clusters Score: Raw -82311.389817 + Penalty 3132.417569 = -79178.972249 nChanged 3 SP:Iteration 8Q (8088.620000 sec): 3 clusters Score: Raw -82319.726730 + Penalty 3132.417569 = -79187.309161 nChanged 1 SP:Iteration 9Q (8088.630000 sec): 3 clusters Score: Raw -82321.426331 + Penalty 3132.417569 = -79189.008762 nChanged 0 SP:Iteration 10F (8088.630000 sec): 3 clusters Score: Raw -82321.426331 + Penalty 3132.417569 = -79189.008762 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8088.670000 sec): 2 clusters Score: Raw -1623966.085466 + Penalty 2296.028070 = -1621670.057396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8088.720000 sec): 3 clusters Score: Raw -1618295.090307 + Penalty 4592.056140 = -1613703.034168 nChanged 4376 SP:Iteration 1F (8088.760000 sec): 3 clusters Score: Raw -1620630.418292 + Penalty 4592.056140 = -1616038.362152 nChanged 673 SP:Iteration 2F (8088.810000 sec): 3 clusters Score: Raw -1620953.949204 + Penalty 4592.056140 = -1616361.893065 nChanged 549 SP:Iteration 3F (8088.850000 sec): 3 clusters Score: Raw -1621195.703030 + Penalty 4592.056140 = -1616603.646890 nChanged 450 SP:Iteration 4Q (8088.900000 sec): 3 clusters Score: Raw -1621373.977868 + Penalty 4592.056140 = -1616781.921728 nChanged 361 SP:Iteration 5Q (8088.940000 sec): 3 clusters Score: Raw -1621516.113149 + Penalty 4592.056140 = -1616924.057009 nChanged 340 SP:Iteration 6Q (8088.980000 sec): 3 clusters Score: Raw -1621645.764024 + Penalty 4592.056140 = -1617053.707884 nChanged 342 SP:Iteration 7Q (8089.020000 sec): 3 clusters Score: Raw -1621787.455728 + Penalty 4592.056140 = -1617195.399589 nChanged 352 SP:Iteration 8Q (8089.070000 sec): 3 clusters Score: Raw -1621943.524557 + Penalty 4592.056140 = -1617351.468417 nChanged 371 SP:Iteration 9Q (8089.110000 sec): 3 clusters Score: Raw -1622128.127026 + Penalty 4592.056140 = -1617536.070887 nChanged 402 SP:Iteration 10Q (8089.160000 sec): 3 clusters Score: Raw -1622347.501999 + Penalty 4592.056140 = -1617755.445859 nChanged 437 SP:Iteration 11Q (8089.200000 sec): 3 clusters Score: Raw -1622615.029093 + Penalty 4592.056140 = -1618022.972953 nChanged 427 SP:Iteration 12Q (8089.240000 sec): 3 clusters Score: Raw -1622873.461294 + Penalty 4592.056140 = -1618281.405154 nChanged 386 SP:Iteration 13Q (8089.280000 sec): 3 clusters Score: Raw -1623110.937153 + Penalty 4592.056140 = -1618518.881013 nChanged 343 SP:Iteration 14Q (8089.320000 sec): 3 clusters Score: Raw -1623317.458458 + Penalty 4592.056140 = -1618725.402318 nChanged 304 SP:Iteration 15Q (8089.370000 sec): 3 clusters Score: Raw -1623501.237320 + Penalty 4592.056140 = -1618909.181180 nChanged 243 SP:Iteration 16Q (8089.420000 sec): 3 clusters Score: Raw -1623645.029799 + Penalty 4592.056140 = -1619052.973659 nChanged 204 SP:Iteration 17Q (8089.460000 sec): 3 clusters Score: Raw -1623765.120244 + Penalty 4592.056140 = -1619173.064104 nChanged 182 SP:Iteration 18Q (8089.500000 sec): 3 clusters Score: Raw -1623885.404307 + Penalty 4592.056140 = -1619293.348167 nChanged 153 SP:Iteration 19Q (8089.540000 sec): 3 clusters Score: Raw -1623992.020386 + Penalty 4592.056140 = -1619399.964246 nChanged 133 SP:Iteration 20F (8089.590000 sec): 3 clusters Score: Raw -1624095.852098 + Penalty 4592.056140 = -1619503.795958 nChanged 94 SP:Iteration 21Q (8089.630000 sec): 3 clusters Score: Raw -1624163.865750 + Penalty 4592.056140 = -1619571.809610 nChanged 70 SP:Iteration 22Q (8089.670000 sec): 3 clusters Score: Raw -1624222.357980 + Penalty 4592.056140 = -1619630.301840 nChanged 61 SP:Iteration 23Q (8089.710000 sec): 3 clusters Score: Raw -1624268.299798 + Penalty 4592.056140 = -1619676.243659 nChanged 49 SP:Iteration 24Q (8089.740000 sec): 3 clusters Score: Raw -1624306.704372 + Penalty 4592.056140 = -1619714.648232 nChanged 47 SP:Iteration 25Q (8089.780000 sec): 3 clusters Score: Raw -1624341.607699 + Penalty 4592.056140 = -1619749.551559 nChanged 34 SP:Iteration 26Q (8089.820000 sec): 3 clusters Score: Raw -1624367.191580 + Penalty 4592.056140 = -1619775.135441 nChanged 30 SP:Iteration 27Q (8089.850000 sec): 3 clusters Score: Raw -1624390.127573 + Penalty 4592.056140 = -1619798.071434 nChanged 29 SP:Iteration 28Q (8089.880000 sec): 3 clusters Score: Raw -1624413.103811 + Penalty 4592.056140 = -1619821.047671 nChanged 18 SP:Iteration 29Q (8089.920000 sec): 3 clusters Score: Raw -1624427.416152 + Penalty 4592.056140 = -1619835.360012 nChanged 16 SP:Iteration 30Q (8089.950000 sec): 3 clusters Score: Raw -1624438.838532 + Penalty 4592.056140 = -1619846.782392 nChanged 12 SP:Iteration 31Q (8089.980000 sec): 3 clusters Score: Raw -1624445.926909 + Penalty 4592.056140 = -1619853.870769 nChanged 10 SP:Iteration 32Q (8090.020000 sec): 3 clusters Score: Raw -1624453.381542 + Penalty 4592.056140 = -1619861.325402 nChanged 10 SP:Iteration 33Q (8090.050000 sec): 3 clusters Score: Raw -1624464.360003 + Penalty 4592.056140 = -1619872.303863 nChanged 12 SP:Iteration 34Q (8090.090000 sec): 3 clusters Score: Raw -1624471.830241 + Penalty 4592.056140 = -1619879.774101 nChanged 8 SP:Iteration 35Q (8090.120000 sec): 3 clusters Score: Raw -1624477.137613 + Penalty 4592.056140 = -1619885.081473 nChanged 10 SP:Iteration 36Q (8090.150000 sec): 3 clusters Score: Raw -1624483.196993 + Penalty 4592.056140 = -1619891.140853 nChanged 1 SP:Iteration 37Q (8090.190000 sec): 3 clusters Score: Raw -1624483.735963 + Penalty 4592.056140 = -1619891.679823 nChanged 0 SP:Iteration 38F (8090.230000 sec): 3 clusters Score: Raw -1624483.735963 + Penalty 4592.056140 = -1619891.679823 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8090.300000 sec): 2 clusters Score: Raw -2443421.859448 + Penalty 2409.451476 = -2441012.407972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8090.360000 sec): 3 clusters Score: Raw -2433951.835724 + Penalty 4818.902951 = -2429132.932773 nChanged 7192 SP:Iteration 1F (8090.430000 sec): 3 clusters Score: Raw -2437864.839007 + Penalty 4818.902951 = -2433045.936055 nChanged 1072 SP:Iteration 2F (8090.500000 sec): 3 clusters Score: Raw -2438364.608008 + Penalty 4818.902951 = -2433545.705056 nChanged 963 SP:Iteration 3F (8090.570000 sec): 3 clusters Score: Raw -2438825.546713 + Penalty 4818.902951 = -2434006.643761 nChanged 890 SP:Iteration 4F (8090.640000 sec): 3 clusters Score: Raw -2439286.038610 + Penalty 4818.902951 = -2434467.135659 nChanged 825 SP:Iteration 5Q (8090.710000 sec): 3 clusters Score: Raw -2439753.421680 + Penalty 4818.902951 = -2434934.518728 nChanged 830 SP:Iteration 6F (8090.780000 sec): 3 clusters Score: Raw -2440286.635482 + Penalty 4818.902951 = -2435467.732531 nChanged 838 SP:Iteration 7F (8090.860000 sec): 3 clusters Score: Raw -2440888.271783 + Penalty 4818.902951 = -2436069.368831 nChanged 880 SP:Iteration 8F (8090.920000 sec): 3 clusters Score: Raw -2441472.539174 + Penalty 4818.902951 = -2436653.636222 nChanged 797 SP:Iteration 9Q (8091.000000 sec): 3 clusters Score: Raw -2442012.252617 + Penalty 4818.902951 = -2437193.349666 nChanged 722 SP:Iteration 10Q (8091.060000 sec): 3 clusters Score: Raw -2442485.842649 + Penalty 4818.902951 = -2437666.939698 nChanged 610 SP:Iteration 11Q (8091.130000 sec): 3 clusters Score: Raw -2442836.112143 + Penalty 4818.902951 = -2438017.209192 nChanged 511 SP:Iteration 12Q (8091.200000 sec): 3 clusters Score: Raw -2443102.713009 + Penalty 4818.902951 = -2438283.810057 nChanged 450 SP:Iteration 13Q (8091.260000 sec): 3 clusters Score: Raw -2443326.355362 + Penalty 4818.902951 = -2438507.452410 nChanged 375 SP:Iteration 14Q (8091.330000 sec): 3 clusters Score: Raw -2443503.563075 + Penalty 4818.902951 = -2438684.660124 nChanged 304 SP:Iteration 15Q (8091.400000 sec): 3 clusters Score: Raw -2443626.737282 + Penalty 4818.902951 = -2438807.834331 nChanged 243 SP:Iteration 16Q (8091.460000 sec): 3 clusters Score: Raw -2443717.032430 + Penalty 4818.902951 = -2438898.129479 nChanged 207 SP:Iteration 17Q (8091.520000 sec): 3 clusters Score: Raw -2443783.506625 + Penalty 4818.902951 = -2438964.603674 nChanged 183 SP:Iteration 18Q (8091.590000 sec): 3 clusters Score: Raw -2443841.691806 + Penalty 4818.902951 = -2439022.788855 nChanged 174 SP:Iteration 19Q (8091.650000 sec): 3 clusters Score: Raw -2443896.404813 + Penalty 4818.902951 = -2439077.501862 nChanged 182 SP:Iteration 20F (8091.720000 sec): 3 clusters Score: Raw -2443956.070734 + Penalty 4818.902951 = -2439137.167783 nChanged 186 SP:Iteration 21Q (8091.780000 sec): 3 clusters Score: Raw -2444028.607345 + Penalty 4818.902951 = -2439209.704393 nChanged 193 SP:Iteration 22Q (8091.850000 sec): 3 clusters Score: Raw -2444101.278206 + Penalty 4818.902951 = -2439282.375255 nChanged 187 SP:Iteration 23Q (8091.910000 sec): 3 clusters Score: Raw -2444164.761773 + Penalty 4818.902951 = -2439345.858822 nChanged 180 SP:Iteration 24Q (8091.970000 sec): 3 clusters Score: Raw -2444226.368160 + Penalty 4818.902951 = -2439407.465209 nChanged 150 SP:Iteration 25Q (8092.040000 sec): 3 clusters Score: Raw -2444285.556725 + Penalty 4818.902951 = -2439466.653773 nChanged 146 SP:Iteration 26Q (8092.100000 sec): 3 clusters Score: Raw -2444341.238983 + Penalty 4818.902951 = -2439522.336031 nChanged 136 SP:Iteration 27Q (8092.160000 sec): 3 clusters Score: Raw -2444395.744287 + Penalty 4818.902951 = -2439576.841336 nChanged 132 SP:Iteration 28Q (8092.220000 sec): 3 clusters Score: Raw -2444443.387374 + Penalty 4818.902951 = -2439624.484422 nChanged 122 SP:Iteration 29Q (8092.290000 sec): 3 clusters Score: Raw -2444492.596444 + Penalty 4818.902951 = -2439673.693492 nChanged 109 SP:Iteration 30Q (8092.350000 sec): 3 clusters Score: Raw -2444536.259936 + Penalty 4818.902951 = -2439717.356984 nChanged 99 SP:Iteration 31Q (8092.410000 sec): 3 clusters Score: Raw -2444571.245351 + Penalty 4818.902951 = -2439752.342399 nChanged 92 SP:Iteration 32Q (8092.470000 sec): 3 clusters Score: Raw -2444597.039817 + Penalty 4818.902951 = -2439778.136866 nChanged 64 SP:Iteration 33Q (8092.520000 sec): 3 clusters Score: Raw -2444619.129362 + Penalty 4818.902951 = -2439800.226410 nChanged 67 SP:Iteration 34Q (8092.580000 sec): 3 clusters Score: Raw -2444641.462512 + Penalty 4818.902951 = -2439822.559560 nChanged 67 SP:Iteration 35Q (8092.640000 sec): 3 clusters Score: Raw -2444661.207050 + Penalty 4818.902951 = -2439842.304098 nChanged 57 SP:Iteration 36Q (8092.700000 sec): 3 clusters Score: Raw -2444677.413652 + Penalty 4818.902951 = -2439858.510700 nChanged 37 SP:Iteration 37Q (8092.760000 sec): 3 clusters Score: Raw -2444686.446466 + Penalty 4818.902951 = -2439867.543515 nChanged 28 SP:Iteration 38Q (8092.810000 sec): 3 clusters Score: Raw -2444692.311823 + Penalty 4818.902951 = -2439873.408872 nChanged 22 SP:Iteration 39Q (8092.870000 sec): 3 clusters Score: Raw -2444696.856387 + Penalty 4818.902951 = -2439877.953435 nChanged 14 SP:Iteration 40F (8092.940000 sec): 3 clusters Score: Raw -2444699.845285 + Penalty 4818.902951 = -2439880.942334 nChanged 8 SP:Iteration 41Q (8093.000000 sec): 3 clusters Score: Raw -2444701.037048 + Penalty 4818.902951 = -2439882.134096 nChanged 10 SP:Iteration 42Q (8093.050000 sec): 3 clusters Score: Raw -2444702.986929 + Penalty 4818.902951 = -2439884.083978 nChanged 6 SP:Iteration 43Q (8093.110000 sec): 3 clusters Score: Raw -2444704.094486 + Penalty 4818.902951 = -2439885.191535 nChanged 9 SP:Iteration 44Q (8093.160000 sec): 3 clusters Score: Raw -2444705.484849 + Penalty 4818.902951 = -2439886.581897 nChanged 12 SP:Iteration 45Q (8093.220000 sec): 3 clusters Score: Raw -2444707.649760 + Penalty 4818.902951 = -2439888.746809 nChanged 9 SP:Iteration 46Q (8093.280000 sec): 3 clusters Score: Raw -2444709.541382 + Penalty 4818.902951 = -2439890.638431 nChanged 12 SP:Iteration 47Q (8093.340000 sec): 3 clusters Score: Raw -2444711.895194 + Penalty 4818.902951 = -2439892.992242 nChanged 13 SP:Iteration 48Q (8093.400000 sec): 3 clusters Score: Raw -2444714.367989 + Penalty 4818.902951 = -2439895.465037 nChanged 8 SP:Iteration 49Q (8093.460000 sec): 3 clusters Score: Raw -2444716.128610 + Penalty 4818.902951 = -2439897.225658 nChanged 9 SP:Iteration 50Q (8093.520000 sec): 3 clusters Score: Raw -2444717.900651 + Penalty 4818.902951 = -2439898.997700 nChanged 5 SP:Iteration 51Q (8093.580000 sec): 3 clusters Score: Raw -2444718.664246 + Penalty 4818.902951 = -2439899.761294 nChanged 6 SP:Iteration 52Q (8093.640000 sec): 3 clusters Score: Raw -2444720.471952 + Penalty 4818.902951 = -2439901.569001 nChanged 8 SP:Iteration 53Q (8093.690000 sec): 3 clusters Score: Raw -2444722.635427 + Penalty 4818.902951 = -2439903.732475 nChanged 8 SP:Iteration 54Q (8093.750000 sec): 3 clusters Score: Raw -2444724.775492 + Penalty 4818.902951 = -2439905.872540 nChanged 7 SP:Iteration 55Q (8093.810000 sec): 3 clusters Score: Raw -2444726.366169 + Penalty 4818.902951 = -2439907.463218 nChanged 7 SP:Iteration 56Q (8093.860000 sec): 3 clusters Score: Raw -2444727.570696 + Penalty 4818.902951 = -2439908.667744 nChanged 7 SP:Iteration 57Q (8093.920000 sec): 3 clusters Score: Raw -2444728.769835 + Penalty 4818.902951 = -2439909.866883 nChanged 8 SP:Iteration 58Q (8093.980000 sec): 3 clusters Score: Raw -2444731.113406 + Penalty 4818.902951 = -2439912.210455 nChanged 4 SP:Iteration 59Q (8094.040000 sec): 3 clusters Score: Raw -2444732.272799 + Penalty 4818.902951 = -2439913.369848 nChanged 10 SP:Iteration 60F (8094.100000 sec): 3 clusters Score: Raw -2444733.976797 + Penalty 4818.902951 = -2439915.073846 nChanged 6 SP:Iteration 61Q (8094.160000 sec): 3 clusters Score: Raw -2444735.224530 + Penalty 4818.902951 = -2439916.321579 nChanged 4 SP:Iteration 62Q (8094.220000 sec): 3 clusters Score: Raw -2444736.092917 + Penalty 4818.902951 = -2439917.189966 nChanged 6 SP:Iteration 63Q (8094.280000 sec): 3 clusters Score: Raw -2444737.005608 + Penalty 4818.902951 = -2439918.102657 nChanged 2 SP:Iteration 64Q (8094.330000 sec): 3 clusters Score: Raw -2444737.202631 + Penalty 4818.902951 = -2439918.299679 nChanged 2 SP:Iteration 65Q (8094.390000 sec): 3 clusters Score: Raw -2444737.756484 + Penalty 4818.902951 = -2439918.853533 nChanged 3 SP:Iteration 66Q (8094.440000 sec): 3 clusters Score: Raw -2444738.242822 + Penalty 4818.902951 = -2439919.339870 nChanged 5 SP:Iteration 67Q (8094.500000 sec): 3 clusters Score: Raw -2444739.134089 + Penalty 4818.902951 = -2439920.231138 nChanged 2 SP:Iteration 68Q (8094.560000 sec): 3 clusters Score: Raw -2444739.362296 + Penalty 4818.902951 = -2439920.459344 nChanged 1 SP:Iteration 69Q (8094.610000 sec): 3 clusters Score: Raw -2444739.745944 + Penalty 4818.902951 = -2439920.842993 nChanged 1 SP:Iteration 70Q (8094.680000 sec): 3 clusters Score: Raw -2444739.930648 + Penalty 4818.902951 = -2439921.027696 nChanged 0 SP:Iteration 71F (8094.750000 sec): 3 clusters Score: Raw -2444739.930648 + Penalty 4818.902951 = -2439921.027696 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8094.760000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8094.760000 sec): 3 clusters Score: Raw -107236.598827 + Penalty 3253.569158 = -103983.029669 nChanged 161 SP:Iteration 1F (8094.770000 sec): 3 clusters Score: Raw -107519.094574 + Penalty 3253.569158 = -104265.525417 nChanged 46 SP:Iteration 2F (8094.770000 sec): 3 clusters Score: Raw -107616.968013 + Penalty 3253.569158 = -104363.398855 nChanged 26 SP:Iteration 3Q (8094.770000 sec): 3 clusters Score: Raw -107672.283977 + Penalty 3253.569158 = -104418.714819 nChanged 17 SP:Iteration 4Q (8094.780000 sec): 3 clusters Score: Raw -107698.691411 + Penalty 3253.569158 = -104445.122254 nChanged 6 SP:Iteration 5Q (8094.780000 sec): 3 clusters Score: Raw -107726.187097 + Penalty 3253.569158 = -104472.617940 nChanged 7 SP:Iteration 6Q (8094.780000 sec): 3 clusters Score: Raw -107748.085439 + Penalty 3253.569158 = -104494.516282 nChanged 7 SP:Iteration 7Q (8094.780000 sec): 3 clusters Score: Raw -107762.454082 + Penalty 3253.569158 = -104508.884924 nChanged 3 SP:Iteration 8Q (8094.790000 sec): 3 clusters Score: Raw -107767.283527 + Penalty 3253.569158 = -104513.714370 nChanged 1 SP:Iteration 9Q (8094.790000 sec): 3 clusters Score: Raw -107768.181927 + Penalty 3253.569158 = -104514.612769 nChanged 0 SP:Iteration 10F (8094.790000 sec): 3 clusters Score: Raw -107768.181927 + Penalty 3253.569158 = -104514.612769 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8094.800000 sec): 2 clusters Score: Raw -207963.422606 + Penalty 1795.147217 = -206168.275390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8094.810000 sec): 3 clusters Score: Raw -207576.574822 + Penalty 3590.294433 = -203986.280389 nChanged 391 SP:Iteration 1F (8094.810000 sec): 3 clusters Score: Raw -207946.945187 + Penalty 3590.294433 = -204356.650754 nChanged 106 SP:Iteration 2F (8094.820000 sec): 3 clusters Score: Raw -208058.000507 + Penalty 3590.294433 = -204467.706074 nChanged 61 SP:Iteration 3Q (8094.820000 sec): 3 clusters Score: Raw -208123.569826 + Penalty 3590.294433 = -204533.275393 nChanged 41 SP:Iteration 4Q (8094.830000 sec): 3 clusters Score: Raw -208164.325092 + Penalty 3590.294433 = -204574.030659 nChanged 27 SP:Iteration 5Q (8094.840000 sec): 3 clusters Score: Raw -208193.386252 + Penalty 3590.294433 = -204603.091819 nChanged 21 SP:Iteration 6Q (8094.840000 sec): 3 clusters Score: Raw -208216.800165 + Penalty 3590.294433 = -204626.505732 nChanged 19 SP:Iteration 7Q (8094.850000 sec): 3 clusters Score: Raw -208239.249274 + Penalty 3590.294433 = -204648.954841 nChanged 18 SP:Iteration 8Q (8094.850000 sec): 3 clusters Score: Raw -208256.364426 + Penalty 3590.294433 = -204666.069993 nChanged 15 SP:Iteration 9Q (8094.860000 sec): 3 clusters Score: Raw -208277.233224 + Penalty 3590.294433 = -204686.938791 nChanged 13 SP:Iteration 10Q (8094.860000 sec): 3 clusters Score: Raw -208286.017944 + Penalty 3590.294433 = -204695.723511 nChanged 10 SP:Iteration 11Q (8094.870000 sec): 3 clusters Score: Raw -208294.929162 + Penalty 3590.294433 = -204704.634729 nChanged 7 SP:Iteration 12Q (8094.880000 sec): 3 clusters Score: Raw -208303.506723 + Penalty 3590.294433 = -204713.212290 nChanged 6 SP:Iteration 13Q (8094.880000 sec): 3 clusters Score: Raw -208312.894147 + Penalty 3590.294433 = -204722.599714 nChanged 7 SP:Iteration 14Q (8094.890000 sec): 3 clusters Score: Raw -208318.143636 + Penalty 3590.294433 = -204727.849203 nChanged 3 SP:Iteration 15Q (8094.890000 sec): 3 clusters Score: Raw -208321.120368 + Penalty 3590.294433 = -204730.825935 nChanged 4 SP:Iteration 16Q (8094.900000 sec): 3 clusters Score: Raw -208323.913674 + Penalty 3590.294433 = -204733.619241 nChanged 1 SP:Iteration 17Q (8094.900000 sec): 3 clusters Score: Raw -208325.550727 + Penalty 3590.294433 = -204735.256294 nChanged 0 SP:Iteration 18F (8094.910000 sec): 3 clusters Score: Raw -208325.550727 + Penalty 3590.294433 = -204735.256294 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8094.920000 sec): 2 clusters Score: Raw -57083.235078 + Penalty 1480.872936 = -55602.362142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8094.920000 sec): 3 clusters Score: Raw -57142.992121 + Penalty 2961.745873 = -54181.246248 nChanged 49 SP:Iteration 1F (8094.920000 sec): 3 clusters Score: Raw -57284.168755 + Penalty 2961.745873 = -54322.422883 nChanged 18 SP:Iteration 2Q (8094.920000 sec): 3 clusters Score: Raw -57370.215584 + Penalty 2961.745873 = -54408.469712 nChanged 12 SP:Iteration 3Q (8094.920000 sec): 3 clusters Score: Raw -57437.821240 + Penalty 2961.745873 = -54476.075368 nChanged 9 SP:Iteration 4Q (8094.920000 sec): 3 clusters Score: Raw -57481.001162 + Penalty 2961.745873 = -54519.255289 nChanged 9 SP:Iteration 5Q (8094.920000 sec): 3 clusters Score: Raw -57507.304521 + Penalty 2961.745873 = -54545.558649 nChanged 2 SP:Iteration 6Q (8094.930000 sec): 3 clusters Score: Raw -57511.052065 + Penalty 2961.745873 = -54549.306193 nChanged 1 SP:Iteration 7Q (8094.930000 sec): 3 clusters Score: Raw -57512.264951 + Penalty 2961.745873 = -54550.519078 nChanged 0 SP:Iteration 8F (8094.930000 sec): 3 clusters Score: Raw -57512.264951 + Penalty 2961.745873 = -54550.519078 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8094.930000 sec): 2 clusters Score: Raw -35753.037339 + Penalty 1378.093359 = -34374.943979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8094.940000 sec): 3 clusters Score: Raw -35900.985366 + Penalty 2756.186719 = -33144.798648 nChanged 26 SP:Iteration 1F (8094.940000 sec): 3 clusters Score: Raw -35997.432058 + Penalty 2756.186719 = -33241.245339 nChanged 5 SP:Iteration 2Q (8094.940000 sec): 3 clusters Score: Raw -36024.834331 + Penalty 2756.186719 = -33268.647612 nChanged 5 SP:Iteration 3Q (8094.940000 sec): 3 clusters Score: Raw -36044.175329 + Penalty 2756.186719 = -33287.988611 nChanged 4 SP:Iteration 4Q (8094.940000 sec): 3 clusters Score: Raw -36060.907786 + Penalty 2756.186719 = -33304.721067 nChanged 5 SP:Iteration 5Q (8094.940000 sec): 3 clusters Score: Raw -36095.193090 + Penalty 2756.186719 = -33339.006372 nChanged 3 SP:Iteration 6Q (8094.940000 sec): 3 clusters Score: Raw -36105.980420 + Penalty 2756.186719 = -33349.793702 nChanged 3 SP:Iteration 7Q (8094.940000 sec): 3 clusters Score: Raw -36123.795610 + Penalty 2756.186719 = -33367.608892 nChanged 3 SP:Iteration 8Q (8094.940000 sec): 3 clusters Score: Raw -36144.336813 + Penalty 2756.186719 = -33388.150095 nChanged 5 SP:Iteration 9Q (8094.940000 sec): 3 clusters Score: Raw -36219.037383 + Penalty 2756.186719 = -33462.850664 nChanged 3 SP:Iteration 10Q (8094.940000 sec): 3 clusters Score: Raw -36246.419104 + Penalty 2756.186719 = -33490.232386 nChanged 1 SP:Iteration 11Q (8094.950000 sec): 3 clusters Score: Raw -36250.111659 + Penalty 2756.186719 = -33493.924940 nChanged 2 SP:Iteration 12Q (8094.950000 sec): 3 clusters Score: Raw -36265.888115 + Penalty 2756.186719 = -33509.701396 nChanged 1 SP:Iteration 13Q (8094.950000 sec): 3 clusters Score: Raw -36270.096140 + Penalty 2756.186719 = -33513.909422 nChanged 1 SP:Iteration 14Q (8094.950000 sec): 3 clusters Score: Raw -36274.586999 + Penalty 2756.186719 = -33518.400280 nChanged 0 SP:Iteration 15F (8094.950000 sec): 3 clusters Score: Raw -36274.586999 + Penalty 2756.186719 = -33518.400280 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8094.960000 sec): 2 clusters Score: Raw -221986.836097 + Penalty 1834.595261 = -220152.240836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8094.970000 sec): 3 clusters Score: Raw -221478.940382 + Penalty 3669.190522 = -217809.749861 nChanged 511 SP:Iteration 1F (8094.980000 sec): 3 clusters Score: Raw -221983.551349 + Penalty 3669.190522 = -218314.360827 nChanged 154 SP:Iteration 2F (8094.980000 sec): 3 clusters Score: Raw -222239.673722 + Penalty 3669.190522 = -218570.483200 nChanged 96 SP:Iteration 3F (8094.990000 sec): 3 clusters Score: Raw -222422.720022 + Penalty 3669.190522 = -218753.529501 nChanged 81 SP:Iteration 4Q (8095.000000 sec): 3 clusters Score: Raw -222545.940146 + Penalty 3669.190522 = -218876.749624 nChanged 66 SP:Iteration 5Q (8095.000000 sec): 3 clusters Score: Raw -222643.937555 + Penalty 3669.190522 = -218974.747033 nChanged 59 SP:Iteration 6Q (8095.010000 sec): 3 clusters Score: Raw -222724.991143 + Penalty 3669.190522 = -219055.800621 nChanged 47 SP:Iteration 7Q (8095.020000 sec): 3 clusters Score: Raw -222775.923780 + Penalty 3669.190522 = -219106.733258 nChanged 24 SP:Iteration 8Q (8095.020000 sec): 3 clusters Score: Raw -222800.619647 + Penalty 3669.190522 = -219131.429126 nChanged 20 SP:Iteration 9Q (8095.030000 sec): 3 clusters Score: Raw -222812.815187 + Penalty 3669.190522 = -219143.624666 nChanged 7 SP:Iteration 10Q (8095.030000 sec): 3 clusters Score: Raw -222818.238938 + Penalty 3669.190522 = -219149.048417 nChanged 6 SP:Iteration 11Q (8095.040000 sec): 3 clusters Score: Raw -222821.299418 + Penalty 3669.190522 = -219152.108897 nChanged 6 SP:Iteration 12Q (8095.040000 sec): 3 clusters Score: Raw -222829.692863 + Penalty 3669.190522 = -219160.502341 nChanged 8 SP:Iteration 13Q (8095.050000 sec): 3 clusters Score: Raw -222839.075150 + Penalty 3669.190522 = -219169.884628 nChanged 7 SP:Iteration 14Q (8095.060000 sec): 3 clusters Score: Raw -222845.747107 + Penalty 3669.190522 = -219176.556585 nChanged 5 SP:Iteration 15Q (8095.060000 sec): 3 clusters Score: Raw -222850.280341 + Penalty 3669.190522 = -219181.089820 nChanged 3 SP:Iteration 16Q (8095.070000 sec): 3 clusters Score: Raw -222853.377052 + Penalty 3669.190522 = -219184.186530 nChanged 0 SP:Iteration 17F (8095.080000 sec): 3 clusters Score: Raw -222853.377052 + Penalty 3669.190522 = -219184.186530 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8095.080000 sec): 2 clusters Score: Raw -21002.338126 + Penalty 1272.214881 = -19730.123244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8095.080000 sec): 3 clusters Score: Raw -21277.739039 + Penalty 2544.429763 = -18733.309277 nChanged 21 SP:Iteration 1F (8095.080000 sec): 3 clusters Score: Raw -21411.524394 + Penalty 2544.429763 = -18867.094631 nChanged 9 SP:Iteration 2F (8095.080000 sec): 3 clusters Score: Raw -21464.450250 + Penalty 2544.429763 = -18920.020487 nChanged 5 SP:Iteration 3Q (8095.080000 sec): 3 clusters Score: Raw -21504.008729 + Penalty 2544.429763 = -18959.578967 nChanged 5 SP:Iteration 4Q (8095.080000 sec): 3 clusters Score: Raw -21541.067483 + Penalty 2544.429763 = -18996.637720 nChanged 3 SP:Iteration 5Q (8095.080000 sec): 3 clusters Score: Raw -21562.988812 + Penalty 2544.429763 = -19018.559049 nChanged 3 SP:Iteration 6Q (8095.090000 sec): 3 clusters Score: Raw -21587.546680 + Penalty 2544.429763 = -19043.116917 nChanged 1 SP:Iteration 7Q (8095.090000 sec): 3 clusters Score: Raw -21598.932464 + Penalty 2544.429763 = -19054.502701 nChanged 0 SP:Iteration 8F (8095.090000 sec): 3 clusters Score: Raw -21598.932464 + Penalty 2544.429763 = -19054.502701 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8095.090000 sec): 2 clusters Score: Raw -31866.268192 + Penalty 1330.762052 = -30535.506140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8095.090000 sec): 3 clusters Score: Raw -32027.020964 + Penalty 2661.524103 = -29365.496861 nChanged 12 SP:Iteration 1F (8095.090000 sec): 3 clusters Score: Raw -32077.483742 + Penalty 2661.524103 = -29415.959638 nChanged 2 SP:Iteration 2Q (8095.090000 sec): 3 clusters Score: Raw -32084.980149 + Penalty 2661.524103 = -29423.456046 nChanged 0 SP:Iteration 3F (8095.100000 sec): 3 clusters Score: Raw -32084.980149 + Penalty 2661.524103 = -29423.456046 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 40 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8095.100000 sec): 2 clusters Score: Raw -273825.324277 + Penalty 1859.032142 = -271966.292136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8095.110000 sec): 3 clusters Score: Raw -273186.783508 + Penalty 3718.064283 = -269468.719224 nChanged 547 SP:Iteration 1F (8095.120000 sec): 3 clusters Score: Raw -273630.353483 + Penalty 3718.064283 = -269912.289200 nChanged 135 SP:Iteration 2F (8095.130000 sec): 3 clusters Score: Raw -273752.758868 + Penalty 3718.064283 = -270034.694584 nChanged 75 SP:Iteration 3Q (8095.130000 sec): 3 clusters Score: Raw -273832.040022 + Penalty 3718.064283 = -270113.975739 nChanged 52 SP:Iteration 4Q (8095.140000 sec): 3 clusters Score: Raw -273875.825620 + Penalty 3718.064283 = -270157.761337 nChanged 33 SP:Iteration 5Q (8095.150000 sec): 3 clusters Score: Raw -273898.723418 + Penalty 3718.064283 = -270180.659135 nChanged 22 SP:Iteration 6Q (8095.160000 sec): 3 clusters Score: Raw -273913.860270 + Penalty 3718.064283 = -270195.795986 nChanged 14 SP:Iteration 7Q (8095.160000 sec): 3 clusters Score: Raw -273926.448561 + Penalty 3718.064283 = -270208.384278 nChanged 12 SP:Iteration 8Q (8095.170000 sec): 3 clusters Score: Raw -273935.915707 + Penalty 3718.064283 = -270217.851424 nChanged 9 SP:Iteration 9Q (8095.180000 sec): 3 clusters Score: Raw -273945.016307 + Penalty 3718.064283 = -270226.952023 nChanged 8 SP:Iteration 10Q (8095.180000 sec): 3 clusters Score: Raw -273950.535793 + Penalty 3718.064283 = -270232.471510 nChanged 9 SP:Iteration 11Q (8095.190000 sec): 3 clusters Score: Raw -273956.408898 + Penalty 3718.064283 = -270238.344615 nChanged 1 SP:Iteration 12Q (8095.200000 sec): 3 clusters Score: Raw -273957.743024 + Penalty 3718.064283 = -270239.678741 nChanged 1 SP:Iteration 13Q (8095.210000 sec): 3 clusters Score: Raw -273958.195571 + Penalty 3718.064283 = -270240.131288 nChanged 1 SP:Iteration 14Q (8095.220000 sec): 3 clusters Score: Raw -273959.323448 + Penalty 3718.064283 = -270241.259164 nChanged 0 SP:Iteration 15F (8095.220000 sec): 3 clusters Score: Raw -273959.323448 + Penalty 3718.064283 = -270241.259164 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 41 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8095.230000 sec): 2 clusters Score: Raw -49049.745451 + Penalty 1444.848027 = -47604.897424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8095.230000 sec): 3 clusters Score: Raw -49176.125978 + Penalty 2889.696053 = -46286.429925 nChanged 46 SP:Iteration 1F (8095.230000 sec): 3 clusters Score: Raw -49341.234299 + Penalty 2889.696053 = -46451.538245 nChanged 15 SP:Iteration 2Q (8095.230000 sec): 3 clusters Score: Raw -49419.310945 + Penalty 2889.696053 = -46529.614892 nChanged 6 SP:Iteration 3Q (8095.230000 sec): 3 clusters Score: Raw -49435.220033 + Penalty 2889.696053 = -46545.523979 nChanged 6 SP:Iteration 4Q (8095.230000 sec): 3 clusters Score: Raw -49476.876237 + Penalty 2889.696053 = -46587.180184 nChanged 3 SP:Iteration 5Q (8095.240000 sec): 3 clusters Score: Raw -49512.938137 + Penalty 2889.696053 = -46623.242084 nChanged 7 SP:Iteration 6Q (8095.240000 sec): 3 clusters Score: Raw -49578.874413 + Penalty 2889.696053 = -46689.178360 nChanged 6 SP:Iteration 7Q (8095.240000 sec): 3 clusters Score: Raw -49610.916588 + Penalty 2889.696053 = -46721.220534 nChanged 6 SP:Iteration 8Q (8095.240000 sec): 3 clusters Score: Raw -49647.952948 + Penalty 2889.696053 = -46758.256895 nChanged 9 SP:Iteration 9Q (8095.240000 sec): 3 clusters Score: Raw -49699.287113 + Penalty 2889.696053 = -46809.591059 nChanged 9 SP:Iteration 10Q (8095.240000 sec): 3 clusters Score: Raw -49794.587944 + Penalty 2889.696053 = -46904.891891 nChanged 10 SP:Iteration 11Q (8095.240000 sec): 3 clusters Score: Raw -49876.645255 + Penalty 2889.696053 = -46986.949202 nChanged 6 SP:Iteration 12Q (8095.240000 sec): 3 clusters Score: Raw -49929.833748 + Penalty 2889.696053 = -47040.137695 nChanged 6 SP:Iteration 13Q (8095.240000 sec): 3 clusters Score: Raw -49997.875800 + Penalty 2889.696053 = -47108.179746 nChanged 5 SP:Iteration 14Q (8095.240000 sec): 3 clusters Score: Raw -50031.846785 + Penalty 2889.696053 = -47142.150732 nChanged 4 SP:Iteration 15Q (8095.250000 sec): 3 clusters Score: Raw -50065.352894 + Penalty 2889.696053 = -47175.656840 nChanged 3 SP:Iteration 16Q (8095.250000 sec): 3 clusters Score: Raw -50098.859593 + Penalty 2889.696053 = -47209.163540 nChanged 2 SP:Iteration 17Q (8095.250000 sec): 3 clusters Score: Raw -50126.835179 + Penalty 2889.696053 = -47237.139126 nChanged 2 SP:Iteration 18Q (8095.250000 sec): 3 clusters Score: Raw -50168.242711 + Penalty 2889.696053 = -47278.546658 nChanged 2 SP:Iteration 19Q (8095.250000 sec): 3 clusters Score: Raw -50227.246227 + Penalty 2889.696053 = -47337.550174 nChanged 1 SP:Iteration 20F (8095.250000 sec): 3 clusters Score: Raw -50304.644682 + Penalty 2889.696053 = -47414.948628 nChanged 1 SP:Iteration 21Q (8095.260000 sec): 3 clusters Score: Raw -50461.710643 + Penalty 2889.696053 = -47572.014590 nChanged 1 SP:Iteration 22Q (8095.260000 sec): 3 clusters Score: Raw -50468.731521 + Penalty 2889.696053 = -47579.035468 nChanged 0 SP:Iteration 23F (8095.260000 sec): 3 clusters Score: Raw -50468.731521 + Penalty 2889.696053 = -47579.035468 nChanged 0 Iteration 179Q (8104.770000 sec): 42 clusters Score: Raw -99137979.004741 + Penalty 136104.166854 = -99001874.837886 nChanged 18 Iteration 180F (8145.130000 sec): 42 clusters Score: Raw -99138767.516067 + Penalty 136104.166854 = -99002663.349212 nChanged 35 Iteration 181Q (8154.670000 sec): 42 clusters Score: Raw -99140233.468237 + Penalty 136104.166854 = -99004129.301382 nChanged 23 Iteration 182Q (8164.220000 sec): 42 clusters Score: Raw -99140252.348215 + Penalty 136104.166854 = -99004148.181361 nChanged 21 Iteration 183Q (8173.760000 sec): 42 clusters Score: Raw -99140292.612489 + Penalty 136104.166854 = -99004188.445635 nChanged 19 Iteration 184Q (8183.310000 sec): 42 clusters Score: Raw -99140319.444698 + Penalty 136104.166854 = -99004215.277843 nChanged 23 Iteration 185Q (8192.850000 sec): 42 clusters Score: Raw -99140341.224772 + Penalty 136104.166854 = -99004237.057917 nChanged 17 Iteration 186Q (8202.400000 sec): 42 clusters Score: Raw -99140387.725024 + Penalty 136104.166854 = -99004283.558169 nChanged 15 Iteration 187Q (8211.930000 sec): 42 clusters Score: Raw -99140414.156752 + Penalty 136104.166854 = -99004309.989898 nChanged 13 Iteration 188Q (8221.430000 sec): 42 clusters Score: Raw -99140421.745324 + Penalty 136104.166854 = -99004317.578469 nChanged 12 Iteration 189Q (8230.960000 sec): 42 clusters Score: Raw -99140431.114038 + Penalty 136104.166854 = -99004326.947183 nChanged 8 Iteration 190Q (8240.480000 sec): 42 clusters Score: Raw -99140432.180434 + Penalty 136104.166854 = -99004328.013580 nChanged 5 Iteration 191Q (8250.000000 sec): 42 clusters Score: Raw -99140432.331575 + Penalty 136104.166854 = -99004328.164721 nChanged 5 Iteration 192Q (8259.530000 sec): 42 clusters Score: Raw -99140432.727248 + Penalty 136104.166854 = -99004328.560394 nChanged 5 Iteration 193Q (8269.050000 sec): 42 clusters Score: Raw -99140432.866986 + Penalty 136104.166854 = -99004328.700132 nChanged 5 Iteration 194Q (8278.560000 sec): 42 clusters Score: Raw -99140433.064868 + Penalty 136104.166854 = -99004328.898013 nChanged 2 Iteration 195Q (8288.130000 sec): 42 clusters Score: Raw -99140433.125810 + Penalty 136104.166854 = -99004328.958956 nChanged 1 Iteration 196Q (8297.670000 sec): 42 clusters Score: Raw -99140433.129871 + Penalty 136104.166854 = -99004328.963017 nChanged 1 Iteration 197Q (8307.150000 sec): 42 clusters Score: Raw -99140433.133748 + Penalty 136104.166854 = -99004328.966893 nChanged 0 Iteration 198F (8346.660000 sec): 42 clusters Score: Raw -99144013.860698 + Penalty 136104.166854 = -99007909.693844 nChanged 39 Iteration 199Q (8356.070000 sec): 42 clusters Score: Raw -99145291.696877 + Penalty 136104.166854 = -99009187.530022 nChanged 2 Iteration 200F (8395.580000 sec): 42 clusters Score: Raw -99147083.217493 + Penalty 136104.166854 = -99010979.050639 nChanged 24 Iteration 201Q (8404.980000 sec): 42 clusters Score: Raw -99147917.475969 + Penalty 136104.166854 = -99011813.309115 nChanged 4 Iteration 202Q (8414.370000 sec): 42 clusters Score: Raw -99148014.486661 + Penalty 136104.166854 = -99011910.319807 nChanged 4 Iteration 203Q (8423.760000 sec): 42 clusters Score: Raw -99148075.762189 + Penalty 136104.166854 = -99011971.595334 nChanged 4 Iteration 204Q (8433.150000 sec): 42 clusters Score: Raw -99148098.493642 + Penalty 136104.166854 = -99011994.326787 nChanged 4 Iteration 205Q (8442.550000 sec): 42 clusters Score: Raw -99148113.332602 + Penalty 136104.166854 = -99012009.165747 nChanged 1 Iteration 206Q (8451.940000 sec): 42 clusters Score: Raw -99148116.327168 + Penalty 136104.166854 = -99012012.160314 nChanged 2 Iteration 207Q (8461.320000 sec): 42 clusters Score: Raw -99148116.755544 + Penalty 136104.166854 = -99012012.588690 nChanged 1 Iteration 208Q (8470.690000 sec): 42 clusters Score: Raw -99148116.989824 + Penalty 136104.166854 = -99012012.822970 nChanged 0 Iteration 209F (8510.170000 sec): 42 clusters Score: Raw -99150294.035152 + Penalty 136104.166854 = -99014189.868298 nChanged 49 Iteration 210Q (8519.510000 sec): 42 clusters Score: Raw -99153299.155505 + Penalty 136104.166854 = -99017194.988651 nChanged 7 Iteration 211Q (8528.860000 sec): 42 clusters Score: Raw -99153672.319209 + Penalty 136104.166854 = -99017568.152354 nChanged 2 Iteration 212Q (8538.220000 sec): 42 clusters Score: Raw -99153900.851710 + Penalty 136104.166854 = -99017796.684856 nChanged 2 Iteration 213Q (8547.600000 sec): 42 clusters Score: Raw -99153913.433365 + Penalty 136104.166854 = -99017809.266511 nChanged 2 Iteration 214Q (8556.960000 sec): 42 clusters Score: Raw -99153930.289029 + Penalty 136104.166854 = -99017826.122175 nChanged 2 Iteration 215Q (8566.320000 sec): 42 clusters Score: Raw -99153944.027266 + Penalty 136104.166854 = -99017839.860412 nChanged 2 Iteration 216Q (8575.570000 sec): 42 clusters Score: Raw -99153962.049558 + Penalty 136104.166854 = -99017857.882703 nChanged 3 Iteration 217Q (8584.700000 sec): 42 clusters Score: Raw -99154009.259147 + Penalty 136104.166854 = -99017905.092293 nChanged 4 Iteration 218Q (8593.820000 sec): 42 clusters Score: Raw -99154123.474090 + Penalty 136104.166854 = -99018019.307235 nChanged 2 Writing temp clu file Because OldScore, -99017905.092293, is greater than current (better) Score,-99018019.307235 Compute initial score before splitting: Score: Raw -99154123.474090 + Penalty 136104.166854 = -99018019.307235 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8593.960000 sec): 2 clusters Score: Raw -121812.397527 + Penalty 1660.251391 = -120152.146137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8593.960000 sec): 3 clusters Score: Raw -121712.275242 + Penalty 3320.502781 = -118391.772461 nChanged 186 SP:Iteration 1F (8593.960000 sec): 3 clusters Score: Raw -121930.097065 + Penalty 3320.502781 = -118609.594284 nChanged 42 SP:Iteration 2F (8593.960000 sec): 3 clusters Score: Raw -121992.092169 + Penalty 3320.502781 = -118671.589388 nChanged 19 SP:Iteration 3Q (8593.970000 sec): 3 clusters Score: Raw -122022.415588 + Penalty 3320.502781 = -118701.912807 nChanged 10 SP:Iteration 4Q (8593.970000 sec): 3 clusters Score: Raw -122036.562730 + Penalty 3320.502781 = -118716.059949 nChanged 3 SP:Iteration 5Q (8593.980000 sec): 3 clusters Score: Raw -122041.460905 + Penalty 3320.502781 = -118720.958124 nChanged 1 SP:Iteration 6Q (8593.980000 sec): 3 clusters Score: Raw -122043.067945 + Penalty 3320.502781 = -118722.565164 nChanged 3 SP:Iteration 7Q (8593.980000 sec): 3 clusters Score: Raw -122047.103959 + Penalty 3320.502781 = -118726.601177 nChanged 3 SP:Iteration 8Q (8593.980000 sec): 3 clusters Score: Raw -122051.311533 + Penalty 3320.502781 = -118730.808752 nChanged 1 SP:Iteration 9Q (8593.990000 sec): 3 clusters Score: Raw -122053.372089 + Penalty 3320.502781 = -118732.869308 nChanged 4 SP:Iteration 10Q (8593.990000 sec): 3 clusters Score: Raw -122058.834383 + Penalty 3320.502781 = -118738.331602 nChanged 1 SP:Iteration 11Q (8594.000000 sec): 3 clusters Score: Raw -122059.812848 + Penalty 3320.502781 = -118739.310067 nChanged 1 SP:Iteration 12Q (8594.000000 sec): 3 clusters Score: Raw -122061.030099 + Penalty 3320.502781 = -118740.527318 nChanged 2 SP:Iteration 13Q (8594.000000 sec): 3 clusters Score: Raw -122062.511912 + Penalty 3320.502781 = -118742.009131 nChanged 2 SP:Iteration 14Q (8594.000000 sec): 3 clusters Score: Raw -122066.872990 + Penalty 3320.502781 = -118746.370209 nChanged 0 SP:Iteration 15F (8594.010000 sec): 3 clusters Score: Raw -122066.872990 + Penalty 3320.502781 = -118746.370209 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8594.030000 sec): 2 clusters Score: Raw -668791.151561 + Penalty 2076.984660 = -666714.166901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8594.040000 sec): 3 clusters Score: Raw -666750.943146 + Penalty 4153.969319 = -662596.973827 nChanged 1635 SP:Iteration 1F (8594.060000 sec): 3 clusters Score: Raw -667708.327609 + Penalty 4153.969319 = -663554.358289 nChanged 334 SP:Iteration 2F (8594.080000 sec): 3 clusters Score: Raw -667900.305569 + Penalty 4153.969319 = -663746.336250 nChanged 212 SP:Iteration 3Q (8594.100000 sec): 3 clusters Score: Raw -668023.767341 + Penalty 4153.969319 = -663869.798022 nChanged 165 SP:Iteration 4Q (8594.120000 sec): 3 clusters Score: Raw -668116.901931 + Penalty 4153.969319 = -663962.932611 nChanged 132 SP:Iteration 5Q (8594.140000 sec): 3 clusters Score: Raw -668202.302341 + Penalty 4153.969319 = -664048.333022 nChanged 117 SP:Iteration 6Q (8594.160000 sec): 3 clusters Score: Raw -668268.852341 + Penalty 4153.969319 = -664114.883021 nChanged 108 SP:Iteration 7Q (8594.180000 sec): 3 clusters Score: Raw -668321.599189 + Penalty 4153.969319 = -664167.629870 nChanged 90 SP:Iteration 8Q (8594.190000 sec): 3 clusters Score: Raw -668365.453691 + Penalty 4153.969319 = -664211.484371 nChanged 84 SP:Iteration 9Q (8594.210000 sec): 3 clusters Score: Raw -668408.070366 + Penalty 4153.969319 = -664254.101046 nChanged 76 SP:Iteration 10Q (8594.230000 sec): 3 clusters Score: Raw -668440.993183 + Penalty 4153.969319 = -664287.023864 nChanged 74 SP:Iteration 11Q (8594.250000 sec): 3 clusters Score: Raw -668473.577566 + Penalty 4153.969319 = -664319.608246 nChanged 67 SP:Iteration 12Q (8594.270000 sec): 3 clusters Score: Raw -668505.392855 + Penalty 4153.969319 = -664351.423536 nChanged 67 SP:Iteration 13Q (8594.280000 sec): 3 clusters Score: Raw -668536.284378 + Penalty 4153.969319 = -664382.315059 nChanged 60 SP:Iteration 14Q (8594.300000 sec): 3 clusters Score: Raw -668565.073409 + Penalty 4153.969319 = -664411.104090 nChanged 67 SP:Iteration 15Q (8594.320000 sec): 3 clusters Score: Raw -668595.268784 + Penalty 4153.969319 = -664441.299465 nChanged 53 SP:Iteration 16Q (8594.340000 sec): 3 clusters Score: Raw -668620.073375 + Penalty 4153.969319 = -664466.104055 nChanged 56 SP:Iteration 17Q (8594.360000 sec): 3 clusters Score: Raw -668644.511521 + Penalty 4153.969319 = -664490.542202 nChanged 47 SP:Iteration 18Q (8594.380000 sec): 3 clusters Score: Raw -668667.789416 + Penalty 4153.969319 = -664513.820097 nChanged 61 SP:Iteration 19Q (8594.400000 sec): 3 clusters Score: Raw -668704.362081 + Penalty 4153.969319 = -664550.392761 nChanged 56 SP:Iteration 20F (8594.410000 sec): 3 clusters Score: Raw -668731.615649 + Penalty 4153.969319 = -664577.646330 nChanged 50 SP:Iteration 21Q (8594.430000 sec): 3 clusters Score: Raw -668757.275223 + Penalty 4153.969319 = -664603.305904 nChanged 55 SP:Iteration 22Q (8594.450000 sec): 3 clusters Score: Raw -668785.783421 + Penalty 4153.969319 = -664631.814101 nChanged 60 SP:Iteration 23Q (8594.470000 sec): 3 clusters Score: Raw -668827.398575 + Penalty 4153.969319 = -664673.429256 nChanged 87 SP:Iteration 24Q (8594.490000 sec): 3 clusters Score: Raw -668889.827401 + Penalty 4153.969319 = -664735.858081 nChanged 89 SP:Iteration 25Q (8594.500000 sec): 3 clusters Score: Raw -668958.230468 + Penalty 4153.969319 = -664804.261149 nChanged 106 SP:Iteration 26Q (8594.520000 sec): 3 clusters Score: Raw -669048.876527 + Penalty 4153.969319 = -664894.907208 nChanged 96 SP:Iteration 27Q (8594.540000 sec): 3 clusters Score: Raw -669120.565200 + Penalty 4153.969319 = -664966.595881 nChanged 69 SP:Iteration 28Q (8594.560000 sec): 3 clusters Score: Raw -669170.211064 + Penalty 4153.969319 = -665016.241745 nChanged 73 SP:Iteration 29Q (8594.580000 sec): 3 clusters Score: Raw -669217.708516 + Penalty 4153.969319 = -665063.739197 nChanged 46 SP:Iteration 30Q (8594.600000 sec): 3 clusters Score: Raw -669242.882794 + Penalty 4153.969319 = -665088.913475 nChanged 32 SP:Iteration 31Q (8594.610000 sec): 3 clusters Score: Raw -669262.801200 + Penalty 4153.969319 = -665108.831880 nChanged 26 SP:Iteration 32Q (8594.630000 sec): 3 clusters Score: Raw -669277.965986 + Penalty 4153.969319 = -665123.996667 nChanged 23 SP:Iteration 33Q (8594.650000 sec): 3 clusters Score: Raw -669290.027690 + Penalty 4153.969319 = -665136.058370 nChanged 21 SP:Iteration 34Q (8594.670000 sec): 3 clusters Score: Raw -669300.159375 + Penalty 4153.969319 = -665146.190055 nChanged 11 SP:Iteration 35Q (8594.680000 sec): 3 clusters Score: Raw -669305.800538 + Penalty 4153.969319 = -665151.831219 nChanged 9 SP:Iteration 36Q (8594.700000 sec): 3 clusters Score: Raw -669309.029589 + Penalty 4153.969319 = -665155.060270 nChanged 7 SP:Iteration 37Q (8594.720000 sec): 3 clusters Score: Raw -669313.729877 + Penalty 4153.969319 = -665159.760557 nChanged 3 SP:Iteration 38Q (8594.740000 sec): 3 clusters Score: Raw -669314.949445 + Penalty 4153.969319 = -665160.980125 nChanged 3 SP:Iteration 39Q (8594.760000 sec): 3 clusters Score: Raw -669315.757151 + Penalty 4153.969319 = -665161.787832 nChanged 1 SP:Iteration 40F (8594.770000 sec): 3 clusters Score: Raw -669316.316959 + Penalty 4153.969319 = -665162.347639 nChanged 3 SP:Iteration 41Q (8594.790000 sec): 3 clusters Score: Raw -669317.652746 + Penalty 4153.969319 = -665163.683427 nChanged 3 SP:Iteration 42Q (8594.810000 sec): 3 clusters Score: Raw -669318.608697 + Penalty 4153.969319 = -665164.639378 nChanged 0 SP:Iteration 43F (8594.830000 sec): 3 clusters Score: Raw -669318.608697 + Penalty 4153.969319 = -665164.639378 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8594.830000 sec): 2 clusters Score: Raw -37026.469823 + Penalty 1399.192954 = -35627.276869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8594.830000 sec): 3 clusters Score: Raw -37168.196430 + Penalty 2798.385907 = -34369.810522 nChanged 41 SP:Iteration 1F (8594.840000 sec): 3 clusters Score: Raw -37362.470066 + Penalty 2798.385907 = -34564.084159 nChanged 16 SP:Iteration 2F (8594.840000 sec): 3 clusters Score: Raw -37855.103386 + Penalty 2798.385907 = -35056.717479 nChanged 17 SP:Iteration 3F (8594.840000 sec): 3 clusters Score: Raw -37972.385378 + Penalty 2798.385907 = -35173.999471 nChanged 9 SP:Iteration 4Q (8594.840000 sec): 3 clusters Score: Raw -38057.968153 + Penalty 2798.385907 = -35259.582245 nChanged 4 SP:Iteration 5Q (8594.840000 sec): 3 clusters Score: Raw -38096.433338 + Penalty 2798.385907 = -35298.047431 nChanged 2 SP:Iteration 6Q (8594.840000 sec): 3 clusters Score: Raw -38107.958322 + Penalty 2798.385907 = -35309.572415 nChanged 1 SP:Iteration 7Q (8594.840000 sec): 3 clusters Score: Raw -38114.814162 + Penalty 2798.385907 = -35316.428255 nChanged 1 SP:Iteration 8Q (8594.840000 sec): 3 clusters Score: Raw -38118.970763 + Penalty 2798.385907 = -35320.584856 nChanged 0 SP:Iteration 9F (8594.840000 sec): 3 clusters Score: Raw -38118.970763 + Penalty 2798.385907 = -35320.584856 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8594.850000 sec): 2 clusters Score: Raw -38224.218387 + Penalty 1403.551590 = -36820.666797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8594.850000 sec): 3 clusters Score: Raw -38493.173727 + Penalty 2807.103179 = -35686.070548 nChanged 38 SP:Iteration 1F (8594.850000 sec): 3 clusters Score: Raw -38804.769760 + Penalty 2807.103179 = -35997.666581 nChanged 26 SP:Iteration 2F (8594.850000 sec): 3 clusters Score: Raw -39028.582729 + Penalty 2807.103179 = -36221.479550 nChanged 16 SP:Iteration 3F (8594.850000 sec): 3 clusters Score: Raw -39121.873234 + Penalty 2807.103179 = -36314.770055 nChanged 12 SP:Iteration 4Q (8594.850000 sec): 3 clusters Score: Raw -39208.015780 + Penalty 2807.103179 = -36400.912601 nChanged 2 SP:Iteration 5Q (8594.860000 sec): 3 clusters Score: Raw -39228.616571 + Penalty 2807.103179 = -36421.513392 nChanged 0 SP:Iteration 6F (8594.860000 sec): 3 clusters Score: Raw -39228.616571 + Penalty 2807.103179 = -36421.513392 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8594.960000 sec): 2 clusters Score: Raw -4070580.524985 + Penalty 2521.988230 = -4068058.536755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8595.070000 sec): 3 clusters Score: Raw -4055208.965658 + Penalty 5043.976460 = -4050164.989198 nChanged 11580 SP:Iteration 1F (8595.180000 sec): 3 clusters Score: Raw -4061506.092097 + Penalty 5043.976460 = -4056462.115637 nChanged 1347 SP:Iteration 2F (8595.300000 sec): 3 clusters Score: Raw -4062017.971893 + Penalty 5043.976460 = -4056973.995434 nChanged 1195 SP:Iteration 3Q (8595.410000 sec): 3 clusters Score: Raw -4062491.831926 + Penalty 5043.976460 = -4057447.855466 nChanged 1138 SP:Iteration 4Q (8595.520000 sec): 3 clusters Score: Raw -4062989.633566 + Penalty 5043.976460 = -4057945.657107 nChanged 1154 SP:Iteration 5Q (8595.630000 sec): 3 clusters Score: Raw -4063573.033764 + Penalty 5043.976460 = -4058529.057304 nChanged 1223 SP:Iteration 6Q (8595.740000 sec): 3 clusters Score: Raw -4064232.217977 + Penalty 5043.976460 = -4059188.241517 nChanged 1291 SP:Iteration 7Q (8595.860000 sec): 3 clusters Score: Raw -4065010.421702 + Penalty 5043.976460 = -4059966.445243 nChanged 1407 SP:Iteration 8F (8595.970000 sec): 3 clusters Score: Raw -4065949.516455 + Penalty 5043.976460 = -4060905.539995 nChanged 1509 SP:Iteration 9F (8596.080000 sec): 3 clusters Score: Raw -4067004.149275 + Penalty 5043.976460 = -4061960.172816 nChanged 1404 SP:Iteration 10F (8596.180000 sec): 3 clusters Score: Raw -4068002.337058 + Penalty 5043.976460 = -4062958.360599 nChanged 1262 SP:Iteration 11Q (8596.280000 sec): 3 clusters Score: Raw -4068942.848453 + Penalty 5043.976460 = -4063898.871994 nChanged 969 SP:Iteration 12Q (8596.380000 sec): 3 clusters Score: Raw -4069696.524664 + Penalty 5043.976460 = -4064652.548204 nChanged 641 SP:Iteration 13Q (8596.480000 sec): 3 clusters Score: Raw -4070202.980149 + Penalty 5043.976460 = -4065159.003690 nChanged 356 SP:Iteration 14Q (8596.580000 sec): 3 clusters Score: Raw -4070450.683201 + Penalty 5043.976460 = -4065406.706741 nChanged 205 SP:Iteration 15Q (8596.670000 sec): 3 clusters Score: Raw -4070607.159836 + Penalty 5043.976460 = -4065563.183376 nChanged 126 SP:Iteration 16Q (8596.760000 sec): 3 clusters Score: Raw -4070717.527936 + Penalty 5043.976460 = -4065673.551476 nChanged 81 SP:Iteration 17Q (8596.850000 sec): 3 clusters Score: Raw -4070789.677889 + Penalty 5043.976460 = -4065745.701429 nChanged 43 SP:Iteration 18Q (8596.930000 sec): 3 clusters Score: Raw -4070836.516008 + Penalty 5043.976460 = -4065792.539548 nChanged 33 SP:Iteration 19Q (8597.020000 sec): 3 clusters Score: Raw -4070864.966160 + Penalty 5043.976460 = -4065820.989700 nChanged 21 SP:Iteration 20F (8597.130000 sec): 3 clusters Score: Raw -4070877.568224 + Penalty 5043.976460 = -4065833.591765 nChanged 8 SP:Iteration 21Q (8597.210000 sec): 3 clusters Score: Raw -4070884.035146 + Penalty 5043.976460 = -4065840.058687 nChanged 7 SP:Iteration 22Q (8597.300000 sec): 3 clusters Score: Raw -4070888.377367 + Penalty 5043.976460 = -4065844.400908 nChanged 4 SP:Iteration 23Q (8597.380000 sec): 3 clusters Score: Raw -4070890.253585 + Penalty 5043.976460 = -4065846.277126 nChanged 2 SP:Iteration 24Q (8597.460000 sec): 3 clusters Score: Raw -4070892.890691 + Penalty 5043.976460 = -4065848.914231 nChanged 4 SP:Iteration 25Q (8597.550000 sec): 3 clusters Score: Raw -4070896.483076 + Penalty 5043.976460 = -4065852.506616 nChanged 4 SP:Iteration 26Q (8597.630000 sec): 3 clusters Score: Raw -4070900.382875 + Penalty 5043.976460 = -4065856.406416 nChanged 2 SP:Iteration 27Q (8597.720000 sec): 3 clusters Score: Raw -4070902.173006 + Penalty 5043.976460 = -4065858.196546 nChanged 3 SP:Iteration 28Q (8597.800000 sec): 3 clusters Score: Raw -4070904.466781 + Penalty 5043.976460 = -4065860.490322 nChanged 1 SP:Iteration 29Q (8597.890000 sec): 3 clusters Score: Raw -4070904.728299 + Penalty 5043.976460 = -4065860.751840 nChanged 1 SP:Iteration 30Q (8597.970000 sec): 3 clusters Score: Raw -4070905.552187 + Penalty 5043.976460 = -4065861.575728 nChanged 2 SP:Iteration 31Q (8598.050000 sec): 3 clusters Score: Raw -4070907.057307 + Penalty 5043.976460 = -4065863.080847 nChanged 2 SP:Iteration 32Q (8598.130000 sec): 3 clusters Score: Raw -4070909.439878 + Penalty 5043.976460 = -4065865.463418 nChanged 1 SP:Iteration 33Q (8598.220000 sec): 3 clusters Score: Raw -4070910.776699 + Penalty 5043.976460 = -4065866.800240 nChanged 3 SP:Iteration 34Q (8598.300000 sec): 3 clusters Score: Raw -4070913.500292 + Penalty 5043.976460 = -4065869.523833 nChanged 3 SP:Iteration 35Q (8598.380000 sec): 3 clusters Score: Raw -4070915.805713 + Penalty 5043.976460 = -4065871.829254 nChanged 2 SP:Iteration 36Q (8598.460000 sec): 3 clusters Score: Raw -4070917.130263 + Penalty 5043.976460 = -4065873.153803 nChanged 3 SP:Iteration 37Q (8598.550000 sec): 3 clusters Score: Raw -4070920.050359 + Penalty 5043.976460 = -4065876.073900 nChanged 2 SP:Iteration 38Q (8598.630000 sec): 3 clusters Score: Raw -4070921.682796 + Penalty 5043.976460 = -4065877.706336 nChanged 1 SP:Iteration 39Q (8598.710000 sec): 3 clusters Score: Raw -4070922.280526 + Penalty 5043.976460 = -4065878.304066 nChanged 1 SP:Iteration 40F (8598.820000 sec): 3 clusters Score: Raw -4070923.029661 + Penalty 5043.976460 = -4065879.053201 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8598.840000 sec): 2 clusters Score: Raw -220316.677782 + Penalty 1800.086213 = -218516.591569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8598.850000 sec): 3 clusters Score: Raw -219847.781878 + Penalty 3600.172427 = -216247.609451 nChanged 388 SP:Iteration 1F (8598.850000 sec): 3 clusters Score: Raw -220160.030703 + Penalty 3600.172427 = -216559.858276 nChanged 96 SP:Iteration 2F (8598.860000 sec): 3 clusters Score: Raw -220255.619639 + Penalty 3600.172427 = -216655.447212 nChanged 51 SP:Iteration 3Q (8598.860000 sec): 3 clusters Score: Raw -220308.556589 + Penalty 3600.172427 = -216708.384163 nChanged 32 SP:Iteration 4Q (8598.870000 sec): 3 clusters Score: Raw -220347.069798 + Penalty 3600.172427 = -216746.897371 nChanged 26 SP:Iteration 5Q (8598.870000 sec): 3 clusters Score: Raw -220371.698673 + Penalty 3600.172427 = -216771.526247 nChanged 14 SP:Iteration 6Q (8598.880000 sec): 3 clusters Score: Raw -220389.038577 + Penalty 3600.172427 = -216788.866150 nChanged 15 SP:Iteration 7Q (8598.890000 sec): 3 clusters Score: Raw -220404.891826 + Penalty 3600.172427 = -216804.719399 nChanged 11 SP:Iteration 8Q (8598.890000 sec): 3 clusters Score: Raw -220415.948271 + Penalty 3600.172427 = -216815.775845 nChanged 10 SP:Iteration 9Q (8598.900000 sec): 3 clusters Score: Raw -220425.458422 + Penalty 3600.172427 = -216825.285995 nChanged 6 SP:Iteration 10Q (8598.910000 sec): 3 clusters Score: Raw -220430.428797 + Penalty 3600.172427 = -216830.256370 nChanged 4 SP:Iteration 11Q (8598.910000 sec): 3 clusters Score: Raw -220436.418078 + Penalty 3600.172427 = -216836.245652 nChanged 7 SP:Iteration 12Q (8598.920000 sec): 3 clusters Score: Raw -220444.215482 + Penalty 3600.172427 = -216844.043055 nChanged 8 SP:Iteration 13Q (8598.920000 sec): 3 clusters Score: Raw -220450.708419 + Penalty 3600.172427 = -216850.535993 nChanged 1 SP:Iteration 14Q (8598.930000 sec): 3 clusters Score: Raw -220450.980700 + Penalty 3600.172427 = -216850.808273 nChanged 0 SP:Iteration 15F (8598.930000 sec): 3 clusters Score: Raw -220450.980700 + Penalty 3600.172427 = -216850.808273 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8598.940000 sec): 2 clusters Score: Raw -152967.832762 + Penalty 1729.438669 = -151238.394093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8598.950000 sec): 3 clusters Score: Raw -152807.110724 + Penalty 3458.877338 = -149348.233386 nChanged 321 SP:Iteration 1F (8598.950000 sec): 3 clusters Score: Raw -153324.468240 + Penalty 3458.877338 = -149865.590902 nChanged 111 SP:Iteration 2F (8598.950000 sec): 3 clusters Score: Raw -153726.003934 + Penalty 3458.877338 = -150267.126597 nChanged 96 SP:Iteration 3F (8598.960000 sec): 3 clusters Score: Raw -153971.483772 + Penalty 3458.877338 = -150512.606435 nChanged 68 SP:Iteration 4F (8598.970000 sec): 3 clusters Score: Raw -154112.987923 + Penalty 3458.877338 = -150654.110586 nChanged 39 SP:Iteration 5Q (8598.970000 sec): 3 clusters Score: Raw -154177.506101 + Penalty 3458.877338 = -150718.628763 nChanged 18 SP:Iteration 6Q (8598.970000 sec): 3 clusters Score: Raw -154202.298849 + Penalty 3458.877338 = -150743.421511 nChanged 10 SP:Iteration 7Q (8598.980000 sec): 3 clusters Score: Raw -154211.291880 + Penalty 3458.877338 = -150752.414542 nChanged 7 SP:Iteration 8Q (8598.980000 sec): 3 clusters Score: Raw -154222.203416 + Penalty 3458.877338 = -150763.326078 nChanged 3 SP:Iteration 9Q (8598.990000 sec): 3 clusters Score: Raw -154224.633289 + Penalty 3458.877338 = -150765.755951 nChanged 1 SP:Iteration 10Q (8598.990000 sec): 3 clusters Score: Raw -154225.161944 + Penalty 3458.877338 = -150766.284606 nChanged 1 SP:Iteration 11Q (8598.990000 sec): 3 clusters Score: Raw -154226.491920 + Penalty 3458.877338 = -150767.614582 nChanged 1 SP:Iteration 12Q (8599.000000 sec): 3 clusters Score: Raw -154228.231776 + Penalty 3458.877338 = -150769.354438 nChanged 1 SP:Iteration 13Q (8599.000000 sec): 3 clusters Score: Raw -154229.281274 + Penalty 3458.877338 = -150770.403936 nChanged 1 SP:Iteration 14Q (8599.010000 sec): 3 clusters Score: Raw -154230.871442 + Penalty 3458.877338 = -150771.994105 nChanged 2 SP:Iteration 15Q (8599.010000 sec): 3 clusters Score: Raw -154234.753500 + Penalty 3458.877338 = -150775.876162 nChanged 5 SP:Iteration 16Q (8599.010000 sec): 3 clusters Score: Raw -154245.052106 + Penalty 3458.877338 = -150786.174768 nChanged 3 SP:Iteration 17Q (8599.020000 sec): 3 clusters Score: Raw -154251.457992 + Penalty 3458.877338 = -150792.580655 nChanged 0 SP:Iteration 18F (8599.020000 sec): 3 clusters Score: Raw -154251.457992 + Penalty 3458.877338 = -150792.580655 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8599.100000 sec): 2 clusters Score: Raw -3189442.813215 + Penalty 2464.776112 = -3186978.037103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8599.190000 sec): 3 clusters Score: Raw -3177309.075273 + Penalty 4929.552224 = -3172379.523049 nChanged 9151 SP:Iteration 1F (8599.280000 sec): 3 clusters Score: Raw -3182307.014491 + Penalty 4929.552224 = -3177377.462268 nChanged 1164 SP:Iteration 2F (8599.370000 sec): 3 clusters Score: Raw -3182849.940251 + Penalty 4929.552224 = -3177920.388027 nChanged 1170 SP:Iteration 3F (8599.460000 sec): 3 clusters Score: Raw -3183585.789432 + Penalty 4929.552224 = -3178656.237208 nChanged 1324 SP:Iteration 4F (8599.550000 sec): 3 clusters Score: Raw -3184528.522894 + Penalty 4929.552224 = -3179598.970671 nChanged 1416 SP:Iteration 5F (8599.630000 sec): 3 clusters Score: Raw -3185541.157102 + Penalty 4929.552224 = -3180611.604878 nChanged 1396 SP:Iteration 6F (8599.720000 sec): 3 clusters Score: Raw -3186406.044496 + Penalty 4929.552224 = -3181476.492272 nChanged 1178 SP:Iteration 7F (8599.810000 sec): 3 clusters Score: Raw -3187096.050780 + Penalty 4929.552224 = -3182166.498556 nChanged 1021 SP:Iteration 8Q (8599.900000 sec): 3 clusters Score: Raw -3187683.095180 + Penalty 4929.552224 = -3182753.542956 nChanged 863 SP:Iteration 9Q (8599.990000 sec): 3 clusters Score: Raw -3188148.509056 + Penalty 4929.552224 = -3183218.956832 nChanged 649 SP:Iteration 10Q (8600.070000 sec): 3 clusters Score: Raw -3188470.113192 + Penalty 4929.552224 = -3183540.560968 nChanged 522 SP:Iteration 11Q (8600.160000 sec): 3 clusters Score: Raw -3188716.918396 + Penalty 4929.552224 = -3183787.366172 nChanged 458 SP:Iteration 12Q (8600.250000 sec): 3 clusters Score: Raw -3188929.448896 + Penalty 4929.552224 = -3183999.896672 nChanged 396 SP:Iteration 13Q (8600.340000 sec): 3 clusters Score: Raw -3189117.735160 + Penalty 4929.552224 = -3184188.182937 nChanged 336 SP:Iteration 14Q (8600.430000 sec): 3 clusters Score: Raw -3189274.607720 + Penalty 4929.552224 = -3184345.055496 nChanged 314 SP:Iteration 15Q (8600.510000 sec): 3 clusters Score: Raw -3189414.694925 + Penalty 4929.552224 = -3184485.142701 nChanged 263 SP:Iteration 16Q (8600.600000 sec): 3 clusters Score: Raw -3189546.975317 + Penalty 4929.552224 = -3184617.423093 nChanged 249 SP:Iteration 17Q (8600.690000 sec): 3 clusters Score: Raw -3189674.199562 + Penalty 4929.552224 = -3184744.647339 nChanged 205 SP:Iteration 18Q (8600.770000 sec): 3 clusters Score: Raw -3189779.247706 + Penalty 4929.552224 = -3184849.695483 nChanged 175 SP:Iteration 19Q (8600.860000 sec): 3 clusters Score: Raw -3189871.682358 + Penalty 4929.552224 = -3184942.130134 nChanged 144 SP:Iteration 20F (8600.950000 sec): 3 clusters Score: Raw -3189966.929065 + Penalty 4929.552224 = -3185037.376841 nChanged 110 SP:Iteration 21Q (8601.030000 sec): 3 clusters Score: Raw -3190082.453314 + Penalty 4929.552224 = -3185152.901090 nChanged 102 SP:Iteration 22Q (8601.120000 sec): 3 clusters Score: Raw -3190269.692332 + Penalty 4929.552224 = -3185340.140109 nChanged 97 SP:Iteration 23Q (8601.200000 sec): 3 clusters Score: Raw -3190438.239731 + Penalty 4929.552224 = -3185508.687507 nChanged 78 SP:Iteration 24Q (8601.270000 sec): 3 clusters Score: Raw -3190494.442589 + Penalty 4929.552224 = -3185564.890365 nChanged 47 SP:Iteration 25Q (8601.340000 sec): 3 clusters Score: Raw -3190517.630825 + Penalty 4929.552224 = -3185588.078601 nChanged 39 SP:Iteration 26Q (8601.410000 sec): 3 clusters Score: Raw -3190533.604617 + Penalty 4929.552224 = -3185604.052393 nChanged 27 SP:Iteration 27Q (8601.480000 sec): 3 clusters Score: Raw -3190544.248324 + Penalty 4929.552224 = -3185614.696100 nChanged 24 SP:Iteration 28Q (8601.550000 sec): 3 clusters Score: Raw -3190553.452072 + Penalty 4929.552224 = -3185623.899848 nChanged 12 SP:Iteration 29Q (8601.620000 sec): 3 clusters Score: Raw -3190556.875278 + Penalty 4929.552224 = -3185627.323054 nChanged 11 SP:Iteration 30Q (8601.690000 sec): 3 clusters Score: Raw -3190561.093136 + Penalty 4929.552224 = -3185631.540912 nChanged 5 SP:Iteration 31Q (8601.750000 sec): 3 clusters Score: Raw -3190562.642463 + Penalty 4929.552224 = -3185633.090239 nChanged 3 SP:Iteration 32Q (8601.820000 sec): 3 clusters Score: Raw -3190563.272629 + Penalty 4929.552224 = -3185633.720405 nChanged 2 SP:Iteration 33Q (8601.890000 sec): 3 clusters Score: Raw -3190563.809351 + Penalty 4929.552224 = -3185634.257127 nChanged 4 SP:Iteration 34Q (8601.960000 sec): 3 clusters Score: Raw -3190564.806533 + Penalty 4929.552224 = -3185635.254309 nChanged 1 SP:Iteration 35Q (8602.030000 sec): 3 clusters Score: Raw -3190565.263078 + Penalty 4929.552224 = -3185635.710854 nChanged 1 SP:Iteration 36Q (8602.090000 sec): 3 clusters Score: Raw -3190565.497804 + Penalty 4929.552224 = -3185635.945580 nChanged 0 SP:Iteration 37F (8602.180000 sec): 3 clusters Score: Raw -3190565.497804 + Penalty 4929.552224 = -3185635.945580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8602.950000 sec): 2 clusters Score: Raw -32567303.524547 + Penalty 3036.309972 = -32564267.214576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8603.870000 sec): 3 clusters Score: Raw -32431118.175297 + Penalty 6072.619943 = -32425045.555354 nChanged 100035 SP:Iteration 1F (8604.770000 sec): 3 clusters Score: Raw -32489970.155017 + Penalty 6072.619943 = -32483897.535074 nChanged 6115 SP:Iteration 2Q (8605.690000 sec): 3 clusters Score: Raw -32491402.266023 + Penalty 6072.619943 = -32485329.646080 nChanged 6683 SP:Iteration 3Q (8606.610000 sec): 3 clusters Score: Raw -32493181.287559 + Penalty 6072.619943 = -32487108.667616 nChanged 7441 SP:Iteration 4Q (8607.530000 sec): 3 clusters Score: Raw -32495436.805488 + Penalty 6072.619943 = -32489364.185545 nChanged 8376 SP:Iteration 5Q (8608.440000 sec): 3 clusters Score: Raw -32498446.193130 + Penalty 6072.619943 = -32492373.573187 nChanged 9687 SP:Iteration 6Q (8609.360000 sec): 3 clusters Score: Raw -32502809.225461 + Penalty 6072.619943 = -32496736.605518 nChanged 11387 SP:Iteration 7F (8610.270000 sec): 3 clusters Score: Raw -32509443.982940 + Penalty 6072.619943 = -32503371.362997 nChanged 12880 SP:Iteration 8F (8611.180000 sec): 3 clusters Score: Raw -32518935.551384 + Penalty 6072.619943 = -32512862.931441 nChanged 13209 SP:Iteration 9F (8612.090000 sec): 3 clusters Score: Raw -32529864.295946 + Penalty 6072.619943 = -32523791.676003 nChanged 11631 SP:Iteration 10F (8613.000000 sec): 3 clusters Score: Raw -32539092.505413 + Penalty 6072.619943 = -32533019.885470 nChanged 9051 SP:Iteration 11Q (8613.870000 sec): 3 clusters Score: Raw -32545232.640844 + Penalty 6072.619943 = -32539160.020901 nChanged 6598 SP:Iteration 12Q (8614.700000 sec): 3 clusters Score: Raw -32549079.004408 + Penalty 6072.619943 = -32543006.384465 nChanged 5168 SP:Iteration 13Q (8615.500000 sec): 3 clusters Score: Raw -32551907.897716 + Penalty 6072.619943 = -32545835.277773 nChanged 4536 SP:Iteration 14Q (8616.270000 sec): 3 clusters Score: Raw -32554441.900628 + Penalty 6072.619943 = -32548369.280685 nChanged 4083 SP:Iteration 15Q (8617.020000 sec): 3 clusters Score: Raw -32556801.083913 + Penalty 6072.619943 = -32550728.463970 nChanged 3755 SP:Iteration 16Q (8617.760000 sec): 3 clusters Score: Raw -32559093.174251 + Penalty 6072.619943 = -32553020.554308 nChanged 3288 SP:Iteration 17Q (8618.470000 sec): 3 clusters Score: Raw -32561158.772811 + Penalty 6072.619943 = -32555086.152868 nChanged 2756 SP:Iteration 18Q (8619.190000 sec): 3 clusters Score: Raw -32562926.895061 + Penalty 6072.619943 = -32556854.275118 nChanged 2180 SP:Iteration 19Q (8619.880000 sec): 3 clusters Score: Raw -32564350.121508 + Penalty 6072.619943 = -32558277.501565 nChanged 1771 SP:Iteration 20F (8620.770000 sec): 3 clusters Score: Raw -32565539.771289 + Penalty 6072.619943 = -32559467.151345 nChanged 1303 SP:Iteration 21Q (8621.430000 sec): 3 clusters Score: Raw -32566446.820379 + Penalty 6072.619943 = -32560374.200436 nChanged 923 SP:Iteration 22Q (8622.080000 sec): 3 clusters Score: Raw -32567147.502783 + Penalty 6072.619943 = -32561074.882840 nChanged 639 SP:Iteration 23Q (8622.720000 sec): 3 clusters Score: Raw -32567703.270140 + Penalty 6072.619943 = -32561630.650197 nChanged 431 SP:Iteration 24Q (8623.360000 sec): 3 clusters Score: Raw -32568142.320540 + Penalty 6072.619943 = -32562069.700597 nChanged 292 SP:Iteration 25Q (8623.990000 sec): 3 clusters Score: Raw -32568390.744386 + Penalty 6072.619943 = -32562318.124443 nChanged 209 SP:Iteration 26Q (8624.620000 sec): 3 clusters Score: Raw -32568511.785663 + Penalty 6072.619943 = -32562439.165720 nChanged 166 SP:Iteration 27Q (8625.250000 sec): 3 clusters Score: Raw -32568588.038978 + Penalty 6072.619943 = -32562515.419035 nChanged 126 SP:Iteration 28Q (8625.880000 sec): 3 clusters Score: Raw -32568634.969897 + Penalty 6072.619943 = -32562562.349954 nChanged 92 SP:Iteration 29Q (8626.510000 sec): 3 clusters Score: Raw -32568670.432802 + Penalty 6072.619943 = -32562597.812859 nChanged 84 SP:Iteration 30Q (8627.140000 sec): 3 clusters Score: Raw -32568697.178059 + Penalty 6072.619943 = -32562624.558116 nChanged 73 SP:Iteration 31Q (8627.760000 sec): 3 clusters Score: Raw -32568718.014287 + Penalty 6072.619943 = -32562645.394344 nChanged 39 SP:Iteration 32Q (8628.390000 sec): 3 clusters Score: Raw -32568727.011136 + Penalty 6072.619943 = -32562654.391193 nChanged 30 SP:Iteration 33Q (8629.020000 sec): 3 clusters Score: Raw -32568733.872192 + Penalty 6072.619943 = -32562661.252249 nChanged 18 SP:Iteration 34Q (8629.640000 sec): 3 clusters Score: Raw -32568738.067531 + Penalty 6072.619943 = -32562665.447588 nChanged 18 SP:Iteration 35Q (8630.270000 sec): 3 clusters Score: Raw -32568742.343709 + Penalty 6072.619943 = -32562669.723766 nChanged 15 SP:Iteration 36Q (8630.900000 sec): 3 clusters Score: Raw -32568746.336998 + Penalty 6072.619943 = -32562673.717055 nChanged 9 SP:Iteration 37Q (8631.520000 sec): 3 clusters Score: Raw -32568748.023946 + Penalty 6072.619943 = -32562675.404003 nChanged 9 SP:Iteration 38Q (8632.150000 sec): 3 clusters Score: Raw -32568749.737079 + Penalty 6072.619943 = -32562677.117136 nChanged 7 SP:Iteration 39Q (8632.780000 sec): 3 clusters Score: Raw -32568750.837391 + Penalty 6072.619943 = -32562678.217448 nChanged 5 SP:Iteration 40F (8633.670000 sec): 3 clusters Score: Raw -32568751.851378 + Penalty 6072.619943 = -32562679.231435 nChanged 4 SP:Iteration 41Q (8634.300000 sec): 3 clusters Score: Raw -32568752.528280 + Penalty 6072.619943 = -32562679.908337 nChanged 2 SP:Iteration 42Q (8634.920000 sec): 3 clusters Score: Raw -32568753.163990 + Penalty 6072.619943 = -32562680.544047 nChanged 3 SP:Iteration 43Q (8635.550000 sec): 3 clusters Score: Raw -32568753.551123 + Penalty 6072.619943 = -32562680.931180 nChanged 1 SP:Iteration 44Q (8636.180000 sec): 3 clusters Score: Raw -32568753.636767 + Penalty 6072.619943 = -32562681.016824 nChanged 0 SP:Iteration 45F (8637.080000 sec): 3 clusters Score: Raw -32568753.636767 + Penalty 6072.619943 = -32562681.016824 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8637.200000 sec): 2 clusters Score: Raw -1610409.695292 + Penalty 2307.033604 = -1608102.661688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8637.240000 sec): 3 clusters Score: Raw -1604490.295053 + Penalty 4614.067209 = -1599876.227844 nChanged 4526 SP:Iteration 1F (8637.290000 sec): 3 clusters Score: Raw -1607135.779845 + Penalty 4614.067209 = -1602521.712636 nChanged 796 SP:Iteration 2F (8637.340000 sec): 3 clusters Score: Raw -1607583.010839 + Penalty 4614.067209 = -1602968.943630 nChanged 652 SP:Iteration 3F (8637.380000 sec): 3 clusters Score: Raw -1607924.619194 + Penalty 4614.067209 = -1603310.551985 nChanged 527 SP:Iteration 4Q (8637.430000 sec): 3 clusters Score: Raw -1608193.875661 + Penalty 4614.067209 = -1603579.808452 nChanged 456 SP:Iteration 5Q (8637.470000 sec): 3 clusters Score: Raw -1608414.876165 + Penalty 4614.067209 = -1603800.808957 nChanged 382 SP:Iteration 6Q (8637.520000 sec): 3 clusters Score: Raw -1608604.504849 + Penalty 4614.067209 = -1603990.437641 nChanged 377 SP:Iteration 7Q (8637.570000 sec): 3 clusters Score: Raw -1608795.572568 + Penalty 4614.067209 = -1604181.505360 nChanged 354 SP:Iteration 8Q (8637.610000 sec): 3 clusters Score: Raw -1608973.121722 + Penalty 4614.067209 = -1604359.054513 nChanged 344 SP:Iteration 9Q (8637.660000 sec): 3 clusters Score: Raw -1609139.627816 + Penalty 4614.067209 = -1604525.560607 nChanged 320 SP:Iteration 10Q (8637.710000 sec): 3 clusters Score: Raw -1609286.849708 + Penalty 4614.067209 = -1604672.782499 nChanged 310 SP:Iteration 11Q (8637.750000 sec): 3 clusters Score: Raw -1609465.206822 + Penalty 4614.067209 = -1604851.139613 nChanged 295 SP:Iteration 12Q (8637.800000 sec): 3 clusters Score: Raw -1609642.294037 + Penalty 4614.067209 = -1605028.226829 nChanged 293 SP:Iteration 13Q (8637.840000 sec): 3 clusters Score: Raw -1609807.554705 + Penalty 4614.067209 = -1605193.487496 nChanged 286 SP:Iteration 14Q (8637.890000 sec): 3 clusters Score: Raw -1609997.315505 + Penalty 4614.067209 = -1605383.248296 nChanged 273 SP:Iteration 15Q (8637.930000 sec): 3 clusters Score: Raw -1610177.962192 + Penalty 4614.067209 = -1605563.894984 nChanged 265 SP:Iteration 16Q (8637.970000 sec): 3 clusters Score: Raw -1610369.750196 + Penalty 4614.067209 = -1605755.682988 nChanged 231 SP:Iteration 17Q (8638.020000 sec): 3 clusters Score: Raw -1610532.631967 + Penalty 4614.067209 = -1605918.564758 nChanged 189 SP:Iteration 18Q (8638.060000 sec): 3 clusters Score: Raw -1610656.499020 + Penalty 4614.067209 = -1606042.431811 nChanged 148 SP:Iteration 19Q (8638.100000 sec): 3 clusters Score: Raw -1610735.982461 + Penalty 4614.067209 = -1606121.915253 nChanged 120 SP:Iteration 20F (8638.140000 sec): 3 clusters Score: Raw -1610801.586813 + Penalty 4614.067209 = -1606187.519604 nChanged 118 SP:Iteration 21Q (8638.180000 sec): 3 clusters Score: Raw -1610871.050169 + Penalty 4614.067209 = -1606256.982961 nChanged 105 SP:Iteration 22Q (8638.220000 sec): 3 clusters Score: Raw -1610930.209520 + Penalty 4614.067209 = -1606316.142311 nChanged 88 SP:Iteration 23Q (8638.260000 sec): 3 clusters Score: Raw -1610971.682235 + Penalty 4614.067209 = -1606357.615026 nChanged 72 SP:Iteration 24Q (8638.300000 sec): 3 clusters Score: Raw -1611006.751844 + Penalty 4614.067209 = -1606392.684635 nChanged 67 SP:Iteration 25Q (8638.340000 sec): 3 clusters Score: Raw -1611040.880494 + Penalty 4614.067209 = -1606426.813285 nChanged 50 SP:Iteration 26Q (8638.380000 sec): 3 clusters Score: Raw -1611066.631292 + Penalty 4614.067209 = -1606452.564083 nChanged 45 SP:Iteration 27Q (8638.420000 sec): 3 clusters Score: Raw -1611090.183336 + Penalty 4614.067209 = -1606476.116128 nChanged 43 SP:Iteration 28Q (8638.450000 sec): 3 clusters Score: Raw -1611113.025527 + Penalty 4614.067209 = -1606498.958319 nChanged 43 SP:Iteration 29Q (8638.490000 sec): 3 clusters Score: Raw -1611132.255465 + Penalty 4614.067209 = -1606518.188256 nChanged 34 SP:Iteration 30Q (8638.530000 sec): 3 clusters Score: Raw -1611145.843607 + Penalty 4614.067209 = -1606531.776398 nChanged 24 SP:Iteration 31Q (8638.560000 sec): 3 clusters Score: Raw -1611156.788780 + Penalty 4614.067209 = -1606542.721572 nChanged 27 SP:Iteration 32Q (8638.600000 sec): 3 clusters Score: Raw -1611170.625563 + Penalty 4614.067209 = -1606556.558354 nChanged 27 SP:Iteration 33Q (8638.640000 sec): 3 clusters Score: Raw -1611183.196195 + Penalty 4614.067209 = -1606569.128986 nChanged 23 SP:Iteration 34Q (8638.680000 sec): 3 clusters Score: Raw -1611195.472212 + Penalty 4614.067209 = -1606581.405004 nChanged 25 SP:Iteration 35Q (8638.720000 sec): 3 clusters Score: Raw -1611206.439703 + Penalty 4614.067209 = -1606592.372495 nChanged 18 SP:Iteration 36Q (8638.750000 sec): 3 clusters Score: Raw -1611213.029959 + Penalty 4614.067209 = -1606598.962750 nChanged 14 SP:Iteration 37Q (8638.780000 sec): 3 clusters Score: Raw -1611219.854878 + Penalty 4614.067209 = -1606605.787670 nChanged 13 SP:Iteration 38Q (8638.820000 sec): 3 clusters Score: Raw -1611225.147886 + Penalty 4614.067209 = -1606611.080677 nChanged 10 SP:Iteration 39Q (8638.850000 sec): 3 clusters Score: Raw -1611229.224100 + Penalty 4614.067209 = -1606615.156892 nChanged 6 SP:Iteration 40F (8638.900000 sec): 3 clusters Score: Raw -1611231.728376 + Penalty 4614.067209 = -1606617.661167 nChanged 11 SP:Iteration 41Q (8638.940000 sec): 3 clusters Score: Raw -1611236.984192 + Penalty 4614.067209 = -1606622.916984 nChanged 9 SP:Iteration 42Q (8638.980000 sec): 3 clusters Score: Raw -1611241.492790 + Penalty 4614.067209 = -1606627.425581 nChanged 10 SP:Iteration 43Q (8639.010000 sec): 3 clusters Score: Raw -1611246.360202 + Penalty 4614.067209 = -1606632.292993 nChanged 11 SP:Iteration 44Q (8639.050000 sec): 3 clusters Score: Raw -1611252.561198 + Penalty 4614.067209 = -1606638.493989 nChanged 14 SP:Iteration 45Q (8639.080000 sec): 3 clusters Score: Raw -1611260.678800 + Penalty 4614.067209 = -1606646.611592 nChanged 16 SP:Iteration 46Q (8639.120000 sec): 3 clusters Score: Raw -1611266.734070 + Penalty 4614.067209 = -1606652.666861 nChanged 7 SP:Iteration 47Q (8639.160000 sec): 3 clusters Score: Raw -1611269.275100 + Penalty 4614.067209 = -1606655.207891 nChanged 4 SP:Iteration 48Q (8639.190000 sec): 3 clusters Score: Raw -1611270.692844 + Penalty 4614.067209 = -1606656.625636 nChanged 4 SP:Iteration 49Q (8639.230000 sec): 3 clusters Score: Raw -1611272.323022 + Penalty 4614.067209 = -1606658.255813 nChanged 4 SP:Iteration 50Q (8639.260000 sec): 3 clusters Score: Raw -1611273.421043 + Penalty 4614.067209 = -1606659.353834 nChanged 0 SP:Iteration 51F (8639.310000 sec): 3 clusters Score: Raw -1611273.421043 + Penalty 4614.067209 = -1606659.353834 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8639.320000 sec): 2 clusters Score: Raw -93344.522316 + Penalty 1603.603892 = -91740.918424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8639.320000 sec): 3 clusters Score: Raw -93354.628781 + Penalty 3207.207783 = -90147.420998 nChanged 125 SP:Iteration 1F (8639.320000 sec): 3 clusters Score: Raw -93580.290000 + Penalty 3207.207783 = -90373.082216 nChanged 33 SP:Iteration 2F (8639.330000 sec): 3 clusters Score: Raw -93676.186556 + Penalty 3207.207783 = -90468.978773 nChanged 25 SP:Iteration 3Q (8639.330000 sec): 3 clusters Score: Raw -93737.152406 + Penalty 3207.207783 = -90529.944623 nChanged 24 SP:Iteration 4Q (8639.330000 sec): 3 clusters Score: Raw -93843.679235 + Penalty 3207.207783 = -90636.471452 nChanged 32 SP:Iteration 5Q (8639.340000 sec): 3 clusters Score: Raw -94121.855762 + Penalty 3207.207783 = -90914.647979 nChanged 27 SP:Iteration 6Q (8639.340000 sec): 3 clusters Score: Raw -94369.793779 + Penalty 3207.207783 = -91162.585995 nChanged 23 SP:Iteration 7Q (8639.340000 sec): 3 clusters Score: Raw -94422.080889 + Penalty 3207.207783 = -91214.873106 nChanged 12 SP:Iteration 8Q (8639.340000 sec): 3 clusters Score: Raw -94449.406281 + Penalty 3207.207783 = -91242.198498 nChanged 9 SP:Iteration 9Q (8639.340000 sec): 3 clusters Score: Raw -94480.691957 + Penalty 3207.207783 = -91273.484174 nChanged 9 SP:Iteration 10Q (8639.350000 sec): 3 clusters Score: Raw -94510.611136 + Penalty 3207.207783 = -91303.403353 nChanged 6 SP:Iteration 11Q (8639.350000 sec): 3 clusters Score: Raw -94522.440991 + Penalty 3207.207783 = -91315.233208 nChanged 4 SP:Iteration 12Q (8639.350000 sec): 3 clusters Score: Raw -94530.605737 + Penalty 3207.207783 = -91323.397954 nChanged 4 SP:Iteration 13Q (8639.360000 sec): 3 clusters Score: Raw -94540.109773 + Penalty 3207.207783 = -91332.901990 nChanged 2 SP:Iteration 14Q (8639.360000 sec): 3 clusters Score: Raw -94546.438618 + Penalty 3207.207783 = -91339.230835 nChanged 1 SP:Iteration 15Q (8639.360000 sec): 3 clusters Score: Raw -94552.241222 + Penalty 3207.207783 = -91345.033439 nChanged 1 SP:Iteration 16Q (8639.360000 sec): 3 clusters Score: Raw -94555.822660 + Penalty 3207.207783 = -91348.614877 nChanged 0 SP:Iteration 17F (8639.360000 sec): 3 clusters Score: Raw -94555.822660 + Penalty 3207.207783 = -91348.614877 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8639.510000 sec): 2 clusters Score: Raw -5768278.606768 + Penalty 2606.578155 = -5765672.028613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8639.670000 sec): 3 clusters Score: Raw -5745896.173665 + Penalty 5213.156309 = -5740683.017355 nChanged 16765 SP:Iteration 1F (8639.830000 sec): 3 clusters Score: Raw -5755114.976244 + Penalty 5213.156309 = -5749901.819935 nChanged 1796 SP:Iteration 2Q (8639.990000 sec): 3 clusters Score: Raw -5755761.738257 + Penalty 5213.156309 = -5750548.581948 nChanged 1833 SP:Iteration 3Q (8640.150000 sec): 3 clusters Score: Raw -5756536.119503 + Penalty 5213.156309 = -5751322.963193 nChanged 2029 SP:Iteration 4F (8640.310000 sec): 3 clusters Score: Raw -5757652.826086 + Penalty 5213.156309 = -5752439.669777 nChanged 2474 SP:Iteration 5F (8640.470000 sec): 3 clusters Score: Raw -5759308.843705 + Penalty 5213.156309 = -5754095.687396 nChanged 2682 SP:Iteration 6F (8640.620000 sec): 3 clusters Score: Raw -5761259.144264 + Penalty 5213.156309 = -5756045.987954 nChanged 2608 SP:Iteration 7F (8640.780000 sec): 3 clusters Score: Raw -5763196.347438 + Penalty 5213.156309 = -5757983.191128 nChanged 2165 SP:Iteration 8F (8640.940000 sec): 3 clusters Score: Raw -5764786.070059 + Penalty 5213.156309 = -5759572.913749 nChanged 1716 SP:Iteration 9Q (8641.100000 sec): 3 clusters Score: Raw -5766054.766892 + Penalty 5213.156309 = -5760841.610583 nChanged 1304 SP:Iteration 10Q (8641.260000 sec): 3 clusters Score: Raw -5766980.340015 + Penalty 5213.156309 = -5761767.183706 nChanged 949 SP:Iteration 11Q (8641.420000 sec): 3 clusters Score: Raw -5767646.808644 + Penalty 5213.156309 = -5762433.652334 nChanged 710 SP:Iteration 12Q (8641.570000 sec): 3 clusters Score: Raw -5768144.899112 + Penalty 5213.156309 = -5762931.742803 nChanged 500 SP:Iteration 13Q (8641.720000 sec): 3 clusters Score: Raw -5768476.338165 + Penalty 5213.156309 = -5763263.181856 nChanged 354 SP:Iteration 14Q (8641.870000 sec): 3 clusters Score: Raw -5768675.021563 + Penalty 5213.156309 = -5763461.865254 nChanged 242 SP:Iteration 15Q (8642.020000 sec): 3 clusters Score: Raw -5768806.414232 + Penalty 5213.156309 = -5763593.257923 nChanged 169 SP:Iteration 16Q (8642.160000 sec): 3 clusters Score: Raw -5768888.094085 + Penalty 5213.156309 = -5763674.937775 nChanged 105 SP:Iteration 17Q (8642.290000 sec): 3 clusters Score: Raw -5768933.830562 + Penalty 5213.156309 = -5763720.674253 nChanged 68 SP:Iteration 18Q (8642.430000 sec): 3 clusters Score: Raw -5768957.749182 + Penalty 5213.156309 = -5763744.592872 nChanged 49 SP:Iteration 19Q (8642.560000 sec): 3 clusters Score: Raw -5768976.837053 + Penalty 5213.156309 = -5763763.680744 nChanged 40 SP:Iteration 20F (8642.720000 sec): 3 clusters Score: Raw -5768991.019764 + Penalty 5213.156309 = -5763777.863454 nChanged 31 SP:Iteration 21Q (8642.850000 sec): 3 clusters Score: Raw -5769001.760081 + Penalty 5213.156309 = -5763788.603772 nChanged 21 SP:Iteration 22Q (8642.980000 sec): 3 clusters Score: Raw -5769009.832101 + Penalty 5213.156309 = -5763796.675792 nChanged 16 SP:Iteration 23Q (8643.110000 sec): 3 clusters Score: Raw -5769016.491397 + Penalty 5213.156309 = -5763803.335088 nChanged 10 SP:Iteration 24Q (8643.240000 sec): 3 clusters Score: Raw -5769021.275573 + Penalty 5213.156309 = -5763808.119263 nChanged 7 SP:Iteration 25Q (8643.370000 sec): 3 clusters Score: Raw -5769023.569611 + Penalty 5213.156309 = -5763810.413301 nChanged 7 SP:Iteration 26Q (8643.500000 sec): 3 clusters Score: Raw -5769025.159264 + Penalty 5213.156309 = -5763812.002954 nChanged 5 SP:Iteration 27Q (8643.630000 sec): 3 clusters Score: Raw -5769026.399771 + Penalty 5213.156309 = -5763813.243462 nChanged 2 SP:Iteration 28Q (8643.760000 sec): 3 clusters Score: Raw -5769027.020236 + Penalty 5213.156309 = -5763813.863927 nChanged 1 SP:Iteration 29Q (8643.880000 sec): 3 clusters Score: Raw -5769027.354838 + Penalty 5213.156309 = -5763814.198529 nChanged 1 SP:Iteration 30Q (8644.010000 sec): 3 clusters Score: Raw -5769028.021073 + Penalty 5213.156309 = -5763814.864764 nChanged 5 SP:Iteration 31Q (8644.140000 sec): 3 clusters Score: Raw -5769029.231512 + Penalty 5213.156309 = -5763816.075203 nChanged 0 SP:Iteration 32F (8644.300000 sec): 3 clusters Score: Raw -5769029.231512 + Penalty 5213.156309 = -5763816.075203 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8644.330000 sec): 2 clusters Score: Raw -705057.431284 + Penalty 2097.024321 = -702960.406963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8644.350000 sec): 3 clusters Score: Raw -702836.519067 + Penalty 4194.048642 = -698642.470425 nChanged 1748 SP:Iteration 1F (8644.370000 sec): 3 clusters Score: Raw -703853.145216 + Penalty 4194.048642 = -699659.096574 nChanged 345 SP:Iteration 2F (8644.390000 sec): 3 clusters Score: Raw -704045.747149 + Penalty 4194.048642 = -699851.698508 nChanged 210 SP:Iteration 3Q (8644.410000 sec): 3 clusters Score: Raw -704156.797108 + Penalty 4194.048642 = -699962.748466 nChanged 168 SP:Iteration 4Q (8644.430000 sec): 3 clusters Score: Raw -704246.094121 + Penalty 4194.048642 = -700052.045480 nChanged 126 SP:Iteration 5Q (8644.450000 sec): 3 clusters Score: Raw -704312.689777 + Penalty 4194.048642 = -700118.641136 nChanged 123 SP:Iteration 6Q (8644.470000 sec): 3 clusters Score: Raw -704370.881864 + Penalty 4194.048642 = -700176.833223 nChanged 91 SP:Iteration 7Q (8644.490000 sec): 3 clusters Score: Raw -704416.034378 + Penalty 4194.048642 = -700221.985736 nChanged 88 SP:Iteration 8Q (8644.510000 sec): 3 clusters Score: Raw -704456.369340 + Penalty 4194.048642 = -700262.320698 nChanged 79 SP:Iteration 9Q (8644.530000 sec): 3 clusters Score: Raw -704488.378405 + Penalty 4194.048642 = -700294.329764 nChanged 57 SP:Iteration 10Q (8644.550000 sec): 3 clusters Score: Raw -704509.833580 + Penalty 4194.048642 = -700315.784938 nChanged 42 SP:Iteration 11Q (8644.570000 sec): 3 clusters Score: Raw -704524.552524 + Penalty 4194.048642 = -700330.503883 nChanged 30 SP:Iteration 12Q (8644.590000 sec): 3 clusters Score: Raw -704533.692733 + Penalty 4194.048642 = -700339.644092 nChanged 25 SP:Iteration 13Q (8644.610000 sec): 3 clusters Score: Raw -704540.932958 + Penalty 4194.048642 = -700346.884316 nChanged 19 SP:Iteration 14Q (8644.630000 sec): 3 clusters Score: Raw -704547.954293 + Penalty 4194.048642 = -700353.905652 nChanged 24 SP:Iteration 15Q (8644.650000 sec): 3 clusters Score: Raw -704553.634236 + Penalty 4194.048642 = -700359.585594 nChanged 9 SP:Iteration 16Q (8644.670000 sec): 3 clusters Score: Raw -704556.790475 + Penalty 4194.048642 = -700362.741833 nChanged 8 SP:Iteration 17Q (8644.690000 sec): 3 clusters Score: Raw -704559.296680 + Penalty 4194.048642 = -700365.248039 nChanged 8 SP:Iteration 18Q (8644.710000 sec): 3 clusters Score: Raw -704561.224527 + Penalty 4194.048642 = -700367.175885 nChanged 6 SP:Iteration 19Q (8644.730000 sec): 3 clusters Score: Raw -704563.550047 + Penalty 4194.048642 = -700369.501405 nChanged 7 SP:Iteration 20F (8644.750000 sec): 3 clusters Score: Raw -704565.409701 + Penalty 4194.048642 = -700371.361059 nChanged 6 SP:Iteration 21Q (8644.770000 sec): 3 clusters Score: Raw -704567.294610 + Penalty 4194.048642 = -700373.245968 nChanged 6 SP:Iteration 22Q (8644.790000 sec): 3 clusters Score: Raw -704569.005119 + Penalty 4194.048642 = -700374.956477 nChanged 11 SP:Iteration 23Q (8644.810000 sec): 3 clusters Score: Raw -704572.468743 + Penalty 4194.048642 = -700378.420102 nChanged 7 SP:Iteration 24Q (8644.830000 sec): 3 clusters Score: Raw -704574.470091 + Penalty 4194.048642 = -700380.421449 nChanged 4 SP:Iteration 25Q (8644.850000 sec): 3 clusters Score: Raw -704575.874374 + Penalty 4194.048642 = -700381.825732 nChanged 3 SP:Iteration 26Q (8644.870000 sec): 3 clusters Score: Raw -704576.677273 + Penalty 4194.048642 = -700382.628631 nChanged 3 SP:Iteration 27Q (8644.890000 sec): 3 clusters Score: Raw -704577.653107 + Penalty 4194.048642 = -700383.604465 nChanged 3 SP:Iteration 28Q (8644.910000 sec): 3 clusters Score: Raw -704578.430769 + Penalty 4194.048642 = -700384.382127 nChanged 2 SP:Iteration 29Q (8644.930000 sec): 3 clusters Score: Raw -704578.997727 + Penalty 4194.048642 = -700384.949085 nChanged 3 SP:Iteration 30Q (8644.950000 sec): 3 clusters Score: Raw -704579.540236 + Penalty 4194.048642 = -700385.491594 nChanged 2 SP:Iteration 31Q (8644.970000 sec): 3 clusters Score: Raw -704580.052472 + Penalty 4194.048642 = -700386.003830 nChanged 2 SP:Iteration 32Q (8644.990000 sec): 3 clusters Score: Raw -704580.559212 + Penalty 4194.048642 = -700386.510570 nChanged 4 SP:Iteration 33Q (8645.010000 sec): 3 clusters Score: Raw -704581.836024 + Penalty 4194.048642 = -700387.787382 nChanged 7 SP:Iteration 34Q (8645.030000 sec): 3 clusters Score: Raw -704584.320131 + Penalty 4194.048642 = -700390.271490 nChanged 9 SP:Iteration 35Q (8645.050000 sec): 3 clusters Score: Raw -704586.560549 + Penalty 4194.048642 = -700392.511908 nChanged 11 SP:Iteration 36Q (8645.070000 sec): 3 clusters Score: Raw -704589.952085 + Penalty 4194.048642 = -700395.903443 nChanged 6 SP:Iteration 37Q (8645.090000 sec): 3 clusters Score: Raw -704591.113620 + Penalty 4194.048642 = -700397.064978 nChanged 5 SP:Iteration 38Q (8645.110000 sec): 3 clusters Score: Raw -704592.141210 + Penalty 4194.048642 = -700398.092568 nChanged 3 SP:Iteration 39Q (8645.130000 sec): 3 clusters Score: Raw -704593.122529 + Penalty 4194.048642 = -700399.073887 nChanged 3 SP:Iteration 40F (8645.150000 sec): 3 clusters Score: Raw -704593.796374 + Penalty 4194.048642 = -700399.747733 nChanged 3 SP:Iteration 41Q (8645.170000 sec): 3 clusters Score: Raw -704594.441148 + Penalty 4194.048642 = -700400.392507 nChanged 1 SP:Iteration 42Q (8645.190000 sec): 3 clusters Score: Raw -704594.836667 + Penalty 4194.048642 = -700400.788025 nChanged 2 SP:Iteration 43Q (8645.210000 sec): 3 clusters Score: Raw -704595.175589 + Penalty 4194.048642 = -700401.126948 nChanged 1 SP:Iteration 44Q (8645.230000 sec): 3 clusters Score: Raw -704595.585763 + Penalty 4194.048642 = -700401.537121 nChanged 2 SP:Iteration 45Q (8645.250000 sec): 3 clusters Score: Raw -704596.057971 + Penalty 4194.048642 = -700402.009329 nChanged 2 SP:Iteration 46Q (8645.270000 sec): 3 clusters Score: Raw -704596.356770 + Penalty 4194.048642 = -700402.308129 nChanged 2 SP:Iteration 47Q (8645.290000 sec): 3 clusters Score: Raw -704596.607888 + Penalty 4194.048642 = -700402.559246 nChanged 0 SP:Iteration 48F (8645.310000 sec): 3 clusters Score: Raw -704596.607888 + Penalty 4194.048642 = -700402.559246 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8645.320000 sec): 2 clusters Score: Raw -535227.363106 + Penalty 2021.029585 = -533206.333521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8645.340000 sec): 3 clusters Score: Raw -533692.071902 + Penalty 4042.059170 = -529650.012732 nChanged 1254 SP:Iteration 1F (8645.350000 sec): 3 clusters Score: Raw -534446.344395 + Penalty 4042.059170 = -530404.285224 nChanged 253 SP:Iteration 2F (8645.370000 sec): 3 clusters Score: Raw -534607.090181 + Penalty 4042.059170 = -530565.031010 nChanged 145 SP:Iteration 3Q (8645.380000 sec): 3 clusters Score: Raw -534695.109610 + Penalty 4042.059170 = -530653.050439 nChanged 109 SP:Iteration 4Q (8645.400000 sec): 3 clusters Score: Raw -534757.122457 + Penalty 4042.059170 = -530715.063287 nChanged 74 SP:Iteration 5Q (8645.410000 sec): 3 clusters Score: Raw -534794.910126 + Penalty 4042.059170 = -530752.850956 nChanged 57 SP:Iteration 6Q (8645.430000 sec): 3 clusters Score: Raw -534826.933344 + Penalty 4042.059170 = -530784.874173 nChanged 57 SP:Iteration 7Q (8645.440000 sec): 3 clusters Score: Raw -534851.922812 + Penalty 4042.059170 = -530809.863642 nChanged 37 SP:Iteration 8Q (8645.460000 sec): 3 clusters Score: Raw -534868.976954 + Penalty 4042.059170 = -530826.917784 nChanged 32 SP:Iteration 9Q (8645.470000 sec): 3 clusters Score: Raw -534881.187802 + Penalty 4042.059170 = -530839.128632 nChanged 15 SP:Iteration 10Q (8645.480000 sec): 3 clusters Score: Raw -534889.487916 + Penalty 4042.059170 = -530847.428746 nChanged 17 SP:Iteration 11Q (8645.500000 sec): 3 clusters Score: Raw -534894.662993 + Penalty 4042.059170 = -530852.603822 nChanged 11 SP:Iteration 12Q (8645.520000 sec): 3 clusters Score: Raw -534898.824722 + Penalty 4042.059170 = -530856.765552 nChanged 10 SP:Iteration 13Q (8645.530000 sec): 3 clusters Score: Raw -534901.997535 + Penalty 4042.059170 = -530859.938365 nChanged 8 SP:Iteration 14Q (8645.540000 sec): 3 clusters Score: Raw -534904.585434 + Penalty 4042.059170 = -530862.526263 nChanged 4 SP:Iteration 15Q (8645.560000 sec): 3 clusters Score: Raw -534905.467300 + Penalty 4042.059170 = -530863.408129 nChanged 3 SP:Iteration 16Q (8645.570000 sec): 3 clusters Score: Raw -534906.450340 + Penalty 4042.059170 = -530864.391169 nChanged 1 SP:Iteration 17Q (8645.590000 sec): 3 clusters Score: Raw -534907.213862 + Penalty 4042.059170 = -530865.154692 nChanged 3 SP:Iteration 18Q (8645.600000 sec): 3 clusters Score: Raw -534909.296862 + Penalty 4042.059170 = -530867.237692 nChanged 3 SP:Iteration 19Q (8645.620000 sec): 3 clusters Score: Raw -534910.993145 + Penalty 4042.059170 = -530868.933974 nChanged 3 SP:Iteration 20F (8645.630000 sec): 3 clusters Score: Raw -534911.723617 + Penalty 4042.059170 = -530869.664446 nChanged 3 SP:Iteration 21Q (8645.650000 sec): 3 clusters Score: Raw -534912.730707 + Penalty 4042.059170 = -530870.671536 nChanged 3 SP:Iteration 22Q (8645.660000 sec): 3 clusters Score: Raw -534914.221787 + Penalty 4042.059170 = -530872.162617 nChanged 2 SP:Iteration 23Q (8645.680000 sec): 3 clusters Score: Raw -534914.652513 + Penalty 4042.059170 = -530872.593342 nChanged 0 SP:Iteration 24F (8645.690000 sec): 3 clusters Score: Raw -534914.652513 + Penalty 4042.059170 = -530872.593342 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8645.700000 sec): 2 clusters Score: Raw -22373.811686 + Penalty 1310.234525 = -21063.577162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8645.700000 sec): 3 clusters Score: Raw -22800.417621 + Penalty 2620.469049 = -20179.948571 nChanged 37 SP:Iteration 1F (8645.700000 sec): 3 clusters Score: Raw -22968.675566 + Penalty 2620.469049 = -20348.206516 nChanged 11 SP:Iteration 2F (8645.700000 sec): 3 clusters Score: Raw -23012.656921 + Penalty 2620.469049 = -20392.187871 nChanged 3 SP:Iteration 3Q (8645.700000 sec): 3 clusters Score: Raw -23026.298817 + Penalty 2620.469049 = -20405.829768 nChanged 2 SP:Iteration 4Q (8645.700000 sec): 3 clusters Score: Raw -23039.452718 + Penalty 2620.469049 = -20418.983669 nChanged 0 SP:Iteration 5F (8645.700000 sec): 3 clusters Score: Raw -23039.452718 + Penalty 2620.469049 = -20418.983669 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8645.720000 sec): 2 clusters Score: Raw -690225.468497 + Penalty 2097.235205 = -688128.233292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8645.740000 sec): 3 clusters Score: Raw -688043.182907 + Penalty 4194.470410 = -683848.712496 nChanged 1786 SP:Iteration 1F (8645.760000 sec): 3 clusters Score: Raw -689101.921366 + Penalty 4194.470410 = -684907.450956 nChanged 345 SP:Iteration 2F (8645.780000 sec): 3 clusters Score: Raw -689319.624763 + Penalty 4194.470410 = -685125.154352 nChanged 238 SP:Iteration 3F (8645.800000 sec): 3 clusters Score: Raw -689464.395953 + Penalty 4194.470410 = -685269.925543 nChanged 195 SP:Iteration 4Q (8645.820000 sec): 3 clusters Score: Raw -689592.971705 + Penalty 4194.470410 = -685398.501295 nChanged 155 SP:Iteration 5Q (8645.840000 sec): 3 clusters Score: Raw -689679.291783 + Penalty 4194.470410 = -685484.821373 nChanged 129 SP:Iteration 6Q (8645.860000 sec): 3 clusters Score: Raw -689757.357474 + Penalty 4194.470410 = -685562.887064 nChanged 118 SP:Iteration 7Q (8645.880000 sec): 3 clusters Score: Raw -689823.430418 + Penalty 4194.470410 = -685628.960007 nChanged 117 SP:Iteration 8Q (8645.900000 sec): 3 clusters Score: Raw -689891.299387 + Penalty 4194.470410 = -685696.828977 nChanged 119 SP:Iteration 9Q (8645.920000 sec): 3 clusters Score: Raw -689966.955738 + Penalty 4194.470410 = -685772.485328 nChanged 109 SP:Iteration 10Q (8645.940000 sec): 3 clusters Score: Raw -690039.689965 + Penalty 4194.470410 = -685845.219554 nChanged 112 SP:Iteration 11Q (8645.960000 sec): 3 clusters Score: Raw -690114.817661 + Penalty 4194.470410 = -685920.347251 nChanged 105 SP:Iteration 12Q (8645.980000 sec): 3 clusters Score: Raw -690183.228119 + Penalty 4194.470410 = -685988.757708 nChanged 90 SP:Iteration 13Q (8646.000000 sec): 3 clusters Score: Raw -690239.736363 + Penalty 4194.470410 = -686045.265952 nChanged 85 SP:Iteration 14Q (8646.020000 sec): 3 clusters Score: Raw -690292.279527 + Penalty 4194.470410 = -686097.809116 nChanged 66 SP:Iteration 15Q (8646.040000 sec): 3 clusters Score: Raw -690330.878898 + Penalty 4194.470410 = -686136.408487 nChanged 58 SP:Iteration 16Q (8646.060000 sec): 3 clusters Score: Raw -690368.334131 + Penalty 4194.470410 = -686173.863721 nChanged 46 SP:Iteration 17Q (8646.080000 sec): 3 clusters Score: Raw -690395.916562 + Penalty 4194.470410 = -686201.446151 nChanged 34 SP:Iteration 18Q (8646.090000 sec): 3 clusters Score: Raw -690414.640098 + Penalty 4194.470410 = -686220.169688 nChanged 32 SP:Iteration 19Q (8646.110000 sec): 3 clusters Score: Raw -690434.322038 + Penalty 4194.470410 = -686239.851628 nChanged 37 SP:Iteration 20F (8646.130000 sec): 3 clusters Score: Raw -690454.997645 + Penalty 4194.470410 = -686260.527235 nChanged 33 SP:Iteration 21Q (8646.150000 sec): 3 clusters Score: Raw -690475.154802 + Penalty 4194.470410 = -686280.684392 nChanged 35 SP:Iteration 22Q (8646.170000 sec): 3 clusters Score: Raw -690496.908393 + Penalty 4194.470410 = -686302.437982 nChanged 33 SP:Iteration 23Q (8646.190000 sec): 3 clusters Score: Raw -690517.007205 + Penalty 4194.470410 = -686322.536794 nChanged 23 SP:Iteration 24Q (8646.210000 sec): 3 clusters Score: Raw -690532.353340 + Penalty 4194.470410 = -686337.882930 nChanged 23 SP:Iteration 25Q (8646.220000 sec): 3 clusters Score: Raw -690546.668961 + Penalty 4194.470410 = -686352.198550 nChanged 20 SP:Iteration 26Q (8646.240000 sec): 3 clusters Score: Raw -690560.235810 + Penalty 4194.470410 = -686365.765400 nChanged 22 SP:Iteration 27Q (8646.260000 sec): 3 clusters Score: Raw -690575.341893 + Penalty 4194.470410 = -686380.871483 nChanged 20 SP:Iteration 28Q (8646.280000 sec): 3 clusters Score: Raw -690590.754710 + Penalty 4194.470410 = -686396.284300 nChanged 14 SP:Iteration 29Q (8646.300000 sec): 3 clusters Score: Raw -690601.957030 + Penalty 4194.470410 = -686407.486619 nChanged 19 SP:Iteration 30Q (8646.320000 sec): 3 clusters Score: Raw -690618.451359 + Penalty 4194.470410 = -686423.980948 nChanged 21 SP:Iteration 31Q (8646.340000 sec): 3 clusters Score: Raw -690634.582673 + Penalty 4194.470410 = -686440.112262 nChanged 14 SP:Iteration 32Q (8646.350000 sec): 3 clusters Score: Raw -690643.213225 + Penalty 4194.470410 = -686448.742815 nChanged 12 SP:Iteration 33Q (8646.370000 sec): 3 clusters Score: Raw -690649.474321 + Penalty 4194.470410 = -686455.003910 nChanged 8 SP:Iteration 34Q (8646.390000 sec): 3 clusters Score: Raw -690653.565561 + Penalty 4194.470410 = -686459.095151 nChanged 8 SP:Iteration 35Q (8646.400000 sec): 3 clusters Score: Raw -690658.823659 + Penalty 4194.470410 = -686464.353249 nChanged 5 SP:Iteration 36Q (8646.420000 sec): 3 clusters Score: Raw -690662.004249 + Penalty 4194.470410 = -686467.533839 nChanged 5 SP:Iteration 37Q (8646.440000 sec): 3 clusters Score: Raw -690665.447774 + Penalty 4194.470410 = -686470.977363 nChanged 9 SP:Iteration 38Q (8646.460000 sec): 3 clusters Score: Raw -690670.362117 + Penalty 4194.470410 = -686475.891707 nChanged 5 SP:Iteration 39Q (8646.480000 sec): 3 clusters Score: Raw -690674.342309 + Penalty 4194.470410 = -686479.871899 nChanged 4 SP:Iteration 40F (8646.500000 sec): 3 clusters Score: Raw -690679.676900 + Penalty 4194.470410 = -686485.206490 nChanged 9 SP:Iteration 41Q (8646.510000 sec): 3 clusters Score: Raw -690685.932844 + Penalty 4194.470410 = -686491.462433 nChanged 7 SP:Iteration 42Q (8646.530000 sec): 3 clusters Score: Raw -690689.908513 + Penalty 4194.470410 = -686495.438103 nChanged 4 SP:Iteration 43Q (8646.550000 sec): 3 clusters Score: Raw -690692.078165 + Penalty 4194.470410 = -686497.607754 nChanged 1 SP:Iteration 44Q (8646.560000 sec): 3 clusters Score: Raw -690693.632326 + Penalty 4194.470410 = -686499.161916 nChanged 1 SP:Iteration 45Q (8646.580000 sec): 3 clusters Score: Raw -690694.390687 + Penalty 4194.470410 = -686499.920277 nChanged 3 SP:Iteration 46Q (8646.600000 sec): 3 clusters Score: Raw -690696.082152 + Penalty 4194.470410 = -686501.611742 nChanged 4 SP:Iteration 47Q (8646.620000 sec): 3 clusters Score: Raw -690699.198910 + Penalty 4194.470410 = -686504.728500 nChanged 4 SP:Iteration 48Q (8646.640000 sec): 3 clusters Score: Raw -690702.356942 + Penalty 4194.470410 = -686507.886531 nChanged 5 SP:Iteration 49Q (8646.650000 sec): 3 clusters Score: Raw -690706.358764 + Penalty 4194.470410 = -686511.888353 nChanged 6 SP:Iteration 50Q (8646.670000 sec): 3 clusters Score: Raw -690711.136542 + Penalty 4194.470410 = -686516.666132 nChanged 6 SP:Iteration 51Q (8646.690000 sec): 3 clusters Score: Raw -690716.449379 + Penalty 4194.470410 = -686521.978969 nChanged 7 SP:Iteration 52Q (8646.700000 sec): 3 clusters Score: Raw -690722.353509 + Penalty 4194.470410 = -686527.883098 nChanged 6 SP:Iteration 53Q (8646.720000 sec): 3 clusters Score: Raw -690727.170431 + Penalty 4194.470410 = -686532.700021 nChanged 9 SP:Iteration 54Q (8646.740000 sec): 3 clusters Score: Raw -690735.075008 + Penalty 4194.470410 = -686540.604598 nChanged 6 SP:Iteration 55Q (8646.760000 sec): 3 clusters Score: Raw -690740.496747 + Penalty 4194.470410 = -686546.026337 nChanged 6 SP:Iteration 56Q (8646.770000 sec): 3 clusters Score: Raw -690744.572942 + Penalty 4194.470410 = -686550.102531 nChanged 7 SP:Iteration 57Q (8646.790000 sec): 3 clusters Score: Raw -690749.176186 + Penalty 4194.470410 = -686554.705775 nChanged 4 SP:Iteration 58Q (8646.810000 sec): 3 clusters Score: Raw -690750.632670 + Penalty 4194.470410 = -686556.162260 nChanged 3 SP:Iteration 59Q (8646.830000 sec): 3 clusters Score: Raw -690752.172238 + Penalty 4194.470410 = -686557.701828 nChanged 1 SP:Iteration 60F (8646.850000 sec): 3 clusters Score: Raw -690752.502665 + Penalty 4194.470410 = -686558.032255 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8646.930000 sec): 2 clusters Score: Raw -3582600.041815 + Penalty 2488.483770 = -3580111.558045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8647.030000 sec): 3 clusters Score: Raw -3569192.052745 + Penalty 4976.967540 = -3564215.085205 nChanged 10153 SP:Iteration 1F (8647.130000 sec): 3 clusters Score: Raw -3574768.978433 + Penalty 4976.967540 = -3569792.010893 nChanged 1239 SP:Iteration 2F (8647.230000 sec): 3 clusters Score: Raw -3575223.301115 + Penalty 4976.967540 = -3570246.333575 nChanged 1064 SP:Iteration 3Q (8647.330000 sec): 3 clusters Score: Raw -3575617.410946 + Penalty 4976.967540 = -3570640.443406 nChanged 961 SP:Iteration 4Q (8647.430000 sec): 3 clusters Score: Raw -3575973.082761 + Penalty 4976.967540 = -3570996.115221 nChanged 937 SP:Iteration 5Q (8647.530000 sec): 3 clusters Score: Raw -3576343.600865 + Penalty 4976.967540 = -3571366.633325 nChanged 976 SP:Iteration 6Q (8647.630000 sec): 3 clusters Score: Raw -3576759.969542 + Penalty 4976.967540 = -3571783.002002 nChanged 992 SP:Iteration 7Q (8647.730000 sec): 3 clusters Score: Raw -3577216.291509 + Penalty 4976.967540 = -3572239.323969 nChanged 1070 SP:Iteration 8Q (8647.820000 sec): 3 clusters Score: Raw -3577756.962426 + Penalty 4976.967540 = -3572779.994886 nChanged 1055 SP:Iteration 9Q (8647.920000 sec): 3 clusters Score: Raw -3578296.647599 + Penalty 4976.967540 = -3573319.680058 nChanged 1053 SP:Iteration 10Q (8648.020000 sec): 3 clusters Score: Raw -3578865.388232 + Penalty 4976.967540 = -3573888.420692 nChanged 990 SP:Iteration 11Q (8648.120000 sec): 3 clusters Score: Raw -3579396.891634 + Penalty 4976.967540 = -3574419.924094 nChanged 903 SP:Iteration 12Q (8648.220000 sec): 3 clusters Score: Raw -3579913.788708 + Penalty 4976.967540 = -3574936.821168 nChanged 767 SP:Iteration 13Q (8648.320000 sec): 3 clusters Score: Raw -3580359.341184 + Penalty 4976.967540 = -3575382.373644 nChanged 654 SP:Iteration 14Q (8648.410000 sec): 3 clusters Score: Raw -3580762.980144 + Penalty 4976.967540 = -3575786.012604 nChanged 579 SP:Iteration 15Q (8648.510000 sec): 3 clusters Score: Raw -3581179.451023 + Penalty 4976.967540 = -3576202.483483 nChanged 522 SP:Iteration 16Q (8648.610000 sec): 3 clusters Score: Raw -3581594.367356 + Penalty 4976.967540 = -3576617.399816 nChanged 435 SP:Iteration 17Q (8648.700000 sec): 3 clusters Score: Raw -3582016.617336 + Penalty 4976.967540 = -3577039.649796 nChanged 361 SP:Iteration 18Q (8648.790000 sec): 3 clusters Score: Raw -3582378.224367 + Penalty 4976.967540 = -3577401.256827 nChanged 297 SP:Iteration 19Q (8648.870000 sec): 3 clusters Score: Raw -3582688.179308 + Penalty 4976.967540 = -3577711.211768 nChanged 230 SP:Iteration 20F (8648.970000 sec): 3 clusters Score: Raw -3582893.332896 + Penalty 4976.967540 = -3577916.365356 nChanged 151 SP:Iteration 21Q (8649.040000 sec): 3 clusters Score: Raw -3583015.940510 + Penalty 4976.967540 = -3578038.972969 nChanged 128 SP:Iteration 22Q (8649.120000 sec): 3 clusters Score: Raw -3583102.151376 + Penalty 4976.967540 = -3578125.183836 nChanged 98 SP:Iteration 23Q (8649.190000 sec): 3 clusters Score: Raw -3583161.845262 + Penalty 4976.967540 = -3578184.877722 nChanged 80 SP:Iteration 24Q (8649.270000 sec): 3 clusters Score: Raw -3583201.526382 + Penalty 4976.967540 = -3578224.558842 nChanged 47 SP:Iteration 25Q (8649.340000 sec): 3 clusters Score: Raw -3583226.661002 + Penalty 4976.967540 = -3578249.693462 nChanged 40 SP:Iteration 26Q (8649.410000 sec): 3 clusters Score: Raw -3583246.487683 + Penalty 4976.967540 = -3578269.520142 nChanged 32 SP:Iteration 27Q (8649.480000 sec): 3 clusters Score: Raw -3583261.070474 + Penalty 4976.967540 = -3578284.102934 nChanged 27 SP:Iteration 28Q (8649.550000 sec): 3 clusters Score: Raw -3583269.996083 + Penalty 4976.967540 = -3578293.028543 nChanged 14 SP:Iteration 29Q (8649.630000 sec): 3 clusters Score: Raw -3583274.147001 + Penalty 4976.967540 = -3578297.179460 nChanged 10 SP:Iteration 30Q (8649.700000 sec): 3 clusters Score: Raw -3583278.086391 + Penalty 4976.967540 = -3578301.118850 nChanged 14 SP:Iteration 31Q (8649.770000 sec): 3 clusters Score: Raw -3583283.694623 + Penalty 4976.967540 = -3578306.727083 nChanged 16 SP:Iteration 32Q (8649.850000 sec): 3 clusters Score: Raw -3583289.490376 + Penalty 4976.967540 = -3578312.522836 nChanged 15 SP:Iteration 33Q (8649.910000 sec): 3 clusters Score: Raw -3583294.197584 + Penalty 4976.967540 = -3578317.230044 nChanged 11 SP:Iteration 34Q (8649.990000 sec): 3 clusters Score: Raw -3583298.017774 + Penalty 4976.967540 = -3578321.050234 nChanged 7 SP:Iteration 35Q (8650.060000 sec): 3 clusters Score: Raw -3583299.238981 + Penalty 4976.967540 = -3578322.271441 nChanged 5 SP:Iteration 36Q (8650.130000 sec): 3 clusters Score: Raw -3583300.302734 + Penalty 4976.967540 = -3578323.335194 nChanged 3 SP:Iteration 37Q (8650.200000 sec): 3 clusters Score: Raw -3583300.731120 + Penalty 4976.967540 = -3578323.763580 nChanged 0 SP:Iteration 38F (8650.300000 sec): 3 clusters Score: Raw -3583300.731120 + Penalty 4976.967540 = -3578323.763580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (90239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8650.640000 sec): 2 clusters Score: Raw -14000494.928758 + Penalty 2829.733812 = -13997665.194946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8651.030000 sec): 3 clusters Score: Raw -13942915.570244 + Penalty 5659.467625 = -13937256.102620 nChanged 42483 SP:Iteration 1F (8651.430000 sec): 3 clusters Score: Raw -13967190.841457 + Penalty 5659.467625 = -13961531.373832 nChanged 2877 SP:Iteration 2Q (8651.830000 sec): 3 clusters Score: Raw -13967862.413826 + Penalty 5659.467625 = -13962202.946201 nChanged 2888 SP:Iteration 3Q (8652.230000 sec): 3 clusters Score: Raw -13968629.984708 + Penalty 5659.467625 = -13962970.517084 nChanged 3131 SP:Iteration 4Q (8652.630000 sec): 3 clusters Score: Raw -13969578.843150 + Penalty 5659.467625 = -13963919.375525 nChanged 3449 SP:Iteration 5Q (8653.020000 sec): 3 clusters Score: Raw -13970810.750689 + Penalty 5659.467625 = -13965151.283064 nChanged 3904 SP:Iteration 6Q (8653.420000 sec): 3 clusters Score: Raw -13972476.660149 + Penalty 5659.467625 = -13966817.192524 nChanged 4298 SP:Iteration 7Q (8653.820000 sec): 3 clusters Score: Raw -13974651.412127 + Penalty 5659.467625 = -13968991.944503 nChanged 4714 SP:Iteration 8F (8654.210000 sec): 3 clusters Score: Raw -13977243.893713 + Penalty 5659.467625 = -13971584.426089 nChanged 4738 SP:Iteration 9F (8654.610000 sec): 3 clusters Score: Raw -13979947.875770 + Penalty 5659.467625 = -13974288.408146 nChanged 4554 SP:Iteration 10F (8655.000000 sec): 3 clusters Score: Raw -13982562.637698 + Penalty 5659.467625 = -13976903.170074 nChanged 4413 SP:Iteration 11Q (8655.390000 sec): 3 clusters Score: Raw -13985037.086021 + Penalty 5659.467625 = -13979377.618396 nChanged 4323 SP:Iteration 12Q (8655.780000 sec): 3 clusters Score: Raw -13987459.185243 + Penalty 5659.467625 = -13981799.717618 nChanged 4218 SP:Iteration 13Q (8656.160000 sec): 3 clusters Score: Raw -13989830.959437 + Penalty 5659.467625 = -13984171.491812 nChanged 4177 SP:Iteration 14Q (8656.530000 sec): 3 clusters Score: Raw -13992200.143602 + Penalty 5659.467625 = -13986540.675977 nChanged 3867 SP:Iteration 15Q (8656.900000 sec): 3 clusters Score: Raw -13994370.665716 + Penalty 5659.467625 = -13988711.198092 nChanged 3329 SP:Iteration 16Q (8657.260000 sec): 3 clusters Score: Raw -13996174.936433 + Penalty 5659.467625 = -13990515.468809 nChanged 2632 SP:Iteration 17Q (8657.610000 sec): 3 clusters Score: Raw -13997545.109950 + Penalty 5659.467625 = -13991885.642325 nChanged 2021 SP:Iteration 18Q (8657.930000 sec): 3 clusters Score: Raw -13998577.393356 + Penalty 5659.467625 = -13992917.925731 nChanged 1458 SP:Iteration 19Q (8658.250000 sec): 3 clusters Score: Raw -13999282.467139 + Penalty 5659.467625 = -13993622.999515 nChanged 1027 SP:Iteration 20F (8658.650000 sec): 3 clusters Score: Raw -13999773.445677 + Penalty 5659.467625 = -13994113.978053 nChanged 700 SP:Iteration 21Q (8658.950000 sec): 3 clusters Score: Raw -14000106.241912 + Penalty 5659.467625 = -13994446.774288 nChanged 495 SP:Iteration 22Q (8659.250000 sec): 3 clusters Score: Raw -14000340.973445 + Penalty 5659.467625 = -13994681.505820 nChanged 346 SP:Iteration 23Q (8659.550000 sec): 3 clusters Score: Raw -14000491.965294 + Penalty 5659.467625 = -13994832.497669 nChanged 243 SP:Iteration 24Q (8659.830000 sec): 3 clusters Score: Raw -14000601.956523 + Penalty 5659.467625 = -13994942.488898 nChanged 197 SP:Iteration 25Q (8660.120000 sec): 3 clusters Score: Raw -14000688.628860 + Penalty 5659.467625 = -13995029.161236 nChanged 130 SP:Iteration 26Q (8660.410000 sec): 3 clusters Score: Raw -14000742.746530 + Penalty 5659.467625 = -13995083.278905 nChanged 106 SP:Iteration 27Q (8660.690000 sec): 3 clusters Score: Raw -14000784.338392 + Penalty 5659.467625 = -13995124.870768 nChanged 79 SP:Iteration 28Q (8660.980000 sec): 3 clusters Score: Raw -14000815.343612 + Penalty 5659.467625 = -13995155.875988 nChanged 74 SP:Iteration 29Q (8661.260000 sec): 3 clusters Score: Raw -14000848.437181 + Penalty 5659.467625 = -13995188.969556 nChanged 61 SP:Iteration 30Q (8661.550000 sec): 3 clusters Score: Raw -14000876.862653 + Penalty 5659.467625 = -13995217.395028 nChanged 64 SP:Iteration 31Q (8661.830000 sec): 3 clusters Score: Raw -14000903.641100 + Penalty 5659.467625 = -13995244.173475 nChanged 50 SP:Iteration 32Q (8662.110000 sec): 3 clusters Score: Raw -14000926.042187 + Penalty 5659.467625 = -13995266.574562 nChanged 34 SP:Iteration 33Q (8662.390000 sec): 3 clusters Score: Raw -14000938.705764 + Penalty 5659.467625 = -13995279.238139 nChanged 26 SP:Iteration 34Q (8662.670000 sec): 3 clusters Score: Raw -14000948.734190 + Penalty 5659.467625 = -13995289.266565 nChanged 23 SP:Iteration 35Q (8662.950000 sec): 3 clusters Score: Raw -14000958.792824 + Penalty 5659.467625 = -13995299.325200 nChanged 23 SP:Iteration 36Q (8663.230000 sec): 3 clusters Score: Raw -14000966.909079 + Penalty 5659.467625 = -13995307.441454 nChanged 20 SP:Iteration 37Q (8663.510000 sec): 3 clusters Score: Raw -14000974.330044 + Penalty 5659.467625 = -13995314.862419 nChanged 20 SP:Iteration 38Q (8663.790000 sec): 3 clusters Score: Raw -14000982.416108 + Penalty 5659.467625 = -13995322.948484 nChanged 19 SP:Iteration 39Q (8664.070000 sec): 3 clusters Score: Raw -14000989.514615 + Penalty 5659.467625 = -13995330.046991 nChanged 15 SP:Iteration 40F (8664.460000 sec): 3 clusters Score: Raw -14000994.979287 + Penalty 5659.467625 = -13995335.511662 nChanged 18 SP:Iteration 41Q (8664.730000 sec): 3 clusters Score: Raw -14001000.729280 + Penalty 5659.467625 = -13995341.261655 nChanged 9 SP:Iteration 42Q (8665.010000 sec): 3 clusters Score: Raw -14001003.947084 + Penalty 5659.467625 = -13995344.479460 nChanged 11 SP:Iteration 43Q (8665.290000 sec): 3 clusters Score: Raw -14001007.754065 + Penalty 5659.467625 = -13995348.286440 nChanged 7 SP:Iteration 44Q (8665.570000 sec): 3 clusters Score: Raw -14001010.095319 + Penalty 5659.467625 = -13995350.627694 nChanged 4 SP:Iteration 45Q (8665.850000 sec): 3 clusters Score: Raw -14001011.233810 + Penalty 5659.467625 = -13995351.766185 nChanged 6 SP:Iteration 46Q (8666.130000 sec): 3 clusters Score: Raw -14001013.604354 + Penalty 5659.467625 = -13995354.136730 nChanged 3 SP:Iteration 47Q (8666.390000 sec): 3 clusters Score: Raw -14001014.729857 + Penalty 5659.467625 = -13995355.262232 nChanged 1 SP:Iteration 48Q (8666.650000 sec): 3 clusters Score: Raw -14001015.210562 + Penalty 5659.467625 = -13995355.742937 nChanged 2 SP:Iteration 49Q (8666.930000 sec): 3 clusters Score: Raw -14001015.622319 + Penalty 5659.467625 = -13995356.154694 nChanged 2 SP:Iteration 50Q (8667.230000 sec): 3 clusters Score: Raw -14001016.443690 + Penalty 5659.467625 = -13995356.976066 nChanged 3 SP:Iteration 51Q (8667.510000 sec): 3 clusters Score: Raw -14001017.669912 + Penalty 5659.467625 = -13995358.202288 nChanged 5 SP:Iteration 52Q (8667.780000 sec): 3 clusters Score: Raw -14001019.598377 + Penalty 5659.467625 = -13995360.130752 nChanged 5 SP:Iteration 53Q (8668.060000 sec): 3 clusters Score: Raw -14001021.447471 + Penalty 5659.467625 = -13995361.979846 nChanged 5 SP:Iteration 54Q (8668.340000 sec): 3 clusters Score: Raw -14001023.065511 + Penalty 5659.467625 = -13995363.597887 nChanged 6 SP:Iteration 55Q (8668.610000 sec): 3 clusters Score: Raw -14001025.088026 + Penalty 5659.467625 = -13995365.620401 nChanged 6 SP:Iteration 56Q (8668.890000 sec): 3 clusters Score: Raw -14001027.224011 + Penalty 5659.467625 = -13995367.756387 nChanged 2 SP:Iteration 57Q (8669.150000 sec): 3 clusters Score: Raw -14001027.659356 + Penalty 5659.467625 = -13995368.191731 nChanged 2 SP:Iteration 58Q (8669.410000 sec): 3 clusters Score: Raw -14001028.276652 + Penalty 5659.467625 = -13995368.809027 nChanged 1 SP:Iteration 59Q (8669.680000 sec): 3 clusters Score: Raw -14001028.668902 + Penalty 5659.467625 = -13995369.201277 nChanged 5 SP:Iteration 60F (8670.050000 sec): 3 clusters Score: Raw -14001030.428034 + Penalty 5659.467625 = -13995370.960409 nChanged 5 SP:Iteration 61Q (8670.310000 sec): 3 clusters Score: Raw -14001031.934948 + Penalty 5659.467625 = -13995372.467324 nChanged 3 SP:Iteration 62Q (8670.570000 sec): 3 clusters Score: Raw -14001033.235031 + Penalty 5659.467625 = -13995373.767406 nChanged 6 SP:Iteration 63Q (8670.830000 sec): 3 clusters Score: Raw -14001036.054396 + Penalty 5659.467625 = -13995376.586772 nChanged 10 SP:Iteration 64Q (8671.100000 sec): 3 clusters Score: Raw -14001039.726526 + Penalty 5659.467625 = -13995380.258901 nChanged 4 SP:Iteration 65Q (8671.360000 sec): 3 clusters Score: Raw -14001041.360059 + Penalty 5659.467625 = -13995381.892434 nChanged 7 SP:Iteration 66Q (8671.630000 sec): 3 clusters Score: Raw -14001043.842367 + Penalty 5659.467625 = -13995384.374742 nChanged 4 SP:Iteration 67Q (8671.890000 sec): 3 clusters Score: Raw -14001044.937992 + Penalty 5659.467625 = -13995385.470367 nChanged 2 SP:Iteration 68Q (8672.150000 sec): 3 clusters Score: Raw -14001045.775200 + Penalty 5659.467625 = -13995386.307575 nChanged 4 SP:Iteration 69Q (8672.410000 sec): 3 clusters Score: Raw -14001047.465830 + Penalty 5659.467625 = -13995387.998206 nChanged 0 SP:Iteration 70F (8672.780000 sec): 3 clusters Score: Raw -14001047.465830 + Penalty 5659.467625 = -13995387.998206 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8672.830000 sec): 2 clusters Score: Raw -510488.718372 + Penalty 2009.816566 = -508478.901806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8672.840000 sec): 3 clusters Score: Raw -509013.010470 + Penalty 4019.633132 = -504993.377338 nChanged 1201 SP:Iteration 1F (8672.850000 sec): 3 clusters Score: Raw -509830.767042 + Penalty 4019.633132 = -505811.133911 nChanged 277 SP:Iteration 2F (8672.870000 sec): 3 clusters Score: Raw -510040.391300 + Penalty 4019.633132 = -506020.758168 nChanged 175 SP:Iteration 3F (8672.880000 sec): 3 clusters Score: Raw -510151.933163 + Penalty 4019.633132 = -506132.300032 nChanged 119 SP:Iteration 4Q (8672.890000 sec): 3 clusters Score: Raw -510226.220757 + Penalty 4019.633132 = -506206.587625 nChanged 105 SP:Iteration 5Q (8672.910000 sec): 3 clusters Score: Raw -510297.836718 + Penalty 4019.633132 = -506278.203586 nChanged 99 SP:Iteration 6Q (8672.920000 sec): 3 clusters Score: Raw -510364.995614 + Penalty 4019.633132 = -506345.362482 nChanged 93 SP:Iteration 7Q (8672.930000 sec): 3 clusters Score: Raw -510434.847386 + Penalty 4019.633132 = -506415.214254 nChanged 108 SP:Iteration 8Q (8672.950000 sec): 3 clusters Score: Raw -510514.328423 + Penalty 4019.633132 = -506494.695292 nChanged 85 SP:Iteration 9Q (8672.960000 sec): 3 clusters Score: Raw -510579.575772 + Penalty 4019.633132 = -506559.942640 nChanged 90 SP:Iteration 10Q (8672.970000 sec): 3 clusters Score: Raw -510644.045688 + Penalty 4019.633132 = -506624.412556 nChanged 79 SP:Iteration 11Q (8672.980000 sec): 3 clusters Score: Raw -510699.557782 + Penalty 4019.633132 = -506679.924650 nChanged 78 SP:Iteration 12Q (8673.000000 sec): 3 clusters Score: Raw -510753.166151 + Penalty 4019.633132 = -506733.533019 nChanged 66 SP:Iteration 13Q (8673.010000 sec): 3 clusters Score: Raw -510801.944169 + Penalty 4019.633132 = -506782.311037 nChanged 57 SP:Iteration 14Q (8673.020000 sec): 3 clusters Score: Raw -510842.375154 + Penalty 4019.633132 = -506822.742023 nChanged 40 SP:Iteration 15Q (8673.040000 sec): 3 clusters Score: Raw -510865.029963 + Penalty 4019.633132 = -506845.396831 nChanged 43 SP:Iteration 16Q (8673.050000 sec): 3 clusters Score: Raw -510891.754501 + Penalty 4019.633132 = -506872.121369 nChanged 34 SP:Iteration 17Q (8673.060000 sec): 3 clusters Score: Raw -510909.834817 + Penalty 4019.633132 = -506890.201686 nChanged 20 SP:Iteration 18Q (8673.070000 sec): 3 clusters Score: Raw -510923.274048 + Penalty 4019.633132 = -506903.640917 nChanged 19 SP:Iteration 19Q (8673.090000 sec): 3 clusters Score: Raw -510936.739971 + Penalty 4019.633132 = -506917.106839 nChanged 17 SP:Iteration 20F (8673.100000 sec): 3 clusters Score: Raw -510949.684372 + Penalty 4019.633132 = -506930.051240 nChanged 17 SP:Iteration 21Q (8673.110000 sec): 3 clusters Score: Raw -510960.917564 + Penalty 4019.633132 = -506941.284432 nChanged 16 SP:Iteration 22Q (8673.130000 sec): 3 clusters Score: Raw -510970.812961 + Penalty 4019.633132 = -506951.179829 nChanged 14 SP:Iteration 23Q (8673.140000 sec): 3 clusters Score: Raw -510979.907316 + Penalty 4019.633132 = -506960.274184 nChanged 9 SP:Iteration 24Q (8673.150000 sec): 3 clusters Score: Raw -510984.220167 + Penalty 4019.633132 = -506964.587036 nChanged 10 SP:Iteration 25Q (8673.170000 sec): 3 clusters Score: Raw -510989.352737 + Penalty 4019.633132 = -506969.719605 nChanged 7 SP:Iteration 26Q (8673.180000 sec): 3 clusters Score: Raw -510993.001222 + Penalty 4019.633132 = -506973.368090 nChanged 10 SP:Iteration 27Q (8673.190000 sec): 3 clusters Score: Raw -511000.807719 + Penalty 4019.633132 = -506981.174587 nChanged 9 SP:Iteration 28Q (8673.200000 sec): 3 clusters Score: Raw -511007.579367 + Penalty 4019.633132 = -506987.946235 nChanged 10 SP:Iteration 29Q (8673.210000 sec): 3 clusters Score: Raw -511015.076938 + Penalty 4019.633132 = -506995.443806 nChanged 11 SP:Iteration 30Q (8673.230000 sec): 3 clusters Score: Raw -511021.785768 + Penalty 4019.633132 = -507002.152636 nChanged 5 SP:Iteration 31Q (8673.240000 sec): 3 clusters Score: Raw -511024.928742 + Penalty 4019.633132 = -507005.295610 nChanged 6 SP:Iteration 32Q (8673.250000 sec): 3 clusters Score: Raw -511027.819167 + Penalty 4019.633132 = -507008.186036 nChanged 3 SP:Iteration 33Q (8673.270000 sec): 3 clusters Score: Raw -511028.693634 + Penalty 4019.633132 = -507009.060502 nChanged 1 SP:Iteration 34Q (8673.280000 sec): 3 clusters Score: Raw -511029.338424 + Penalty 4019.633132 = -507009.705292 nChanged 2 SP:Iteration 35Q (8673.290000 sec): 3 clusters Score: Raw -511030.883167 + Penalty 4019.633132 = -507011.250036 nChanged 1 SP:Iteration 36Q (8673.310000 sec): 3 clusters Score: Raw -511031.328640 + Penalty 4019.633132 = -507011.695508 nChanged 0 SP:Iteration 37F (8673.320000 sec): 3 clusters Score: Raw -511031.328640 + Penalty 4019.633132 = -507011.695508 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8673.810000 sec): 2 clusters Score: Raw -20465012.738185 + Penalty 2926.269029 = -20462086.469155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8674.370000 sec): 3 clusters Score: Raw -20378884.469865 + Penalty 5852.538059 = -20373031.931806 nChanged 63604 SP:Iteration 1F (8674.920000 sec): 3 clusters Score: Raw -20415793.003216 + Penalty 5852.538059 = -20409940.465157 nChanged 4824 SP:Iteration 2Q (8675.490000 sec): 3 clusters Score: Raw -20417236.160458 + Penalty 5852.538059 = -20411383.622400 nChanged 5614 SP:Iteration 3Q (8676.050000 sec): 3 clusters Score: Raw -20419320.298900 + Penalty 5852.538059 = -20413467.760841 nChanged 6836 SP:Iteration 4F (8676.600000 sec): 3 clusters Score: Raw -20422588.694420 + Penalty 5852.538059 = -20416736.156362 nChanged 8315 SP:Iteration 5F (8677.150000 sec): 3 clusters Score: Raw -20427497.025047 + Penalty 5852.538059 = -20421644.486988 nChanged 9357 SP:Iteration 6F (8677.710000 sec): 3 clusters Score: Raw -20433841.514757 + Penalty 5852.538059 = -20427988.976698 nChanged 9343 SP:Iteration 7F (8678.270000 sec): 3 clusters Score: Raw -20441016.688322 + Penalty 5852.538059 = -20435164.150264 nChanged 8248 SP:Iteration 8F (8678.820000 sec): 3 clusters Score: Raw -20448412.472538 + Penalty 5852.538059 = -20442559.934479 nChanged 6404 SP:Iteration 9Q (8679.390000 sec): 3 clusters Score: Raw -20454657.104718 + Penalty 5852.538059 = -20448804.566659 nChanged 4906 SP:Iteration 10Q (8679.920000 sec): 3 clusters Score: Raw -20458247.192826 + Penalty 5852.538059 = -20452394.654767 nChanged 3253 SP:Iteration 11Q (8680.420000 sec): 3 clusters Score: Raw -20459713.771299 + Penalty 5852.538059 = -20453861.233240 nChanged 1950 SP:Iteration 12Q (8680.920000 sec): 3 clusters Score: Raw -20460284.437770 + Penalty 5852.538059 = -20454431.899711 nChanged 1259 SP:Iteration 13Q (8681.400000 sec): 3 clusters Score: Raw -20460594.900803 + Penalty 5852.538059 = -20454742.362744 nChanged 944 SP:Iteration 14Q (8681.860000 sec): 3 clusters Score: Raw -20460789.634081 + Penalty 5852.538059 = -20454937.096023 nChanged 774 SP:Iteration 15Q (8682.340000 sec): 3 clusters Score: Raw -20460925.178074 + Penalty 5852.538059 = -20455072.640015 nChanged 640 SP:Iteration 16Q (8682.810000 sec): 3 clusters Score: Raw -20461023.388134 + Penalty 5852.538059 = -20455170.850076 nChanged 553 SP:Iteration 17Q (8683.280000 sec): 3 clusters Score: Raw -20461099.718372 + Penalty 5852.538059 = -20455247.180313 nChanged 476 SP:Iteration 18Q (8683.740000 sec): 3 clusters Score: Raw -20461160.495080 + Penalty 5852.538059 = -20455307.957022 nChanged 461 SP:Iteration 19Q (8684.210000 sec): 3 clusters Score: Raw -20461213.904345 + Penalty 5852.538059 = -20455361.366286 nChanged 390 SP:Iteration 20F (8684.760000 sec): 3 clusters Score: Raw -20461256.777577 + Penalty 5852.538059 = -20455404.239518 nChanged 362 SP:Iteration 21Q (8685.220000 sec): 3 clusters Score: Raw -20461295.136299 + Penalty 5852.538059 = -20455442.598240 nChanged 333 SP:Iteration 22Q (8685.680000 sec): 3 clusters Score: Raw -20461328.559678 + Penalty 5852.538059 = -20455476.021619 nChanged 352 SP:Iteration 23Q (8686.150000 sec): 3 clusters Score: Raw -20461368.353100 + Penalty 5852.538059 = -20455515.815041 nChanged 400 SP:Iteration 24Q (8686.610000 sec): 3 clusters Score: Raw -20461412.935930 + Penalty 5852.538059 = -20455560.397871 nChanged 375 SP:Iteration 25Q (8687.070000 sec): 3 clusters Score: Raw -20461452.972756 + Penalty 5852.538059 = -20455600.434697 nChanged 353 SP:Iteration 26Q (8687.540000 sec): 3 clusters Score: Raw -20461493.062387 + Penalty 5852.538059 = -20455640.524328 nChanged 382 SP:Iteration 27Q (8688.000000 sec): 3 clusters Score: Raw -20461533.618356 + Penalty 5852.538059 = -20455681.080298 nChanged 380 SP:Iteration 28Q (8688.460000 sec): 3 clusters Score: Raw -20461574.657304 + Penalty 5852.538059 = -20455722.119245 nChanged 384 SP:Iteration 29Q (8688.920000 sec): 3 clusters Score: Raw -20461617.793926 + Penalty 5852.538059 = -20455765.255867 nChanged 384 SP:Iteration 30Q (8689.390000 sec): 3 clusters Score: Raw -20461659.120051 + Penalty 5852.538059 = -20455806.581992 nChanged 393 SP:Iteration 31Q (8689.840000 sec): 3 clusters Score: Raw -20461704.253352 + Penalty 5852.538059 = -20455851.715294 nChanged 438 SP:Iteration 32Q (8690.300000 sec): 3 clusters Score: Raw -20461757.572749 + Penalty 5852.538059 = -20455905.034690 nChanged 421 SP:Iteration 33Q (8690.760000 sec): 3 clusters Score: Raw -20461809.069126 + Penalty 5852.538059 = -20455956.531067 nChanged 448 SP:Iteration 34Q (8691.230000 sec): 3 clusters Score: Raw -20461863.200554 + Penalty 5852.538059 = -20456010.662495 nChanged 451 SP:Iteration 35Q (8691.690000 sec): 3 clusters Score: Raw -20461919.147362 + Penalty 5852.538059 = -20456066.609303 nChanged 457 SP:Iteration 36Q (8692.150000 sec): 3 clusters Score: Raw -20461978.155054 + Penalty 5852.538059 = -20456125.616995 nChanged 465 SP:Iteration 37Q (8692.610000 sec): 3 clusters Score: Raw -20462047.965516 + Penalty 5852.538059 = -20456195.427457 nChanged 534 SP:Iteration 38Q (8693.070000 sec): 3 clusters Score: Raw -20462139.839395 + Penalty 5852.538059 = -20456287.301337 nChanged 571 SP:Iteration 39Q (8693.520000 sec): 3 clusters Score: Raw -20462241.579878 + Penalty 5852.538059 = -20456389.041819 nChanged 592 SP:Iteration 40F (8694.070000 sec): 3 clusters Score: Raw -20462352.719330 + Penalty 5852.538059 = -20456500.181272 nChanged 623 SP:Iteration 41Q (8694.530000 sec): 3 clusters Score: Raw -20462473.949600 + Penalty 5852.538059 = -20456621.411542 nChanged 660 SP:Iteration 42Q (8695.000000 sec): 3 clusters Score: Raw -20462609.713154 + Penalty 5852.538059 = -20456757.175095 nChanged 673 SP:Iteration 43Q (8695.460000 sec): 3 clusters Score: Raw -20462754.954078 + Penalty 5852.538059 = -20456902.416019 nChanged 657 SP:Iteration 44Q (8695.920000 sec): 3 clusters Score: Raw -20462900.637871 + Penalty 5852.538059 = -20457048.099812 nChanged 643 SP:Iteration 45Q (8696.370000 sec): 3 clusters Score: Raw -20463060.015996 + Penalty 5852.538059 = -20457207.477937 nChanged 629 SP:Iteration 46Q (8696.830000 sec): 3 clusters Score: Raw -20463221.785799 + Penalty 5852.538059 = -20457369.247740 nChanged 643 SP:Iteration 47Q (8697.280000 sec): 3 clusters Score: Raw -20463396.767404 + Penalty 5852.538059 = -20457544.229345 nChanged 635 SP:Iteration 48Q (8697.720000 sec): 3 clusters Score: Raw -20463585.606324 + Penalty 5852.538059 = -20457733.068265 nChanged 632 SP:Iteration 49Q (8698.150000 sec): 3 clusters Score: Raw -20463787.393429 + Penalty 5852.538059 = -20457934.855370 nChanged 623 SP:Iteration 50Q (8698.590000 sec): 3 clusters Score: Raw -20464029.036359 + Penalty 5852.538059 = -20458176.498300 nChanged 575 SP:Iteration 51Q (8699.020000 sec): 3 clusters Score: Raw -20464266.373024 + Penalty 5852.538059 = -20458413.834965 nChanged 536 SP:Iteration 52Q (8699.450000 sec): 3 clusters Score: Raw -20464491.494873 + Penalty 5852.538059 = -20458638.956815 nChanged 491 SP:Iteration 53Q (8699.870000 sec): 3 clusters Score: Raw -20464707.183409 + Penalty 5852.538059 = -20458854.645350 nChanged 486 SP:Iteration 54Q (8700.290000 sec): 3 clusters Score: Raw -20464915.691068 + Penalty 5852.538059 = -20459063.153010 nChanged 417 SP:Iteration 55Q (8700.710000 sec): 3 clusters Score: Raw -20465063.395795 + Penalty 5852.538059 = -20459210.857736 nChanged 333 SP:Iteration 56Q (8701.130000 sec): 3 clusters Score: Raw -20465161.342388 + Penalty 5852.538059 = -20459308.804329 nChanged 300 SP:Iteration 57Q (8701.550000 sec): 3 clusters Score: Raw -20465234.182036 + Penalty 5852.538059 = -20459381.643978 nChanged 248 SP:Iteration 58Q (8701.960000 sec): 3 clusters Score: Raw -20465290.435113 + Penalty 5852.538059 = -20459437.897054 nChanged 233 SP:Iteration 59Q (8702.370000 sec): 3 clusters Score: Raw -20465346.531083 + Penalty 5852.538059 = -20459493.993024 nChanged 242 SP:Iteration 60F (8702.920000 sec): 3 clusters Score: Raw -20465399.688326 + Penalty 5852.538059 = -20459547.150268 nChanged 198 SP:Iteration 61Q (8703.330000 sec): 3 clusters Score: Raw -20465438.607099 + Penalty 5852.538059 = -20459586.069040 nChanged 189 SP:Iteration 62Q (8703.740000 sec): 3 clusters Score: Raw -20465473.060245 + Penalty 5852.538059 = -20459620.522187 nChanged 155 SP:Iteration 63Q (8704.140000 sec): 3 clusters Score: Raw -20465498.173852 + Penalty 5852.538059 = -20459645.635793 nChanged 131 SP:Iteration 64Q (8704.550000 sec): 3 clusters Score: Raw -20465519.459556 + Penalty 5852.538059 = -20459666.921498 nChanged 126 SP:Iteration 65Q (8704.950000 sec): 3 clusters Score: Raw -20465539.111501 + Penalty 5852.538059 = -20459686.573442 nChanged 105 SP:Iteration 66Q (8705.360000 sec): 3 clusters Score: Raw -20465554.323664 + Penalty 5852.538059 = -20459701.785605 nChanged 88 SP:Iteration 67Q (8705.760000 sec): 3 clusters Score: Raw -20465567.422695 + Penalty 5852.538059 = -20459714.884636 nChanged 74 SP:Iteration 68Q (8706.170000 sec): 3 clusters Score: Raw -20465577.831031 + Penalty 5852.538059 = -20459725.292973 nChanged 76 SP:Iteration 69Q (8706.570000 sec): 3 clusters Score: Raw -20465589.010477 + Penalty 5852.538059 = -20459736.472418 nChanged 73 SP:Iteration 70Q (8706.970000 sec): 3 clusters Score: Raw -20465598.962500 + Penalty 5852.538059 = -20459746.424441 nChanged 66 SP:Iteration 71Q (8707.380000 sec): 3 clusters Score: Raw -20465607.547310 + Penalty 5852.538059 = -20459755.009251 nChanged 61 SP:Iteration 72Q (8707.780000 sec): 3 clusters Score: Raw -20465617.458160 + Penalty 5852.538059 = -20459764.920101 nChanged 59 SP:Iteration 73Q (8708.190000 sec): 3 clusters Score: Raw -20465626.132441 + Penalty 5852.538059 = -20459773.594382 nChanged 60 SP:Iteration 74Q (8708.590000 sec): 3 clusters Score: Raw -20465634.865021 + Penalty 5852.538059 = -20459782.326962 nChanged 56 SP:Iteration 75Q (8708.990000 sec): 3 clusters Score: Raw -20465644.024596 + Penalty 5852.538059 = -20459791.486537 nChanged 60 SP:Iteration 76Q (8709.400000 sec): 3 clusters Score: Raw -20465651.843045 + Penalty 5852.538059 = -20459799.304986 nChanged 57 SP:Iteration 77Q (8709.800000 sec): 3 clusters Score: Raw -20465660.220745 + Penalty 5852.538059 = -20459807.682687 nChanged 54 SP:Iteration 78Q (8710.200000 sec): 3 clusters Score: Raw -20465668.845279 + Penalty 5852.538059 = -20459816.307220 nChanged 63 SP:Iteration 79Q (8710.590000 sec): 3 clusters Score: Raw -20465679.358534 + Penalty 5852.538059 = -20459826.820475 nChanged 53 SP:Iteration 80F (8711.140000 sec): 3 clusters Score: Raw -20465688.531749 + Penalty 5852.538059 = -20459835.993690 nChanged 57 SP:Iteration 81Q (8711.540000 sec): 3 clusters Score: Raw -20465698.119192 + Penalty 5852.538059 = -20459845.581133 nChanged 52 SP:Iteration 82Q (8711.940000 sec): 3 clusters Score: Raw -20465706.787749 + Penalty 5852.538059 = -20459854.249691 nChanged 47 SP:Iteration 83Q (8712.340000 sec): 3 clusters Score: Raw -20465713.816440 + Penalty 5852.538059 = -20459861.278381 nChanged 42 SP:Iteration 84Q (8712.730000 sec): 3 clusters Score: Raw -20465720.994957 + Penalty 5852.538059 = -20459868.456898 nChanged 45 SP:Iteration 85Q (8713.120000 sec): 3 clusters Score: Raw -20465728.096181 + Penalty 5852.538059 = -20459875.558123 nChanged 37 SP:Iteration 86Q (8713.520000 sec): 3 clusters Score: Raw -20465734.642504 + Penalty 5852.538059 = -20459882.104445 nChanged 39 SP:Iteration 87Q (8713.910000 sec): 3 clusters Score: Raw -20465740.503892 + Penalty 5852.538059 = -20459887.965833 nChanged 31 SP:Iteration 88Q (8714.300000 sec): 3 clusters Score: Raw -20465744.359735 + Penalty 5852.538059 = -20459891.821677 nChanged 26 SP:Iteration 89Q (8714.710000 sec): 3 clusters Score: Raw -20465747.701464 + Penalty 5852.538059 = -20459895.163405 nChanged 19 SP:Iteration 90Q (8715.110000 sec): 3 clusters Score: Raw -20465750.029797 + Penalty 5852.538059 = -20459897.491738 nChanged 24 SP:Iteration 91Q (8715.500000 sec): 3 clusters Score: Raw -20465753.495365 + Penalty 5852.538059 = -20459900.957306 nChanged 32 SP:Iteration 92Q (8715.890000 sec): 3 clusters Score: Raw -20465757.894784 + Penalty 5852.538059 = -20459905.356725 nChanged 34 SP:Iteration 93Q (8716.300000 sec): 3 clusters Score: Raw -20465763.474892 + Penalty 5852.538059 = -20459910.936833 nChanged 26 SP:Iteration 94Q (8716.700000 sec): 3 clusters Score: Raw -20465767.190560 + Penalty 5852.538059 = -20459914.652502 nChanged 19 SP:Iteration 95Q (8717.090000 sec): 3 clusters Score: Raw -20465769.473509 + Penalty 5852.538059 = -20459916.935451 nChanged 16 SP:Iteration 96Q (8717.480000 sec): 3 clusters Score: Raw -20465771.348600 + Penalty 5852.538059 = -20459918.810541 nChanged 21 SP:Iteration 97Q (8717.870000 sec): 3 clusters Score: Raw -20465773.556690 + Penalty 5852.538059 = -20459921.018631 nChanged 14 SP:Iteration 98Q (8718.260000 sec): 3 clusters Score: Raw -20465775.073336 + Penalty 5852.538059 = -20459922.535277 nChanged 10 SP:Iteration 99Q (8718.650000 sec): 3 clusters Score: Raw -20465776.158316 + Penalty 5852.538059 = -20459923.620257 nChanged 8 SP:Iteration 100F (8719.210000 sec): 3 clusters Score: Raw -20465776.983891 + Penalty 5852.538059 = -20459924.445832 nChanged 7 SP:Iteration 101Q (8719.610000 sec): 3 clusters Score: Raw -20465777.733314 + Penalty 5852.538059 = -20459925.195255 nChanged 9 SP:Iteration 102Q (8720.000000 sec): 3 clusters Score: Raw -20465778.748559 + Penalty 5852.538059 = -20459926.210500 nChanged 11 SP:Iteration 103Q (8720.390000 sec): 3 clusters Score: Raw -20465780.060616 + Penalty 5852.538059 = -20459927.522558 nChanged 5 SP:Iteration 104Q (8720.780000 sec): 3 clusters Score: Raw -20465780.650819 + Penalty 5852.538059 = -20459928.112760 nChanged 2 SP:Iteration 105Q (8721.180000 sec): 3 clusters Score: Raw -20465781.005925 + Penalty 5852.538059 = -20459928.467866 nChanged 6 SP:Iteration 106Q (8721.580000 sec): 3 clusters Score: Raw -20465781.503854 + Penalty 5852.538059 = -20459928.965795 nChanged 3 SP:Iteration 107Q (8721.980000 sec): 3 clusters Score: Raw -20465781.609285 + Penalty 5852.538059 = -20459929.071226 nChanged 2 SP:Iteration 108Q (8722.380000 sec): 3 clusters Score: Raw -20465781.762456 + Penalty 5852.538059 = -20459929.224397 nChanged 2 SP:Iteration 109Q (8722.760000 sec): 3 clusters Score: Raw -20465781.855627 + Penalty 5852.538059 = -20459929.317568 nChanged 0 SP:Iteration 110F (8723.300000 sec): 3 clusters Score: Raw -20465781.855627 + Penalty 5852.538059 = -20459929.317568 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8723.360000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8723.360000 sec): 3 clusters Score: Raw -56878.342105 + Penalty 2961.745873 = -53916.596232 nChanged 75 SP:Iteration 1F (8723.360000 sec): 3 clusters Score: Raw -57159.708245 + Penalty 2961.745873 = -54197.962372 nChanged 34 SP:Iteration 2F (8723.360000 sec): 3 clusters Score: Raw -57348.495748 + Penalty 2961.745873 = -54386.749875 nChanged 21 SP:Iteration 3F (8723.360000 sec): 3 clusters Score: Raw -57451.371878 + Penalty 2961.745873 = -54489.626006 nChanged 6 SP:Iteration 4Q (8723.360000 sec): 3 clusters Score: Raw -57473.819458 + Penalty 2961.745873 = -54512.073585 nChanged 4 SP:Iteration 5Q (8723.360000 sec): 3 clusters Score: Raw -57491.430533 + Penalty 2961.745873 = -54529.684660 nChanged 3 SP:Iteration 6Q (8723.370000 sec): 3 clusters Score: Raw -57502.488841 + Penalty 2961.745873 = -54540.742968 nChanged 1 SP:Iteration 7Q (8723.370000 sec): 3 clusters Score: Raw -57505.384824 + Penalty 2961.745873 = -54543.638951 nChanged 1 SP:Iteration 8Q (8723.370000 sec): 3 clusters Score: Raw -57506.936447 + Penalty 2961.745873 = -54545.190575 nChanged 0 SP:Iteration 9F (8723.370000 sec): 3 clusters Score: Raw -57506.936447 + Penalty 2961.745873 = -54545.190575 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8723.470000 sec): 2 clusters Score: Raw -4180348.410846 + Penalty 2524.983333 = -4177823.427514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8723.580000 sec): 3 clusters Score: Raw -4164645.101785 + Penalty 5049.966665 = -4159595.135120 nChanged 11858 SP:Iteration 1F (8723.680000 sec): 3 clusters Score: Raw -4170907.339349 + Penalty 5049.966665 = -4165857.372684 nChanged 1211 SP:Iteration 2Q (8723.790000 sec): 3 clusters Score: Raw -4171274.182726 + Penalty 5049.966665 = -4166224.216061 nChanged 1061 SP:Iteration 3Q (8723.900000 sec): 3 clusters Score: Raw -4171579.634391 + Penalty 5049.966665 = -4166529.667726 nChanged 961 SP:Iteration 4Q (8724.000000 sec): 3 clusters Score: Raw -4171855.147004 + Penalty 5049.966665 = -4166805.180338 nChanged 920 SP:Iteration 5Q (8724.110000 sec): 3 clusters Score: Raw -4172151.504676 + Penalty 5049.966665 = -4167101.538011 nChanged 957 SP:Iteration 6Q (8724.220000 sec): 3 clusters Score: Raw -4172526.114990 + Penalty 5049.966665 = -4167476.148325 nChanged 1123 SP:Iteration 7Q (8724.340000 sec): 3 clusters Score: Raw -4173030.252719 + Penalty 5049.966665 = -4167980.286054 nChanged 1369 SP:Iteration 8F (8724.440000 sec): 3 clusters Score: Raw -4173792.259132 + Penalty 5049.966665 = -4168742.292467 nChanged 1643 SP:Iteration 9F (8724.560000 sec): 3 clusters Score: Raw -4174910.264130 + Penalty 5049.966665 = -4169860.297465 nChanged 1758 SP:Iteration 10F (8724.660000 sec): 3 clusters Score: Raw -4176292.934547 + Penalty 5049.966665 = -4171242.967882 nChanged 1649 SP:Iteration 11F (8724.770000 sec): 3 clusters Score: Raw -4177709.625332 + Penalty 5049.966665 = -4172659.658667 nChanged 1332 SP:Iteration 12F (8724.880000 sec): 3 clusters Score: Raw -4178900.277921 + Penalty 5049.966665 = -4173850.311256 nChanged 829 SP:Iteration 13Q (8724.980000 sec): 3 clusters Score: Raw -4179646.709381 + Penalty 5049.966665 = -4174596.742716 nChanged 491 SP:Iteration 14Q (8725.080000 sec): 3 clusters Score: Raw -4180111.097577 + Penalty 5049.966665 = -4175061.130912 nChanged 230 SP:Iteration 15Q (8725.170000 sec): 3 clusters Score: Raw -4180342.431232 + Penalty 5049.966665 = -4175292.464567 nChanged 120 SP:Iteration 16Q (8725.260000 sec): 3 clusters Score: Raw -4180472.354852 + Penalty 5049.966665 = -4175422.388187 nChanged 71 SP:Iteration 17Q (8725.340000 sec): 3 clusters Score: Raw -4180557.615727 + Penalty 5049.966665 = -4175507.649062 nChanged 40 SP:Iteration 18Q (8725.420000 sec): 3 clusters Score: Raw -4180610.144585 + Penalty 5049.966665 = -4175560.177919 nChanged 25 SP:Iteration 19Q (8725.490000 sec): 3 clusters Score: Raw -4180648.363756 + Penalty 5049.966665 = -4175598.397091 nChanged 15 SP:Iteration 20F (8725.600000 sec): 3 clusters Score: Raw -4180664.320497 + Penalty 5049.966665 = -4175614.353832 nChanged 7 SP:Iteration 21Q (8725.680000 sec): 3 clusters Score: Raw -4180669.885412 + Penalty 5049.966665 = -4175619.918747 nChanged 2 SP:Iteration 22Q (8725.750000 sec): 3 clusters Score: Raw -4180671.591661 + Penalty 5049.966665 = -4175621.624996 nChanged 3 SP:Iteration 23Q (8725.830000 sec): 3 clusters Score: Raw -4180672.999491 + Penalty 5049.966665 = -4175623.032826 nChanged 1 SP:Iteration 24Q (8725.900000 sec): 3 clusters Score: Raw -4180674.197822 + Penalty 5049.966665 = -4175624.231157 nChanged 2 SP:Iteration 25Q (8725.980000 sec): 3 clusters Score: Raw -4180675.980157 + Penalty 5049.966665 = -4175626.013492 nChanged 1 SP:Iteration 26Q (8726.060000 sec): 3 clusters Score: Raw -4180677.165094 + Penalty 5049.966665 = -4175627.198429 nChanged 1 SP:Iteration 27Q (8726.140000 sec): 3 clusters Score: Raw -4180677.855806 + Penalty 5049.966665 = -4175627.889140 nChanged 0 SP:Iteration 28F (8726.240000 sec): 3 clusters Score: Raw -4180677.855806 + Penalty 5049.966665 = -4175627.889140 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8726.260000 sec): 2 clusters Score: Raw -270884.340246 + Penalty 1844.281082 = -269040.059165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8726.270000 sec): 3 clusters Score: Raw -270358.903339 + Penalty 3688.562164 = -266670.341175 nChanged 466 SP:Iteration 1F (8726.270000 sec): 3 clusters Score: Raw -270752.117320 + Penalty 3688.562164 = -267063.555156 nChanged 120 SP:Iteration 2F (8726.280000 sec): 3 clusters Score: Raw -270880.166001 + Penalty 3688.562164 = -267191.603837 nChanged 89 SP:Iteration 3F (8726.290000 sec): 3 clusters Score: Raw -270967.668405 + Penalty 3688.562164 = -267279.106242 nChanged 55 SP:Iteration 4Q (8726.290000 sec): 3 clusters Score: Raw -271029.723605 + Penalty 3688.562164 = -267341.161441 nChanged 53 SP:Iteration 5Q (8726.300000 sec): 3 clusters Score: Raw -271083.736472 + Penalty 3688.562164 = -267395.174308 nChanged 38 SP:Iteration 6Q (8726.310000 sec): 3 clusters Score: Raw -271120.427032 + Penalty 3688.562164 = -267431.864868 nChanged 30 SP:Iteration 7Q (8726.310000 sec): 3 clusters Score: Raw -271148.365103 + Penalty 3688.562164 = -267459.802940 nChanged 30 SP:Iteration 8Q (8726.320000 sec): 3 clusters Score: Raw -271181.071836 + Penalty 3688.562164 = -267492.509673 nChanged 25 SP:Iteration 9Q (8726.330000 sec): 3 clusters Score: Raw -271200.918611 + Penalty 3688.562164 = -267512.356448 nChanged 14 SP:Iteration 10Q (8726.330000 sec): 3 clusters Score: Raw -271213.689617 + Penalty 3688.562164 = -267525.127453 nChanged 17 SP:Iteration 11Q (8726.340000 sec): 3 clusters Score: Raw -271227.629730 + Penalty 3688.562164 = -267539.067566 nChanged 18 SP:Iteration 12Q (8726.350000 sec): 3 clusters Score: Raw -271246.096479 + Penalty 3688.562164 = -267557.534315 nChanged 18 SP:Iteration 13Q (8726.350000 sec): 3 clusters Score: Raw -271262.952426 + Penalty 3688.562164 = -267574.390263 nChanged 7 SP:Iteration 14Q (8726.360000 sec): 3 clusters Score: Raw -271271.346463 + Penalty 3688.562164 = -267582.784299 nChanged 6 SP:Iteration 15Q (8726.370000 sec): 3 clusters Score: Raw -271276.731575 + Penalty 3688.562164 = -267588.169412 nChanged 6 SP:Iteration 16Q (8726.370000 sec): 3 clusters Score: Raw -271281.587528 + Penalty 3688.562164 = -267593.025364 nChanged 4 SP:Iteration 17Q (8726.380000 sec): 3 clusters Score: Raw -271283.766529 + Penalty 3688.562164 = -267595.204366 nChanged 1 SP:Iteration 18Q (8726.390000 sec): 3 clusters Score: Raw -271284.073830 + Penalty 3688.562164 = -267595.511666 nChanged 1 SP:Iteration 19Q (8726.390000 sec): 3 clusters Score: Raw -271285.606436 + Penalty 3688.562164 = -267597.044273 nChanged 1 SP:Iteration 20F (8726.400000 sec): 3 clusters Score: Raw -271286.027919 + Penalty 3688.562164 = -267597.465755 nChanged 1 SP:Iteration 21Q (8726.400000 sec): 3 clusters Score: Raw -271286.924067 + Penalty 3688.562164 = -267598.361904 nChanged 3 SP:Iteration 22Q (8726.410000 sec): 3 clusters Score: Raw -271288.979224 + Penalty 3688.562164 = -267600.417060 nChanged 2 SP:Iteration 23Q (8726.420000 sec): 3 clusters Score: Raw -271290.356198 + Penalty 3688.562164 = -267601.794034 nChanged 2 SP:Iteration 24Q (8726.420000 sec): 3 clusters Score: Raw -271291.659707 + Penalty 3688.562164 = -267603.097543 nChanged 0 SP:Iteration 25F (8726.430000 sec): 3 clusters Score: Raw -271291.659707 + Penalty 3688.562164 = -267603.097543 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8726.440000 sec): 2 clusters Score: Raw -310350.629089 + Penalty 1894.511971 = -308456.117119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8726.450000 sec): 3 clusters Score: Raw -309614.002654 + Penalty 3789.023941 = -305824.978712 nChanged 643 SP:Iteration 1F (8726.460000 sec): 3 clusters Score: Raw -310114.991047 + Penalty 3789.023941 = -306325.967105 nChanged 132 SP:Iteration 2F (8726.470000 sec): 3 clusters Score: Raw -310229.040039 + Penalty 3789.023941 = -306440.016098 nChanged 76 SP:Iteration 3Q (8726.480000 sec): 3 clusters Score: Raw -310320.918264 + Penalty 3789.023941 = -306531.894323 nChanged 73 SP:Iteration 4Q (8726.480000 sec): 3 clusters Score: Raw -310416.380915 + Penalty 3789.023941 = -306627.356974 nChanged 65 SP:Iteration 5Q (8726.490000 sec): 3 clusters Score: Raw -310484.198390 + Penalty 3789.023941 = -306695.174448 nChanged 46 SP:Iteration 6Q (8726.500000 sec): 3 clusters Score: Raw -310527.250596 + Penalty 3789.023941 = -306738.226655 nChanged 52 SP:Iteration 7Q (8726.510000 sec): 3 clusters Score: Raw -310578.625649 + Penalty 3789.023941 = -306789.601708 nChanged 38 SP:Iteration 8Q (8726.520000 sec): 3 clusters Score: Raw -310618.516795 + Penalty 3789.023941 = -306829.492854 nChanged 37 SP:Iteration 9Q (8726.520000 sec): 3 clusters Score: Raw -310663.897091 + Penalty 3789.023941 = -306874.873150 nChanged 50 SP:Iteration 10Q (8726.530000 sec): 3 clusters Score: Raw -310709.031140 + Penalty 3789.023941 = -306920.007198 nChanged 41 SP:Iteration 11Q (8726.540000 sec): 3 clusters Score: Raw -310748.356107 + Penalty 3789.023941 = -306959.332166 nChanged 40 SP:Iteration 12Q (8726.550000 sec): 3 clusters Score: Raw -310788.735214 + Penalty 3789.023941 = -306999.711273 nChanged 38 SP:Iteration 13Q (8726.560000 sec): 3 clusters Score: Raw -310818.639210 + Penalty 3789.023941 = -307029.615269 nChanged 22 SP:Iteration 14Q (8726.560000 sec): 3 clusters Score: Raw -310833.771982 + Penalty 3789.023941 = -307044.748041 nChanged 15 SP:Iteration 15Q (8726.570000 sec): 3 clusters Score: Raw -310844.338071 + Penalty 3789.023941 = -307055.314130 nChanged 9 SP:Iteration 16Q (8726.580000 sec): 3 clusters Score: Raw -310849.943163 + Penalty 3789.023941 = -307060.919221 nChanged 8 SP:Iteration 17Q (8726.590000 sec): 3 clusters Score: Raw -310855.663918 + Penalty 3789.023941 = -307066.639976 nChanged 9 SP:Iteration 18Q (8726.600000 sec): 3 clusters Score: Raw -310863.947476 + Penalty 3789.023941 = -307074.923534 nChanged 14 SP:Iteration 19Q (8726.600000 sec): 3 clusters Score: Raw -310875.233657 + Penalty 3789.023941 = -307086.209715 nChanged 19 SP:Iteration 20F (8726.610000 sec): 3 clusters Score: Raw -310892.562045 + Penalty 3789.023941 = -307103.538104 nChanged 17 SP:Iteration 21Q (8726.620000 sec): 3 clusters Score: Raw -310906.799330 + Penalty 3789.023941 = -307117.775388 nChanged 16 SP:Iteration 22Q (8726.630000 sec): 3 clusters Score: Raw -310921.277304 + Penalty 3789.023941 = -307132.253362 nChanged 18 SP:Iteration 23Q (8726.640000 sec): 3 clusters Score: Raw -310930.637508 + Penalty 3789.023941 = -307141.613566 nChanged 6 SP:Iteration 24Q (8726.640000 sec): 3 clusters Score: Raw -310933.599479 + Penalty 3789.023941 = -307144.575538 nChanged 5 SP:Iteration 25Q (8726.650000 sec): 3 clusters Score: Raw -310935.670046 + Penalty 3789.023941 = -307146.646105 nChanged 1 SP:Iteration 26Q (8726.660000 sec): 3 clusters Score: Raw -310936.220953 + Penalty 3789.023941 = -307147.197012 nChanged 0 SP:Iteration 27F (8726.670000 sec): 3 clusters Score: Raw -310936.220953 + Penalty 3789.023941 = -307147.197012 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8726.670000 sec): 2 clusters Score: Raw -68610.063858 + Penalty 1531.098954 = -67078.964904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8726.670000 sec): 3 clusters Score: Raw -68627.746947 + Penalty 3062.197908 = -65565.549039 nChanged 79 SP:Iteration 1F (8726.680000 sec): 3 clusters Score: Raw -68794.618407 + Penalty 3062.197908 = -65732.420500 nChanged 25 SP:Iteration 2F (8726.680000 sec): 3 clusters Score: Raw -68873.355562 + Penalty 3062.197908 = -65811.157654 nChanged 15 SP:Iteration 3Q (8726.680000 sec): 3 clusters Score: Raw -68917.225714 + Penalty 3062.197908 = -65855.027806 nChanged 15 SP:Iteration 4Q (8726.680000 sec): 3 clusters Score: Raw -68959.890425 + Penalty 3062.197908 = -65897.692518 nChanged 9 SP:Iteration 5Q (8726.680000 sec): 3 clusters Score: Raw -68981.762203 + Penalty 3062.197908 = -65919.564296 nChanged 4 SP:Iteration 6Q (8726.680000 sec): 3 clusters Score: Raw -69005.284722 + Penalty 3062.197908 = -65943.086815 nChanged 12 SP:Iteration 7Q (8726.680000 sec): 3 clusters Score: Raw -69053.803233 + Penalty 3062.197908 = -65991.605326 nChanged 7 SP:Iteration 8Q (8726.690000 sec): 3 clusters Score: Raw -69095.501079 + Penalty 3062.197908 = -66033.303171 nChanged 6 SP:Iteration 9Q (8726.690000 sec): 3 clusters Score: Raw -69129.125088 + Penalty 3062.197908 = -66066.927180 nChanged 6 SP:Iteration 10Q (8726.690000 sec): 3 clusters Score: Raw -69151.531526 + Penalty 3062.197908 = -66089.333618 nChanged 4 SP:Iteration 11Q (8726.690000 sec): 3 clusters Score: Raw -69174.061959 + Penalty 3062.197908 = -66111.864052 nChanged 4 SP:Iteration 12Q (8726.700000 sec): 3 clusters Score: Raw -69203.607027 + Penalty 3062.197908 = -66141.409120 nChanged 12 SP:Iteration 13Q (8726.700000 sec): 3 clusters Score: Raw -69266.583651 + Penalty 3062.197908 = -66204.385743 nChanged 14 SP:Iteration 14Q (8726.700000 sec): 3 clusters Score: Raw -69345.377019 + Penalty 3062.197908 = -66283.179112 nChanged 12 SP:Iteration 15Q (8726.700000 sec): 3 clusters Score: Raw -69392.070443 + Penalty 3062.197908 = -66329.872535 nChanged 9 SP:Iteration 16Q (8726.700000 sec): 3 clusters Score: Raw -69459.926269 + Penalty 3062.197908 = -66397.728361 nChanged 8 SP:Iteration 17Q (8726.700000 sec): 3 clusters Score: Raw -69506.807247 + Penalty 3062.197908 = -66444.609340 nChanged 10 SP:Iteration 18Q (8726.700000 sec): 3 clusters Score: Raw -69556.061406 + Penalty 3062.197908 = -66493.863498 nChanged 5 SP:Iteration 19Q (8726.700000 sec): 3 clusters Score: Raw -69600.113456 + Penalty 3062.197908 = -66537.915548 nChanged 4 SP:Iteration 20F (8726.710000 sec): 3 clusters Score: Raw -69670.274929 + Penalty 3062.197908 = -66608.077022 nChanged 4 SP:Iteration 21Q (8726.710000 sec): 3 clusters Score: Raw -69728.044577 + Penalty 3062.197908 = -66665.846669 nChanged 2 SP:Iteration 22Q (8726.710000 sec): 3 clusters Score: Raw -69822.721090 + Penalty 3062.197908 = -66760.523182 nChanged 3 SP:Iteration 23Q (8726.710000 sec): 3 clusters Score: Raw -70009.794971 + Penalty 3062.197908 = -66947.597064 nChanged 5 SP:Iteration 24Q (8726.710000 sec): 3 clusters Score: Raw -70034.723237 + Penalty 3062.197908 = -66972.525329 nChanged 4 SP:Iteration 25Q (8726.720000 sec): 3 clusters Score: Raw -70045.185239 + Penalty 3062.197908 = -66982.987332 nChanged 2 SP:Iteration 26Q (8726.720000 sec): 3 clusters Score: Raw -70050.168604 + Penalty 3062.197908 = -66987.970697 nChanged 4 SP:Iteration 27Q (8726.720000 sec): 3 clusters Score: Raw -70065.299112 + Penalty 3062.197908 = -67003.101204 nChanged 6 SP:Iteration 28Q (8726.720000 sec): 3 clusters Score: Raw -70090.081706 + Penalty 3062.197908 = -67027.883798 nChanged 5 SP:Iteration 29Q (8726.720000 sec): 3 clusters Score: Raw -70116.429369 + Penalty 3062.197908 = -67054.231462 nChanged 7 SP:Iteration 30Q (8726.720000 sec): 3 clusters Score: Raw -70157.371081 + Penalty 3062.197908 = -67095.173174 nChanged 8 SP:Iteration 31Q (8726.720000 sec): 3 clusters Score: Raw -70205.895177 + Penalty 3062.197908 = -67143.697270 nChanged 1 SP:Iteration 32Q (8726.720000 sec): 3 clusters Score: Raw -70209.775420 + Penalty 3062.197908 = -67147.577513 nChanged 0 SP:Iteration 33F (8726.730000 sec): 3 clusters Score: Raw -70209.775420 + Penalty 3062.197908 = -67147.577513 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 4.86 GB. Trying to split cluster 26 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8726.760000 sec): 2 clusters Score: Raw -1269120.872853 + Penalty 2232.974893 = -1266887.897960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8726.800000 sec): 3 clusters Score: Raw -1264856.891393 + Penalty 4465.949786 = -1260390.941607 nChanged 3279 SP:Iteration 1F (8726.830000 sec): 3 clusters Score: Raw -1266608.746124 + Penalty 4465.949786 = -1262142.796338 nChanged 572 SP:Iteration 2F (8726.860000 sec): 3 clusters Score: Raw -1266916.586477 + Penalty 4465.949786 = -1262450.636691 nChanged 473 SP:Iteration 3F (8726.900000 sec): 3 clusters Score: Raw -1267167.495008 + Penalty 4465.949786 = -1262701.545222 nChanged 407 SP:Iteration 4F (8726.930000 sec): 3 clusters Score: Raw -1267398.342402 + Penalty 4465.949786 = -1262932.392616 nChanged 365 SP:Iteration 5Q (8726.970000 sec): 3 clusters Score: Raw -1267627.357250 + Penalty 4465.949786 = -1263161.407465 nChanged 378 SP:Iteration 6Q (8727.000000 sec): 3 clusters Score: Raw -1267865.264351 + Penalty 4465.949786 = -1263399.314565 nChanged 365 SP:Iteration 7Q (8727.030000 sec): 3 clusters Score: Raw -1268114.232936 + Penalty 4465.949786 = -1263648.283150 nChanged 360 SP:Iteration 8Q (8727.070000 sec): 3 clusters Score: Raw -1268392.028015 + Penalty 4465.949786 = -1263926.078229 nChanged 329 SP:Iteration 9Q (8727.100000 sec): 3 clusters Score: Raw -1268671.328675 + Penalty 4465.949786 = -1264205.378889 nChanged 285 SP:Iteration 10Q (8727.130000 sec): 3 clusters Score: Raw -1268907.052348 + Penalty 4465.949786 = -1264441.102562 nChanged 226 SP:Iteration 11Q (8727.170000 sec): 3 clusters Score: Raw -1269106.089723 + Penalty 4465.949786 = -1264640.139937 nChanged 166 SP:Iteration 12Q (8727.200000 sec): 3 clusters Score: Raw -1269247.264335 + Penalty 4465.949786 = -1264781.314549 nChanged 89 SP:Iteration 13Q (8727.230000 sec): 3 clusters Score: Raw -1269315.587493 + Penalty 4465.949786 = -1264849.637708 nChanged 64 SP:Iteration 14Q (8727.260000 sec): 3 clusters Score: Raw -1269372.636419 + Penalty 4465.949786 = -1264906.686633 nChanged 59 SP:Iteration 15Q (8727.290000 sec): 3 clusters Score: Raw -1269427.530307 + Penalty 4465.949786 = -1264961.580521 nChanged 43 SP:Iteration 16Q (8727.320000 sec): 3 clusters Score: Raw -1269466.891926 + Penalty 4465.949786 = -1265000.942140 nChanged 23 SP:Iteration 17Q (8727.340000 sec): 3 clusters Score: Raw -1269487.987193 + Penalty 4465.949786 = -1265022.037407 nChanged 14 SP:Iteration 18Q (8727.370000 sec): 3 clusters Score: Raw -1269500.110395 + Penalty 4465.949786 = -1265034.160609 nChanged 6 SP:Iteration 19Q (8727.400000 sec): 3 clusters Score: Raw -1269504.717051 + Penalty 4465.949786 = -1265038.767265 nChanged 6 SP:Iteration 20F (8727.430000 sec): 3 clusters Score: Raw -1269510.355907 + Penalty 4465.949786 = -1265044.406121 nChanged 4 SP:Iteration 21Q (8727.460000 sec): 3 clusters Score: Raw -1269514.252537 + Penalty 4465.949786 = -1265048.302751 nChanged 3 SP:Iteration 22Q (8727.490000 sec): 3 clusters Score: Raw -1269517.532608 + Penalty 4465.949786 = -1265051.582822 nChanged 4 SP:Iteration 23Q (8727.520000 sec): 3 clusters Score: Raw -1269521.303339 + Penalty 4465.949786 = -1265055.353554 nChanged 3 SP:Iteration 24Q (8727.540000 sec): 3 clusters Score: Raw -1269522.863872 + Penalty 4465.949786 = -1265056.914086 nChanged 0 SP:Iteration 25F (8727.570000 sec): 3 clusters Score: Raw -1269522.863872 + Penalty 4465.949786 = -1265056.914086 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8727.580000 sec): 2 clusters Score: Raw -50461.439958 + Penalty 1477.047668 = -48984.392291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8727.580000 sec): 3 clusters Score: Raw -50608.980022 + Penalty 2954.095335 = -47654.884687 nChanged 70 SP:Iteration 1F (8727.580000 sec): 3 clusters Score: Raw -50837.103462 + Penalty 2954.095335 = -47883.008127 nChanged 28 SP:Iteration 2F (8727.580000 sec): 3 clusters Score: Raw -50973.106445 + Penalty 2954.095335 = -48019.011110 nChanged 20 SP:Iteration 3F (8727.590000 sec): 3 clusters Score: Raw -51044.681927 + Penalty 2954.095335 = -48090.586592 nChanged 15 SP:Iteration 4Q (8727.590000 sec): 3 clusters Score: Raw -51138.479348 + Penalty 2954.095335 = -48184.384013 nChanged 17 SP:Iteration 5Q (8727.590000 sec): 3 clusters Score: Raw -51247.443198 + Penalty 2954.095335 = -48293.347863 nChanged 15 SP:Iteration 6Q (8727.590000 sec): 3 clusters Score: Raw -51333.138076 + Penalty 2954.095335 = -48379.042740 nChanged 17 SP:Iteration 7Q (8727.590000 sec): 3 clusters Score: Raw -51513.972102 + Penalty 2954.095335 = -48559.876766 nChanged 11 SP:Iteration 8Q (8727.590000 sec): 3 clusters Score: Raw -51679.569893 + Penalty 2954.095335 = -48725.474558 nChanged 8 SP:Iteration 9Q (8727.600000 sec): 3 clusters Score: Raw -51765.090257 + Penalty 2954.095335 = -48810.994921 nChanged 3 SP:Iteration 10Q (8727.600000 sec): 3 clusters Score: Raw -51789.328376 + Penalty 2954.095335 = -48835.233040 nChanged 4 SP:Iteration 11Q (8727.600000 sec): 3 clusters Score: Raw -51802.357827 + Penalty 2954.095335 = -48848.262492 nChanged 3 SP:Iteration 12Q (8727.600000 sec): 3 clusters Score: Raw -51809.586160 + Penalty 2954.095335 = -48855.490825 nChanged 1 SP:Iteration 13Q (8727.600000 sec): 3 clusters Score: Raw -51811.759873 + Penalty 2954.095335 = -48857.664538 nChanged 0 SP:Iteration 14F (8727.600000 sec): 3 clusters Score: Raw -51811.759873 + Penalty 2954.095335 = -48857.664538 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8727.600000 sec): 2 clusters Score: Raw -54754.409206 + Penalty 1486.502434 = -53267.906772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8727.610000 sec): 3 clusters Score: Raw -54920.681394 + Penalty 2973.004868 = -51947.676526 nChanged 71 SP:Iteration 1F (8727.610000 sec): 3 clusters Score: Raw -55130.811430 + Penalty 2973.004868 = -52157.806562 nChanged 23 SP:Iteration 2F (8727.610000 sec): 3 clusters Score: Raw -55318.686746 + Penalty 2973.004868 = -52345.681878 nChanged 19 SP:Iteration 3Q (8727.610000 sec): 3 clusters Score: Raw -55423.493679 + Penalty 2973.004868 = -52450.488811 nChanged 10 SP:Iteration 4Q (8727.610000 sec): 3 clusters Score: Raw -55475.662948 + Penalty 2973.004868 = -52502.658080 nChanged 8 SP:Iteration 5Q (8727.620000 sec): 3 clusters Score: Raw -55524.450269 + Penalty 2973.004868 = -52551.445401 nChanged 6 SP:Iteration 6Q (8727.620000 sec): 3 clusters Score: Raw -55568.251441 + Penalty 2973.004868 = -52595.246573 nChanged 7 SP:Iteration 7Q (8727.620000 sec): 3 clusters Score: Raw -55616.055718 + Penalty 2973.004868 = -52643.050850 nChanged 9 SP:Iteration 8Q (8727.620000 sec): 3 clusters Score: Raw -55690.673747 + Penalty 2973.004868 = -52717.668879 nChanged 9 SP:Iteration 9Q (8727.620000 sec): 3 clusters Score: Raw -55775.951546 + Penalty 2973.004868 = -52802.946678 nChanged 5 SP:Iteration 10Q (8727.620000 sec): 3 clusters Score: Raw -55880.948339 + Penalty 2973.004868 = -52907.943471 nChanged 6 SP:Iteration 11Q (8727.620000 sec): 3 clusters Score: Raw -55914.625167 + Penalty 2973.004868 = -52941.620299 nChanged 4 SP:Iteration 12Q (8727.620000 sec): 3 clusters Score: Raw -55937.748042 + Penalty 2973.004868 = -52964.743174 nChanged 3 SP:Iteration 13Q (8727.630000 sec): 3 clusters Score: Raw -55946.719952 + Penalty 2973.004868 = -52973.715084 nChanged 4 SP:Iteration 14Q (8727.630000 sec): 3 clusters Score: Raw -55962.003812 + Penalty 2973.004868 = -52988.998944 nChanged 2 SP:Iteration 15Q (8727.630000 sec): 3 clusters Score: Raw -55966.187216 + Penalty 2973.004868 = -52993.182348 nChanged 5 SP:Iteration 16Q (8727.630000 sec): 3 clusters Score: Raw -55982.367747 + Penalty 2973.004868 = -53009.362879 nChanged 3 SP:Iteration 17Q (8727.630000 sec): 3 clusters Score: Raw -56003.351546 + Penalty 2973.004868 = -53030.346678 nChanged 3 SP:Iteration 18Q (8727.630000 sec): 3 clusters Score: Raw -56011.892942 + Penalty 2973.004868 = -53038.888074 nChanged 2 SP:Iteration 19Q (8727.640000 sec): 3 clusters Score: Raw -56015.932255 + Penalty 2973.004868 = -53042.927387 nChanged 4 SP:Iteration 20F (8727.640000 sec): 3 clusters Score: Raw -56041.428349 + Penalty 2973.004868 = -53068.423481 nChanged 3 SP:Iteration 21Q (8727.640000 sec): 3 clusters Score: Raw -56131.315566 + Penalty 2973.004868 = -53158.310698 nChanged 4 SP:Iteration 22Q (8727.640000 sec): 3 clusters Score: Raw -56147.685098 + Penalty 2973.004868 = -53174.680230 nChanged 4 SP:Iteration 23Q (8727.640000 sec): 3 clusters Score: Raw -56159.681853 + Penalty 2973.004868 = -53186.676985 nChanged 6 SP:Iteration 24Q (8727.640000 sec): 3 clusters Score: Raw -56177.662177 + Penalty 2973.004868 = -53204.657310 nChanged 3 SP:Iteration 25Q (8727.640000 sec): 3 clusters Score: Raw -56193.444817 + Penalty 2973.004868 = -53220.439949 nChanged 1 SP:Iteration 26Q (8727.640000 sec): 3 clusters Score: Raw -56196.880127 + Penalty 2973.004868 = -53223.875259 nChanged 1 SP:Iteration 27Q (8727.640000 sec): 3 clusters Score: Raw -56198.672777 + Penalty 2973.004868 = -53225.667909 nChanged 1 SP:Iteration 28Q (8727.650000 sec): 3 clusters Score: Raw -56200.714101 + Penalty 2973.004868 = -53227.709233 nChanged 1 SP:Iteration 29Q (8727.650000 sec): 3 clusters Score: Raw -56202.390365 + Penalty 2973.004868 = -53229.385497 nChanged 0 SP:Iteration 30F (8727.650000 sec): 3 clusters Score: Raw -56202.390365 + Penalty 2973.004868 = -53229.385497 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8727.660000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8727.660000 sec): 3 clusters Score: Raw -156376.934675 + Penalty 3432.163190 = -152944.771485 nChanged 260 SP:Iteration 1F (8727.660000 sec): 3 clusters Score: Raw -156664.751093 + Penalty 3432.163190 = -153232.587903 nChanged 60 SP:Iteration 2F (8727.670000 sec): 3 clusters Score: Raw -156735.305744 + Penalty 3432.163190 = -153303.142555 nChanged 24 SP:Iteration 3Q (8727.670000 sec): 3 clusters Score: Raw -156770.974990 + Penalty 3432.163190 = -153338.811800 nChanged 13 SP:Iteration 4Q (8727.680000 sec): 3 clusters Score: Raw -156789.846626 + Penalty 3432.163190 = -153357.683437 nChanged 13 SP:Iteration 5Q (8727.680000 sec): 3 clusters Score: Raw -156807.983814 + Penalty 3432.163190 = -153375.820624 nChanged 10 SP:Iteration 6Q (8727.680000 sec): 3 clusters Score: Raw -156817.444437 + Penalty 3432.163190 = -153385.281247 nChanged 6 SP:Iteration 7Q (8727.690000 sec): 3 clusters Score: Raw -156823.492199 + Penalty 3432.163190 = -153391.329010 nChanged 4 SP:Iteration 8Q (8727.690000 sec): 3 clusters Score: Raw -156828.591188 + Penalty 3432.163190 = -153396.427998 nChanged 2 SP:Iteration 9Q (8727.700000 sec): 3 clusters Score: Raw -156830.525821 + Penalty 3432.163190 = -153398.362631 nChanged 2 SP:Iteration 10Q (8727.700000 sec): 3 clusters Score: Raw -156831.784727 + Penalty 3432.163190 = -153399.621537 nChanged 2 SP:Iteration 11Q (8727.700000 sec): 3 clusters Score: Raw -156832.840077 + Penalty 3432.163190 = -153400.676888 nChanged 0 SP:Iteration 12F (8727.710000 sec): 3 clusters Score: Raw -156832.840077 + Penalty 3432.163190 = -153400.676888 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8727.710000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8727.710000 sec): 3 clusters Score: Raw -82003.147107 + Penalty 3132.417569 = -78870.729538 nChanged 98 SP:Iteration 1F (8727.720000 sec): 3 clusters Score: Raw -82184.179060 + Penalty 3132.417569 = -79051.761491 nChanged 31 SP:Iteration 2F (8727.720000 sec): 3 clusters Score: Raw -82252.152381 + Penalty 3132.417569 = -79119.734812 nChanged 9 SP:Iteration 3Q (8727.720000 sec): 3 clusters Score: Raw -82270.336965 + Penalty 3132.417569 = -79137.919397 nChanged 5 SP:Iteration 4Q (8727.720000 sec): 3 clusters Score: Raw -82283.085853 + Penalty 3132.417569 = -79150.668284 nChanged 5 SP:Iteration 5Q (8727.720000 sec): 3 clusters Score: Raw -82300.511675 + Penalty 3132.417569 = -79168.094106 nChanged 7 SP:Iteration 6Q (8727.730000 sec): 3 clusters Score: Raw -82312.726031 + Penalty 3132.417569 = -79180.308462 nChanged 1 SP:Iteration 7Q (8727.730000 sec): 3 clusters Score: Raw -82314.802169 + Penalty 3132.417569 = -79182.384601 nChanged 2 SP:Iteration 8Q (8727.730000 sec): 3 clusters Score: Raw -82317.469600 + Penalty 3132.417569 = -79185.052031 nChanged 1 SP:Iteration 9Q (8727.730000 sec): 3 clusters Score: Raw -82325.950062 + Penalty 3132.417569 = -79193.532493 nChanged 0 SP:Iteration 10F (8727.740000 sec): 3 clusters Score: Raw -82325.950062 + Penalty 3132.417569 = -79193.532493 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8727.780000 sec): 2 clusters Score: Raw -1623966.085466 + Penalty 2296.028070 = -1621670.057396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8727.820000 sec): 3 clusters Score: Raw -1618286.439897 + Penalty 4592.056140 = -1613694.383757 nChanged 4340 SP:Iteration 1F (8727.860000 sec): 3 clusters Score: Raw -1620550.806300 + Penalty 4592.056140 = -1615958.750160 nChanged 660 SP:Iteration 2F (8727.900000 sec): 3 clusters Score: Raw -1620840.788655 + Penalty 4592.056140 = -1616248.732515 nChanged 513 SP:Iteration 3Q (8727.940000 sec): 3 clusters Score: Raw -1621040.955511 + Penalty 4592.056140 = -1616448.899372 nChanged 396 SP:Iteration 4Q (8727.980000 sec): 3 clusters Score: Raw -1621174.821779 + Penalty 4592.056140 = -1616582.765639 nChanged 307 SP:Iteration 5Q (8728.020000 sec): 3 clusters Score: Raw -1621288.457978 + Penalty 4592.056140 = -1616696.401838 nChanged 307 SP:Iteration 6Q (8728.070000 sec): 3 clusters Score: Raw -1621401.612152 + Penalty 4592.056140 = -1616809.556012 nChanged 258 SP:Iteration 7Q (8728.110000 sec): 3 clusters Score: Raw -1621493.540124 + Penalty 4592.056140 = -1616901.483984 nChanged 240 SP:Iteration 8Q (8728.150000 sec): 3 clusters Score: Raw -1621575.645679 + Penalty 4592.056140 = -1616983.589539 nChanged 219 SP:Iteration 9Q (8728.200000 sec): 3 clusters Score: Raw -1621654.304735 + Penalty 4592.056140 = -1617062.248596 nChanged 219 SP:Iteration 10Q (8728.240000 sec): 3 clusters Score: Raw -1621735.773027 + Penalty 4592.056140 = -1617143.716887 nChanged 219 SP:Iteration 11Q (8728.280000 sec): 3 clusters Score: Raw -1621815.667723 + Penalty 4592.056140 = -1617223.611583 nChanged 209 SP:Iteration 12Q (8728.320000 sec): 3 clusters Score: Raw -1621885.597699 + Penalty 4592.056140 = -1617293.541559 nChanged 203 SP:Iteration 13Q (8728.360000 sec): 3 clusters Score: Raw -1621955.804183 + Penalty 4592.056140 = -1617363.748043 nChanged 192 SP:Iteration 14Q (8728.400000 sec): 3 clusters Score: Raw -1622022.834692 + Penalty 4592.056140 = -1617430.778552 nChanged 196 SP:Iteration 15Q (8728.440000 sec): 3 clusters Score: Raw -1622095.030385 + Penalty 4592.056140 = -1617502.974245 nChanged 219 SP:Iteration 16Q (8728.480000 sec): 3 clusters Score: Raw -1622183.508539 + Penalty 4592.056140 = -1617591.452399 nChanged 257 SP:Iteration 17Q (8728.520000 sec): 3 clusters Score: Raw -1622306.061772 + Penalty 4592.056140 = -1617714.005633 nChanged 312 SP:Iteration 18Q (8728.570000 sec): 3 clusters Score: Raw -1622484.196584 + Penalty 4592.056140 = -1617892.140444 nChanged 336 SP:Iteration 19Q (8728.610000 sec): 3 clusters Score: Raw -1622690.384234 + Penalty 4592.056140 = -1618098.328094 nChanged 356 SP:Iteration 20F (8728.650000 sec): 3 clusters Score: Raw -1622919.638162 + Penalty 4592.056140 = -1618327.582022 nChanged 323 SP:Iteration 21Q (8728.690000 sec): 3 clusters Score: Raw -1623135.285801 + Penalty 4592.056140 = -1618543.229661 nChanged 281 SP:Iteration 22Q (8728.730000 sec): 3 clusters Score: Raw -1623320.641365 + Penalty 4592.056140 = -1618728.585225 nChanged 253 SP:Iteration 23Q (8728.760000 sec): 3 clusters Score: Raw -1623480.960694 + Penalty 4592.056140 = -1618888.904555 nChanged 222 SP:Iteration 24Q (8728.800000 sec): 3 clusters Score: Raw -1623636.429113 + Penalty 4592.056140 = -1619044.372973 nChanged 175 SP:Iteration 25Q (8728.840000 sec): 3 clusters Score: Raw -1623762.792517 + Penalty 4592.056140 = -1619170.736377 nChanged 146 SP:Iteration 26Q (8728.880000 sec): 3 clusters Score: Raw -1623867.369138 + Penalty 4592.056140 = -1619275.312998 nChanged 113 SP:Iteration 27Q (8728.910000 sec): 3 clusters Score: Raw -1623948.063559 + Penalty 4592.056140 = -1619356.007419 nChanged 80 SP:Iteration 28Q (8728.940000 sec): 3 clusters Score: Raw -1624005.037870 + Penalty 4592.056140 = -1619412.981730 nChanged 55 SP:Iteration 29Q (8728.980000 sec): 3 clusters Score: Raw -1624050.084476 + Penalty 4592.056140 = -1619458.028336 nChanged 45 SP:Iteration 30Q (8729.010000 sec): 3 clusters Score: Raw -1624084.500587 + Penalty 4592.056140 = -1619492.444447 nChanged 44 SP:Iteration 31Q (8729.040000 sec): 3 clusters Score: Raw -1624114.960642 + Penalty 4592.056140 = -1619522.904502 nChanged 38 SP:Iteration 32Q (8729.080000 sec): 3 clusters Score: Raw -1624148.874619 + Penalty 4592.056140 = -1619556.818480 nChanged 37 SP:Iteration 33Q (8729.110000 sec): 3 clusters Score: Raw -1624181.751898 + Penalty 4592.056140 = -1619589.695758 nChanged 33 SP:Iteration 34Q (8729.140000 sec): 3 clusters Score: Raw -1624209.881888 + Penalty 4592.056140 = -1619617.825748 nChanged 23 SP:Iteration 35Q (8729.180000 sec): 3 clusters Score: Raw -1624232.649735 + Penalty 4592.056140 = -1619640.593595 nChanged 20 SP:Iteration 36Q (8729.210000 sec): 3 clusters Score: Raw -1624256.443407 + Penalty 4592.056140 = -1619664.387267 nChanged 7 SP:Iteration 37Q (8729.240000 sec): 3 clusters Score: Raw -1624260.966424 + Penalty 4592.056140 = -1619668.910284 nChanged 3 SP:Iteration 38Q (8729.270000 sec): 3 clusters Score: Raw -1624263.051068 + Penalty 4592.056140 = -1619670.994928 nChanged 4 SP:Iteration 39Q (8729.300000 sec): 3 clusters Score: Raw -1624267.773075 + Penalty 4592.056140 = -1619675.716935 nChanged 4 SP:Iteration 40F (8729.340000 sec): 3 clusters Score: Raw -1624272.398563 + Penalty 4592.056140 = -1619680.342424 nChanged 9 SP:Iteration 41Q (8729.380000 sec): 3 clusters Score: Raw -1624279.527314 + Penalty 4592.056140 = -1619687.471174 nChanged 4 SP:Iteration 42Q (8729.400000 sec): 3 clusters Score: Raw -1624282.517374 + Penalty 4592.056140 = -1619690.461235 nChanged 2 SP:Iteration 43Q (8729.440000 sec): 3 clusters Score: Raw -1624283.922001 + Penalty 4592.056140 = -1619691.865861 nChanged 2 SP:Iteration 44Q (8729.470000 sec): 3 clusters Score: Raw -1624284.558126 + Penalty 4592.056140 = -1619692.501986 nChanged 0 SP:Iteration 45F (8729.510000 sec): 3 clusters Score: Raw -1624284.558126 + Penalty 4592.056140 = -1619692.501986 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8729.580000 sec): 2 clusters Score: Raw -2440481.943012 + Penalty 2409.152013 = -2438072.790999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8729.640000 sec): 3 clusters Score: Raw -2431068.226766 + Penalty 4818.304026 = -2426249.922740 nChanged 7201 SP:Iteration 1F (8729.710000 sec): 3 clusters Score: Raw -2435040.678699 + Penalty 4818.304026 = -2430222.374673 nChanged 1141 SP:Iteration 2F (8729.780000 sec): 3 clusters Score: Raw -2435750.581045 + Penalty 4818.304026 = -2430932.277019 nChanged 1116 SP:Iteration 3F (8729.850000 sec): 3 clusters Score: Raw -2436438.034711 + Penalty 4818.304026 = -2431619.730685 nChanged 1046 SP:Iteration 4F (8729.920000 sec): 3 clusters Score: Raw -2437148.152587 + Penalty 4818.304026 = -2432329.848561 nChanged 1075 SP:Iteration 5F (8729.980000 sec): 3 clusters Score: Raw -2437927.320359 + Penalty 4818.304026 = -2433109.016333 nChanged 1040 SP:Iteration 6F (8730.050000 sec): 3 clusters Score: Raw -2438686.444703 + Penalty 4818.304026 = -2433868.140676 nChanged 959 SP:Iteration 7F (8730.120000 sec): 3 clusters Score: Raw -2439354.469214 + Penalty 4818.304026 = -2434536.165188 nChanged 818 SP:Iteration 8Q (8730.180000 sec): 3 clusters Score: Raw -2439891.468567 + Penalty 4818.304026 = -2435073.164541 nChanged 679 SP:Iteration 9Q (8730.250000 sec): 3 clusters Score: Raw -2440360.820864 + Penalty 4818.304026 = -2435542.516838 nChanged 558 SP:Iteration 10Q (8730.320000 sec): 3 clusters Score: Raw -2440724.395217 + Penalty 4818.304026 = -2435906.091191 nChanged 440 SP:Iteration 11Q (8730.380000 sec): 3 clusters Score: Raw -2441003.256585 + Penalty 4818.304026 = -2436184.952559 nChanged 335 SP:Iteration 12Q (8730.440000 sec): 3 clusters Score: Raw -2441194.484430 + Penalty 4818.304026 = -2436376.180404 nChanged 239 SP:Iteration 13Q (8730.500000 sec): 3 clusters Score: Raw -2441317.554519 + Penalty 4818.304026 = -2436499.250493 nChanged 204 SP:Iteration 14Q (8730.560000 sec): 3 clusters Score: Raw -2441420.515180 + Penalty 4818.304026 = -2436602.211154 nChanged 169 SP:Iteration 15Q (8730.620000 sec): 3 clusters Score: Raw -2441494.725668 + Penalty 4818.304026 = -2436676.421642 nChanged 128 SP:Iteration 16Q (8730.680000 sec): 3 clusters Score: Raw -2441553.591630 + Penalty 4818.304026 = -2436735.287604 nChanged 128 SP:Iteration 17Q (8730.740000 sec): 3 clusters Score: Raw -2441616.498863 + Penalty 4818.304026 = -2436798.194837 nChanged 119 SP:Iteration 18Q (8730.800000 sec): 3 clusters Score: Raw -2441672.634292 + Penalty 4818.304026 = -2436854.330266 nChanged 103 SP:Iteration 19Q (8730.860000 sec): 3 clusters Score: Raw -2441708.190101 + Penalty 4818.304026 = -2436889.886075 nChanged 82 SP:Iteration 20F (8730.920000 sec): 3 clusters Score: Raw -2441733.397912 + Penalty 4818.304026 = -2436915.093886 nChanged 68 SP:Iteration 21Q (8730.980000 sec): 3 clusters Score: Raw -2441752.454933 + Penalty 4818.304026 = -2436934.150907 nChanged 49 SP:Iteration 22Q (8731.040000 sec): 3 clusters Score: Raw -2441765.771757 + Penalty 4818.304026 = -2436947.467731 nChanged 46 SP:Iteration 23Q (8731.100000 sec): 3 clusters Score: Raw -2441777.955893 + Penalty 4818.304026 = -2436959.651867 nChanged 45 SP:Iteration 24Q (8731.160000 sec): 3 clusters Score: Raw -2441790.907414 + Penalty 4818.304026 = -2436972.603387 nChanged 39 SP:Iteration 25Q (8731.220000 sec): 3 clusters Score: Raw -2441800.615812 + Penalty 4818.304026 = -2436982.311786 nChanged 30 SP:Iteration 26Q (8731.270000 sec): 3 clusters Score: Raw -2441807.213386 + Penalty 4818.304026 = -2436988.909360 nChanged 30 SP:Iteration 27Q (8731.330000 sec): 3 clusters Score: Raw -2441813.501507 + Penalty 4818.304026 = -2436995.197481 nChanged 26 SP:Iteration 28Q (8731.390000 sec): 3 clusters Score: Raw -2441820.348706 + Penalty 4818.304026 = -2437002.044680 nChanged 32 SP:Iteration 29Q (8731.440000 sec): 3 clusters Score: Raw -2441828.248682 + Penalty 4818.304026 = -2437009.944656 nChanged 41 SP:Iteration 30Q (8731.500000 sec): 3 clusters Score: Raw -2441839.775886 + Penalty 4818.304026 = -2437021.471860 nChanged 35 SP:Iteration 31Q (8731.560000 sec): 3 clusters Score: Raw -2441849.515313 + Penalty 4818.304026 = -2437031.211286 nChanged 23 SP:Iteration 32Q (8731.610000 sec): 3 clusters Score: Raw -2441854.530613 + Penalty 4818.304026 = -2437036.226587 nChanged 21 SP:Iteration 33Q (8731.670000 sec): 3 clusters Score: Raw -2441860.179823 + Penalty 4818.304026 = -2437041.875796 nChanged 24 SP:Iteration 34Q (8731.730000 sec): 3 clusters Score: Raw -2441866.532133 + Penalty 4818.304026 = -2437048.228107 nChanged 26 SP:Iteration 35Q (8731.790000 sec): 3 clusters Score: Raw -2441874.763071 + Penalty 4818.304026 = -2437056.459045 nChanged 26 SP:Iteration 36Q (8731.850000 sec): 3 clusters Score: Raw -2441883.415122 + Penalty 4818.304026 = -2437065.111096 nChanged 27 SP:Iteration 37Q (8731.910000 sec): 3 clusters Score: Raw -2441892.592918 + Penalty 4818.304026 = -2437074.288892 nChanged 33 SP:Iteration 38Q (8731.970000 sec): 3 clusters Score: Raw -2441902.305406 + Penalty 4818.304026 = -2437084.001379 nChanged 29 SP:Iteration 39Q (8732.030000 sec): 3 clusters Score: Raw -2441910.306838 + Penalty 4818.304026 = -2437092.002811 nChanged 31 SP:Iteration 40F (8732.100000 sec): 3 clusters Score: Raw -2441921.100884 + Penalty 4818.304026 = -2437102.796858 nChanged 39 SP:Iteration 41Q (8732.160000 sec): 3 clusters Score: Raw -2441934.794981 + Penalty 4818.304026 = -2437116.490955 nChanged 42 SP:Iteration 42Q (8732.220000 sec): 3 clusters Score: Raw -2441949.569512 + Penalty 4818.304026 = -2437131.265486 nChanged 38 SP:Iteration 43Q (8732.270000 sec): 3 clusters Score: Raw -2441964.235833 + Penalty 4818.304026 = -2437145.931807 nChanged 45 SP:Iteration 44Q (8732.330000 sec): 3 clusters Score: Raw -2441983.124366 + Penalty 4818.304026 = -2437164.820340 nChanged 40 SP:Iteration 45Q (8732.380000 sec): 3 clusters Score: Raw -2441999.828148 + Penalty 4818.304026 = -2437181.524122 nChanged 43 SP:Iteration 46Q (8732.440000 sec): 3 clusters Score: Raw -2442017.067886 + Penalty 4818.304026 = -2437198.763860 nChanged 36 SP:Iteration 47Q (8732.500000 sec): 3 clusters Score: Raw -2442031.724535 + Penalty 4818.304026 = -2437213.420508 nChanged 32 SP:Iteration 48Q (8732.550000 sec): 3 clusters Score: Raw -2442043.198520 + Penalty 4818.304026 = -2437224.894494 nChanged 29 SP:Iteration 49Q (8732.610000 sec): 3 clusters Score: Raw -2442052.195898 + Penalty 4818.304026 = -2437233.891872 nChanged 18 SP:Iteration 50Q (8732.660000 sec): 3 clusters Score: Raw -2442057.134211 + Penalty 4818.304026 = -2437238.830185 nChanged 18 SP:Iteration 51Q (8732.720000 sec): 3 clusters Score: Raw -2442062.646232 + Penalty 4818.304026 = -2437244.342206 nChanged 11 SP:Iteration 52Q (8732.770000 sec): 3 clusters Score: Raw -2442065.590077 + Penalty 4818.304026 = -2437247.286051 nChanged 11 SP:Iteration 53Q (8732.820000 sec): 3 clusters Score: Raw -2442068.076362 + Penalty 4818.304026 = -2437249.772336 nChanged 11 SP:Iteration 54Q (8732.880000 sec): 3 clusters Score: Raw -2442071.839098 + Penalty 4818.304026 = -2437253.535072 nChanged 15 SP:Iteration 55Q (8732.940000 sec): 3 clusters Score: Raw -2442076.209346 + Penalty 4818.304026 = -2437257.905320 nChanged 15 SP:Iteration 56Q (8732.990000 sec): 3 clusters Score: Raw -2442082.742224 + Penalty 4818.304026 = -2437264.438198 nChanged 20 SP:Iteration 57Q (8733.040000 sec): 3 clusters Score: Raw -2442089.927618 + Penalty 4818.304026 = -2437271.623592 nChanged 18 SP:Iteration 58Q (8733.100000 sec): 3 clusters Score: Raw -2442096.105905 + Penalty 4818.304026 = -2437277.801879 nChanged 13 SP:Iteration 59Q (8733.160000 sec): 3 clusters Score: Raw -2442100.151229 + Penalty 4818.304026 = -2437281.847203 nChanged 14 SP:Iteration 60F (8733.220000 sec): 3 clusters Score: Raw -2442104.945219 + Penalty 4818.304026 = -2437286.641193 nChanged 12 SP:Iteration 61Q (8733.280000 sec): 3 clusters Score: Raw -2442108.485288 + Penalty 4818.304026 = -2437290.181262 nChanged 11 SP:Iteration 62Q (8733.340000 sec): 3 clusters Score: Raw -2442111.193353 + Penalty 4818.304026 = -2437292.889327 nChanged 14 SP:Iteration 63Q (8733.390000 sec): 3 clusters Score: Raw -2442114.117482 + Penalty 4818.304026 = -2437295.813456 nChanged 6 SP:Iteration 64Q (8733.440000 sec): 3 clusters Score: Raw -2442115.958832 + Penalty 4818.304026 = -2437297.654806 nChanged 7 SP:Iteration 65Q (8733.500000 sec): 3 clusters Score: Raw -2442118.592407 + Penalty 4818.304026 = -2437300.288381 nChanged 14 SP:Iteration 66Q (8733.550000 sec): 3 clusters Score: Raw -2442122.757777 + Penalty 4818.304026 = -2437304.453751 nChanged 11 SP:Iteration 67Q (8733.610000 sec): 3 clusters Score: Raw -2442126.969005 + Penalty 4818.304026 = -2437308.664979 nChanged 14 SP:Iteration 68Q (8733.660000 sec): 3 clusters Score: Raw -2442132.321282 + Penalty 4818.304026 = -2437314.017256 nChanged 16 SP:Iteration 69Q (8733.720000 sec): 3 clusters Score: Raw -2442137.266643 + Penalty 4818.304026 = -2437318.962617 nChanged 11 SP:Iteration 70Q (8733.770000 sec): 3 clusters Score: Raw -2442140.212703 + Penalty 4818.304026 = -2437321.908677 nChanged 6 SP:Iteration 71Q (8733.820000 sec): 3 clusters Score: Raw -2442141.366421 + Penalty 4818.304026 = -2437323.062395 nChanged 5 SP:Iteration 72Q (8733.880000 sec): 3 clusters Score: Raw -2442142.260174 + Penalty 4818.304026 = -2437323.956148 nChanged 4 SP:Iteration 73Q (8733.930000 sec): 3 clusters Score: Raw -2442143.707474 + Penalty 4818.304026 = -2437325.403448 nChanged 8 SP:Iteration 74Q (8733.990000 sec): 3 clusters Score: Raw -2442147.010768 + Penalty 4818.304026 = -2437328.706742 nChanged 12 SP:Iteration 75Q (8734.040000 sec): 3 clusters Score: Raw -2442150.398002 + Penalty 4818.304026 = -2437332.093976 nChanged 11 SP:Iteration 76Q (8734.100000 sec): 3 clusters Score: Raw -2442154.535968 + Penalty 4818.304026 = -2437336.231942 nChanged 15 SP:Iteration 77Q (8734.150000 sec): 3 clusters Score: Raw -2442159.391007 + Penalty 4818.304026 = -2437341.086981 nChanged 9 SP:Iteration 78Q (8734.200000 sec): 3 clusters Score: Raw -2442161.866107 + Penalty 4818.304026 = -2437343.562081 nChanged 7 SP:Iteration 79Q (8734.260000 sec): 3 clusters Score: Raw -2442163.513970 + Penalty 4818.304026 = -2437345.209944 nChanged 3 SP:Iteration 80F (8734.320000 sec): 3 clusters Score: Raw -2442164.335563 + Penalty 4818.304026 = -2437346.031537 nChanged 5 SP:Iteration 81Q (8734.380000 sec): 3 clusters Score: Raw -2442165.577104 + Penalty 4818.304026 = -2437347.273078 nChanged 4 SP:Iteration 82Q (8734.430000 sec): 3 clusters Score: Raw -2442167.199219 + Penalty 4818.304026 = -2437348.895193 nChanged 5 SP:Iteration 83Q (8734.480000 sec): 3 clusters Score: Raw -2442168.780752 + Penalty 4818.304026 = -2437350.476726 nChanged 7 SP:Iteration 84Q (8734.530000 sec): 3 clusters Score: Raw -2442170.591996 + Penalty 4818.304026 = -2437352.287970 nChanged 6 SP:Iteration 85Q (8734.580000 sec): 3 clusters Score: Raw -2442172.662867 + Penalty 4818.304026 = -2437354.358841 nChanged 6 SP:Iteration 86Q (8734.630000 sec): 3 clusters Score: Raw -2442174.529952 + Penalty 4818.304026 = -2437356.225926 nChanged 6 SP:Iteration 87Q (8734.680000 sec): 3 clusters Score: Raw -2442176.810041 + Penalty 4818.304026 = -2437358.506015 nChanged 13 SP:Iteration 88Q (8734.730000 sec): 3 clusters Score: Raw -2442182.612418 + Penalty 4818.304026 = -2437364.308392 nChanged 11 SP:Iteration 89Q (8734.780000 sec): 3 clusters Score: Raw -2442186.891889 + Penalty 4818.304026 = -2437368.587863 nChanged 10 SP:Iteration 90Q (8734.840000 sec): 3 clusters Score: Raw -2442189.608010 + Penalty 4818.304026 = -2437371.303984 nChanged 8 SP:Iteration 91Q (8734.890000 sec): 3 clusters Score: Raw -2442192.198323 + Penalty 4818.304026 = -2437373.894297 nChanged 6 SP:Iteration 92Q (8734.940000 sec): 3 clusters Score: Raw -2442193.551678 + Penalty 4818.304026 = -2437375.247652 nChanged 4 SP:Iteration 93Q (8735.000000 sec): 3 clusters Score: Raw -2442194.490701 + Penalty 4818.304026 = -2437376.186675 nChanged 1 SP:Iteration 94Q (8735.050000 sec): 3 clusters Score: Raw -2442194.732785 + Penalty 4818.304026 = -2437376.428759 nChanged 2 SP:Iteration 95Q (8735.100000 sec): 3 clusters Score: Raw -2442195.192153 + Penalty 4818.304026 = -2437376.888126 nChanged 2 SP:Iteration 96Q (8735.160000 sec): 3 clusters Score: Raw -2442195.461211 + Penalty 4818.304026 = -2437377.157185 nChanged 0 SP:Iteration 97F (8735.220000 sec): 3 clusters Score: Raw -2442195.461211 + Penalty 4818.304026 = -2437377.157185 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.230000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.240000 sec): 3 clusters Score: Raw -107199.014138 + Penalty 3253.569158 = -103945.444980 nChanged 156 SP:Iteration 1F (8735.240000 sec): 3 clusters Score: Raw -107488.753639 + Penalty 3253.569158 = -104235.184481 nChanged 51 SP:Iteration 2F (8735.240000 sec): 3 clusters Score: Raw -107587.917163 + Penalty 3253.569158 = -104334.348005 nChanged 16 SP:Iteration 3Q (8735.240000 sec): 3 clusters Score: Raw -107614.618192 + Penalty 3253.569158 = -104361.049034 nChanged 6 SP:Iteration 4Q (8735.250000 sec): 3 clusters Score: Raw -107624.255978 + Penalty 3253.569158 = -104370.686820 nChanged 3 SP:Iteration 5Q (8735.250000 sec): 3 clusters Score: Raw -107638.917435 + Penalty 3253.569158 = -104385.348277 nChanged 2 SP:Iteration 6Q (8735.250000 sec): 3 clusters Score: Raw -107644.888480 + Penalty 3253.569158 = -104391.319322 nChanged 4 SP:Iteration 7Q (8735.260000 sec): 3 clusters Score: Raw -107649.264316 + Penalty 3253.569158 = -104395.695158 nChanged 0 SP:Iteration 8F (8735.260000 sec): 3 clusters Score: Raw -107649.264316 + Penalty 3253.569158 = -104395.695158 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.260000 sec): 2 clusters Score: Raw -208111.005947 + Penalty 1795.325313 = -206315.680634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.270000 sec): 3 clusters Score: Raw -207690.513639 + Penalty 3590.650627 = -204099.863012 nChanged 388 SP:Iteration 1F (8735.280000 sec): 3 clusters Score: Raw -208072.249436 + Penalty 3590.650627 = -204481.598809 nChanged 106 SP:Iteration 2F (8735.280000 sec): 3 clusters Score: Raw -208174.646908 + Penalty 3590.650627 = -204583.996281 nChanged 45 SP:Iteration 3Q (8735.290000 sec): 3 clusters Score: Raw -208219.710179 + Penalty 3590.650627 = -204629.059552 nChanged 32 SP:Iteration 4Q (8735.300000 sec): 3 clusters Score: Raw -208256.199023 + Penalty 3590.650627 = -204665.548396 nChanged 18 SP:Iteration 5Q (8735.300000 sec): 3 clusters Score: Raw -208277.522987 + Penalty 3590.650627 = -204686.872360 nChanged 10 SP:Iteration 6Q (8735.310000 sec): 3 clusters Score: Raw -208286.829767 + Penalty 3590.650627 = -204696.179140 nChanged 6 SP:Iteration 7Q (8735.310000 sec): 3 clusters Score: Raw -208291.464974 + Penalty 3590.650627 = -204700.814347 nChanged 5 SP:Iteration 8Q (8735.320000 sec): 3 clusters Score: Raw -208295.825817 + Penalty 3590.650627 = -204705.175190 nChanged 3 SP:Iteration 9Q (8735.320000 sec): 3 clusters Score: Raw -208299.296165 + Penalty 3590.650627 = -204708.645538 nChanged 5 SP:Iteration 10Q (8735.330000 sec): 3 clusters Score: Raw -208302.804171 + Penalty 3590.650627 = -204712.153544 nChanged 6 SP:Iteration 11Q (8735.340000 sec): 3 clusters Score: Raw -208306.666471 + Penalty 3590.650627 = -204716.015844 nChanged 7 SP:Iteration 12Q (8735.340000 sec): 3 clusters Score: Raw -208310.671748 + Penalty 3590.650627 = -204720.021121 nChanged 8 SP:Iteration 13Q (8735.340000 sec): 3 clusters Score: Raw -208318.297649 + Penalty 3590.650627 = -204727.647022 nChanged 6 SP:Iteration 14Q (8735.350000 sec): 3 clusters Score: Raw -208321.584731 + Penalty 3590.650627 = -204730.934104 nChanged 3 SP:Iteration 15Q (8735.360000 sec): 3 clusters Score: Raw -208324.851871 + Penalty 3590.650627 = -204734.201244 nChanged 3 SP:Iteration 16Q (8735.360000 sec): 3 clusters Score: Raw -208328.393288 + Penalty 3590.650627 = -204737.742661 nChanged 7 SP:Iteration 17Q (8735.370000 sec): 3 clusters Score: Raw -208334.660301 + Penalty 3590.650627 = -204744.009674 nChanged 8 SP:Iteration 18Q (8735.370000 sec): 3 clusters Score: Raw -208343.549158 + Penalty 3590.650627 = -204752.898531 nChanged 8 SP:Iteration 19Q (8735.380000 sec): 3 clusters Score: Raw -208357.367973 + Penalty 3590.650627 = -204766.717346 nChanged 13 SP:Iteration 20F (8735.380000 sec): 3 clusters Score: Raw -208370.415872 + Penalty 3590.650627 = -204779.765245 nChanged 14 SP:Iteration 21Q (8735.390000 sec): 3 clusters Score: Raw -208391.324775 + Penalty 3590.650627 = -204800.674148 nChanged 18 SP:Iteration 22Q (8735.400000 sec): 3 clusters Score: Raw -208412.733256 + Penalty 3590.650627 = -204822.082629 nChanged 13 SP:Iteration 23Q (8735.400000 sec): 3 clusters Score: Raw -208432.825103 + Penalty 3590.650627 = -204842.174476 nChanged 15 SP:Iteration 24Q (8735.410000 sec): 3 clusters Score: Raw -208446.288643 + Penalty 3590.650627 = -204855.638016 nChanged 13 SP:Iteration 25Q (8735.410000 sec): 3 clusters Score: Raw -208456.924541 + Penalty 3590.650627 = -204866.273914 nChanged 10 SP:Iteration 26Q (8735.420000 sec): 3 clusters Score: Raw -208469.718705 + Penalty 3590.650627 = -204879.068078 nChanged 7 SP:Iteration 27Q (8735.420000 sec): 3 clusters Score: Raw -208477.611456 + Penalty 3590.650627 = -204886.960829 nChanged 5 SP:Iteration 28Q (8735.430000 sec): 3 clusters Score: Raw -208484.451377 + Penalty 3590.650627 = -204893.800750 nChanged 5 SP:Iteration 29Q (8735.440000 sec): 3 clusters Score: Raw -208489.257063 + Penalty 3590.650627 = -204898.606436 nChanged 4 SP:Iteration 30Q (8735.440000 sec): 3 clusters Score: Raw -208491.605342 + Penalty 3590.650627 = -204900.954715 nChanged 2 SP:Iteration 31Q (8735.440000 sec): 3 clusters Score: Raw -208495.348394 + Penalty 3590.650627 = -204904.697767 nChanged 2 SP:Iteration 32Q (8735.450000 sec): 3 clusters Score: Raw -208497.247140 + Penalty 3590.650627 = -204906.596513 nChanged 1 SP:Iteration 33Q (8735.460000 sec): 3 clusters Score: Raw -208498.970738 + Penalty 3590.650627 = -204908.320111 nChanged 0 SP:Iteration 34F (8735.460000 sec): 3 clusters Score: Raw -208498.970738 + Penalty 3590.650627 = -204908.320111 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.460000 sec): 2 clusters Score: Raw -57083.235078 + Penalty 1480.872936 = -55602.362142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.470000 sec): 3 clusters Score: Raw -57160.730614 + Penalty 2961.745873 = -54198.984741 nChanged 56 SP:Iteration 1F (8735.470000 sec): 3 clusters Score: Raw -57343.197810 + Penalty 2961.745873 = -54381.451937 nChanged 20 SP:Iteration 2F (8735.470000 sec): 3 clusters Score: Raw -57410.745092 + Penalty 2961.745873 = -54448.999219 nChanged 14 SP:Iteration 3Q (8735.470000 sec): 3 clusters Score: Raw -57462.826117 + Penalty 2961.745873 = -54501.080244 nChanged 6 SP:Iteration 4Q (8735.480000 sec): 3 clusters Score: Raw -57483.472444 + Penalty 2961.745873 = -54521.726571 nChanged 7 SP:Iteration 5Q (8735.480000 sec): 3 clusters Score: Raw -57505.323674 + Penalty 2961.745873 = -54543.577801 nChanged 3 SP:Iteration 6Q (8735.480000 sec): 3 clusters Score: Raw -57512.740659 + Penalty 2961.745873 = -54550.994787 nChanged 1 SP:Iteration 7Q (8735.480000 sec): 3 clusters Score: Raw -57514.848765 + Penalty 2961.745873 = -54553.102893 nChanged 1 SP:Iteration 8Q (8735.480000 sec): 3 clusters Score: Raw -57517.258296 + Penalty 2961.745873 = -54555.512423 nChanged 1 SP:Iteration 9Q (8735.480000 sec): 3 clusters Score: Raw -57519.169887 + Penalty 2961.745873 = -54557.424014 nChanged 0 SP:Iteration 10F (8735.480000 sec): 3 clusters Score: Raw -57519.169887 + Penalty 2961.745873 = -54557.424014 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.490000 sec): 2 clusters Score: Raw -35817.358067 + Penalty 1379.049044 = -34438.309022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.490000 sec): 3 clusters Score: Raw -35948.086148 + Penalty 2758.098089 = -33189.988059 nChanged 29 SP:Iteration 1F (8735.490000 sec): 3 clusters Score: Raw -36056.036237 + Penalty 2758.098089 = -33297.938148 nChanged 5 SP:Iteration 2Q (8735.490000 sec): 3 clusters Score: Raw -36076.171962 + Penalty 2758.098089 = -33318.073873 nChanged 6 SP:Iteration 3Q (8735.490000 sec): 3 clusters Score: Raw -36102.704697 + Penalty 2758.098089 = -33344.606608 nChanged 4 SP:Iteration 4Q (8735.490000 sec): 3 clusters Score: Raw -36121.120388 + Penalty 2758.098089 = -33363.022299 nChanged 0 SP:Iteration 5F (8735.490000 sec): 3 clusters Score: Raw -36121.120388 + Penalty 2758.098089 = -33363.022299 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.500000 sec): 2 clusters Score: Raw -221533.225687 + Penalty 1834.138959 = -219699.086728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.510000 sec): 3 clusters Score: Raw -221010.393987 + Penalty 3668.277918 = -217342.116069 nChanged 485 SP:Iteration 1F (8735.520000 sec): 3 clusters Score: Raw -221455.901617 + Penalty 3668.277918 = -217787.623699 nChanged 126 SP:Iteration 2F (8735.520000 sec): 3 clusters Score: Raw -221628.890356 + Penalty 3668.277918 = -217960.612438 nChanged 97 SP:Iteration 3F (8735.530000 sec): 3 clusters Score: Raw -221797.201747 + Penalty 3668.277918 = -218128.923829 nChanged 81 SP:Iteration 4Q (8735.530000 sec): 3 clusters Score: Raw -221919.174819 + Penalty 3668.277918 = -218250.896901 nChanged 59 SP:Iteration 5Q (8735.540000 sec): 3 clusters Score: Raw -221996.177115 + Penalty 3668.277918 = -218327.899197 nChanged 59 SP:Iteration 6Q (8735.550000 sec): 3 clusters Score: Raw -222071.928059 + Penalty 3668.277918 = -218403.650141 nChanged 47 SP:Iteration 7Q (8735.550000 sec): 3 clusters Score: Raw -222122.907963 + Penalty 3668.277918 = -218454.630045 nChanged 27 SP:Iteration 8Q (8735.560000 sec): 3 clusters Score: Raw -222148.271040 + Penalty 3668.277918 = -218479.993122 nChanged 21 SP:Iteration 9Q (8735.560000 sec): 3 clusters Score: Raw -222165.502292 + Penalty 3668.277918 = -218497.224375 nChanged 10 SP:Iteration 10Q (8735.570000 sec): 3 clusters Score: Raw -222171.570587 + Penalty 3668.277918 = -218503.292669 nChanged 9 SP:Iteration 11Q (8735.580000 sec): 3 clusters Score: Raw -222184.673453 + Penalty 3668.277918 = -218516.395535 nChanged 10 SP:Iteration 12Q (8735.580000 sec): 3 clusters Score: Raw -222197.997050 + Penalty 3668.277918 = -218529.719133 nChanged 11 SP:Iteration 13Q (8735.590000 sec): 3 clusters Score: Raw -222211.182328 + Penalty 3668.277918 = -218542.904410 nChanged 5 SP:Iteration 14Q (8735.600000 sec): 3 clusters Score: Raw -222215.528339 + Penalty 3668.277918 = -218547.250421 nChanged 5 SP:Iteration 15Q (8735.600000 sec): 3 clusters Score: Raw -222219.364416 + Penalty 3668.277918 = -218551.086499 nChanged 5 SP:Iteration 16Q (8735.610000 sec): 3 clusters Score: Raw -222224.745204 + Penalty 3668.277918 = -218556.467286 nChanged 7 SP:Iteration 17Q (8735.610000 sec): 3 clusters Score: Raw -222230.779747 + Penalty 3668.277918 = -218562.501829 nChanged 4 SP:Iteration 18Q (8735.620000 sec): 3 clusters Score: Raw -222233.165312 + Penalty 3668.277918 = -218564.887395 nChanged 5 SP:Iteration 19Q (8735.620000 sec): 3 clusters Score: Raw -222237.685318 + Penalty 3668.277918 = -218569.407400 nChanged 5 SP:Iteration 20F (8735.630000 sec): 3 clusters Score: Raw -222240.756393 + Penalty 3668.277918 = -218572.478475 nChanged 4 SP:Iteration 21Q (8735.640000 sec): 3 clusters Score: Raw -222242.905193 + Penalty 3668.277918 = -218574.627275 nChanged 2 SP:Iteration 22Q (8735.640000 sec): 3 clusters Score: Raw -222243.734439 + Penalty 3668.277918 = -218575.456522 nChanged 4 SP:Iteration 23Q (8735.650000 sec): 3 clusters Score: Raw -222247.546063 + Penalty 3668.277918 = -218579.268145 nChanged 11 SP:Iteration 24Q (8735.660000 sec): 3 clusters Score: Raw -222256.797272 + Penalty 3668.277918 = -218588.519354 nChanged 7 SP:Iteration 25Q (8735.660000 sec): 3 clusters Score: Raw -222262.261825 + Penalty 3668.277918 = -218593.983908 nChanged 5 SP:Iteration 26Q (8735.670000 sec): 3 clusters Score: Raw -222264.489506 + Penalty 3668.277918 = -218596.211588 nChanged 2 SP:Iteration 27Q (8735.670000 sec): 3 clusters Score: Raw -222265.276781 + Penalty 3668.277918 = -218596.998863 nChanged 1 SP:Iteration 28Q (8735.680000 sec): 3 clusters Score: Raw -222265.646369 + Penalty 3668.277918 = -218597.368452 nChanged 1 SP:Iteration 29Q (8735.680000 sec): 3 clusters Score: Raw -222266.325179 + Penalty 3668.277918 = -218598.047261 nChanged 1 SP:Iteration 30Q (8735.690000 sec): 3 clusters Score: Raw -222267.014475 + Penalty 3668.277918 = -218598.736557 nChanged 0 SP:Iteration 31F (8735.700000 sec): 3 clusters Score: Raw -222267.014475 + Penalty 3668.277918 = -218598.736557 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.700000 sec): 2 clusters Score: Raw -21876.778941 + Penalty 1283.685134 = -20593.093808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.700000 sec): 3 clusters Score: Raw -22384.736227 + Penalty 2567.370267 = -19817.365960 nChanged 31 SP:Iteration 1F (8735.700000 sec): 3 clusters Score: Raw -22655.549588 + Penalty 2567.370267 = -20088.179321 nChanged 10 SP:Iteration 2F (8735.700000 sec): 3 clusters Score: Raw -22747.524568 + Penalty 2567.370267 = -20180.154301 nChanged 2 SP:Iteration 3Q (8735.700000 sec): 3 clusters Score: Raw -22770.254352 + Penalty 2567.370267 = -20202.884084 nChanged 3 SP:Iteration 4Q (8735.700000 sec): 3 clusters Score: Raw -22849.509860 + Penalty 2567.370267 = -20282.139592 nChanged 2 SP:Iteration 5Q (8735.700000 sec): 3 clusters Score: Raw -22866.746230 + Penalty 2567.370267 = -20299.375963 nChanged 1 SP:Iteration 6Q (8735.710000 sec): 3 clusters Score: Raw -22903.871148 + Penalty 2567.370267 = -20336.500880 nChanged 0 SP:Iteration 7F (8735.710000 sec): 3 clusters Score: Raw -22903.871148 + Penalty 2567.370267 = -20336.500880 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.710000 sec): 2 clusters Score: Raw -31866.268192 + Penalty 1330.762052 = -30535.506140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.710000 sec): 3 clusters Score: Raw -32014.482806 + Penalty 2661.524103 = -29352.958702 nChanged 18 SP:Iteration 1F (8735.710000 sec): 3 clusters Score: Raw -32096.630324 + Penalty 2661.524103 = -29435.106221 nChanged 5 SP:Iteration 2Q (8735.710000 sec): 3 clusters Score: Raw -32125.711613 + Penalty 2661.524103 = -29464.187509 nChanged 0 SP:Iteration 3F (8735.720000 sec): 3 clusters Score: Raw -32125.711613 + Penalty 2661.524103 = -29464.187509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 40 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.720000 sec): 2 clusters Score: Raw -273825.324277 + Penalty 1859.032142 = -271966.292136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.730000 sec): 3 clusters Score: Raw -273161.288370 + Penalty 3718.064283 = -269443.224087 nChanged 544 SP:Iteration 1F (8735.740000 sec): 3 clusters Score: Raw -273561.095256 + Penalty 3718.064283 = -269843.030973 nChanged 122 SP:Iteration 2F (8735.740000 sec): 3 clusters Score: Raw -273663.061034 + Penalty 3718.064283 = -269944.996751 nChanged 71 SP:Iteration 3Q (8735.750000 sec): 3 clusters Score: Raw -273730.558677 + Penalty 3718.064283 = -270012.494394 nChanged 60 SP:Iteration 4Q (8735.760000 sec): 3 clusters Score: Raw -273788.430586 + Penalty 3718.064283 = -270070.366303 nChanged 44 SP:Iteration 5Q (8735.760000 sec): 3 clusters Score: Raw -273832.555191 + Penalty 3718.064283 = -270114.490908 nChanged 37 SP:Iteration 6Q (8735.770000 sec): 3 clusters Score: Raw -273877.371891 + Penalty 3718.064283 = -270159.307608 nChanged 45 SP:Iteration 7Q (8735.780000 sec): 3 clusters Score: Raw -273921.178754 + Penalty 3718.064283 = -270203.114471 nChanged 35 SP:Iteration 8Q (8735.790000 sec): 3 clusters Score: Raw -273951.898796 + Penalty 3718.064283 = -270233.834513 nChanged 23 SP:Iteration 9Q (8735.800000 sec): 3 clusters Score: Raw -273971.779483 + Penalty 3718.064283 = -270253.715200 nChanged 23 SP:Iteration 10Q (8735.800000 sec): 3 clusters Score: Raw -273991.877682 + Penalty 3718.064283 = -270273.813399 nChanged 20 SP:Iteration 11Q (8735.810000 sec): 3 clusters Score: Raw -274009.340854 + Penalty 3718.064283 = -270291.276571 nChanged 15 SP:Iteration 12Q (8735.820000 sec): 3 clusters Score: Raw -274020.058942 + Penalty 3718.064283 = -270301.994659 nChanged 16 SP:Iteration 13Q (8735.820000 sec): 3 clusters Score: Raw -274033.881107 + Penalty 3718.064283 = -270315.816824 nChanged 16 SP:Iteration 14Q (8735.830000 sec): 3 clusters Score: Raw -274048.356489 + Penalty 3718.064283 = -270330.292205 nChanged 18 SP:Iteration 15Q (8735.840000 sec): 3 clusters Score: Raw -274060.670381 + Penalty 3718.064283 = -270342.606097 nChanged 18 SP:Iteration 16Q (8735.840000 sec): 3 clusters Score: Raw -274077.177593 + Penalty 3718.064283 = -270359.113309 nChanged 16 SP:Iteration 17Q (8735.850000 sec): 3 clusters Score: Raw -274091.474250 + Penalty 3718.064283 = -270373.409967 nChanged 14 SP:Iteration 18Q (8735.860000 sec): 3 clusters Score: Raw -274104.598100 + Penalty 3718.064283 = -270386.533816 nChanged 19 SP:Iteration 19Q (8735.860000 sec): 3 clusters Score: Raw -274119.880555 + Penalty 3718.064283 = -270401.816272 nChanged 16 SP:Iteration 20F (8735.870000 sec): 3 clusters Score: Raw -274132.873186 + Penalty 3718.064283 = -270414.808903 nChanged 8 SP:Iteration 21Q (8735.880000 sec): 3 clusters Score: Raw -274138.473532 + Penalty 3718.064283 = -270420.409248 nChanged 3 SP:Iteration 22Q (8735.880000 sec): 3 clusters Score: Raw -274142.353792 + Penalty 3718.064283 = -270424.289509 nChanged 5 SP:Iteration 23Q (8735.890000 sec): 3 clusters Score: Raw -274146.486493 + Penalty 3718.064283 = -270428.422210 nChanged 4 SP:Iteration 24Q (8735.900000 sec): 3 clusters Score: Raw -274150.626523 + Penalty 3718.064283 = -270432.562239 nChanged 2 SP:Iteration 25Q (8735.910000 sec): 3 clusters Score: Raw -274152.777766 + Penalty 3718.064283 = -270434.713482 nChanged 9 SP:Iteration 26Q (8735.910000 sec): 3 clusters Score: Raw -274157.865460 + Penalty 3718.064283 = -270439.801177 nChanged 3 SP:Iteration 27Q (8735.920000 sec): 3 clusters Score: Raw -274159.675164 + Penalty 3718.064283 = -270441.610881 nChanged 4 SP:Iteration 28Q (8735.930000 sec): 3 clusters Score: Raw -274162.760971 + Penalty 3718.064283 = -270444.696687 nChanged 2 SP:Iteration 29Q (8735.930000 sec): 3 clusters Score: Raw -274163.769984 + Penalty 3718.064283 = -270445.705701 nChanged 2 SP:Iteration 30Q (8735.940000 sec): 3 clusters Score: Raw -274165.471467 + Penalty 3718.064283 = -270447.407184 nChanged 0 SP:Iteration 31F (8735.950000 sec): 3 clusters Score: Raw -274165.471467 + Penalty 3718.064283 = -270447.407184 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 41 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8735.950000 sec): 2 clusters Score: Raw -49049.745451 + Penalty 1444.848027 = -47604.897424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8735.950000 sec): 3 clusters Score: Raw -49156.082119 + Penalty 2889.696053 = -46266.386066 nChanged 39 SP:Iteration 1F (8735.960000 sec): 3 clusters Score: Raw -49265.485174 + Penalty 2889.696053 = -46375.789121 nChanged 11 SP:Iteration 2Q (8735.960000 sec): 3 clusters Score: Raw -49304.249954 + Penalty 2889.696053 = -46414.553901 nChanged 3 SP:Iteration 3Q (8735.960000 sec): 3 clusters Score: Raw -49313.604614 + Penalty 2889.696053 = -46423.908560 nChanged 1 SP:Iteration 4Q (8735.960000 sec): 3 clusters Score: Raw -49315.644095 + Penalty 2889.696053 = -46425.948042 nChanged 0 SP:Iteration 5F (8735.960000 sec): 3 clusters Score: Raw -49315.644095 + Penalty 2889.696053 = -46425.948042 nChanged 0 Deleting Class 25 (211 points): Lose 3169.206872 but Gain 3319.613826 Iteration 219Q (8745.210000 sec): 42 clusters Score: Raw -99152597.490131 + Penalty 136104.166854 = -99016493.323276 nChanged 208 Iteration 220F (8784.960000 sec): 42 clusters Score: Raw -99156057.947786 + Penalty 136104.166854 = -99019953.780931 nChanged 97 Iteration 221Q (8794.080000 sec): 42 clusters Score: Raw -99159539.891907 + Penalty 136104.166854 = -99023435.725052 nChanged 25 Iteration 222Q (8803.220000 sec): 42 clusters Score: Raw -99159649.389649 + Penalty 136104.166854 = -99023545.222795 nChanged 8 Iteration 223Q (8812.440000 sec): 42 clusters Score: Raw -99159684.362975 + Penalty 136104.166854 = -99023580.196121 nChanged 0 Iteration 224F (8852.260000 sec): 42 clusters Score: Raw -99160825.503999 + Penalty 136104.166854 = -99024721.337145 nChanged 27 Iteration 225Q (8861.390000 sec): 42 clusters Score: Raw -99162440.308219 + Penalty 136104.166854 = -99026336.141365 nChanged 3 Iteration 226Q (8870.510000 sec): 42 clusters Score: Raw -99162447.477427 + Penalty 136104.166854 = -99026343.310573 nChanged 2 Iteration 227Q (8879.700000 sec): 42 clusters Score: Raw -99162450.802902 + Penalty 136104.166854 = -99026346.636048 nChanged 2 Iteration 228Q (8888.890000 sec): 42 clusters Score: Raw -99162454.686858 + Penalty 136104.166854 = -99026350.520004 nChanged 1 Iteration 229Q (8897.910000 sec): 42 clusters Score: Raw -99162455.837811 + Penalty 136104.166854 = -99026351.670956 nChanged 1 Iteration 230Q (8906.940000 sec): 42 clusters Score: Raw -99162457.263149 + Penalty 136104.166854 = -99026353.096294 nChanged 0 Iteration 231F (8945.950000 sec): 42 clusters Score: Raw -99164876.894404 + Penalty 136104.166854 = -99028772.727550 nChanged 33 Iteration 232Q (8955.210000 sec): 42 clusters Score: Raw -99166670.907922 + Penalty 136104.166854 = -99030566.741068 nChanged 2 Iteration 233Q (8964.480000 sec): 42 clusters Score: Raw -99166674.014300 + Penalty 136104.166854 = -99030569.847446 nChanged 0 Iteration 234F (9003.450000 sec): 42 clusters Score: Raw -99167607.391457 + Penalty 136104.166854 = -99031503.224603 nChanged 9 Iteration 235Q (9012.710000 sec): 42 clusters Score: Raw -99167697.566802 + Penalty 136104.166854 = -99031593.399948 nChanged 0 Iteration 236F (9051.720000 sec): 42 clusters Score: Raw -99167697.566802 + Penalty 136104.166854 = -99031593.399948 nChanged 0 Compute initial score before splitting: Score: Raw -99167697.566802 + Penalty 136104.166854 = -99031593.399948 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.750000 sec): 2 clusters Score: Raw -121665.961261 + Penalty 1659.944270 = -120006.016991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.760000 sec): 3 clusters Score: Raw -121554.411732 + Penalty 3319.888539 = -118234.523193 nChanged 166 SP:Iteration 1F (9051.760000 sec): 3 clusters Score: Raw -121758.252052 + Penalty 3319.888539 = -118438.363512 nChanged 36 SP:Iteration 2Q (9051.760000 sec): 3 clusters Score: Raw -121820.630700 + Penalty 3319.888539 = -118500.742161 nChanged 29 SP:Iteration 3Q (9051.760000 sec): 3 clusters Score: Raw -121864.767232 + Penalty 3319.888539 = -118544.878692 nChanged 16 SP:Iteration 4Q (9051.770000 sec): 3 clusters Score: Raw -121887.670982 + Penalty 3319.888539 = -118567.782442 nChanged 7 SP:Iteration 5Q (9051.770000 sec): 3 clusters Score: Raw -121900.260371 + Penalty 3319.888539 = -118580.371832 nChanged 8 SP:Iteration 6Q (9051.770000 sec): 3 clusters Score: Raw -121913.418136 + Penalty 3319.888539 = -118593.529597 nChanged 9 SP:Iteration 7Q (9051.780000 sec): 3 clusters Score: Raw -121929.669074 + Penalty 3319.888539 = -118609.780535 nChanged 9 SP:Iteration 8Q (9051.780000 sec): 3 clusters Score: Raw -121944.136198 + Penalty 3319.888539 = -118624.247658 nChanged 2 SP:Iteration 9Q (9051.780000 sec): 3 clusters Score: Raw -121947.349459 + Penalty 3319.888539 = -118627.460919 nChanged 2 SP:Iteration 10Q (9051.780000 sec): 3 clusters Score: Raw -121950.423566 + Penalty 3319.888539 = -118630.535027 nChanged 3 SP:Iteration 11Q (9051.790000 sec): 3 clusters Score: Raw -121955.360131 + Penalty 3319.888539 = -118635.471591 nChanged 1 SP:Iteration 12Q (9051.790000 sec): 3 clusters Score: Raw -121955.936461 + Penalty 3319.888539 = -118636.047922 nChanged 0 SP:Iteration 13F (9051.800000 sec): 3 clusters Score: Raw -121955.936461 + Penalty 3319.888539 = -118636.047922 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.810000 sec): 2 clusters Score: Raw -668791.151561 + Penalty 2076.984660 = -666714.166901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.830000 sec): 3 clusters Score: Raw -666812.751635 + Penalty 4153.969319 = -662658.782315 nChanged 1626 SP:Iteration 1F (9051.850000 sec): 3 clusters Score: Raw -667798.021738 + Penalty 4153.969319 = -663644.052418 nChanged 316 SP:Iteration 2F (9051.860000 sec): 3 clusters Score: Raw -668004.840142 + Penalty 4153.969319 = -663850.870822 nChanged 217 SP:Iteration 3F (9051.880000 sec): 3 clusters Score: Raw -668131.832684 + Penalty 4153.969319 = -663977.863365 nChanged 155 SP:Iteration 4Q (9051.900000 sec): 3 clusters Score: Raw -668231.621494 + Penalty 4153.969319 = -664077.652175 nChanged 153 SP:Iteration 5Q (9051.920000 sec): 3 clusters Score: Raw -668337.568003 + Penalty 4153.969319 = -664183.598684 nChanged 149 SP:Iteration 6Q (9051.940000 sec): 3 clusters Score: Raw -668424.603296 + Penalty 4153.969319 = -664270.633977 nChanged 119 SP:Iteration 7Q (9051.950000 sec): 3 clusters Score: Raw -668495.976167 + Penalty 4153.969319 = -664342.006848 nChanged 101 SP:Iteration 8Q (9051.970000 sec): 3 clusters Score: Raw -668550.933371 + Penalty 4153.969319 = -664396.964052 nChanged 110 SP:Iteration 9Q (9051.980000 sec): 3 clusters Score: Raw -668612.241448 + Penalty 4153.969319 = -664458.272128 nChanged 102 SP:Iteration 10Q (9052.000000 sec): 3 clusters Score: Raw -668665.382543 + Penalty 4153.969319 = -664511.413224 nChanged 80 SP:Iteration 11Q (9052.020000 sec): 3 clusters Score: Raw -668708.420615 + Penalty 4153.969319 = -664554.451295 nChanged 74 SP:Iteration 12Q (9052.040000 sec): 3 clusters Score: Raw -668746.702702 + Penalty 4153.969319 = -664592.733382 nChanged 76 SP:Iteration 13Q (9052.050000 sec): 3 clusters Score: Raw -668781.370244 + Penalty 4153.969319 = -664627.400925 nChanged 66 SP:Iteration 14Q (9052.070000 sec): 3 clusters Score: Raw -668810.522245 + Penalty 4153.969319 = -664656.552926 nChanged 52 SP:Iteration 15Q (9052.090000 sec): 3 clusters Score: Raw -668836.141299 + Penalty 4153.969319 = -664682.171980 nChanged 60 SP:Iteration 16Q (9052.100000 sec): 3 clusters Score: Raw -668861.707722 + Penalty 4153.969319 = -664707.738402 nChanged 52 SP:Iteration 17Q (9052.120000 sec): 3 clusters Score: Raw -668884.899785 + Penalty 4153.969319 = -664730.930465 nChanged 46 SP:Iteration 18Q (9052.140000 sec): 3 clusters Score: Raw -668908.180108 + Penalty 4153.969319 = -664754.210788 nChanged 35 SP:Iteration 19Q (9052.160000 sec): 3 clusters Score: Raw -668923.401259 + Penalty 4153.969319 = -664769.431940 nChanged 36 SP:Iteration 20F (9052.170000 sec): 3 clusters Score: Raw -668938.556741 + Penalty 4153.969319 = -664784.587422 nChanged 30 SP:Iteration 21Q (9052.190000 sec): 3 clusters Score: Raw -668952.867814 + Penalty 4153.969319 = -664798.898495 nChanged 33 SP:Iteration 22Q (9052.210000 sec): 3 clusters Score: Raw -668969.401256 + Penalty 4153.969319 = -664815.431936 nChanged 34 SP:Iteration 23Q (9052.220000 sec): 3 clusters Score: Raw -668985.035106 + Penalty 4153.969319 = -664831.065786 nChanged 37 SP:Iteration 24Q (9052.240000 sec): 3 clusters Score: Raw -669004.383354 + Penalty 4153.969319 = -664850.414035 nChanged 33 SP:Iteration 25Q (9052.260000 sec): 3 clusters Score: Raw -669024.336916 + Penalty 4153.969319 = -664870.367597 nChanged 44 SP:Iteration 26Q (9052.280000 sec): 3 clusters Score: Raw -669048.423424 + Penalty 4153.969319 = -664894.454105 nChanged 35 SP:Iteration 27Q (9052.290000 sec): 3 clusters Score: Raw -669067.098861 + Penalty 4153.969319 = -664913.129542 nChanged 39 SP:Iteration 28Q (9052.310000 sec): 3 clusters Score: Raw -669090.445270 + Penalty 4153.969319 = -664936.475951 nChanged 38 SP:Iteration 29Q (9052.320000 sec): 3 clusters Score: Raw -669110.191509 + Penalty 4153.969319 = -664956.222190 nChanged 30 SP:Iteration 30Q (9052.340000 sec): 3 clusters Score: Raw -669121.557417 + Penalty 4153.969319 = -664967.588098 nChanged 25 SP:Iteration 31Q (9052.360000 sec): 3 clusters Score: Raw -669134.068591 + Penalty 4153.969319 = -664980.099272 nChanged 22 SP:Iteration 32Q (9052.380000 sec): 3 clusters Score: Raw -669144.321204 + Penalty 4153.969319 = -664990.351885 nChanged 18 SP:Iteration 33Q (9052.390000 sec): 3 clusters Score: Raw -669152.426431 + Penalty 4153.969319 = -664998.457111 nChanged 22 SP:Iteration 34Q (9052.410000 sec): 3 clusters Score: Raw -669162.086036 + Penalty 4153.969319 = -665008.116717 nChanged 18 SP:Iteration 35Q (9052.430000 sec): 3 clusters Score: Raw -669169.098830 + Penalty 4153.969319 = -665015.129511 nChanged 15 SP:Iteration 36Q (9052.440000 sec): 3 clusters Score: Raw -669174.544557 + Penalty 4153.969319 = -665020.575237 nChanged 19 SP:Iteration 37Q (9052.460000 sec): 3 clusters Score: Raw -669184.545954 + Penalty 4153.969319 = -665030.576634 nChanged 22 SP:Iteration 38Q (9052.480000 sec): 3 clusters Score: Raw -669198.284311 + Penalty 4153.969319 = -665044.314992 nChanged 27 SP:Iteration 39Q (9052.490000 sec): 3 clusters Score: Raw -669215.984167 + Penalty 4153.969319 = -665062.014848 nChanged 33 SP:Iteration 40F (9052.510000 sec): 3 clusters Score: Raw -669234.303393 + Penalty 4153.969319 = -665080.334074 nChanged 30 SP:Iteration 41Q (9052.530000 sec): 3 clusters Score: Raw -669248.900541 + Penalty 4153.969319 = -665094.931221 nChanged 19 SP:Iteration 42Q (9052.540000 sec): 3 clusters Score: Raw -669258.302949 + Penalty 4153.969319 = -665104.333630 nChanged 17 SP:Iteration 43Q (9052.560000 sec): 3 clusters Score: Raw -669267.077028 + Penalty 4153.969319 = -665113.107708 nChanged 16 SP:Iteration 44Q (9052.580000 sec): 3 clusters Score: Raw -669273.661913 + Penalty 4153.969319 = -665119.692593 nChanged 11 SP:Iteration 45Q (9052.600000 sec): 3 clusters Score: Raw -669278.813656 + Penalty 4153.969319 = -665124.844336 nChanged 7 SP:Iteration 46Q (9052.610000 sec): 3 clusters Score: Raw -669281.433996 + Penalty 4153.969319 = -665127.464676 nChanged 2 SP:Iteration 47Q (9052.630000 sec): 3 clusters Score: Raw -669281.806295 + Penalty 4153.969319 = -665127.836976 nChanged 2 SP:Iteration 48Q (9052.640000 sec): 3 clusters Score: Raw -669282.843585 + Penalty 4153.969319 = -665128.874266 nChanged 4 SP:Iteration 49Q (9052.660000 sec): 3 clusters Score: Raw -669284.966670 + Penalty 4153.969319 = -665130.997351 nChanged 3 SP:Iteration 50Q (9052.680000 sec): 3 clusters Score: Raw -669286.080601 + Penalty 4153.969319 = -665132.111282 nChanged 2 SP:Iteration 51Q (9052.700000 sec): 3 clusters Score: Raw -669286.688330 + Penalty 4153.969319 = -665132.719010 nChanged 2 SP:Iteration 52Q (9052.710000 sec): 3 clusters Score: Raw -669287.897392 + Penalty 4153.969319 = -665133.928073 nChanged 0 SP:Iteration 53F (9052.730000 sec): 3 clusters Score: Raw -669287.897392 + Penalty 4153.969319 = -665133.928073 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.740000 sec): 2 clusters Score: Raw -49399.957280 + Penalty 1471.853761 = -47928.103520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.740000 sec): 3 clusters Score: Raw -49556.614162 + Penalty 2943.707521 = -46612.906641 nChanged 59 SP:Iteration 1F (9052.740000 sec): 3 clusters Score: Raw -49849.731328 + Penalty 2943.707521 = -46906.023807 nChanged 35 SP:Iteration 2F (9052.740000 sec): 3 clusters Score: Raw -50108.990471 + Penalty 2943.707521 = -47165.282950 nChanged 17 SP:Iteration 3Q (9052.740000 sec): 3 clusters Score: Raw -50283.227735 + Penalty 2943.707521 = -47339.520214 nChanged 20 SP:Iteration 4F (9052.740000 sec): 3 clusters Score: Raw -50483.152454 + Penalty 2943.707521 = -47539.444933 nChanged 13 SP:Iteration 5Q (9052.740000 sec): 3 clusters Score: Raw -50694.760165 + Penalty 2943.707521 = -47751.052644 nChanged 8 SP:Iteration 6Q (9052.740000 sec): 3 clusters Score: Raw -50766.816348 + Penalty 2943.707521 = -47823.108827 nChanged 6 SP:Iteration 7Q (9052.740000 sec): 3 clusters Score: Raw -50807.607840 + Penalty 2943.707521 = -47863.900319 nChanged 7 SP:Iteration 8Q (9052.750000 sec): 3 clusters Score: Raw -50861.806495 + Penalty 2943.707521 = -47918.098974 nChanged 6 SP:Iteration 9Q (9052.750000 sec): 3 clusters Score: Raw -50885.957108 + Penalty 2943.707521 = -47942.249587 nChanged 5 SP:Iteration 10Q (9052.750000 sec): 3 clusters Score: Raw -50925.706796 + Penalty 2943.707521 = -47981.999274 nChanged 7 SP:Iteration 11Q (9052.750000 sec): 3 clusters Score: Raw -51038.964875 + Penalty 2943.707521 = -48095.257354 nChanged 2 SP:Iteration 12Q (9052.750000 sec): 3 clusters Score: Raw -51091.421647 + Penalty 2943.707521 = -48147.714126 nChanged 1 SP:Iteration 13Q (9052.750000 sec): 3 clusters Score: Raw -51097.065030 + Penalty 2943.707521 = -48153.357509 nChanged 0 SP:Iteration 14F (9052.750000 sec): 3 clusters Score: Raw -51097.065030 + Penalty 2943.707521 = -48153.357509 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 4.86 GB. Trying to split cluster 4 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.760000 sec): 2 clusters Score: Raw -38224.218387 + Penalty 1403.551590 = -36820.666797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.760000 sec): 3 clusters Score: Raw -38479.007443 + Penalty 2807.103179 = -35671.904264 nChanged 41 SP:Iteration 1F (9052.760000 sec): 3 clusters Score: Raw -38677.163231 + Penalty 2807.103179 = -35870.060052 nChanged 14 SP:Iteration 2Q (9052.760000 sec): 3 clusters Score: Raw -38745.448864 + Penalty 2807.103179 = -35938.345685 nChanged 4 SP:Iteration 3Q (9052.760000 sec): 3 clusters Score: Raw -38768.733865 + Penalty 2807.103179 = -35961.630686 nChanged 2 SP:Iteration 4Q (9052.760000 sec): 3 clusters Score: Raw -38771.797151 + Penalty 2807.103179 = -35964.693972 nChanged 0 SP:Iteration 5F (9052.760000 sec): 3 clusters Score: Raw -38771.797151 + Penalty 2807.103179 = -35964.693972 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.870000 sec): 2 clusters Score: Raw -4070580.524985 + Penalty 2521.988230 = -4068058.536755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.980000 sec): 3 clusters Score: Raw -4055134.865088 + Penalty 5043.976460 = -4050090.888628 nChanged 11570 SP:Iteration 1F (9053.080000 sec): 3 clusters Score: Raw -4061389.461080 + Penalty 5043.976460 = -4056345.484620 nChanged 1378 SP:Iteration 2F (9053.190000 sec): 3 clusters Score: Raw -4061955.607957 + Penalty 5043.976460 = -4056911.631498 nChanged 1311 SP:Iteration 3F (9053.300000 sec): 3 clusters Score: Raw -4062546.456459 + Penalty 5043.976460 = -4057502.480000 nChanged 1311 SP:Iteration 4F (9053.400000 sec): 3 clusters Score: Raw -4063174.384183 + Penalty 5043.976460 = -4058130.407723 nChanged 1347 SP:Iteration 5F (9053.510000 sec): 3 clusters Score: Raw -4063797.239770 + Penalty 5043.976460 = -4058753.263310 nChanged 1225 SP:Iteration 6Q (9053.620000 sec): 3 clusters Score: Raw -4064332.817251 + Penalty 5043.976460 = -4059288.840791 nChanged 1120 SP:Iteration 7Q (9053.720000 sec): 3 clusters Score: Raw -4064801.804242 + Penalty 5043.976460 = -4059757.827782 nChanged 1098 SP:Iteration 8Q (9053.830000 sec): 3 clusters Score: Raw -4065231.135374 + Penalty 5043.976460 = -4060187.158914 nChanged 999 SP:Iteration 9Q (9053.940000 sec): 3 clusters Score: Raw -4065603.781344 + Penalty 5043.976460 = -4060559.804884 nChanged 870 SP:Iteration 10Q (9054.040000 sec): 3 clusters Score: Raw -4065902.960732 + Penalty 5043.976460 = -4060858.984272 nChanged 751 SP:Iteration 11Q (9054.160000 sec): 3 clusters Score: Raw -4066161.922206 + Penalty 5043.976460 = -4061117.945747 nChanged 691 SP:Iteration 12Q (9054.260000 sec): 3 clusters Score: Raw -4066393.014477 + Penalty 5043.976460 = -4061349.038018 nChanged 658 SP:Iteration 13Q (9054.370000 sec): 3 clusters Score: Raw -4066616.603768 + Penalty 5043.976460 = -4061572.627308 nChanged 643 SP:Iteration 14Q (9054.480000 sec): 3 clusters Score: Raw -4066866.199997 + Penalty 5043.976460 = -4061822.223537 nChanged 689 SP:Iteration 15Q (9054.580000 sec): 3 clusters Score: Raw -4067156.397226 + Penalty 5043.976460 = -4062112.420766 nChanged 649 SP:Iteration 16Q (9054.690000 sec): 3 clusters Score: Raw -4067448.616455 + Penalty 5043.976460 = -4062404.639996 nChanged 644 SP:Iteration 17Q (9054.800000 sec): 3 clusters Score: Raw -4067785.537722 + Penalty 5043.976460 = -4062741.561262 nChanged 626 SP:Iteration 18Q (9054.900000 sec): 3 clusters Score: Raw -4068137.877411 + Penalty 5043.976460 = -4063093.900951 nChanged 613 SP:Iteration 19Q (9055.010000 sec): 3 clusters Score: Raw -4068520.402635 + Penalty 5043.976460 = -4063476.426176 nChanged 563 SP:Iteration 20F (9055.120000 sec): 3 clusters Score: Raw -4068894.850349 + Penalty 5043.976460 = -4063850.873890 nChanged 543 SP:Iteration 21Q (9055.220000 sec): 3 clusters Score: Raw -4069239.371498 + Penalty 5043.976460 = -4064195.395039 nChanged 475 SP:Iteration 22Q (9055.320000 sec): 3 clusters Score: Raw -4069539.812483 + Penalty 5043.976460 = -4064495.836023 nChanged 437 SP:Iteration 23Q (9055.420000 sec): 3 clusters Score: Raw -4069810.071982 + Penalty 5043.976460 = -4064766.095522 nChanged 372 SP:Iteration 24Q (9055.510000 sec): 3 clusters Score: Raw -4069980.672609 + Penalty 5043.976460 = -4064936.696149 nChanged 260 SP:Iteration 25Q (9055.600000 sec): 3 clusters Score: Raw -4070090.065755 + Penalty 5043.976460 = -4065046.089296 nChanged 227 SP:Iteration 26Q (9055.690000 sec): 3 clusters Score: Raw -4070193.148662 + Penalty 5043.976460 = -4065149.172203 nChanged 210 SP:Iteration 27Q (9055.780000 sec): 3 clusters Score: Raw -4070277.916994 + Penalty 5043.976460 = -4065233.940535 nChanged 180 SP:Iteration 28Q (9055.870000 sec): 3 clusters Score: Raw -4070342.961921 + Penalty 5043.976460 = -4065298.985462 nChanged 155 SP:Iteration 29Q (9055.960000 sec): 3 clusters Score: Raw -4070400.415984 + Penalty 5043.976460 = -4065356.439524 nChanged 162 SP:Iteration 30Q (9056.040000 sec): 3 clusters Score: Raw -4070455.709034 + Penalty 5043.976460 = -4065411.732575 nChanged 137 SP:Iteration 31Q (9056.130000 sec): 3 clusters Score: Raw -4070502.384056 + Penalty 5043.976460 = -4065458.407597 nChanged 133 SP:Iteration 32Q (9056.220000 sec): 3 clusters Score: Raw -4070541.727910 + Penalty 5043.976460 = -4065497.751451 nChanged 108 SP:Iteration 33Q (9056.300000 sec): 3 clusters Score: Raw -4070574.812386 + Penalty 5043.976460 = -4065530.835926 nChanged 98 SP:Iteration 34Q (9056.390000 sec): 3 clusters Score: Raw -4070602.500912 + Penalty 5043.976460 = -4065558.524452 nChanged 86 SP:Iteration 35Q (9056.470000 sec): 3 clusters Score: Raw -4070626.044362 + Penalty 5043.976460 = -4065582.067902 nChanged 64 SP:Iteration 36Q (9056.560000 sec): 3 clusters Score: Raw -4070646.353531 + Penalty 5043.976460 = -4065602.377072 nChanged 68 SP:Iteration 37Q (9056.640000 sec): 3 clusters Score: Raw -4070667.209430 + Penalty 5043.976460 = -4065623.232970 nChanged 73 SP:Iteration 38Q (9056.730000 sec): 3 clusters Score: Raw -4070686.715614 + Penalty 5043.976460 = -4065642.739155 nChanged 76 SP:Iteration 39Q (9056.810000 sec): 3 clusters Score: Raw -4070711.369144 + Penalty 5043.976460 = -4065667.392685 nChanged 77 SP:Iteration 40F (9056.920000 sec): 3 clusters Score: Raw -4070739.935099 + Penalty 5043.976460 = -4065695.958639 nChanged 86 SP:Iteration 41Q (9057.000000 sec): 3 clusters Score: Raw -4070769.850913 + Penalty 5043.976460 = -4065725.874453 nChanged 67 SP:Iteration 42Q (9057.080000 sec): 3 clusters Score: Raw -4070791.807606 + Penalty 5043.976460 = -4065747.831146 nChanged 57 SP:Iteration 43Q (9057.160000 sec): 3 clusters Score: Raw -4070810.009736 + Penalty 5043.976460 = -4065766.033277 nChanged 57 SP:Iteration 44Q (9057.250000 sec): 3 clusters Score: Raw -4070827.910337 + Penalty 5043.976460 = -4065783.933878 nChanged 55 SP:Iteration 45Q (9057.330000 sec): 3 clusters Score: Raw -4070844.903053 + Penalty 5043.976460 = -4065800.926593 nChanged 53 SP:Iteration 46Q (9057.410000 sec): 3 clusters Score: Raw -4070862.907413 + Penalty 5043.976460 = -4065818.930954 nChanged 57 SP:Iteration 47Q (9057.490000 sec): 3 clusters Score: Raw -4070884.724674 + Penalty 5043.976460 = -4065840.748214 nChanged 51 SP:Iteration 48Q (9057.570000 sec): 3 clusters Score: Raw -4070904.658625 + Penalty 5043.976460 = -4065860.682165 nChanged 48 SP:Iteration 49Q (9057.660000 sec): 3 clusters Score: Raw -4070925.052790 + Penalty 5043.976460 = -4065881.076330 nChanged 49 SP:Iteration 50Q (9057.740000 sec): 3 clusters Score: Raw -4070944.461574 + Penalty 5043.976460 = -4065900.485115 nChanged 35 SP:Iteration 51Q (9057.820000 sec): 3 clusters Score: Raw -4070958.233417 + Penalty 5043.976460 = -4065914.256958 nChanged 31 SP:Iteration 52Q (9057.900000 sec): 3 clusters Score: Raw -4070971.077710 + Penalty 5043.976460 = -4065927.101250 nChanged 38 SP:Iteration 53Q (9057.980000 sec): 3 clusters Score: Raw -4070985.524286 + Penalty 5043.976460 = -4065941.547826 nChanged 38 SP:Iteration 54Q (9058.060000 sec): 3 clusters Score: Raw -4071002.922281 + Penalty 5043.976460 = -4065958.945821 nChanged 39 SP:Iteration 55Q (9058.140000 sec): 3 clusters Score: Raw -4071018.906382 + Penalty 5043.976460 = -4065974.929922 nChanged 32 SP:Iteration 56Q (9058.220000 sec): 3 clusters Score: Raw -4071032.036572 + Penalty 5043.976460 = -4065988.060112 nChanged 37 SP:Iteration 57Q (9058.300000 sec): 3 clusters Score: Raw -4071049.076641 + Penalty 5043.976460 = -4066005.100182 nChanged 32 SP:Iteration 58Q (9058.380000 sec): 3 clusters Score: Raw -4071063.998101 + Penalty 5043.976460 = -4066020.021642 nChanged 27 SP:Iteration 59Q (9058.460000 sec): 3 clusters Score: Raw -4071076.088485 + Penalty 5043.976460 = -4066032.112025 nChanged 19 SP:Iteration 60F (9058.560000 sec): 3 clusters Score: Raw -4071082.914602 + Penalty 5043.976460 = -4066038.938142 nChanged 16 SP:Iteration 61Q (9058.640000 sec): 3 clusters Score: Raw -4071088.631946 + Penalty 5043.976460 = -4066044.655487 nChanged 17 SP:Iteration 62Q (9058.720000 sec): 3 clusters Score: Raw -4071094.567771 + Penalty 5043.976460 = -4066050.591312 nChanged 12 SP:Iteration 63Q (9058.800000 sec): 3 clusters Score: Raw -4071098.776290 + Penalty 5043.976460 = -4066054.799830 nChanged 9 SP:Iteration 64Q (9058.880000 sec): 3 clusters Score: Raw -4071102.117676 + Penalty 5043.976460 = -4066058.141217 nChanged 9 SP:Iteration 65Q (9058.960000 sec): 3 clusters Score: Raw -4071106.293960 + Penalty 5043.976460 = -4066062.317500 nChanged 12 SP:Iteration 66Q (9059.040000 sec): 3 clusters Score: Raw -4071110.430320 + Penalty 5043.976460 = -4066066.453861 nChanged 12 SP:Iteration 67Q (9059.120000 sec): 3 clusters Score: Raw -4071115.925431 + Penalty 5043.976460 = -4066071.948971 nChanged 11 SP:Iteration 68Q (9059.200000 sec): 3 clusters Score: Raw -4071121.604522 + Penalty 5043.976460 = -4066077.628062 nChanged 12 SP:Iteration 69Q (9059.270000 sec): 3 clusters Score: Raw -4071126.085153 + Penalty 5043.976460 = -4066082.108694 nChanged 10 SP:Iteration 70Q (9059.350000 sec): 3 clusters Score: Raw -4071128.792493 + Penalty 5043.976460 = -4066084.816033 nChanged 7 SP:Iteration 71Q (9059.440000 sec): 3 clusters Score: Raw -4071130.935157 + Penalty 5043.976460 = -4066086.958697 nChanged 4 SP:Iteration 72Q (9059.520000 sec): 3 clusters Score: Raw -4071132.731020 + Penalty 5043.976460 = -4066088.754561 nChanged 6 SP:Iteration 73Q (9059.600000 sec): 3 clusters Score: Raw -4071134.656903 + Penalty 5043.976460 = -4066090.680443 nChanged 2 SP:Iteration 74Q (9059.670000 sec): 3 clusters Score: Raw -4071135.188648 + Penalty 5043.976460 = -4066091.212188 nChanged 0 SP:Iteration 75F (9059.780000 sec): 3 clusters Score: Raw -4071135.188648 + Penalty 5043.976460 = -4066091.212188 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9059.800000 sec): 2 clusters Score: Raw -220316.677782 + Penalty 1800.086213 = -218516.591569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9059.810000 sec): 3 clusters Score: Raw -219885.909685 + Penalty 3600.172427 = -216285.737258 nChanged 421 SP:Iteration 1F (9059.810000 sec): 3 clusters Score: Raw -220272.227038 + Penalty 3600.172427 = -216672.054611 nChanged 110 SP:Iteration 2F (9059.820000 sec): 3 clusters Score: Raw -220386.011594 + Penalty 3600.172427 = -216785.839168 nChanged 52 SP:Iteration 3Q (9059.820000 sec): 3 clusters Score: Raw -220437.796867 + Penalty 3600.172427 = -216837.624440 nChanged 36 SP:Iteration 4Q (9059.830000 sec): 3 clusters Score: Raw -220469.820899 + Penalty 3600.172427 = -216869.648472 nChanged 28 SP:Iteration 5Q (9059.840000 sec): 3 clusters Score: Raw -220496.698535 + Penalty 3600.172427 = -216896.526108 nChanged 20 SP:Iteration 6Q (9059.840000 sec): 3 clusters Score: Raw -220521.309648 + Penalty 3600.172427 = -216921.137221 nChanged 16 SP:Iteration 7Q (9059.840000 sec): 3 clusters Score: Raw -220537.982479 + Penalty 3600.172427 = -216937.810053 nChanged 17 SP:Iteration 8Q (9059.850000 sec): 3 clusters Score: Raw -220553.023353 + Penalty 3600.172427 = -216952.850926 nChanged 11 SP:Iteration 9Q (9059.860000 sec): 3 clusters Score: Raw -220564.395008 + Penalty 3600.172427 = -216964.222582 nChanged 8 SP:Iteration 10Q (9059.860000 sec): 3 clusters Score: Raw -220572.208713 + Penalty 3600.172427 = -216972.036286 nChanged 4 SP:Iteration 11Q (9059.870000 sec): 3 clusters Score: Raw -220577.686178 + Penalty 3600.172427 = -216977.513751 nChanged 3 SP:Iteration 12Q (9059.870000 sec): 3 clusters Score: Raw -220579.916957 + Penalty 3600.172427 = -216979.744530 nChanged 1 SP:Iteration 13Q (9059.880000 sec): 3 clusters Score: Raw -220581.412145 + Penalty 3600.172427 = -216981.239719 nChanged 0 SP:Iteration 14F (9059.880000 sec): 3 clusters Score: Raw -220581.412145 + Penalty 3600.172427 = -216981.239719 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9059.890000 sec): 2 clusters Score: Raw -152967.832762 + Penalty 1729.438669 = -151238.394093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9059.900000 sec): 3 clusters Score: Raw -152759.146038 + Penalty 3458.877338 = -149300.268700 nChanged 304 SP:Iteration 1F (9059.900000 sec): 3 clusters Score: Raw -153261.765821 + Penalty 3458.877338 = -149802.888483 nChanged 121 SP:Iteration 2F (9059.900000 sec): 3 clusters Score: Raw -153673.290614 + Penalty 3458.877338 = -150214.413276 nChanged 80 SP:Iteration 3F (9059.910000 sec): 3 clusters Score: Raw -153924.507209 + Penalty 3458.877338 = -150465.629871 nChanged 53 SP:Iteration 4Q (9059.910000 sec): 3 clusters Score: Raw -154025.784029 + Penalty 3458.877338 = -150566.906691 nChanged 40 SP:Iteration 5Q (9059.920000 sec): 3 clusters Score: Raw -154097.442714 + Penalty 3458.877338 = -150638.565377 nChanged 27 SP:Iteration 6Q (9059.920000 sec): 3 clusters Score: Raw -154156.802160 + Penalty 3458.877338 = -150697.924822 nChanged 20 SP:Iteration 7Q (9059.920000 sec): 3 clusters Score: Raw -154188.488694 + Penalty 3458.877338 = -150729.611356 nChanged 10 SP:Iteration 8Q (9059.930000 sec): 3 clusters Score: Raw -154224.085343 + Penalty 3458.877338 = -150765.208006 nChanged 13 SP:Iteration 9Q (9059.930000 sec): 3 clusters Score: Raw -154258.106916 + Penalty 3458.877338 = -150799.229578 nChanged 8 SP:Iteration 10Q (9059.940000 sec): 3 clusters Score: Raw -154269.757941 + Penalty 3458.877338 = -150810.880603 nChanged 6 SP:Iteration 11Q (9059.940000 sec): 3 clusters Score: Raw -154277.610586 + Penalty 3458.877338 = -150818.733248 nChanged 8 SP:Iteration 12Q (9059.940000 sec): 3 clusters Score: Raw -154289.857655 + Penalty 3458.877338 = -150830.980317 nChanged 7 SP:Iteration 13Q (9059.950000 sec): 3 clusters Score: Raw -154298.013050 + Penalty 3458.877338 = -150839.135713 nChanged 8 SP:Iteration 14Q (9059.950000 sec): 3 clusters Score: Raw -154313.053140 + Penalty 3458.877338 = -150854.175802 nChanged 5 SP:Iteration 15Q (9059.950000 sec): 3 clusters Score: Raw -154321.456727 + Penalty 3458.877338 = -150862.579389 nChanged 4 SP:Iteration 16Q (9059.960000 sec): 3 clusters Score: Raw -154326.893788 + Penalty 3458.877338 = -150868.016450 nChanged 4 SP:Iteration 17Q (9059.960000 sec): 3 clusters Score: Raw -154333.317839 + Penalty 3458.877338 = -150874.440501 nChanged 4 SP:Iteration 18Q (9059.960000 sec): 3 clusters Score: Raw -154336.858798 + Penalty 3458.877338 = -150877.981461 nChanged 5 SP:Iteration 19Q (9059.970000 sec): 3 clusters Score: Raw -154341.790850 + Penalty 3458.877338 = -150882.913513 nChanged 1 SP:Iteration 20F (9059.970000 sec): 3 clusters Score: Raw -154344.412970 + Penalty 3458.877338 = -150885.535632 nChanged 1 SP:Iteration 21Q (9059.980000 sec): 3 clusters Score: Raw -154345.096551 + Penalty 3458.877338 = -150886.219213 nChanged 1 SP:Iteration 22Q (9059.980000 sec): 3 clusters Score: Raw -154345.897068 + Penalty 3458.877338 = -150887.019731 nChanged 0 SP:Iteration 23F (9059.980000 sec): 3 clusters Score: Raw -154345.897068 + Penalty 3458.877338 = -150887.019731 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9060.070000 sec): 2 clusters Score: Raw -3189442.813215 + Penalty 2464.776112 = -3186978.037103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9060.150000 sec): 3 clusters Score: Raw -3177404.448675 + Penalty 4929.552224 = -3172474.896452 nChanged 9128 SP:Iteration 1F (9060.240000 sec): 3 clusters Score: Raw -3182488.827883 + Penalty 4929.552224 = -3177559.275659 nChanged 1286 SP:Iteration 2F (9060.320000 sec): 3 clusters Score: Raw -3183216.621370 + Penalty 4929.552224 = -3178287.069146 nChanged 1398 SP:Iteration 3F (9060.400000 sec): 3 clusters Score: Raw -3184246.514953 + Penalty 4929.552224 = -3179316.962729 nChanged 1580 SP:Iteration 4F (9060.490000 sec): 3 clusters Score: Raw -3185565.986098 + Penalty 4929.552224 = -3180636.433874 nChanged 1623 SP:Iteration 5F (9060.570000 sec): 3 clusters Score: Raw -3186907.443031 + Penalty 4929.552224 = -3181977.890808 nChanged 1368 SP:Iteration 6F (9060.660000 sec): 3 clusters Score: Raw -3187919.718851 + Penalty 4929.552224 = -3182990.166628 nChanged 1019 SP:Iteration 7Q (9060.740000 sec): 3 clusters Score: Raw -3188570.436351 + Penalty 4929.552224 = -3183640.884127 nChanged 723 SP:Iteration 8Q (9060.820000 sec): 3 clusters Score: Raw -3188973.156365 + Penalty 4929.552224 = -3184043.604141 nChanged 489 SP:Iteration 9Q (9060.910000 sec): 3 clusters Score: Raw -3189244.481399 + Penalty 4929.552224 = -3184314.929175 nChanged 404 SP:Iteration 10Q (9060.990000 sec): 3 clusters Score: Raw -3189473.027949 + Penalty 4929.552224 = -3184543.475725 nChanged 317 SP:Iteration 11Q (9061.080000 sec): 3 clusters Score: Raw -3189641.890491 + Penalty 4929.552224 = -3184712.338268 nChanged 239 SP:Iteration 12Q (9061.160000 sec): 3 clusters Score: Raw -3189770.414631 + Penalty 4929.552224 = -3184840.862407 nChanged 188 SP:Iteration 13Q (9061.240000 sec): 3 clusters Score: Raw -3189864.547545 + Penalty 4929.552224 = -3184934.995321 nChanged 164 SP:Iteration 14Q (9061.330000 sec): 3 clusters Score: Raw -3189946.102109 + Penalty 4929.552224 = -3185016.549885 nChanged 110 SP:Iteration 15Q (9061.410000 sec): 3 clusters Score: Raw -3190018.328288 + Penalty 4929.552224 = -3185088.776064 nChanged 105 SP:Iteration 16Q (9061.490000 sec): 3 clusters Score: Raw -3190141.106595 + Penalty 4929.552224 = -3185211.554371 nChanged 94 SP:Iteration 17Q (9061.570000 sec): 3 clusters Score: Raw -3190303.603636 + Penalty 4929.552224 = -3185374.051413 nChanged 83 SP:Iteration 18Q (9061.640000 sec): 3 clusters Score: Raw -3190452.527355 + Penalty 4929.552224 = -3185522.975131 nChanged 60 SP:Iteration 19Q (9061.710000 sec): 3 clusters Score: Raw -3190507.048844 + Penalty 4929.552224 = -3185577.496621 nChanged 66 SP:Iteration 20F (9061.800000 sec): 3 clusters Score: Raw -3190537.077494 + Penalty 4929.552224 = -3185607.525270 nChanged 39 SP:Iteration 21Q (9061.860000 sec): 3 clusters Score: Raw -3190552.936994 + Penalty 4929.552224 = -3185623.384770 nChanged 24 SP:Iteration 22Q (9061.930000 sec): 3 clusters Score: Raw -3190560.657272 + Penalty 4929.552224 = -3185631.105048 nChanged 14 SP:Iteration 23Q (9061.990000 sec): 3 clusters Score: Raw -3190565.520846 + Penalty 4929.552224 = -3185635.968622 nChanged 12 SP:Iteration 24Q (9062.060000 sec): 3 clusters Score: Raw -3190569.629177 + Penalty 4929.552224 = -3185640.076953 nChanged 11 SP:Iteration 25Q (9062.130000 sec): 3 clusters Score: Raw -3190573.541158 + Penalty 4929.552224 = -3185643.988934 nChanged 12 SP:Iteration 26Q (9062.190000 sec): 3 clusters Score: Raw -3190576.677879 + Penalty 4929.552224 = -3185647.125655 nChanged 4 SP:Iteration 27Q (9062.260000 sec): 3 clusters Score: Raw -3190577.878678 + Penalty 4929.552224 = -3185648.326454 nChanged 2 SP:Iteration 28Q (9062.320000 sec): 3 clusters Score: Raw -3190578.365631 + Penalty 4929.552224 = -3185648.813407 nChanged 1 SP:Iteration 29Q (9062.380000 sec): 3 clusters Score: Raw -3190578.691441 + Penalty 4929.552224 = -3185649.139217 nChanged 2 SP:Iteration 30Q (9062.450000 sec): 3 clusters Score: Raw -3190579.252889 + Penalty 4929.552224 = -3185649.700665 nChanged 1 SP:Iteration 31Q (9062.520000 sec): 3 clusters Score: Raw -3190579.499152 + Penalty 4929.552224 = -3185649.946929 nChanged 1 SP:Iteration 32Q (9062.580000 sec): 3 clusters Score: Raw -3190579.861220 + Penalty 4929.552224 = -3185650.308996 nChanged 3 SP:Iteration 33Q (9062.640000 sec): 3 clusters Score: Raw -3190580.767037 + Penalty 4929.552224 = -3185651.214814 nChanged 4 SP:Iteration 34Q (9062.710000 sec): 3 clusters Score: Raw -3190581.585684 + Penalty 4929.552224 = -3185652.033460 nChanged 2 SP:Iteration 35Q (9062.770000 sec): 3 clusters Score: Raw -3190582.158736 + Penalty 4929.552224 = -3185652.606512 nChanged 3 SP:Iteration 36Q (9062.840000 sec): 3 clusters Score: Raw -3190583.159662 + Penalty 4929.552224 = -3185653.607439 nChanged 4 SP:Iteration 37Q (9062.910000 sec): 3 clusters Score: Raw -3190584.173144 + Penalty 4929.552224 = -3185654.620920 nChanged 3 SP:Iteration 38Q (9062.970000 sec): 3 clusters Score: Raw -3190584.777776 + Penalty 4929.552224 = -3185655.225552 nChanged 2 SP:Iteration 39Q (9063.030000 sec): 3 clusters Score: Raw -3190585.420666 + Penalty 4929.552224 = -3185655.868442 nChanged 0 SP:Iteration 40F (9063.120000 sec): 3 clusters Score: Raw -3190585.420666 + Penalty 4929.552224 = -3185655.868442 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9063.920000 sec): 2 clusters Score: Raw -32567303.524547 + Penalty 3036.309972 = -32564267.214576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9064.810000 sec): 3 clusters Score: Raw -32431231.451845 + Penalty 6072.619943 = -32425158.831902 nChanged 99883 SP:Iteration 1F (9065.690000 sec): 3 clusters Score: Raw -32490659.076316 + Penalty 6072.619943 = -32484586.456373 nChanged 6531 SP:Iteration 2Q (9066.590000 sec): 3 clusters Score: Raw -32492480.155244 + Penalty 6072.619943 = -32486407.535301 nChanged 7512 SP:Iteration 3Q (9067.500000 sec): 3 clusters Score: Raw -32495011.808530 + Penalty 6072.619943 = -32488939.188587 nChanged 8571 SP:Iteration 4Q (9068.420000 sec): 3 clusters Score: Raw -32498455.941485 + Penalty 6072.619943 = -32492383.321541 nChanged 9957 SP:Iteration 5Q (9069.320000 sec): 3 clusters Score: Raw -32503088.474952 + Penalty 6072.619943 = -32497015.855008 nChanged 11150 SP:Iteration 6F (9070.200000 sec): 3 clusters Score: Raw -32508817.645811 + Penalty 6072.619943 = -32502745.025868 nChanged 11751 SP:Iteration 7F (9071.080000 sec): 3 clusters Score: Raw -32515054.364245 + Penalty 6072.619943 = -32508981.744302 nChanged 11603 SP:Iteration 8F (9071.960000 sec): 3 clusters Score: Raw -32521301.557791 + Penalty 6072.619943 = -32515228.937848 nChanged 10658 SP:Iteration 9F (9072.840000 sec): 3 clusters Score: Raw -32526693.227831 + Penalty 6072.619943 = -32520620.607888 nChanged 9222 SP:Iteration 10Q (9073.720000 sec): 3 clusters Score: Raw -32530946.317307 + Penalty 6072.619943 = -32524873.697364 nChanged 7742 SP:Iteration 11Q (9074.620000 sec): 3 clusters Score: Raw -32534061.322263 + Penalty 6072.619943 = -32527988.702320 nChanged 6342 SP:Iteration 12Q (9075.500000 sec): 3 clusters Score: Raw -32536198.451906 + Penalty 6072.619943 = -32530125.831963 nChanged 4791 SP:Iteration 13Q (9076.390000 sec): 3 clusters Score: Raw -32537434.468386 + Penalty 6072.619943 = -32531361.848443 nChanged 3547 SP:Iteration 14Q (9077.270000 sec): 3 clusters Score: Raw -32538130.936612 + Penalty 6072.619943 = -32532058.316668 nChanged 2607 SP:Iteration 15Q (9078.140000 sec): 3 clusters Score: Raw -32538524.137963 + Penalty 6072.619943 = -32532451.518020 nChanged 1862 SP:Iteration 16Q (9079.000000 sec): 3 clusters Score: Raw -32538747.473376 + Penalty 6072.619943 = -32532674.853433 nChanged 1413 SP:Iteration 17Q (9079.860000 sec): 3 clusters Score: Raw -32538895.042084 + Penalty 6072.619943 = -32532822.422141 nChanged 1170 SP:Iteration 18Q (9080.720000 sec): 3 clusters Score: Raw -32539004.905582 + Penalty 6072.619943 = -32532932.285639 nChanged 1061 SP:Iteration 19Q (9081.600000 sec): 3 clusters Score: Raw -32539097.424436 + Penalty 6072.619943 = -32533024.804493 nChanged 947 SP:Iteration 20F (9082.470000 sec): 3 clusters Score: Raw -32539177.089333 + Penalty 6072.619943 = -32533104.469390 nChanged 886 SP:Iteration 21Q (9083.340000 sec): 3 clusters Score: Raw -32539244.670217 + Penalty 6072.619943 = -32533172.050274 nChanged 831 SP:Iteration 22Q (9084.200000 sec): 3 clusters Score: Raw -32539306.908959 + Penalty 6072.619943 = -32533234.289016 nChanged 828 SP:Iteration 23Q (9085.060000 sec): 3 clusters Score: Raw -32539365.204670 + Penalty 6072.619943 = -32533292.584727 nChanged 758 SP:Iteration 24Q (9085.910000 sec): 3 clusters Score: Raw -32539416.306136 + Penalty 6072.619943 = -32533343.686192 nChanged 716 SP:Iteration 25Q (9086.780000 sec): 3 clusters Score: Raw -32539460.100556 + Penalty 6072.619943 = -32533387.480613 nChanged 641 SP:Iteration 26Q (9087.660000 sec): 3 clusters Score: Raw -32539496.957028 + Penalty 6072.619943 = -32533424.337085 nChanged 593 SP:Iteration 27Q (9088.530000 sec): 3 clusters Score: Raw -32539532.016528 + Penalty 6072.619943 = -32533459.396584 nChanged 631 SP:Iteration 28Q (9089.400000 sec): 3 clusters Score: Raw -32539569.351802 + Penalty 6072.619943 = -32533496.731859 nChanged 596 SP:Iteration 29Q (9090.260000 sec): 3 clusters Score: Raw -32539600.752853 + Penalty 6072.619943 = -32533528.132910 nChanged 524 SP:Iteration 30Q (9091.120000 sec): 3 clusters Score: Raw -32539630.663708 + Penalty 6072.619943 = -32533558.043765 nChanged 541 SP:Iteration 31Q (9091.990000 sec): 3 clusters Score: Raw -32539662.042002 + Penalty 6072.619943 = -32533589.422059 nChanged 544 SP:Iteration 32Q (9092.860000 sec): 3 clusters Score: Raw -32539692.754766 + Penalty 6072.619943 = -32533620.134823 nChanged 554 SP:Iteration 33Q (9093.720000 sec): 3 clusters Score: Raw -32539724.688445 + Penalty 6072.619943 = -32533652.068502 nChanged 555 SP:Iteration 34Q (9094.590000 sec): 3 clusters Score: Raw -32539757.275902 + Penalty 6072.619943 = -32533684.655959 nChanged 571 SP:Iteration 35Q (9095.460000 sec): 3 clusters Score: Raw -32539790.019402 + Penalty 6072.619943 = -32533717.399459 nChanged 563 SP:Iteration 36Q (9096.330000 sec): 3 clusters Score: Raw -32539823.271340 + Penalty 6072.619943 = -32533750.651397 nChanged 577 SP:Iteration 37Q (9097.200000 sec): 3 clusters Score: Raw -32539855.728902 + Penalty 6072.619943 = -32533783.108959 nChanged 579 SP:Iteration 38Q (9098.070000 sec): 3 clusters Score: Raw -32539890.457298 + Penalty 6072.619943 = -32533817.837354 nChanged 638 SP:Iteration 39Q (9098.940000 sec): 3 clusters Score: Raw -32539930.319047 + Penalty 6072.619943 = -32533857.699104 nChanged 615 SP:Iteration 40F (9099.810000 sec): 3 clusters Score: Raw -32539969.667449 + Penalty 6072.619943 = -32533897.047506 nChanged 651 SP:Iteration 41Q (9100.680000 sec): 3 clusters Score: Raw -32540013.841434 + Penalty 6072.619943 = -32533941.221491 nChanged 691 SP:Iteration 42Q (9101.550000 sec): 3 clusters Score: Raw -32540062.284875 + Penalty 6072.619943 = -32533989.664931 nChanged 785 SP:Iteration 43Q (9102.420000 sec): 3 clusters Score: Raw -32540122.094785 + Penalty 6072.619943 = -32534049.474842 nChanged 845 SP:Iteration 44Q (9103.280000 sec): 3 clusters Score: Raw -32540187.557089 + Penalty 6072.619943 = -32534114.937146 nChanged 834 SP:Iteration 45Q (9104.150000 sec): 3 clusters Score: Raw -32540253.510656 + Penalty 6072.619943 = -32534180.890713 nChanged 898 SP:Iteration 46Q (9105.010000 sec): 3 clusters Score: Raw -32540330.292378 + Penalty 6072.619943 = -32534257.672435 nChanged 955 SP:Iteration 47Q (9105.870000 sec): 3 clusters Score: Raw -32540416.939760 + Penalty 6072.619943 = -32534344.319817 nChanged 998 SP:Iteration 48Q (9106.720000 sec): 3 clusters Score: Raw -32540516.880384 + Penalty 6072.619943 = -32534444.260441 nChanged 1125 SP:Iteration 49Q (9107.570000 sec): 3 clusters Score: Raw -32540642.206713 + Penalty 6072.619943 = -32534569.586769 nChanged 1203 SP:Iteration 50Q (9108.420000 sec): 3 clusters Score: Raw -32540789.619629 + Penalty 6072.619943 = -32534716.999686 nChanged 1374 SP:Iteration 51Q (9109.280000 sec): 3 clusters Score: Raw -32540970.004377 + Penalty 6072.619943 = -32534897.384433 nChanged 1519 SP:Iteration 52Q (9110.150000 sec): 3 clusters Score: Raw -32541187.560952 + Penalty 6072.619943 = -32535114.941009 nChanged 1656 SP:Iteration 53Q (9110.990000 sec): 3 clusters Score: Raw -32541446.511572 + Penalty 6072.619943 = -32535373.891628 nChanged 1863 SP:Iteration 54Q (9111.850000 sec): 3 clusters Score: Raw -32541766.546040 + Penalty 6072.619943 = -32535693.926097 nChanged 2032 SP:Iteration 55Q (9112.700000 sec): 3 clusters Score: Raw -32542157.436836 + Penalty 6072.619943 = -32536084.816893 nChanged 2284 SP:Iteration 56Q (9113.550000 sec): 3 clusters Score: Raw -32542623.078464 + Penalty 6072.619943 = -32536550.458521 nChanged 2503 SP:Iteration 57Q (9114.390000 sec): 3 clusters Score: Raw -32543166.987468 + Penalty 6072.619943 = -32537094.367525 nChanged 2764 SP:Iteration 58Q (9115.240000 sec): 3 clusters Score: Raw -32543813.833882 + Penalty 6072.619943 = -32537741.213939 nChanged 2939 SP:Iteration 59Q (9116.080000 sec): 3 clusters Score: Raw -32544552.548231 + Penalty 6072.619943 = -32538479.928288 nChanged 3196 SP:Iteration 60F (9116.950000 sec): 3 clusters Score: Raw -32545411.676729 + Penalty 6072.619943 = -32539339.056786 nChanged 3420 SP:Iteration 61Q (9117.790000 sec): 3 clusters Score: Raw -32546401.511443 + Penalty 6072.619943 = -32540328.891500 nChanged 3733 SP:Iteration 62Q (9118.610000 sec): 3 clusters Score: Raw -32547577.218047 + Penalty 6072.619943 = -32541504.598104 nChanged 3970 SP:Iteration 63Q (9119.430000 sec): 3 clusters Score: Raw -32548962.566678 + Penalty 6072.619943 = -32542889.946735 nChanged 4177 SP:Iteration 64Q (9120.240000 sec): 3 clusters Score: Raw -32550529.228519 + Penalty 6072.619943 = -32544456.608576 nChanged 4408 SP:Iteration 65Q (9121.040000 sec): 3 clusters Score: Raw -32552326.610232 + Penalty 6072.619943 = -32546253.990289 nChanged 4502 SP:Iteration 66Q (9121.870000 sec): 3 clusters Score: Raw -32554279.416111 + Penalty 6072.619943 = -32548206.796168 nChanged 4354 SP:Iteration 67Q (9122.670000 sec): 3 clusters Score: Raw -32556246.099389 + Penalty 6072.619943 = -32550173.479446 nChanged 4235 SP:Iteration 68Q (9123.450000 sec): 3 clusters Score: Raw -32558235.539373 + Penalty 6072.619943 = -32552162.919430 nChanged 3960 SP:Iteration 69Q (9124.220000 sec): 3 clusters Score: Raw -32560113.008823 + Penalty 6072.619943 = -32554040.388880 nChanged 3580 SP:Iteration 70Q (9124.970000 sec): 3 clusters Score: Raw -32561845.787784 + Penalty 6072.619943 = -32555773.167841 nChanged 3167 SP:Iteration 71Q (9125.730000 sec): 3 clusters Score: Raw -32563349.465599 + Penalty 6072.619943 = -32557276.845656 nChanged 2705 SP:Iteration 72Q (9126.470000 sec): 3 clusters Score: Raw -32564608.791831 + Penalty 6072.619943 = -32558536.171887 nChanged 2318 SP:Iteration 73Q (9127.200000 sec): 3 clusters Score: Raw -32565657.254064 + Penalty 6072.619943 = -32559584.634121 nChanged 1933 SP:Iteration 74Q (9127.920000 sec): 3 clusters Score: Raw -32566528.482151 + Penalty 6072.619943 = -32560455.862208 nChanged 1640 SP:Iteration 75Q (9128.620000 sec): 3 clusters Score: Raw -32567205.115493 + Penalty 6072.619943 = -32561132.495549 nChanged 1289 SP:Iteration 76Q (9129.310000 sec): 3 clusters Score: Raw -32567719.816286 + Penalty 6072.619943 = -32561647.196343 nChanged 1077 SP:Iteration 77Q (9130.020000 sec): 3 clusters Score: Raw -32568113.312269 + Penalty 6072.619943 = -32562040.692326 nChanged 852 SP:Iteration 78Q (9130.700000 sec): 3 clusters Score: Raw -32568390.529242 + Penalty 6072.619943 = -32562317.909299 nChanged 673 SP:Iteration 79Q (9131.390000 sec): 3 clusters Score: Raw -32568594.287370 + Penalty 6072.619943 = -32562521.667427 nChanged 576 SP:Iteration 80F (9132.300000 sec): 3 clusters Score: Raw -32568757.815530 + Penalty 6072.619943 = -32562685.195587 nChanged 474 SP:Iteration 81Q (9132.970000 sec): 3 clusters Score: Raw -32568888.632118 + Penalty 6072.619943 = -32562816.012175 nChanged 395 SP:Iteration 82Q (9133.640000 sec): 3 clusters Score: Raw -32568987.959472 + Penalty 6072.619943 = -32562915.339528 nChanged 320 SP:Iteration 83Q (9134.300000 sec): 3 clusters Score: Raw -32569065.317429 + Penalty 6072.619943 = -32562992.697486 nChanged 282 SP:Iteration 84Q (9134.960000 sec): 3 clusters Score: Raw -32569127.411311 + Penalty 6072.619943 = -32563054.791368 nChanged 256 SP:Iteration 85Q (9135.610000 sec): 3 clusters Score: Raw -32569184.454892 + Penalty 6072.619943 = -32563111.834949 nChanged 220 SP:Iteration 86Q (9136.280000 sec): 3 clusters Score: Raw -32569232.663618 + Penalty 6072.619943 = -32563160.043675 nChanged 210 SP:Iteration 87Q (9136.910000 sec): 3 clusters Score: Raw -32569280.718736 + Penalty 6072.619943 = -32563208.098792 nChanged 207 SP:Iteration 88Q (9137.550000 sec): 3 clusters Score: Raw -32569323.561658 + Penalty 6072.619943 = -32563250.941715 nChanged 163 SP:Iteration 89Q (9138.190000 sec): 3 clusters Score: Raw -32569355.560512 + Penalty 6072.619943 = -32563282.940569 nChanged 150 SP:Iteration 90Q (9138.830000 sec): 3 clusters Score: Raw -32569385.630217 + Penalty 6072.619943 = -32563313.010274 nChanged 139 SP:Iteration 91Q (9139.470000 sec): 3 clusters Score: Raw -32569410.485340 + Penalty 6072.619943 = -32563337.865396 nChanged 112 SP:Iteration 92Q (9140.110000 sec): 3 clusters Score: Raw -32569426.933895 + Penalty 6072.619943 = -32563354.313952 nChanged 86 SP:Iteration 93Q (9140.740000 sec): 3 clusters Score: Raw -32569439.894623 + Penalty 6072.619943 = -32563367.274680 nChanged 73 SP:Iteration 94Q (9141.380000 sec): 3 clusters Score: Raw -32569451.488573 + Penalty 6072.619943 = -32563378.868630 nChanged 66 SP:Iteration 95Q (9142.020000 sec): 3 clusters Score: Raw -32569460.310283 + Penalty 6072.619943 = -32563387.690340 nChanged 49 SP:Iteration 96Q (9142.650000 sec): 3 clusters Score: Raw -32569465.979550 + Penalty 6072.619943 = -32563393.359606 nChanged 34 SP:Iteration 97Q (9143.280000 sec): 3 clusters Score: Raw -32569471.193741 + Penalty 6072.619943 = -32563398.573798 nChanged 38 SP:Iteration 98Q (9143.920000 sec): 3 clusters Score: Raw -32569476.617025 + Penalty 6072.619943 = -32563403.997081 nChanged 39 SP:Iteration 99Q (9144.550000 sec): 3 clusters Score: Raw -32569481.712165 + Penalty 6072.619943 = -32563409.092222 nChanged 36 SP:Iteration 100F (9145.420000 sec): 3 clusters Score: Raw -32569486.174690 + Penalty 6072.619943 = -32563413.554747 nChanged 33 SP:Iteration 101Q (9146.050000 sec): 3 clusters Score: Raw -32569490.368633 + Penalty 6072.619943 = -32563417.748690 nChanged 30 SP:Iteration 102Q (9146.690000 sec): 3 clusters Score: Raw -32569493.924425 + Penalty 6072.619943 = -32563421.304482 nChanged 34 SP:Iteration 103Q (9147.320000 sec): 3 clusters Score: Raw -32569497.961471 + Penalty 6072.619943 = -32563425.341528 nChanged 26 SP:Iteration 104Q (9147.960000 sec): 3 clusters Score: Raw -32569500.379336 + Penalty 6072.619943 = -32563427.759393 nChanged 19 SP:Iteration 105Q (9148.590000 sec): 3 clusters Score: Raw -32569502.362300 + Penalty 6072.619943 = -32563429.742357 nChanged 24 SP:Iteration 106Q (9149.220000 sec): 3 clusters Score: Raw -32569504.866766 + Penalty 6072.619943 = -32563432.246823 nChanged 17 SP:Iteration 107Q (9149.860000 sec): 3 clusters Score: Raw -32569506.673780 + Penalty 6072.619943 = -32563434.053837 nChanged 11 SP:Iteration 108Q (9150.500000 sec): 3 clusters Score: Raw -32569507.853013 + Penalty 6072.619943 = -32563435.233070 nChanged 15 SP:Iteration 109Q (9151.130000 sec): 3 clusters Score: Raw -32569509.009747 + Penalty 6072.619943 = -32563436.389804 nChanged 12 SP:Iteration 110Q (9151.770000 sec): 3 clusters Score: Raw -32569510.320483 + Penalty 6072.619943 = -32563437.700540 nChanged 10 SP:Iteration 111Q (9152.400000 sec): 3 clusters Score: Raw -32569511.766156 + Penalty 6072.619943 = -32563439.146212 nChanged 12 SP:Iteration 112Q (9153.040000 sec): 3 clusters Score: Raw -32569513.096204 + Penalty 6072.619943 = -32563440.476260 nChanged 16 SP:Iteration 113Q (9153.670000 sec): 3 clusters Score: Raw -32569514.923455 + Penalty 6072.619943 = -32563442.303512 nChanged 19 SP:Iteration 114Q (9154.300000 sec): 3 clusters Score: Raw -32569517.104831 + Penalty 6072.619943 = -32563444.484888 nChanged 18 SP:Iteration 115Q (9154.940000 sec): 3 clusters Score: Raw -32569519.235087 + Penalty 6072.619943 = -32563446.615144 nChanged 26 SP:Iteration 116Q (9155.580000 sec): 3 clusters Score: Raw -32569521.986915 + Penalty 6072.619943 = -32563449.366972 nChanged 23 SP:Iteration 117Q (9156.220000 sec): 3 clusters Score: Raw -32569524.979151 + Penalty 6072.619943 = -32563452.359208 nChanged 31 SP:Iteration 118Q (9156.850000 sec): 3 clusters Score: Raw -32569528.898716 + Penalty 6072.619943 = -32563456.278773 nChanged 20 SP:Iteration 119Q (9157.490000 sec): 3 clusters Score: Raw -32569531.658283 + Penalty 6072.619943 = -32563459.038340 nChanged 25 SP:Iteration 120F (9158.350000 sec): 3 clusters Score: Raw -32569534.378974 + Penalty 6072.619943 = -32563461.759030 nChanged 16 SP:Iteration 121Q (9159.000000 sec): 3 clusters Score: Raw -32569536.226891 + Penalty 6072.619943 = -32563463.606948 nChanged 9 SP:Iteration 122Q (9159.640000 sec): 3 clusters Score: Raw -32569537.071151 + Penalty 6072.619943 = -32563464.451208 nChanged 10 SP:Iteration 123Q (9160.270000 sec): 3 clusters Score: Raw -32569538.069238 + Penalty 6072.619943 = -32563465.449295 nChanged 11 SP:Iteration 124Q (9160.910000 sec): 3 clusters Score: Raw -32569539.112477 + Penalty 6072.619943 = -32563466.492534 nChanged 14 SP:Iteration 125Q (9161.560000 sec): 3 clusters Score: Raw -32569540.638966 + Penalty 6072.619943 = -32563468.019023 nChanged 14 SP:Iteration 126Q (9162.200000 sec): 3 clusters Score: Raw -32569542.142725 + Penalty 6072.619943 = -32563469.522782 nChanged 9 SP:Iteration 127Q (9162.840000 sec): 3 clusters Score: Raw -32569543.236546 + Penalty 6072.619943 = -32563470.616603 nChanged 11 SP:Iteration 128Q (9163.490000 sec): 3 clusters Score: Raw -32569544.334380 + Penalty 6072.619943 = -32563471.714437 nChanged 8 SP:Iteration 129Q (9164.130000 sec): 3 clusters Score: Raw -32569544.877429 + Penalty 6072.619943 = -32563472.257486 nChanged 2 SP:Iteration 130Q (9164.770000 sec): 3 clusters Score: Raw -32569545.027631 + Penalty 6072.619943 = -32563472.407688 nChanged 2 SP:Iteration 131Q (9165.410000 sec): 3 clusters Score: Raw -32569545.226511 + Penalty 6072.619943 = -32563472.606568 nChanged 3 SP:Iteration 132Q (9166.050000 sec): 3 clusters Score: Raw -32569545.512847 + Penalty 6072.619943 = -32563472.892904 nChanged 7 SP:Iteration 133Q (9166.690000 sec): 3 clusters Score: Raw -32569546.144221 + Penalty 6072.619943 = -32563473.524278 nChanged 8 SP:Iteration 134Q (9167.330000 sec): 3 clusters Score: Raw -32569546.946477 + Penalty 6072.619943 = -32563474.326533 nChanged 11 SP:Iteration 135Q (9167.970000 sec): 3 clusters Score: Raw -32569548.089940 + Penalty 6072.619943 = -32563475.469997 nChanged 3 SP:Iteration 136Q (9168.610000 sec): 3 clusters Score: Raw -32569548.329627 + Penalty 6072.619943 = -32563475.709683 nChanged 0 SP:Iteration 137F (9169.470000 sec): 3 clusters Score: Raw -32569548.329627 + Penalty 6072.619943 = -32563475.709683 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9169.610000 sec): 2 clusters Score: Raw -1610409.695292 + Penalty 2307.033604 = -1608102.661688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9169.650000 sec): 3 clusters Score: Raw -1604490.593634 + Penalty 4614.067209 = -1599876.526425 nChanged 4591 SP:Iteration 1F (9169.700000 sec): 3 clusters Score: Raw -1606962.495312 + Penalty 4614.067209 = -1602348.428103 nChanged 663 SP:Iteration 2F (9169.740000 sec): 3 clusters Score: Raw -1607279.799932 + Penalty 4614.067209 = -1602665.732723 nChanged 536 SP:Iteration 3Q (9169.780000 sec): 3 clusters Score: Raw -1607548.812991 + Penalty 4614.067209 = -1602934.745782 nChanged 465 SP:Iteration 4Q (9169.830000 sec): 3 clusters Score: Raw -1607764.839172 + Penalty 4614.067209 = -1603150.771963 nChanged 398 SP:Iteration 5Q (9169.870000 sec): 3 clusters Score: Raw -1607934.315422 + Penalty 4614.067209 = -1603320.248213 nChanged 356 SP:Iteration 6Q (9169.920000 sec): 3 clusters Score: Raw -1608062.122727 + Penalty 4614.067209 = -1603448.055518 nChanged 297 SP:Iteration 7Q (9169.960000 sec): 3 clusters Score: Raw -1608170.390529 + Penalty 4614.067209 = -1603556.323320 nChanged 272 SP:Iteration 8Q (9170.000000 sec): 3 clusters Score: Raw -1608277.865040 + Penalty 4614.067209 = -1603663.797832 nChanged 269 SP:Iteration 9Q (9170.040000 sec): 3 clusters Score: Raw -1608380.896640 + Penalty 4614.067209 = -1603766.829431 nChanged 262 SP:Iteration 10Q (9170.090000 sec): 3 clusters Score: Raw -1608489.771781 + Penalty 4614.067209 = -1603875.704572 nChanged 280 SP:Iteration 11Q (9170.130000 sec): 3 clusters Score: Raw -1608593.616527 + Penalty 4614.067209 = -1603979.549318 nChanged 248 SP:Iteration 12Q (9170.170000 sec): 3 clusters Score: Raw -1608679.737990 + Penalty 4614.067209 = -1604065.670781 nChanged 233 SP:Iteration 13Q (9170.220000 sec): 3 clusters Score: Raw -1608756.748824 + Penalty 4614.067209 = -1604142.681616 nChanged 209 SP:Iteration 14Q (9170.260000 sec): 3 clusters Score: Raw -1608816.754308 + Penalty 4614.067209 = -1604202.687099 nChanged 183 SP:Iteration 15Q (9170.300000 sec): 3 clusters Score: Raw -1608877.985580 + Penalty 4614.067209 = -1604263.918371 nChanged 198 SP:Iteration 16Q (9170.340000 sec): 3 clusters Score: Raw -1608948.631281 + Penalty 4614.067209 = -1604334.564073 nChanged 210 SP:Iteration 17Q (9170.390000 sec): 3 clusters Score: Raw -1609028.583197 + Penalty 4614.067209 = -1604414.515989 nChanged 227 SP:Iteration 18Q (9170.430000 sec): 3 clusters Score: Raw -1609113.685021 + Penalty 4614.067209 = -1604499.617812 nChanged 220 SP:Iteration 19Q (9170.480000 sec): 3 clusters Score: Raw -1609196.440824 + Penalty 4614.067209 = -1604582.373615 nChanged 198 SP:Iteration 20F (9170.520000 sec): 3 clusters Score: Raw -1609272.401303 + Penalty 4614.067209 = -1604658.334094 nChanged 207 SP:Iteration 21Q (9170.560000 sec): 3 clusters Score: Raw -1609346.472088 + Penalty 4614.067209 = -1604732.404879 nChanged 203 SP:Iteration 22Q (9170.600000 sec): 3 clusters Score: Raw -1609425.868318 + Penalty 4614.067209 = -1604811.801109 nChanged 219 SP:Iteration 23Q (9170.650000 sec): 3 clusters Score: Raw -1609507.096573 + Penalty 4614.067209 = -1604893.029365 nChanged 189 SP:Iteration 24Q (9170.690000 sec): 3 clusters Score: Raw -1609581.680067 + Penalty 4614.067209 = -1604967.612858 nChanged 184 SP:Iteration 25Q (9170.730000 sec): 3 clusters Score: Raw -1609642.869367 + Penalty 4614.067209 = -1605028.802159 nChanged 169 SP:Iteration 26Q (9170.780000 sec): 3 clusters Score: Raw -1609699.574970 + Penalty 4614.067209 = -1605085.507761 nChanged 141 SP:Iteration 27Q (9170.820000 sec): 3 clusters Score: Raw -1609744.331811 + Penalty 4614.067209 = -1605130.264602 nChanged 127 SP:Iteration 28Q (9170.860000 sec): 3 clusters Score: Raw -1609780.543377 + Penalty 4614.067209 = -1605166.476168 nChanged 115 SP:Iteration 29Q (9170.900000 sec): 3 clusters Score: Raw -1609818.627869 + Penalty 4614.067209 = -1605204.560660 nChanged 110 SP:Iteration 30Q (9170.940000 sec): 3 clusters Score: Raw -1609847.028651 + Penalty 4614.067209 = -1605232.961442 nChanged 93 SP:Iteration 31Q (9170.980000 sec): 3 clusters Score: Raw -1609868.398467 + Penalty 4614.067209 = -1605254.331259 nChanged 54 SP:Iteration 32Q (9171.030000 sec): 3 clusters Score: Raw -1609878.993753 + Penalty 4614.067209 = -1605264.926544 nChanged 42 SP:Iteration 33Q (9171.070000 sec): 3 clusters Score: Raw -1609886.331061 + Penalty 4614.067209 = -1605272.263852 nChanged 36 SP:Iteration 34Q (9171.110000 sec): 3 clusters Score: Raw -1609893.037602 + Penalty 4614.067209 = -1605278.970393 nChanged 30 SP:Iteration 35Q (9171.150000 sec): 3 clusters Score: Raw -1609898.014926 + Penalty 4614.067209 = -1605283.947717 nChanged 25 SP:Iteration 36Q (9171.190000 sec): 3 clusters Score: Raw -1609901.486922 + Penalty 4614.067209 = -1605287.419714 nChanged 19 SP:Iteration 37Q (9171.230000 sec): 3 clusters Score: Raw -1609904.249271 + Penalty 4614.067209 = -1605290.182063 nChanged 16 SP:Iteration 38Q (9171.280000 sec): 3 clusters Score: Raw -1609906.503247 + Penalty 4614.067209 = -1605292.436038 nChanged 17 SP:Iteration 39Q (9171.320000 sec): 3 clusters Score: Raw -1609908.638084 + Penalty 4614.067209 = -1605294.570876 nChanged 12 SP:Iteration 40F (9171.360000 sec): 3 clusters Score: Raw -1609910.326434 + Penalty 4614.067209 = -1605296.259226 nChanged 11 SP:Iteration 41Q (9171.400000 sec): 3 clusters Score: Raw -1609912.152876 + Penalty 4614.067209 = -1605298.085667 nChanged 16 SP:Iteration 42Q (9171.440000 sec): 3 clusters Score: Raw -1609914.506588 + Penalty 4614.067209 = -1605300.439380 nChanged 16 SP:Iteration 43Q (9171.480000 sec): 3 clusters Score: Raw -1609917.413666 + Penalty 4614.067209 = -1605303.346458 nChanged 15 SP:Iteration 44Q (9171.520000 sec): 3 clusters Score: Raw -1609919.612089 + Penalty 4614.067209 = -1605305.544881 nChanged 18 SP:Iteration 45Q (9171.570000 sec): 3 clusters Score: Raw -1609922.754247 + Penalty 4614.067209 = -1605308.687038 nChanged 26 SP:Iteration 46Q (9171.610000 sec): 3 clusters Score: Raw -1609926.076595 + Penalty 4614.067209 = -1605312.009386 nChanged 17 SP:Iteration 47Q (9171.650000 sec): 3 clusters Score: Raw -1609929.138256 + Penalty 4614.067209 = -1605315.071048 nChanged 21 SP:Iteration 48Q (9171.690000 sec): 3 clusters Score: Raw -1609932.892106 + Penalty 4614.067209 = -1605318.824897 nChanged 19 SP:Iteration 49Q (9171.730000 sec): 3 clusters Score: Raw -1609936.186133 + Penalty 4614.067209 = -1605322.118924 nChanged 27 SP:Iteration 50Q (9171.770000 sec): 3 clusters Score: Raw -1609940.686604 + Penalty 4614.067209 = -1605326.619395 nChanged 20 SP:Iteration 51Q (9171.810000 sec): 3 clusters Score: Raw -1609944.332225 + Penalty 4614.067209 = -1605330.265017 nChanged 19 SP:Iteration 52Q (9171.860000 sec): 3 clusters Score: Raw -1609947.364606 + Penalty 4614.067209 = -1605333.297398 nChanged 17 SP:Iteration 53Q (9171.900000 sec): 3 clusters Score: Raw -1609949.757090 + Penalty 4614.067209 = -1605335.689882 nChanged 18 SP:Iteration 54Q (9171.940000 sec): 3 clusters Score: Raw -1609952.962125 + Penalty 4614.067209 = -1605338.894916 nChanged 19 SP:Iteration 55Q (9171.980000 sec): 3 clusters Score: Raw -1609956.088677 + Penalty 4614.067209 = -1605342.021468 nChanged 19 SP:Iteration 56Q (9172.020000 sec): 3 clusters Score: Raw -1609959.125248 + Penalty 4614.067209 = -1605345.058039 nChanged 22 SP:Iteration 57Q (9172.060000 sec): 3 clusters Score: Raw -1609962.407264 + Penalty 4614.067209 = -1605348.340056 nChanged 23 SP:Iteration 58Q (9172.100000 sec): 3 clusters Score: Raw -1609967.345240 + Penalty 4614.067209 = -1605353.278032 nChanged 31 SP:Iteration 59Q (9172.140000 sec): 3 clusters Score: Raw -1609974.177654 + Penalty 4614.067209 = -1605360.110446 nChanged 43 SP:Iteration 60F (9172.190000 sec): 3 clusters Score: Raw -1609982.800509 + Penalty 4614.067209 = -1605368.733301 nChanged 36 SP:Iteration 61Q (9172.230000 sec): 3 clusters Score: Raw -1609990.653907 + Penalty 4614.067209 = -1605376.586698 nChanged 38 SP:Iteration 62Q (9172.270000 sec): 3 clusters Score: Raw -1609999.804166 + Penalty 4614.067209 = -1605385.736958 nChanged 39 SP:Iteration 63Q (9172.310000 sec): 3 clusters Score: Raw -1610009.952086 + Penalty 4614.067209 = -1605395.884878 nChanged 46 SP:Iteration 64Q (9172.350000 sec): 3 clusters Score: Raw -1610022.624832 + Penalty 4614.067209 = -1605408.557624 nChanged 58 SP:Iteration 65Q (9172.400000 sec): 3 clusters Score: Raw -1610043.317549 + Penalty 4614.067209 = -1605429.250341 nChanged 74 SP:Iteration 66Q (9172.440000 sec): 3 clusters Score: Raw -1610070.944267 + Penalty 4614.067209 = -1605456.877058 nChanged 88 SP:Iteration 67Q (9172.480000 sec): 3 clusters Score: Raw -1610100.967572 + Penalty 4614.067209 = -1605486.900363 nChanged 85 SP:Iteration 68Q (9172.520000 sec): 3 clusters Score: Raw -1610137.009736 + Penalty 4614.067209 = -1605522.942527 nChanged 90 SP:Iteration 69Q (9172.560000 sec): 3 clusters Score: Raw -1610169.301183 + Penalty 4614.067209 = -1605555.233975 nChanged 83 SP:Iteration 70Q (9172.600000 sec): 3 clusters Score: Raw -1610197.903436 + Penalty 4614.067209 = -1605583.836227 nChanged 82 SP:Iteration 71Q (9172.640000 sec): 3 clusters Score: Raw -1610219.520016 + Penalty 4614.067209 = -1605605.452808 nChanged 75 SP:Iteration 72Q (9172.680000 sec): 3 clusters Score: Raw -1610240.216229 + Penalty 4614.067209 = -1605626.149020 nChanged 82 SP:Iteration 73Q (9172.720000 sec): 3 clusters Score: Raw -1610265.815104 + Penalty 4614.067209 = -1605651.747895 nChanged 81 SP:Iteration 74Q (9172.760000 sec): 3 clusters Score: Raw -1610292.599387 + Penalty 4614.067209 = -1605678.532178 nChanged 80 SP:Iteration 75Q (9172.800000 sec): 3 clusters Score: Raw -1610315.460467 + Penalty 4614.067209 = -1605701.393258 nChanged 86 SP:Iteration 76Q (9172.840000 sec): 3 clusters Score: Raw -1610335.862908 + Penalty 4614.067209 = -1605721.795700 nChanged 60 SP:Iteration 77Q (9172.880000 sec): 3 clusters Score: Raw -1610350.429737 + Penalty 4614.067209 = -1605736.362528 nChanged 61 SP:Iteration 78Q (9172.920000 sec): 3 clusters Score: Raw -1610367.523640 + Penalty 4614.067209 = -1605753.456431 nChanged 68 SP:Iteration 79Q (9172.960000 sec): 3 clusters Score: Raw -1610383.419440 + Penalty 4614.067209 = -1605769.352231 nChanged 58 SP:Iteration 80F (9173.000000 sec): 3 clusters Score: Raw -1610397.938633 + Penalty 4614.067209 = -1605783.871425 nChanged 55 SP:Iteration 81Q (9173.040000 sec): 3 clusters Score: Raw -1610409.680817 + Penalty 4614.067209 = -1605795.613608 nChanged 52 SP:Iteration 82Q (9173.080000 sec): 3 clusters Score: Raw -1610421.291814 + Penalty 4614.067209 = -1605807.224605 nChanged 44 SP:Iteration 83Q (9173.120000 sec): 3 clusters Score: Raw -1610432.606864 + Penalty 4614.067209 = -1605818.539656 nChanged 53 SP:Iteration 84Q (9173.160000 sec): 3 clusters Score: Raw -1610444.620154 + Penalty 4614.067209 = -1605830.552946 nChanged 44 SP:Iteration 85Q (9173.200000 sec): 3 clusters Score: Raw -1610454.991306 + Penalty 4614.067209 = -1605840.924097 nChanged 41 SP:Iteration 86Q (9173.240000 sec): 3 clusters Score: Raw -1610464.453578 + Penalty 4614.067209 = -1605850.386369 nChanged 45 SP:Iteration 87Q (9173.280000 sec): 3 clusters Score: Raw -1610476.004857 + Penalty 4614.067209 = -1605861.937648 nChanged 53 SP:Iteration 88Q (9173.320000 sec): 3 clusters Score: Raw -1610488.891167 + Penalty 4614.067209 = -1605874.823959 nChanged 55 SP:Iteration 89Q (9173.360000 sec): 3 clusters Score: Raw -1610501.441591 + Penalty 4614.067209 = -1605887.374382 nChanged 49 SP:Iteration 90Q (9173.400000 sec): 3 clusters Score: Raw -1610513.443426 + Penalty 4614.067209 = -1605899.376217 nChanged 42 SP:Iteration 91Q (9173.440000 sec): 3 clusters Score: Raw -1610525.255414 + Penalty 4614.067209 = -1605911.188205 nChanged 49 SP:Iteration 92Q (9173.480000 sec): 3 clusters Score: Raw -1610539.179690 + Penalty 4614.067209 = -1605925.112481 nChanged 52 SP:Iteration 93Q (9173.520000 sec): 3 clusters Score: Raw -1610553.618175 + Penalty 4614.067209 = -1605939.550967 nChanged 51 SP:Iteration 94Q (9173.550000 sec): 3 clusters Score: Raw -1610567.241272 + Penalty 4614.067209 = -1605953.174064 nChanged 56 SP:Iteration 95Q (9173.590000 sec): 3 clusters Score: Raw -1610584.986020 + Penalty 4614.067209 = -1605970.918811 nChanged 57 SP:Iteration 96Q (9173.630000 sec): 3 clusters Score: Raw -1610603.331691 + Penalty 4614.067209 = -1605989.264483 nChanged 66 SP:Iteration 97Q (9173.670000 sec): 3 clusters Score: Raw -1610623.310908 + Penalty 4614.067209 = -1606009.243699 nChanged 66 SP:Iteration 98Q (9173.710000 sec): 3 clusters Score: Raw -1610645.120534 + Penalty 4614.067209 = -1606031.053325 nChanged 65 SP:Iteration 99Q (9173.740000 sec): 3 clusters Score: Raw -1610666.603740 + Penalty 4614.067209 = -1606052.536531 nChanged 68 SP:Iteration 100F (9173.790000 sec): 3 clusters Score: Raw -1610687.135156 + Penalty 4614.067209 = -1606073.067947 nChanged 59 SP:Iteration 101Q (9173.830000 sec): 3 clusters Score: Raw -1610704.641422 + Penalty 4614.067209 = -1606090.574214 nChanged 49 SP:Iteration 102Q (9173.860000 sec): 3 clusters Score: Raw -1610718.646143 + Penalty 4614.067209 = -1606104.578935 nChanged 43 SP:Iteration 103Q (9173.900000 sec): 3 clusters Score: Raw -1610730.963501 + Penalty 4614.067209 = -1606116.896292 nChanged 38 SP:Iteration 104Q (9173.940000 sec): 3 clusters Score: Raw -1610742.883425 + Penalty 4614.067209 = -1606128.816217 nChanged 39 SP:Iteration 105Q (9173.980000 sec): 3 clusters Score: Raw -1610752.804817 + Penalty 4614.067209 = -1606138.737609 nChanged 31 SP:Iteration 106Q (9174.020000 sec): 3 clusters Score: Raw -1610760.564268 + Penalty 4614.067209 = -1606146.497059 nChanged 23 SP:Iteration 107Q (9174.050000 sec): 3 clusters Score: Raw -1610766.393190 + Penalty 4614.067209 = -1606152.325981 nChanged 26 SP:Iteration 108Q (9174.090000 sec): 3 clusters Score: Raw -1610773.662044 + Penalty 4614.067209 = -1606159.594835 nChanged 26 SP:Iteration 109Q (9174.130000 sec): 3 clusters Score: Raw -1610783.953890 + Penalty 4614.067209 = -1606169.886681 nChanged 35 SP:Iteration 110Q (9174.160000 sec): 3 clusters Score: Raw -1610795.360628 + Penalty 4614.067209 = -1606181.293419 nChanged 27 SP:Iteration 111Q (9174.200000 sec): 3 clusters Score: Raw -1610803.664275 + Penalty 4614.067209 = -1606189.597066 nChanged 33 SP:Iteration 112Q (9174.240000 sec): 3 clusters Score: Raw -1610813.173372 + Penalty 4614.067209 = -1606199.106164 nChanged 34 SP:Iteration 113Q (9174.280000 sec): 3 clusters Score: Raw -1610822.746445 + Penalty 4614.067209 = -1606208.679237 nChanged 37 SP:Iteration 114Q (9174.320000 sec): 3 clusters Score: Raw -1610833.146361 + Penalty 4614.067209 = -1606219.079152 nChanged 37 SP:Iteration 115Q (9174.350000 sec): 3 clusters Score: Raw -1610843.506057 + Penalty 4614.067209 = -1606229.438849 nChanged 32 SP:Iteration 116Q (9174.390000 sec): 3 clusters Score: Raw -1610852.687328 + Penalty 4614.067209 = -1606238.620119 nChanged 31 SP:Iteration 117Q (9174.420000 sec): 3 clusters Score: Raw -1610862.894408 + Penalty 4614.067209 = -1606248.827199 nChanged 38 SP:Iteration 118Q (9174.460000 sec): 3 clusters Score: Raw -1610874.339480 + Penalty 4614.067209 = -1606260.272271 nChanged 38 SP:Iteration 119Q (9174.500000 sec): 3 clusters Score: Raw -1610887.051016 + Penalty 4614.067209 = -1606272.983807 nChanged 39 SP:Iteration 120F (9174.540000 sec): 3 clusters Score: Raw -1610900.204024 + Penalty 4614.067209 = -1606286.136815 nChanged 34 SP:Iteration 121Q (9174.580000 sec): 3 clusters Score: Raw -1610909.693145 + Penalty 4614.067209 = -1606295.625937 nChanged 32 SP:Iteration 122Q (9174.610000 sec): 3 clusters Score: Raw -1610920.090755 + Penalty 4614.067209 = -1606306.023546 nChanged 28 SP:Iteration 123Q (9174.650000 sec): 3 clusters Score: Raw -1610930.680306 + Penalty 4614.067209 = -1606316.613097 nChanged 32 SP:Iteration 124Q (9174.680000 sec): 3 clusters Score: Raw -1610939.251136 + Penalty 4614.067209 = -1606325.183928 nChanged 24 SP:Iteration 125Q (9174.720000 sec): 3 clusters Score: Raw -1610946.472066 + Penalty 4614.067209 = -1606332.404858 nChanged 19 SP:Iteration 126Q (9174.760000 sec): 3 clusters Score: Raw -1610950.896885 + Penalty 4614.067209 = -1606336.829677 nChanged 17 SP:Iteration 127Q (9174.790000 sec): 3 clusters Score: Raw -1610955.979894 + Penalty 4614.067209 = -1606341.912685 nChanged 17 SP:Iteration 128Q (9174.830000 sec): 3 clusters Score: Raw -1610962.598809 + Penalty 4614.067209 = -1606348.531601 nChanged 24 SP:Iteration 129Q (9174.860000 sec): 3 clusters Score: Raw -1610970.491952 + Penalty 4614.067209 = -1606356.424744 nChanged 29 SP:Iteration 130Q (9174.900000 sec): 3 clusters Score: Raw -1610981.193267 + Penalty 4614.067209 = -1606367.126058 nChanged 29 SP:Iteration 131Q (9174.940000 sec): 3 clusters Score: Raw -1610990.307271 + Penalty 4614.067209 = -1606376.240063 nChanged 25 SP:Iteration 132Q (9174.970000 sec): 3 clusters Score: Raw -1610998.660313 + Penalty 4614.067209 = -1606384.593105 nChanged 32 SP:Iteration 133Q (9175.010000 sec): 3 clusters Score: Raw -1611009.325784 + Penalty 4614.067209 = -1606395.258576 nChanged 22 SP:Iteration 134Q (9175.040000 sec): 3 clusters Score: Raw -1611016.743339 + Penalty 4614.067209 = -1606402.676130 nChanged 23 SP:Iteration 135Q (9175.080000 sec): 3 clusters Score: Raw -1611026.262388 + Penalty 4614.067209 = -1606412.195179 nChanged 34 SP:Iteration 136Q (9175.110000 sec): 3 clusters Score: Raw -1611040.961223 + Penalty 4614.067209 = -1606426.894015 nChanged 28 SP:Iteration 137Q (9175.150000 sec): 3 clusters Score: Raw -1611052.402445 + Penalty 4614.067209 = -1606438.335236 nChanged 23 SP:Iteration 138Q (9175.180000 sec): 3 clusters Score: Raw -1611060.143220 + Penalty 4614.067209 = -1606446.076012 nChanged 17 SP:Iteration 139Q (9175.220000 sec): 3 clusters Score: Raw -1611066.401168 + Penalty 4614.067209 = -1606452.333959 nChanged 25 SP:Iteration 140F (9175.260000 sec): 3 clusters Score: Raw -1611076.558693 + Penalty 4614.067209 = -1606462.491485 nChanged 22 SP:Iteration 141Q (9175.300000 sec): 3 clusters Score: Raw -1611083.080218 + Penalty 4614.067209 = -1606469.013010 nChanged 14 SP:Iteration 142Q (9175.330000 sec): 3 clusters Score: Raw -1611087.586898 + Penalty 4614.067209 = -1606473.519690 nChanged 11 SP:Iteration 143Q (9175.360000 sec): 3 clusters Score: Raw -1611092.216193 + Penalty 4614.067209 = -1606478.148984 nChanged 11 SP:Iteration 144Q (9175.400000 sec): 3 clusters Score: Raw -1611094.732115 + Penalty 4614.067209 = -1606480.664906 nChanged 5 SP:Iteration 145Q (9175.440000 sec): 3 clusters Score: Raw -1611096.012513 + Penalty 4614.067209 = -1606481.945305 nChanged 4 SP:Iteration 146Q (9175.470000 sec): 3 clusters Score: Raw -1611097.138982 + Penalty 4614.067209 = -1606483.071773 nChanged 3 SP:Iteration 147Q (9175.500000 sec): 3 clusters Score: Raw -1611097.990676 + Penalty 4614.067209 = -1606483.923467 nChanged 3 SP:Iteration 148Q (9175.540000 sec): 3 clusters Score: Raw -1611098.989816 + Penalty 4614.067209 = -1606484.922607 nChanged 3 SP:Iteration 149Q (9175.580000 sec): 3 clusters Score: Raw -1611099.796872 + Penalty 4614.067209 = -1606485.729663 nChanged 3 SP:Iteration 150Q (9175.610000 sec): 3 clusters Score: Raw -1611100.234967 + Penalty 4614.067209 = -1606486.167758 nChanged 0 SP:Iteration 151F (9175.650000 sec): 3 clusters Score: Raw -1611100.234967 + Penalty 4614.067209 = -1606486.167758 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9175.660000 sec): 2 clusters Score: Raw -93344.522316 + Penalty 1603.603892 = -91740.918424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9175.660000 sec): 3 clusters Score: Raw -93357.859389 + Penalty 3207.207783 = -90150.651606 nChanged 129 SP:Iteration 1F (9175.660000 sec): 3 clusters Score: Raw -93592.569437 + Penalty 3207.207783 = -90385.361654 nChanged 41 SP:Iteration 2F (9175.670000 sec): 3 clusters Score: Raw -93695.672411 + Penalty 3207.207783 = -90488.464628 nChanged 30 SP:Iteration 3Q (9175.670000 sec): 3 clusters Score: Raw -93800.515142 + Penalty 3207.207783 = -90593.307359 nChanged 16 SP:Iteration 4Q (9175.670000 sec): 3 clusters Score: Raw -93845.532771 + Penalty 3207.207783 = -90638.324987 nChanged 12 SP:Iteration 5Q (9175.670000 sec): 3 clusters Score: Raw -93876.005873 + Penalty 3207.207783 = -90668.798090 nChanged 12 SP:Iteration 6Q (9175.680000 sec): 3 clusters Score: Raw -93904.557403 + Penalty 3207.207783 = -90697.349620 nChanged 4 SP:Iteration 7Q (9175.680000 sec): 3 clusters Score: Raw -93917.442005 + Penalty 3207.207783 = -90710.234222 nChanged 5 SP:Iteration 8Q (9175.680000 sec): 3 clusters Score: Raw -93929.874090 + Penalty 3207.207783 = -90722.666307 nChanged 2 SP:Iteration 9Q (9175.680000 sec): 3 clusters Score: Raw -93936.939711 + Penalty 3207.207783 = -90729.731927 nChanged 3 SP:Iteration 10Q (9175.680000 sec): 3 clusters Score: Raw -93940.316497 + Penalty 3207.207783 = -90733.108714 nChanged 1 SP:Iteration 11Q (9175.690000 sec): 3 clusters Score: Raw -93942.032585 + Penalty 3207.207783 = -90734.824802 nChanged 0 SP:Iteration 12F (9175.690000 sec): 3 clusters Score: Raw -93942.032585 + Penalty 3207.207783 = -90734.824802 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9175.840000 sec): 2 clusters Score: Raw -5768278.606768 + Penalty 2606.578155 = -5765672.028613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9175.980000 sec): 3 clusters Score: Raw -5745927.277090 + Penalty 5213.156309 = -5740714.120781 nChanged 16548 SP:Iteration 1F (9176.140000 sec): 3 clusters Score: Raw -5755054.645846 + Penalty 5213.156309 = -5749841.489536 nChanged 1926 SP:Iteration 2F (9176.280000 sec): 3 clusters Score: Raw -5755856.392383 + Penalty 5213.156309 = -5750643.236074 nChanged 2104 SP:Iteration 3F (9176.430000 sec): 3 clusters Score: Raw -5756922.584886 + Penalty 5213.156309 = -5751709.428577 nChanged 2423 SP:Iteration 4F (9176.580000 sec): 3 clusters Score: Raw -5758481.137651 + Penalty 5213.156309 = -5753267.981342 nChanged 2801 SP:Iteration 5F (9176.730000 sec): 3 clusters Score: Raw -5760590.766034 + Penalty 5213.156309 = -5755377.609724 nChanged 2886 SP:Iteration 6F (9176.880000 sec): 3 clusters Score: Raw -5762801.470467 + Penalty 5213.156309 = -5757588.314158 nChanged 2504 SP:Iteration 7F (9177.020000 sec): 3 clusters Score: Raw -5764533.345419 + Penalty 5213.156309 = -5759320.189110 nChanged 1853 SP:Iteration 8F (9177.170000 sec): 3 clusters Score: Raw -5765629.480018 + Penalty 5213.156309 = -5760416.323709 nChanged 1303 SP:Iteration 9Q (9177.320000 sec): 3 clusters Score: Raw -5766329.018984 + Penalty 5213.156309 = -5761115.862675 nChanged 968 SP:Iteration 10Q (9177.470000 sec): 3 clusters Score: Raw -5766821.103489 + Penalty 5213.156309 = -5761607.947180 nChanged 804 SP:Iteration 11Q (9177.620000 sec): 3 clusters Score: Raw -5767248.366491 + Penalty 5213.156309 = -5762035.210182 nChanged 712 SP:Iteration 12Q (9177.770000 sec): 3 clusters Score: Raw -5767623.164542 + Penalty 5213.156309 = -5762410.008233 nChanged 623 SP:Iteration 13Q (9177.920000 sec): 3 clusters Score: Raw -5767952.473032 + Penalty 5213.156309 = -5762739.316722 nChanged 499 SP:Iteration 14Q (9178.070000 sec): 3 clusters Score: Raw -5768216.015034 + Penalty 5213.156309 = -5763002.858724 nChanged 382 SP:Iteration 15Q (9178.220000 sec): 3 clusters Score: Raw -5768409.492963 + Penalty 5213.156309 = -5763196.336654 nChanged 296 SP:Iteration 16Q (9178.360000 sec): 3 clusters Score: Raw -5768556.203298 + Penalty 5213.156309 = -5763343.046989 nChanged 252 SP:Iteration 17Q (9178.500000 sec): 3 clusters Score: Raw -5768664.089925 + Penalty 5213.156309 = -5763450.933615 nChanged 149 SP:Iteration 18Q (9178.640000 sec): 3 clusters Score: Raw -5768734.386715 + Penalty 5213.156309 = -5763521.230406 nChanged 135 SP:Iteration 19Q (9178.780000 sec): 3 clusters Score: Raw -5768796.607221 + Penalty 5213.156309 = -5763583.450912 nChanged 106 SP:Iteration 20F (9178.920000 sec): 3 clusters Score: Raw -5768847.360508 + Penalty 5213.156309 = -5763634.204199 nChanged 93 SP:Iteration 21Q (9179.060000 sec): 3 clusters Score: Raw -5768888.058390 + Penalty 5213.156309 = -5763674.902081 nChanged 65 SP:Iteration 22Q (9179.190000 sec): 3 clusters Score: Raw -5768914.322017 + Penalty 5213.156309 = -5763701.165708 nChanged 45 SP:Iteration 23Q (9179.310000 sec): 3 clusters Score: Raw -5768936.211193 + Penalty 5213.156309 = -5763723.054884 nChanged 40 SP:Iteration 24Q (9179.440000 sec): 3 clusters Score: Raw -5768952.991659 + Penalty 5213.156309 = -5763739.835350 nChanged 32 SP:Iteration 25Q (9179.560000 sec): 3 clusters Score: Raw -5768964.749691 + Penalty 5213.156309 = -5763751.593382 nChanged 19 SP:Iteration 26Q (9179.690000 sec): 3 clusters Score: Raw -5768971.426017 + Penalty 5213.156309 = -5763758.269708 nChanged 17 SP:Iteration 27Q (9179.820000 sec): 3 clusters Score: Raw -5768977.427465 + Penalty 5213.156309 = -5763764.271155 nChanged 16 SP:Iteration 28Q (9179.940000 sec): 3 clusters Score: Raw -5768982.377697 + Penalty 5213.156309 = -5763769.221388 nChanged 12 SP:Iteration 29Q (9180.070000 sec): 3 clusters Score: Raw -5768986.625488 + Penalty 5213.156309 = -5763773.469179 nChanged 14 SP:Iteration 30Q (9180.190000 sec): 3 clusters Score: Raw -5768992.280529 + Penalty 5213.156309 = -5763779.124220 nChanged 5 SP:Iteration 31Q (9180.310000 sec): 3 clusters Score: Raw -5768994.224509 + Penalty 5213.156309 = -5763781.068199 nChanged 7 SP:Iteration 32Q (9180.440000 sec): 3 clusters Score: Raw -5768996.605155 + Penalty 5213.156309 = -5763783.448845 nChanged 5 SP:Iteration 33Q (9180.560000 sec): 3 clusters Score: Raw -5768998.581605 + Penalty 5213.156309 = -5763785.425295 nChanged 8 SP:Iteration 34Q (9180.680000 sec): 3 clusters Score: Raw -5769002.047901 + Penalty 5213.156309 = -5763788.891591 nChanged 5 SP:Iteration 35Q (9180.810000 sec): 3 clusters Score: Raw -5769003.281493 + Penalty 5213.156309 = -5763790.125183 nChanged 4 SP:Iteration 36Q (9180.930000 sec): 3 clusters Score: Raw -5769004.348723 + Penalty 5213.156309 = -5763791.192414 nChanged 1 SP:Iteration 37Q (9181.050000 sec): 3 clusters Score: Raw -5769004.902000 + Penalty 5213.156309 = -5763791.745691 nChanged 4 SP:Iteration 38Q (9181.180000 sec): 3 clusters Score: Raw -5769006.265191 + Penalty 5213.156309 = -5763793.108882 nChanged 4 SP:Iteration 39Q (9181.300000 sec): 3 clusters Score: Raw -5769007.568899 + Penalty 5213.156309 = -5763794.412589 nChanged 2 SP:Iteration 40F (9181.440000 sec): 3 clusters Score: Raw -5769008.330013 + Penalty 5213.156309 = -5763795.173703 nChanged 1 SP:Iteration 41Q (9181.570000 sec): 3 clusters Score: Raw -5769008.604313 + Penalty 5213.156309 = -5763795.448004 nChanged 0 SP:Iteration 42F (9181.720000 sec): 3 clusters Score: Raw -5769008.604313 + Penalty 5213.156309 = -5763795.448004 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9181.750000 sec): 2 clusters Score: Raw -705057.431284 + Penalty 2097.024321 = -702960.406963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9181.770000 sec): 3 clusters Score: Raw -702850.557607 + Penalty 4194.048642 = -698656.508965 nChanged 1751 SP:Iteration 1F (9181.790000 sec): 3 clusters Score: Raw -703887.499496 + Penalty 4194.048642 = -699693.450854 nChanged 332 SP:Iteration 2F (9181.800000 sec): 3 clusters Score: Raw -704068.563217 + Penalty 4194.048642 = -699874.514575 nChanged 205 SP:Iteration 3Q (9181.820000 sec): 3 clusters Score: Raw -704169.153995 + Penalty 4194.048642 = -699975.105353 nChanged 137 SP:Iteration 4Q (9181.840000 sec): 3 clusters Score: Raw -704236.788881 + Penalty 4194.048642 = -700042.740239 nChanged 108 SP:Iteration 5Q (9181.860000 sec): 3 clusters Score: Raw -704284.422602 + Penalty 4194.048642 = -700090.373961 nChanged 87 SP:Iteration 6Q (9181.880000 sec): 3 clusters Score: Raw -704320.110380 + Penalty 4194.048642 = -700126.061738 nChanged 73 SP:Iteration 7Q (9181.900000 sec): 3 clusters Score: Raw -704348.151717 + Penalty 4194.048642 = -700154.103076 nChanged 66 SP:Iteration 8Q (9181.920000 sec): 3 clusters Score: Raw -704374.308625 + Penalty 4194.048642 = -700180.259983 nChanged 51 SP:Iteration 9Q (9181.940000 sec): 3 clusters Score: Raw -704392.398524 + Penalty 4194.048642 = -700198.349882 nChanged 52 SP:Iteration 10Q (9181.960000 sec): 3 clusters Score: Raw -704412.483239 + Penalty 4194.048642 = -700218.434598 nChanged 48 SP:Iteration 11Q (9181.980000 sec): 3 clusters Score: Raw -704431.628700 + Penalty 4194.048642 = -700237.580059 nChanged 36 SP:Iteration 12Q (9181.990000 sec): 3 clusters Score: Raw -704446.403354 + Penalty 4194.048642 = -700252.354712 nChanged 33 SP:Iteration 13Q (9182.010000 sec): 3 clusters Score: Raw -704460.237335 + Penalty 4194.048642 = -700266.188693 nChanged 29 SP:Iteration 14Q (9182.030000 sec): 3 clusters Score: Raw -704472.153239 + Penalty 4194.048642 = -700278.104598 nChanged 40 SP:Iteration 15Q (9182.050000 sec): 3 clusters Score: Raw -704487.868925 + Penalty 4194.048642 = -700293.820284 nChanged 39 SP:Iteration 16Q (9182.070000 sec): 3 clusters Score: Raw -704502.251251 + Penalty 4194.048642 = -700308.202609 nChanged 49 SP:Iteration 17Q (9182.090000 sec): 3 clusters Score: Raw -704519.257300 + Penalty 4194.048642 = -700325.208658 nChanged 49 SP:Iteration 18Q (9182.100000 sec): 3 clusters Score: Raw -704542.018851 + Penalty 4194.048642 = -700347.970210 nChanged 49 SP:Iteration 19Q (9182.120000 sec): 3 clusters Score: Raw -704562.572497 + Penalty 4194.048642 = -700368.523856 nChanged 45 SP:Iteration 20F (9182.140000 sec): 3 clusters Score: Raw -704578.562951 + Penalty 4194.048642 = -700384.514310 nChanged 30 SP:Iteration 21Q (9182.160000 sec): 3 clusters Score: Raw -704591.082864 + Penalty 4194.048642 = -700397.034222 nChanged 28 SP:Iteration 22Q (9182.180000 sec): 3 clusters Score: Raw -704604.323706 + Penalty 4194.048642 = -700410.275065 nChanged 36 SP:Iteration 23Q (9182.200000 sec): 3 clusters Score: Raw -704616.316299 + Penalty 4194.048642 = -700422.267658 nChanged 35 SP:Iteration 24Q (9182.220000 sec): 3 clusters Score: Raw -704628.699157 + Penalty 4194.048642 = -700434.650515 nChanged 31 SP:Iteration 25Q (9182.240000 sec): 3 clusters Score: Raw -704638.115067 + Penalty 4194.048642 = -700444.066425 nChanged 25 SP:Iteration 26Q (9182.250000 sec): 3 clusters Score: Raw -704644.339145 + Penalty 4194.048642 = -700450.290503 nChanged 19 SP:Iteration 27Q (9182.270000 sec): 3 clusters Score: Raw -704651.775357 + Penalty 4194.048642 = -700457.726715 nChanged 21 SP:Iteration 28Q (9182.290000 sec): 3 clusters Score: Raw -704657.372011 + Penalty 4194.048642 = -700463.323370 nChanged 11 SP:Iteration 29Q (9182.310000 sec): 3 clusters Score: Raw -704660.560807 + Penalty 4194.048642 = -700466.512165 nChanged 14 SP:Iteration 30Q (9182.330000 sec): 3 clusters Score: Raw -704664.725043 + Penalty 4194.048642 = -700470.676401 nChanged 9 SP:Iteration 31Q (9182.340000 sec): 3 clusters Score: Raw -704667.083098 + Penalty 4194.048642 = -700473.034456 nChanged 4 SP:Iteration 32Q (9182.360000 sec): 3 clusters Score: Raw -704668.953045 + Penalty 4194.048642 = -700474.904404 nChanged 11 SP:Iteration 33Q (9182.380000 sec): 3 clusters Score: Raw -704672.137664 + Penalty 4194.048642 = -700478.089022 nChanged 9 SP:Iteration 34Q (9182.400000 sec): 3 clusters Score: Raw -704675.185146 + Penalty 4194.048642 = -700481.136504 nChanged 10 SP:Iteration 35Q (9182.420000 sec): 3 clusters Score: Raw -704677.949129 + Penalty 4194.048642 = -700483.900487 nChanged 9 SP:Iteration 36Q (9182.440000 sec): 3 clusters Score: Raw -704681.105582 + Penalty 4194.048642 = -700487.056940 nChanged 7 SP:Iteration 37Q (9182.460000 sec): 3 clusters Score: Raw -704683.107137 + Penalty 4194.048642 = -700489.058496 nChanged 8 SP:Iteration 38Q (9182.470000 sec): 3 clusters Score: Raw -704685.078703 + Penalty 4194.048642 = -700491.030062 nChanged 9 SP:Iteration 39Q (9182.490000 sec): 3 clusters Score: Raw -704688.419078 + Penalty 4194.048642 = -700494.370437 nChanged 15 SP:Iteration 40F (9182.510000 sec): 3 clusters Score: Raw -704693.336951 + Penalty 4194.048642 = -700499.288310 nChanged 13 SP:Iteration 41Q (9182.530000 sec): 3 clusters Score: Raw -704697.533076 + Penalty 4194.048642 = -700503.484435 nChanged 13 SP:Iteration 42Q (9182.550000 sec): 3 clusters Score: Raw -704701.814881 + Penalty 4194.048642 = -700507.766239 nChanged 18 SP:Iteration 43Q (9182.560000 sec): 3 clusters Score: Raw -704708.225381 + Penalty 4194.048642 = -700514.176740 nChanged 18 SP:Iteration 44Q (9182.580000 sec): 3 clusters Score: Raw -704714.052661 + Penalty 4194.048642 = -700520.004019 nChanged 23 SP:Iteration 45Q (9182.600000 sec): 3 clusters Score: Raw -704723.032633 + Penalty 4194.048642 = -700528.983992 nChanged 21 SP:Iteration 46Q (9182.620000 sec): 3 clusters Score: Raw -704731.281013 + Penalty 4194.048642 = -700537.232371 nChanged 25 SP:Iteration 47Q (9182.640000 sec): 3 clusters Score: Raw -704738.779335 + Penalty 4194.048642 = -700544.730693 nChanged 19 SP:Iteration 48Q (9182.660000 sec): 3 clusters Score: Raw -704745.373700 + Penalty 4194.048642 = -700551.325058 nChanged 21 SP:Iteration 49Q (9182.680000 sec): 3 clusters Score: Raw -704751.983502 + Penalty 4194.048642 = -700557.934860 nChanged 22 SP:Iteration 50Q (9182.700000 sec): 3 clusters Score: Raw -704760.460864 + Penalty 4194.048642 = -700566.412222 nChanged 28 SP:Iteration 51Q (9182.710000 sec): 3 clusters Score: Raw -704773.155889 + Penalty 4194.048642 = -700579.107247 nChanged 38 SP:Iteration 52Q (9182.730000 sec): 3 clusters Score: Raw -704786.867988 + Penalty 4194.048642 = -700592.819346 nChanged 27 SP:Iteration 53Q (9182.750000 sec): 3 clusters Score: Raw -704796.883149 + Penalty 4194.048642 = -700602.834507 nChanged 29 SP:Iteration 54Q (9182.770000 sec): 3 clusters Score: Raw -704809.145322 + Penalty 4194.048642 = -700615.096680 nChanged 32 SP:Iteration 55Q (9182.790000 sec): 3 clusters Score: Raw -704819.852997 + Penalty 4194.048642 = -700625.804355 nChanged 22 SP:Iteration 56Q (9182.800000 sec): 3 clusters Score: Raw -704829.644038 + Penalty 4194.048642 = -700635.595397 nChanged 26 SP:Iteration 57Q (9182.820000 sec): 3 clusters Score: Raw -704841.286856 + Penalty 4194.048642 = -700647.238214 nChanged 34 SP:Iteration 58Q (9182.840000 sec): 3 clusters Score: Raw -704858.096692 + Penalty 4194.048642 = -700664.048051 nChanged 38 SP:Iteration 59Q (9182.860000 sec): 3 clusters Score: Raw -704876.529685 + Penalty 4194.048642 = -700682.481043 nChanged 30 SP:Iteration 60F (9182.880000 sec): 3 clusters Score: Raw -704887.725398 + Penalty 4194.048642 = -700693.676756 nChanged 24 SP:Iteration 61Q (9182.900000 sec): 3 clusters Score: Raw -704896.284798 + Penalty 4194.048642 = -700702.236156 nChanged 22 SP:Iteration 62Q (9182.910000 sec): 3 clusters Score: Raw -704907.832625 + Penalty 4194.048642 = -700713.783984 nChanged 33 SP:Iteration 63Q (9182.930000 sec): 3 clusters Score: Raw -704929.301237 + Penalty 4194.048642 = -700735.252595 nChanged 34 SP:Iteration 64Q (9182.950000 sec): 3 clusters Score: Raw -704946.446841 + Penalty 4194.048642 = -700752.398200 nChanged 34 SP:Iteration 65Q (9182.970000 sec): 3 clusters Score: Raw -704960.098491 + Penalty 4194.048642 = -700766.049849 nChanged 31 SP:Iteration 66Q (9182.980000 sec): 3 clusters Score: Raw -704972.365020 + Penalty 4194.048642 = -700778.316378 nChanged 27 SP:Iteration 67Q (9183.000000 sec): 3 clusters Score: Raw -704982.280935 + Penalty 4194.048642 = -700788.232293 nChanged 19 SP:Iteration 68Q (9183.020000 sec): 3 clusters Score: Raw -704989.588266 + Penalty 4194.048642 = -700795.539624 nChanged 19 SP:Iteration 69Q (9183.040000 sec): 3 clusters Score: Raw -704996.190398 + Penalty 4194.048642 = -700802.141756 nChanged 18 SP:Iteration 70Q (9183.060000 sec): 3 clusters Score: Raw -705003.813704 + Penalty 4194.048642 = -700809.765062 nChanged 22 SP:Iteration 71Q (9183.080000 sec): 3 clusters Score: Raw -705012.891198 + Penalty 4194.048642 = -700818.842557 nChanged 27 SP:Iteration 72Q (9183.090000 sec): 3 clusters Score: Raw -705024.679193 + Penalty 4194.048642 = -700830.630552 nChanged 30 SP:Iteration 73Q (9183.110000 sec): 3 clusters Score: Raw -705036.288101 + Penalty 4194.048642 = -700842.239460 nChanged 32 SP:Iteration 74Q (9183.130000 sec): 3 clusters Score: Raw -705053.590195 + Penalty 4194.048642 = -700859.541554 nChanged 34 SP:Iteration 75Q (9183.140000 sec): 3 clusters Score: Raw -705071.923349 + Penalty 4194.048642 = -700877.874707 nChanged 32 SP:Iteration 76Q (9183.160000 sec): 3 clusters Score: Raw -705089.979867 + Penalty 4194.048642 = -700895.931225 nChanged 41 SP:Iteration 77Q (9183.180000 sec): 3 clusters Score: Raw -705116.947138 + Penalty 4194.048642 = -700922.898497 nChanged 36 SP:Iteration 78Q (9183.200000 sec): 3 clusters Score: Raw -705137.819452 + Penalty 4194.048642 = -700943.770810 nChanged 35 SP:Iteration 79Q (9183.220000 sec): 3 clusters Score: Raw -705161.144725 + Penalty 4194.048642 = -700967.096083 nChanged 27 SP:Iteration 80F (9183.240000 sec): 3 clusters Score: Raw -705180.204815 + Penalty 4194.048642 = -700986.156174 nChanged 24 SP:Iteration 81Q (9183.250000 sec): 3 clusters Score: Raw -705195.208332 + Penalty 4194.048642 = -701001.159690 nChanged 17 SP:Iteration 82Q (9183.270000 sec): 3 clusters Score: Raw -705207.208082 + Penalty 4194.048642 = -701013.159441 nChanged 19 SP:Iteration 83Q (9183.280000 sec): 3 clusters Score: Raw -705218.685720 + Penalty 4194.048642 = -701024.637078 nChanged 19 SP:Iteration 84Q (9183.300000 sec): 3 clusters Score: Raw -705229.601097 + Penalty 4194.048642 = -701035.552456 nChanged 15 SP:Iteration 85Q (9183.320000 sec): 3 clusters Score: Raw -705243.481656 + Penalty 4194.048642 = -701049.433015 nChanged 24 SP:Iteration 86Q (9183.340000 sec): 3 clusters Score: Raw -705257.739746 + Penalty 4194.048642 = -701063.691104 nChanged 16 SP:Iteration 87Q (9183.350000 sec): 3 clusters Score: Raw -705268.480144 + Penalty 4194.048642 = -701074.431502 nChanged 12 SP:Iteration 88Q (9183.370000 sec): 3 clusters Score: Raw -705275.966638 + Penalty 4194.048642 = -701081.917997 nChanged 12 SP:Iteration 89Q (9183.390000 sec): 3 clusters Score: Raw -705282.233271 + Penalty 4194.048642 = -701088.184629 nChanged 9 SP:Iteration 90Q (9183.400000 sec): 3 clusters Score: Raw -705287.936853 + Penalty 4194.048642 = -701093.888211 nChanged 10 SP:Iteration 91Q (9183.420000 sec): 3 clusters Score: Raw -705293.342447 + Penalty 4194.048642 = -701099.293805 nChanged 8 SP:Iteration 92Q (9183.440000 sec): 3 clusters Score: Raw -705297.288583 + Penalty 4194.048642 = -701103.239941 nChanged 6 SP:Iteration 93Q (9183.460000 sec): 3 clusters Score: Raw -705300.310866 + Penalty 4194.048642 = -701106.262225 nChanged 2 SP:Iteration 94Q (9183.470000 sec): 3 clusters Score: Raw -705303.796288 + Penalty 4194.048642 = -701109.747646 nChanged 5 SP:Iteration 95Q (9183.490000 sec): 3 clusters Score: Raw -705306.574899 + Penalty 4194.048642 = -701112.526258 nChanged 5 SP:Iteration 96Q (9183.500000 sec): 3 clusters Score: Raw -705309.827498 + Penalty 4194.048642 = -701115.778856 nChanged 5 SP:Iteration 97Q (9183.520000 sec): 3 clusters Score: Raw -705311.599154 + Penalty 4194.048642 = -701117.550512 nChanged 2 SP:Iteration 98Q (9183.540000 sec): 3 clusters Score: Raw -705312.846690 + Penalty 4194.048642 = -701118.798049 nChanged 3 SP:Iteration 99Q (9183.560000 sec): 3 clusters Score: Raw -705315.547440 + Penalty 4194.048642 = -701121.498798 nChanged 5 SP:Iteration 100F (9183.570000 sec): 3 clusters Score: Raw -705319.706686 + Penalty 4194.048642 = -701125.658044 nChanged 6 SP:Iteration 101Q (9183.590000 sec): 3 clusters Score: Raw -705325.829156 + Penalty 4194.048642 = -701131.780514 nChanged 9 SP:Iteration 102Q (9183.610000 sec): 3 clusters Score: Raw -705332.532710 + Penalty 4194.048642 = -701138.484069 nChanged 8 SP:Iteration 103Q (9183.620000 sec): 3 clusters Score: Raw -705337.230754 + Penalty 4194.048642 = -701143.182113 nChanged 2 SP:Iteration 104Q (9183.640000 sec): 3 clusters Score: Raw -705337.832017 + Penalty 4194.048642 = -701143.783375 nChanged 2 SP:Iteration 105Q (9183.660000 sec): 3 clusters Score: Raw -705338.585649 + Penalty 4194.048642 = -701144.537008 nChanged 0 SP:Iteration 106F (9183.680000 sec): 3 clusters Score: Raw -705338.585649 + Penalty 4194.048642 = -701144.537008 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9183.690000 sec): 2 clusters Score: Raw -535227.363106 + Penalty 2021.029585 = -533206.333521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9183.700000 sec): 3 clusters Score: Raw -533682.898785 + Penalty 4042.059170 = -529640.839615 nChanged 1229 SP:Iteration 1F (9183.720000 sec): 3 clusters Score: Raw -534418.109554 + Penalty 4042.059170 = -530376.050383 nChanged 250 SP:Iteration 2F (9183.730000 sec): 3 clusters Score: Raw -534587.711214 + Penalty 4042.059170 = -530545.652043 nChanged 167 SP:Iteration 3Q (9183.740000 sec): 3 clusters Score: Raw -534687.615446 + Penalty 4042.059170 = -530645.556276 nChanged 112 SP:Iteration 4Q (9183.760000 sec): 3 clusters Score: Raw -534758.449761 + Penalty 4042.059170 = -530716.390591 nChanged 86 SP:Iteration 5Q (9183.770000 sec): 3 clusters Score: Raw -534804.915243 + Penalty 4042.059170 = -530762.856073 nChanged 70 SP:Iteration 6Q (9183.790000 sec): 3 clusters Score: Raw -534847.129005 + Penalty 4042.059170 = -530805.069835 nChanged 69 SP:Iteration 7Q (9183.800000 sec): 3 clusters Score: Raw -534885.891400 + Penalty 4042.059170 = -530843.832230 nChanged 45 SP:Iteration 8Q (9183.810000 sec): 3 clusters Score: Raw -534906.944382 + Penalty 4042.059170 = -530864.885212 nChanged 35 SP:Iteration 9Q (9183.830000 sec): 3 clusters Score: Raw -534928.648160 + Penalty 4042.059170 = -530886.588990 nChanged 41 SP:Iteration 10Q (9183.840000 sec): 3 clusters Score: Raw -534949.813597 + Penalty 4042.059170 = -530907.754426 nChanged 33 SP:Iteration 11Q (9183.860000 sec): 3 clusters Score: Raw -534966.283625 + Penalty 4042.059170 = -530924.224455 nChanged 24 SP:Iteration 12Q (9183.870000 sec): 3 clusters Score: Raw -534975.160668 + Penalty 4042.059170 = -530933.101497 nChanged 24 SP:Iteration 13Q (9183.880000 sec): 3 clusters Score: Raw -534984.922045 + Penalty 4042.059170 = -530942.862875 nChanged 19 SP:Iteration 14Q (9183.900000 sec): 3 clusters Score: Raw -534994.097546 + Penalty 4042.059170 = -530952.038375 nChanged 18 SP:Iteration 15Q (9183.910000 sec): 3 clusters Score: Raw -535002.348585 + Penalty 4042.059170 = -530960.289414 nChanged 16 SP:Iteration 16Q (9183.920000 sec): 3 clusters Score: Raw -535008.189726 + Penalty 4042.059170 = -530966.130556 nChanged 12 SP:Iteration 17Q (9183.940000 sec): 3 clusters Score: Raw -535012.398813 + Penalty 4042.059170 = -530970.339642 nChanged 8 SP:Iteration 18Q (9183.950000 sec): 3 clusters Score: Raw -535015.215733 + Penalty 4042.059170 = -530973.156563 nChanged 3 SP:Iteration 19Q (9183.960000 sec): 3 clusters Score: Raw -535016.012153 + Penalty 4042.059170 = -530973.952983 nChanged 4 SP:Iteration 20F (9183.980000 sec): 3 clusters Score: Raw -535016.824336 + Penalty 4042.059170 = -530974.765165 nChanged 1 SP:Iteration 21Q (9183.990000 sec): 3 clusters Score: Raw -535016.946517 + Penalty 4042.059170 = -530974.887347 nChanged 0 SP:Iteration 22F (9184.000000 sec): 3 clusters Score: Raw -535016.946517 + Penalty 4042.059170 = -530974.887347 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9184.010000 sec): 2 clusters Score: Raw -22373.811686 + Penalty 1310.234525 = -21063.577162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9184.010000 sec): 3 clusters Score: Raw -22690.212450 + Penalty 2620.469049 = -20069.743400 nChanged 30 SP:Iteration 1F (9184.010000 sec): 3 clusters Score: Raw -22810.914941 + Penalty 2620.469049 = -20190.445892 nChanged 13 SP:Iteration 2F (9184.010000 sec): 3 clusters Score: Raw -22871.870415 + Penalty 2620.469049 = -20251.401366 nChanged 5 SP:Iteration 3Q (9184.020000 sec): 3 clusters Score: Raw -22899.873786 + Penalty 2620.469049 = -20279.404737 nChanged 1 SP:Iteration 4Q (9184.020000 sec): 3 clusters Score: Raw -22907.675348 + Penalty 2620.469049 = -20287.206299 nChanged 0 SP:Iteration 5F (9184.020000 sec): 3 clusters Score: Raw -22907.675348 + Penalty 2620.469049 = -20287.206299 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9184.040000 sec): 2 clusters Score: Raw -690225.468497 + Penalty 2097.235205 = -688128.233292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9184.060000 sec): 3 clusters Score: Raw -687957.880542 + Penalty 4194.470410 = -683763.410132 nChanged 1818 SP:Iteration 1F (9184.080000 sec): 3 clusters Score: Raw -689086.946879 + Penalty 4194.470410 = -684892.476469 nChanged 387 SP:Iteration 2F (9184.090000 sec): 3 clusters Score: Raw -689325.625163 + Penalty 4194.470410 = -685131.154752 nChanged 246 SP:Iteration 3F (9184.110000 sec): 3 clusters Score: Raw -689471.203568 + Penalty 4194.470410 = -685276.733157 nChanged 164 SP:Iteration 4Q (9184.130000 sec): 3 clusters Score: Raw -689552.858671 + Penalty 4194.470410 = -685358.388260 nChanged 127 SP:Iteration 5Q (9184.150000 sec): 3 clusters Score: Raw -689613.824092 + Penalty 4194.470410 = -685419.353682 nChanged 82 SP:Iteration 6Q (9184.170000 sec): 3 clusters Score: Raw -689659.041129 + Penalty 4194.470410 = -685464.570719 nChanged 84 SP:Iteration 7Q (9184.180000 sec): 3 clusters Score: Raw -689705.585278 + Penalty 4194.470410 = -685511.114868 nChanged 80 SP:Iteration 8Q (9184.200000 sec): 3 clusters Score: Raw -689742.322358 + Penalty 4194.470410 = -685547.851947 nChanged 67 SP:Iteration 9Q (9184.220000 sec): 3 clusters Score: Raw -689775.566622 + Penalty 4194.470410 = -685581.096212 nChanged 68 SP:Iteration 10Q (9184.240000 sec): 3 clusters Score: Raw -689809.509413 + Penalty 4194.470410 = -685615.039003 nChanged 77 SP:Iteration 11Q (9184.260000 sec): 3 clusters Score: Raw -689846.980466 + Penalty 4194.470410 = -685652.510055 nChanged 70 SP:Iteration 12Q (9184.280000 sec): 3 clusters Score: Raw -689878.791259 + Penalty 4194.470410 = -685684.320849 nChanged 59 SP:Iteration 13Q (9184.300000 sec): 3 clusters Score: Raw -689912.915739 + Penalty 4194.470410 = -685718.445329 nChanged 54 SP:Iteration 14Q (9184.320000 sec): 3 clusters Score: Raw -689937.265861 + Penalty 4194.470410 = -685742.795450 nChanged 51 SP:Iteration 15Q (9184.330000 sec): 3 clusters Score: Raw -689961.368381 + Penalty 4194.470410 = -685766.897971 nChanged 52 SP:Iteration 16Q (9184.350000 sec): 3 clusters Score: Raw -689987.149355 + Penalty 4194.470410 = -685792.678945 nChanged 54 SP:Iteration 17Q (9184.370000 sec): 3 clusters Score: Raw -690009.233035 + Penalty 4194.470410 = -685814.762625 nChanged 39 SP:Iteration 18Q (9184.390000 sec): 3 clusters Score: Raw -690026.468814 + Penalty 4194.470410 = -685831.998404 nChanged 40 SP:Iteration 19Q (9184.400000 sec): 3 clusters Score: Raw -690042.771321 + Penalty 4194.470410 = -685848.300911 nChanged 32 SP:Iteration 20F (9184.420000 sec): 3 clusters Score: Raw -690056.927315 + Penalty 4194.470410 = -685862.456904 nChanged 29 SP:Iteration 21Q (9184.440000 sec): 3 clusters Score: Raw -690068.647898 + Penalty 4194.470410 = -685874.177488 nChanged 33 SP:Iteration 22Q (9184.460000 sec): 3 clusters Score: Raw -690080.713378 + Penalty 4194.470410 = -685886.242968 nChanged 26 SP:Iteration 23Q (9184.480000 sec): 3 clusters Score: Raw -690093.641830 + Penalty 4194.470410 = -685899.171420 nChanged 35 SP:Iteration 24Q (9184.500000 sec): 3 clusters Score: Raw -690113.386823 + Penalty 4194.470410 = -685918.916413 nChanged 45 SP:Iteration 25Q (9184.510000 sec): 3 clusters Score: Raw -690136.855695 + Penalty 4194.470410 = -685942.385284 nChanged 50 SP:Iteration 26Q (9184.530000 sec): 3 clusters Score: Raw -690163.112882 + Penalty 4194.470410 = -685968.642471 nChanged 38 SP:Iteration 27Q (9184.550000 sec): 3 clusters Score: Raw -690183.581861 + Penalty 4194.470410 = -685989.111451 nChanged 38 SP:Iteration 28Q (9184.570000 sec): 3 clusters Score: Raw -690204.364322 + Penalty 4194.470410 = -686009.893911 nChanged 32 SP:Iteration 29Q (9184.580000 sec): 3 clusters Score: Raw -690216.897601 + Penalty 4194.470410 = -686022.427191 nChanged 19 SP:Iteration 30Q (9184.600000 sec): 3 clusters Score: Raw -690227.234863 + Penalty 4194.470410 = -686032.764453 nChanged 21 SP:Iteration 31Q (9184.620000 sec): 3 clusters Score: Raw -690236.187492 + Penalty 4194.470410 = -686041.717082 nChanged 25 SP:Iteration 32Q (9184.640000 sec): 3 clusters Score: Raw -690246.914263 + Penalty 4194.470410 = -686052.443852 nChanged 19 SP:Iteration 33Q (9184.660000 sec): 3 clusters Score: Raw -690255.032389 + Penalty 4194.470410 = -686060.561979 nChanged 15 SP:Iteration 34Q (9184.670000 sec): 3 clusters Score: Raw -690261.432511 + Penalty 4194.470410 = -686066.962101 nChanged 19 SP:Iteration 35Q (9184.690000 sec): 3 clusters Score: Raw -690267.748400 + Penalty 4194.470410 = -686073.277990 nChanged 10 SP:Iteration 36Q (9184.710000 sec): 3 clusters Score: Raw -690271.311962 + Penalty 4194.470410 = -686076.841551 nChanged 12 SP:Iteration 37Q (9184.720000 sec): 3 clusters Score: Raw -690275.701077 + Penalty 4194.470410 = -686081.230667 nChanged 7 SP:Iteration 38Q (9184.740000 sec): 3 clusters Score: Raw -690278.868552 + Penalty 4194.470410 = -686084.398141 nChanged 8 SP:Iteration 39Q (9184.760000 sec): 3 clusters Score: Raw -690283.083773 + Penalty 4194.470410 = -686088.613362 nChanged 8 SP:Iteration 40F (9184.780000 sec): 3 clusters Score: Raw -690287.848589 + Penalty 4194.470410 = -686093.378179 nChanged 12 SP:Iteration 41Q (9184.800000 sec): 3 clusters Score: Raw -690294.406655 + Penalty 4194.470410 = -686099.936245 nChanged 17 SP:Iteration 42Q (9184.810000 sec): 3 clusters Score: Raw -690303.569683 + Penalty 4194.470410 = -686109.099273 nChanged 19 SP:Iteration 43Q (9184.830000 sec): 3 clusters Score: Raw -690311.324929 + Penalty 4194.470410 = -686116.854519 nChanged 11 SP:Iteration 44Q (9184.850000 sec): 3 clusters Score: Raw -690317.017845 + Penalty 4194.470410 = -686122.547435 nChanged 16 SP:Iteration 45Q (9184.860000 sec): 3 clusters Score: Raw -690323.921575 + Penalty 4194.470410 = -686129.451165 nChanged 14 SP:Iteration 46Q (9184.880000 sec): 3 clusters Score: Raw -690329.797442 + Penalty 4194.470410 = -686135.327032 nChanged 12 SP:Iteration 47Q (9184.900000 sec): 3 clusters Score: Raw -690334.095812 + Penalty 4194.470410 = -686139.625402 nChanged 7 SP:Iteration 48Q (9184.920000 sec): 3 clusters Score: Raw -690336.180007 + Penalty 4194.470410 = -686141.709596 nChanged 4 SP:Iteration 49Q (9184.940000 sec): 3 clusters Score: Raw -690336.979947 + Penalty 4194.470410 = -686142.509537 nChanged 5 SP:Iteration 50Q (9184.950000 sec): 3 clusters Score: Raw -690339.980602 + Penalty 4194.470410 = -686145.510192 nChanged 8 SP:Iteration 51Q (9184.970000 sec): 3 clusters Score: Raw -690342.892861 + Penalty 4194.470410 = -686148.422451 nChanged 8 SP:Iteration 52Q (9184.990000 sec): 3 clusters Score: Raw -690345.742256 + Penalty 4194.470410 = -686151.271846 nChanged 3 SP:Iteration 53Q (9185.000000 sec): 3 clusters Score: Raw -690346.975464 + Penalty 4194.470410 = -686152.505054 nChanged 6 SP:Iteration 54Q (9185.020000 sec): 3 clusters Score: Raw -690349.075244 + Penalty 4194.470410 = -686154.604834 nChanged 6 SP:Iteration 55Q (9185.040000 sec): 3 clusters Score: Raw -690350.859437 + Penalty 4194.470410 = -686156.389027 nChanged 9 SP:Iteration 56Q (9185.060000 sec): 3 clusters Score: Raw -690354.714907 + Penalty 4194.470410 = -686160.244497 nChanged 10 SP:Iteration 57Q (9185.070000 sec): 3 clusters Score: Raw -690360.127306 + Penalty 4194.470410 = -686165.656896 nChanged 10 SP:Iteration 58Q (9185.090000 sec): 3 clusters Score: Raw -690364.399338 + Penalty 4194.470410 = -686169.928928 nChanged 11 SP:Iteration 59Q (9185.110000 sec): 3 clusters Score: Raw -690369.214550 + Penalty 4194.470410 = -686174.744139 nChanged 10 SP:Iteration 60F (9185.120000 sec): 3 clusters Score: Raw -690372.968561 + Penalty 4194.470410 = -686178.498151 nChanged 5 SP:Iteration 61Q (9185.140000 sec): 3 clusters Score: Raw -690374.808021 + Penalty 4194.470410 = -686180.337611 nChanged 8 SP:Iteration 62Q (9185.160000 sec): 3 clusters Score: Raw -690380.079714 + Penalty 4194.470410 = -686185.609303 nChanged 12 SP:Iteration 63Q (9185.180000 sec): 3 clusters Score: Raw -690386.621180 + Penalty 4194.470410 = -686192.150770 nChanged 15 SP:Iteration 64Q (9185.200000 sec): 3 clusters Score: Raw -690395.325592 + Penalty 4194.470410 = -686200.855182 nChanged 18 SP:Iteration 65Q (9185.210000 sec): 3 clusters Score: Raw -690403.770840 + Penalty 4194.470410 = -686209.300429 nChanged 17 SP:Iteration 66Q (9185.230000 sec): 3 clusters Score: Raw -690414.701021 + Penalty 4194.470410 = -686220.230611 nChanged 14 SP:Iteration 67Q (9185.240000 sec): 3 clusters Score: Raw -690422.256593 + Penalty 4194.470410 = -686227.786183 nChanged 12 SP:Iteration 68Q (9185.260000 sec): 3 clusters Score: Raw -690427.385165 + Penalty 4194.470410 = -686232.914754 nChanged 11 SP:Iteration 69Q (9185.280000 sec): 3 clusters Score: Raw -690431.995470 + Penalty 4194.470410 = -686237.525060 nChanged 12 SP:Iteration 70Q (9185.300000 sec): 3 clusters Score: Raw -690437.465431 + Penalty 4194.470410 = -686242.995021 nChanged 9 SP:Iteration 71Q (9185.310000 sec): 3 clusters Score: Raw -690440.329175 + Penalty 4194.470410 = -686245.858764 nChanged 8 SP:Iteration 72Q (9185.320000 sec): 3 clusters Score: Raw -690443.681050 + Penalty 4194.470410 = -686249.210640 nChanged 5 SP:Iteration 73Q (9185.340000 sec): 3 clusters Score: Raw -690446.444541 + Penalty 4194.470410 = -686251.974131 nChanged 11 SP:Iteration 74Q (9185.360000 sec): 3 clusters Score: Raw -690451.686372 + Penalty 4194.470410 = -686257.215962 nChanged 14 SP:Iteration 75Q (9185.380000 sec): 3 clusters Score: Raw -690458.112127 + Penalty 4194.470410 = -686263.641717 nChanged 16 SP:Iteration 76Q (9185.390000 sec): 3 clusters Score: Raw -690465.854595 + Penalty 4194.470410 = -686271.384184 nChanged 15 SP:Iteration 77Q (9185.410000 sec): 3 clusters Score: Raw -690478.149041 + Penalty 4194.470410 = -686283.678630 nChanged 16 SP:Iteration 78Q (9185.420000 sec): 3 clusters Score: Raw -690486.960593 + Penalty 4194.470410 = -686292.490183 nChanged 11 SP:Iteration 79Q (9185.440000 sec): 3 clusters Score: Raw -690491.445637 + Penalty 4194.470410 = -686296.975227 nChanged 15 SP:Iteration 80F (9185.460000 sec): 3 clusters Score: Raw -690499.463637 + Penalty 4194.470410 = -686304.993226 nChanged 12 SP:Iteration 81Q (9185.480000 sec): 3 clusters Score: Raw -690505.263204 + Penalty 4194.470410 = -686310.792794 nChanged 12 SP:Iteration 82Q (9185.490000 sec): 3 clusters Score: Raw -690509.583376 + Penalty 4194.470410 = -686315.112966 nChanged 7 SP:Iteration 83Q (9185.510000 sec): 3 clusters Score: Raw -690512.190873 + Penalty 4194.470410 = -686317.720462 nChanged 7 SP:Iteration 84Q (9185.530000 sec): 3 clusters Score: Raw -690515.461372 + Penalty 4194.470410 = -686320.990962 nChanged 8 SP:Iteration 85Q (9185.540000 sec): 3 clusters Score: Raw -690518.635722 + Penalty 4194.470410 = -686324.165312 nChanged 9 SP:Iteration 86Q (9185.560000 sec): 3 clusters Score: Raw -690521.843418 + Penalty 4194.470410 = -686327.373008 nChanged 6 SP:Iteration 87Q (9185.580000 sec): 3 clusters Score: Raw -690524.402867 + Penalty 4194.470410 = -686329.932457 nChanged 7 SP:Iteration 88Q (9185.590000 sec): 3 clusters Score: Raw -690528.565591 + Penalty 4194.470410 = -686334.095181 nChanged 10 SP:Iteration 89Q (9185.610000 sec): 3 clusters Score: Raw -690534.834845 + Penalty 4194.470410 = -686340.364434 nChanged 12 SP:Iteration 90Q (9185.620000 sec): 3 clusters Score: Raw -690540.696230 + Penalty 4194.470410 = -686346.225820 nChanged 7 SP:Iteration 91Q (9185.640000 sec): 3 clusters Score: Raw -690543.732581 + Penalty 4194.470410 = -686349.262171 nChanged 5 SP:Iteration 92Q (9185.660000 sec): 3 clusters Score: Raw -690545.898708 + Penalty 4194.470410 = -686351.428297 nChanged 4 SP:Iteration 93Q (9185.670000 sec): 3 clusters Score: Raw -690547.792875 + Penalty 4194.470410 = -686353.322465 nChanged 3 SP:Iteration 94Q (9185.690000 sec): 3 clusters Score: Raw -690549.209503 + Penalty 4194.470410 = -686354.739093 nChanged 5 SP:Iteration 95Q (9185.700000 sec): 3 clusters Score: Raw -690551.169823 + Penalty 4194.470410 = -686356.699413 nChanged 2 SP:Iteration 96Q (9185.720000 sec): 3 clusters Score: Raw -690552.212804 + Penalty 4194.470410 = -686357.742394 nChanged 2 SP:Iteration 97Q (9185.740000 sec): 3 clusters Score: Raw -690552.833129 + Penalty 4194.470410 = -686358.362718 nChanged 3 SP:Iteration 98Q (9185.750000 sec): 3 clusters Score: Raw -690554.474190 + Penalty 4194.470410 = -686360.003779 nChanged 7 SP:Iteration 99Q (9185.770000 sec): 3 clusters Score: Raw -690557.957380 + Penalty 4194.470410 = -686363.486969 nChanged 5 SP:Iteration 100F (9185.790000 sec): 3 clusters Score: Raw -690560.505595 + Penalty 4194.470410 = -686366.035185 nChanged 5 SP:Iteration 101Q (9185.800000 sec): 3 clusters Score: Raw -690563.652972 + Penalty 4194.470410 = -686369.182562 nChanged 4 SP:Iteration 102Q (9185.820000 sec): 3 clusters Score: Raw -690566.348094 + Penalty 4194.470410 = -686371.877684 nChanged 4 SP:Iteration 103Q (9185.840000 sec): 3 clusters Score: Raw -690568.041612 + Penalty 4194.470410 = -686373.571202 nChanged 3 SP:Iteration 104Q (9185.850000 sec): 3 clusters Score: Raw -690570.259242 + Penalty 4194.470410 = -686375.788832 nChanged 4 SP:Iteration 105Q (9185.870000 sec): 3 clusters Score: Raw -690571.862748 + Penalty 4194.470410 = -686377.392337 nChanged 2 SP:Iteration 106Q (9185.880000 sec): 3 clusters Score: Raw -690573.208293 + Penalty 4194.470410 = -686378.737882 nChanged 2 SP:Iteration 107Q (9185.900000 sec): 3 clusters Score: Raw -690574.783059 + Penalty 4194.470410 = -686380.312649 nChanged 1 SP:Iteration 108Q (9185.920000 sec): 3 clusters Score: Raw -690574.988740 + Penalty 4194.470410 = -686380.518330 nChanged 1 SP:Iteration 109Q (9185.930000 sec): 3 clusters Score: Raw -690575.284455 + Penalty 4194.470410 = -686380.814045 nChanged 2 SP:Iteration 110Q (9185.950000 sec): 3 clusters Score: Raw -690575.846996 + Penalty 4194.470410 = -686381.376585 nChanged 2 SP:Iteration 111Q (9185.960000 sec): 3 clusters Score: Raw -690576.830162 + Penalty 4194.470410 = -686382.359752 nChanged 3 SP:Iteration 112Q (9185.980000 sec): 3 clusters Score: Raw -690578.102762 + Penalty 4194.470410 = -686383.632352 nChanged 5 SP:Iteration 113Q (9186.000000 sec): 3 clusters Score: Raw -690580.787286 + Penalty 4194.470410 = -686386.316876 nChanged 8 SP:Iteration 114Q (9186.010000 sec): 3 clusters Score: Raw -690583.362945 + Penalty 4194.470410 = -686388.892534 nChanged 4 SP:Iteration 115Q (9186.030000 sec): 3 clusters Score: Raw -690585.494121 + Penalty 4194.470410 = -686391.023710 nChanged 3 SP:Iteration 116Q (9186.040000 sec): 3 clusters Score: Raw -690587.654804 + Penalty 4194.470410 = -686393.184393 nChanged 3 SP:Iteration 117Q (9186.060000 sec): 3 clusters Score: Raw -690589.267669 + Penalty 4194.470410 = -686394.797258 nChanged 3 SP:Iteration 118Q (9186.080000 sec): 3 clusters Score: Raw -690590.114706 + Penalty 4194.470410 = -686395.644296 nChanged 2 SP:Iteration 119Q (9186.090000 sec): 3 clusters Score: Raw -690591.146692 + Penalty 4194.470410 = -686396.676282 nChanged 1 SP:Iteration 120F (9186.110000 sec): 3 clusters Score: Raw -690591.422288 + Penalty 4194.470410 = -686396.951878 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9186.200000 sec): 2 clusters Score: Raw -3582600.041815 + Penalty 2488.483770 = -3580111.558045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9186.290000 sec): 3 clusters Score: Raw -3569193.209408 + Penalty 4976.967540 = -3564216.241868 nChanged 10144 SP:Iteration 1F (9186.380000 sec): 3 clusters Score: Raw -3574539.997146 + Penalty 4976.967540 = -3569563.029606 nChanged 1154 SP:Iteration 2F (9186.480000 sec): 3 clusters Score: Raw -3574939.650387 + Penalty 4976.967540 = -3569962.682846 nChanged 946 SP:Iteration 3Q (9186.570000 sec): 3 clusters Score: Raw -3575251.606851 + Penalty 4976.967540 = -3570274.639311 nChanged 856 SP:Iteration 4Q (9186.660000 sec): 3 clusters Score: Raw -3575528.879128 + Penalty 4976.967540 = -3570551.911588 nChanged 823 SP:Iteration 5Q (9186.760000 sec): 3 clusters Score: Raw -3575822.024474 + Penalty 4976.967540 = -3570845.056933 nChanged 854 SP:Iteration 6Q (9186.850000 sec): 3 clusters Score: Raw -3576170.193971 + Penalty 4976.967540 = -3571193.226431 nChanged 872 SP:Iteration 7Q (9186.940000 sec): 3 clusters Score: Raw -3576550.889482 + Penalty 4976.967540 = -3571573.921942 nChanged 903 SP:Iteration 8Q (9187.030000 sec): 3 clusters Score: Raw -3576950.063753 + Penalty 4976.967540 = -3571973.096213 nChanged 881 SP:Iteration 9Q (9187.120000 sec): 3 clusters Score: Raw -3577396.645487 + Penalty 4976.967540 = -3572419.677947 nChanged 908 SP:Iteration 10Q (9187.220000 sec): 3 clusters Score: Raw -3577855.769864 + Penalty 4976.967540 = -3572878.802324 nChanged 889 SP:Iteration 11Q (9187.310000 sec): 3 clusters Score: Raw -3578286.132188 + Penalty 4976.967540 = -3573309.164648 nChanged 802 SP:Iteration 12Q (9187.400000 sec): 3 clusters Score: Raw -3578685.855293 + Penalty 4976.967540 = -3573708.887753 nChanged 784 SP:Iteration 13Q (9187.490000 sec): 3 clusters Score: Raw -3579043.951995 + Penalty 4976.967540 = -3574066.984455 nChanged 725 SP:Iteration 14Q (9187.580000 sec): 3 clusters Score: Raw -3579377.384317 + Penalty 4976.967540 = -3574400.416777 nChanged 671 SP:Iteration 15Q (9187.670000 sec): 3 clusters Score: Raw -3579686.833716 + Penalty 4976.967540 = -3574709.866175 nChanged 627 SP:Iteration 16Q (9187.760000 sec): 3 clusters Score: Raw -3579976.629548 + Penalty 4976.967540 = -3574999.662008 nChanged 567 SP:Iteration 17Q (9187.840000 sec): 3 clusters Score: Raw -3580239.369801 + Penalty 4976.967540 = -3575262.402261 nChanged 538 SP:Iteration 18Q (9187.940000 sec): 3 clusters Score: Raw -3580480.236369 + Penalty 4976.967540 = -3575503.268829 nChanged 508 SP:Iteration 19Q (9188.020000 sec): 3 clusters Score: Raw -3580716.594625 + Penalty 4976.967540 = -3575739.627085 nChanged 459 SP:Iteration 20F (9188.110000 sec): 3 clusters Score: Raw -3580930.835811 + Penalty 4976.967540 = -3575953.868271 nChanged 430 SP:Iteration 21Q (9188.200000 sec): 3 clusters Score: Raw -3581124.836858 + Penalty 4976.967540 = -3576147.869318 nChanged 372 SP:Iteration 22Q (9188.280000 sec): 3 clusters Score: Raw -3581291.715903 + Penalty 4976.967540 = -3576314.748363 nChanged 334 SP:Iteration 23Q (9188.360000 sec): 3 clusters Score: Raw -3581444.963466 + Penalty 4976.967540 = -3576467.995926 nChanged 313 SP:Iteration 24Q (9188.430000 sec): 3 clusters Score: Raw -3581597.639848 + Penalty 4976.967540 = -3576620.672308 nChanged 306 SP:Iteration 25Q (9188.510000 sec): 3 clusters Score: Raw -3581747.459748 + Penalty 4976.967540 = -3576770.492208 nChanged 292 SP:Iteration 26Q (9188.580000 sec): 3 clusters Score: Raw -3581898.343007 + Penalty 4976.967540 = -3576921.375467 nChanged 264 SP:Iteration 27Q (9188.660000 sec): 3 clusters Score: Raw -3582046.281520 + Penalty 4976.967540 = -3577069.313980 nChanged 232 SP:Iteration 28Q (9188.740000 sec): 3 clusters Score: Raw -3582186.028380 + Penalty 4976.967540 = -3577209.060840 nChanged 212 SP:Iteration 29Q (9188.810000 sec): 3 clusters Score: Raw -3582311.785442 + Penalty 4976.967540 = -3577334.817902 nChanged 177 SP:Iteration 30Q (9188.880000 sec): 3 clusters Score: Raw -3582423.161328 + Penalty 4976.967540 = -3577446.193788 nChanged 158 SP:Iteration 31Q (9188.950000 sec): 3 clusters Score: Raw -3582519.471697 + Penalty 4976.967540 = -3577542.504157 nChanged 134 SP:Iteration 32Q (9189.020000 sec): 3 clusters Score: Raw -3582595.797147 + Penalty 4976.967540 = -3577618.829607 nChanged 95 SP:Iteration 33Q (9189.090000 sec): 3 clusters Score: Raw -3582653.331611 + Penalty 4976.967540 = -3577676.364071 nChanged 73 SP:Iteration 34Q (9189.160000 sec): 3 clusters Score: Raw -3582693.454075 + Penalty 4976.967540 = -3577716.486535 nChanged 61 SP:Iteration 35Q (9189.230000 sec): 3 clusters Score: Raw -3582735.349889 + Penalty 4976.967540 = -3577758.382348 nChanged 46 SP:Iteration 36Q (9189.300000 sec): 3 clusters Score: Raw -3582764.200394 + Penalty 4976.967540 = -3577787.232854 nChanged 38 SP:Iteration 37Q (9189.360000 sec): 3 clusters Score: Raw -3582786.716794 + Penalty 4976.967540 = -3577809.749253 nChanged 42 SP:Iteration 38Q (9189.430000 sec): 3 clusters Score: Raw -3582812.648271 + Penalty 4976.967540 = -3577835.680731 nChanged 30 SP:Iteration 39Q (9189.500000 sec): 3 clusters Score: Raw -3582832.604803 + Penalty 4976.967540 = -3577855.637263 nChanged 26 SP:Iteration 40F (9189.590000 sec): 3 clusters Score: Raw -3582851.147245 + Penalty 4976.967540 = -3577874.179705 nChanged 15 SP:Iteration 41Q (9189.660000 sec): 3 clusters Score: Raw -3582862.527727 + Penalty 4976.967540 = -3577885.560187 nChanged 15 SP:Iteration 42Q (9189.720000 sec): 3 clusters Score: Raw -3582873.978820 + Penalty 4976.967540 = -3577897.011280 nChanged 19 SP:Iteration 43Q (9189.790000 sec): 3 clusters Score: Raw -3582888.600462 + Penalty 4976.967540 = -3577911.632922 nChanged 25 SP:Iteration 44Q (9189.860000 sec): 3 clusters Score: Raw -3582908.491951 + Penalty 4976.967540 = -3577931.524411 nChanged 20 SP:Iteration 45Q (9189.920000 sec): 3 clusters Score: Raw -3582920.847935 + Penalty 4976.967540 = -3577943.880394 nChanged 14 SP:Iteration 46Q (9189.990000 sec): 3 clusters Score: Raw -3582930.490287 + Penalty 4976.967540 = -3577953.522747 nChanged 10 SP:Iteration 47Q (9190.050000 sec): 3 clusters Score: Raw -3582937.737720 + Penalty 4976.967540 = -3577960.770179 nChanged 7 SP:Iteration 48Q (9190.120000 sec): 3 clusters Score: Raw -3582943.185391 + Penalty 4976.967540 = -3577966.217851 nChanged 8 SP:Iteration 49Q (9190.190000 sec): 3 clusters Score: Raw -3582947.667323 + Penalty 4976.967540 = -3577970.699782 nChanged 6 SP:Iteration 50Q (9190.250000 sec): 3 clusters Score: Raw -3582952.831153 + Penalty 4976.967540 = -3577975.863613 nChanged 5 SP:Iteration 51Q (9190.320000 sec): 3 clusters Score: Raw -3582959.185682 + Penalty 4976.967540 = -3577982.218142 nChanged 5 SP:Iteration 52Q (9190.380000 sec): 3 clusters Score: Raw -3582962.650113 + Penalty 4976.967540 = -3577985.682573 nChanged 2 SP:Iteration 53Q (9190.450000 sec): 3 clusters Score: Raw -3582966.275230 + Penalty 4976.967540 = -3577989.307690 nChanged 8 SP:Iteration 54Q (9190.510000 sec): 3 clusters Score: Raw -3582973.457261 + Penalty 4976.967540 = -3577996.489721 nChanged 9 SP:Iteration 55Q (9190.580000 sec): 3 clusters Score: Raw -3582978.628458 + Penalty 4976.967540 = -3578001.660918 nChanged 1 SP:Iteration 56Q (9190.650000 sec): 3 clusters Score: Raw -3582979.324874 + Penalty 4976.967540 = -3578002.357334 nChanged 1 SP:Iteration 57Q (9190.710000 sec): 3 clusters Score: Raw -3582979.788822 + Penalty 4976.967540 = -3578002.821282 nChanged 0 SP:Iteration 58F (9190.800000 sec): 3 clusters Score: Raw -3582979.788822 + Penalty 4976.967540 = -3578002.821282 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (90239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9191.140000 sec): 2 clusters Score: Raw -14000494.928758 + Penalty 2829.733812 = -13997665.194946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9191.520000 sec): 3 clusters Score: Raw -13942965.625527 + Penalty 5659.467625 = -13937306.157902 nChanged 42413 SP:Iteration 1F (9191.900000 sec): 3 clusters Score: Raw -13966515.575708 + Penalty 5659.467625 = -13960856.108083 nChanged 2942 SP:Iteration 2Q (9192.280000 sec): 3 clusters Score: Raw -13967211.533200 + Penalty 5659.467625 = -13961552.065576 nChanged 3041 SP:Iteration 3Q (9192.670000 sec): 3 clusters Score: Raw -13968023.442053 + Penalty 5659.467625 = -13962363.974428 nChanged 3440 SP:Iteration 4Q (9193.050000 sec): 3 clusters Score: Raw -13969154.674251 + Penalty 5659.467625 = -13963495.206626 nChanged 4125 SP:Iteration 5Q (9193.430000 sec): 3 clusters Score: Raw -13970834.349401 + Penalty 5659.467625 = -13965174.881776 nChanged 4998 SP:Iteration 6F (9193.810000 sec): 3 clusters Score: Raw -13973302.520666 + Penalty 5659.467625 = -13967643.053041 nChanged 5738 SP:Iteration 7F (9194.190000 sec): 3 clusters Score: Raw -13976661.251931 + Penalty 5659.467625 = -13971001.784306 nChanged 6111 SP:Iteration 8F (9194.560000 sec): 3 clusters Score: Raw -13980670.774263 + Penalty 5659.467625 = -13975011.306638 nChanged 5973 SP:Iteration 9F (9194.940000 sec): 3 clusters Score: Raw -13985014.344728 + Penalty 5659.467625 = -13979354.877103 nChanged 5361 SP:Iteration 10F (9195.320000 sec): 3 clusters Score: Raw -13989154.419270 + Penalty 5659.467625 = -13983494.951645 nChanged 4386 SP:Iteration 11Q (9195.690000 sec): 3 clusters Score: Raw -13992566.520281 + Penalty 5659.467625 = -13986907.052657 nChanged 3278 SP:Iteration 12Q (9196.060000 sec): 3 clusters Score: Raw -13995149.660356 + Penalty 5659.467625 = -13989490.192732 nChanged 2483 SP:Iteration 13Q (9196.410000 sec): 3 clusters Score: Raw -13997083.410609 + Penalty 5659.467625 = -13991423.942985 nChanged 1735 SP:Iteration 14Q (9196.740000 sec): 3 clusters Score: Raw -13998365.386869 + Penalty 5659.467625 = -13992705.919244 nChanged 1158 SP:Iteration 15Q (9197.060000 sec): 3 clusters Score: Raw -13999186.890974 + Penalty 5659.467625 = -13993527.423349 nChanged 774 SP:Iteration 16Q (9197.350000 sec): 3 clusters Score: Raw -13999734.959366 + Penalty 5659.467625 = -13994075.491741 nChanged 543 SP:Iteration 17Q (9197.640000 sec): 3 clusters Score: Raw -14000123.348903 + Penalty 5659.467625 = -13994463.881279 nChanged 349 SP:Iteration 18Q (9197.920000 sec): 3 clusters Score: Raw -14000368.032288 + Penalty 5659.467625 = -13994708.564664 nChanged 219 SP:Iteration 19Q (9198.190000 sec): 3 clusters Score: Raw -14000515.375790 + Penalty 5659.467625 = -13994855.908166 nChanged 150 SP:Iteration 20F (9198.560000 sec): 3 clusters Score: Raw -14000615.474376 + Penalty 5659.467625 = -13994956.006751 nChanged 103 SP:Iteration 21Q (9198.830000 sec): 3 clusters Score: Raw -14000681.929347 + Penalty 5659.467625 = -13995022.461722 nChanged 74 SP:Iteration 22Q (9199.100000 sec): 3 clusters Score: Raw -14000729.328728 + Penalty 5659.467625 = -13995069.861104 nChanged 57 SP:Iteration 23Q (9199.360000 sec): 3 clusters Score: Raw -14000759.332364 + Penalty 5659.467625 = -13995099.864740 nChanged 39 SP:Iteration 24Q (9199.630000 sec): 3 clusters Score: Raw -14000781.711008 + Penalty 5659.467625 = -13995122.243383 nChanged 30 SP:Iteration 25Q (9199.890000 sec): 3 clusters Score: Raw -14000798.907870 + Penalty 5659.467625 = -13995139.440245 nChanged 19 SP:Iteration 26Q (9200.160000 sec): 3 clusters Score: Raw -14000810.039206 + Penalty 5659.467625 = -13995150.571582 nChanged 16 SP:Iteration 27Q (9200.420000 sec): 3 clusters Score: Raw -14000823.322269 + Penalty 5659.467625 = -13995163.854645 nChanged 20 SP:Iteration 28Q (9200.690000 sec): 3 clusters Score: Raw -14000838.331948 + Penalty 5659.467625 = -13995178.864324 nChanged 19 SP:Iteration 29Q (9200.950000 sec): 3 clusters Score: Raw -14000850.224608 + Penalty 5659.467625 = -13995190.756983 nChanged 15 SP:Iteration 30Q (9201.210000 sec): 3 clusters Score: Raw -14000860.456037 + Penalty 5659.467625 = -13995200.988412 nChanged 10 SP:Iteration 31Q (9201.480000 sec): 3 clusters Score: Raw -14000867.834351 + Penalty 5659.467625 = -13995208.366727 nChanged 9 SP:Iteration 32Q (9201.740000 sec): 3 clusters Score: Raw -14000872.029669 + Penalty 5659.467625 = -13995212.562045 nChanged 10 SP:Iteration 33Q (9202.000000 sec): 3 clusters Score: Raw -14000877.581621 + Penalty 5659.467625 = -13995218.113996 nChanged 8 SP:Iteration 34Q (9202.260000 sec): 3 clusters Score: Raw -14000882.102104 + Penalty 5659.467625 = -13995222.634480 nChanged 5 SP:Iteration 35Q (9202.530000 sec): 3 clusters Score: Raw -14000884.238679 + Penalty 5659.467625 = -13995224.771055 nChanged 2 SP:Iteration 36Q (9202.790000 sec): 3 clusters Score: Raw -14000886.098517 + Penalty 5659.467625 = -13995226.630893 nChanged 2 SP:Iteration 37Q (9203.050000 sec): 3 clusters Score: Raw -14000887.102326 + Penalty 5659.467625 = -13995227.634701 nChanged 1 SP:Iteration 38Q (9203.320000 sec): 3 clusters Score: Raw -14000887.444628 + Penalty 5659.467625 = -13995227.977003 nChanged 1 SP:Iteration 39Q (9203.580000 sec): 3 clusters Score: Raw -14000887.626245 + Penalty 5659.467625 = -13995228.158620 nChanged 0 SP:Iteration 40F (9203.940000 sec): 3 clusters Score: Raw -14000887.626245 + Penalty 5659.467625 = -13995228.158620 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9204.000000 sec): 2 clusters Score: Raw -510488.718372 + Penalty 2009.816566 = -508478.901806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9204.020000 sec): 3 clusters Score: Raw -509030.049004 + Penalty 4019.633132 = -505010.415872 nChanged 1174 SP:Iteration 1F (9204.030000 sec): 3 clusters Score: Raw -509708.532575 + Penalty 4019.633132 = -505688.899444 nChanged 219 SP:Iteration 2F (9204.040000 sec): 3 clusters Score: Raw -509846.406897 + Penalty 4019.633132 = -505826.773765 nChanged 139 SP:Iteration 3Q (9204.060000 sec): 3 clusters Score: Raw -509935.940279 + Penalty 4019.633132 = -505916.307147 nChanged 112 SP:Iteration 4Q (9204.070000 sec): 3 clusters Score: Raw -510005.241969 + Penalty 4019.633132 = -505985.608837 nChanged 91 SP:Iteration 5Q (9204.080000 sec): 3 clusters Score: Raw -510055.595927 + Penalty 4019.633132 = -506035.962796 nChanged 73 SP:Iteration 6Q (9204.100000 sec): 3 clusters Score: Raw -510106.765313 + Penalty 4019.633132 = -506087.132181 nChanged 85 SP:Iteration 7Q (9204.110000 sec): 3 clusters Score: Raw -510167.945207 + Penalty 4019.633132 = -506148.312075 nChanged 85 SP:Iteration 8Q (9204.120000 sec): 3 clusters Score: Raw -510221.096733 + Penalty 4019.633132 = -506201.463601 nChanged 78 SP:Iteration 9Q (9204.130000 sec): 3 clusters Score: Raw -510280.412612 + Penalty 4019.633132 = -506260.779480 nChanged 82 SP:Iteration 10Q (9204.150000 sec): 3 clusters Score: Raw -510338.550413 + Penalty 4019.633132 = -506318.917281 nChanged 67 SP:Iteration 11Q (9204.160000 sec): 3 clusters Score: Raw -510391.063020 + Penalty 4019.633132 = -506371.429888 nChanged 82 SP:Iteration 12Q (9204.170000 sec): 3 clusters Score: Raw -510455.752407 + Penalty 4019.633132 = -506436.119275 nChanged 80 SP:Iteration 13Q (9204.180000 sec): 3 clusters Score: Raw -510513.235102 + Penalty 4019.633132 = -506493.601970 nChanged 68 SP:Iteration 14Q (9204.200000 sec): 3 clusters Score: Raw -510562.601866 + Penalty 4019.633132 = -506542.968734 nChanged 59 SP:Iteration 15Q (9204.210000 sec): 3 clusters Score: Raw -510604.032242 + Penalty 4019.633132 = -506584.399111 nChanged 69 SP:Iteration 16Q (9204.220000 sec): 3 clusters Score: Raw -510651.519099 + Penalty 4019.633132 = -506631.885967 nChanged 67 SP:Iteration 17Q (9204.230000 sec): 3 clusters Score: Raw -510697.535916 + Penalty 4019.633132 = -506677.902784 nChanged 61 SP:Iteration 18Q (9204.250000 sec): 3 clusters Score: Raw -510739.458515 + Penalty 4019.633132 = -506719.825383 nChanged 50 SP:Iteration 19Q (9204.260000 sec): 3 clusters Score: Raw -510773.014320 + Penalty 4019.633132 = -506753.381188 nChanged 53 SP:Iteration 20F (9204.270000 sec): 3 clusters Score: Raw -510810.942665 + Penalty 4019.633132 = -506791.309533 nChanged 46 SP:Iteration 21Q (9204.280000 sec): 3 clusters Score: Raw -510839.519966 + Penalty 4019.633132 = -506819.886834 nChanged 41 SP:Iteration 22Q (9204.300000 sec): 3 clusters Score: Raw -510859.320644 + Penalty 4019.633132 = -506839.687512 nChanged 27 SP:Iteration 23Q (9204.310000 sec): 3 clusters Score: Raw -510874.519303 + Penalty 4019.633132 = -506854.886171 nChanged 26 SP:Iteration 24Q (9204.320000 sec): 3 clusters Score: Raw -510888.916352 + Penalty 4019.633132 = -506869.283221 nChanged 17 SP:Iteration 25Q (9204.340000 sec): 3 clusters Score: Raw -510899.985888 + Penalty 4019.633132 = -506880.352756 nChanged 18 SP:Iteration 26Q (9204.350000 sec): 3 clusters Score: Raw -510907.794308 + Penalty 4019.633132 = -506888.161176 nChanged 19 SP:Iteration 27Q (9204.360000 sec): 3 clusters Score: Raw -510919.279078 + Penalty 4019.633132 = -506899.645946 nChanged 14 SP:Iteration 28Q (9204.370000 sec): 3 clusters Score: Raw -510925.895707 + Penalty 4019.633132 = -506906.262575 nChanged 10 SP:Iteration 29Q (9204.390000 sec): 3 clusters Score: Raw -510932.583456 + Penalty 4019.633132 = -506912.950325 nChanged 10 SP:Iteration 30Q (9204.400000 sec): 3 clusters Score: Raw -510937.240742 + Penalty 4019.633132 = -506917.607611 nChanged 3 SP:Iteration 31Q (9204.410000 sec): 3 clusters Score: Raw -510938.970952 + Penalty 4019.633132 = -506919.337820 nChanged 5 SP:Iteration 32Q (9204.420000 sec): 3 clusters Score: Raw -510941.998033 + Penalty 4019.633132 = -506922.364901 nChanged 7 SP:Iteration 33Q (9204.440000 sec): 3 clusters Score: Raw -510946.648579 + Penalty 4019.633132 = -506927.015447 nChanged 8 SP:Iteration 34Q (9204.450000 sec): 3 clusters Score: Raw -510949.713414 + Penalty 4019.633132 = -506930.080282 nChanged 4 SP:Iteration 35Q (9204.460000 sec): 3 clusters Score: Raw -510950.744757 + Penalty 4019.633132 = -506931.111625 nChanged 4 SP:Iteration 36Q (9204.480000 sec): 3 clusters Score: Raw -510952.091777 + Penalty 4019.633132 = -506932.458645 nChanged 6 SP:Iteration 37Q (9204.490000 sec): 3 clusters Score: Raw -510954.015632 + Penalty 4019.633132 = -506934.382500 nChanged 4 SP:Iteration 38Q (9204.500000 sec): 3 clusters Score: Raw -510956.536785 + Penalty 4019.633132 = -506936.903653 nChanged 4 SP:Iteration 39Q (9204.510000 sec): 3 clusters Score: Raw -510958.535363 + Penalty 4019.633132 = -506938.902231 nChanged 6 SP:Iteration 40F (9204.530000 sec): 3 clusters Score: Raw -510960.635051 + Penalty 4019.633132 = -506941.001919 nChanged 4 SP:Iteration 41Q (9204.540000 sec): 3 clusters Score: Raw -510964.522919 + Penalty 4019.633132 = -506944.889787 nChanged 6 SP:Iteration 42Q (9204.550000 sec): 3 clusters Score: Raw -510966.856945 + Penalty 4019.633132 = -506947.223813 nChanged 5 SP:Iteration 43Q (9204.560000 sec): 3 clusters Score: Raw -510968.697849 + Penalty 4019.633132 = -506949.064717 nChanged 5 SP:Iteration 44Q (9204.580000 sec): 3 clusters Score: Raw -510970.953204 + Penalty 4019.633132 = -506951.320072 nChanged 3 SP:Iteration 45Q (9204.590000 sec): 3 clusters Score: Raw -510972.099505 + Penalty 4019.633132 = -506952.466373 nChanged 3 SP:Iteration 46Q (9204.600000 sec): 3 clusters Score: Raw -510973.680091 + Penalty 4019.633132 = -506954.046959 nChanged 3 SP:Iteration 47Q (9204.620000 sec): 3 clusters Score: Raw -510974.819110 + Penalty 4019.633132 = -506955.185979 nChanged 4 SP:Iteration 48Q (9204.630000 sec): 3 clusters Score: Raw -510976.150760 + Penalty 4019.633132 = -506956.517629 nChanged 3 SP:Iteration 49Q (9204.640000 sec): 3 clusters Score: Raw -510978.043452 + Penalty 4019.633132 = -506958.410320 nChanged 2 SP:Iteration 50Q (9204.660000 sec): 3 clusters Score: Raw -510978.707634 + Penalty 4019.633132 = -506959.074502 nChanged 1 SP:Iteration 51Q (9204.670000 sec): 3 clusters Score: Raw -510978.978336 + Penalty 4019.633132 = -506959.345204 nChanged 0 SP:Iteration 52F (9204.680000 sec): 3 clusters Score: Raw -510978.978336 + Penalty 4019.633132 = -506959.345204 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9205.190000 sec): 2 clusters Score: Raw -20465012.738185 + Penalty 2926.269029 = -20462086.469155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9205.760000 sec): 3 clusters Score: Raw -20379158.143783 + Penalty 5852.538059 = -20373305.605724 nChanged 63394 SP:Iteration 1F (9206.320000 sec): 3 clusters Score: Raw -20415606.910179 + Penalty 5852.538059 = -20409754.372120 nChanged 4578 SP:Iteration 2Q (9206.890000 sec): 3 clusters Score: Raw -20416794.001279 + Penalty 5852.538059 = -20410941.463220 nChanged 4873 SP:Iteration 3Q (9207.460000 sec): 3 clusters Score: Raw -20418254.035513 + Penalty 5852.538059 = -20412401.497454 nChanged 5454 SP:Iteration 4Q (9208.020000 sec): 3 clusters Score: Raw -20420217.686245 + Penalty 5852.538059 = -20414365.148186 nChanged 6498 SP:Iteration 5Q (9208.590000 sec): 3 clusters Score: Raw -20423146.396574 + Penalty 5852.538059 = -20417293.858515 nChanged 7740 SP:Iteration 6F (9209.190000 sec): 3 clusters Score: Raw -20427529.624993 + Penalty 5852.538059 = -20421677.086934 nChanged 9036 SP:Iteration 7F (9209.790000 sec): 3 clusters Score: Raw -20433716.351787 + Penalty 5852.538059 = -20427863.813728 nChanged 9693 SP:Iteration 8F (9210.360000 sec): 3 clusters Score: Raw -20441440.843955 + Penalty 5852.538059 = -20435588.305896 nChanged 8902 SP:Iteration 9F (9210.950000 sec): 3 clusters Score: Raw -20449202.500073 + Penalty 5852.538059 = -20443349.962014 nChanged 6871 SP:Iteration 10F (9211.520000 sec): 3 clusters Score: Raw -20455662.991326 + Penalty 5852.538059 = -20449810.453268 nChanged 4493 SP:Iteration 11Q (9212.050000 sec): 3 clusters Score: Raw -20459969.482824 + Penalty 5852.538059 = -20454116.944765 nChanged 2699 SP:Iteration 12Q (9212.550000 sec): 3 clusters Score: Raw -20462242.354776 + Penalty 5852.538059 = -20456389.816717 nChanged 1682 SP:Iteration 13Q (9213.000000 sec): 3 clusters Score: Raw -20463399.458296 + Penalty 5852.538059 = -20457546.920238 nChanged 1147 SP:Iteration 14Q (9213.460000 sec): 3 clusters Score: Raw -20464055.279958 + Penalty 5852.538059 = -20458202.741899 nChanged 850 SP:Iteration 15Q (9213.900000 sec): 3 clusters Score: Raw -20464474.653238 + Penalty 5852.538059 = -20458622.115179 nChanged 700 SP:Iteration 16Q (9214.330000 sec): 3 clusters Score: Raw -20464805.607939 + Penalty 5852.538059 = -20458953.069880 nChanged 618 SP:Iteration 17Q (9214.760000 sec): 3 clusters Score: Raw -20465112.933055 + Penalty 5852.538059 = -20459260.394996 nChanged 503 SP:Iteration 18Q (9215.190000 sec): 3 clusters Score: Raw -20465380.586069 + Penalty 5852.538059 = -20459528.048010 nChanged 410 SP:Iteration 19Q (9215.620000 sec): 3 clusters Score: Raw -20465578.439667 + Penalty 5852.538059 = -20459725.901608 nChanged 274 SP:Iteration 20F (9216.180000 sec): 3 clusters Score: Raw -20465712.989982 + Penalty 5852.538059 = -20459860.451923 nChanged 227 SP:Iteration 21Q (9216.610000 sec): 3 clusters Score: Raw -20465829.162561 + Penalty 5852.538059 = -20459976.624502 nChanged 175 SP:Iteration 22Q (9217.040000 sec): 3 clusters Score: Raw -20465909.773175 + Penalty 5852.538059 = -20460057.235116 nChanged 139 SP:Iteration 23Q (9217.460000 sec): 3 clusters Score: Raw -20465975.721166 + Penalty 5852.538059 = -20460123.183107 nChanged 109 SP:Iteration 24Q (9217.880000 sec): 3 clusters Score: Raw -20466028.976002 + Penalty 5852.538059 = -20460176.437943 nChanged 90 SP:Iteration 25Q (9218.300000 sec): 3 clusters Score: Raw -20466074.067401 + Penalty 5852.538059 = -20460221.529342 nChanged 73 SP:Iteration 26Q (9218.720000 sec): 3 clusters Score: Raw -20466104.811435 + Penalty 5852.538059 = -20460252.273376 nChanged 50 SP:Iteration 27Q (9219.140000 sec): 3 clusters Score: Raw -20466121.852726 + Penalty 5852.538059 = -20460269.314668 nChanged 49 SP:Iteration 28Q (9219.550000 sec): 3 clusters Score: Raw -20466143.780445 + Penalty 5852.538059 = -20460291.242386 nChanged 45 SP:Iteration 29Q (9219.960000 sec): 3 clusters Score: Raw -20466159.866723 + Penalty 5852.538059 = -20460307.328664 nChanged 31 SP:Iteration 30Q (9220.380000 sec): 3 clusters Score: Raw -20466171.022837 + Penalty 5852.538059 = -20460318.484778 nChanged 30 SP:Iteration 31Q (9220.800000 sec): 3 clusters Score: Raw -20466180.140998 + Penalty 5852.538059 = -20460327.602939 nChanged 11 SP:Iteration 32Q (9221.210000 sec): 3 clusters Score: Raw -20466183.807154 + Penalty 5852.538059 = -20460331.269095 nChanged 11 SP:Iteration 33Q (9221.630000 sec): 3 clusters Score: Raw -20466187.358978 + Penalty 5852.538059 = -20460334.820919 nChanged 8 SP:Iteration 34Q (9222.040000 sec): 3 clusters Score: Raw -20466189.960450 + Penalty 5852.538059 = -20460337.422391 nChanged 11 SP:Iteration 35Q (9222.460000 sec): 3 clusters Score: Raw -20466194.202283 + Penalty 5852.538059 = -20460341.664224 nChanged 11 SP:Iteration 36Q (9222.870000 sec): 3 clusters Score: Raw -20466197.101260 + Penalty 5852.538059 = -20460344.563201 nChanged 8 SP:Iteration 37Q (9223.290000 sec): 3 clusters Score: Raw -20466199.533508 + Penalty 5852.538059 = -20460346.995449 nChanged 8 SP:Iteration 38Q (9223.700000 sec): 3 clusters Score: Raw -20466201.605048 + Penalty 5852.538059 = -20460349.066989 nChanged 9 SP:Iteration 39Q (9224.110000 sec): 3 clusters Score: Raw -20466204.349679 + Penalty 5852.538059 = -20460351.811621 nChanged 4 SP:Iteration 40F (9224.690000 sec): 3 clusters Score: Raw -20466205.267978 + Penalty 5852.538059 = -20460352.729919 nChanged 3 SP:Iteration 41Q (9225.090000 sec): 3 clusters Score: Raw -20466207.154207 + Penalty 5852.538059 = -20460354.616148 nChanged 7 SP:Iteration 42Q (9225.510000 sec): 3 clusters Score: Raw -20466209.736872 + Penalty 5852.538059 = -20460357.198814 nChanged 5 SP:Iteration 43Q (9225.930000 sec): 3 clusters Score: Raw -20466211.319638 + Penalty 5852.538059 = -20460358.781579 nChanged 7 SP:Iteration 44Q (9226.350000 sec): 3 clusters Score: Raw -20466213.468336 + Penalty 5852.538059 = -20460360.930277 nChanged 9 SP:Iteration 45Q (9226.780000 sec): 3 clusters Score: Raw -20466216.281628 + Penalty 5852.538059 = -20460363.743570 nChanged 9 SP:Iteration 46Q (9227.210000 sec): 3 clusters Score: Raw -20466218.449787 + Penalty 5852.538059 = -20460365.911728 nChanged 3 SP:Iteration 47Q (9227.660000 sec): 3 clusters Score: Raw -20466219.359294 + Penalty 5852.538059 = -20460366.821236 nChanged 4 SP:Iteration 48Q (9228.110000 sec): 3 clusters Score: Raw -20466220.372823 + Penalty 5852.538059 = -20460367.834764 nChanged 6 SP:Iteration 49Q (9228.550000 sec): 3 clusters Score: Raw -20466222.228345 + Penalty 5852.538059 = -20460369.690286 nChanged 6 SP:Iteration 50Q (9229.000000 sec): 3 clusters Score: Raw -20466223.753355 + Penalty 5852.538059 = -20460371.215296 nChanged 4 SP:Iteration 51Q (9229.450000 sec): 3 clusters Score: Raw -20466225.015009 + Penalty 5852.538059 = -20460372.476950 nChanged 4 SP:Iteration 52Q (9229.890000 sec): 3 clusters Score: Raw -20466226.105419 + Penalty 5852.538059 = -20460373.567360 nChanged 1 SP:Iteration 53Q (9230.340000 sec): 3 clusters Score: Raw -20466226.476406 + Penalty 5852.538059 = -20460373.938347 nChanged 2 SP:Iteration 54Q (9230.790000 sec): 3 clusters Score: Raw -20466226.897944 + Penalty 5852.538059 = -20460374.359885 nChanged 2 SP:Iteration 55Q (9231.240000 sec): 3 clusters Score: Raw -20466227.351198 + Penalty 5852.538059 = -20460374.813139 nChanged 2 SP:Iteration 56Q (9231.690000 sec): 3 clusters Score: Raw -20466228.208036 + Penalty 5852.538059 = -20460375.669977 nChanged 9 SP:Iteration 57Q (9232.130000 sec): 3 clusters Score: Raw -20466230.359322 + Penalty 5852.538059 = -20460377.821264 nChanged 4 SP:Iteration 58Q (9232.570000 sec): 3 clusters Score: Raw -20466232.041057 + Penalty 5852.538059 = -20460379.502999 nChanged 3 SP:Iteration 59Q (9233.010000 sec): 3 clusters Score: Raw -20466234.924873 + Penalty 5852.538059 = -20460382.386814 nChanged 5 SP:Iteration 60F (9233.630000 sec): 3 clusters Score: Raw -20466236.306237 + Penalty 5852.538059 = -20460383.768178 nChanged 3 SP:Iteration 61Q (9234.070000 sec): 3 clusters Score: Raw -20466237.375809 + Penalty 5852.538059 = -20460384.837750 nChanged 5 SP:Iteration 62Q (9234.520000 sec): 3 clusters Score: Raw -20466238.765196 + Penalty 5852.538059 = -20460386.227137 nChanged 2 SP:Iteration 63Q (9234.960000 sec): 3 clusters Score: Raw -20466239.161307 + Penalty 5852.538059 = -20460386.623248 nChanged 3 SP:Iteration 64Q (9235.390000 sec): 3 clusters Score: Raw -20466240.853808 + Penalty 5852.538059 = -20460388.315749 nChanged 5 SP:Iteration 65Q (9235.830000 sec): 3 clusters Score: Raw -20466242.148612 + Penalty 5852.538059 = -20460389.610553 nChanged 1 SP:Iteration 66Q (9236.270000 sec): 3 clusters Score: Raw -20466242.451127 + Penalty 5852.538059 = -20460389.913068 nChanged 1 SP:Iteration 67Q (9236.710000 sec): 3 clusters Score: Raw -20466242.615617 + Penalty 5852.538059 = -20460390.077558 nChanged 0 SP:Iteration 68F (9237.320000 sec): 3 clusters Score: Raw -20466242.615617 + Penalty 5852.538059 = -20460390.077558 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9237.390000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9237.390000 sec): 3 clusters Score: Raw -56779.447341 + Penalty 2961.745873 = -53817.701468 nChanged 60 SP:Iteration 1F (9237.400000 sec): 3 clusters Score: Raw -56929.467501 + Penalty 2961.745873 = -53967.721628 nChanged 18 SP:Iteration 2Q (9237.400000 sec): 3 clusters Score: Raw -56980.911290 + Penalty 2961.745873 = -54019.165417 nChanged 6 SP:Iteration 3Q (9237.400000 sec): 3 clusters Score: Raw -57013.132916 + Penalty 2961.745873 = -54051.387044 nChanged 3 SP:Iteration 4Q (9237.400000 sec): 3 clusters Score: Raw -57019.794772 + Penalty 2961.745873 = -54058.048900 nChanged 2 SP:Iteration 5Q (9237.410000 sec): 3 clusters Score: Raw -57022.742516 + Penalty 2961.745873 = -54060.996643 nChanged 1 SP:Iteration 6Q (9237.410000 sec): 3 clusters Score: Raw -57024.956408 + Penalty 2961.745873 = -54063.210536 nChanged 2 SP:Iteration 7Q (9237.410000 sec): 3 clusters Score: Raw -57027.586695 + Penalty 2961.745873 = -54065.840822 nChanged 0 SP:Iteration 8F (9237.410000 sec): 3 clusters Score: Raw -57027.586695 + Penalty 2961.745873 = -54065.840822 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9237.530000 sec): 2 clusters Score: Raw -4180348.410846 + Penalty 2524.983333 = -4177823.427514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9237.640000 sec): 3 clusters Score: Raw -4164680.675729 + Penalty 5049.966665 = -4159630.709064 nChanged 11760 SP:Iteration 1F (9237.760000 sec): 3 clusters Score: Raw -4171058.547496 + Penalty 5049.966665 = -4166008.580831 nChanged 1429 SP:Iteration 2F (9237.880000 sec): 3 clusters Score: Raw -4171668.697346 + Penalty 5049.966665 = -4166618.730681 nChanged 1396 SP:Iteration 3F (9238.000000 sec): 3 clusters Score: Raw -4172256.149365 + Penalty 5049.966665 = -4167206.182700 nChanged 1419 SP:Iteration 4F (9238.110000 sec): 3 clusters Score: Raw -4172928.674157 + Penalty 5049.966665 = -4167878.707492 nChanged 1496 SP:Iteration 5F (9238.230000 sec): 3 clusters Score: Raw -4173740.715288 + Penalty 5049.966665 = -4168690.748622 nChanged 1666 SP:Iteration 6F (9238.350000 sec): 3 clusters Score: Raw -4174719.900244 + Penalty 5049.966665 = -4169669.933579 nChanged 1648 SP:Iteration 7F (9238.480000 sec): 3 clusters Score: Raw -4175717.582361 + Penalty 5049.966665 = -4170667.615696 nChanged 1483 SP:Iteration 8F (9238.600000 sec): 3 clusters Score: Raw -4176666.402562 + Penalty 5049.966665 = -4171616.435897 nChanged 1333 SP:Iteration 9F (9238.720000 sec): 3 clusters Score: Raw -4177552.457729 + Penalty 5049.966665 = -4172502.491064 nChanged 1165 SP:Iteration 10Q (9238.840000 sec): 3 clusters Score: Raw -4178340.087890 + Penalty 5049.966665 = -4173290.121225 nChanged 976 SP:Iteration 11Q (9238.960000 sec): 3 clusters Score: Raw -4179008.698259 + Penalty 5049.966665 = -4173958.731594 nChanged 742 SP:Iteration 12Q (9239.080000 sec): 3 clusters Score: Raw -4179526.423003 + Penalty 5049.966665 = -4174476.456338 nChanged 528 SP:Iteration 13Q (9239.200000 sec): 3 clusters Score: Raw -4179884.182932 + Penalty 5049.966665 = -4174834.216267 nChanged 377 SP:Iteration 14Q (9239.320000 sec): 3 clusters Score: Raw -4180145.119195 + Penalty 5049.966665 = -4175095.152530 nChanged 265 SP:Iteration 15Q (9239.440000 sec): 3 clusters Score: Raw -4180326.032728 + Penalty 5049.966665 = -4175276.066063 nChanged 177 SP:Iteration 16Q (9239.550000 sec): 3 clusters Score: Raw -4180451.883842 + Penalty 5049.966665 = -4175401.917177 nChanged 134 SP:Iteration 17Q (9239.660000 sec): 3 clusters Score: Raw -4180544.453365 + Penalty 5049.966665 = -4175494.486700 nChanged 94 SP:Iteration 18Q (9239.770000 sec): 3 clusters Score: Raw -4180611.523183 + Penalty 5049.966665 = -4175561.556518 nChanged 55 SP:Iteration 19Q (9239.870000 sec): 3 clusters Score: Raw -4180649.862808 + Penalty 5049.966665 = -4175599.896143 nChanged 43 SP:Iteration 20F (9239.990000 sec): 3 clusters Score: Raw -4180679.885772 + Penalty 5049.966665 = -4175629.919107 nChanged 26 SP:Iteration 21Q (9240.090000 sec): 3 clusters Score: Raw -4180697.110134 + Penalty 5049.966665 = -4175647.143469 nChanged 18 SP:Iteration 22Q (9240.190000 sec): 3 clusters Score: Raw -4180710.587091 + Penalty 5049.966665 = -4175660.620425 nChanged 17 SP:Iteration 23Q (9240.280000 sec): 3 clusters Score: Raw -4180724.901644 + Penalty 5049.966665 = -4175674.934979 nChanged 18 SP:Iteration 24Q (9240.380000 sec): 3 clusters Score: Raw -4180736.747601 + Penalty 5049.966665 = -4175686.780936 nChanged 7 SP:Iteration 25Q (9240.480000 sec): 3 clusters Score: Raw -4180742.017717 + Penalty 5049.966665 = -4175692.051051 nChanged 5 SP:Iteration 26Q (9240.580000 sec): 3 clusters Score: Raw -4180745.788215 + Penalty 5049.966665 = -4175695.821550 nChanged 1 SP:Iteration 27Q (9240.680000 sec): 3 clusters Score: Raw -4180746.237499 + Penalty 5049.966665 = -4175696.270834 nChanged 2 SP:Iteration 28Q (9240.770000 sec): 3 clusters Score: Raw -4180747.058272 + Penalty 5049.966665 = -4175697.091606 nChanged 0 SP:Iteration 29F (9240.890000 sec): 3 clusters Score: Raw -4180747.058272 + Penalty 5049.966665 = -4175697.091606 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9240.910000 sec): 2 clusters Score: Raw -270884.340246 + Penalty 1844.281082 = -269040.059165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9240.920000 sec): 3 clusters Score: Raw -270294.101452 + Penalty 3688.562164 = -266605.539288 nChanged 518 SP:Iteration 1F (9240.930000 sec): 3 clusters Score: Raw -270685.161843 + Penalty 3688.562164 = -266996.599680 nChanged 123 SP:Iteration 2F (9240.930000 sec): 3 clusters Score: Raw -270799.192706 + Penalty 3688.562164 = -267110.630542 nChanged 70 SP:Iteration 3Q (9240.940000 sec): 3 clusters Score: Raw -270849.892428 + Penalty 3688.562164 = -267161.330264 nChanged 38 SP:Iteration 4Q (9240.950000 sec): 3 clusters Score: Raw -270882.149259 + Penalty 3688.562164 = -267193.587095 nChanged 25 SP:Iteration 5Q (9240.960000 sec): 3 clusters Score: Raw -270903.297137 + Penalty 3688.562164 = -267214.734973 nChanged 29 SP:Iteration 6Q (9240.960000 sec): 3 clusters Score: Raw -270929.103942 + Penalty 3688.562164 = -267240.541779 nChanged 18 SP:Iteration 7Q (9240.970000 sec): 3 clusters Score: Raw -270941.132888 + Penalty 3688.562164 = -267252.570725 nChanged 12 SP:Iteration 8Q (9240.980000 sec): 3 clusters Score: Raw -270948.943851 + Penalty 3688.562164 = -267260.381688 nChanged 6 SP:Iteration 9Q (9240.990000 sec): 3 clusters Score: Raw -270953.128311 + Penalty 3688.562164 = -267264.566147 nChanged 10 SP:Iteration 10Q (9240.990000 sec): 3 clusters Score: Raw -270958.099075 + Penalty 3688.562164 = -267269.536911 nChanged 7 SP:Iteration 11Q (9241.000000 sec): 3 clusters Score: Raw -270962.001245 + Penalty 3688.562164 = -267273.439081 nChanged 4 SP:Iteration 12Q (9241.010000 sec): 3 clusters Score: Raw -270965.420683 + Penalty 3688.562164 = -267276.858519 nChanged 4 SP:Iteration 13Q (9241.020000 sec): 3 clusters Score: Raw -270969.860463 + Penalty 3688.562164 = -267281.298300 nChanged 3 SP:Iteration 14Q (9241.020000 sec): 3 clusters Score: Raw -270972.899493 + Penalty 3688.562164 = -267284.337330 nChanged 5 SP:Iteration 15Q (9241.030000 sec): 3 clusters Score: Raw -270975.516897 + Penalty 3688.562164 = -267286.954733 nChanged 6 SP:Iteration 16Q (9241.040000 sec): 3 clusters Score: Raw -270979.730632 + Penalty 3688.562164 = -267291.168468 nChanged 4 SP:Iteration 17Q (9241.050000 sec): 3 clusters Score: Raw -270982.380902 + Penalty 3688.562164 = -267293.818738 nChanged 1 SP:Iteration 18Q (9241.050000 sec): 3 clusters Score: Raw -270983.786665 + Penalty 3688.562164 = -267295.224501 nChanged 4 SP:Iteration 19Q (9241.060000 sec): 3 clusters Score: Raw -270985.554693 + Penalty 3688.562164 = -267296.992529 nChanged 4 SP:Iteration 20F (9241.070000 sec): 3 clusters Score: Raw -270987.683069 + Penalty 3688.562164 = -267299.120906 nChanged 4 SP:Iteration 21Q (9241.080000 sec): 3 clusters Score: Raw -270988.892717 + Penalty 3688.562164 = -267300.330553 nChanged 2 SP:Iteration 22Q (9241.080000 sec): 3 clusters Score: Raw -270989.811927 + Penalty 3688.562164 = -267301.249764 nChanged 0 SP:Iteration 23F (9241.090000 sec): 3 clusters Score: Raw -270989.811927 + Penalty 3688.562164 = -267301.249764 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9241.100000 sec): 2 clusters Score: Raw -310350.629089 + Penalty 1894.511971 = -308456.117119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9241.110000 sec): 3 clusters Score: Raw -309505.186704 + Penalty 3789.023941 = -305716.162763 nChanged 687 SP:Iteration 1F (9241.120000 sec): 3 clusters Score: Raw -310038.857598 + Penalty 3789.023941 = -306249.833657 nChanged 176 SP:Iteration 2F (9241.130000 sec): 3 clusters Score: Raw -310213.474503 + Penalty 3789.023941 = -306424.450562 nChanged 101 SP:Iteration 3Q (9241.140000 sec): 3 clusters Score: Raw -310293.726009 + Penalty 3789.023941 = -306504.702068 nChanged 67 SP:Iteration 4Q (9241.150000 sec): 3 clusters Score: Raw -310350.806672 + Penalty 3789.023941 = -306561.782730 nChanged 61 SP:Iteration 5Q (9241.160000 sec): 3 clusters Score: Raw -310406.841883 + Penalty 3789.023941 = -306617.817942 nChanged 71 SP:Iteration 6Q (9241.170000 sec): 3 clusters Score: Raw -310476.328031 + Penalty 3789.023941 = -306687.304089 nChanged 60 SP:Iteration 7Q (9241.170000 sec): 3 clusters Score: Raw -310534.842766 + Penalty 3789.023941 = -306745.818825 nChanged 59 SP:Iteration 8Q (9241.190000 sec): 3 clusters Score: Raw -310589.691153 + Penalty 3789.023941 = -306800.667212 nChanged 41 SP:Iteration 9Q (9241.190000 sec): 3 clusters Score: Raw -310630.190083 + Penalty 3789.023941 = -306841.166142 nChanged 34 SP:Iteration 10Q (9241.200000 sec): 3 clusters Score: Raw -310660.444875 + Penalty 3789.023941 = -306871.420934 nChanged 31 SP:Iteration 11Q (9241.210000 sec): 3 clusters Score: Raw -310688.802288 + Penalty 3789.023941 = -306899.778347 nChanged 34 SP:Iteration 12Q (9241.220000 sec): 3 clusters Score: Raw -310718.928687 + Penalty 3789.023941 = -306929.904746 nChanged 24 SP:Iteration 13Q (9241.230000 sec): 3 clusters Score: Raw -310740.288408 + Penalty 3789.023941 = -306951.264467 nChanged 20 SP:Iteration 14Q (9241.240000 sec): 3 clusters Score: Raw -310756.532278 + Penalty 3789.023941 = -306967.508337 nChanged 13 SP:Iteration 15Q (9241.250000 sec): 3 clusters Score: Raw -310764.519083 + Penalty 3789.023941 = -306975.495142 nChanged 8 SP:Iteration 16Q (9241.250000 sec): 3 clusters Score: Raw -310771.320438 + Penalty 3789.023941 = -306982.296497 nChanged 10 SP:Iteration 17Q (9241.270000 sec): 3 clusters Score: Raw -310780.088985 + Penalty 3789.023941 = -306991.065044 nChanged 9 SP:Iteration 18Q (9241.270000 sec): 3 clusters Score: Raw -310787.124098 + Penalty 3789.023941 = -306998.100157 nChanged 6 SP:Iteration 19Q (9241.280000 sec): 3 clusters Score: Raw -310793.371434 + Penalty 3789.023941 = -307004.347493 nChanged 9 SP:Iteration 20F (9241.290000 sec): 3 clusters Score: Raw -310800.698517 + Penalty 3789.023941 = -307011.674576 nChanged 7 SP:Iteration 21Q (9241.300000 sec): 3 clusters Score: Raw -310806.141459 + Penalty 3789.023941 = -307017.117518 nChanged 6 SP:Iteration 22Q (9241.310000 sec): 3 clusters Score: Raw -310810.175158 + Penalty 3789.023941 = -307021.151217 nChanged 6 SP:Iteration 23Q (9241.320000 sec): 3 clusters Score: Raw -310813.875778 + Penalty 3789.023941 = -307024.851837 nChanged 2 SP:Iteration 24Q (9241.330000 sec): 3 clusters Score: Raw -310815.095222 + Penalty 3789.023941 = -307026.071280 nChanged 1 SP:Iteration 25Q (9241.330000 sec): 3 clusters Score: Raw -310815.660860 + Penalty 3789.023941 = -307026.636919 nChanged 2 SP:Iteration 26Q (9241.340000 sec): 3 clusters Score: Raw -310817.011875 + Penalty 3789.023941 = -307027.987934 nChanged 3 SP:Iteration 27Q (9241.350000 sec): 3 clusters Score: Raw -310819.103081 + Penalty 3789.023941 = -307030.079140 nChanged 4 SP:Iteration 28Q (9241.360000 sec): 3 clusters Score: Raw -310822.322551 + Penalty 3789.023941 = -307033.298610 nChanged 4 SP:Iteration 29Q (9241.370000 sec): 3 clusters Score: Raw -310824.825812 + Penalty 3789.023941 = -307035.801871 nChanged 2 SP:Iteration 30Q (9241.380000 sec): 3 clusters Score: Raw -310827.445749 + Penalty 3789.023941 = -307038.421808 nChanged 1 SP:Iteration 31Q (9241.390000 sec): 3 clusters Score: Raw -310828.438080 + Penalty 3789.023941 = -307039.414139 nChanged 1 SP:Iteration 32Q (9241.400000 sec): 3 clusters Score: Raw -310830.737089 + Penalty 3789.023941 = -307041.713148 nChanged 1 SP:Iteration 33Q (9241.410000 sec): 3 clusters Score: Raw -310831.140212 + Penalty 3789.023941 = -307042.116271 nChanged 0 SP:Iteration 34F (9241.410000 sec): 3 clusters Score: Raw -310831.140212 + Penalty 3789.023941 = -307042.116271 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 26 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9241.450000 sec): 2 clusters Score: Raw -1269120.872853 + Penalty 2232.974893 = -1266887.897960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9241.490000 sec): 3 clusters Score: Raw -1264824.321473 + Penalty 4465.949786 = -1260358.371687 nChanged 3337 SP:Iteration 1F (9241.520000 sec): 3 clusters Score: Raw -1266628.029161 + Penalty 4465.949786 = -1262162.079375 nChanged 518 SP:Iteration 2F (9241.560000 sec): 3 clusters Score: Raw -1266861.278889 + Penalty 4465.949786 = -1262395.329104 nChanged 363 SP:Iteration 3Q (9241.590000 sec): 3 clusters Score: Raw -1267006.525415 + Penalty 4465.949786 = -1262540.575629 nChanged 272 SP:Iteration 4Q (9241.630000 sec): 3 clusters Score: Raw -1267112.889202 + Penalty 4465.949786 = -1262646.939416 nChanged 236 SP:Iteration 5Q (9241.670000 sec): 3 clusters Score: Raw -1267191.874023 + Penalty 4465.949786 = -1262725.924238 nChanged 188 SP:Iteration 6Q (9241.700000 sec): 3 clusters Score: Raw -1267250.349497 + Penalty 4465.949786 = -1262784.399711 nChanged 169 SP:Iteration 7Q (9241.740000 sec): 3 clusters Score: Raw -1267303.368316 + Penalty 4465.949786 = -1262837.418530 nChanged 139 SP:Iteration 8Q (9241.780000 sec): 3 clusters Score: Raw -1267344.644163 + Penalty 4465.949786 = -1262878.694377 nChanged 118 SP:Iteration 9Q (9241.810000 sec): 3 clusters Score: Raw -1267379.935805 + Penalty 4465.949786 = -1262913.986020 nChanged 108 SP:Iteration 10Q (9241.850000 sec): 3 clusters Score: Raw -1267410.126815 + Penalty 4465.949786 = -1262944.177030 nChanged 92 SP:Iteration 11Q (9241.890000 sec): 3 clusters Score: Raw -1267436.471422 + Penalty 4465.949786 = -1262970.521636 nChanged 103 SP:Iteration 12Q (9241.920000 sec): 3 clusters Score: Raw -1267465.517910 + Penalty 4465.949786 = -1262999.568124 nChanged 95 SP:Iteration 13Q (9241.960000 sec): 3 clusters Score: Raw -1267498.119136 + Penalty 4465.949786 = -1263032.169350 nChanged 102 SP:Iteration 14Q (9241.990000 sec): 3 clusters Score: Raw -1267526.331531 + Penalty 4465.949786 = -1263060.381746 nChanged 85 SP:Iteration 15Q (9242.030000 sec): 3 clusters Score: Raw -1267549.607013 + Penalty 4465.949786 = -1263083.657227 nChanged 82 SP:Iteration 16Q (9242.070000 sec): 3 clusters Score: Raw -1267573.256859 + Penalty 4465.949786 = -1263107.307073 nChanged 80 SP:Iteration 17Q (9242.110000 sec): 3 clusters Score: Raw -1267603.009814 + Penalty 4465.949786 = -1263137.060028 nChanged 112 SP:Iteration 18Q (9242.140000 sec): 3 clusters Score: Raw -1267638.053091 + Penalty 4465.949786 = -1263172.103305 nChanged 104 SP:Iteration 19Q (9242.180000 sec): 3 clusters Score: Raw -1267677.452162 + Penalty 4465.949786 = -1263211.502376 nChanged 126 SP:Iteration 20F (9242.210000 sec): 3 clusters Score: Raw -1267730.060270 + Penalty 4465.949786 = -1263264.110484 nChanged 146 SP:Iteration 21Q (9242.250000 sec): 3 clusters Score: Raw -1267790.331167 + Penalty 4465.949786 = -1263324.381382 nChanged 179 SP:Iteration 22Q (9242.290000 sec): 3 clusters Score: Raw -1267875.899945 + Penalty 4465.949786 = -1263409.950159 nChanged 191 SP:Iteration 23Q (9242.320000 sec): 3 clusters Score: Raw -1267958.261799 + Penalty 4465.949786 = -1263492.312013 nChanged 192 SP:Iteration 24Q (9242.360000 sec): 3 clusters Score: Raw -1268048.150628 + Penalty 4465.949786 = -1263582.200842 nChanged 183 SP:Iteration 25Q (9242.390000 sec): 3 clusters Score: Raw -1268131.686733 + Penalty 4465.949786 = -1263665.736948 nChanged 175 SP:Iteration 26Q (9242.430000 sec): 3 clusters Score: Raw -1268203.478440 + Penalty 4465.949786 = -1263737.528655 nChanged 162 SP:Iteration 27Q (9242.470000 sec): 3 clusters Score: Raw -1268267.284124 + Penalty 4465.949786 = -1263801.334339 nChanged 150 SP:Iteration 28Q (9242.500000 sec): 3 clusters Score: Raw -1268322.584819 + Penalty 4465.949786 = -1263856.635034 nChanged 120 SP:Iteration 29Q (9242.530000 sec): 3 clusters Score: Raw -1268366.333624 + Penalty 4465.949786 = -1263900.383838 nChanged 108 SP:Iteration 30Q (9242.570000 sec): 3 clusters Score: Raw -1268410.452848 + Penalty 4465.949786 = -1263944.503063 nChanged 136 SP:Iteration 31Q (9242.610000 sec): 3 clusters Score: Raw -1268465.994119 + Penalty 4465.949786 = -1264000.044333 nChanged 140 SP:Iteration 32Q (9242.640000 sec): 3 clusters Score: Raw -1268521.231499 + Penalty 4465.949786 = -1264055.281713 nChanged 133 SP:Iteration 33Q (9242.670000 sec): 3 clusters Score: Raw -1268576.779488 + Penalty 4465.949786 = -1264110.829702 nChanged 122 SP:Iteration 34Q (9242.710000 sec): 3 clusters Score: Raw -1268621.651600 + Penalty 4465.949786 = -1264155.701814 nChanged 124 SP:Iteration 35Q (9242.750000 sec): 3 clusters Score: Raw -1268666.002284 + Penalty 4465.949786 = -1264200.052499 nChanged 116 SP:Iteration 36Q (9242.780000 sec): 3 clusters Score: Raw -1268709.892142 + Penalty 4465.949786 = -1264243.942356 nChanged 115 SP:Iteration 37Q (9242.820000 sec): 3 clusters Score: Raw -1268746.457586 + Penalty 4465.949786 = -1264280.507800 nChanged 106 SP:Iteration 38Q (9242.850000 sec): 3 clusters Score: Raw -1268787.319959 + Penalty 4465.949786 = -1264321.370174 nChanged 108 SP:Iteration 39Q (9242.890000 sec): 3 clusters Score: Raw -1268829.013173 + Penalty 4465.949786 = -1264363.063387 nChanged 95 SP:Iteration 40F (9242.920000 sec): 3 clusters Score: Raw -1268863.632898 + Penalty 4465.949786 = -1264397.683112 nChanged 108 SP:Iteration 41Q (9242.950000 sec): 3 clusters Score: Raw -1268899.907915 + Penalty 4465.949786 = -1264433.958129 nChanged 86 SP:Iteration 42Q (9242.990000 sec): 3 clusters Score: Raw -1268931.567028 + Penalty 4465.949786 = -1264465.617242 nChanged 84 SP:Iteration 43Q (9243.020000 sec): 3 clusters Score: Raw -1268960.503585 + Penalty 4465.949786 = -1264494.553799 nChanged 71 SP:Iteration 44Q (9243.060000 sec): 3 clusters Score: Raw -1268982.676972 + Penalty 4465.949786 = -1264516.727187 nChanged 51 SP:Iteration 45Q (9243.090000 sec): 3 clusters Score: Raw -1268996.870117 + Penalty 4465.949786 = -1264530.920331 nChanged 38 SP:Iteration 46Q (9243.120000 sec): 3 clusters Score: Raw -1269004.712249 + Penalty 4465.949786 = -1264538.762464 nChanged 31 SP:Iteration 47Q (9243.160000 sec): 3 clusters Score: Raw -1269013.305595 + Penalty 4465.949786 = -1264547.355810 nChanged 27 SP:Iteration 48Q (9243.190000 sec): 3 clusters Score: Raw -1269020.584824 + Penalty 4465.949786 = -1264554.635038 nChanged 33 SP:Iteration 49Q (9243.220000 sec): 3 clusters Score: Raw -1269029.016117 + Penalty 4465.949786 = -1264563.066331 nChanged 36 SP:Iteration 50Q (9243.260000 sec): 3 clusters Score: Raw -1269037.366042 + Penalty 4465.949786 = -1264571.416256 nChanged 27 SP:Iteration 51Q (9243.290000 sec): 3 clusters Score: Raw -1269044.387036 + Penalty 4465.949786 = -1264578.437250 nChanged 25 SP:Iteration 52Q (9243.320000 sec): 3 clusters Score: Raw -1269048.942065 + Penalty 4465.949786 = -1264582.992279 nChanged 17 SP:Iteration 53Q (9243.360000 sec): 3 clusters Score: Raw -1269052.165276 + Penalty 4465.949786 = -1264586.215490 nChanged 15 SP:Iteration 54Q (9243.390000 sec): 3 clusters Score: Raw -1269055.236208 + Penalty 4465.949786 = -1264589.286422 nChanged 20 SP:Iteration 55Q (9243.420000 sec): 3 clusters Score: Raw -1269059.256189 + Penalty 4465.949786 = -1264593.306403 nChanged 18 SP:Iteration 56Q (9243.450000 sec): 3 clusters Score: Raw -1269062.037857 + Penalty 4465.949786 = -1264596.088071 nChanged 11 SP:Iteration 57Q (9243.490000 sec): 3 clusters Score: Raw -1269064.450859 + Penalty 4465.949786 = -1264598.501073 nChanged 7 SP:Iteration 58Q (9243.520000 sec): 3 clusters Score: Raw -1269066.001970 + Penalty 4465.949786 = -1264600.052185 nChanged 9 SP:Iteration 59Q (9243.560000 sec): 3 clusters Score: Raw -1269067.695485 + Penalty 4465.949786 = -1264601.745699 nChanged 7 SP:Iteration 60F (9243.590000 sec): 3 clusters Score: Raw -1269068.743875 + Penalty 4465.949786 = -1264602.794089 nChanged 11 SP:Iteration 61Q (9243.630000 sec): 3 clusters Score: Raw -1269070.918564 + Penalty 4465.949786 = -1264604.968778 nChanged 11 SP:Iteration 62Q (9243.660000 sec): 3 clusters Score: Raw -1269073.692063 + Penalty 4465.949786 = -1264607.742277 nChanged 17 SP:Iteration 63Q (9243.690000 sec): 3 clusters Score: Raw -1269078.280564 + Penalty 4465.949786 = -1264612.330779 nChanged 20 SP:Iteration 64Q (9243.730000 sec): 3 clusters Score: Raw -1269082.835110 + Penalty 4465.949786 = -1264616.885324 nChanged 22 SP:Iteration 65Q (9243.760000 sec): 3 clusters Score: Raw -1269088.125246 + Penalty 4465.949786 = -1264622.175460 nChanged 18 SP:Iteration 66Q (9243.790000 sec): 3 clusters Score: Raw -1269091.486044 + Penalty 4465.949786 = -1264625.536259 nChanged 12 SP:Iteration 67Q (9243.830000 sec): 3 clusters Score: Raw -1269094.254353 + Penalty 4465.949786 = -1264628.304567 nChanged 9 SP:Iteration 68Q (9243.860000 sec): 3 clusters Score: Raw -1269095.778202 + Penalty 4465.949786 = -1264629.828416 nChanged 10 SP:Iteration 69Q (9243.890000 sec): 3 clusters Score: Raw -1269097.785723 + Penalty 4465.949786 = -1264631.835937 nChanged 3 SP:Iteration 70Q (9243.930000 sec): 3 clusters Score: Raw -1269098.094871 + Penalty 4465.949786 = -1264632.145086 nChanged 0 SP:Iteration 71F (9243.960000 sec): 3 clusters Score: Raw -1269098.094871 + Penalty 4465.949786 = -1264632.145086 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9243.970000 sec): 2 clusters Score: Raw -55880.645948 + Penalty 1501.500958 = -54379.144990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9243.970000 sec): 3 clusters Score: Raw -56020.017785 + Penalty 3003.001916 = -53017.015869 nChanged 71 SP:Iteration 1F (9243.970000 sec): 3 clusters Score: Raw -56358.364083 + Penalty 3003.001916 = -53355.362167 nChanged 38 SP:Iteration 2F (9243.970000 sec): 3 clusters Score: Raw -56488.352206 + Penalty 3003.001916 = -53485.350290 nChanged 21 SP:Iteration 3Q (9243.970000 sec): 3 clusters Score: Raw -56568.015991 + Penalty 3003.001916 = -53565.014075 nChanged 24 SP:Iteration 4F (9243.980000 sec): 3 clusters Score: Raw -56648.369399 + Penalty 3003.001916 = -53645.367484 nChanged 12 SP:Iteration 5Q (9243.980000 sec): 3 clusters Score: Raw -56696.548184 + Penalty 3003.001916 = -53693.546269 nChanged 10 SP:Iteration 6Q (9243.980000 sec): 3 clusters Score: Raw -56735.225936 + Penalty 3003.001916 = -53732.224021 nChanged 2 SP:Iteration 7Q (9243.980000 sec): 3 clusters Score: Raw -56741.914403 + Penalty 3003.001916 = -53738.912488 nChanged 1 SP:Iteration 8Q (9243.990000 sec): 3 clusters Score: Raw -56746.030641 + Penalty 3003.001916 = -53743.028725 nChanged 1 SP:Iteration 9Q (9243.990000 sec): 3 clusters Score: Raw -56753.139715 + Penalty 3003.001916 = -53750.137799 nChanged 1 SP:Iteration 10Q (9243.990000 sec): 3 clusters Score: Raw -56754.913758 + Penalty 3003.001916 = -53751.911842 nChanged 0 SP:Iteration 11F (9243.990000 sec): 3 clusters Score: Raw -56754.913758 + Penalty 3003.001916 = -53751.911842 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9243.990000 sec): 2 clusters Score: Raw -54754.409206 + Penalty 1486.502434 = -53267.906772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9243.990000 sec): 3 clusters Score: Raw -54914.355545 + Penalty 2973.004868 = -51941.350677 nChanged 72 SP:Iteration 1F (9244.000000 sec): 3 clusters Score: Raw -55261.019313 + Penalty 2973.004868 = -52288.014445 nChanged 42 SP:Iteration 2F (9244.000000 sec): 3 clusters Score: Raw -55560.959918 + Penalty 2973.004868 = -52587.955050 nChanged 31 SP:Iteration 3F (9244.000000 sec): 3 clusters Score: Raw -55759.014079 + Penalty 2973.004868 = -52786.009211 nChanged 20 SP:Iteration 4Q (9244.000000 sec): 3 clusters Score: Raw -55888.889469 + Penalty 2973.004868 = -52915.884601 nChanged 13 SP:Iteration 5Q (9244.000000 sec): 3 clusters Score: Raw -55995.970447 + Penalty 2973.004868 = -53022.965579 nChanged 7 SP:Iteration 6Q (9244.010000 sec): 3 clusters Score: Raw -56066.430857 + Penalty 2973.004868 = -53093.425989 nChanged 4 SP:Iteration 7Q (9244.010000 sec): 3 clusters Score: Raw -56102.361951 + Penalty 2973.004868 = -53129.357083 nChanged 2 SP:Iteration 8Q (9244.010000 sec): 3 clusters Score: Raw -56114.944650 + Penalty 2973.004868 = -53141.939782 nChanged 2 SP:Iteration 9Q (9244.010000 sec): 3 clusters Score: Raw -56129.114152 + Penalty 2973.004868 = -53156.109284 nChanged 0 SP:Iteration 10F (9244.010000 sec): 3 clusters Score: Raw -56129.114152 + Penalty 2973.004868 = -53156.109284 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9244.020000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9244.020000 sec): 3 clusters Score: Raw -156415.455035 + Penalty 3432.163190 = -152983.291845 nChanged 251 SP:Iteration 1F (9244.030000 sec): 3 clusters Score: Raw -156667.882050 + Penalty 3432.163190 = -153235.718861 nChanged 57 SP:Iteration 2F (9244.030000 sec): 3 clusters Score: Raw -156736.882698 + Penalty 3432.163190 = -153304.719509 nChanged 25 SP:Iteration 3Q (9244.030000 sec): 3 clusters Score: Raw -156772.138362 + Penalty 3432.163190 = -153339.975172 nChanged 20 SP:Iteration 4Q (9244.040000 sec): 3 clusters Score: Raw -156793.873811 + Penalty 3432.163190 = -153361.710621 nChanged 11 SP:Iteration 5Q (9244.040000 sec): 3 clusters Score: Raw -156809.025138 + Penalty 3432.163190 = -153376.861948 nChanged 6 SP:Iteration 6Q (9244.050000 sec): 3 clusters Score: Raw -156815.378887 + Penalty 3432.163190 = -153383.215697 nChanged 5 SP:Iteration 7Q (9244.050000 sec): 3 clusters Score: Raw -156821.284702 + Penalty 3432.163190 = -153389.121512 nChanged 4 SP:Iteration 8Q (9244.060000 sec): 3 clusters Score: Raw -156825.249763 + Penalty 3432.163190 = -153393.086573 nChanged 2 SP:Iteration 9Q (9244.060000 sec): 3 clusters Score: Raw -156828.283265 + Penalty 3432.163190 = -153396.120075 nChanged 2 SP:Iteration 10Q (9244.070000 sec): 3 clusters Score: Raw -156832.044891 + Penalty 3432.163190 = -153399.881702 nChanged 7 SP:Iteration 11Q (9244.070000 sec): 3 clusters Score: Raw -156838.691939 + Penalty 3432.163190 = -153406.528750 nChanged 5 SP:Iteration 12Q (9244.070000 sec): 3 clusters Score: Raw -156844.427583 + Penalty 3432.163190 = -153412.264394 nChanged 5 SP:Iteration 13Q (9244.080000 sec): 3 clusters Score: Raw -156851.380941 + Penalty 3432.163190 = -153419.217751 nChanged 1 SP:Iteration 14Q (9244.080000 sec): 3 clusters Score: Raw -156851.771316 + Penalty 3432.163190 = -153419.608127 nChanged 0 SP:Iteration 15F (9244.090000 sec): 3 clusters Score: Raw -156851.771316 + Penalty 3432.163190 = -153419.608127 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9244.090000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9244.090000 sec): 3 clusters Score: Raw -82006.388152 + Penalty 3132.417569 = -78873.970583 nChanged 103 SP:Iteration 1F (9244.100000 sec): 3 clusters Score: Raw -82179.202447 + Penalty 3132.417569 = -79046.784878 nChanged 19 SP:Iteration 2Q (9244.100000 sec): 3 clusters Score: Raw -82213.250710 + Penalty 3132.417569 = -79080.833141 nChanged 8 SP:Iteration 3Q (9244.100000 sec): 3 clusters Score: Raw -82229.863255 + Penalty 3132.417569 = -79097.445686 nChanged 5 SP:Iteration 4Q (9244.110000 sec): 3 clusters Score: Raw -82240.800062 + Penalty 3132.417569 = -79108.382493 nChanged 4 SP:Iteration 5Q (9244.110000 sec): 3 clusters Score: Raw -82246.943528 + Penalty 3132.417569 = -79114.525959 nChanged 4 SP:Iteration 6Q (9244.110000 sec): 3 clusters Score: Raw -82253.505006 + Penalty 3132.417569 = -79121.087438 nChanged 1 SP:Iteration 7Q (9244.110000 sec): 3 clusters Score: Raw -82255.891738 + Penalty 3132.417569 = -79123.474169 nChanged 1 SP:Iteration 8Q (9244.110000 sec): 3 clusters Score: Raw -82258.888779 + Penalty 3132.417569 = -79126.471210 nChanged 1 SP:Iteration 9Q (9244.120000 sec): 3 clusters Score: Raw -82264.238092 + Penalty 3132.417569 = -79131.820524 nChanged 2 SP:Iteration 10Q (9244.120000 sec): 3 clusters Score: Raw -82269.447778 + Penalty 3132.417569 = -79137.030210 nChanged 3 SP:Iteration 11Q (9244.120000 sec): 3 clusters Score: Raw -82279.631067 + Penalty 3132.417569 = -79147.213498 nChanged 3 SP:Iteration 12Q (9244.120000 sec): 3 clusters Score: Raw -82287.153225 + Penalty 3132.417569 = -79154.735657 nChanged 2 SP:Iteration 13Q (9244.130000 sec): 3 clusters Score: Raw -82295.702545 + Penalty 3132.417569 = -79163.284976 nChanged 0 SP:Iteration 14F (9244.130000 sec): 3 clusters Score: Raw -82295.702545 + Penalty 3132.417569 = -79163.284976 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9244.170000 sec): 2 clusters Score: Raw -1623966.085466 + Penalty 2296.028070 = -1621670.057396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9244.220000 sec): 3 clusters Score: Raw -1618344.229694 + Penalty 4592.056140 = -1613752.173554 nChanged 4273 SP:Iteration 1F (9244.270000 sec): 3 clusters Score: Raw -1620551.647269 + Penalty 4592.056140 = -1615959.591129 nChanged 680 SP:Iteration 2F (9244.310000 sec): 3 clusters Score: Raw -1620868.134688 + Penalty 4592.056140 = -1616276.078548 nChanged 543 SP:Iteration 3F (9244.360000 sec): 3 clusters Score: Raw -1621106.489376 + Penalty 4592.056140 = -1616514.433236 nChanged 468 SP:Iteration 4Q (9244.400000 sec): 3 clusters Score: Raw -1621323.465711 + Penalty 4592.056140 = -1616731.409571 nChanged 441 SP:Iteration 5Q (9244.450000 sec): 3 clusters Score: Raw -1621544.503661 + Penalty 4592.056140 = -1616952.447521 nChanged 449 SP:Iteration 6Q (9244.490000 sec): 3 clusters Score: Raw -1621777.760563 + Penalty 4592.056140 = -1617185.704423 nChanged 398 SP:Iteration 7Q (9244.540000 sec): 3 clusters Score: Raw -1622010.032427 + Penalty 4592.056140 = -1617417.976288 nChanged 431 SP:Iteration 8Q (9244.590000 sec): 3 clusters Score: Raw -1622259.396793 + Penalty 4592.056140 = -1617667.340653 nChanged 440 SP:Iteration 9Q (9244.630000 sec): 3 clusters Score: Raw -1622558.350878 + Penalty 4592.056140 = -1617966.294738 nChanged 438 SP:Iteration 10Q (9244.680000 sec): 3 clusters Score: Raw -1622835.790337 + Penalty 4592.056140 = -1618243.734197 nChanged 401 SP:Iteration 11Q (9244.720000 sec): 3 clusters Score: Raw -1623099.776217 + Penalty 4592.056140 = -1618507.720078 nChanged 389 SP:Iteration 12Q (9244.770000 sec): 3 clusters Score: Raw -1623360.418229 + Penalty 4592.056140 = -1618768.362089 nChanged 298 SP:Iteration 13Q (9244.810000 sec): 3 clusters Score: Raw -1623556.759068 + Penalty 4592.056140 = -1618964.702928 nChanged 241 SP:Iteration 14Q (9244.860000 sec): 3 clusters Score: Raw -1623738.564261 + Penalty 4592.056140 = -1619146.508121 nChanged 215 SP:Iteration 15Q (9244.900000 sec): 3 clusters Score: Raw -1623907.743059 + Penalty 4592.056140 = -1619315.686919 nChanged 168 SP:Iteration 16Q (9244.950000 sec): 3 clusters Score: Raw -1624028.182197 + Penalty 4592.056140 = -1619436.126058 nChanged 129 SP:Iteration 17Q (9244.990000 sec): 3 clusters Score: Raw -1624117.672299 + Penalty 4592.056140 = -1619525.616159 nChanged 118 SP:Iteration 18Q (9245.030000 sec): 3 clusters Score: Raw -1624185.959065 + Penalty 4592.056140 = -1619593.902925 nChanged 86 SP:Iteration 19Q (9245.070000 sec): 3 clusters Score: Raw -1624226.745579 + Penalty 4592.056140 = -1619634.689439 nChanged 60 SP:Iteration 20F (9245.120000 sec): 3 clusters Score: Raw -1624253.690729 + Penalty 4592.056140 = -1619661.634589 nChanged 59 SP:Iteration 21Q (9245.160000 sec): 3 clusters Score: Raw -1624280.379480 + Penalty 4592.056140 = -1619688.323340 nChanged 46 SP:Iteration 22Q (9245.200000 sec): 3 clusters Score: Raw -1624302.551569 + Penalty 4592.056140 = -1619710.495429 nChanged 30 SP:Iteration 23Q (9245.240000 sec): 3 clusters Score: Raw -1624317.772520 + Penalty 4592.056140 = -1619725.716380 nChanged 25 SP:Iteration 24Q (9245.280000 sec): 3 clusters Score: Raw -1624331.257819 + Penalty 4592.056140 = -1619739.201679 nChanged 33 SP:Iteration 25Q (9245.320000 sec): 3 clusters Score: Raw -1624345.918668 + Penalty 4592.056140 = -1619753.862528 nChanged 29 SP:Iteration 26Q (9245.360000 sec): 3 clusters Score: Raw -1624355.788920 + Penalty 4592.056140 = -1619763.732780 nChanged 23 SP:Iteration 27Q (9245.390000 sec): 3 clusters Score: Raw -1624364.431327 + Penalty 4592.056140 = -1619772.375187 nChanged 18 SP:Iteration 28Q (9245.430000 sec): 3 clusters Score: Raw -1624369.990937 + Penalty 4592.056140 = -1619777.934797 nChanged 15 SP:Iteration 29Q (9245.470000 sec): 3 clusters Score: Raw -1624374.967366 + Penalty 4592.056140 = -1619782.911226 nChanged 23 SP:Iteration 30Q (9245.510000 sec): 3 clusters Score: Raw -1624384.339347 + Penalty 4592.056140 = -1619792.283207 nChanged 18 SP:Iteration 31Q (9245.550000 sec): 3 clusters Score: Raw -1624393.507441 + Penalty 4592.056140 = -1619801.451301 nChanged 25 SP:Iteration 32Q (9245.590000 sec): 3 clusters Score: Raw -1624403.216232 + Penalty 4592.056140 = -1619811.160092 nChanged 20 SP:Iteration 33Q (9245.620000 sec): 3 clusters Score: Raw -1624408.119053 + Penalty 4592.056140 = -1619816.062913 nChanged 11 SP:Iteration 34Q (9245.660000 sec): 3 clusters Score: Raw -1624411.441333 + Penalty 4592.056140 = -1619819.385193 nChanged 12 SP:Iteration 35Q (9245.700000 sec): 3 clusters Score: Raw -1624415.483970 + Penalty 4592.056140 = -1619823.427830 nChanged 6 SP:Iteration 36Q (9245.740000 sec): 3 clusters Score: Raw -1624417.191741 + Penalty 4592.056140 = -1619825.135601 nChanged 5 SP:Iteration 37Q (9245.780000 sec): 3 clusters Score: Raw -1624418.947987 + Penalty 4592.056140 = -1619826.891847 nChanged 5 SP:Iteration 38Q (9245.820000 sec): 3 clusters Score: Raw -1624420.663928 + Penalty 4592.056140 = -1619828.607788 nChanged 2 SP:Iteration 39Q (9245.850000 sec): 3 clusters Score: Raw -1624421.091070 + Penalty 4592.056140 = -1619829.034930 nChanged 2 SP:Iteration 40F (9245.900000 sec): 3 clusters Score: Raw -1624421.669852 + Penalty 4592.056140 = -1619829.613712 nChanged 5 SP:Iteration 41Q (9245.930000 sec): 3 clusters Score: Raw -1624422.988939 + Penalty 4592.056140 = -1619830.932799 nChanged 3 SP:Iteration 42Q (9245.970000 sec): 3 clusters Score: Raw -1624423.891901 + Penalty 4592.056140 = -1619831.835761 nChanged 4 SP:Iteration 43Q (9246.010000 sec): 3 clusters Score: Raw -1624425.018814 + Penalty 4592.056140 = -1619832.962675 nChanged 2 SP:Iteration 44Q (9246.040000 sec): 3 clusters Score: Raw -1624425.527952 + Penalty 4592.056140 = -1619833.471813 nChanged 4 SP:Iteration 45Q (9246.080000 sec): 3 clusters Score: Raw -1624426.404594 + Penalty 4592.056140 = -1619834.348454 nChanged 0 SP:Iteration 46F (9246.120000 sec): 3 clusters Score: Raw -1624426.404594 + Penalty 4592.056140 = -1619834.348454 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9246.200000 sec): 2 clusters Score: Raw -2440481.943012 + Penalty 2409.152013 = -2438072.790999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9246.270000 sec): 3 clusters Score: Raw -2430911.076811 + Penalty 4818.304026 = -2426092.772785 nChanged 7252 SP:Iteration 1F (9246.340000 sec): 3 clusters Score: Raw -2435110.060879 + Penalty 4818.304026 = -2430291.756853 nChanged 1236 SP:Iteration 2F (9246.410000 sec): 3 clusters Score: Raw -2435958.541859 + Penalty 4818.304026 = -2431140.237833 nChanged 1195 SP:Iteration 3F (9246.480000 sec): 3 clusters Score: Raw -2436952.789255 + Penalty 4818.304026 = -2432134.485229 nChanged 1180 SP:Iteration 4F (9246.560000 sec): 3 clusters Score: Raw -2437966.043314 + Penalty 4818.304026 = -2433147.739288 nChanged 1130 SP:Iteration 5F (9246.640000 sec): 3 clusters Score: Raw -2438791.497397 + Penalty 4818.304026 = -2433973.193371 nChanged 913 SP:Iteration 6F (9246.710000 sec): 3 clusters Score: Raw -2439342.151602 + Penalty 4818.304026 = -2434523.847576 nChanged 727 SP:Iteration 7Q (9246.780000 sec): 3 clusters Score: Raw -2439698.767264 + Penalty 4818.304026 = -2434880.463238 nChanged 587 SP:Iteration 8Q (9246.850000 sec): 3 clusters Score: Raw -2439949.534766 + Penalty 4818.304026 = -2435131.230740 nChanged 470 SP:Iteration 9Q (9246.920000 sec): 3 clusters Score: Raw -2440120.919779 + Penalty 4818.304026 = -2435302.615753 nChanged 346 SP:Iteration 10Q (9246.990000 sec): 3 clusters Score: Raw -2440237.730310 + Penalty 4818.304026 = -2435419.426283 nChanged 286 SP:Iteration 11Q (9247.060000 sec): 3 clusters Score: Raw -2440326.637907 + Penalty 4818.304026 = -2435508.333881 nChanged 235 SP:Iteration 12Q (9247.130000 sec): 3 clusters Score: Raw -2440396.266938 + Penalty 4818.304026 = -2435577.962912 nChanged 202 SP:Iteration 13Q (9247.200000 sec): 3 clusters Score: Raw -2440443.220582 + Penalty 4818.304026 = -2435624.916555 nChanged 143 SP:Iteration 14Q (9247.270000 sec): 3 clusters Score: Raw -2440478.264002 + Penalty 4818.304026 = -2435659.959976 nChanged 126 SP:Iteration 15Q (9247.340000 sec): 3 clusters Score: Raw -2440507.777563 + Penalty 4818.304026 = -2435689.473537 nChanged 113 SP:Iteration 16Q (9247.410000 sec): 3 clusters Score: Raw -2440532.079322 + Penalty 4818.304026 = -2435713.775296 nChanged 97 SP:Iteration 17Q (9247.480000 sec): 3 clusters Score: Raw -2440551.676576 + Penalty 4818.304026 = -2435733.372550 nChanged 96 SP:Iteration 18Q (9247.550000 sec): 3 clusters Score: Raw -2440573.999488 + Penalty 4818.304026 = -2435755.695461 nChanged 98 SP:Iteration 19Q (9247.620000 sec): 3 clusters Score: Raw -2440598.582656 + Penalty 4818.304026 = -2435780.278629 nChanged 111 SP:Iteration 20F (9247.690000 sec): 3 clusters Score: Raw -2440627.362224 + Penalty 4818.304026 = -2435809.058198 nChanged 128 SP:Iteration 21Q (9247.760000 sec): 3 clusters Score: Raw -2440666.818229 + Penalty 4818.304026 = -2435848.514203 nChanged 151 SP:Iteration 22Q (9247.830000 sec): 3 clusters Score: Raw -2440713.957039 + Penalty 4818.304026 = -2435895.653013 nChanged 149 SP:Iteration 23Q (9247.900000 sec): 3 clusters Score: Raw -2440765.367061 + Penalty 4818.304026 = -2435947.063035 nChanged 171 SP:Iteration 24Q (9247.960000 sec): 3 clusters Score: Raw -2440819.534063 + Penalty 4818.304026 = -2436001.230037 nChanged 166 SP:Iteration 25Q (9248.030000 sec): 3 clusters Score: Raw -2440873.924763 + Penalty 4818.304026 = -2436055.620737 nChanged 169 SP:Iteration 26Q (9248.100000 sec): 3 clusters Score: Raw -2440926.600500 + Penalty 4818.304026 = -2436108.296474 nChanged 168 SP:Iteration 27Q (9248.180000 sec): 3 clusters Score: Raw -2440981.537359 + Penalty 4818.304026 = -2436163.233333 nChanged 165 SP:Iteration 28Q (9248.240000 sec): 3 clusters Score: Raw -2441035.629955 + Penalty 4818.304026 = -2436217.325929 nChanged 168 SP:Iteration 29Q (9248.310000 sec): 3 clusters Score: Raw -2441089.105793 + Penalty 4818.304026 = -2436270.801767 nChanged 169 SP:Iteration 30Q (9248.380000 sec): 3 clusters Score: Raw -2441146.074102 + Penalty 4818.304026 = -2436327.770076 nChanged 158 SP:Iteration 31Q (9248.450000 sec): 3 clusters Score: Raw -2441196.387288 + Penalty 4818.304026 = -2436378.083261 nChanged 142 SP:Iteration 32Q (9248.520000 sec): 3 clusters Score: Raw -2441242.304839 + Penalty 4818.304026 = -2436424.000813 nChanged 160 SP:Iteration 33Q (9248.580000 sec): 3 clusters Score: Raw -2441301.702269 + Penalty 4818.304026 = -2436483.398242 nChanged 171 SP:Iteration 34Q (9248.650000 sec): 3 clusters Score: Raw -2441357.397093 + Penalty 4818.304026 = -2436539.093067 nChanged 160 SP:Iteration 35Q (9248.720000 sec): 3 clusters Score: Raw -2441409.609486 + Penalty 4818.304026 = -2436591.305460 nChanged 147 SP:Iteration 36Q (9248.790000 sec): 3 clusters Score: Raw -2441451.332056 + Penalty 4818.304026 = -2436633.028030 nChanged 114 SP:Iteration 37Q (9248.860000 sec): 3 clusters Score: Raw -2441482.728080 + Penalty 4818.304026 = -2436664.424054 nChanged 109 SP:Iteration 38Q (9248.920000 sec): 3 clusters Score: Raw -2441510.637647 + Penalty 4818.304026 = -2436692.333621 nChanged 95 SP:Iteration 39Q (9248.990000 sec): 3 clusters Score: Raw -2441533.098335 + Penalty 4818.304026 = -2436714.794309 nChanged 80 SP:Iteration 40F (9249.070000 sec): 3 clusters Score: Raw -2441551.413129 + Penalty 4818.304026 = -2436733.109103 nChanged 74 SP:Iteration 41Q (9249.140000 sec): 3 clusters Score: Raw -2441570.148948 + Penalty 4818.304026 = -2436751.844922 nChanged 71 SP:Iteration 42Q (9249.200000 sec): 3 clusters Score: Raw -2441585.921554 + Penalty 4818.304026 = -2436767.617528 nChanged 62 SP:Iteration 43Q (9249.270000 sec): 3 clusters Score: Raw -2441598.612626 + Penalty 4818.304026 = -2436780.308600 nChanged 53 SP:Iteration 44Q (9249.340000 sec): 3 clusters Score: Raw -2441607.773787 + Penalty 4818.304026 = -2436789.469760 nChanged 33 SP:Iteration 45Q (9249.400000 sec): 3 clusters Score: Raw -2441613.061012 + Penalty 4818.304026 = -2436794.756986 nChanged 36 SP:Iteration 46Q (9249.470000 sec): 3 clusters Score: Raw -2441619.952767 + Penalty 4818.304026 = -2436801.648741 nChanged 35 SP:Iteration 47Q (9249.540000 sec): 3 clusters Score: Raw -2441626.131226 + Penalty 4818.304026 = -2436807.827200 nChanged 32 SP:Iteration 48Q (9249.610000 sec): 3 clusters Score: Raw -2441631.639218 + Penalty 4818.304026 = -2436813.335191 nChanged 26 SP:Iteration 49Q (9249.690000 sec): 3 clusters Score: Raw -2441635.964882 + Penalty 4818.304026 = -2436817.660856 nChanged 14 SP:Iteration 50Q (9249.760000 sec): 3 clusters Score: Raw -2441637.906229 + Penalty 4818.304026 = -2436819.602203 nChanged 14 SP:Iteration 51Q (9249.840000 sec): 3 clusters Score: Raw -2441639.966587 + Penalty 4818.304026 = -2436821.662561 nChanged 13 SP:Iteration 52Q (9249.910000 sec): 3 clusters Score: Raw -2441641.660528 + Penalty 4818.304026 = -2436823.356502 nChanged 13 SP:Iteration 53Q (9249.990000 sec): 3 clusters Score: Raw -2441643.284515 + Penalty 4818.304026 = -2436824.980489 nChanged 9 SP:Iteration 54Q (9250.060000 sec): 3 clusters Score: Raw -2441644.567716 + Penalty 4818.304026 = -2436826.263690 nChanged 11 SP:Iteration 55Q (9250.130000 sec): 3 clusters Score: Raw -2441646.474404 + Penalty 4818.304026 = -2436828.170378 nChanged 11 SP:Iteration 56Q (9250.200000 sec): 3 clusters Score: Raw -2441647.631153 + Penalty 4818.304026 = -2436829.327127 nChanged 9 SP:Iteration 57Q (9250.280000 sec): 3 clusters Score: Raw -2441648.655297 + Penalty 4818.304026 = -2436830.351271 nChanged 6 SP:Iteration 58Q (9250.350000 sec): 3 clusters Score: Raw -2441649.696363 + Penalty 4818.304026 = -2436831.392337 nChanged 5 SP:Iteration 59Q (9250.420000 sec): 3 clusters Score: Raw -2441650.041754 + Penalty 4818.304026 = -2436831.737728 nChanged 2 SP:Iteration 60F (9250.500000 sec): 3 clusters Score: Raw -2441650.407231 + Penalty 4818.304026 = -2436832.103205 nChanged 3 SP:Iteration 61Q (9250.580000 sec): 3 clusters Score: Raw -2441650.919109 + Penalty 4818.304026 = -2436832.615083 nChanged 3 SP:Iteration 62Q (9250.650000 sec): 3 clusters Score: Raw -2441651.198915 + Penalty 4818.304026 = -2436832.894889 nChanged 0 SP:Iteration 63F (9250.730000 sec): 3 clusters Score: Raw -2441651.198915 + Penalty 4818.304026 = -2436832.894889 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.740000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.750000 sec): 3 clusters Score: Raw -107193.919828 + Penalty 3253.569158 = -103940.350671 nChanged 144 SP:Iteration 1F (9250.750000 sec): 3 clusters Score: Raw -107420.036331 + Penalty 3253.569158 = -104166.467173 nChanged 35 SP:Iteration 2Q (9250.760000 sec): 3 clusters Score: Raw -107498.926985 + Penalty 3253.569158 = -104245.357827 nChanged 13 SP:Iteration 3Q (9250.760000 sec): 3 clusters Score: Raw -107526.432821 + Penalty 3253.569158 = -104272.863664 nChanged 15 SP:Iteration 4Q (9250.760000 sec): 3 clusters Score: Raw -107549.455587 + Penalty 3253.569158 = -104295.886429 nChanged 3 SP:Iteration 5Q (9250.760000 sec): 3 clusters Score: Raw -107553.368224 + Penalty 3253.569158 = -104299.799066 nChanged 1 SP:Iteration 6Q (9250.770000 sec): 3 clusters Score: Raw -107555.214472 + Penalty 3253.569158 = -104301.645314 nChanged 1 SP:Iteration 7Q (9250.770000 sec): 3 clusters Score: Raw -107556.463643 + Penalty 3253.569158 = -104302.894485 nChanged 0 SP:Iteration 8F (9250.780000 sec): 3 clusters Score: Raw -107556.463643 + Penalty 3253.569158 = -104302.894485 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.780000 sec): 2 clusters Score: Raw -208111.005947 + Penalty 1795.325313 = -206315.680634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.790000 sec): 3 clusters Score: Raw -207719.941221 + Penalty 3590.650627 = -204129.290594 nChanged 386 SP:Iteration 1F (9250.800000 sec): 3 clusters Score: Raw -208033.768942 + Penalty 3590.650627 = -204443.118315 nChanged 86 SP:Iteration 2F (9250.800000 sec): 3 clusters Score: Raw -208133.803970 + Penalty 3590.650627 = -204543.153343 nChanged 50 SP:Iteration 3Q (9250.810000 sec): 3 clusters Score: Raw -208189.463629 + Penalty 3590.650627 = -204598.813002 nChanged 36 SP:Iteration 4Q (9250.820000 sec): 3 clusters Score: Raw -208233.576884 + Penalty 3590.650627 = -204642.926257 nChanged 24 SP:Iteration 5Q (9250.820000 sec): 3 clusters Score: Raw -208259.551660 + Penalty 3590.650627 = -204668.901033 nChanged 19 SP:Iteration 6Q (9250.830000 sec): 3 clusters Score: Raw -208274.214730 + Penalty 3590.650627 = -204683.564103 nChanged 19 SP:Iteration 7Q (9250.840000 sec): 3 clusters Score: Raw -208289.676615 + Penalty 3590.650627 = -204699.025988 nChanged 13 SP:Iteration 8Q (9250.840000 sec): 3 clusters Score: Raw -208298.907689 + Penalty 3590.650627 = -204708.257062 nChanged 7 SP:Iteration 9Q (9250.850000 sec): 3 clusters Score: Raw -208304.227418 + Penalty 3590.650627 = -204713.576791 nChanged 3 SP:Iteration 10Q (9250.860000 sec): 3 clusters Score: Raw -208306.577571 + Penalty 3590.650627 = -204715.926944 nChanged 6 SP:Iteration 11Q (9250.870000 sec): 3 clusters Score: Raw -208312.142799 + Penalty 3590.650627 = -204721.492172 nChanged 4 SP:Iteration 12Q (9250.870000 sec): 3 clusters Score: Raw -208315.318083 + Penalty 3590.650627 = -204724.667456 nChanged 4 SP:Iteration 13Q (9250.880000 sec): 3 clusters Score: Raw -208318.012717 + Penalty 3590.650627 = -204727.362090 nChanged 6 SP:Iteration 14Q (9250.890000 sec): 3 clusters Score: Raw -208322.956065 + Penalty 3590.650627 = -204732.305438 nChanged 3 SP:Iteration 15Q (9250.890000 sec): 3 clusters Score: Raw -208325.302840 + Penalty 3590.650627 = -204734.652213 nChanged 1 SP:Iteration 16Q (9250.900000 sec): 3 clusters Score: Raw -208325.810662 + Penalty 3590.650627 = -204735.160035 nChanged 1 SP:Iteration 17Q (9250.900000 sec): 3 clusters Score: Raw -208326.115746 + Penalty 3590.650627 = -204735.465119 nChanged 0 SP:Iteration 18F (9250.910000 sec): 3 clusters Score: Raw -208326.115746 + Penalty 3590.650627 = -204735.465119 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.920000 sec): 2 clusters Score: Raw -57230.579493 + Penalty 1481.504784 = -55749.074709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.920000 sec): 3 clusters Score: Raw -57309.770731 + Penalty 2963.009567 = -54346.761163 nChanged 50 SP:Iteration 1F (9250.920000 sec): 3 clusters Score: Raw -57482.056840 + Penalty 2963.009567 = -54519.047273 nChanged 25 SP:Iteration 2F (9250.920000 sec): 3 clusters Score: Raw -57630.671938 + Penalty 2963.009567 = -54667.662370 nChanged 14 SP:Iteration 3Q (9250.920000 sec): 3 clusters Score: Raw -57695.816545 + Penalty 2963.009567 = -54732.806978 nChanged 12 SP:Iteration 4Q (9250.920000 sec): 3 clusters Score: Raw -57738.934944 + Penalty 2963.009567 = -54775.925377 nChanged 8 SP:Iteration 5Q (9250.930000 sec): 3 clusters Score: Raw -57763.615073 + Penalty 2963.009567 = -54800.605505 nChanged 4 SP:Iteration 6Q (9250.930000 sec): 3 clusters Score: Raw -57792.251791 + Penalty 2963.009567 = -54829.242224 nChanged 4 SP:Iteration 7Q (9250.930000 sec): 3 clusters Score: Raw -57821.879977 + Penalty 2963.009567 = -54858.870409 nChanged 5 SP:Iteration 8Q (9250.930000 sec): 3 clusters Score: Raw -57854.436627 + Penalty 2963.009567 = -54891.427060 nChanged 1 SP:Iteration 9Q (9250.930000 sec): 3 clusters Score: Raw -57855.443958 + Penalty 2963.009567 = -54892.434390 nChanged 0 SP:Iteration 10F (9250.940000 sec): 3 clusters Score: Raw -57855.443958 + Penalty 2963.009567 = -54892.434390 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.940000 sec): 2 clusters Score: Raw -35817.358067 + Penalty 1379.049044 = -34438.309022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.940000 sec): 3 clusters Score: Raw -35961.771398 + Penalty 2758.098089 = -33203.673309 nChanged 19 SP:Iteration 1F (9250.940000 sec): 3 clusters Score: Raw -36037.127614 + Penalty 2758.098089 = -33279.029525 nChanged 9 SP:Iteration 2Q (9250.940000 sec): 3 clusters Score: Raw -36076.024144 + Penalty 2758.098089 = -33317.926055 nChanged 4 SP:Iteration 3Q (9250.940000 sec): 3 clusters Score: Raw -36101.775071 + Penalty 2758.098089 = -33343.676982 nChanged 8 SP:Iteration 4Q (9250.940000 sec): 3 clusters Score: Raw -36159.706869 + Penalty 2758.098089 = -33401.608780 nChanged 6 SP:Iteration 5Q (9250.950000 sec): 3 clusters Score: Raw -36221.438776 + Penalty 2758.098089 = -33463.340687 nChanged 7 SP:Iteration 6Q (9250.950000 sec): 3 clusters Score: Raw -36307.422075 + Penalty 2758.098089 = -33549.323986 nChanged 3 SP:Iteration 7Q (9250.950000 sec): 3 clusters Score: Raw -36342.857813 + Penalty 2758.098089 = -33584.759724 nChanged 3 SP:Iteration 8Q (9250.950000 sec): 3 clusters Score: Raw -36357.356427 + Penalty 2758.098089 = -33599.258338 nChanged 3 SP:Iteration 9Q (9250.950000 sec): 3 clusters Score: Raw -36372.623045 + Penalty 2758.098089 = -33614.524956 nChanged 1 SP:Iteration 10Q (9250.950000 sec): 3 clusters Score: Raw -36375.956381 + Penalty 2758.098089 = -33617.858293 nChanged 0 SP:Iteration 11F (9250.950000 sec): 3 clusters Score: Raw -36375.956381 + Penalty 2758.098089 = -33617.858293 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9250.960000 sec): 2 clusters Score: Raw -221533.225687 + Penalty 1834.138959 = -219699.086728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9250.970000 sec): 3 clusters Score: Raw -221010.958369 + Penalty 3668.277918 = -217342.680452 nChanged 504 SP:Iteration 1F (9250.980000 sec): 3 clusters Score: Raw -221581.419721 + Penalty 3668.277918 = -217913.141803 nChanged 135 SP:Iteration 2F (9250.980000 sec): 3 clusters Score: Raw -221741.902291 + Penalty 3668.277918 = -218073.624373 nChanged 75 SP:Iteration 3Q (9250.990000 sec): 3 clusters Score: Raw -221851.492680 + Penalty 3668.277918 = -218183.214762 nChanged 58 SP:Iteration 4Q (9251.000000 sec): 3 clusters Score: Raw -221940.099093 + Penalty 3668.277918 = -218271.821176 nChanged 54 SP:Iteration 5Q (9251.010000 sec): 3 clusters Score: Raw -222018.101152 + Penalty 3668.277918 = -218349.823234 nChanged 37 SP:Iteration 6Q (9251.020000 sec): 3 clusters Score: Raw -222051.936534 + Penalty 3668.277918 = -218383.658616 nChanged 30 SP:Iteration 7Q (9251.020000 sec): 3 clusters Score: Raw -222088.511370 + Penalty 3668.277918 = -218420.233452 nChanged 34 SP:Iteration 8Q (9251.030000 sec): 3 clusters Score: Raw -222137.947321 + Penalty 3668.277918 = -218469.669403 nChanged 37 SP:Iteration 9Q (9251.040000 sec): 3 clusters Score: Raw -222200.938477 + Penalty 3668.277918 = -218532.660559 nChanged 41 SP:Iteration 10Q (9251.040000 sec): 3 clusters Score: Raw -222265.528188 + Penalty 3668.277918 = -218597.250270 nChanged 30 SP:Iteration 11Q (9251.050000 sec): 3 clusters Score: Raw -222297.912684 + Penalty 3668.277918 = -218629.634766 nChanged 23 SP:Iteration 12Q (9251.060000 sec): 3 clusters Score: Raw -222316.777793 + Penalty 3668.277918 = -218648.499875 nChanged 11 SP:Iteration 13Q (9251.070000 sec): 3 clusters Score: Raw -222329.517788 + Penalty 3668.277918 = -218661.239870 nChanged 10 SP:Iteration 14Q (9251.080000 sec): 3 clusters Score: Raw -222337.267382 + Penalty 3668.277918 = -218668.989464 nChanged 9 SP:Iteration 15Q (9251.080000 sec): 3 clusters Score: Raw -222344.244559 + Penalty 3668.277918 = -218675.966641 nChanged 5 SP:Iteration 16Q (9251.090000 sec): 3 clusters Score: Raw -222351.323618 + Penalty 3668.277918 = -218683.045700 nChanged 2 SP:Iteration 17Q (9251.100000 sec): 3 clusters Score: Raw -222354.225400 + Penalty 3668.277918 = -218685.947482 nChanged 5 SP:Iteration 18Q (9251.100000 sec): 3 clusters Score: Raw -222359.967018 + Penalty 3668.277918 = -218691.689100 nChanged 3 SP:Iteration 19Q (9251.110000 sec): 3 clusters Score: Raw -222361.939166 + Penalty 3668.277918 = -218693.661248 nChanged 0 SP:Iteration 20F (9251.120000 sec): 3 clusters Score: Raw -222361.939166 + Penalty 3668.277918 = -218693.661248 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.120000 sec): 2 clusters Score: Raw -23090.872856 + Penalty 1297.314937 = -21793.557919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.120000 sec): 3 clusters Score: Raw -23413.962584 + Penalty 2594.629874 = -20819.332710 nChanged 18 SP:Iteration 1F (9251.130000 sec): 3 clusters Score: Raw -23464.830512 + Penalty 2594.629874 = -20870.200638 nChanged 3 SP:Iteration 2Q (9251.130000 sec): 3 clusters Score: Raw -23473.821029 + Penalty 2594.629874 = -20879.191155 nChanged 1 SP:Iteration 3Q (9251.130000 sec): 3 clusters Score: Raw -23477.477840 + Penalty 2594.629874 = -20882.847966 nChanged 2 SP:Iteration 4Q (9251.130000 sec): 3 clusters Score: Raw -23483.192263 + Penalty 2594.629874 = -20888.562389 nChanged 1 SP:Iteration 5Q (9251.130000 sec): 3 clusters Score: Raw -23486.310471 + Penalty 2594.629874 = -20891.680597 nChanged 0 SP:Iteration 6F (9251.130000 sec): 3 clusters Score: Raw -23486.310471 + Penalty 2594.629874 = -20891.680597 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.140000 sec): 2 clusters Score: Raw -31866.268192 + Penalty 1330.762052 = -30535.506140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.140000 sec): 3 clusters Score: Raw -32017.832656 + Penalty 2661.524103 = -29356.308553 nChanged 10 SP:Iteration 1Q (9251.140000 sec): 3 clusters Score: Raw -32075.541430 + Penalty 2661.524103 = -29414.017327 nChanged 5 SP:Iteration 2Q (9251.140000 sec): 3 clusters Score: Raw -32095.620891 + Penalty 2661.524103 = -29434.096787 nChanged 2 SP:Iteration 3Q (9251.140000 sec): 3 clusters Score: Raw -32107.198649 + Penalty 2661.524103 = -29445.674545 nChanged 1 SP:Iteration 4Q (9251.140000 sec): 3 clusters Score: Raw -32111.818612 + Penalty 2661.524103 = -29450.294509 nChanged 0 SP:Iteration 5F (9251.140000 sec): 3 clusters Score: Raw -32111.818612 + Penalty 2661.524103 = -29450.294509 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 40 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.150000 sec): 2 clusters Score: Raw -273825.324277 + Penalty 1859.032142 = -271966.292136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.160000 sec): 3 clusters Score: Raw -273191.397338 + Penalty 3718.064283 = -269473.333055 nChanged 545 SP:Iteration 1F (9251.170000 sec): 3 clusters Score: Raw -273579.454998 + Penalty 3718.064283 = -269861.390715 nChanged 129 SP:Iteration 2F (9251.180000 sec): 3 clusters Score: Raw -273712.074988 + Penalty 3718.064283 = -269994.010705 nChanged 74 SP:Iteration 3Q (9251.190000 sec): 3 clusters Score: Raw -273772.231125 + Penalty 3718.064283 = -270054.166842 nChanged 46 SP:Iteration 4Q (9251.200000 sec): 3 clusters Score: Raw -273806.448864 + Penalty 3718.064283 = -270088.384580 nChanged 29 SP:Iteration 5Q (9251.200000 sec): 3 clusters Score: Raw -273829.589150 + Penalty 3718.064283 = -270111.524867 nChanged 22 SP:Iteration 6Q (9251.210000 sec): 3 clusters Score: Raw -273844.595475 + Penalty 3718.064283 = -270126.531191 nChanged 14 SP:Iteration 7Q (9251.220000 sec): 3 clusters Score: Raw -273851.894815 + Penalty 3718.064283 = -270133.830531 nChanged 10 SP:Iteration 8Q (9251.230000 sec): 3 clusters Score: Raw -273860.464020 + Penalty 3718.064283 = -270142.399737 nChanged 15 SP:Iteration 9Q (9251.240000 sec): 3 clusters Score: Raw -273873.621124 + Penalty 3718.064283 = -270155.556841 nChanged 17 SP:Iteration 10Q (9251.250000 sec): 3 clusters Score: Raw -273889.412725 + Penalty 3718.064283 = -270171.348442 nChanged 15 SP:Iteration 11Q (9251.260000 sec): 3 clusters Score: Raw -273900.122682 + Penalty 3718.064283 = -270182.058399 nChanged 11 SP:Iteration 12Q (9251.270000 sec): 3 clusters Score: Raw -273908.900909 + Penalty 3718.064283 = -270190.836626 nChanged 9 SP:Iteration 13Q (9251.280000 sec): 3 clusters Score: Raw -273916.182921 + Penalty 3718.064283 = -270198.118638 nChanged 11 SP:Iteration 14Q (9251.280000 sec): 3 clusters Score: Raw -273924.147355 + Penalty 3718.064283 = -270206.083071 nChanged 5 SP:Iteration 15Q (9251.290000 sec): 3 clusters Score: Raw -273927.837802 + Penalty 3718.064283 = -270209.773519 nChanged 6 SP:Iteration 16Q (9251.300000 sec): 3 clusters Score: Raw -273932.895049 + Penalty 3718.064283 = -270214.830765 nChanged 7 SP:Iteration 17Q (9251.310000 sec): 3 clusters Score: Raw -273938.334808 + Penalty 3718.064283 = -270220.270525 nChanged 10 SP:Iteration 18Q (9251.320000 sec): 3 clusters Score: Raw -273946.126869 + Penalty 3718.064283 = -270228.062586 nChanged 13 SP:Iteration 19Q (9251.330000 sec): 3 clusters Score: Raw -273955.329657 + Penalty 3718.064283 = -270237.265374 nChanged 7 SP:Iteration 20F (9251.340000 sec): 3 clusters Score: Raw -273960.036823 + Penalty 3718.064283 = -270241.972539 nChanged 5 SP:Iteration 21Q (9251.340000 sec): 3 clusters Score: Raw -273964.825517 + Penalty 3718.064283 = -270246.761234 nChanged 9 SP:Iteration 22Q (9251.360000 sec): 3 clusters Score: Raw -273973.643464 + Penalty 3718.064283 = -270255.579181 nChanged 8 SP:Iteration 23Q (9251.360000 sec): 3 clusters Score: Raw -273978.597639 + Penalty 3718.064283 = -270260.533355 nChanged 4 SP:Iteration 24Q (9251.370000 sec): 3 clusters Score: Raw -273981.282214 + Penalty 3718.064283 = -270263.217931 nChanged 2 SP:Iteration 25Q (9251.380000 sec): 3 clusters Score: Raw -273983.061033 + Penalty 3718.064283 = -270264.996750 nChanged 2 SP:Iteration 26Q (9251.390000 sec): 3 clusters Score: Raw -273984.240110 + Penalty 3718.064283 = -270266.175827 nChanged 0 SP:Iteration 27F (9251.400000 sec): 3 clusters Score: Raw -273984.240110 + Penalty 3718.064283 = -270266.175827 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 41 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.400000 sec): 2 clusters Score: Raw -69409.502582 + Penalty 1533.157057 = -67876.345525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.410000 sec): 3 clusters Score: Raw -69446.327526 + Penalty 3066.314114 = -66380.013413 nChanged 75 SP:Iteration 1F (9251.410000 sec): 3 clusters Score: Raw -69666.214619 + Penalty 3066.314114 = -66599.900506 nChanged 28 SP:Iteration 2F (9251.410000 sec): 3 clusters Score: Raw -69763.754453 + Penalty 3066.314114 = -66697.440339 nChanged 17 SP:Iteration 3Q (9251.410000 sec): 3 clusters Score: Raw -69850.064203 + Penalty 3066.314114 = -66783.750089 nChanged 15 SP:Iteration 4Q (9251.420000 sec): 3 clusters Score: Raw -69909.705951 + Penalty 3066.314114 = -66843.391838 nChanged 14 SP:Iteration 5Q (9251.420000 sec): 3 clusters Score: Raw -69976.883800 + Penalty 3066.314114 = -66910.569686 nChanged 14 SP:Iteration 6Q (9251.420000 sec): 3 clusters Score: Raw -70035.716711 + Penalty 3066.314114 = -66969.402598 nChanged 16 SP:Iteration 7Q (9251.420000 sec): 3 clusters Score: Raw -70117.922610 + Penalty 3066.314114 = -67051.608497 nChanged 14 SP:Iteration 8Q (9251.420000 sec): 3 clusters Score: Raw -70197.975764 + Penalty 3066.314114 = -67131.661651 nChanged 13 SP:Iteration 9Q (9251.430000 sec): 3 clusters Score: Raw -70281.149281 + Penalty 3066.314114 = -67214.835168 nChanged 15 SP:Iteration 10Q (9251.430000 sec): 3 clusters Score: Raw -70450.001804 + Penalty 3066.314114 = -67383.687690 nChanged 19 SP:Iteration 11Q (9251.430000 sec): 3 clusters Score: Raw -70868.215040 + Penalty 3066.314114 = -67801.900926 nChanged 23 SP:Iteration 12Q (9251.430000 sec): 3 clusters Score: Raw -70968.347903 + Penalty 3066.314114 = -67902.033790 nChanged 9 SP:Iteration 13Q (9251.440000 sec): 3 clusters Score: Raw -71050.508623 + Penalty 3066.314114 = -67984.194509 nChanged 7 SP:Iteration 14Q (9251.440000 sec): 3 clusters Score: Raw -71095.466138 + Penalty 3066.314114 = -68029.152024 nChanged 3 SP:Iteration 15Q (9251.440000 sec): 3 clusters Score: Raw -71121.786371 + Penalty 3066.314114 = -68055.472257 nChanged 2 SP:Iteration 16Q (9251.440000 sec): 3 clusters Score: Raw -71136.671400 + Penalty 3066.314114 = -68070.357286 nChanged 2 SP:Iteration 17Q (9251.440000 sec): 3 clusters Score: Raw -71157.736094 + Penalty 3066.314114 = -68091.421980 nChanged 1 SP:Iteration 18Q (9251.440000 sec): 3 clusters Score: Raw -71166.824775 + Penalty 3066.314114 = -68100.510661 nChanged 0 SP:Iteration 19F (9251.450000 sec): 3 clusters Score: Raw -71188.578138 + Penalty 3066.314114 = -68122.264025 nChanged 5 SP:Iteration 20F (9251.450000 sec): 3 clusters Score: Raw -71249.502176 + Penalty 3066.314114 = -68183.188062 nChanged 3 SP:Iteration 21Q (9251.450000 sec): 3 clusters Score: Raw -71302.884924 + Penalty 3066.314114 = -68236.570810 nChanged 1 SP:Iteration 22Q (9251.450000 sec): 3 clusters Score: Raw -71344.929387 + Penalty 3066.314114 = -68278.615273 nChanged 2 SP:Iteration 23Q (9251.450000 sec): 3 clusters Score: Raw -71431.495020 + Penalty 3066.314114 = -68365.180906 nChanged 2 SP:Iteration 24Q (9251.460000 sec): 3 clusters Score: Raw -71630.299197 + Penalty 3066.314114 = -68563.985084 nChanged 0 SP:Iteration 25F (9251.460000 sec): 3 clusters Score: Raw -71630.299197 + Penalty 3066.314114 = -68563.985084 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 4.86 GB. Trying to split cluster 42 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9251.470000 sec): 2 clusters Score: Raw -42939.328741 + Penalty 1407.834943 = -41531.493798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9251.470000 sec): 3 clusters Score: Raw -43032.968400 + Penalty 2815.669886 = -40217.298514 nChanged 35 SP:Iteration 1F (9251.470000 sec): 3 clusters Score: Raw -43137.265275 + Penalty 2815.669886 = -40321.595389 nChanged 8 SP:Iteration 2Q (9251.470000 sec): 3 clusters Score: Raw -43168.960358 + Penalty 2815.669886 = -40353.290472 nChanged 5 SP:Iteration 3Q (9251.480000 sec): 3 clusters Score: Raw -43184.670840 + Penalty 2815.669886 = -40369.000954 nChanged 1 SP:Iteration 4Q (9251.480000 sec): 3 clusters Score: Raw -43186.923451 + Penalty 2815.669886 = -40371.253565 nChanged 0 SP:Iteration 5F (9251.480000 sec): 3 clusters Score: Raw -43186.923451 + Penalty 2815.669886 = -40371.253565 nChanged 0 Iteration 237F (9302.720000 sec): 44 clusters Score: Raw -99171644.506075 + Penalty 142743.394506 = -99028901.111570 nChanged 10 Iteration 238F (9353.390000 sec): 44 clusters Score: Raw -99171691.501796 + Penalty 142743.394506 = -99028948.107290 nChanged 7 Iteration 239Q (9364.430000 sec): 44 clusters Score: Raw -99171724.151820 + Penalty 142743.394506 = -99028980.757314 nChanged 6 Iteration 240F (9414.960000 sec): 44 clusters Score: Raw -99171754.866592 + Penalty 142743.394506 = -99029011.472086 nChanged 7 Iteration 241Q (9426.010000 sec): 44 clusters Score: Raw -99171795.147035 + Penalty 142743.394506 = -99029051.752529 nChanged 8 Iteration 242Q (9437.050000 sec): 44 clusters Score: Raw -99171835.216183 + Penalty 142743.394506 = -99029091.821677 nChanged 6 Iteration 243Q (9448.130000 sec): 44 clusters Score: Raw -99171857.276576 + Penalty 142743.394506 = -99029113.882071 nChanged 1 Iteration 244Q (9459.200000 sec): 44 clusters Score: Raw -99171858.995266 + Penalty 142743.394506 = -99029115.600760 nChanged 0 Iteration 245F (9509.750000 sec): 44 clusters Score: Raw -99171897.671375 + Penalty 142743.394506 = -99029154.276869 nChanged 9 Iteration 246Q (9520.840000 sec): 44 clusters Score: Raw -99171935.235443 + Penalty 142743.394506 = -99029191.840938 nChanged 2 Iteration 247Q (9531.920000 sec): 44 clusters Score: Raw -99171939.614405 + Penalty 142743.394506 = -99029196.219899 nChanged 1 Iteration 248Q (9542.970000 sec): 44 clusters Score: Raw -99171943.800222 + Penalty 142743.394506 = -99029200.405716 nChanged 0 Iteration 249F (9593.500000 sec): 44 clusters Score: Raw -99171943.800222 + Penalty 142743.394506 = -99029200.405716 nChanged 0 Compute initial score before splitting: Score: Raw -99171943.800222 + Penalty 142743.394506 = -99029200.405716 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9593.530000 sec): 2 clusters Score: Raw -121665.961261 + Penalty 1659.944270 = -120006.016991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9593.540000 sec): 3 clusters Score: Raw -121537.997033 + Penalty 3319.888539 = -118218.108493 nChanged 198 SP:Iteration 1F (9593.540000 sec): 3 clusters Score: Raw -121820.190884 + Penalty 3319.888539 = -118500.302344 nChanged 49 SP:Iteration 2F (9593.550000 sec): 3 clusters Score: Raw -121901.281875 + Penalty 3319.888539 = -118581.393335 nChanged 25 SP:Iteration 3Q (9593.550000 sec): 3 clusters Score: Raw -121940.344493 + Penalty 3319.888539 = -118620.455954 nChanged 19 SP:Iteration 4Q (9593.550000 sec): 3 clusters Score: Raw -121973.129141 + Penalty 3319.888539 = -118653.240601 nChanged 9 SP:Iteration 5Q (9593.560000 sec): 3 clusters Score: Raw -121985.435324 + Penalty 3319.888539 = -118665.546785 nChanged 3 SP:Iteration 6Q (9593.560000 sec): 3 clusters Score: Raw -121990.485948 + Penalty 3319.888539 = -118670.597409 nChanged 3 SP:Iteration 7Q (9593.570000 sec): 3 clusters Score: Raw -121993.400315 + Penalty 3319.888539 = -118673.511775 nChanged 1 SP:Iteration 8Q (9593.570000 sec): 3 clusters Score: Raw -121993.704786 + Penalty 3319.888539 = -118673.816247 nChanged 0 SP:Iteration 9F (9593.570000 sec): 3 clusters Score: Raw -121993.704786 + Penalty 3319.888539 = -118673.816247 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9593.590000 sec): 2 clusters Score: Raw -668791.151561 + Penalty 2076.984660 = -666714.166901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9593.620000 sec): 3 clusters Score: Raw -666753.299303 + Penalty 4153.969319 = -662599.329983 nChanged 1595 SP:Iteration 1F (9593.640000 sec): 3 clusters Score: Raw -667616.910741 + Penalty 4153.969319 = -663462.941422 nChanged 299 SP:Iteration 2F (9593.660000 sec): 3 clusters Score: Raw -667780.832957 + Penalty 4153.969319 = -663626.863637 nChanged 196 SP:Iteration 3Q (9593.680000 sec): 3 clusters Score: Raw -667883.645146 + Penalty 4153.969319 = -663729.675826 nChanged 149 SP:Iteration 4Q (9593.710000 sec): 3 clusters Score: Raw -667965.017541 + Penalty 4153.969319 = -663811.048221 nChanged 127 SP:Iteration 5Q (9593.730000 sec): 3 clusters Score: Raw -668034.351896 + Penalty 4153.969319 = -663880.382576 nChanged 113 SP:Iteration 6Q (9593.750000 sec): 3 clusters Score: Raw -668088.688198 + Penalty 4153.969319 = -663934.718879 nChanged 93 SP:Iteration 7Q (9593.770000 sec): 3 clusters Score: Raw -668128.200040 + Penalty 4153.969319 = -663974.230721 nChanged 70 SP:Iteration 8Q (9593.790000 sec): 3 clusters Score: Raw -668158.554491 + Penalty 4153.969319 = -664004.585171 nChanged 73 SP:Iteration 9Q (9593.810000 sec): 3 clusters Score: Raw -668194.585651 + Penalty 4153.969319 = -664040.616332 nChanged 68 SP:Iteration 10Q (9593.830000 sec): 3 clusters Score: Raw -668229.533004 + Penalty 4153.969319 = -664075.563684 nChanged 78 SP:Iteration 11Q (9593.860000 sec): 3 clusters Score: Raw -668266.535841 + Penalty 4153.969319 = -664112.566522 nChanged 67 SP:Iteration 12Q (9593.880000 sec): 3 clusters Score: Raw -668300.326618 + Penalty 4153.969319 = -664146.357299 nChanged 86 SP:Iteration 13Q (9593.900000 sec): 3 clusters Score: Raw -668344.040657 + Penalty 4153.969319 = -664190.071338 nChanged 84 SP:Iteration 14Q (9593.920000 sec): 3 clusters Score: Raw -668384.586210 + Penalty 4153.969319 = -664230.616890 nChanged 74 SP:Iteration 15Q (9593.940000 sec): 3 clusters Score: Raw -668421.572448 + Penalty 4153.969319 = -664267.603128 nChanged 72 SP:Iteration 16Q (9593.970000 sec): 3 clusters Score: Raw -668462.731144 + Penalty 4153.969319 = -664308.761824 nChanged 80 SP:Iteration 17Q (9593.990000 sec): 3 clusters Score: Raw -668505.380764 + Penalty 4153.969319 = -664351.411445 nChanged 65 SP:Iteration 18Q (9594.010000 sec): 3 clusters Score: Raw -668537.884002 + Penalty 4153.969319 = -664383.914683 nChanged 72 SP:Iteration 19Q (9594.030000 sec): 3 clusters Score: Raw -668570.156210 + Penalty 4153.969319 = -664416.186890 nChanged 55 SP:Iteration 20F (9594.050000 sec): 3 clusters Score: Raw -668595.082905 + Penalty 4153.969319 = -664441.113586 nChanged 57 SP:Iteration 21Q (9594.070000 sec): 3 clusters Score: Raw -668623.013667 + Penalty 4153.969319 = -664469.044348 nChanged 49 SP:Iteration 22Q (9594.090000 sec): 3 clusters Score: Raw -668645.671776 + Penalty 4153.969319 = -664491.702457 nChanged 54 SP:Iteration 23Q (9594.120000 sec): 3 clusters Score: Raw -668673.164101 + Penalty 4153.969319 = -664519.194782 nChanged 61 SP:Iteration 24Q (9594.140000 sec): 3 clusters Score: Raw -668714.323865 + Penalty 4153.969319 = -664560.354545 nChanged 67 SP:Iteration 25Q (9594.160000 sec): 3 clusters Score: Raw -668750.026137 + Penalty 4153.969319 = -664596.056817 nChanged 77 SP:Iteration 26Q (9594.180000 sec): 3 clusters Score: Raw -668796.003016 + Penalty 4153.969319 = -664642.033696 nChanged 79 SP:Iteration 27Q (9594.200000 sec): 3 clusters Score: Raw -668836.689618 + Penalty 4153.969319 = -664682.720299 nChanged 66 SP:Iteration 28Q (9594.220000 sec): 3 clusters Score: Raw -668872.440187 + Penalty 4153.969319 = -664718.470868 nChanged 69 SP:Iteration 29Q (9594.250000 sec): 3 clusters Score: Raw -668908.565511 + Penalty 4153.969319 = -664754.596192 nChanged 60 SP:Iteration 30Q (9594.270000 sec): 3 clusters Score: Raw -668936.471133 + Penalty 4153.969319 = -664782.501813 nChanged 51 SP:Iteration 31Q (9594.290000 sec): 3 clusters Score: Raw -668960.248017 + Penalty 4153.969319 = -664806.278697 nChanged 48 SP:Iteration 32Q (9594.310000 sec): 3 clusters Score: Raw -668983.700589 + Penalty 4153.969319 = -664829.731270 nChanged 44 SP:Iteration 33Q (9594.330000 sec): 3 clusters Score: Raw -669003.752426 + Penalty 4153.969319 = -664849.783106 nChanged 39 SP:Iteration 34Q (9594.350000 sec): 3 clusters Score: Raw -669018.864201 + Penalty 4153.969319 = -664864.894881 nChanged 35 SP:Iteration 35Q (9594.370000 sec): 3 clusters Score: Raw -669032.302315 + Penalty 4153.969319 = -664878.332996 nChanged 29 SP:Iteration 36Q (9594.390000 sec): 3 clusters Score: Raw -669044.026751 + Penalty 4153.969319 = -664890.057431 nChanged 26 SP:Iteration 37Q (9594.410000 sec): 3 clusters Score: Raw -669057.510304 + Penalty 4153.969319 = -664903.540985 nChanged 31 SP:Iteration 38Q (9594.440000 sec): 3 clusters Score: Raw -669074.379933 + Penalty 4153.969319 = -664920.410614 nChanged 25 SP:Iteration 39Q (9594.460000 sec): 3 clusters Score: Raw -669087.326947 + Penalty 4153.969319 = -664933.357628 nChanged 32 SP:Iteration 40F (9594.480000 sec): 3 clusters Score: Raw -669102.490941 + Penalty 4153.969319 = -664948.521622 nChanged 33 SP:Iteration 41Q (9594.500000 sec): 3 clusters Score: Raw -669121.734456 + Penalty 4153.969319 = -664967.765136 nChanged 29 SP:Iteration 42Q (9594.520000 sec): 3 clusters Score: Raw -669134.570659 + Penalty 4153.969319 = -664980.601340 nChanged 20 SP:Iteration 43Q (9594.550000 sec): 3 clusters Score: Raw -669144.206751 + Penalty 4153.969319 = -664990.237432 nChanged 17 SP:Iteration 44Q (9594.570000 sec): 3 clusters Score: Raw -669150.795317 + Penalty 4153.969319 = -664996.825997 nChanged 16 SP:Iteration 45Q (9594.590000 sec): 3 clusters Score: Raw -669157.015063 + Penalty 4153.969319 = -665003.045744 nChanged 14 SP:Iteration 46Q (9594.610000 sec): 3 clusters Score: Raw -669161.349163 + Penalty 4153.969319 = -665007.379843 nChanged 11 SP:Iteration 47Q (9594.630000 sec): 3 clusters Score: Raw -669166.667966 + Penalty 4153.969319 = -665012.698646 nChanged 11 SP:Iteration 48Q (9594.650000 sec): 3 clusters Score: Raw -669171.615907 + Penalty 4153.969319 = -665017.646588 nChanged 9 SP:Iteration 49Q (9594.670000 sec): 3 clusters Score: Raw -669175.044664 + Penalty 4153.969319 = -665021.075345 nChanged 10 SP:Iteration 50Q (9594.690000 sec): 3 clusters Score: Raw -669179.670206 + Penalty 4153.969319 = -665025.700886 nChanged 16 SP:Iteration 51Q (9594.710000 sec): 3 clusters Score: Raw -669186.809474 + Penalty 4153.969319 = -665032.840154 nChanged 10 SP:Iteration 52Q (9594.740000 sec): 3 clusters Score: Raw -669191.718768 + Penalty 4153.969319 = -665037.749448 nChanged 6 SP:Iteration 53Q (9594.760000 sec): 3 clusters Score: Raw -669193.615023 + Penalty 4153.969319 = -665039.645704 nChanged 6 SP:Iteration 54Q (9594.780000 sec): 3 clusters Score: Raw -669197.001969 + Penalty 4153.969319 = -665043.032650 nChanged 10 SP:Iteration 55Q (9594.800000 sec): 3 clusters Score: Raw -669202.686754 + Penalty 4153.969319 = -665048.717435 nChanged 12 SP:Iteration 56Q (9594.820000 sec): 3 clusters Score: Raw -669207.289440 + Penalty 4153.969319 = -665053.320121 nChanged 8 SP:Iteration 57Q (9594.850000 sec): 3 clusters Score: Raw -669210.549085 + Penalty 4153.969319 = -665056.579766 nChanged 5 SP:Iteration 58Q (9594.870000 sec): 3 clusters Score: Raw -669212.592219 + Penalty 4153.969319 = -665058.622899 nChanged 7 SP:Iteration 59Q (9594.890000 sec): 3 clusters Score: Raw -669215.079198 + Penalty 4153.969319 = -665061.109879 nChanged 6 SP:Iteration 60F (9594.910000 sec): 3 clusters Score: Raw -669216.886682 + Penalty 4153.969319 = -665062.917363 nChanged 5 SP:Iteration 61Q (9594.940000 sec): 3 clusters Score: Raw -669218.715429 + Penalty 4153.969319 = -665064.746110 nChanged 6 SP:Iteration 62Q (9594.960000 sec): 3 clusters Score: Raw -669220.575733 + Penalty 4153.969319 = -665066.606414 nChanged 5 SP:Iteration 63Q (9594.980000 sec): 3 clusters Score: Raw -669222.535050 + Penalty 4153.969319 = -665068.565731 nChanged 3 SP:Iteration 64Q (9595.000000 sec): 3 clusters Score: Raw -669223.636088 + Penalty 4153.969319 = -665069.666769 nChanged 2 SP:Iteration 65Q (9595.020000 sec): 3 clusters Score: Raw -669224.472047 + Penalty 4153.969319 = -665070.502727 nChanged 2 SP:Iteration 66Q (9595.040000 sec): 3 clusters Score: Raw -669225.000269 + Penalty 4153.969319 = -665071.030950 nChanged 2 SP:Iteration 67Q (9595.060000 sec): 3 clusters Score: Raw -669225.544811 + Penalty 4153.969319 = -665071.575491 nChanged 1 SP:Iteration 68Q (9595.080000 sec): 3 clusters Score: Raw -669225.754865 + Penalty 4153.969319 = -665071.785546 nChanged 0 SP:Iteration 69F (9595.110000 sec): 3 clusters Score: Raw -669225.754865 + Penalty 4153.969319 = -665071.785546 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9595.110000 sec): 2 clusters Score: Raw -26430.873191 + Penalty 1307.703891 = -25123.169300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9595.120000 sec): 3 clusters Score: Raw -26663.039551 + Penalty 2615.407781 = -24047.631770 nChanged 14 SP:Iteration 1F (9595.120000 sec): 3 clusters Score: Raw -26752.836151 + Penalty 2615.407781 = -24137.428370 nChanged 5 SP:Iteration 2Q (9595.120000 sec): 3 clusters Score: Raw -26774.132854 + Penalty 2615.407781 = -24158.725073 nChanged 0 SP:Iteration 3F (9595.120000 sec): 3 clusters Score: Raw -26774.132854 + Penalty 2615.407781 = -24158.725073 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9595.120000 sec): 2 clusters Score: Raw -38224.218387 + Penalty 1403.551590 = -36820.666797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9595.120000 sec): 3 clusters Score: Raw -38467.260208 + Penalty 2807.103179 = -35660.157029 nChanged 47 SP:Iteration 1F (9595.120000 sec): 3 clusters Score: Raw -38680.947820 + Penalty 2807.103179 = -35873.844641 nChanged 19 SP:Iteration 2F (9595.130000 sec): 3 clusters Score: Raw -38787.259389 + Penalty 2807.103179 = -35980.156210 nChanged 9 SP:Iteration 3Q (9595.130000 sec): 3 clusters Score: Raw -38852.525170 + Penalty 2807.103179 = -36045.421991 nChanged 5 SP:Iteration 4Q (9595.130000 sec): 3 clusters Score: Raw -38870.592439 + Penalty 2807.103179 = -36063.489260 nChanged 2 SP:Iteration 5Q (9595.130000 sec): 3 clusters Score: Raw -38878.671169 + Penalty 2807.103179 = -36071.567990 nChanged 0 SP:Iteration 6F (9595.130000 sec): 3 clusters Score: Raw -38878.671169 + Penalty 2807.103179 = -36071.567990 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9595.260000 sec): 2 clusters Score: Raw -4070580.524985 + Penalty 2521.988230 = -4068058.536755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9595.390000 sec): 3 clusters Score: Raw -4055063.541226 + Penalty 5043.976460 = -4050019.564766 nChanged 11605 SP:Iteration 1F (9595.520000 sec): 3 clusters Score: Raw -4061291.697476 + Penalty 5043.976460 = -4056247.721017 nChanged 1237 SP:Iteration 2Q (9595.660000 sec): 3 clusters Score: Raw -4061698.655834 + Penalty 5043.976460 = -4056654.679374 nChanged 1092 SP:Iteration 3Q (9595.790000 sec): 3 clusters Score: Raw -4062035.339677 + Penalty 5043.976460 = -4056991.363217 nChanged 1004 SP:Iteration 4Q (9595.920000 sec): 3 clusters Score: Raw -4062347.314839 + Penalty 5043.976460 = -4057303.338380 nChanged 935 SP:Iteration 5Q (9596.060000 sec): 3 clusters Score: Raw -4062625.859935 + Penalty 5043.976460 = -4057581.883476 nChanged 919 SP:Iteration 6Q (9596.190000 sec): 3 clusters Score: Raw -4062914.626994 + Penalty 5043.976460 = -4057870.650534 nChanged 928 SP:Iteration 7Q (9596.320000 sec): 3 clusters Score: Raw -4063248.576824 + Penalty 5043.976460 = -4058204.600364 nChanged 1008 SP:Iteration 8Q (9596.460000 sec): 3 clusters Score: Raw -4063668.091594 + Penalty 5043.976460 = -4058624.115134 nChanged 1136 SP:Iteration 9Q (9596.600000 sec): 3 clusters Score: Raw -4064211.687654 + Penalty 5043.976460 = -4059167.711195 nChanged 1274 SP:Iteration 10Q (9596.730000 sec): 3 clusters Score: Raw -4064893.209894 + Penalty 5043.976460 = -4059849.233434 nChanged 1346 SP:Iteration 11F (9596.860000 sec): 3 clusters Score: Raw -4065683.219993 + Penalty 5043.976460 = -4060639.243534 nChanged 1369 SP:Iteration 12F (9596.990000 sec): 3 clusters Score: Raw -4066580.527217 + Penalty 5043.976460 = -4061536.550757 nChanged 1262 SP:Iteration 13Q (9597.120000 sec): 3 clusters Score: Raw -4067482.435923 + Penalty 5043.976460 = -4062438.459463 nChanged 1082 SP:Iteration 14Q (9597.260000 sec): 3 clusters Score: Raw -4068347.133269 + Penalty 5043.976460 = -4063303.156810 nChanged 885 SP:Iteration 15Q (9597.390000 sec): 3 clusters Score: Raw -4069180.641862 + Penalty 5043.976460 = -4064136.665403 nChanged 715 SP:Iteration 16Q (9597.520000 sec): 3 clusters Score: Raw -4070032.666448 + Penalty 5043.976460 = -4064988.689989 nChanged 479 SP:Iteration 17Q (9597.630000 sec): 3 clusters Score: Raw -4070578.262810 + Penalty 5043.976460 = -4065534.286351 nChanged 301 SP:Iteration 18Q (9597.740000 sec): 3 clusters Score: Raw -4070837.897041 + Penalty 5043.976460 = -4065793.920582 nChanged 207 SP:Iteration 19Q (9597.840000 sec): 3 clusters Score: Raw -4070965.302605 + Penalty 5043.976460 = -4065921.326145 nChanged 146 SP:Iteration 20F (9597.980000 sec): 3 clusters Score: Raw -4071046.684000 + Penalty 5043.976460 = -4066002.707540 nChanged 96 SP:Iteration 21Q (9598.080000 sec): 3 clusters Score: Raw -4071084.737032 + Penalty 5043.976460 = -4066040.760572 nChanged 56 SP:Iteration 22Q (9598.180000 sec): 3 clusters Score: Raw -4071105.611309 + Penalty 5043.976460 = -4066061.634850 nChanged 47 SP:Iteration 23Q (9598.270000 sec): 3 clusters Score: Raw -4071121.624569 + Penalty 5043.976460 = -4066077.648109 nChanged 35 SP:Iteration 24Q (9598.370000 sec): 3 clusters Score: Raw -4071135.427987 + Penalty 5043.976460 = -4066091.451527 nChanged 22 SP:Iteration 25Q (9598.470000 sec): 3 clusters Score: Raw -4071142.044253 + Penalty 5043.976460 = -4066098.067793 nChanged 16 SP:Iteration 26Q (9598.570000 sec): 3 clusters Score: Raw -4071146.235974 + Penalty 5043.976460 = -4066102.259514 nChanged 14 SP:Iteration 27Q (9598.670000 sec): 3 clusters Score: Raw -4071149.765229 + Penalty 5043.976460 = -4066105.788769 nChanged 11 SP:Iteration 28Q (9598.770000 sec): 3 clusters Score: Raw -4071152.160185 + Penalty 5043.976460 = -4066108.183725 nChanged 11 SP:Iteration 29Q (9598.870000 sec): 3 clusters Score: Raw -4071154.476968 + Penalty 5043.976460 = -4066110.500508 nChanged 8 SP:Iteration 30Q (9598.960000 sec): 3 clusters Score: Raw -4071156.690673 + Penalty 5043.976460 = -4066112.714213 nChanged 4 SP:Iteration 31Q (9599.060000 sec): 3 clusters Score: Raw -4071157.378716 + Penalty 5043.976460 = -4066113.402257 nChanged 4 SP:Iteration 32Q (9599.160000 sec): 3 clusters Score: Raw -4071158.145761 + Penalty 5043.976460 = -4066114.169302 nChanged 7 SP:Iteration 33Q (9599.260000 sec): 3 clusters Score: Raw -4071159.589101 + Penalty 5043.976460 = -4066115.612642 nChanged 5 SP:Iteration 34Q (9599.360000 sec): 3 clusters Score: Raw -4071160.349558 + Penalty 5043.976460 = -4066116.373098 nChanged 4 SP:Iteration 35Q (9599.450000 sec): 3 clusters Score: Raw -4071160.907953 + Penalty 5043.976460 = -4066116.931493 nChanged 2 SP:Iteration 36Q (9599.550000 sec): 3 clusters Score: Raw -4071161.317561 + Penalty 5043.976460 = -4066117.341101 nChanged 2 SP:Iteration 37Q (9599.650000 sec): 3 clusters Score: Raw -4071161.974612 + Penalty 5043.976460 = -4066117.998152 nChanged 0 SP:Iteration 38F (9599.780000 sec): 3 clusters Score: Raw -4071161.974612 + Penalty 5043.976460 = -4066117.998152 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9599.800000 sec): 2 clusters Score: Raw -220316.677782 + Penalty 1800.086213 = -218516.591569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9599.810000 sec): 3 clusters Score: Raw -219876.112881 + Penalty 3600.172427 = -216275.940455 nChanged 397 SP:Iteration 1F (9599.820000 sec): 3 clusters Score: Raw -220213.459969 + Penalty 3600.172427 = -216613.287543 nChanged 94 SP:Iteration 2F (9599.820000 sec): 3 clusters Score: Raw -220309.284611 + Penalty 3600.172427 = -216709.112185 nChanged 39 SP:Iteration 3Q (9599.830000 sec): 3 clusters Score: Raw -220348.039238 + Penalty 3600.172427 = -216747.866811 nChanged 30 SP:Iteration 4Q (9599.840000 sec): 3 clusters Score: Raw -220377.008257 + Penalty 3600.172427 = -216776.835831 nChanged 22 SP:Iteration 5Q (9599.840000 sec): 3 clusters Score: Raw -220399.536919 + Penalty 3600.172427 = -216799.364493 nChanged 20 SP:Iteration 6Q (9599.850000 sec): 3 clusters Score: Raw -220417.656320 + Penalty 3600.172427 = -216817.483894 nChanged 13 SP:Iteration 7Q (9599.860000 sec): 3 clusters Score: Raw -220428.418062 + Penalty 3600.172427 = -216828.245635 nChanged 5 SP:Iteration 8Q (9599.860000 sec): 3 clusters Score: Raw -220431.324540 + Penalty 3600.172427 = -216831.152113 nChanged 4 SP:Iteration 9Q (9599.870000 sec): 3 clusters Score: Raw -220434.500315 + Penalty 3600.172427 = -216834.327889 nChanged 5 SP:Iteration 10Q (9599.880000 sec): 3 clusters Score: Raw -220437.040015 + Penalty 3600.172427 = -216836.867588 nChanged 1 SP:Iteration 11Q (9599.880000 sec): 3 clusters Score: Raw -220437.442656 + Penalty 3600.172427 = -216837.270229 nChanged 1 SP:Iteration 12Q (9599.890000 sec): 3 clusters Score: Raw -220438.203116 + Penalty 3600.172427 = -216838.030689 nChanged 2 SP:Iteration 13Q (9599.900000 sec): 3 clusters Score: Raw -220439.779147 + Penalty 3600.172427 = -216839.606721 nChanged 4 SP:Iteration 14Q (9599.910000 sec): 3 clusters Score: Raw -220443.772797 + Penalty 3600.172427 = -216843.600370 nChanged 5 SP:Iteration 15Q (9599.910000 sec): 3 clusters Score: Raw -220446.063583 + Penalty 3600.172427 = -216845.891157 nChanged 1 SP:Iteration 16Q (9599.920000 sec): 3 clusters Score: Raw -220446.264156 + Penalty 3600.172427 = -216846.091729 nChanged 0 SP:Iteration 17F (9599.930000 sec): 3 clusters Score: Raw -220446.264156 + Penalty 3600.172427 = -216846.091729 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9599.940000 sec): 2 clusters Score: Raw -152967.832762 + Penalty 1729.438669 = -151238.394093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9599.940000 sec): 3 clusters Score: Raw -152968.460641 + Penalty 3458.877338 = -149509.583303 nChanged 327 SP:Iteration 1F (9599.940000 sec): 3 clusters Score: Raw -153662.131445 + Penalty 3458.877338 = -150203.254107 nChanged 123 SP:Iteration 2F (9599.950000 sec): 3 clusters Score: Raw -153957.048465 + Penalty 3458.877338 = -150498.171128 nChanged 63 SP:Iteration 3F (9599.960000 sec): 3 clusters Score: Raw -154085.463340 + Penalty 3458.877338 = -150626.586003 nChanged 29 SP:Iteration 4Q (9599.960000 sec): 3 clusters Score: Raw -154153.084488 + Penalty 3458.877338 = -150694.207151 nChanged 22 SP:Iteration 5Q (9599.970000 sec): 3 clusters Score: Raw -154185.853527 + Penalty 3458.877338 = -150726.976189 nChanged 14 SP:Iteration 6Q (9599.970000 sec): 3 clusters Score: Raw -154213.686332 + Penalty 3458.877338 = -150754.808994 nChanged 3 SP:Iteration 7Q (9599.980000 sec): 3 clusters Score: Raw -154216.352718 + Penalty 3458.877338 = -150757.475381 nChanged 1 SP:Iteration 8Q (9599.980000 sec): 3 clusters Score: Raw -154216.957803 + Penalty 3458.877338 = -150758.080466 nChanged 1 SP:Iteration 9Q (9599.980000 sec): 3 clusters Score: Raw -154217.384603 + Penalty 3458.877338 = -150758.507265 nChanged 1 SP:Iteration 10Q (9599.990000 sec): 3 clusters Score: Raw -154219.015550 + Penalty 3458.877338 = -150760.138212 nChanged 1 SP:Iteration 11Q (9600.000000 sec): 3 clusters Score: Raw -154220.169734 + Penalty 3458.877338 = -150761.292397 nChanged 1 SP:Iteration 12Q (9600.000000 sec): 3 clusters Score: Raw -154221.247833 + Penalty 3458.877338 = -150762.370495 nChanged 0 SP:Iteration 13F (9600.000000 sec): 3 clusters Score: Raw -154221.247833 + Penalty 3458.877338 = -150762.370495 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9600.100000 sec): 2 clusters Score: Raw -3189442.813215 + Penalty 2464.776112 = -3186978.037103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9600.200000 sec): 3 clusters Score: Raw -3177242.298169 + Penalty 4929.552224 = -3172312.745945 nChanged 9202 SP:Iteration 1F (9600.310000 sec): 3 clusters Score: Raw -3182126.502362 + Penalty 4929.552224 = -3177196.950138 nChanged 1204 SP:Iteration 2F (9600.410000 sec): 3 clusters Score: Raw -3182607.410825 + Penalty 4929.552224 = -3177677.858601 nChanged 1026 SP:Iteration 3Q (9600.520000 sec): 3 clusters Score: Raw -3182998.646443 + Penalty 4929.552224 = -3178069.094219 nChanged 940 SP:Iteration 4Q (9600.620000 sec): 3 clusters Score: Raw -3183351.949971 + Penalty 4929.552224 = -3178422.397747 nChanged 874 SP:Iteration 5Q (9600.720000 sec): 3 clusters Score: Raw -3183675.996048 + Penalty 4929.552224 = -3178746.443824 nChanged 818 SP:Iteration 6Q (9600.830000 sec): 3 clusters Score: Raw -3183972.439832 + Penalty 4929.552224 = -3179042.887608 nChanged 811 SP:Iteration 7Q (9600.940000 sec): 3 clusters Score: Raw -3184287.348082 + Penalty 4929.552224 = -3179357.795858 nChanged 810 SP:Iteration 8Q (9601.040000 sec): 3 clusters Score: Raw -3184626.299603 + Penalty 4929.552224 = -3179696.747379 nChanged 816 SP:Iteration 9Q (9601.140000 sec): 3 clusters Score: Raw -3184990.714582 + Penalty 4929.552224 = -3180061.162358 nChanged 803 SP:Iteration 10Q (9601.250000 sec): 3 clusters Score: Raw -3185380.907529 + Penalty 4929.552224 = -3180451.355305 nChanged 827 SP:Iteration 11Q (9601.350000 sec): 3 clusters Score: Raw -3185838.328139 + Penalty 4929.552224 = -3180908.775916 nChanged 836 SP:Iteration 12Q (9601.460000 sec): 3 clusters Score: Raw -3186336.075255 + Penalty 4929.552224 = -3181406.523031 nChanged 770 SP:Iteration 13Q (9601.560000 sec): 3 clusters Score: Raw -3186842.487196 + Penalty 4929.552224 = -3181912.934972 nChanged 660 SP:Iteration 14Q (9601.660000 sec): 3 clusters Score: Raw -3187324.826355 + Penalty 4929.552224 = -3182395.274131 nChanged 593 SP:Iteration 15Q (9601.770000 sec): 3 clusters Score: Raw -3187801.960543 + Penalty 4929.552224 = -3182872.408320 nChanged 536 SP:Iteration 16Q (9601.860000 sec): 3 clusters Score: Raw -3188187.807795 + Penalty 4929.552224 = -3183258.255572 nChanged 423 SP:Iteration 17Q (9601.960000 sec): 3 clusters Score: Raw -3188454.965291 + Penalty 4929.552224 = -3183525.413067 nChanged 359 SP:Iteration 18Q (9602.050000 sec): 3 clusters Score: Raw -3188663.477127 + Penalty 4929.552224 = -3183733.924903 nChanged 272 SP:Iteration 19Q (9602.140000 sec): 3 clusters Score: Raw -3188813.919366 + Penalty 4929.552224 = -3183884.367142 nChanged 250 SP:Iteration 20F (9602.240000 sec): 3 clusters Score: Raw -3188946.329080 + Penalty 4929.552224 = -3184016.776856 nChanged 220 SP:Iteration 21Q (9602.330000 sec): 3 clusters Score: Raw -3189061.537683 + Penalty 4929.552224 = -3184131.985460 nChanged 207 SP:Iteration 22Q (9602.410000 sec): 3 clusters Score: Raw -3189180.471842 + Penalty 4929.552224 = -3184250.919618 nChanged 206 SP:Iteration 23Q (9602.500000 sec): 3 clusters Score: Raw -3189294.947562 + Penalty 4929.552224 = -3184365.395338 nChanged 173 SP:Iteration 24Q (9602.580000 sec): 3 clusters Score: Raw -3189387.653477 + Penalty 4929.552224 = -3184458.101253 nChanged 149 SP:Iteration 25Q (9602.660000 sec): 3 clusters Score: Raw -3189471.172602 + Penalty 4929.552224 = -3184541.620378 nChanged 127 SP:Iteration 26Q (9602.740000 sec): 3 clusters Score: Raw -3189549.934527 + Penalty 4929.552224 = -3184620.382303 nChanged 96 SP:Iteration 27Q (9602.820000 sec): 3 clusters Score: Raw -3189600.744235 + Penalty 4929.552224 = -3184671.192011 nChanged 76 SP:Iteration 28Q (9602.900000 sec): 3 clusters Score: Raw -3189647.109319 + Penalty 4929.552224 = -3184717.557095 nChanged 67 SP:Iteration 29Q (9602.980000 sec): 3 clusters Score: Raw -3189690.141279 + Penalty 4929.552224 = -3184760.589055 nChanged 55 SP:Iteration 30Q (9603.060000 sec): 3 clusters Score: Raw -3189722.745822 + Penalty 4929.552224 = -3184793.193598 nChanged 45 SP:Iteration 31Q (9603.140000 sec): 3 clusters Score: Raw -3189747.711605 + Penalty 4929.552224 = -3184818.159381 nChanged 27 SP:Iteration 32Q (9603.220000 sec): 3 clusters Score: Raw -3189765.855105 + Penalty 4929.552224 = -3184836.302881 nChanged 26 SP:Iteration 33Q (9603.300000 sec): 3 clusters Score: Raw -3189781.358943 + Penalty 4929.552224 = -3184851.806719 nChanged 30 SP:Iteration 34Q (9603.380000 sec): 3 clusters Score: Raw -3189796.315859 + Penalty 4929.552224 = -3184866.763635 nChanged 16 SP:Iteration 35Q (9603.450000 sec): 3 clusters Score: Raw -3189803.711699 + Penalty 4929.552224 = -3184874.159475 nChanged 15 SP:Iteration 36Q (9603.530000 sec): 3 clusters Score: Raw -3189811.876468 + Penalty 4929.552224 = -3184882.324244 nChanged 13 SP:Iteration 37Q (9603.600000 sec): 3 clusters Score: Raw -3189818.912423 + Penalty 4929.552224 = -3184889.360199 nChanged 11 SP:Iteration 38Q (9603.680000 sec): 3 clusters Score: Raw -3189825.650142 + Penalty 4929.552224 = -3184896.097918 nChanged 10 SP:Iteration 39Q (9603.760000 sec): 3 clusters Score: Raw -3189830.361535 + Penalty 4929.552224 = -3184900.809311 nChanged 10 SP:Iteration 40F (9603.860000 sec): 3 clusters Score: Raw -3189836.336364 + Penalty 4929.552224 = -3184906.784140 nChanged 8 SP:Iteration 41Q (9603.940000 sec): 3 clusters Score: Raw -3189840.294268 + Penalty 4929.552224 = -3184910.742044 nChanged 5 SP:Iteration 42Q (9604.010000 sec): 3 clusters Score: Raw -3189842.673612 + Penalty 4929.552224 = -3184913.121388 nChanged 5 SP:Iteration 43Q (9604.090000 sec): 3 clusters Score: Raw -3189845.587693 + Penalty 4929.552224 = -3184916.035469 nChanged 7 SP:Iteration 44Q (9604.170000 sec): 3 clusters Score: Raw -3189848.750838 + Penalty 4929.552224 = -3184919.198615 nChanged 4 SP:Iteration 45Q (9604.240000 sec): 3 clusters Score: Raw -3189850.592017 + Penalty 4929.552224 = -3184921.039793 nChanged 3 SP:Iteration 46Q (9604.320000 sec): 3 clusters Score: Raw -3189851.637681 + Penalty 4929.552224 = -3184922.085457 nChanged 1 SP:Iteration 47Q (9604.390000 sec): 3 clusters Score: Raw -3189852.108035 + Penalty 4929.552224 = -3184922.555811 nChanged 3 SP:Iteration 48Q (9604.470000 sec): 3 clusters Score: Raw -3189853.616127 + Penalty 4929.552224 = -3184924.063903 nChanged 5 SP:Iteration 49Q (9604.550000 sec): 3 clusters Score: Raw -3189855.883705 + Penalty 4929.552224 = -3184926.331481 nChanged 3 SP:Iteration 50Q (9604.620000 sec): 3 clusters Score: Raw -3189858.299103 + Penalty 4929.552224 = -3184928.746879 nChanged 3 SP:Iteration 51Q (9604.700000 sec): 3 clusters Score: Raw -3189861.066439 + Penalty 4929.552224 = -3184931.514215 nChanged 2 SP:Iteration 52Q (9604.780000 sec): 3 clusters Score: Raw -3189861.819361 + Penalty 4929.552224 = -3184932.267137 nChanged 2 SP:Iteration 53Q (9604.850000 sec): 3 clusters Score: Raw -3189862.652829 + Penalty 4929.552224 = -3184933.100605 nChanged 1 SP:Iteration 54Q (9604.930000 sec): 3 clusters Score: Raw -3189862.794162 + Penalty 4929.552224 = -3184933.241938 nChanged 0 SP:Iteration 55F (9605.030000 sec): 3 clusters Score: Raw -3189862.794162 + Penalty 4929.552224 = -3184933.241938 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9605.960000 sec): 2 clusters Score: Raw -32567303.524547 + Penalty 3036.309972 = -32564267.214576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9607.040000 sec): 3 clusters Score: Raw -32431085.001207 + Penalty 6072.619943 = -32425012.381263 nChanged 100030 SP:Iteration 1F (9608.110000 sec): 3 clusters Score: Raw -32491050.674929 + Penalty 6072.619943 = -32484978.054985 nChanged 8324 SP:Iteration 2Q (9609.230000 sec): 3 clusters Score: Raw -32494221.164238 + Penalty 6072.619943 = -32488148.544295 nChanged 11453 SP:Iteration 3F (9610.300000 sec): 3 clusters Score: Raw -32500203.667712 + Penalty 6072.619943 = -32494131.047769 nChanged 14881 SP:Iteration 4F (9611.390000 sec): 3 clusters Score: Raw -32510262.461502 + Penalty 6072.619943 = -32504189.841559 nChanged 17545 SP:Iteration 5F (9612.460000 sec): 3 clusters Score: Raw -32524719.002325 + Penalty 6072.619943 = -32518646.382382 nChanged 17525 SP:Iteration 6F (9613.520000 sec): 3 clusters Score: Raw -32540939.154094 + Penalty 6072.619943 = -32534866.534150 nChanged 13768 SP:Iteration 7F (9614.580000 sec): 3 clusters Score: Raw -32554112.727248 + Penalty 6072.619943 = -32548040.107305 nChanged 8213 SP:Iteration 8Q (9615.640000 sec): 3 clusters Score: Raw -32562085.737515 + Penalty 6072.619943 = -32556013.117571 nChanged 3816 SP:Iteration 9Q (9616.610000 sec): 3 clusters Score: Raw -32565747.770024 + Penalty 6072.619943 = -32559675.150081 nChanged 1287 SP:Iteration 10Q (9617.460000 sec): 3 clusters Score: Raw -32566992.553568 + Penalty 6072.619943 = -32560919.933625 nChanged 351 SP:Iteration 11Q (9618.250000 sec): 3 clusters Score: Raw -32567387.768357 + Penalty 6072.619943 = -32561315.148414 nChanged 115 SP:Iteration 12Q (9619.010000 sec): 3 clusters Score: Raw -32567533.279657 + Penalty 6072.619943 = -32561460.659714 nChanged 37 SP:Iteration 13Q (9619.760000 sec): 3 clusters Score: Raw -32567588.599682 + Penalty 6072.619943 = -32561515.979738 nChanged 23 SP:Iteration 14Q (9620.500000 sec): 3 clusters Score: Raw -32567622.442922 + Penalty 6072.619943 = -32561549.822979 nChanged 12 SP:Iteration 15Q (9621.240000 sec): 3 clusters Score: Raw -32567643.680999 + Penalty 6072.619943 = -32561571.061056 nChanged 9 SP:Iteration 16Q (9621.980000 sec): 3 clusters Score: Raw -32567654.918436 + Penalty 6072.619943 = -32561582.298493 nChanged 3 SP:Iteration 17Q (9622.720000 sec): 3 clusters Score: Raw -32567659.211268 + Penalty 6072.619943 = -32561586.591325 nChanged 2 SP:Iteration 18Q (9623.460000 sec): 3 clusters Score: Raw -32567663.030854 + Penalty 6072.619943 = -32561590.410911 nChanged 1 SP:Iteration 19Q (9624.200000 sec): 3 clusters Score: Raw -32567665.510735 + Penalty 6072.619943 = -32561592.890792 nChanged 1 SP:Iteration 20F (9625.250000 sec): 3 clusters Score: Raw -32567666.621980 + Penalty 6072.619943 = -32561594.002037 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9625.400000 sec): 2 clusters Score: Raw -1610409.695292 + Penalty 2307.033604 = -1608102.661688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9625.450000 sec): 3 clusters Score: Raw -1604335.265463 + Penalty 4614.067209 = -1599721.198254 nChanged 4676 SP:Iteration 1F (9625.500000 sec): 3 clusters Score: Raw -1606952.271738 + Penalty 4614.067209 = -1602338.204530 nChanged 796 SP:Iteration 2F (9625.560000 sec): 3 clusters Score: Raw -1607435.492823 + Penalty 4614.067209 = -1602821.425614 nChanged 671 SP:Iteration 3F (9625.610000 sec): 3 clusters Score: Raw -1607807.562401 + Penalty 4614.067209 = -1603193.495192 nChanged 531 SP:Iteration 4Q (9625.670000 sec): 3 clusters Score: Raw -1608072.540172 + Penalty 4614.067209 = -1603458.472964 nChanged 445 SP:Iteration 5Q (9625.720000 sec): 3 clusters Score: Raw -1608287.281592 + Penalty 4614.067209 = -1603673.214384 nChanged 392 SP:Iteration 6Q (9625.780000 sec): 3 clusters Score: Raw -1608450.432193 + Penalty 4614.067209 = -1603836.364984 nChanged 300 SP:Iteration 7Q (9625.830000 sec): 3 clusters Score: Raw -1608581.971153 + Penalty 4614.067209 = -1603967.903944 nChanged 305 SP:Iteration 8Q (9625.880000 sec): 3 clusters Score: Raw -1608724.918847 + Penalty 4614.067209 = -1604110.851638 nChanged 297 SP:Iteration 9Q (9625.940000 sec): 3 clusters Score: Raw -1608870.668561 + Penalty 4614.067209 = -1604256.601353 nChanged 328 SP:Iteration 10Q (9625.990000 sec): 3 clusters Score: Raw -1609050.271424 + Penalty 4614.067209 = -1604436.204215 nChanged 328 SP:Iteration 11Q (9626.040000 sec): 3 clusters Score: Raw -1609233.123477 + Penalty 4614.067209 = -1604619.056268 nChanged 323 SP:Iteration 12Q (9626.100000 sec): 3 clusters Score: Raw -1609405.120663 + Penalty 4614.067209 = -1604791.053455 nChanged 311 SP:Iteration 13Q (9626.150000 sec): 3 clusters Score: Raw -1609581.389309 + Penalty 4614.067209 = -1604967.322100 nChanged 271 SP:Iteration 14Q (9626.200000 sec): 3 clusters Score: Raw -1609742.094229 + Penalty 4614.067209 = -1605128.027020 nChanged 248 SP:Iteration 15Q (9626.250000 sec): 3 clusters Score: Raw -1609895.902434 + Penalty 4614.067209 = -1605281.835226 nChanged 234 SP:Iteration 16Q (9626.300000 sec): 3 clusters Score: Raw -1610053.113924 + Penalty 4614.067209 = -1605439.046715 nChanged 207 SP:Iteration 17Q (9626.350000 sec): 3 clusters Score: Raw -1610181.319650 + Penalty 4614.067209 = -1605567.252441 nChanged 173 SP:Iteration 18Q (9626.400000 sec): 3 clusters Score: Raw -1610275.631975 + Penalty 4614.067209 = -1605661.564766 nChanged 137 SP:Iteration 19Q (9626.440000 sec): 3 clusters Score: Raw -1610356.221455 + Penalty 4614.067209 = -1605742.154246 nChanged 108 SP:Iteration 20F (9626.500000 sec): 3 clusters Score: Raw -1610420.665292 + Penalty 4614.067209 = -1605806.598083 nChanged 86 SP:Iteration 21Q (9626.540000 sec): 3 clusters Score: Raw -1610466.544098 + Penalty 4614.067209 = -1605852.476890 nChanged 84 SP:Iteration 22Q (9626.590000 sec): 3 clusters Score: Raw -1610511.953588 + Penalty 4614.067209 = -1605897.886380 nChanged 65 SP:Iteration 23Q (9626.630000 sec): 3 clusters Score: Raw -1610554.744653 + Penalty 4614.067209 = -1605940.677445 nChanged 51 SP:Iteration 24Q (9626.680000 sec): 3 clusters Score: Raw -1610584.547576 + Penalty 4614.067209 = -1605970.480367 nChanged 50 SP:Iteration 25Q (9626.720000 sec): 3 clusters Score: Raw -1610611.423694 + Penalty 4614.067209 = -1605997.356485 nChanged 47 SP:Iteration 26Q (9626.760000 sec): 3 clusters Score: Raw -1610632.651073 + Penalty 4614.067209 = -1606018.583864 nChanged 33 SP:Iteration 27Q (9626.810000 sec): 3 clusters Score: Raw -1610653.839131 + Penalty 4614.067209 = -1606039.771922 nChanged 28 SP:Iteration 28Q (9626.850000 sec): 3 clusters Score: Raw -1610670.859331 + Penalty 4614.067209 = -1606056.792122 nChanged 24 SP:Iteration 29Q (9626.890000 sec): 3 clusters Score: Raw -1610685.680657 + Penalty 4614.067209 = -1606071.613448 nChanged 20 SP:Iteration 30Q (9626.940000 sec): 3 clusters Score: Raw -1610697.128964 + Penalty 4614.067209 = -1606083.061756 nChanged 11 SP:Iteration 31Q (9626.980000 sec): 3 clusters Score: Raw -1610701.399726 + Penalty 4614.067209 = -1606087.332517 nChanged 5 SP:Iteration 32Q (9627.020000 sec): 3 clusters Score: Raw -1610704.703794 + Penalty 4614.067209 = -1606090.636585 nChanged 8 SP:Iteration 33Q (9627.060000 sec): 3 clusters Score: Raw -1610708.171377 + Penalty 4614.067209 = -1606094.104169 nChanged 7 SP:Iteration 34Q (9627.100000 sec): 3 clusters Score: Raw -1610711.836501 + Penalty 4614.067209 = -1606097.769293 nChanged 5 SP:Iteration 35Q (9627.140000 sec): 3 clusters Score: Raw -1610714.546009 + Penalty 4614.067209 = -1606100.478800 nChanged 4 SP:Iteration 36Q (9627.180000 sec): 3 clusters Score: Raw -1610716.634366 + Penalty 4614.067209 = -1606102.567158 nChanged 7 SP:Iteration 37Q (9627.230000 sec): 3 clusters Score: Raw -1610719.338894 + Penalty 4614.067209 = -1606105.271686 nChanged 8 SP:Iteration 38Q (9627.270000 sec): 3 clusters Score: Raw -1610724.237880 + Penalty 4614.067209 = -1606110.170671 nChanged 7 SP:Iteration 39Q (9627.310000 sec): 3 clusters Score: Raw -1610728.522815 + Penalty 4614.067209 = -1606114.455606 nChanged 11 SP:Iteration 40F (9627.360000 sec): 3 clusters Score: Raw -1610736.208378 + Penalty 4614.067209 = -1606122.141169 nChanged 12 SP:Iteration 41Q (9627.410000 sec): 3 clusters Score: Raw -1610742.781988 + Penalty 4614.067209 = -1606128.714779 nChanged 14 SP:Iteration 42Q (9627.450000 sec): 3 clusters Score: Raw -1610751.259303 + Penalty 4614.067209 = -1606137.192094 nChanged 11 SP:Iteration 43Q (9627.490000 sec): 3 clusters Score: Raw -1610760.727057 + Penalty 4614.067209 = -1606146.659849 nChanged 11 SP:Iteration 44Q (9627.530000 sec): 3 clusters Score: Raw -1610768.180111 + Penalty 4614.067209 = -1606154.112902 nChanged 4 SP:Iteration 45Q (9627.570000 sec): 3 clusters Score: Raw -1610771.023359 + Penalty 4614.067209 = -1606156.956150 nChanged 6 SP:Iteration 46Q (9627.620000 sec): 3 clusters Score: Raw -1610776.455273 + Penalty 4614.067209 = -1606162.388064 nChanged 7 SP:Iteration 47Q (9627.660000 sec): 3 clusters Score: Raw -1610779.832590 + Penalty 4614.067209 = -1606165.765382 nChanged 4 SP:Iteration 48Q (9627.700000 sec): 3 clusters Score: Raw -1610781.790946 + Penalty 4614.067209 = -1606167.723737 nChanged 4 SP:Iteration 49Q (9627.740000 sec): 3 clusters Score: Raw -1610782.965435 + Penalty 4614.067209 = -1606168.898227 nChanged 2 SP:Iteration 50Q (9627.780000 sec): 3 clusters Score: Raw -1610783.867571 + Penalty 4614.067209 = -1606169.800362 nChanged 0 SP:Iteration 51F (9627.830000 sec): 3 clusters Score: Raw -1610783.867571 + Penalty 4614.067209 = -1606169.800362 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9627.840000 sec): 2 clusters Score: Raw -93344.522316 + Penalty 1603.603892 = -91740.918424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9627.840000 sec): 3 clusters Score: Raw -93288.676432 + Penalty 3207.207783 = -90081.468649 nChanged 116 SP:Iteration 1F (9627.850000 sec): 3 clusters Score: Raw -93504.256333 + Penalty 3207.207783 = -90297.048550 nChanged 46 SP:Iteration 2F (9627.850000 sec): 3 clusters Score: Raw -93600.053341 + Penalty 3207.207783 = -90392.845557 nChanged 29 SP:Iteration 3Q (9627.860000 sec): 3 clusters Score: Raw -93690.081216 + Penalty 3207.207783 = -90482.873433 nChanged 19 SP:Iteration 4Q (9627.860000 sec): 3 clusters Score: Raw -93738.899744 + Penalty 3207.207783 = -90531.691961 nChanged 14 SP:Iteration 5Q (9627.860000 sec): 3 clusters Score: Raw -93767.357575 + Penalty 3207.207783 = -90560.149792 nChanged 11 SP:Iteration 6Q (9627.860000 sec): 3 clusters Score: Raw -93795.875585 + Penalty 3207.207783 = -90588.667802 nChanged 15 SP:Iteration 7Q (9627.870000 sec): 3 clusters Score: Raw -93848.404710 + Penalty 3207.207783 = -90641.196926 nChanged 20 SP:Iteration 8Q (9627.870000 sec): 3 clusters Score: Raw -93918.219542 + Penalty 3207.207783 = -90711.011759 nChanged 14 SP:Iteration 9Q (9627.880000 sec): 3 clusters Score: Raw -94009.938021 + Penalty 3207.207783 = -90802.730238 nChanged 15 SP:Iteration 10Q (9627.880000 sec): 3 clusters Score: Raw -94219.067313 + Penalty 3207.207783 = -91011.859530 nChanged 21 SP:Iteration 11Q (9627.880000 sec): 3 clusters Score: Raw -94412.899033 + Penalty 3207.207783 = -91205.691250 nChanged 21 SP:Iteration 12Q (9627.880000 sec): 3 clusters Score: Raw -94459.631737 + Penalty 3207.207783 = -91252.423953 nChanged 13 SP:Iteration 13Q (9627.880000 sec): 3 clusters Score: Raw -94492.912359 + Penalty 3207.207783 = -91285.704576 nChanged 7 SP:Iteration 14Q (9627.890000 sec): 3 clusters Score: Raw -94513.573999 + Penalty 3207.207783 = -91306.366216 nChanged 8 SP:Iteration 15Q (9627.890000 sec): 3 clusters Score: Raw -94538.997492 + Penalty 3207.207783 = -91331.789709 nChanged 5 SP:Iteration 16Q (9627.890000 sec): 3 clusters Score: Raw -94550.597436 + Penalty 3207.207783 = -91343.389653 nChanged 3 SP:Iteration 17Q (9627.900000 sec): 3 clusters Score: Raw -94561.249900 + Penalty 3207.207783 = -91354.042117 nChanged 1 SP:Iteration 18Q (9627.900000 sec): 3 clusters Score: Raw -94564.870475 + Penalty 3207.207783 = -91357.662691 nChanged 1 SP:Iteration 19Q (9627.900000 sec): 3 clusters Score: Raw -94568.617597 + Penalty 3207.207783 = -91361.409814 nChanged 0 SP:Iteration 20F (9627.900000 sec): 3 clusters Score: Raw -94568.885591 + Penalty 3207.207783 = -91361.677808 nChanged 1 SP:Iteration 21Q (9627.910000 sec): 3 clusters Score: Raw -94575.814171 + Penalty 3207.207783 = -91368.606388 nChanged 0 SP:Iteration 22F (9627.910000 sec): 3 clusters Score: Raw -94575.814171 + Penalty 3207.207783 = -91368.606388 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9628.080000 sec): 2 clusters Score: Raw -5768278.606768 + Penalty 2606.578155 = -5765672.028613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9628.280000 sec): 3 clusters Score: Raw -5745983.335251 + Penalty 5213.156309 = -5740770.178942 nChanged 16726 SP:Iteration 1F (9628.460000 sec): 3 clusters Score: Raw -5755375.035635 + Penalty 5213.156309 = -5750161.879326 nChanged 1912 SP:Iteration 2F (9628.650000 sec): 3 clusters Score: Raw -5756136.271247 + Penalty 5213.156309 = -5750923.114938 nChanged 2011 SP:Iteration 3F (9628.840000 sec): 3 clusters Score: Raw -5757050.202474 + Penalty 5213.156309 = -5751837.046165 nChanged 2148 SP:Iteration 4F (9629.030000 sec): 3 clusters Score: Raw -5758254.547299 + Penalty 5213.156309 = -5753041.390990 nChanged 2425 SP:Iteration 5F (9629.220000 sec): 3 clusters Score: Raw -5759924.744240 + Penalty 5213.156309 = -5754711.587931 nChanged 2659 SP:Iteration 6F (9629.410000 sec): 3 clusters Score: Raw -5762015.788465 + Penalty 5213.156309 = -5756802.632156 nChanged 2542 SP:Iteration 7F (9629.590000 sec): 3 clusters Score: Raw -5764093.483317 + Penalty 5213.156309 = -5758880.327008 nChanged 2066 SP:Iteration 8F (9629.780000 sec): 3 clusters Score: Raw -5765751.293572 + Penalty 5213.156309 = -5760538.137263 nChanged 1455 SP:Iteration 9Q (9629.970000 sec): 3 clusters Score: Raw -5766853.304913 + Penalty 5213.156309 = -5761640.148603 nChanged 945 SP:Iteration 10Q (9630.160000 sec): 3 clusters Score: Raw -5767572.290406 + Penalty 5213.156309 = -5762359.134097 nChanged 626 SP:Iteration 11Q (9630.350000 sec): 3 clusters Score: Raw -5768065.442861 + Penalty 5213.156309 = -5762852.286552 nChanged 432 SP:Iteration 12Q (9630.530000 sec): 3 clusters Score: Raw -5768376.621573 + Penalty 5213.156309 = -5763163.465264 nChanged 265 SP:Iteration 13Q (9630.710000 sec): 3 clusters Score: Raw -5768555.127084 + Penalty 5213.156309 = -5763341.970775 nChanged 180 SP:Iteration 14Q (9630.880000 sec): 3 clusters Score: Raw -5768658.259908 + Penalty 5213.156309 = -5763445.103598 nChanged 111 SP:Iteration 15Q (9631.040000 sec): 3 clusters Score: Raw -5768728.040249 + Penalty 5213.156309 = -5763514.883940 nChanged 88 SP:Iteration 16Q (9631.210000 sec): 3 clusters Score: Raw -5768782.310060 + Penalty 5213.156309 = -5763569.153751 nChanged 71 SP:Iteration 17Q (9631.370000 sec): 3 clusters Score: Raw -5768826.642142 + Penalty 5213.156309 = -5763613.485833 nChanged 54 SP:Iteration 18Q (9631.530000 sec): 3 clusters Score: Raw -5768856.396372 + Penalty 5213.156309 = -5763643.240062 nChanged 43 SP:Iteration 19Q (9631.690000 sec): 3 clusters Score: Raw -5768879.000125 + Penalty 5213.156309 = -5763665.843816 nChanged 36 SP:Iteration 20F (9631.880000 sec): 3 clusters Score: Raw -5768898.138063 + Penalty 5213.156309 = -5763684.981753 nChanged 22 SP:Iteration 21Q (9632.040000 sec): 3 clusters Score: Raw -5768910.161902 + Penalty 5213.156309 = -5763697.005593 nChanged 22 SP:Iteration 22Q (9632.190000 sec): 3 clusters Score: Raw -5768920.467984 + Penalty 5213.156309 = -5763707.311675 nChanged 17 SP:Iteration 23Q (9632.350000 sec): 3 clusters Score: Raw -5768928.203710 + Penalty 5213.156309 = -5763715.047400 nChanged 15 SP:Iteration 24Q (9632.510000 sec): 3 clusters Score: Raw -5768934.165411 + Penalty 5213.156309 = -5763721.009101 nChanged 13 SP:Iteration 25Q (9632.660000 sec): 3 clusters Score: Raw -5768938.837563 + Penalty 5213.156309 = -5763725.681254 nChanged 6 SP:Iteration 26Q (9632.830000 sec): 3 clusters Score: Raw -5768942.619471 + Penalty 5213.156309 = -5763729.463162 nChanged 7 SP:Iteration 27Q (9632.980000 sec): 3 clusters Score: Raw -5768946.337171 + Penalty 5213.156309 = -5763733.180861 nChanged 10 SP:Iteration 28Q (9633.140000 sec): 3 clusters Score: Raw -5768950.219047 + Penalty 5213.156309 = -5763737.062738 nChanged 7 SP:Iteration 29Q (9633.300000 sec): 3 clusters Score: Raw -5768954.307761 + Penalty 5213.156309 = -5763741.151451 nChanged 6 SP:Iteration 30Q (9633.450000 sec): 3 clusters Score: Raw -5768956.546469 + Penalty 5213.156309 = -5763743.390160 nChanged 4 SP:Iteration 31Q (9633.610000 sec): 3 clusters Score: Raw -5768957.884441 + Penalty 5213.156309 = -5763744.728131 nChanged 0 SP:Iteration 32F (9633.790000 sec): 3 clusters Score: Raw -5768957.884441 + Penalty 5213.156309 = -5763744.728131 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9633.830000 sec): 2 clusters Score: Raw -705057.431284 + Penalty 2097.024321 = -702960.406963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9633.850000 sec): 3 clusters Score: Raw -702795.802349 + Penalty 4194.048642 = -698601.753708 nChanged 1782 SP:Iteration 1F (9633.880000 sec): 3 clusters Score: Raw -703807.661630 + Penalty 4194.048642 = -699613.612988 nChanged 332 SP:Iteration 2F (9633.900000 sec): 3 clusters Score: Raw -704032.501694 + Penalty 4194.048642 = -699838.453052 nChanged 236 SP:Iteration 3F (9633.920000 sec): 3 clusters Score: Raw -704163.997840 + Penalty 4194.048642 = -699969.949198 nChanged 167 SP:Iteration 4Q (9633.950000 sec): 3 clusters Score: Raw -704244.221864 + Penalty 4194.048642 = -700050.173223 nChanged 109 SP:Iteration 5Q (9633.970000 sec): 3 clusters Score: Raw -704292.424614 + Penalty 4194.048642 = -700098.375973 nChanged 96 SP:Iteration 6Q (9633.990000 sec): 3 clusters Score: Raw -704332.403949 + Penalty 4194.048642 = -700138.355308 nChanged 68 SP:Iteration 7Q (9634.020000 sec): 3 clusters Score: Raw -704361.207762 + Penalty 4194.048642 = -700167.159120 nChanged 63 SP:Iteration 8Q (9634.040000 sec): 3 clusters Score: Raw -704393.565592 + Penalty 4194.048642 = -700199.516951 nChanged 79 SP:Iteration 9Q (9634.060000 sec): 3 clusters Score: Raw -704425.159699 + Penalty 4194.048642 = -700231.111058 nChanged 60 SP:Iteration 10Q (9634.090000 sec): 3 clusters Score: Raw -704449.412639 + Penalty 4194.048642 = -700255.363998 nChanged 43 SP:Iteration 11Q (9634.110000 sec): 3 clusters Score: Raw -704464.877496 + Penalty 4194.048642 = -700270.828854 nChanged 42 SP:Iteration 12Q (9634.130000 sec): 3 clusters Score: Raw -704479.776687 + Penalty 4194.048642 = -700285.728046 nChanged 37 SP:Iteration 13Q (9634.160000 sec): 3 clusters Score: Raw -704490.752802 + Penalty 4194.048642 = -700296.704160 nChanged 29 SP:Iteration 14Q (9634.180000 sec): 3 clusters Score: Raw -704502.166973 + Penalty 4194.048642 = -700308.118331 nChanged 32 SP:Iteration 15Q (9634.200000 sec): 3 clusters Score: Raw -704512.896759 + Penalty 4194.048642 = -700318.848117 nChanged 20 SP:Iteration 16Q (9634.230000 sec): 3 clusters Score: Raw -704518.982476 + Penalty 4194.048642 = -700324.933834 nChanged 16 SP:Iteration 17Q (9634.250000 sec): 3 clusters Score: Raw -704525.264922 + Penalty 4194.048642 = -700331.216280 nChanged 13 SP:Iteration 18Q (9634.270000 sec): 3 clusters Score: Raw -704529.629615 + Penalty 4194.048642 = -700335.580974 nChanged 20 SP:Iteration 19Q (9634.300000 sec): 3 clusters Score: Raw -704536.795677 + Penalty 4194.048642 = -700342.747035 nChanged 27 SP:Iteration 20F (9634.320000 sec): 3 clusters Score: Raw -704546.800403 + Penalty 4194.048642 = -700352.751761 nChanged 21 SP:Iteration 21Q (9634.340000 sec): 3 clusters Score: Raw -704556.633614 + Penalty 4194.048642 = -700362.584972 nChanged 31 SP:Iteration 22Q (9634.370000 sec): 3 clusters Score: Raw -704565.261055 + Penalty 4194.048642 = -700371.212413 nChanged 29 SP:Iteration 23Q (9634.390000 sec): 3 clusters Score: Raw -704574.554242 + Penalty 4194.048642 = -700380.505600 nChanged 22 SP:Iteration 24Q (9634.420000 sec): 3 clusters Score: Raw -704580.805279 + Penalty 4194.048642 = -700386.756637 nChanged 20 SP:Iteration 25Q (9634.440000 sec): 3 clusters Score: Raw -704587.066061 + Penalty 4194.048642 = -700393.017419 nChanged 24 SP:Iteration 26Q (9634.460000 sec): 3 clusters Score: Raw -704595.738024 + Penalty 4194.048642 = -700401.689382 nChanged 20 SP:Iteration 27Q (9634.480000 sec): 3 clusters Score: Raw -704602.423082 + Penalty 4194.048642 = -700408.374440 nChanged 19 SP:Iteration 28Q (9634.510000 sec): 3 clusters Score: Raw -704606.962194 + Penalty 4194.048642 = -700412.913552 nChanged 9 SP:Iteration 29Q (9634.530000 sec): 3 clusters Score: Raw -704609.180670 + Penalty 4194.048642 = -700415.132029 nChanged 10 SP:Iteration 30Q (9634.560000 sec): 3 clusters Score: Raw -704611.978473 + Penalty 4194.048642 = -700417.929831 nChanged 10 SP:Iteration 31Q (9634.580000 sec): 3 clusters Score: Raw -704614.492250 + Penalty 4194.048642 = -700420.443608 nChanged 9 SP:Iteration 32Q (9634.600000 sec): 3 clusters Score: Raw -704616.915915 + Penalty 4194.048642 = -700422.867273 nChanged 11 SP:Iteration 33Q (9634.620000 sec): 3 clusters Score: Raw -704619.977985 + Penalty 4194.048642 = -700425.929343 nChanged 9 SP:Iteration 34Q (9634.650000 sec): 3 clusters Score: Raw -704621.977628 + Penalty 4194.048642 = -700427.928986 nChanged 12 SP:Iteration 35Q (9634.670000 sec): 3 clusters Score: Raw -704625.047095 + Penalty 4194.048642 = -700430.998454 nChanged 8 SP:Iteration 36Q (9634.700000 sec): 3 clusters Score: Raw -704627.016583 + Penalty 4194.048642 = -700432.967941 nChanged 3 SP:Iteration 37Q (9634.720000 sec): 3 clusters Score: Raw -704628.457115 + Penalty 4194.048642 = -700434.408473 nChanged 7 SP:Iteration 38Q (9634.740000 sec): 3 clusters Score: Raw -704630.620957 + Penalty 4194.048642 = -700436.572315 nChanged 10 SP:Iteration 39Q (9634.760000 sec): 3 clusters Score: Raw -704633.217527 + Penalty 4194.048642 = -700439.168886 nChanged 7 SP:Iteration 40F (9634.790000 sec): 3 clusters Score: Raw -704634.064431 + Penalty 4194.048642 = -700440.015790 nChanged 4 SP:Iteration 41Q (9634.810000 sec): 3 clusters Score: Raw -704635.281342 + Penalty 4194.048642 = -700441.232700 nChanged 4 SP:Iteration 42Q (9634.840000 sec): 3 clusters Score: Raw -704636.214364 + Penalty 4194.048642 = -700442.165722 nChanged 5 SP:Iteration 43Q (9634.860000 sec): 3 clusters Score: Raw -704637.882680 + Penalty 4194.048642 = -700443.834038 nChanged 6 SP:Iteration 44Q (9634.880000 sec): 3 clusters Score: Raw -704638.934532 + Penalty 4194.048642 = -700444.885890 nChanged 7 SP:Iteration 45Q (9634.900000 sec): 3 clusters Score: Raw -704640.076859 + Penalty 4194.048642 = -700446.028217 nChanged 3 SP:Iteration 46Q (9634.930000 sec): 3 clusters Score: Raw -704640.769026 + Penalty 4194.048642 = -700446.720384 nChanged 2 SP:Iteration 47Q (9634.950000 sec): 3 clusters Score: Raw -704640.958978 + Penalty 4194.048642 = -700446.910336 nChanged 0 SP:Iteration 48F (9634.970000 sec): 3 clusters Score: Raw -704640.958978 + Penalty 4194.048642 = -700446.910336 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9634.990000 sec): 2 clusters Score: Raw -535227.363106 + Penalty 2021.029585 = -533206.333521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9635.010000 sec): 3 clusters Score: Raw -533696.583565 + Penalty 4042.059170 = -529654.524395 nChanged 1252 SP:Iteration 1F (9635.030000 sec): 3 clusters Score: Raw -534469.491674 + Penalty 4042.059170 = -530427.432503 nChanged 266 SP:Iteration 2F (9635.040000 sec): 3 clusters Score: Raw -534637.169967 + Penalty 4042.059170 = -530595.110796 nChanged 157 SP:Iteration 3Q (9635.060000 sec): 3 clusters Score: Raw -534728.560058 + Penalty 4042.059170 = -530686.500887 nChanged 120 SP:Iteration 4Q (9635.080000 sec): 3 clusters Score: Raw -534793.097233 + Penalty 4042.059170 = -530751.038062 nChanged 75 SP:Iteration 5Q (9635.100000 sec): 3 clusters Score: Raw -534836.602381 + Penalty 4042.059170 = -530794.543210 nChanged 62 SP:Iteration 6Q (9635.110000 sec): 3 clusters Score: Raw -534860.506986 + Penalty 4042.059170 = -530818.447816 nChanged 33 SP:Iteration 7Q (9635.130000 sec): 3 clusters Score: Raw -534877.009072 + Penalty 4042.059170 = -530834.949902 nChanged 33 SP:Iteration 8Q (9635.150000 sec): 3 clusters Score: Raw -534891.481460 + Penalty 4042.059170 = -530849.422290 nChanged 29 SP:Iteration 9Q (9635.160000 sec): 3 clusters Score: Raw -534902.392256 + Penalty 4042.059170 = -530860.333086 nChanged 22 SP:Iteration 10Q (9635.180000 sec): 3 clusters Score: Raw -534914.106598 + Penalty 4042.059170 = -530872.047427 nChanged 29 SP:Iteration 11Q (9635.200000 sec): 3 clusters Score: Raw -534928.314713 + Penalty 4042.059170 = -530886.255543 nChanged 26 SP:Iteration 12Q (9635.220000 sec): 3 clusters Score: Raw -534939.179020 + Penalty 4042.059170 = -530897.119850 nChanged 23 SP:Iteration 13Q (9635.240000 sec): 3 clusters Score: Raw -534949.347510 + Penalty 4042.059170 = -530907.288339 nChanged 23 SP:Iteration 14Q (9635.250000 sec): 3 clusters Score: Raw -534957.679937 + Penalty 4042.059170 = -530915.620766 nChanged 14 SP:Iteration 15Q (9635.270000 sec): 3 clusters Score: Raw -534964.205988 + Penalty 4042.059170 = -530922.146818 nChanged 17 SP:Iteration 16Q (9635.280000 sec): 3 clusters Score: Raw -534968.864113 + Penalty 4042.059170 = -530926.804943 nChanged 10 SP:Iteration 17Q (9635.300000 sec): 3 clusters Score: Raw -534973.871127 + Penalty 4042.059170 = -530931.811957 nChanged 16 SP:Iteration 18Q (9635.320000 sec): 3 clusters Score: Raw -534981.316460 + Penalty 4042.059170 = -530939.257289 nChanged 15 SP:Iteration 19Q (9635.340000 sec): 3 clusters Score: Raw -534988.016441 + Penalty 4042.059170 = -530945.957270 nChanged 15 SP:Iteration 20F (9635.360000 sec): 3 clusters Score: Raw -534994.551651 + Penalty 4042.059170 = -530952.492480 nChanged 25 SP:Iteration 21Q (9635.370000 sec): 3 clusters Score: Raw -535004.505294 + Penalty 4042.059170 = -530962.446123 nChanged 21 SP:Iteration 22Q (9635.390000 sec): 3 clusters Score: Raw -535012.832407 + Penalty 4042.059170 = -530970.773236 nChanged 19 SP:Iteration 23Q (9635.400000 sec): 3 clusters Score: Raw -535019.303831 + Penalty 4042.059170 = -530977.244660 nChanged 18 SP:Iteration 24Q (9635.420000 sec): 3 clusters Score: Raw -535027.535341 + Penalty 4042.059170 = -530985.476170 nChanged 23 SP:Iteration 25Q (9635.440000 sec): 3 clusters Score: Raw -535038.115012 + Penalty 4042.059170 = -530996.055841 nChanged 13 SP:Iteration 26Q (9635.460000 sec): 3 clusters Score: Raw -535045.333571 + Penalty 4042.059170 = -531003.274401 nChanged 22 SP:Iteration 27Q (9635.480000 sec): 3 clusters Score: Raw -535054.582713 + Penalty 4042.059170 = -531012.523543 nChanged 22 SP:Iteration 28Q (9635.490000 sec): 3 clusters Score: Raw -535063.704319 + Penalty 4042.059170 = -531021.645149 nChanged 23 SP:Iteration 29Q (9635.510000 sec): 3 clusters Score: Raw -535073.841767 + Penalty 4042.059170 = -531031.782597 nChanged 16 SP:Iteration 30Q (9635.520000 sec): 3 clusters Score: Raw -535079.248445 + Penalty 4042.059170 = -531037.189275 nChanged 18 SP:Iteration 31Q (9635.540000 sec): 3 clusters Score: Raw -535085.849561 + Penalty 4042.059170 = -531043.790391 nChanged 18 SP:Iteration 32Q (9635.560000 sec): 3 clusters Score: Raw -535092.968644 + Penalty 4042.059170 = -531050.909474 nChanged 17 SP:Iteration 33Q (9635.580000 sec): 3 clusters Score: Raw -535098.856605 + Penalty 4042.059170 = -531056.797435 nChanged 15 SP:Iteration 34Q (9635.600000 sec): 3 clusters Score: Raw -535103.266189 + Penalty 4042.059170 = -531061.207018 nChanged 6 SP:Iteration 35Q (9635.610000 sec): 3 clusters Score: Raw -535106.199076 + Penalty 4042.059170 = -531064.139905 nChanged 3 SP:Iteration 36Q (9635.630000 sec): 3 clusters Score: Raw -535107.600234 + Penalty 4042.059170 = -531065.541064 nChanged 7 SP:Iteration 37Q (9635.650000 sec): 3 clusters Score: Raw -535111.885175 + Penalty 4042.059170 = -531069.826004 nChanged 13 SP:Iteration 38Q (9635.660000 sec): 3 clusters Score: Raw -535119.128938 + Penalty 4042.059170 = -531077.069768 nChanged 14 SP:Iteration 39Q (9635.680000 sec): 3 clusters Score: Raw -535124.187855 + Penalty 4042.059170 = -531082.128685 nChanged 6 SP:Iteration 40F (9635.700000 sec): 3 clusters Score: Raw -535126.761879 + Penalty 4042.059170 = -531084.702708 nChanged 7 SP:Iteration 41Q (9635.720000 sec): 3 clusters Score: Raw -535129.400710 + Penalty 4042.059170 = -531087.341540 nChanged 9 SP:Iteration 42Q (9635.730000 sec): 3 clusters Score: Raw -535133.231064 + Penalty 4042.059170 = -531091.171894 nChanged 10 SP:Iteration 43Q (9635.750000 sec): 3 clusters Score: Raw -535136.549135 + Penalty 4042.059170 = -531094.489965 nChanged 10 SP:Iteration 44Q (9635.770000 sec): 3 clusters Score: Raw -535141.254191 + Penalty 4042.059170 = -531099.195021 nChanged 13 SP:Iteration 45Q (9635.780000 sec): 3 clusters Score: Raw -535147.262497 + Penalty 4042.059170 = -531105.203326 nChanged 18 SP:Iteration 46Q (9635.800000 sec): 3 clusters Score: Raw -535156.887898 + Penalty 4042.059170 = -531114.828727 nChanged 19 SP:Iteration 47Q (9635.820000 sec): 3 clusters Score: Raw -535165.096747 + Penalty 4042.059170 = -531123.037577 nChanged 15 SP:Iteration 48Q (9635.840000 sec): 3 clusters Score: Raw -535171.038245 + Penalty 4042.059170 = -531128.979074 nChanged 15 SP:Iteration 49Q (9635.850000 sec): 3 clusters Score: Raw -535177.140570 + Penalty 4042.059170 = -531135.081400 nChanged 7 SP:Iteration 50Q (9635.870000 sec): 3 clusters Score: Raw -535180.072092 + Penalty 4042.059170 = -531138.012922 nChanged 13 SP:Iteration 51Q (9635.880000 sec): 3 clusters Score: Raw -535184.012292 + Penalty 4042.059170 = -531141.953121 nChanged 9 SP:Iteration 52Q (9635.900000 sec): 3 clusters Score: Raw -535187.931108 + Penalty 4042.059170 = -531145.871938 nChanged 7 SP:Iteration 53Q (9635.920000 sec): 3 clusters Score: Raw -535191.199233 + Penalty 4042.059170 = -531149.140062 nChanged 6 SP:Iteration 54Q (9635.940000 sec): 3 clusters Score: Raw -535193.316509 + Penalty 4042.059170 = -531151.257338 nChanged 5 SP:Iteration 55Q (9635.960000 sec): 3 clusters Score: Raw -535194.474099 + Penalty 4042.059170 = -531152.414928 nChanged 5 SP:Iteration 56Q (9635.970000 sec): 3 clusters Score: Raw -535195.574481 + Penalty 4042.059170 = -531153.515311 nChanged 2 SP:Iteration 57Q (9635.990000 sec): 3 clusters Score: Raw -535196.158139 + Penalty 4042.059170 = -531154.098969 nChanged 2 SP:Iteration 58Q (9636.000000 sec): 3 clusters Score: Raw -535196.991648 + Penalty 4042.059170 = -531154.932478 nChanged 3 SP:Iteration 59Q (9636.020000 sec): 3 clusters Score: Raw -535198.195325 + Penalty 4042.059170 = -531156.136155 nChanged 8 SP:Iteration 60F (9636.040000 sec): 3 clusters Score: Raw -535201.491139 + Penalty 4042.059170 = -531159.431969 nChanged 12 SP:Iteration 61Q (9636.060000 sec): 3 clusters Score: Raw -535207.880764 + Penalty 4042.059170 = -531165.821594 nChanged 15 SP:Iteration 62Q (9636.080000 sec): 3 clusters Score: Raw -535214.421550 + Penalty 4042.059170 = -531172.362380 nChanged 15 SP:Iteration 63Q (9636.090000 sec): 3 clusters Score: Raw -535221.856961 + Penalty 4042.059170 = -531179.797791 nChanged 15 SP:Iteration 64Q (9636.110000 sec): 3 clusters Score: Raw -535229.337325 + Penalty 4042.059170 = -531187.278154 nChanged 28 SP:Iteration 65Q (9636.120000 sec): 3 clusters Score: Raw -535245.992713 + Penalty 4042.059170 = -531203.933543 nChanged 26 SP:Iteration 66Q (9636.140000 sec): 3 clusters Score: Raw -535261.286235 + Penalty 4042.059170 = -531219.227064 nChanged 26 SP:Iteration 67Q (9636.160000 sec): 3 clusters Score: Raw -535277.072666 + Penalty 4042.059170 = -531235.013495 nChanged 27 SP:Iteration 68Q (9636.180000 sec): 3 clusters Score: Raw -535291.648448 + Penalty 4042.059170 = -531249.589278 nChanged 19 SP:Iteration 69Q (9636.190000 sec): 3 clusters Score: Raw -535305.559904 + Penalty 4042.059170 = -531263.500734 nChanged 29 SP:Iteration 70Q (9636.210000 sec): 3 clusters Score: Raw -535322.050907 + Penalty 4042.059170 = -531279.991737 nChanged 30 SP:Iteration 71Q (9636.230000 sec): 3 clusters Score: Raw -535339.139916 + Penalty 4042.059170 = -531297.080746 nChanged 21 SP:Iteration 72Q (9636.240000 sec): 3 clusters Score: Raw -535351.103200 + Penalty 4042.059170 = -531309.044030 nChanged 18 SP:Iteration 73Q (9636.260000 sec): 3 clusters Score: Raw -535364.274060 + Penalty 4042.059170 = -531322.214889 nChanged 27 SP:Iteration 74Q (9636.280000 sec): 3 clusters Score: Raw -535390.542863 + Penalty 4042.059170 = -531348.483693 nChanged 36 SP:Iteration 75Q (9636.300000 sec): 3 clusters Score: Raw -535415.699275 + Penalty 4042.059170 = -531373.640105 nChanged 32 SP:Iteration 76Q (9636.310000 sec): 3 clusters Score: Raw -535436.339875 + Penalty 4042.059170 = -531394.280704 nChanged 31 SP:Iteration 77Q (9636.330000 sec): 3 clusters Score: Raw -535452.346900 + Penalty 4042.059170 = -531410.287730 nChanged 21 SP:Iteration 78Q (9636.340000 sec): 3 clusters Score: Raw -535463.471294 + Penalty 4042.059170 = -531421.412124 nChanged 15 SP:Iteration 79Q (9636.360000 sec): 3 clusters Score: Raw -535473.744383 + Penalty 4042.059170 = -531431.685212 nChanged 14 SP:Iteration 80F (9636.380000 sec): 3 clusters Score: Raw -535481.682808 + Penalty 4042.059170 = -531439.623638 nChanged 13 SP:Iteration 81Q (9636.400000 sec): 3 clusters Score: Raw -535490.387895 + Penalty 4042.059170 = -531448.328724 nChanged 14 SP:Iteration 82Q (9636.410000 sec): 3 clusters Score: Raw -535498.947968 + Penalty 4042.059170 = -531456.888797 nChanged 12 SP:Iteration 83Q (9636.430000 sec): 3 clusters Score: Raw -535503.260983 + Penalty 4042.059170 = -531461.201812 nChanged 8 SP:Iteration 84Q (9636.440000 sec): 3 clusters Score: Raw -535506.343656 + Penalty 4042.059170 = -531464.284486 nChanged 3 SP:Iteration 85Q (9636.460000 sec): 3 clusters Score: Raw -535507.739973 + Penalty 4042.059170 = -531465.680802 nChanged 7 SP:Iteration 86Q (9636.480000 sec): 3 clusters Score: Raw -535510.428369 + Penalty 4042.059170 = -531468.369199 nChanged 6 SP:Iteration 87Q (9636.490000 sec): 3 clusters Score: Raw -535513.348795 + Penalty 4042.059170 = -531471.289624 nChanged 4 SP:Iteration 88Q (9636.510000 sec): 3 clusters Score: Raw -535516.138459 + Penalty 4042.059170 = -531474.079288 nChanged 6 SP:Iteration 89Q (9636.520000 sec): 3 clusters Score: Raw -535518.992024 + Penalty 4042.059170 = -531476.932854 nChanged 5 SP:Iteration 90Q (9636.540000 sec): 3 clusters Score: Raw -535524.420698 + Penalty 4042.059170 = -531482.361528 nChanged 7 SP:Iteration 91Q (9636.560000 sec): 3 clusters Score: Raw -535529.278785 + Penalty 4042.059170 = -531487.219615 nChanged 8 SP:Iteration 92Q (9636.570000 sec): 3 clusters Score: Raw -535535.857540 + Penalty 4042.059170 = -531493.798369 nChanged 13 SP:Iteration 93Q (9636.590000 sec): 3 clusters Score: Raw -535545.997187 + Penalty 4042.059170 = -531503.938016 nChanged 15 SP:Iteration 94Q (9636.600000 sec): 3 clusters Score: Raw -535554.929466 + Penalty 4042.059170 = -531512.870295 nChanged 10 SP:Iteration 95Q (9636.620000 sec): 3 clusters Score: Raw -535559.442171 + Penalty 4042.059170 = -531517.383000 nChanged 5 SP:Iteration 96Q (9636.640000 sec): 3 clusters Score: Raw -535562.926139 + Penalty 4042.059170 = -531520.866968 nChanged 8 SP:Iteration 97Q (9636.650000 sec): 3 clusters Score: Raw -535569.265422 + Penalty 4042.059170 = -531527.206252 nChanged 13 SP:Iteration 98Q (9636.670000 sec): 3 clusters Score: Raw -535578.260269 + Penalty 4042.059170 = -531536.201099 nChanged 7 SP:Iteration 99Q (9636.680000 sec): 3 clusters Score: Raw -535582.179866 + Penalty 4042.059170 = -531540.120695 nChanged 9 SP:Iteration 100F (9636.700000 sec): 3 clusters Score: Raw -535586.479502 + Penalty 4042.059170 = -531544.420332 nChanged 8 SP:Iteration 101Q (9636.720000 sec): 3 clusters Score: Raw -535590.013504 + Penalty 4042.059170 = -531547.954333 nChanged 3 SP:Iteration 102Q (9636.730000 sec): 3 clusters Score: Raw -535590.966385 + Penalty 4042.059170 = -531548.907214 nChanged 1 SP:Iteration 103Q (9636.750000 sec): 3 clusters Score: Raw -535591.505678 + Penalty 4042.059170 = -531549.446508 nChanged 2 SP:Iteration 104Q (9636.760000 sec): 3 clusters Score: Raw -535592.383446 + Penalty 4042.059170 = -531550.324276 nChanged 1 SP:Iteration 105Q (9636.780000 sec): 3 clusters Score: Raw -535592.424826 + Penalty 4042.059170 = -531550.365655 nChanged 0 SP:Iteration 106F (9636.800000 sec): 3 clusters Score: Raw -535592.424826 + Penalty 4042.059170 = -531550.365655 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9636.800000 sec): 2 clusters Score: Raw -22373.811686 + Penalty 1310.234525 = -21063.577162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9636.800000 sec): 3 clusters Score: Raw -22797.200137 + Penalty 2620.469049 = -20176.731087 nChanged 31 SP:Iteration 1F (9636.800000 sec): 3 clusters Score: Raw -22953.826796 + Penalty 2620.469049 = -20333.357746 nChanged 10 SP:Iteration 2F (9636.800000 sec): 3 clusters Score: Raw -23005.540284 + Penalty 2620.469049 = -20385.071235 nChanged 6 SP:Iteration 3Q (9636.810000 sec): 3 clusters Score: Raw -23041.415311 + Penalty 2620.469049 = -20420.946261 nChanged 2 SP:Iteration 4Q (9636.810000 sec): 3 clusters Score: Raw -23049.400990 + Penalty 2620.469049 = -20428.931941 nChanged 0 SP:Iteration 5F (9636.810000 sec): 3 clusters Score: Raw -23049.400990 + Penalty 2620.469049 = -20428.931941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9636.830000 sec): 2 clusters Score: Raw -690225.468497 + Penalty 2097.235205 = -688128.233292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9636.860000 sec): 3 clusters Score: Raw -688019.167609 + Penalty 4194.470410 = -683824.697199 nChanged 1777 SP:Iteration 1F (9636.880000 sec): 3 clusters Score: Raw -689061.899517 + Penalty 4194.470410 = -684867.429107 nChanged 358 SP:Iteration 2F (9636.900000 sec): 3 clusters Score: Raw -689272.620697 + Penalty 4194.470410 = -685078.150287 nChanged 211 SP:Iteration 3Q (9636.930000 sec): 3 clusters Score: Raw -689382.837170 + Penalty 4194.470410 = -685188.366759 nChanged 162 SP:Iteration 4Q (9636.950000 sec): 3 clusters Score: Raw -689466.987413 + Penalty 4194.470410 = -685272.517003 nChanged 139 SP:Iteration 5Q (9636.980000 sec): 3 clusters Score: Raw -689533.903507 + Penalty 4194.470410 = -685339.433097 nChanged 102 SP:Iteration 6Q (9637.000000 sec): 3 clusters Score: Raw -689587.074015 + Penalty 4194.470410 = -685392.603604 nChanged 96 SP:Iteration 7Q (9637.020000 sec): 3 clusters Score: Raw -689638.969681 + Penalty 4194.470410 = -685444.499271 nChanged 89 SP:Iteration 8Q (9637.040000 sec): 3 clusters Score: Raw -689684.356200 + Penalty 4194.470410 = -685489.885789 nChanged 79 SP:Iteration 9Q (9637.070000 sec): 3 clusters Score: Raw -689717.450673 + Penalty 4194.470410 = -685522.980263 nChanged 58 SP:Iteration 10Q (9637.090000 sec): 3 clusters Score: Raw -689740.997420 + Penalty 4194.470410 = -685546.527009 nChanged 57 SP:Iteration 11Q (9637.120000 sec): 3 clusters Score: Raw -689768.168046 + Penalty 4194.470410 = -685573.697635 nChanged 58 SP:Iteration 12Q (9637.140000 sec): 3 clusters Score: Raw -689795.285974 + Penalty 4194.470410 = -685600.815564 nChanged 62 SP:Iteration 13Q (9637.160000 sec): 3 clusters Score: Raw -689829.804526 + Penalty 4194.470410 = -685635.334115 nChanged 72 SP:Iteration 14Q (9637.180000 sec): 3 clusters Score: Raw -689867.652211 + Penalty 4194.470410 = -685673.181801 nChanged 78 SP:Iteration 15Q (9637.210000 sec): 3 clusters Score: Raw -689907.846342 + Penalty 4194.470410 = -685713.375931 nChanged 90 SP:Iteration 16Q (9637.230000 sec): 3 clusters Score: Raw -689963.359271 + Penalty 4194.470410 = -685768.888860 nChanged 86 SP:Iteration 17Q (9637.260000 sec): 3 clusters Score: Raw -690016.952140 + Penalty 4194.470410 = -685822.481729 nChanged 78 SP:Iteration 18Q (9637.280000 sec): 3 clusters Score: Raw -690056.318351 + Penalty 4194.470410 = -685861.847941 nChanged 74 SP:Iteration 19Q (9637.300000 sec): 3 clusters Score: Raw -690097.989903 + Penalty 4194.470410 = -685903.519493 nChanged 80 SP:Iteration 20F (9637.320000 sec): 3 clusters Score: Raw -690151.951034 + Penalty 4194.470410 = -685957.480624 nChanged 89 SP:Iteration 21Q (9637.340000 sec): 3 clusters Score: Raw -690217.888450 + Penalty 4194.470410 = -686023.418040 nChanged 90 SP:Iteration 22Q (9637.370000 sec): 3 clusters Score: Raw -690291.579792 + Penalty 4194.470410 = -686097.109381 nChanged 77 SP:Iteration 23Q (9637.390000 sec): 3 clusters Score: Raw -690349.293920 + Penalty 4194.470410 = -686154.823510 nChanged 80 SP:Iteration 24Q (9637.410000 sec): 3 clusters Score: Raw -690410.073353 + Penalty 4194.470410 = -686215.602942 nChanged 67 SP:Iteration 25Q (9637.430000 sec): 3 clusters Score: Raw -690462.203703 + Penalty 4194.470410 = -686267.733293 nChanged 53 SP:Iteration 26Q (9637.460000 sec): 3 clusters Score: Raw -690500.306893 + Penalty 4194.470410 = -686305.836483 nChanged 49 SP:Iteration 27Q (9637.480000 sec): 3 clusters Score: Raw -690537.963221 + Penalty 4194.470410 = -686343.492810 nChanged 41 SP:Iteration 28Q (9637.500000 sec): 3 clusters Score: Raw -690572.367477 + Penalty 4194.470410 = -686377.897067 nChanged 33 SP:Iteration 29Q (9637.520000 sec): 3 clusters Score: Raw -690595.081270 + Penalty 4194.470410 = -686400.610860 nChanged 26 SP:Iteration 30Q (9637.540000 sec): 3 clusters Score: Raw -690613.712068 + Penalty 4194.470410 = -686419.241658 nChanged 12 SP:Iteration 31Q (9637.560000 sec): 3 clusters Score: Raw -690623.068363 + Penalty 4194.470410 = -686428.597953 nChanged 17 SP:Iteration 32Q (9637.580000 sec): 3 clusters Score: Raw -690634.807038 + Penalty 4194.470410 = -686440.336628 nChanged 18 SP:Iteration 33Q (9637.600000 sec): 3 clusters Score: Raw -690646.385479 + Penalty 4194.470410 = -686451.915069 nChanged 18 SP:Iteration 34Q (9637.620000 sec): 3 clusters Score: Raw -690661.525863 + Penalty 4194.470410 = -686467.055453 nChanged 15 SP:Iteration 35Q (9637.650000 sec): 3 clusters Score: Raw -690673.506114 + Penalty 4194.470410 = -686479.035703 nChanged 17 SP:Iteration 36Q (9637.670000 sec): 3 clusters Score: Raw -690688.839168 + Penalty 4194.470410 = -686494.368758 nChanged 15 SP:Iteration 37Q (9637.690000 sec): 3 clusters Score: Raw -690696.319197 + Penalty 4194.470410 = -686501.848787 nChanged 14 SP:Iteration 38Q (9637.710000 sec): 3 clusters Score: Raw -690706.181186 + Penalty 4194.470410 = -686511.710776 nChanged 7 SP:Iteration 39Q (9637.730000 sec): 3 clusters Score: Raw -690711.798512 + Penalty 4194.470410 = -686517.328102 nChanged 8 SP:Iteration 40F (9637.750000 sec): 3 clusters Score: Raw -690718.556688 + Penalty 4194.470410 = -686524.086278 nChanged 11 SP:Iteration 41Q (9637.770000 sec): 3 clusters Score: Raw -690726.371862 + Penalty 4194.470410 = -686531.901451 nChanged 7 SP:Iteration 42Q (9637.790000 sec): 3 clusters Score: Raw -690734.384830 + Penalty 4194.470410 = -686539.914419 nChanged 10 SP:Iteration 43Q (9637.810000 sec): 3 clusters Score: Raw -690740.425904 + Penalty 4194.470410 = -686545.955494 nChanged 7 SP:Iteration 44Q (9637.830000 sec): 3 clusters Score: Raw -690744.299178 + Penalty 4194.470410 = -686549.828767 nChanged 5 SP:Iteration 45Q (9637.850000 sec): 3 clusters Score: Raw -690747.227324 + Penalty 4194.470410 = -686552.756914 nChanged 2 SP:Iteration 46Q (9637.870000 sec): 3 clusters Score: Raw -690748.449722 + Penalty 4194.470410 = -686553.979312 nChanged 2 SP:Iteration 47Q (9637.890000 sec): 3 clusters Score: Raw -690749.645565 + Penalty 4194.470410 = -686555.175155 nChanged 2 SP:Iteration 48Q (9637.910000 sec): 3 clusters Score: Raw -690751.507082 + Penalty 4194.470410 = -686557.036672 nChanged 4 SP:Iteration 49Q (9637.930000 sec): 3 clusters Score: Raw -690757.100134 + Penalty 4194.470410 = -686562.629724 nChanged 6 SP:Iteration 50Q (9637.950000 sec): 3 clusters Score: Raw -690762.033774 + Penalty 4194.470410 = -686567.563364 nChanged 6 SP:Iteration 51Q (9637.980000 sec): 3 clusters Score: Raw -690765.428424 + Penalty 4194.470410 = -686570.958013 nChanged 5 SP:Iteration 52Q (9638.000000 sec): 3 clusters Score: Raw -690768.215523 + Penalty 4194.470410 = -686573.745112 nChanged 3 SP:Iteration 53Q (9638.020000 sec): 3 clusters Score: Raw -690769.169353 + Penalty 4194.470410 = -686574.698943 nChanged 2 SP:Iteration 54Q (9638.040000 sec): 3 clusters Score: Raw -690770.354126 + Penalty 4194.470410 = -686575.883716 nChanged 2 SP:Iteration 55Q (9638.060000 sec): 3 clusters Score: Raw -690771.404976 + Penalty 4194.470410 = -686576.934565 nChanged 3 SP:Iteration 56Q (9638.080000 sec): 3 clusters Score: Raw -690773.651766 + Penalty 4194.470410 = -686579.181356 nChanged 3 SP:Iteration 57Q (9638.100000 sec): 3 clusters Score: Raw -690775.681014 + Penalty 4194.470410 = -686581.210604 nChanged 4 SP:Iteration 58Q (9638.120000 sec): 3 clusters Score: Raw -690779.352254 + Penalty 4194.470410 = -686584.881844 nChanged 4 SP:Iteration 59Q (9638.140000 sec): 3 clusters Score: Raw -690782.999885 + Penalty 4194.470410 = -686588.529474 nChanged 7 SP:Iteration 60F (9638.170000 sec): 3 clusters Score: Raw -690786.949421 + Penalty 4194.470410 = -686592.479011 nChanged 5 SP:Iteration 61Q (9638.190000 sec): 3 clusters Score: Raw -690792.568233 + Penalty 4194.470410 = -686598.097823 nChanged 1 SP:Iteration 62Q (9638.210000 sec): 3 clusters Score: Raw -690793.805719 + Penalty 4194.470410 = -686599.335309 nChanged 3 SP:Iteration 63Q (9638.220000 sec): 3 clusters Score: Raw -690797.007550 + Penalty 4194.470410 = -686602.537139 nChanged 4 SP:Iteration 64Q (9638.240000 sec): 3 clusters Score: Raw -690800.243102 + Penalty 4194.470410 = -686605.772691 nChanged 3 SP:Iteration 65Q (9638.260000 sec): 3 clusters Score: Raw -690802.548414 + Penalty 4194.470410 = -686608.078003 nChanged 3 SP:Iteration 66Q (9638.280000 sec): 3 clusters Score: Raw -690804.668769 + Penalty 4194.470410 = -686610.198359 nChanged 3 SP:Iteration 67Q (9638.300000 sec): 3 clusters Score: Raw -690807.157838 + Penalty 4194.470410 = -686612.687427 nChanged 2 SP:Iteration 68Q (9638.320000 sec): 3 clusters Score: Raw -690808.705049 + Penalty 4194.470410 = -686614.234639 nChanged 0 SP:Iteration 69F (9638.350000 sec): 3 clusters Score: Raw -690808.705049 + Penalty 4194.470410 = -686614.234639 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9638.450000 sec): 2 clusters Score: Raw -3582600.041815 + Penalty 2488.483770 = -3580111.558045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9638.570000 sec): 3 clusters Score: Raw -3569247.560135 + Penalty 4976.967540 = -3564270.592595 nChanged 10081 SP:Iteration 1F (9638.690000 sec): 3 clusters Score: Raw -3574549.996193 + Penalty 4976.967540 = -3569573.028653 nChanged 1167 SP:Iteration 2F (9638.800000 sec): 3 clusters Score: Raw -3574951.193207 + Penalty 4976.967540 = -3569974.225667 nChanged 1020 SP:Iteration 3Q (9638.920000 sec): 3 clusters Score: Raw -3575295.506428 + Penalty 4976.967540 = -3570318.538888 nChanged 930 SP:Iteration 4Q (9639.040000 sec): 3 clusters Score: Raw -3575594.497682 + Penalty 4976.967540 = -3570617.530142 nChanged 849 SP:Iteration 5Q (9639.160000 sec): 3 clusters Score: Raw -3575879.760894 + Penalty 4976.967540 = -3570902.793354 nChanged 775 SP:Iteration 6Q (9639.270000 sec): 3 clusters Score: Raw -3576135.253067 + Penalty 4976.967540 = -3571158.285527 nChanged 765 SP:Iteration 7Q (9639.390000 sec): 3 clusters Score: Raw -3576357.062734 + Penalty 4976.967540 = -3571380.095194 nChanged 665 SP:Iteration 8Q (9639.510000 sec): 3 clusters Score: Raw -3576550.011626 + Penalty 4976.967540 = -3571573.044086 nChanged 611 SP:Iteration 9Q (9639.620000 sec): 3 clusters Score: Raw -3576719.442269 + Penalty 4976.967540 = -3571742.474728 nChanged 600 SP:Iteration 10Q (9639.740000 sec): 3 clusters Score: Raw -3576884.875103 + Penalty 4976.967540 = -3571907.907563 nChanged 605 SP:Iteration 11Q (9639.860000 sec): 3 clusters Score: Raw -3577062.269107 + Penalty 4976.967540 = -3572085.301567 nChanged 605 SP:Iteration 12Q (9639.970000 sec): 3 clusters Score: Raw -3577235.019811 + Penalty 4976.967540 = -3572258.052271 nChanged 607 SP:Iteration 13Q (9640.090000 sec): 3 clusters Score: Raw -3577426.000567 + Penalty 4976.967540 = -3572449.033027 nChanged 639 SP:Iteration 14Q (9640.200000 sec): 3 clusters Score: Raw -3577647.484928 + Penalty 4976.967540 = -3572670.517387 nChanged 749 SP:Iteration 15Q (9640.320000 sec): 3 clusters Score: Raw -3577940.645209 + Penalty 4976.967540 = -3572963.677669 nChanged 834 SP:Iteration 16Q (9640.440000 sec): 3 clusters Score: Raw -3578307.764160 + Penalty 4976.967540 = -3573330.796620 nChanged 933 SP:Iteration 17Q (9640.560000 sec): 3 clusters Score: Raw -3578782.340054 + Penalty 4976.967540 = -3573805.372513 nChanged 1063 SP:Iteration 18Q (9640.680000 sec): 3 clusters Score: Raw -3579412.122064 + Penalty 4976.967540 = -3574435.154524 nChanged 1080 SP:Iteration 19Q (9640.800000 sec): 3 clusters Score: Raw -3580111.582482 + Penalty 4976.967540 = -3575134.614942 nChanged 1020 SP:Iteration 20F (9640.910000 sec): 3 clusters Score: Raw -3580812.654539 + Penalty 4976.967540 = -3575835.686999 nChanged 892 SP:Iteration 21Q (9641.030000 sec): 3 clusters Score: Raw -3581433.866848 + Penalty 4976.967540 = -3576456.899308 nChanged 715 SP:Iteration 22Q (9641.140000 sec): 3 clusters Score: Raw -3581933.765977 + Penalty 4976.967540 = -3576956.798437 nChanged 482 SP:Iteration 23Q (9641.260000 sec): 3 clusters Score: Raw -3582273.516522 + Penalty 4976.967540 = -3577296.548982 nChanged 365 SP:Iteration 24Q (9641.370000 sec): 3 clusters Score: Raw -3582537.776935 + Penalty 4976.967540 = -3577560.809395 nChanged 252 SP:Iteration 25Q (9641.480000 sec): 3 clusters Score: Raw -3582715.955198 + Penalty 4976.967540 = -3577738.987657 nChanged 148 SP:Iteration 26Q (9641.580000 sec): 3 clusters Score: Raw -3582811.635535 + Penalty 4976.967540 = -3577834.667995 nChanged 89 SP:Iteration 27Q (9641.680000 sec): 3 clusters Score: Raw -3582878.841848 + Penalty 4976.967540 = -3577901.874307 nChanged 62 SP:Iteration 28Q (9641.780000 sec): 3 clusters Score: Raw -3582924.750259 + Penalty 4976.967540 = -3577947.782719 nChanged 54 SP:Iteration 29Q (9641.870000 sec): 3 clusters Score: Raw -3582961.576444 + Penalty 4976.967540 = -3577984.608904 nChanged 37 SP:Iteration 30Q (9641.960000 sec): 3 clusters Score: Raw -3582987.982855 + Penalty 4976.967540 = -3578011.015315 nChanged 25 SP:Iteration 31Q (9642.060000 sec): 3 clusters Score: Raw -3583006.600535 + Penalty 4976.967540 = -3578029.632995 nChanged 18 SP:Iteration 32Q (9642.150000 sec): 3 clusters Score: Raw -3583016.478513 + Penalty 4976.967540 = -3578039.510973 nChanged 14 SP:Iteration 33Q (9642.240000 sec): 3 clusters Score: Raw -3583025.668125 + Penalty 4976.967540 = -3578048.700585 nChanged 8 SP:Iteration 34Q (9642.330000 sec): 3 clusters Score: Raw -3583030.778364 + Penalty 4976.967540 = -3578053.810824 nChanged 10 SP:Iteration 35Q (9642.420000 sec): 3 clusters Score: Raw -3583036.339316 + Penalty 4976.967540 = -3578059.371775 nChanged 5 SP:Iteration 36Q (9642.500000 sec): 3 clusters Score: Raw -3583041.443457 + Penalty 4976.967540 = -3578064.475917 nChanged 6 SP:Iteration 37Q (9642.600000 sec): 3 clusters Score: Raw -3583048.365015 + Penalty 4976.967540 = -3578071.397475 nChanged 4 SP:Iteration 38Q (9642.680000 sec): 3 clusters Score: Raw -3583053.653345 + Penalty 4976.967540 = -3578076.685805 nChanged 5 SP:Iteration 39Q (9642.770000 sec): 3 clusters Score: Raw -3583058.569896 + Penalty 4976.967540 = -3578081.602356 nChanged 6 SP:Iteration 40F (9642.880000 sec): 3 clusters Score: Raw -3583062.932245 + Penalty 4976.967540 = -3578085.964705 nChanged 2 SP:Iteration 41Q (9642.970000 sec): 3 clusters Score: Raw -3583063.766319 + Penalty 4976.967540 = -3578086.798779 nChanged 1 SP:Iteration 42Q (9643.060000 sec): 3 clusters Score: Raw -3583064.305357 + Penalty 4976.967540 = -3578087.337817 nChanged 1 SP:Iteration 43Q (9643.150000 sec): 3 clusters Score: Raw -3583064.627348 + Penalty 4976.967540 = -3578087.659808 nChanged 0 SP:Iteration 44F (9643.260000 sec): 3 clusters Score: Raw -3583064.627348 + Penalty 4976.967540 = -3578087.659808 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (90239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9643.660000 sec): 2 clusters Score: Raw -14000494.928758 + Penalty 2829.733812 = -13997665.194946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9644.140000 sec): 3 clusters Score: Raw -13942984.630497 + Penalty 5659.467625 = -13937325.162873 nChanged 42603 SP:Iteration 1F (9644.600000 sec): 3 clusters Score: Raw -13967558.288508 + Penalty 5659.467625 = -13961898.820883 nChanged 3343 SP:Iteration 2Q (9645.080000 sec): 3 clusters Score: Raw -13968427.222300 + Penalty 5659.467625 = -13962767.754676 nChanged 3489 SP:Iteration 3Q (9645.560000 sec): 3 clusters Score: Raw -13969478.894317 + Penalty 5659.467625 = -13963819.426693 nChanged 3885 SP:Iteration 4Q (9646.040000 sec): 3 clusters Score: Raw -13970929.456027 + Penalty 5659.467625 = -13965269.988402 nChanged 4628 SP:Iteration 5F (9646.510000 sec): 3 clusters Score: Raw -13973120.292157 + Penalty 5659.467625 = -13967460.824532 nChanged 5607 SP:Iteration 6F (9646.980000 sec): 3 clusters Score: Raw -13976395.083832 + Penalty 5659.467625 = -13970735.616208 nChanged 6299 SP:Iteration 7F (9647.440000 sec): 3 clusters Score: Raw -13980721.657230 + Penalty 5659.467625 = -13975062.189606 nChanged 6450 SP:Iteration 8F (9647.910000 sec): 3 clusters Score: Raw -13985661.695569 + Penalty 5659.467625 = -13980002.227944 nChanged 5778 SP:Iteration 9F (9648.380000 sec): 3 clusters Score: Raw -13990306.034725 + Penalty 5659.467625 = -13984646.567101 nChanged 4587 SP:Iteration 10F (9648.840000 sec): 3 clusters Score: Raw -13994118.652921 + Penalty 5659.467625 = -13988459.185296 nChanged 3366 SP:Iteration 11Q (9649.310000 sec): 3 clusters Score: Raw -13997014.486562 + Penalty 5659.467625 = -13991355.018937 nChanged 2128 SP:Iteration 12Q (9649.760000 sec): 3 clusters Score: Raw -13998839.941154 + Penalty 5659.467625 = -13993180.473530 nChanged 1157 SP:Iteration 13Q (9650.170000 sec): 3 clusters Score: Raw -13999786.297171 + Penalty 5659.467625 = -13994126.829547 nChanged 616 SP:Iteration 14Q (9650.540000 sec): 3 clusters Score: Raw -14000281.586361 + Penalty 5659.467625 = -13994622.118737 nChanged 281 SP:Iteration 15Q (9650.900000 sec): 3 clusters Score: Raw -14000498.600912 + Penalty 5659.467625 = -13994839.133288 nChanged 144 SP:Iteration 16Q (9651.240000 sec): 3 clusters Score: Raw -14000604.379533 + Penalty 5659.467625 = -13994944.911908 nChanged 84 SP:Iteration 17Q (9651.580000 sec): 3 clusters Score: Raw -14000677.663664 + Penalty 5659.467625 = -13995018.196039 nChanged 63 SP:Iteration 18Q (9651.920000 sec): 3 clusters Score: Raw -14000733.101567 + Penalty 5659.467625 = -13995073.633942 nChanged 39 SP:Iteration 19Q (9652.260000 sec): 3 clusters Score: Raw -14000766.896153 + Penalty 5659.467625 = -13995107.428529 nChanged 26 SP:Iteration 20F (9652.710000 sec): 3 clusters Score: Raw -14000787.307752 + Penalty 5659.467625 = -13995127.840128 nChanged 18 SP:Iteration 21Q (9653.040000 sec): 3 clusters Score: Raw -14000802.019283 + Penalty 5659.467625 = -13995142.551659 nChanged 21 SP:Iteration 22Q (9653.380000 sec): 3 clusters Score: Raw -14000817.546661 + Penalty 5659.467625 = -13995158.079036 nChanged 15 SP:Iteration 23Q (9653.710000 sec): 3 clusters Score: Raw -14000827.774578 + Penalty 5659.467625 = -13995168.306954 nChanged 6 SP:Iteration 24Q (9654.040000 sec): 3 clusters Score: Raw -14000833.094512 + Penalty 5659.467625 = -13995173.626888 nChanged 3 SP:Iteration 25Q (9654.370000 sec): 3 clusters Score: Raw -14000835.393290 + Penalty 5659.467625 = -13995175.925665 nChanged 3 SP:Iteration 26Q (9654.700000 sec): 3 clusters Score: Raw -14000837.237873 + Penalty 5659.467625 = -13995177.770248 nChanged 1 SP:Iteration 27Q (9655.020000 sec): 3 clusters Score: Raw -14000838.629419 + Penalty 5659.467625 = -13995179.161794 nChanged 1 SP:Iteration 28Q (9655.350000 sec): 3 clusters Score: Raw -14000839.057021 + Penalty 5659.467625 = -13995179.589396 nChanged 1 SP:Iteration 29Q (9655.680000 sec): 3 clusters Score: Raw -14000839.362780 + Penalty 5659.467625 = -13995179.895156 nChanged 0 SP:Iteration 30F (9656.140000 sec): 3 clusters Score: Raw -14000839.362780 + Penalty 5659.467625 = -13995179.895156 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9656.200000 sec): 2 clusters Score: Raw -510488.718372 + Penalty 2009.816566 = -508478.901806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9656.220000 sec): 3 clusters Score: Raw -509068.323120 + Penalty 4019.633132 = -505048.689988 nChanged 1187 SP:Iteration 1F (9656.230000 sec): 3 clusters Score: Raw -509831.712028 + Penalty 4019.633132 = -505812.078896 nChanged 236 SP:Iteration 2F (9656.250000 sec): 3 clusters Score: Raw -509994.556133 + Penalty 4019.633132 = -505974.923001 nChanged 147 SP:Iteration 3Q (9656.270000 sec): 3 clusters Score: Raw -510095.248064 + Penalty 4019.633132 = -506075.614932 nChanged 124 SP:Iteration 4Q (9656.280000 sec): 3 clusters Score: Raw -510200.945620 + Penalty 4019.633132 = -506181.312488 nChanged 121 SP:Iteration 5Q (9656.300000 sec): 3 clusters Score: Raw -510307.177469 + Penalty 4019.633132 = -506287.544337 nChanged 120 SP:Iteration 6Q (9656.320000 sec): 3 clusters Score: Raw -510407.937002 + Penalty 4019.633132 = -506388.303870 nChanged 109 SP:Iteration 7Q (9656.330000 sec): 3 clusters Score: Raw -510488.848634 + Penalty 4019.633132 = -506469.215502 nChanged 99 SP:Iteration 8Q (9656.350000 sec): 3 clusters Score: Raw -510568.931604 + Penalty 4019.633132 = -506549.298473 nChanged 109 SP:Iteration 9Q (9656.360000 sec): 3 clusters Score: Raw -510649.966952 + Penalty 4019.633132 = -506630.333820 nChanged 92 SP:Iteration 10Q (9656.380000 sec): 3 clusters Score: Raw -510714.073239 + Penalty 4019.633132 = -506694.440108 nChanged 80 SP:Iteration 11Q (9656.400000 sec): 3 clusters Score: Raw -510764.746160 + Penalty 4019.633132 = -506745.113028 nChanged 64 SP:Iteration 12Q (9656.410000 sec): 3 clusters Score: Raw -510803.627306 + Penalty 4019.633132 = -506783.994174 nChanged 49 SP:Iteration 13Q (9656.430000 sec): 3 clusters Score: Raw -510835.997086 + Penalty 4019.633132 = -506816.363955 nChanged 46 SP:Iteration 14Q (9656.440000 sec): 3 clusters Score: Raw -510861.688943 + Penalty 4019.633132 = -506842.055811 nChanged 40 SP:Iteration 15Q (9656.460000 sec): 3 clusters Score: Raw -510884.571315 + Penalty 4019.633132 = -506864.938183 nChanged 32 SP:Iteration 16Q (9656.480000 sec): 3 clusters Score: Raw -510909.588326 + Penalty 4019.633132 = -506889.955195 nChanged 30 SP:Iteration 17Q (9656.490000 sec): 3 clusters Score: Raw -510929.982935 + Penalty 4019.633132 = -506910.349803 nChanged 34 SP:Iteration 18Q (9656.510000 sec): 3 clusters Score: Raw -510954.696097 + Penalty 4019.633132 = -506935.062965 nChanged 31 SP:Iteration 19Q (9656.520000 sec): 3 clusters Score: Raw -510981.651333 + Penalty 4019.633132 = -506962.018201 nChanged 24 SP:Iteration 20F (9656.540000 sec): 3 clusters Score: Raw -510999.979264 + Penalty 4019.633132 = -506980.346132 nChanged 21 SP:Iteration 21Q (9656.560000 sec): 3 clusters Score: Raw -511012.356537 + Penalty 4019.633132 = -506992.723405 nChanged 18 SP:Iteration 22Q (9656.570000 sec): 3 clusters Score: Raw -511021.367456 + Penalty 4019.633132 = -507001.734325 nChanged 17 SP:Iteration 23Q (9656.590000 sec): 3 clusters Score: Raw -511030.482413 + Penalty 4019.633132 = -507010.849281 nChanged 22 SP:Iteration 24Q (9656.600000 sec): 3 clusters Score: Raw -511042.318577 + Penalty 4019.633132 = -507022.685445 nChanged 14 SP:Iteration 25Q (9656.620000 sec): 3 clusters Score: Raw -511050.198231 + Penalty 4019.633132 = -507030.565099 nChanged 7 SP:Iteration 26Q (9656.640000 sec): 3 clusters Score: Raw -511054.026892 + Penalty 4019.633132 = -507034.393760 nChanged 6 SP:Iteration 27Q (9656.650000 sec): 3 clusters Score: Raw -511058.064190 + Penalty 4019.633132 = -507038.431058 nChanged 7 SP:Iteration 28Q (9656.670000 sec): 3 clusters Score: Raw -511062.498245 + Penalty 4019.633132 = -507042.865113 nChanged 8 SP:Iteration 29Q (9656.680000 sec): 3 clusters Score: Raw -511068.244180 + Penalty 4019.633132 = -507048.611048 nChanged 13 SP:Iteration 30Q (9656.700000 sec): 3 clusters Score: Raw -511076.601557 + Penalty 4019.633132 = -507056.968425 nChanged 8 SP:Iteration 31Q (9656.710000 sec): 3 clusters Score: Raw -511082.335185 + Penalty 4019.633132 = -507062.702054 nChanged 7 SP:Iteration 32Q (9656.730000 sec): 3 clusters Score: Raw -511085.397305 + Penalty 4019.633132 = -507065.764173 nChanged 8 SP:Iteration 33Q (9656.740000 sec): 3 clusters Score: Raw -511089.614076 + Penalty 4019.633132 = -507069.980945 nChanged 5 SP:Iteration 34Q (9656.760000 sec): 3 clusters Score: Raw -511091.791191 + Penalty 4019.633132 = -507072.158059 nChanged 4 SP:Iteration 35Q (9656.780000 sec): 3 clusters Score: Raw -511093.481422 + Penalty 4019.633132 = -507073.848290 nChanged 1 SP:Iteration 36Q (9656.790000 sec): 3 clusters Score: Raw -511093.701926 + Penalty 4019.633132 = -507074.068795 nChanged 0 SP:Iteration 37F (9656.810000 sec): 3 clusters Score: Raw -511093.701926 + Penalty 4019.633132 = -507074.068795 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9657.410000 sec): 2 clusters Score: Raw -20465012.738185 + Penalty 2926.269029 = -20462086.469155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9658.100000 sec): 3 clusters Score: Raw -20378565.842085 + Penalty 5852.538059 = -20372713.304026 nChanged 63428 SP:Iteration 1F (9658.800000 sec): 3 clusters Score: Raw -20415967.229205 + Penalty 5852.538059 = -20410114.691146 nChanged 4457 SP:Iteration 2Q (9659.520000 sec): 3 clusters Score: Raw -20417283.688762 + Penalty 5852.538059 = -20411431.150703 nChanged 5019 SP:Iteration 3Q (9660.230000 sec): 3 clusters Score: Raw -20419115.893252 + Penalty 5852.538059 = -20413263.355193 nChanged 5852 SP:Iteration 4Q (9660.930000 sec): 3 clusters Score: Raw -20421734.148610 + Penalty 5852.538059 = -20415881.610551 nChanged 6714 SP:Iteration 5F (9661.620000 sec): 3 clusters Score: Raw -20425411.433207 + Penalty 5852.538059 = -20419558.895148 nChanged 7568 SP:Iteration 6F (9662.310000 sec): 3 clusters Score: Raw -20430019.108948 + Penalty 5852.538059 = -20424166.570889 nChanged 7971 SP:Iteration 7F (9663.000000 sec): 3 clusters Score: Raw -20435040.154934 + Penalty 5852.538059 = -20429187.616875 nChanged 7708 SP:Iteration 8F (9663.700000 sec): 3 clusters Score: Raw -20439773.073574 + Penalty 5852.538059 = -20433920.535516 nChanged 7078 SP:Iteration 9F (9664.390000 sec): 3 clusters Score: Raw -20443962.655391 + Penalty 5852.538059 = -20438110.117332 nChanged 6343 SP:Iteration 10Q (9665.080000 sec): 3 clusters Score: Raw -20447533.948383 + Penalty 5852.538059 = -20441681.410324 nChanged 5816 SP:Iteration 11Q (9665.750000 sec): 3 clusters Score: Raw -20450783.528262 + Penalty 5852.538059 = -20444930.990203 nChanged 5438 SP:Iteration 12Q (9666.410000 sec): 3 clusters Score: Raw -20453739.421358 + Penalty 5852.538059 = -20447886.883299 nChanged 5094 SP:Iteration 13Q (9667.060000 sec): 3 clusters Score: Raw -20456428.804107 + Penalty 5852.538059 = -20450576.266049 nChanged 4469 SP:Iteration 14Q (9667.690000 sec): 3 clusters Score: Raw -20458656.111698 + Penalty 5852.538059 = -20452803.573639 nChanged 3849 SP:Iteration 15Q (9668.300000 sec): 3 clusters Score: Raw -20460530.494737 + Penalty 5852.538059 = -20454677.956678 nChanged 3224 SP:Iteration 16Q (9668.890000 sec): 3 clusters Score: Raw -20462010.987212 + Penalty 5852.538059 = -20456158.449153 nChanged 2386 SP:Iteration 17Q (9669.470000 sec): 3 clusters Score: Raw -20463048.161889 + Penalty 5852.538059 = -20457195.623831 nChanged 1825 SP:Iteration 18Q (9670.040000 sec): 3 clusters Score: Raw -20463792.943309 + Penalty 5852.538059 = -20457940.405250 nChanged 1364 SP:Iteration 19Q (9670.600000 sec): 3 clusters Score: Raw -20464305.587295 + Penalty 5852.538059 = -20458453.049236 nChanged 955 SP:Iteration 20F (9671.290000 sec): 3 clusters Score: Raw -20464636.180311 + Penalty 5852.538059 = -20458783.642252 nChanged 756 SP:Iteration 21Q (9671.830000 sec): 3 clusters Score: Raw -20464897.883360 + Penalty 5852.538059 = -20459045.345301 nChanged 604 SP:Iteration 22Q (9672.370000 sec): 3 clusters Score: Raw -20465111.784080 + Penalty 5852.538059 = -20459259.246021 nChanged 450 SP:Iteration 23Q (9672.890000 sec): 3 clusters Score: Raw -20465268.743110 + Penalty 5852.538059 = -20459416.205051 nChanged 356 SP:Iteration 24Q (9673.400000 sec): 3 clusters Score: Raw -20465389.145429 + Penalty 5852.538059 = -20459536.607371 nChanged 287 SP:Iteration 25Q (9673.920000 sec): 3 clusters Score: Raw -20465485.241650 + Penalty 5852.538059 = -20459632.703591 nChanged 245 SP:Iteration 26Q (9674.430000 sec): 3 clusters Score: Raw -20465562.391848 + Penalty 5852.538059 = -20459709.853789 nChanged 200 SP:Iteration 27Q (9674.940000 sec): 3 clusters Score: Raw -20465625.124057 + Penalty 5852.538059 = -20459772.585998 nChanged 177 SP:Iteration 28Q (9675.440000 sec): 3 clusters Score: Raw -20465681.224443 + Penalty 5852.538059 = -20459828.686384 nChanged 161 SP:Iteration 29Q (9675.940000 sec): 3 clusters Score: Raw -20465727.869234 + Penalty 5852.538059 = -20459875.331175 nChanged 126 SP:Iteration 30Q (9676.450000 sec): 3 clusters Score: Raw -20465764.956082 + Penalty 5852.538059 = -20459912.418024 nChanged 99 SP:Iteration 31Q (9676.950000 sec): 3 clusters Score: Raw -20465793.391233 + Penalty 5852.538059 = -20459940.853174 nChanged 90 SP:Iteration 32Q (9677.450000 sec): 3 clusters Score: Raw -20465814.927627 + Penalty 5852.538059 = -20459962.389568 nChanged 71 SP:Iteration 33Q (9677.950000 sec): 3 clusters Score: Raw -20465835.058776 + Penalty 5852.538059 = -20459982.520717 nChanged 66 SP:Iteration 34Q (9678.450000 sec): 3 clusters Score: Raw -20465854.072505 + Penalty 5852.538059 = -20460001.534446 nChanged 56 SP:Iteration 35Q (9678.940000 sec): 3 clusters Score: Raw -20465868.497125 + Penalty 5852.538059 = -20460015.959066 nChanged 59 SP:Iteration 36Q (9679.440000 sec): 3 clusters Score: Raw -20465882.620648 + Penalty 5852.538059 = -20460030.082589 nChanged 40 SP:Iteration 37Q (9679.940000 sec): 3 clusters Score: Raw -20465893.811566 + Penalty 5852.538059 = -20460041.273508 nChanged 41 SP:Iteration 38Q (9680.430000 sec): 3 clusters Score: Raw -20465904.789430 + Penalty 5852.538059 = -20460052.251371 nChanged 43 SP:Iteration 39Q (9680.930000 sec): 3 clusters Score: Raw -20465915.077957 + Penalty 5852.538059 = -20460062.539898 nChanged 38 SP:Iteration 40F (9681.610000 sec): 3 clusters Score: Raw -20465926.125814 + Penalty 5852.538059 = -20460073.587755 nChanged 40 SP:Iteration 41Q (9682.110000 sec): 3 clusters Score: Raw -20465935.128926 + Penalty 5852.538059 = -20460082.590867 nChanged 32 SP:Iteration 42Q (9682.610000 sec): 3 clusters Score: Raw -20465942.250275 + Penalty 5852.538059 = -20460089.712216 nChanged 33 SP:Iteration 43Q (9683.110000 sec): 3 clusters Score: Raw -20465949.292841 + Penalty 5852.538059 = -20460096.754782 nChanged 20 SP:Iteration 44Q (9683.600000 sec): 3 clusters Score: Raw -20465954.133205 + Penalty 5852.538059 = -20460101.595147 nChanged 17 SP:Iteration 45Q (9684.100000 sec): 3 clusters Score: Raw -20465957.552856 + Penalty 5852.538059 = -20460105.014797 nChanged 18 SP:Iteration 46Q (9684.600000 sec): 3 clusters Score: Raw -20465961.227859 + Penalty 5852.538059 = -20460108.689800 nChanged 10 SP:Iteration 47Q (9685.090000 sec): 3 clusters Score: Raw -20465963.823685 + Penalty 5852.538059 = -20460111.285626 nChanged 14 SP:Iteration 48Q (9685.580000 sec): 3 clusters Score: Raw -20465968.035141 + Penalty 5852.538059 = -20460115.497082 nChanged 18 SP:Iteration 49Q (9686.080000 sec): 3 clusters Score: Raw -20465972.607975 + Penalty 5852.538059 = -20460120.069916 nChanged 22 SP:Iteration 50Q (9686.580000 sec): 3 clusters Score: Raw -20465978.954728 + Penalty 5852.538059 = -20460126.416669 nChanged 19 SP:Iteration 51Q (9687.070000 sec): 3 clusters Score: Raw -20465982.490212 + Penalty 5852.538059 = -20460129.952153 nChanged 16 SP:Iteration 52Q (9687.560000 sec): 3 clusters Score: Raw -20465986.092436 + Penalty 5852.538059 = -20460133.554378 nChanged 18 SP:Iteration 53Q (9688.060000 sec): 3 clusters Score: Raw -20465991.332190 + Penalty 5852.538059 = -20460138.794131 nChanged 24 SP:Iteration 54Q (9688.550000 sec): 3 clusters Score: Raw -20465998.449946 + Penalty 5852.538059 = -20460145.911888 nChanged 31 SP:Iteration 55Q (9689.050000 sec): 3 clusters Score: Raw -20466005.738918 + Penalty 5852.538059 = -20460153.200859 nChanged 29 SP:Iteration 56Q (9689.540000 sec): 3 clusters Score: Raw -20466012.272961 + Penalty 5852.538059 = -20460159.734902 nChanged 27 SP:Iteration 57Q (9690.040000 sec): 3 clusters Score: Raw -20466019.544378 + Penalty 5852.538059 = -20460167.006319 nChanged 27 SP:Iteration 58Q (9690.530000 sec): 3 clusters Score: Raw -20466025.024689 + Penalty 5852.538059 = -20460172.486630 nChanged 19 SP:Iteration 59Q (9691.020000 sec): 3 clusters Score: Raw -20466028.967592 + Penalty 5852.538059 = -20460176.429533 nChanged 19 SP:Iteration 60F (9691.710000 sec): 3 clusters Score: Raw -20466032.266485 + Penalty 5852.538059 = -20460179.728427 nChanged 12 SP:Iteration 61Q (9692.210000 sec): 3 clusters Score: Raw -20466034.528445 + Penalty 5852.538059 = -20460181.990386 nChanged 9 SP:Iteration 62Q (9692.700000 sec): 3 clusters Score: Raw -20466036.561018 + Penalty 5852.538059 = -20460184.022959 nChanged 11 SP:Iteration 63Q (9693.200000 sec): 3 clusters Score: Raw -20466039.073238 + Penalty 5852.538059 = -20460186.535179 nChanged 13 SP:Iteration 64Q (9693.690000 sec): 3 clusters Score: Raw -20466042.069765 + Penalty 5852.538059 = -20460189.531706 nChanged 6 SP:Iteration 65Q (9694.180000 sec): 3 clusters Score: Raw -20466042.973268 + Penalty 5852.538059 = -20460190.435210 nChanged 1 SP:Iteration 66Q (9694.680000 sec): 3 clusters Score: Raw -20466043.066226 + Penalty 5852.538059 = -20460190.528167 nChanged 0 SP:Iteration 67F (9695.360000 sec): 3 clusters Score: Raw -20466043.066226 + Penalty 5852.538059 = -20460190.528167 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9695.440000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9695.440000 sec): 3 clusters Score: Raw -56810.630947 + Penalty 2961.745873 = -53848.885075 nChanged 59 SP:Iteration 1F (9695.440000 sec): 3 clusters Score: Raw -56970.475082 + Penalty 2961.745873 = -54008.729209 nChanged 16 SP:Iteration 2Q (9695.440000 sec): 3 clusters Score: Raw -57030.606701 + Penalty 2961.745873 = -54068.860828 nChanged 6 SP:Iteration 3Q (9695.440000 sec): 3 clusters Score: Raw -57057.974125 + Penalty 2961.745873 = -54096.228252 nChanged 3 SP:Iteration 4Q (9695.440000 sec): 3 clusters Score: Raw -57064.256198 + Penalty 2961.745873 = -54102.510325 nChanged 5 SP:Iteration 5Q (9695.450000 sec): 3 clusters Score: Raw -57081.338252 + Penalty 2961.745873 = -54119.592380 nChanged 4 SP:Iteration 6Q (9695.450000 sec): 3 clusters Score: Raw -57095.127956 + Penalty 2961.745873 = -54133.382084 nChanged 2 SP:Iteration 7Q (9695.450000 sec): 3 clusters Score: Raw -57124.242575 + Penalty 2961.745873 = -54162.496702 nChanged 5 SP:Iteration 8Q (9695.450000 sec): 3 clusters Score: Raw -57132.689448 + Penalty 2961.745873 = -54170.943576 nChanged 5 SP:Iteration 9Q (9695.460000 sec): 3 clusters Score: Raw -57145.457957 + Penalty 2961.745873 = -54183.712084 nChanged 1 SP:Iteration 10Q (9695.460000 sec): 3 clusters Score: Raw -57147.480789 + Penalty 2961.745873 = -54185.734917 nChanged 2 SP:Iteration 11Q (9695.460000 sec): 3 clusters Score: Raw -57150.303622 + Penalty 2961.745873 = -54188.557750 nChanged 2 SP:Iteration 12Q (9695.460000 sec): 3 clusters Score: Raw -57153.979702 + Penalty 2961.745873 = -54192.233829 nChanged 2 SP:Iteration 13Q (9695.460000 sec): 3 clusters Score: Raw -57160.471079 + Penalty 2961.745873 = -54198.725207 nChanged 4 SP:Iteration 14Q (9695.460000 sec): 3 clusters Score: Raw -57174.269435 + Penalty 2961.745873 = -54212.523563 nChanged 2 SP:Iteration 15Q (9695.460000 sec): 3 clusters Score: Raw -57180.020205 + Penalty 2961.745873 = -54218.274332 nChanged 1 SP:Iteration 16Q (9695.470000 sec): 3 clusters Score: Raw -57182.386158 + Penalty 2961.745873 = -54220.640285 nChanged 0 SP:Iteration 17F (9695.470000 sec): 3 clusters Score: Raw -57182.386158 + Penalty 2961.745873 = -54220.640285 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9695.600000 sec): 2 clusters Score: Raw -4180348.410846 + Penalty 2524.983333 = -4177823.427514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9695.740000 sec): 3 clusters Score: Raw -4164790.072871 + Penalty 5049.966665 = -4159740.106206 nChanged 11776 SP:Iteration 1F (9695.870000 sec): 3 clusters Score: Raw -4171079.387240 + Penalty 5049.966665 = -4166029.420575 nChanged 1205 SP:Iteration 2Q (9696.010000 sec): 3 clusters Score: Raw -4171456.484895 + Penalty 5049.966665 = -4166406.518230 nChanged 1073 SP:Iteration 3Q (9696.150000 sec): 3 clusters Score: Raw -4171803.284083 + Penalty 5049.966665 = -4166753.317418 nChanged 990 SP:Iteration 4Q (9696.280000 sec): 3 clusters Score: Raw -4172117.050137 + Penalty 5049.966665 = -4167067.083471 nChanged 977 SP:Iteration 5Q (9696.420000 sec): 3 clusters Score: Raw -4172431.274578 + Penalty 5049.966665 = -4167381.307913 nChanged 982 SP:Iteration 6Q (9696.560000 sec): 3 clusters Score: Raw -4172784.979171 + Penalty 5049.966665 = -4167735.012506 nChanged 1070 SP:Iteration 7Q (9696.700000 sec): 3 clusters Score: Raw -4173219.049996 + Penalty 5049.966665 = -4168169.083331 nChanged 1174 SP:Iteration 8Q (9696.840000 sec): 3 clusters Score: Raw -4173769.663618 + Penalty 5049.966665 = -4168719.696953 nChanged 1257 SP:Iteration 9Q (9696.970000 sec): 3 clusters Score: Raw -4174416.121905 + Penalty 5049.966665 = -4169366.155240 nChanged 1383 SP:Iteration 10F (9697.110000 sec): 3 clusters Score: Raw -4175222.221316 + Penalty 5049.966665 = -4170172.254651 nChanged 1462 SP:Iteration 11F (9697.240000 sec): 3 clusters Score: Raw -4176148.646009 + Penalty 5049.966665 = -4171098.679344 nChanged 1425 SP:Iteration 12F (9697.380000 sec): 3 clusters Score: Raw -4177109.682900 + Penalty 5049.966665 = -4172059.716235 nChanged 1281 SP:Iteration 13Q (9697.510000 sec): 3 clusters Score: Raw -4178018.272355 + Penalty 5049.966665 = -4172968.305690 nChanged 1058 SP:Iteration 14Q (9697.650000 sec): 3 clusters Score: Raw -4178803.879147 + Penalty 5049.966665 = -4173753.912482 nChanged 846 SP:Iteration 15Q (9697.780000 sec): 3 clusters Score: Raw -4179449.754772 + Penalty 5049.966665 = -4174399.788107 nChanged 616 SP:Iteration 16Q (9697.920000 sec): 3 clusters Score: Raw -4179922.879241 + Penalty 5049.966665 = -4174872.912576 nChanged 373 SP:Iteration 17Q (9698.060000 sec): 3 clusters Score: Raw -4180196.097479 + Penalty 5049.966665 = -4175146.130814 nChanged 232 SP:Iteration 18Q (9698.180000 sec): 3 clusters Score: Raw -4180368.858225 + Penalty 5049.966665 = -4175318.891559 nChanged 156 SP:Iteration 19Q (9698.310000 sec): 3 clusters Score: Raw -4180476.101300 + Penalty 5049.966665 = -4175426.134635 nChanged 110 SP:Iteration 20F (9698.450000 sec): 3 clusters Score: Raw -4180557.338956 + Penalty 5049.966665 = -4175507.372291 nChanged 71 SP:Iteration 21Q (9698.570000 sec): 3 clusters Score: Raw -4180608.016355 + Penalty 5049.966665 = -4175558.049690 nChanged 36 SP:Iteration 22Q (9698.680000 sec): 3 clusters Score: Raw -4180629.317883 + Penalty 5049.966665 = -4175579.351218 nChanged 20 SP:Iteration 23Q (9698.800000 sec): 3 clusters Score: Raw -4180640.080316 + Penalty 5049.966665 = -4175590.113651 nChanged 14 SP:Iteration 24Q (9698.920000 sec): 3 clusters Score: Raw -4180650.100194 + Penalty 5049.966665 = -4175600.133529 nChanged 15 SP:Iteration 25Q (9699.030000 sec): 3 clusters Score: Raw -4180659.250841 + Penalty 5049.966665 = -4175609.284175 nChanged 14 SP:Iteration 26Q (9699.150000 sec): 3 clusters Score: Raw -4180669.044905 + Penalty 5049.966665 = -4175619.078240 nChanged 14 SP:Iteration 27Q (9699.260000 sec): 3 clusters Score: Raw -4180680.506397 + Penalty 5049.966665 = -4175630.539732 nChanged 17 SP:Iteration 28Q (9699.380000 sec): 3 clusters Score: Raw -4180690.804208 + Penalty 5049.966665 = -4175640.837543 nChanged 9 SP:Iteration 29Q (9699.490000 sec): 3 clusters Score: Raw -4180696.583079 + Penalty 5049.966665 = -4175646.616414 nChanged 10 SP:Iteration 30Q (9699.600000 sec): 3 clusters Score: Raw -4180703.445467 + Penalty 5049.966665 = -4175653.478802 nChanged 14 SP:Iteration 31Q (9699.710000 sec): 3 clusters Score: Raw -4180713.190649 + Penalty 5049.966665 = -4175663.223984 nChanged 11 SP:Iteration 32Q (9699.820000 sec): 3 clusters Score: Raw -4180720.759811 + Penalty 5049.966665 = -4175670.793146 nChanged 4 SP:Iteration 33Q (9699.940000 sec): 3 clusters Score: Raw -4180724.367454 + Penalty 5049.966665 = -4175674.400789 nChanged 4 SP:Iteration 34Q (9700.050000 sec): 3 clusters Score: Raw -4180726.701384 + Penalty 5049.966665 = -4175676.734719 nChanged 5 SP:Iteration 35Q (9700.160000 sec): 3 clusters Score: Raw -4180728.988505 + Penalty 5049.966665 = -4175679.021840 nChanged 2 SP:Iteration 36Q (9700.270000 sec): 3 clusters Score: Raw -4180730.575713 + Penalty 5049.966665 = -4175680.609048 nChanged 1 SP:Iteration 37Q (9700.380000 sec): 3 clusters Score: Raw -4180731.347615 + Penalty 5049.966665 = -4175681.380950 nChanged 3 SP:Iteration 38Q (9700.490000 sec): 3 clusters Score: Raw -4180732.952864 + Penalty 5049.966665 = -4175682.986199 nChanged 2 SP:Iteration 39Q (9700.600000 sec): 3 clusters Score: Raw -4180733.928123 + Penalty 5049.966665 = -4175683.961458 nChanged 1 SP:Iteration 40F (9700.730000 sec): 3 clusters Score: Raw -4180734.497211 + Penalty 5049.966665 = -4175684.530546 nChanged 2 SP:Iteration 41Q (9700.840000 sec): 3 clusters Score: Raw -4180735.676424 + Penalty 5049.966665 = -4175685.709759 nChanged 1 SP:Iteration 42Q (9700.950000 sec): 3 clusters Score: Raw -4180735.784463 + Penalty 5049.966665 = -4175685.817798 nChanged 0 SP:Iteration 43F (9701.080000 sec): 3 clusters Score: Raw -4180735.784463 + Penalty 5049.966665 = -4175685.817798 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9701.110000 sec): 2 clusters Score: Raw -270884.340246 + Penalty 1844.281082 = -269040.059165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9701.120000 sec): 3 clusters Score: Raw -270319.467179 + Penalty 3688.562164 = -266630.905016 nChanged 509 SP:Iteration 1F (9701.120000 sec): 3 clusters Score: Raw -270704.412814 + Penalty 3688.562164 = -267015.850651 nChanged 112 SP:Iteration 2F (9701.130000 sec): 3 clusters Score: Raw -270808.388673 + Penalty 3688.562164 = -267119.826509 nChanged 67 SP:Iteration 3Q (9701.140000 sec): 3 clusters Score: Raw -270864.257175 + Penalty 3688.562164 = -267175.695011 nChanged 45 SP:Iteration 4Q (9701.150000 sec): 3 clusters Score: Raw -270910.509019 + Penalty 3688.562164 = -267221.946856 nChanged 40 SP:Iteration 5Q (9701.160000 sec): 3 clusters Score: Raw -270952.880978 + Penalty 3688.562164 = -267264.318815 nChanged 41 SP:Iteration 6Q (9701.170000 sec): 3 clusters Score: Raw -270989.333460 + Penalty 3688.562164 = -267300.771297 nChanged 29 SP:Iteration 7Q (9701.180000 sec): 3 clusters Score: Raw -271015.948385 + Penalty 3688.562164 = -267327.386222 nChanged 22 SP:Iteration 8Q (9701.180000 sec): 3 clusters Score: Raw -271038.169456 + Penalty 3688.562164 = -267349.607293 nChanged 22 SP:Iteration 9Q (9701.190000 sec): 3 clusters Score: Raw -271068.244219 + Penalty 3688.562164 = -267379.682055 nChanged 34 SP:Iteration 10Q (9701.200000 sec): 3 clusters Score: Raw -271102.246520 + Penalty 3688.562164 = -267413.684357 nChanged 32 SP:Iteration 11Q (9701.210000 sec): 3 clusters Score: Raw -271135.439002 + Penalty 3688.562164 = -267446.876838 nChanged 34 SP:Iteration 12Q (9701.220000 sec): 3 clusters Score: Raw -271164.006746 + Penalty 3688.562164 = -267475.444583 nChanged 22 SP:Iteration 13Q (9701.230000 sec): 3 clusters Score: Raw -271184.031587 + Penalty 3688.562164 = -267495.469423 nChanged 14 SP:Iteration 14Q (9701.240000 sec): 3 clusters Score: Raw -271197.697713 + Penalty 3688.562164 = -267509.135550 nChanged 13 SP:Iteration 15Q (9701.240000 sec): 3 clusters Score: Raw -271208.933440 + Penalty 3688.562164 = -267520.371276 nChanged 12 SP:Iteration 16Q (9701.250000 sec): 3 clusters Score: Raw -271217.822838 + Penalty 3688.562164 = -267529.260674 nChanged 10 SP:Iteration 17Q (9701.260000 sec): 3 clusters Score: Raw -271225.723969 + Penalty 3688.562164 = -267537.161805 nChanged 5 SP:Iteration 18Q (9701.270000 sec): 3 clusters Score: Raw -271227.873453 + Penalty 3688.562164 = -267539.311289 nChanged 3 SP:Iteration 19Q (9701.280000 sec): 3 clusters Score: Raw -271229.533851 + Penalty 3688.562164 = -267540.971687 nChanged 1 SP:Iteration 20F (9701.280000 sec): 3 clusters Score: Raw -271229.885868 + Penalty 3688.562164 = -267541.323704 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9701.300000 sec): 2 clusters Score: Raw -310350.629089 + Penalty 1894.511971 = -308456.117119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9701.310000 sec): 3 clusters Score: Raw -309588.158524 + Penalty 3789.023941 = -305799.134583 nChanged 672 SP:Iteration 1F (9701.320000 sec): 3 clusters Score: Raw -310058.707234 + Penalty 3789.023941 = -306269.683293 nChanged 140 SP:Iteration 2F (9701.330000 sec): 3 clusters Score: Raw -310176.710868 + Penalty 3789.023941 = -306387.686927 nChanged 81 SP:Iteration 3Q (9701.340000 sec): 3 clusters Score: Raw -310246.756617 + Penalty 3789.023941 = -306457.732676 nChanged 55 SP:Iteration 4Q (9701.350000 sec): 3 clusters Score: Raw -310306.733947 + Penalty 3789.023941 = -306517.710006 nChanged 51 SP:Iteration 5Q (9701.360000 sec): 3 clusters Score: Raw -310352.457368 + Penalty 3789.023941 = -306563.433427 nChanged 46 SP:Iteration 6Q (9701.370000 sec): 3 clusters Score: Raw -310392.291479 + Penalty 3789.023941 = -306603.267538 nChanged 42 SP:Iteration 7Q (9701.380000 sec): 3 clusters Score: Raw -310443.530332 + Penalty 3789.023941 = -306654.506391 nChanged 50 SP:Iteration 8Q (9701.390000 sec): 3 clusters Score: Raw -310492.519900 + Penalty 3789.023941 = -306703.495959 nChanged 48 SP:Iteration 9Q (9701.400000 sec): 3 clusters Score: Raw -310544.660848 + Penalty 3789.023941 = -306755.636907 nChanged 38 SP:Iteration 10Q (9701.410000 sec): 3 clusters Score: Raw -310585.409939 + Penalty 3789.023941 = -306796.385997 nChanged 25 SP:Iteration 11Q (9701.420000 sec): 3 clusters Score: Raw -310606.502972 + Penalty 3789.023941 = -306817.479031 nChanged 33 SP:Iteration 12Q (9701.430000 sec): 3 clusters Score: Raw -310628.762988 + Penalty 3789.023941 = -306839.739047 nChanged 18 SP:Iteration 13Q (9701.440000 sec): 3 clusters Score: Raw -310638.547185 + Penalty 3789.023941 = -306849.523244 nChanged 22 SP:Iteration 14Q (9701.450000 sec): 3 clusters Score: Raw -310656.800289 + Penalty 3789.023941 = -306867.776348 nChanged 20 SP:Iteration 15Q (9701.460000 sec): 3 clusters Score: Raw -310676.736591 + Penalty 3789.023941 = -306887.712650 nChanged 22 SP:Iteration 16Q (9701.470000 sec): 3 clusters Score: Raw -310692.514294 + Penalty 3789.023941 = -306903.490353 nChanged 18 SP:Iteration 17Q (9701.480000 sec): 3 clusters Score: Raw -310701.766756 + Penalty 3789.023941 = -306912.742815 nChanged 14 SP:Iteration 18Q (9701.490000 sec): 3 clusters Score: Raw -310713.635757 + Penalty 3789.023941 = -306924.611815 nChanged 13 SP:Iteration 19Q (9701.500000 sec): 3 clusters Score: Raw -310722.445008 + Penalty 3789.023941 = -306933.421067 nChanged 13 SP:Iteration 20F (9701.510000 sec): 3 clusters Score: Raw -310732.184741 + Penalty 3789.023941 = -306943.160800 nChanged 15 SP:Iteration 21Q (9701.520000 sec): 3 clusters Score: Raw -310745.357198 + Penalty 3789.023941 = -306956.333257 nChanged 16 SP:Iteration 22Q (9701.530000 sec): 3 clusters Score: Raw -310758.136607 + Penalty 3789.023941 = -306969.112666 nChanged 19 SP:Iteration 23Q (9701.540000 sec): 3 clusters Score: Raw -310770.254760 + Penalty 3789.023941 = -306981.230819 nChanged 15 SP:Iteration 24Q (9701.550000 sec): 3 clusters Score: Raw -310784.107553 + Penalty 3789.023941 = -306995.083612 nChanged 13 SP:Iteration 25Q (9701.560000 sec): 3 clusters Score: Raw -310791.835824 + Penalty 3789.023941 = -307002.811883 nChanged 15 SP:Iteration 26Q (9701.570000 sec): 3 clusters Score: Raw -310799.816504 + Penalty 3789.023941 = -307010.792563 nChanged 13 SP:Iteration 27Q (9701.580000 sec): 3 clusters Score: Raw -310809.820598 + Penalty 3789.023941 = -307020.796656 nChanged 17 SP:Iteration 28Q (9701.590000 sec): 3 clusters Score: Raw -310824.922712 + Penalty 3789.023941 = -307035.898771 nChanged 14 SP:Iteration 29Q (9701.600000 sec): 3 clusters Score: Raw -310834.143896 + Penalty 3789.023941 = -307045.119955 nChanged 11 SP:Iteration 30Q (9701.610000 sec): 3 clusters Score: Raw -310843.769698 + Penalty 3789.023941 = -307054.745757 nChanged 20 SP:Iteration 31Q (9701.620000 sec): 3 clusters Score: Raw -310862.562446 + Penalty 3789.023941 = -307073.538505 nChanged 33 SP:Iteration 32Q (9701.630000 sec): 3 clusters Score: Raw -310895.887261 + Penalty 3789.023941 = -307106.863320 nChanged 32 SP:Iteration 33Q (9701.640000 sec): 3 clusters Score: Raw -310927.373902 + Penalty 3789.023941 = -307138.349961 nChanged 37 SP:Iteration 34Q (9701.650000 sec): 3 clusters Score: Raw -310967.125905 + Penalty 3789.023941 = -307178.101964 nChanged 49 SP:Iteration 35Q (9701.660000 sec): 3 clusters Score: Raw -311021.305897 + Penalty 3789.023941 = -307232.281955 nChanged 51 SP:Iteration 36Q (9701.670000 sec): 3 clusters Score: Raw -311090.807151 + Penalty 3789.023941 = -307301.783209 nChanged 51 SP:Iteration 37Q (9701.680000 sec): 3 clusters Score: Raw -311177.612536 + Penalty 3789.023941 = -307388.588595 nChanged 42 SP:Iteration 38Q (9701.690000 sec): 3 clusters Score: Raw -311254.147931 + Penalty 3789.023941 = -307465.123990 nChanged 48 SP:Iteration 39Q (9701.700000 sec): 3 clusters Score: Raw -311306.541739 + Penalty 3789.023941 = -307517.517798 nChanged 24 SP:Iteration 40F (9701.710000 sec): 3 clusters Score: Raw -311327.729561 + Penalty 3789.023941 = -307538.705620 nChanged 14 SP:Iteration 41Q (9701.720000 sec): 3 clusters Score: Raw -311338.806368 + Penalty 3789.023941 = -307549.782427 nChanged 9 SP:Iteration 42Q (9701.730000 sec): 3 clusters Score: Raw -311346.400802 + Penalty 3789.023941 = -307557.376860 nChanged 5 SP:Iteration 43Q (9701.740000 sec): 3 clusters Score: Raw -311349.366926 + Penalty 3789.023941 = -307560.342985 nChanged 6 SP:Iteration 44Q (9701.740000 sec): 3 clusters Score: Raw -311352.795603 + Penalty 3789.023941 = -307563.771662 nChanged 3 SP:Iteration 45Q (9701.750000 sec): 3 clusters Score: Raw -311354.327453 + Penalty 3789.023941 = -307565.303511 nChanged 2 SP:Iteration 46Q (9701.760000 sec): 3 clusters Score: Raw -311357.147746 + Penalty 3789.023941 = -307568.123804 nChanged 4 SP:Iteration 47Q (9701.770000 sec): 3 clusters Score: Raw -311359.461854 + Penalty 3789.023941 = -307570.437913 nChanged 2 SP:Iteration 48Q (9701.780000 sec): 3 clusters Score: Raw -311360.308065 + Penalty 3789.023941 = -307571.284124 nChanged 2 SP:Iteration 49Q (9701.790000 sec): 3 clusters Score: Raw -311361.136329 + Penalty 3789.023941 = -307572.112388 nChanged 1 SP:Iteration 50Q (9701.800000 sec): 3 clusters Score: Raw -311361.318266 + Penalty 3789.023941 = -307572.294324 nChanged 0 SP:Iteration 51F (9701.810000 sec): 3 clusters Score: Raw -311361.318266 + Penalty 3789.023941 = -307572.294324 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9701.810000 sec): 2 clusters Score: Raw -24927.014922 + Penalty 1291.952566 = -23635.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9701.810000 sec): 3 clusters Score: Raw -25113.360836 + Penalty 2583.905132 = -22529.455704 nChanged 15 SP:Iteration 1F (9701.820000 sec): 3 clusters Score: Raw -25182.164251 + Penalty 2583.905132 = -22598.259119 nChanged 4 SP:Iteration 2Q (9701.820000 sec): 3 clusters Score: Raw -25216.629119 + Penalty 2583.905132 = -22632.723987 nChanged 2 SP:Iteration 3Q (9701.820000 sec): 3 clusters Score: Raw -25251.965467 + Penalty 2583.905132 = -22668.060335 nChanged 1 SP:Iteration 4Q (9701.820000 sec): 3 clusters Score: Raw -25260.780637 + Penalty 2583.905132 = -22676.875505 nChanged 1 SP:Iteration 5Q (9701.820000 sec): 3 clusters Score: Raw -25265.183502 + Penalty 2583.905132 = -22681.278370 nChanged 0 SP:Iteration 6F (9701.820000 sec): 3 clusters Score: Raw -25265.183502 + Penalty 2583.905132 = -22681.278370 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 26 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9701.860000 sec): 2 clusters Score: Raw -1269120.872853 + Penalty 2232.974893 = -1266887.897960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9701.900000 sec): 3 clusters Score: Raw -1264877.740037 + Penalty 4465.949786 = -1260411.790251 nChanged 3294 SP:Iteration 1F (9701.940000 sec): 3 clusters Score: Raw -1266589.361965 + Penalty 4465.949786 = -1262123.412180 nChanged 563 SP:Iteration 2F (9701.980000 sec): 3 clusters Score: Raw -1266849.760241 + Penalty 4465.949786 = -1262383.810455 nChanged 365 SP:Iteration 3Q (9702.020000 sec): 3 clusters Score: Raw -1266995.734693 + Penalty 4465.949786 = -1262529.784908 nChanged 298 SP:Iteration 4Q (9702.060000 sec): 3 clusters Score: Raw -1267107.756119 + Penalty 4465.949786 = -1262641.806333 nChanged 226 SP:Iteration 5Q (9702.100000 sec): 3 clusters Score: Raw -1267192.658011 + Penalty 4465.949786 = -1262726.708225 nChanged 183 SP:Iteration 6Q (9702.140000 sec): 3 clusters Score: Raw -1267263.480769 + Penalty 4465.949786 = -1262797.530984 nChanged 207 SP:Iteration 7Q (9702.180000 sec): 3 clusters Score: Raw -1267353.101497 + Penalty 4465.949786 = -1262887.151711 nChanged 229 SP:Iteration 8Q (9702.220000 sec): 3 clusters Score: Raw -1267453.070745 + Penalty 4465.949786 = -1262987.120959 nChanged 224 SP:Iteration 9Q (9702.260000 sec): 3 clusters Score: Raw -1267557.514868 + Penalty 4465.949786 = -1263091.565082 nChanged 258 SP:Iteration 10Q (9702.300000 sec): 3 clusters Score: Raw -1267672.872567 + Penalty 4465.949786 = -1263206.922781 nChanged 273 SP:Iteration 11Q (9702.340000 sec): 3 clusters Score: Raw -1267807.314646 + Penalty 4465.949786 = -1263341.364860 nChanged 290 SP:Iteration 12Q (9702.380000 sec): 3 clusters Score: Raw -1267982.166749 + Penalty 4465.949786 = -1263516.216963 nChanged 321 SP:Iteration 13Q (9702.420000 sec): 3 clusters Score: Raw -1268193.100435 + Penalty 4465.949786 = -1263727.150649 nChanged 299 SP:Iteration 14Q (9702.460000 sec): 3 clusters Score: Raw -1268383.065864 + Penalty 4465.949786 = -1263917.116079 nChanged 282 SP:Iteration 15Q (9702.510000 sec): 3 clusters Score: Raw -1268576.843854 + Penalty 4465.949786 = -1264110.894068 nChanged 240 SP:Iteration 16Q (9702.550000 sec): 3 clusters Score: Raw -1268746.335345 + Penalty 4465.949786 = -1264280.385560 nChanged 208 SP:Iteration 17Q (9702.590000 sec): 3 clusters Score: Raw -1268891.669453 + Penalty 4465.949786 = -1264425.719667 nChanged 187 SP:Iteration 18Q (9702.620000 sec): 3 clusters Score: Raw -1269020.733138 + Penalty 4465.949786 = -1264554.783352 nChanged 142 SP:Iteration 19Q (9702.660000 sec): 3 clusters Score: Raw -1269120.140508 + Penalty 4465.949786 = -1264654.190722 nChanged 104 SP:Iteration 20F (9702.700000 sec): 3 clusters Score: Raw -1269205.700513 + Penalty 4465.949786 = -1264739.750727 nChanged 81 SP:Iteration 21Q (9702.740000 sec): 3 clusters Score: Raw -1269262.754749 + Penalty 4465.949786 = -1264796.804964 nChanged 60 SP:Iteration 22Q (9702.780000 sec): 3 clusters Score: Raw -1269309.446758 + Penalty 4465.949786 = -1264843.496972 nChanged 52 SP:Iteration 23Q (9702.820000 sec): 3 clusters Score: Raw -1269355.024305 + Penalty 4465.949786 = -1264889.074519 nChanged 44 SP:Iteration 24Q (9702.850000 sec): 3 clusters Score: Raw -1269395.128101 + Penalty 4465.949786 = -1264929.178316 nChanged 29 SP:Iteration 25Q (9702.890000 sec): 3 clusters Score: Raw -1269417.111819 + Penalty 4465.949786 = -1264951.162033 nChanged 21 SP:Iteration 26Q (9702.930000 sec): 3 clusters Score: Raw -1269432.092411 + Penalty 4465.949786 = -1264966.142625 nChanged 12 SP:Iteration 27Q (9702.960000 sec): 3 clusters Score: Raw -1269442.960682 + Penalty 4465.949786 = -1264977.010896 nChanged 17 SP:Iteration 28Q (9703.000000 sec): 3 clusters Score: Raw -1269458.334367 + Penalty 4465.949786 = -1264992.384582 nChanged 15 SP:Iteration 29Q (9703.030000 sec): 3 clusters Score: Raw -1269471.531817 + Penalty 4465.949786 = -1265005.582031 nChanged 16 SP:Iteration 30Q (9703.070000 sec): 3 clusters Score: Raw -1269485.055567 + Penalty 4465.949786 = -1265019.105781 nChanged 14 SP:Iteration 31Q (9703.100000 sec): 3 clusters Score: Raw -1269495.489464 + Penalty 4465.949786 = -1265029.539679 nChanged 8 SP:Iteration 32Q (9703.130000 sec): 3 clusters Score: Raw -1269504.462065 + Penalty 4465.949786 = -1265038.512279 nChanged 10 SP:Iteration 33Q (9703.170000 sec): 3 clusters Score: Raw -1269514.460610 + Penalty 4465.949786 = -1265048.510825 nChanged 5 SP:Iteration 34Q (9703.200000 sec): 3 clusters Score: Raw -1269517.630956 + Penalty 4465.949786 = -1265051.681170 nChanged 4 SP:Iteration 35Q (9703.230000 sec): 3 clusters Score: Raw -1269520.210200 + Penalty 4465.949786 = -1265054.260414 nChanged 1 SP:Iteration 36Q (9703.270000 sec): 3 clusters Score: Raw -1269520.867847 + Penalty 4465.949786 = -1265054.918061 nChanged 0 SP:Iteration 37F (9703.310000 sec): 3 clusters Score: Raw -1269520.867847 + Penalty 4465.949786 = -1265054.918061 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9703.320000 sec): 2 clusters Score: Raw -48898.347754 + Penalty 1469.215438 = -47429.132316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9703.320000 sec): 3 clusters Score: Raw -49065.215769 + Penalty 2938.430876 = -46126.784894 nChanged 78 SP:Iteration 1F (9703.320000 sec): 3 clusters Score: Raw -49399.247589 + Penalty 2938.430876 = -46460.816714 nChanged 24 SP:Iteration 2F (9703.320000 sec): 3 clusters Score: Raw -49507.847933 + Penalty 2938.430876 = -46569.417057 nChanged 16 SP:Iteration 3Q (9703.330000 sec): 3 clusters Score: Raw -49580.215938 + Penalty 2938.430876 = -46641.785063 nChanged 9 SP:Iteration 4Q (9703.330000 sec): 3 clusters Score: Raw -49604.372769 + Penalty 2938.430876 = -46665.941894 nChanged 4 SP:Iteration 5Q (9703.330000 sec): 3 clusters Score: Raw -49620.184238 + Penalty 2938.430876 = -46681.753363 nChanged 4 SP:Iteration 6Q (9703.330000 sec): 3 clusters Score: Raw -49643.183579 + Penalty 2938.430876 = -46704.752704 nChanged 4 SP:Iteration 7Q (9703.330000 sec): 3 clusters Score: Raw -49662.257484 + Penalty 2938.430876 = -46723.826609 nChanged 6 SP:Iteration 8Q (9703.330000 sec): 3 clusters Score: Raw -49709.396762 + Penalty 2938.430876 = -46770.965887 nChanged 4 SP:Iteration 9Q (9703.330000 sec): 3 clusters Score: Raw -49722.002377 + Penalty 2938.430876 = -46783.571502 nChanged 0 SP:Iteration 10F (9703.340000 sec): 3 clusters Score: Raw -49722.002377 + Penalty 2938.430876 = -46783.571502 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9703.340000 sec): 2 clusters Score: Raw -54754.409206 + Penalty 1486.502434 = -53267.906772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9703.340000 sec): 3 clusters Score: Raw -54853.973739 + Penalty 2973.004868 = -51880.968871 nChanged 67 SP:Iteration 1F (9703.350000 sec): 3 clusters Score: Raw -55036.269820 + Penalty 2973.004868 = -52063.264952 nChanged 21 SP:Iteration 2F (9703.350000 sec): 3 clusters Score: Raw -55179.449625 + Penalty 2973.004868 = -52206.444757 nChanged 15 SP:Iteration 3Q (9703.350000 sec): 3 clusters Score: Raw -55232.270251 + Penalty 2973.004868 = -52259.265383 nChanged 10 SP:Iteration 4Q (9703.350000 sec): 3 clusters Score: Raw -55262.941667 + Penalty 2973.004868 = -52289.936799 nChanged 6 SP:Iteration 5Q (9703.350000 sec): 3 clusters Score: Raw -55279.478783 + Penalty 2973.004868 = -52306.473915 nChanged 6 SP:Iteration 6Q (9703.360000 sec): 3 clusters Score: Raw -55304.140196 + Penalty 2973.004868 = -52331.135328 nChanged 7 SP:Iteration 7Q (9703.360000 sec): 3 clusters Score: Raw -55337.960071 + Penalty 2973.004868 = -52364.955203 nChanged 10 SP:Iteration 8Q (9703.360000 sec): 3 clusters Score: Raw -55382.058925 + Penalty 2973.004868 = -52409.054057 nChanged 11 SP:Iteration 9Q (9703.360000 sec): 3 clusters Score: Raw -55444.459607 + Penalty 2973.004868 = -52471.454739 nChanged 15 SP:Iteration 10Q (9703.360000 sec): 3 clusters Score: Raw -55557.088953 + Penalty 2973.004868 = -52584.084085 nChanged 13 SP:Iteration 11Q (9703.370000 sec): 3 clusters Score: Raw -55733.825332 + Penalty 2973.004868 = -52760.820465 nChanged 5 SP:Iteration 12Q (9703.370000 sec): 3 clusters Score: Raw -55806.202274 + Penalty 2973.004868 = -52833.197406 nChanged 7 SP:Iteration 13Q (9703.370000 sec): 3 clusters Score: Raw -55867.274196 + Penalty 2973.004868 = -52894.269328 nChanged 1 SP:Iteration 14Q (9703.370000 sec): 3 clusters Score: Raw -55870.170849 + Penalty 2973.004868 = -52897.165981 nChanged 1 SP:Iteration 15Q (9703.370000 sec): 3 clusters Score: Raw -55876.674738 + Penalty 2973.004868 = -52903.669870 nChanged 3 SP:Iteration 16Q (9703.370000 sec): 3 clusters Score: Raw -55905.414769 + Penalty 2973.004868 = -52932.409901 nChanged 3 SP:Iteration 17Q (9703.370000 sec): 3 clusters Score: Raw -55948.089467 + Penalty 2973.004868 = -52975.084599 nChanged 1 SP:Iteration 18Q (9703.380000 sec): 3 clusters Score: Raw -55982.743838 + Penalty 2973.004868 = -53009.738970 nChanged 2 SP:Iteration 19Q (9703.380000 sec): 3 clusters Score: Raw -56008.768697 + Penalty 2973.004868 = -53035.763829 nChanged 1 SP:Iteration 20F (9703.380000 sec): 3 clusters Score: Raw -56024.979213 + Penalty 2973.004868 = -53051.974345 nChanged 3 SP:Iteration 21Q (9703.380000 sec): 3 clusters Score: Raw -56101.237089 + Penalty 2973.004868 = -53128.232221 nChanged 3 SP:Iteration 22Q (9703.380000 sec): 3 clusters Score: Raw -56127.213214 + Penalty 2973.004868 = -53154.208346 nChanged 3 SP:Iteration 23Q (9703.390000 sec): 3 clusters Score: Raw -56143.090974 + Penalty 2973.004868 = -53170.086106 nChanged 6 SP:Iteration 24Q (9703.390000 sec): 3 clusters Score: Raw -56192.540290 + Penalty 2973.004868 = -53219.535422 nChanged 4 SP:Iteration 25Q (9703.390000 sec): 3 clusters Score: Raw -56268.092889 + Penalty 2973.004868 = -53295.088022 nChanged 5 SP:Iteration 26Q (9703.390000 sec): 3 clusters Score: Raw -56494.478943 + Penalty 2973.004868 = -53521.474075 nChanged 4 SP:Iteration 27Q (9703.390000 sec): 3 clusters Score: Raw -56569.686141 + Penalty 2973.004868 = -53596.681273 nChanged 1 SP:Iteration 28Q (9703.390000 sec): 3 clusters Score: Raw -56703.127959 + Penalty 2973.004868 = -53730.123091 nChanged 3 SP:Iteration 29Q (9703.390000 sec): 3 clusters Score: Raw -56718.437006 + Penalty 2973.004868 = -53745.432138 nChanged 4 SP:Iteration 30Q (9703.400000 sec): 3 clusters Score: Raw -56742.554566 + Penalty 2973.004868 = -53769.549698 nChanged 2 SP:Iteration 31Q (9703.400000 sec): 3 clusters Score: Raw -56751.839029 + Penalty 2973.004868 = -53778.834161 nChanged 2 SP:Iteration 32Q (9703.400000 sec): 3 clusters Score: Raw -56767.626986 + Penalty 2973.004868 = -53794.622118 nChanged 4 SP:Iteration 33Q (9703.400000 sec): 3 clusters Score: Raw -56804.018002 + Penalty 2973.004868 = -53831.013134 nChanged 3 SP:Iteration 34Q (9703.400000 sec): 3 clusters Score: Raw -56844.886520 + Penalty 2973.004868 = -53871.881652 nChanged 4 SP:Iteration 35Q (9703.410000 sec): 3 clusters Score: Raw -56928.364775 + Penalty 2973.004868 = -53955.359907 nChanged 2 SP:Iteration 36Q (9703.410000 sec): 3 clusters Score: Raw -56991.896858 + Penalty 2973.004868 = -54018.891990 nChanged 1 SP:Iteration 37Q (9703.410000 sec): 3 clusters Score: Raw -57084.062662 + Penalty 2973.004868 = -54111.057794 nChanged 1 SP:Iteration 38Q (9703.410000 sec): 3 clusters Score: Raw -57212.009903 + Penalty 2973.004868 = -54239.005035 nChanged 0 SP:Iteration 39F (9703.410000 sec): 3 clusters Score: Raw -57212.009903 + Penalty 2973.004868 = -54239.005035 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 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9703.420000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9703.430000 sec): 3 clusters Score: Raw -156374.175776 + Penalty 3432.163190 = -152942.012586 nChanged 258 SP:Iteration 1F (9703.430000 sec): 3 clusters Score: Raw -156645.674140 + Penalty 3432.163190 = -153213.510950 nChanged 69 SP:Iteration 2F (9703.440000 sec): 3 clusters Score: Raw -156729.009038 + Penalty 3432.163190 = -153296.845849 nChanged 41 SP:Iteration 3Q (9703.450000 sec): 3 clusters Score: Raw -156786.127800 + Penalty 3432.163190 = -153353.964611 nChanged 12 SP:Iteration 4Q (9703.450000 sec): 3 clusters Score: Raw -156803.664968 + Penalty 3432.163190 = -153371.501779 nChanged 9 SP:Iteration 5Q (9703.450000 sec): 3 clusters Score: Raw -156815.327605 + Penalty 3432.163190 = -153383.164416 nChanged 7 SP:Iteration 6Q (9703.460000 sec): 3 clusters Score: Raw -156822.341773 + Penalty 3432.163190 = -153390.178584 nChanged 8 SP:Iteration 7Q (9703.470000 sec): 3 clusters Score: Raw -156835.132537 + Penalty 3432.163190 = -153402.969347 nChanged 7 SP:Iteration 8Q (9703.470000 sec): 3 clusters Score: Raw -156846.763358 + Penalty 3432.163190 = -153414.600169 nChanged 6 SP:Iteration 9Q (9703.470000 sec): 3 clusters Score: Raw -156853.965879 + Penalty 3432.163190 = -153421.802689 nChanged 3 SP:Iteration 10Q (9703.480000 sec): 3 clusters Score: Raw -156857.978192 + Penalty 3432.163190 = -153425.815003 nChanged 4 SP:Iteration 11Q (9703.490000 sec): 3 clusters Score: Raw -156859.834618 + Penalty 3432.163190 = -153427.671429 nChanged 3 SP:Iteration 12Q (9703.490000 sec): 3 clusters Score: Raw -156863.944766 + Penalty 3432.163190 = -153431.781576 nChanged 0 SP:Iteration 13F (9703.490000 sec): 3 clusters Score: Raw -156863.944766 + Penalty 3432.163190 = -153431.781576 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9703.500000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9703.500000 sec): 3 clusters Score: Raw -82017.394588 + Penalty 3132.417569 = -78884.977019 nChanged 99 SP:Iteration 1F (9703.510000 sec): 3 clusters Score: Raw -82214.787945 + Penalty 3132.417569 = -79082.370376 nChanged 29 SP:Iteration 2F (9703.510000 sec): 3 clusters Score: Raw -82278.286782 + Penalty 3132.417569 = -79145.869213 nChanged 8 SP:Iteration 3Q (9703.510000 sec): 3 clusters Score: Raw -82298.068443 + Penalty 3132.417569 = -79165.650874 nChanged 6 SP:Iteration 4Q (9703.510000 sec): 3 clusters Score: Raw -82308.241543 + Penalty 3132.417569 = -79175.823974 nChanged 2 SP:Iteration 5Q (9703.520000 sec): 3 clusters Score: Raw -82313.614828 + Penalty 3132.417569 = -79181.197259 nChanged 1 SP:Iteration 6Q (9703.520000 sec): 3 clusters Score: Raw -82316.937916 + Penalty 3132.417569 = -79184.520347 nChanged 2 SP:Iteration 7Q (9703.520000 sec): 3 clusters Score: Raw -82321.494323 + Penalty 3132.417569 = -79189.076754 nChanged 0 SP:Iteration 8F (9703.530000 sec): 3 clusters Score: Raw -82321.494323 + Penalty 3132.417569 = -79189.076754 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9703.580000 sec): 2 clusters Score: Raw -1623966.085466 + Penalty 2296.028070 = -1621670.057396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9703.630000 sec): 3 clusters Score: Raw -1618343.694165 + Penalty 4592.056140 = -1613751.638025 nChanged 4353 SP:Iteration 1F (9703.680000 sec): 3 clusters Score: Raw -1620741.626217 + Penalty 4592.056140 = -1616149.570077 nChanged 727 SP:Iteration 2F (9703.730000 sec): 3 clusters Score: Raw -1621112.088666 + Penalty 4592.056140 = -1616520.032526 nChanged 594 SP:Iteration 3F (9703.790000 sec): 3 clusters Score: Raw -1621413.007015 + Penalty 4592.056140 = -1616820.950876 nChanged 503 SP:Iteration 4Q (9703.840000 sec): 3 clusters Score: Raw -1621682.020372 + Penalty 4592.056140 = -1617089.964232 nChanged 502 SP:Iteration 5Q (9703.890000 sec): 3 clusters Score: Raw -1621975.295183 + Penalty 4592.056140 = -1617383.239043 nChanged 522 SP:Iteration 6Q (9703.940000 sec): 3 clusters Score: Raw -1622310.499500 + Penalty 4592.056140 = -1617718.443360 nChanged 505 SP:Iteration 7Q (9703.990000 sec): 3 clusters Score: Raw -1622655.394973 + Penalty 4592.056140 = -1618063.338833 nChanged 446 SP:Iteration 8Q (9704.050000 sec): 3 clusters Score: Raw -1622973.123532 + Penalty 4592.056140 = -1618381.067392 nChanged 411 SP:Iteration 9Q (9704.100000 sec): 3 clusters Score: Raw -1623272.356883 + Penalty 4592.056140 = -1618680.300743 nChanged 367 SP:Iteration 10Q (9704.150000 sec): 3 clusters Score: Raw -1623538.591972 + Penalty 4592.056140 = -1618946.535832 nChanged 320 SP:Iteration 11Q (9704.200000 sec): 3 clusters Score: Raw -1623775.510453 + Penalty 4592.056140 = -1619183.454313 nChanged 233 SP:Iteration 12Q (9704.250000 sec): 3 clusters Score: Raw -1623930.230015 + Penalty 4592.056140 = -1619338.173875 nChanged 159 SP:Iteration 13Q (9704.300000 sec): 3 clusters Score: Raw -1624026.450333 + Penalty 4592.056140 = -1619434.394193 nChanged 100 SP:Iteration 14Q (9704.350000 sec): 3 clusters Score: Raw -1624086.199322 + Penalty 4592.056140 = -1619494.143182 nChanged 67 SP:Iteration 15Q (9704.400000 sec): 3 clusters Score: Raw -1624129.772859 + Penalty 4592.056140 = -1619537.716719 nChanged 62 SP:Iteration 16Q (9704.450000 sec): 3 clusters Score: Raw -1624168.039706 + Penalty 4592.056140 = -1619575.983566 nChanged 54 SP:Iteration 17Q (9704.490000 sec): 3 clusters Score: Raw -1624200.738688 + Penalty 4592.056140 = -1619608.682548 nChanged 37 SP:Iteration 18Q (9704.540000 sec): 3 clusters Score: Raw -1624224.443407 + Penalty 4592.056140 = -1619632.387267 nChanged 29 SP:Iteration 19Q (9704.590000 sec): 3 clusters Score: Raw -1624238.950013 + Penalty 4592.056140 = -1619646.893873 nChanged 20 SP:Iteration 20F (9704.640000 sec): 3 clusters Score: Raw -1624251.814072 + Penalty 4592.056140 = -1619659.757932 nChanged 18 SP:Iteration 21Q (9704.690000 sec): 3 clusters Score: Raw -1624265.055967 + Penalty 4592.056140 = -1619672.999828 nChanged 18 SP:Iteration 22Q (9704.730000 sec): 3 clusters Score: Raw -1624275.354437 + Penalty 4592.056140 = -1619683.298297 nChanged 10 SP:Iteration 23Q (9704.770000 sec): 3 clusters Score: Raw -1624282.401328 + Penalty 4592.056140 = -1619690.345188 nChanged 12 SP:Iteration 24Q (9704.820000 sec): 3 clusters Score: Raw -1624288.604902 + Penalty 4592.056140 = -1619696.548762 nChanged 6 SP:Iteration 25Q (9704.870000 sec): 3 clusters Score: Raw -1624290.878472 + Penalty 4592.056140 = -1619698.822332 nChanged 5 SP:Iteration 26Q (9704.910000 sec): 3 clusters Score: Raw -1624295.590347 + Penalty 4592.056140 = -1619703.534207 nChanged 7 SP:Iteration 27Q (9704.950000 sec): 3 clusters Score: Raw -1624300.070423 + Penalty 4592.056140 = -1619708.014284 nChanged 8 SP:Iteration 28Q (9705.000000 sec): 3 clusters Score: Raw -1624305.692386 + Penalty 4592.056140 = -1619713.636246 nChanged 4 SP:Iteration 29Q (9705.050000 sec): 3 clusters Score: Raw -1624307.240063 + Penalty 4592.056140 = -1619715.183923 nChanged 3 SP:Iteration 30Q (9705.090000 sec): 3 clusters Score: Raw -1624309.144607 + Penalty 4592.056140 = -1619717.088467 nChanged 2 SP:Iteration 31Q (9705.130000 sec): 3 clusters Score: Raw -1624310.079662 + Penalty 4592.056140 = -1619718.023522 nChanged 2 SP:Iteration 32Q (9705.180000 sec): 3 clusters Score: Raw -1624310.936028 + Penalty 4592.056140 = -1619718.879888 nChanged 0 SP:Iteration 33F (9705.230000 sec): 3 clusters Score: Raw -1624310.936028 + Penalty 4592.056140 = -1619718.879888 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9705.310000 sec): 2 clusters Score: Raw -2440481.943012 + Penalty 2409.152013 = -2438072.790999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9705.390000 sec): 3 clusters Score: Raw -2430941.803940 + Penalty 4818.304026 = -2426123.499914 nChanged 7161 SP:Iteration 1F (9705.470000 sec): 3 clusters Score: Raw -2435140.365580 + Penalty 4818.304026 = -2430322.061553 nChanged 1245 SP:Iteration 2F (9705.550000 sec): 3 clusters Score: Raw -2435988.388451 + Penalty 4818.304026 = -2431170.084425 nChanged 1171 SP:Iteration 3F (9705.640000 sec): 3 clusters Score: Raw -2436837.837944 + Penalty 4818.304026 = -2432019.533918 nChanged 1102 SP:Iteration 4F (9705.720000 sec): 3 clusters Score: Raw -2437686.575145 + Penalty 4818.304026 = -2432868.271119 nChanged 1007 SP:Iteration 5F (9705.800000 sec): 3 clusters Score: Raw -2438432.782554 + Penalty 4818.304026 = -2433614.478528 nChanged 876 SP:Iteration 6F (9705.880000 sec): 3 clusters Score: Raw -2439053.217368 + Penalty 4818.304026 = -2434234.913342 nChanged 755 SP:Iteration 7Q (9705.970000 sec): 3 clusters Score: Raw -2439496.880727 + Penalty 4818.304026 = -2434678.576701 nChanged 581 SP:Iteration 8Q (9706.050000 sec): 3 clusters Score: Raw -2439790.129414 + Penalty 4818.304026 = -2434971.825388 nChanged 466 SP:Iteration 9Q (9706.120000 sec): 3 clusters Score: Raw -2440019.523169 + Penalty 4818.304026 = -2435201.219143 nChanged 399 SP:Iteration 10Q (9706.200000 sec): 3 clusters Score: Raw -2440195.322808 + Penalty 4818.304026 = -2435377.018781 nChanged 331 SP:Iteration 11Q (9706.280000 sec): 3 clusters Score: Raw -2440327.176030 + Penalty 4818.304026 = -2435508.872004 nChanged 263 SP:Iteration 12Q (9706.360000 sec): 3 clusters Score: Raw -2440410.225709 + Penalty 4818.304026 = -2435591.921683 nChanged 208 SP:Iteration 13Q (9706.440000 sec): 3 clusters Score: Raw -2440465.848473 + Penalty 4818.304026 = -2435647.544447 nChanged 173 SP:Iteration 14Q (9706.510000 sec): 3 clusters Score: Raw -2440515.810752 + Penalty 4818.304026 = -2435697.506726 nChanged 140 SP:Iteration 15Q (9706.590000 sec): 3 clusters Score: Raw -2440553.426282 + Penalty 4818.304026 = -2435735.122256 nChanged 121 SP:Iteration 16Q (9706.670000 sec): 3 clusters Score: Raw -2440583.157198 + Penalty 4818.304026 = -2435764.853171 nChanged 119 SP:Iteration 17Q (9706.750000 sec): 3 clusters Score: Raw -2440612.065822 + Penalty 4818.304026 = -2435793.761796 nChanged 115 SP:Iteration 18Q (9706.830000 sec): 3 clusters Score: Raw -2440639.126655 + Penalty 4818.304026 = -2435820.822629 nChanged 85 SP:Iteration 19Q (9706.900000 sec): 3 clusters Score: Raw -2440654.275815 + Penalty 4818.304026 = -2435835.971788 nChanged 69 SP:Iteration 20F (9706.990000 sec): 3 clusters Score: Raw -2440668.385846 + Penalty 4818.304026 = -2435850.081820 nChanged 68 SP:Iteration 21Q (9707.060000 sec): 3 clusters Score: Raw -2440685.960176 + Penalty 4818.304026 = -2435867.656150 nChanged 67 SP:Iteration 22Q (9707.140000 sec): 3 clusters Score: Raw -2440701.950130 + Penalty 4818.304026 = -2435883.646104 nChanged 72 SP:Iteration 23Q (9707.210000 sec): 3 clusters Score: Raw -2440717.120256 + Penalty 4818.304026 = -2435898.816230 nChanged 65 SP:Iteration 24Q (9707.290000 sec): 3 clusters Score: Raw -2440729.672409 + Penalty 4818.304026 = -2435911.368383 nChanged 53 SP:Iteration 25Q (9707.360000 sec): 3 clusters Score: Raw -2440739.189503 + Penalty 4818.304026 = -2435920.885477 nChanged 48 SP:Iteration 26Q (9707.440000 sec): 3 clusters Score: Raw -2440748.233569 + Penalty 4818.304026 = -2435929.929543 nChanged 52 SP:Iteration 27Q (9707.510000 sec): 3 clusters Score: Raw -2440757.298052 + Penalty 4818.304026 = -2435938.994026 nChanged 58 SP:Iteration 28Q (9707.590000 sec): 3 clusters Score: Raw -2440766.413786 + Penalty 4818.304026 = -2435948.109760 nChanged 53 SP:Iteration 29Q (9707.660000 sec): 3 clusters Score: Raw -2440775.831378 + Penalty 4818.304026 = -2435957.527352 nChanged 53 SP:Iteration 30Q (9707.740000 sec): 3 clusters Score: Raw -2440785.033870 + Penalty 4818.304026 = -2435966.729844 nChanged 62 SP:Iteration 31Q (9707.810000 sec): 3 clusters Score: Raw -2440795.915231 + Penalty 4818.304026 = -2435977.611205 nChanged 51 SP:Iteration 32Q (9707.890000 sec): 3 clusters Score: Raw -2440804.805817 + Penalty 4818.304026 = -2435986.501791 nChanged 52 SP:Iteration 33Q (9707.960000 sec): 3 clusters Score: Raw -2440814.145573 + Penalty 4818.304026 = -2435995.841547 nChanged 59 SP:Iteration 34Q (9708.030000 sec): 3 clusters Score: Raw -2440825.014509 + Penalty 4818.304026 = -2436006.710482 nChanged 55 SP:Iteration 35Q (9708.110000 sec): 3 clusters Score: Raw -2440835.813513 + Penalty 4818.304026 = -2436017.509487 nChanged 51 SP:Iteration 36Q (9708.180000 sec): 3 clusters Score: Raw -2440844.638172 + Penalty 4818.304026 = -2436026.334146 nChanged 52 SP:Iteration 37Q (9708.260000 sec): 3 clusters Score: Raw -2440852.446154 + Penalty 4818.304026 = -2436034.142128 nChanged 46 SP:Iteration 38Q (9708.330000 sec): 3 clusters Score: Raw -2440860.267344 + Penalty 4818.304026 = -2436041.963318 nChanged 42 SP:Iteration 39Q (9708.410000 sec): 3 clusters Score: Raw -2440868.018770 + Penalty 4818.304026 = -2436049.714744 nChanged 29 SP:Iteration 40F (9708.490000 sec): 3 clusters Score: Raw -2440872.898631 + Penalty 4818.304026 = -2436054.594605 nChanged 31 SP:Iteration 41Q (9708.560000 sec): 3 clusters Score: Raw -2440877.975344 + Penalty 4818.304026 = -2436059.671318 nChanged 23 SP:Iteration 42Q (9708.630000 sec): 3 clusters Score: Raw -2440881.376015 + Penalty 4818.304026 = -2436063.071989 nChanged 26 SP:Iteration 43Q (9708.710000 sec): 3 clusters Score: Raw -2440886.176051 + Penalty 4818.304026 = -2436067.872025 nChanged 32 SP:Iteration 44Q (9708.780000 sec): 3 clusters Score: Raw -2440891.675905 + Penalty 4818.304026 = -2436073.371879 nChanged 30 SP:Iteration 45Q (9708.850000 sec): 3 clusters Score: Raw -2440896.999008 + Penalty 4818.304026 = -2436078.694982 nChanged 24 SP:Iteration 46Q (9708.930000 sec): 3 clusters Score: Raw -2440901.201195 + Penalty 4818.304026 = -2436082.897169 nChanged 30 SP:Iteration 47Q (9709.000000 sec): 3 clusters Score: Raw -2440907.575646 + Penalty 4818.304026 = -2436089.271620 nChanged 47 SP:Iteration 48Q (9709.070000 sec): 3 clusters Score: Raw -2440916.608423 + Penalty 4818.304026 = -2436098.304397 nChanged 45 SP:Iteration 49Q (9709.150000 sec): 3 clusters Score: Raw -2440925.940183 + Penalty 4818.304026 = -2436107.636157 nChanged 50 SP:Iteration 50Q (9709.220000 sec): 3 clusters Score: Raw -2440938.436591 + Penalty 4818.304026 = -2436120.132565 nChanged 57 SP:Iteration 51Q (9709.290000 sec): 3 clusters Score: Raw -2440952.451006 + Penalty 4818.304026 = -2436134.146980 nChanged 56 SP:Iteration 52Q (9709.370000 sec): 3 clusters Score: Raw -2440965.421928 + Penalty 4818.304026 = -2436147.117902 nChanged 52 SP:Iteration 53Q (9709.440000 sec): 3 clusters Score: Raw -2440975.916376 + Penalty 4818.304026 = -2436157.612350 nChanged 47 SP:Iteration 54Q (9709.510000 sec): 3 clusters Score: Raw -2440987.670883 + Penalty 4818.304026 = -2436169.366857 nChanged 56 SP:Iteration 55Q (9709.580000 sec): 3 clusters Score: Raw -2441000.269154 + Penalty 4818.304026 = -2436181.965128 nChanged 54 SP:Iteration 56Q (9709.650000 sec): 3 clusters Score: Raw -2441013.024393 + Penalty 4818.304026 = -2436194.720367 nChanged 63 SP:Iteration 57Q (9709.730000 sec): 3 clusters Score: Raw -2441027.305123 + Penalty 4818.304026 = -2436209.001097 nChanged 45 SP:Iteration 58Q (9709.800000 sec): 3 clusters Score: Raw -2441036.953927 + Penalty 4818.304026 = -2436218.649901 nChanged 39 SP:Iteration 59Q (9709.870000 sec): 3 clusters Score: Raw -2441045.906203 + Penalty 4818.304026 = -2436227.602177 nChanged 49 SP:Iteration 60F (9709.950000 sec): 3 clusters Score: Raw -2441056.497297 + Penalty 4818.304026 = -2436238.193271 nChanged 46 SP:Iteration 61Q (9710.020000 sec): 3 clusters Score: Raw -2441065.149002 + Penalty 4818.304026 = -2436246.844975 nChanged 40 SP:Iteration 62Q (9710.090000 sec): 3 clusters Score: Raw -2441073.627386 + Penalty 4818.304026 = -2436255.323360 nChanged 47 SP:Iteration 63Q (9710.160000 sec): 3 clusters Score: Raw -2441085.531727 + Penalty 4818.304026 = -2436267.227701 nChanged 61 SP:Iteration 64Q (9710.230000 sec): 3 clusters Score: Raw -2441102.203369 + Penalty 4818.304026 = -2436283.899343 nChanged 71 SP:Iteration 65Q (9710.310000 sec): 3 clusters Score: Raw -2441120.933214 + Penalty 4818.304026 = -2436302.629188 nChanged 66 SP:Iteration 66Q (9710.370000 sec): 3 clusters Score: Raw -2441139.117280 + Penalty 4818.304026 = -2436320.813254 nChanged 59 SP:Iteration 67Q (9710.450000 sec): 3 clusters Score: Raw -2441155.548593 + Penalty 4818.304026 = -2436337.244567 nChanged 54 SP:Iteration 68Q (9710.520000 sec): 3 clusters Score: Raw -2441172.445229 + Penalty 4818.304026 = -2436354.141203 nChanged 59 SP:Iteration 69Q (9710.590000 sec): 3 clusters Score: Raw -2441191.697655 + Penalty 4818.304026 = -2436373.393629 nChanged 64 SP:Iteration 70Q (9710.660000 sec): 3 clusters Score: Raw -2441209.928782 + Penalty 4818.304026 = -2436391.624756 nChanged 54 SP:Iteration 71Q (9710.730000 sec): 3 clusters Score: Raw -2441225.844469 + Penalty 4818.304026 = -2436407.540443 nChanged 53 SP:Iteration 72Q (9710.790000 sec): 3 clusters Score: Raw -2441243.409084 + Penalty 4818.304026 = -2436425.105058 nChanged 52 SP:Iteration 73Q (9710.870000 sec): 3 clusters Score: Raw -2441261.224020 + Penalty 4818.304026 = -2436442.919994 nChanged 52 SP:Iteration 74Q (9710.930000 sec): 3 clusters Score: Raw -2441277.624413 + Penalty 4818.304026 = -2436459.320387 nChanged 48 SP:Iteration 75Q (9711.000000 sec): 3 clusters Score: Raw -2441291.617386 + Penalty 4818.304026 = -2436473.313360 nChanged 49 SP:Iteration 76Q (9711.070000 sec): 3 clusters Score: Raw -2441308.839359 + Penalty 4818.304026 = -2436490.535333 nChanged 47 SP:Iteration 77Q (9711.140000 sec): 3 clusters Score: Raw -2441322.730325 + Penalty 4818.304026 = -2436504.426298 nChanged 49 SP:Iteration 78Q (9711.210000 sec): 3 clusters Score: Raw -2441339.876102 + Penalty 4818.304026 = -2436521.572076 nChanged 55 SP:Iteration 79Q (9711.280000 sec): 3 clusters Score: Raw -2441356.530375 + Penalty 4818.304026 = -2436538.226349 nChanged 35 SP:Iteration 80F (9711.360000 sec): 3 clusters Score: Raw -2441366.136527 + Penalty 4818.304026 = -2436547.832501 nChanged 29 SP:Iteration 81Q (9711.430000 sec): 3 clusters Score: Raw -2441373.224174 + Penalty 4818.304026 = -2436554.920148 nChanged 27 SP:Iteration 82Q (9711.500000 sec): 3 clusters Score: Raw -2441380.732976 + Penalty 4818.304026 = -2436562.428950 nChanged 20 SP:Iteration 83Q (9711.570000 sec): 3 clusters Score: Raw -2441387.572775 + Penalty 4818.304026 = -2436569.268748 nChanged 26 SP:Iteration 84Q (9711.630000 sec): 3 clusters Score: Raw -2441396.317284 + Penalty 4818.304026 = -2436578.013258 nChanged 22 SP:Iteration 85Q (9711.700000 sec): 3 clusters Score: Raw -2441401.841321 + Penalty 4818.304026 = -2436583.537295 nChanged 21 SP:Iteration 86Q (9711.770000 sec): 3 clusters Score: Raw -2441407.677529 + Penalty 4818.304026 = -2436589.373503 nChanged 20 SP:Iteration 87Q (9711.840000 sec): 3 clusters Score: Raw -2441412.489222 + Penalty 4818.304026 = -2436594.185196 nChanged 21 SP:Iteration 88Q (9711.910000 sec): 3 clusters Score: Raw -2441417.473147 + Penalty 4818.304026 = -2436599.169121 nChanged 20 SP:Iteration 89Q (9711.970000 sec): 3 clusters Score: Raw -2441422.011034 + Penalty 4818.304026 = -2436603.707008 nChanged 12 SP:Iteration 90Q (9712.040000 sec): 3 clusters Score: Raw -2441424.867672 + Penalty 4818.304026 = -2436606.563646 nChanged 14 SP:Iteration 91Q (9712.110000 sec): 3 clusters Score: Raw -2441427.757129 + Penalty 4818.304026 = -2436609.453102 nChanged 5 SP:Iteration 92Q (9712.180000 sec): 3 clusters Score: Raw -2441428.800636 + Penalty 4818.304026 = -2436610.496610 nChanged 6 SP:Iteration 93Q (9712.250000 sec): 3 clusters Score: Raw -2441430.342102 + Penalty 4818.304026 = -2436612.038076 nChanged 5 SP:Iteration 94Q (9712.310000 sec): 3 clusters Score: Raw -2441431.095419 + Penalty 4818.304026 = -2436612.791393 nChanged 2 SP:Iteration 95Q (9712.380000 sec): 3 clusters Score: Raw -2441431.468654 + Penalty 4818.304026 = -2436613.164628 nChanged 1 SP:Iteration 96Q (9712.450000 sec): 3 clusters Score: Raw -2441431.582761 + Penalty 4818.304026 = -2436613.278735 nChanged 1 SP:Iteration 97Q (9712.510000 sec): 3 clusters Score: Raw -2441431.911159 + Penalty 4818.304026 = -2436613.607133 nChanged 1 SP:Iteration 98Q (9712.580000 sec): 3 clusters Score: Raw -2441432.222329 + Penalty 4818.304026 = -2436613.918302 nChanged 1 SP:Iteration 99Q (9712.650000 sec): 3 clusters Score: Raw -2441432.686846 + Penalty 4818.304026 = -2436614.382820 nChanged 2 SP:Iteration 100F (9712.730000 sec): 3 clusters Score: Raw -2441433.245483 + Penalty 4818.304026 = -2436614.941457 nChanged 3 SP:Iteration 101Q (9712.800000 sec): 3 clusters Score: Raw -2441434.485821 + Penalty 4818.304026 = -2436616.181795 nChanged 6 SP:Iteration 102Q (9712.870000 sec): 3 clusters Score: Raw -2441436.013173 + Penalty 4818.304026 = -2436617.709147 nChanged 3 SP:Iteration 103Q (9712.930000 sec): 3 clusters Score: Raw -2441436.568210 + Penalty 4818.304026 = -2436618.264184 nChanged 2 SP:Iteration 104Q (9713.000000 sec): 3 clusters Score: Raw -2441436.893243 + Penalty 4818.304026 = -2436618.589217 nChanged 1 SP:Iteration 105Q (9713.070000 sec): 3 clusters Score: Raw -2441437.008203 + Penalty 4818.304026 = -2436618.704177 nChanged 0 SP:Iteration 106F (9713.150000 sec): 3 clusters Score: Raw -2441437.008203 + Penalty 4818.304026 = -2436618.704177 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.160000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.170000 sec): 3 clusters Score: Raw -107186.445472 + Penalty 3253.569158 = -103932.876315 nChanged 158 SP:Iteration 1F (9713.170000 sec): 3 clusters Score: Raw -107399.487652 + Penalty 3253.569158 = -104145.918495 nChanged 34 SP:Iteration 2Q (9713.170000 sec): 3 clusters Score: Raw -107467.882067 + Penalty 3253.569158 = -104214.312910 nChanged 23 SP:Iteration 3Q (9713.180000 sec): 3 clusters Score: Raw -107509.411952 + Penalty 3253.569158 = -104255.842794 nChanged 18 SP:Iteration 4Q (9713.180000 sec): 3 clusters Score: Raw -107544.358791 + Penalty 3253.569158 = -104290.789633 nChanged 10 SP:Iteration 5Q (9713.180000 sec): 3 clusters Score: Raw -107558.741662 + Penalty 3253.569158 = -104305.172504 nChanged 6 SP:Iteration 6Q (9713.190000 sec): 3 clusters Score: Raw -107570.509716 + Penalty 3253.569158 = -104316.940558 nChanged 8 SP:Iteration 7Q (9713.190000 sec): 3 clusters Score: Raw -107589.309624 + Penalty 3253.569158 = -104335.740466 nChanged 9 SP:Iteration 8Q (9713.190000 sec): 3 clusters Score: Raw -107606.955176 + Penalty 3253.569158 = -104353.386018 nChanged 5 SP:Iteration 9Q (9713.200000 sec): 3 clusters Score: Raw -107616.028379 + Penalty 3253.569158 = -104362.459222 nChanged 5 SP:Iteration 10Q (9713.200000 sec): 3 clusters Score: Raw -107630.445097 + Penalty 3253.569158 = -104376.875940 nChanged 5 SP:Iteration 11Q (9713.210000 sec): 3 clusters Score: Raw -107638.017089 + Penalty 3253.569158 = -104384.447931 nChanged 2 SP:Iteration 12Q (9713.210000 sec): 3 clusters Score: Raw -107641.533931 + Penalty 3253.569158 = -104387.964774 nChanged 2 SP:Iteration 13Q (9713.210000 sec): 3 clusters Score: Raw -107643.770895 + Penalty 3253.569158 = -104390.201738 nChanged 0 SP:Iteration 14F (9713.210000 sec): 3 clusters Score: Raw -107643.770895 + Penalty 3253.569158 = -104390.201738 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.220000 sec): 2 clusters Score: Raw -208111.005947 + Penalty 1795.325313 = -206315.680634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.230000 sec): 3 clusters Score: Raw -207697.466212 + Penalty 3590.650627 = -204106.815585 nChanged 388 SP:Iteration 1F (9713.240000 sec): 3 clusters Score: Raw -208056.631592 + Penalty 3590.650627 = -204465.980965 nChanged 92 SP:Iteration 2F (9713.250000 sec): 3 clusters Score: Raw -208143.738599 + Penalty 3590.650627 = -204553.087972 nChanged 43 SP:Iteration 3Q (9713.250000 sec): 3 clusters Score: Raw -208186.222505 + Penalty 3590.650627 = -204595.571878 nChanged 19 SP:Iteration 4Q (9713.260000 sec): 3 clusters Score: Raw -208205.733924 + Penalty 3590.650627 = -204615.083297 nChanged 19 SP:Iteration 5Q (9713.270000 sec): 3 clusters Score: Raw -208224.366584 + Penalty 3590.650627 = -204633.715957 nChanged 15 SP:Iteration 6Q (9713.270000 sec): 3 clusters Score: Raw -208236.491697 + Penalty 3590.650627 = -204645.841070 nChanged 10 SP:Iteration 7Q (9713.280000 sec): 3 clusters Score: Raw -208243.474194 + Penalty 3590.650627 = -204652.823567 nChanged 8 SP:Iteration 8Q (9713.290000 sec): 3 clusters Score: Raw -208249.506358 + Penalty 3590.650627 = -204658.855731 nChanged 3 SP:Iteration 9Q (9713.290000 sec): 3 clusters Score: Raw -208252.222324 + Penalty 3590.650627 = -204661.571697 nChanged 9 SP:Iteration 10Q (9713.300000 sec): 3 clusters Score: Raw -208258.787025 + Penalty 3590.650627 = -204668.136398 nChanged 6 SP:Iteration 11Q (9713.310000 sec): 3 clusters Score: Raw -208262.239113 + Penalty 3590.650627 = -204671.588486 nChanged 3 SP:Iteration 12Q (9713.310000 sec): 3 clusters Score: Raw -208263.856280 + Penalty 3590.650627 = -204673.205653 nChanged 4 SP:Iteration 13Q (9713.320000 sec): 3 clusters Score: Raw -208268.249835 + Penalty 3590.650627 = -204677.599208 nChanged 4 SP:Iteration 14Q (9713.330000 sec): 3 clusters Score: Raw -208272.196560 + Penalty 3590.650627 = -204681.545933 nChanged 2 SP:Iteration 15Q (9713.330000 sec): 3 clusters Score: Raw -208273.600564 + Penalty 3590.650627 = -204682.949937 nChanged 3 SP:Iteration 16Q (9713.340000 sec): 3 clusters Score: Raw -208275.998204 + Penalty 3590.650627 = -204685.347577 nChanged 3 SP:Iteration 17Q (9713.350000 sec): 3 clusters Score: Raw -208277.400809 + Penalty 3590.650627 = -204686.750182 nChanged 1 SP:Iteration 18Q (9713.360000 sec): 3 clusters Score: Raw -208278.889833 + Penalty 3590.650627 = -204688.239206 nChanged 0 SP:Iteration 19F (9713.370000 sec): 3 clusters Score: Raw -208278.889833 + Penalty 3590.650627 = -204688.239206 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.370000 sec): 2 clusters Score: Raw -57230.579493 + Penalty 1481.504784 = -55749.074709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.380000 sec): 3 clusters Score: Raw -57287.405866 + Penalty 2963.009567 = -54324.396298 nChanged 59 SP:Iteration 1F (9713.380000 sec): 3 clusters Score: Raw -57486.963697 + Penalty 2963.009567 = -54523.954130 nChanged 24 SP:Iteration 2F (9713.380000 sec): 3 clusters Score: Raw -57599.488487 + Penalty 2963.009567 = -54636.478919 nChanged 12 SP:Iteration 3Q (9713.380000 sec): 3 clusters Score: Raw -57652.782626 + Penalty 2963.009567 = -54689.773059 nChanged 7 SP:Iteration 4Q (9713.380000 sec): 3 clusters Score: Raw -57673.188955 + Penalty 2963.009567 = -54710.179387 nChanged 6 SP:Iteration 5Q (9713.380000 sec): 3 clusters Score: Raw -57693.619327 + Penalty 2963.009567 = -54730.609759 nChanged 4 SP:Iteration 6Q (9713.390000 sec): 3 clusters Score: Raw -57703.893933 + Penalty 2963.009567 = -54740.884365 nChanged 1 SP:Iteration 7Q (9713.390000 sec): 3 clusters Score: Raw -57721.104437 + Penalty 2963.009567 = -54758.094870 nChanged 2 SP:Iteration 8Q (9713.390000 sec): 3 clusters Score: Raw -57741.144357 + Penalty 2963.009567 = -54778.134790 nChanged 2 SP:Iteration 9Q (9713.390000 sec): 3 clusters Score: Raw -57744.608549 + Penalty 2963.009567 = -54781.598982 nChanged 0 SP:Iteration 10F (9713.400000 sec): 3 clusters Score: Raw -57744.608549 + Penalty 2963.009567 = -54781.598982 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.400000 sec): 2 clusters Score: Raw -35405.659099 + Penalty 1376.170869 = -34029.488230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.400000 sec): 3 clusters Score: Raw -35573.367313 + Penalty 2752.341738 = -32821.025575 nChanged 30 SP:Iteration 1F (9713.400000 sec): 3 clusters Score: Raw -35698.278775 + Penalty 2752.341738 = -32945.937037 nChanged 4 SP:Iteration 2Q (9713.400000 sec): 3 clusters Score: Raw -35728.771894 + Penalty 2752.341738 = -32976.430156 nChanged 5 SP:Iteration 3Q (9713.400000 sec): 3 clusters Score: Raw -35763.694854 + Penalty 2752.341738 = -33011.353116 nChanged 1 SP:Iteration 4Q (9713.400000 sec): 3 clusters Score: Raw -35765.960148 + Penalty 2752.341738 = -33013.618410 nChanged 0 SP:Iteration 5F (9713.410000 sec): 3 clusters Score: Raw -35765.960148 + Penalty 2752.341738 = -33013.618410 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.420000 sec): 2 clusters Score: Raw -221533.225687 + Penalty 1834.138959 = -219699.086728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.420000 sec): 3 clusters Score: Raw -221080.576011 + Penalty 3668.277918 = -217412.298093 nChanged 486 SP:Iteration 1F (9713.430000 sec): 3 clusters Score: Raw -221562.544864 + Penalty 3668.277918 = -217894.266946 nChanged 146 SP:Iteration 2F (9713.440000 sec): 3 clusters Score: Raw -221814.261369 + Penalty 3668.277918 = -218145.983451 nChanged 118 SP:Iteration 3F (9713.450000 sec): 3 clusters Score: Raw -222023.763375 + Penalty 3668.277918 = -218355.485457 nChanged 80 SP:Iteration 4Q (9713.460000 sec): 3 clusters Score: Raw -222138.721347 + Penalty 3668.277918 = -218470.443429 nChanged 62 SP:Iteration 5Q (9713.460000 sec): 3 clusters Score: Raw -222229.943381 + Penalty 3668.277918 = -218561.665463 nChanged 43 SP:Iteration 6Q (9713.470000 sec): 3 clusters Score: Raw -222283.294490 + Penalty 3668.277918 = -218615.016572 nChanged 28 SP:Iteration 7Q (9713.480000 sec): 3 clusters Score: Raw -222315.128849 + Penalty 3668.277918 = -218646.850932 nChanged 23 SP:Iteration 8Q (9713.490000 sec): 3 clusters Score: Raw -222347.940299 + Penalty 3668.277918 = -218679.662382 nChanged 21 SP:Iteration 9Q (9713.500000 sec): 3 clusters Score: Raw -222373.167570 + Penalty 3668.277918 = -218704.889652 nChanged 19 SP:Iteration 10Q (9713.500000 sec): 3 clusters Score: Raw -222390.480709 + Penalty 3668.277918 = -218722.202791 nChanged 7 SP:Iteration 11Q (9713.510000 sec): 3 clusters Score: Raw -222402.353165 + Penalty 3668.277918 = -218734.075247 nChanged 2 SP:Iteration 12Q (9713.520000 sec): 3 clusters Score: Raw -222404.309615 + Penalty 3668.277918 = -218736.031697 nChanged 2 SP:Iteration 13Q (9713.520000 sec): 3 clusters Score: Raw -222406.637075 + Penalty 3668.277918 = -218738.359157 nChanged 1 SP:Iteration 14Q (9713.530000 sec): 3 clusters Score: Raw -222407.510931 + Penalty 3668.277918 = -218739.233013 nChanged 0 SP:Iteration 15F (9713.540000 sec): 3 clusters Score: Raw -222407.510931 + Penalty 3668.277918 = -218739.233013 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.540000 sec): 2 clusters Score: Raw -22874.135886 + Penalty 1294.648245 = -21579.487642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.540000 sec): 3 clusters Score: Raw -23199.253369 + Penalty 2589.296489 = -20609.956880 nChanged 25 SP:Iteration 1F (9713.550000 sec): 3 clusters Score: Raw -23337.618792 + Penalty 2589.296489 = -20748.322303 nChanged 11 SP:Iteration 2F (9713.550000 sec): 3 clusters Score: Raw -23422.283939 + Penalty 2589.296489 = -20832.987449 nChanged 6 SP:Iteration 3Q (9713.550000 sec): 3 clusters Score: Raw -23460.155430 + Penalty 2589.296489 = -20870.858941 nChanged 0 SP:Iteration 4F (9713.550000 sec): 3 clusters Score: Raw -23460.155430 + Penalty 2589.296489 = -20870.858941 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.550000 sec): 2 clusters Score: Raw -31866.268192 + Penalty 1330.762052 = -30535.506140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.560000 sec): 3 clusters Score: Raw -32035.103379 + Penalty 2661.524103 = -29373.579276 nChanged 9 SP:Iteration 1Q (9713.560000 sec): 3 clusters Score: Raw -32079.997157 + Penalty 2661.524103 = -29418.473053 nChanged 4 SP:Iteration 2Q (9713.560000 sec): 3 clusters Score: Raw -32093.292672 + Penalty 2661.524103 = -29431.768569 nChanged 1 SP:Iteration 3Q (9713.560000 sec): 3 clusters Score: Raw -32095.346871 + Penalty 2661.524103 = -29433.822768 nChanged 0 SP:Iteration 4F (9713.560000 sec): 3 clusters Score: Raw -32095.346871 + Penalty 2661.524103 = -29433.822768 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 40 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.570000 sec): 2 clusters Score: Raw -273825.324277 + Penalty 1859.032142 = -271966.292136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.580000 sec): 3 clusters Score: Raw -273175.274846 + Penalty 3718.064283 = -269457.210563 nChanged 572 SP:Iteration 1F (9713.590000 sec): 3 clusters Score: Raw -273602.905344 + Penalty 3718.064283 = -269884.841060 nChanged 124 SP:Iteration 2F (9713.600000 sec): 3 clusters Score: Raw -273731.792630 + Penalty 3718.064283 = -270013.728347 nChanged 70 SP:Iteration 3Q (9713.610000 sec): 3 clusters Score: Raw -273792.174314 + Penalty 3718.064283 = -270074.110030 nChanged 50 SP:Iteration 4Q (9713.620000 sec): 3 clusters Score: Raw -273834.911155 + Penalty 3718.064283 = -270116.846871 nChanged 34 SP:Iteration 5Q (9713.620000 sec): 3 clusters Score: Raw -273862.370692 + Penalty 3718.064283 = -270144.306409 nChanged 29 SP:Iteration 6Q (9713.630000 sec): 3 clusters Score: Raw -273886.181776 + Penalty 3718.064283 = -270168.117493 nChanged 15 SP:Iteration 7Q (9713.640000 sec): 3 clusters Score: Raw -273898.022631 + Penalty 3718.064283 = -270179.958348 nChanged 5 SP:Iteration 8Q (9713.650000 sec): 3 clusters Score: Raw -273902.395853 + Penalty 3718.064283 = -270184.331570 nChanged 9 SP:Iteration 9Q (9713.660000 sec): 3 clusters Score: Raw -273908.596607 + Penalty 3718.064283 = -270190.532324 nChanged 5 SP:Iteration 10Q (9713.670000 sec): 3 clusters Score: Raw -273912.805143 + Penalty 3718.064283 = -270194.740860 nChanged 7 SP:Iteration 11Q (9713.680000 sec): 3 clusters Score: Raw -273917.495014 + Penalty 3718.064283 = -270199.430731 nChanged 7 SP:Iteration 12Q (9713.690000 sec): 3 clusters Score: Raw -273923.574842 + Penalty 3718.064283 = -270205.510559 nChanged 10 SP:Iteration 13Q (9713.700000 sec): 3 clusters Score: Raw -273932.464437 + Penalty 3718.064283 = -270214.400153 nChanged 11 SP:Iteration 14Q (9713.700000 sec): 3 clusters Score: Raw -273942.533731 + Penalty 3718.064283 = -270224.469448 nChanged 10 SP:Iteration 15Q (9713.710000 sec): 3 clusters Score: Raw -273952.831648 + Penalty 3718.064283 = -270234.767364 nChanged 15 SP:Iteration 16Q (9713.720000 sec): 3 clusters Score: Raw -273964.938627 + Penalty 3718.064283 = -270246.874343 nChanged 13 SP:Iteration 17Q (9713.730000 sec): 3 clusters Score: Raw -273975.115255 + Penalty 3718.064283 = -270257.050972 nChanged 12 SP:Iteration 18Q (9713.740000 sec): 3 clusters Score: Raw -273985.240716 + Penalty 3718.064283 = -270267.176433 nChanged 15 SP:Iteration 19Q (9713.750000 sec): 3 clusters Score: Raw -273998.861088 + Penalty 3718.064283 = -270280.796805 nChanged 17 SP:Iteration 20F (9713.760000 sec): 3 clusters Score: Raw -274012.910959 + Penalty 3718.064283 = -270294.846676 nChanged 10 SP:Iteration 21Q (9713.770000 sec): 3 clusters Score: Raw -274018.839948 + Penalty 3718.064283 = -270300.775665 nChanged 6 SP:Iteration 22Q (9713.780000 sec): 3 clusters Score: Raw -274024.165024 + Penalty 3718.064283 = -270306.100741 nChanged 6 SP:Iteration 23Q (9713.780000 sec): 3 clusters Score: Raw -274028.598558 + Penalty 3718.064283 = -270310.534275 nChanged 7 SP:Iteration 24Q (9713.790000 sec): 3 clusters Score: Raw -274032.428246 + Penalty 3718.064283 = -270314.363963 nChanged 6 SP:Iteration 25Q (9713.800000 sec): 3 clusters Score: Raw -274037.429760 + Penalty 3718.064283 = -270319.365477 nChanged 8 SP:Iteration 26Q (9713.810000 sec): 3 clusters Score: Raw -274044.078471 + Penalty 3718.064283 = -270326.014188 nChanged 5 SP:Iteration 27Q (9713.820000 sec): 3 clusters Score: Raw -274049.071652 + Penalty 3718.064283 = -270331.007369 nChanged 6 SP:Iteration 28Q (9713.830000 sec): 3 clusters Score: Raw -274053.937354 + Penalty 3718.064283 = -270335.873070 nChanged 6 SP:Iteration 29Q (9713.840000 sec): 3 clusters Score: Raw -274059.946504 + Penalty 3718.064283 = -270341.882221 nChanged 6 SP:Iteration 30Q (9713.840000 sec): 3 clusters Score: Raw -274063.008311 + Penalty 3718.064283 = -270344.944028 nChanged 5 SP:Iteration 31Q (9713.860000 sec): 3 clusters Score: Raw -274066.255395 + Penalty 3718.064283 = -270348.191112 nChanged 3 SP:Iteration 32Q (9713.860000 sec): 3 clusters Score: Raw -274068.748752 + Penalty 3718.064283 = -270350.684469 nChanged 1 SP:Iteration 33Q (9713.870000 sec): 3 clusters Score: Raw -274069.627135 + Penalty 3718.064283 = -270351.562852 nChanged 0 SP:Iteration 34F (9713.880000 sec): 3 clusters Score: Raw -274069.627135 + Penalty 3718.064283 = -270351.562852 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 41 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.880000 sec): 2 clusters Score: Raw -55320.432447 + Penalty 1471.853761 = -53848.578686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.890000 sec): 3 clusters Score: Raw -55417.460403 + Penalty 2943.707521 = -52473.752882 nChanged 52 SP:Iteration 1F (9713.890000 sec): 3 clusters Score: Raw -55549.511021 + Penalty 2943.707521 = -52605.803500 nChanged 9 SP:Iteration 2Q (9713.890000 sec): 3 clusters Score: Raw -55567.734492 + Penalty 2943.707521 = -52624.026970 nChanged 1 SP:Iteration 3Q (9713.890000 sec): 3 clusters Score: Raw -55571.443317 + Penalty 2943.707521 = -52627.735795 nChanged 2 SP:Iteration 4Q (9713.900000 sec): 3 clusters Score: Raw -55575.580563 + Penalty 2943.707521 = -52631.873042 nChanged 1 SP:Iteration 5Q (9713.900000 sec): 3 clusters Score: Raw -55578.376669 + Penalty 2943.707521 = -52634.669148 nChanged 1 SP:Iteration 6Q (9713.900000 sec): 3 clusters Score: Raw -55580.777764 + Penalty 2943.707521 = -52637.070243 nChanged 2 SP:Iteration 7Q (9713.900000 sec): 3 clusters Score: Raw -55586.229930 + Penalty 2943.707521 = -52642.522409 nChanged 0 SP:Iteration 8F (9713.900000 sec): 3 clusters Score: Raw -55586.229930 + Penalty 2943.707521 = -52642.522409 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 42 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.910000 sec): 2 clusters Score: Raw -42939.328741 + Penalty 1407.834943 = -41531.493798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.910000 sec): 3 clusters Score: Raw -43090.310469 + Penalty 2815.669886 = -40274.640583 nChanged 40 SP:Iteration 1F (9713.910000 sec): 3 clusters Score: Raw -43208.811647 + Penalty 2815.669886 = -40393.141761 nChanged 6 SP:Iteration 2Q (9713.910000 sec): 3 clusters Score: Raw -43232.733805 + Penalty 2815.669886 = -40417.063919 nChanged 2 SP:Iteration 3Q (9713.910000 sec): 3 clusters Score: Raw -43236.956495 + Penalty 2815.669886 = -40421.286609 nChanged 0 SP:Iteration 4F (9713.920000 sec): 3 clusters Score: Raw -43236.956495 + Penalty 2815.669886 = -40421.286609 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 43 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9713.920000 sec): 2 clusters Score: Raw -24562.026949 + Penalty 1263.250050 = -23298.776899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9713.920000 sec): 3 clusters Score: Raw -24768.973515 + Penalty 2526.500100 = -22242.473415 nChanged 4 SP:Iteration 1Q (9713.920000 sec): 3 clusters Score: Raw -24811.577942 + Penalty 2526.500100 = -22285.077843 nChanged 2 SP:Iteration 2Q (9713.920000 sec): 3 clusters Score: Raw -24822.723046 + Penalty 2526.500100 = -22296.222947 nChanged 0 SP:Iteration 3F (9713.920000 sec): 3 clusters Score: Raw -24822.723046 + Penalty 2526.500100 = -22296.222947 nChanged 0 Iteration 250F (9765.580000 sec): 45 clusters Score: Raw -99174428.988425 + Penalty 146063.008331 = -99028365.980093 nChanged 8 Iteration 251F (9817.280000 sec): 45 clusters Score: Raw -99174478.179641 + Penalty 146063.008331 = -99028415.171310 nChanged 4 Iteration 252Q (9828.460000 sec): 45 clusters Score: Raw -99174540.623530 + Penalty 146063.008331 = -99028477.615199 nChanged 3 Iteration 253Q (9839.640000 sec): 45 clusters Score: Raw -99174564.434175 + Penalty 146063.008331 = -99028501.425843 nChanged 0 Iteration 254F (9891.370000 sec): 45 clusters Score: Raw -99174564.434175 + Penalty 146063.008331 = -99028501.425843 nChanged 0 Compute initial score before splitting: Score: Raw -99174564.434175 + Penalty 146063.008331 = -99028501.425843 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 1 (807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9891.400000 sec): 2 clusters Score: Raw -121665.961261 + Penalty 1659.944270 = -120006.016991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9891.410000 sec): 3 clusters Score: Raw -121564.126143 + Penalty 3319.888539 = -118244.237604 nChanged 181 SP:Iteration 1F (9891.410000 sec): 3 clusters Score: Raw -121819.856881 + Penalty 3319.888539 = -118499.968342 nChanged 45 SP:Iteration 2F (9891.410000 sec): 3 clusters Score: Raw -121889.162036 + Penalty 3319.888539 = -118569.273497 nChanged 25 SP:Iteration 3Q (9891.420000 sec): 3 clusters Score: Raw -121939.037385 + Penalty 3319.888539 = -118619.148846 nChanged 21 SP:Iteration 4Q (9891.420000 sec): 3 clusters Score: Raw -121977.587613 + Penalty 3319.888539 = -118657.699073 nChanged 10 SP:Iteration 5Q (9891.430000 sec): 3 clusters Score: Raw -121992.660013 + Penalty 3319.888539 = -118672.771473 nChanged 4 SP:Iteration 6Q (9891.430000 sec): 3 clusters Score: Raw -122000.206109 + Penalty 3319.888539 = -118680.317569 nChanged 3 SP:Iteration 7Q (9891.430000 sec): 3 clusters Score: Raw -122005.166350 + Penalty 3319.888539 = -118685.277811 nChanged 3 SP:Iteration 8Q (9891.440000 sec): 3 clusters Score: Raw -122011.166551 + Penalty 3319.888539 = -118691.278012 nChanged 3 SP:Iteration 9Q (9891.440000 sec): 3 clusters Score: Raw -122016.596292 + Penalty 3319.888539 = -118696.707753 nChanged 5 SP:Iteration 10Q (9891.440000 sec): 3 clusters Score: Raw -122029.791096 + Penalty 3319.888539 = -118709.902556 nChanged 7 SP:Iteration 11Q (9891.450000 sec): 3 clusters Score: Raw -122040.759293 + Penalty 3319.888539 = -118720.870753 nChanged 4 SP:Iteration 12Q (9891.450000 sec): 3 clusters Score: Raw -122048.102609 + Penalty 3319.888539 = -118728.214069 nChanged 1 SP:Iteration 13Q (9891.450000 sec): 3 clusters Score: Raw -122049.639435 + Penalty 3319.888539 = -118729.750895 nChanged 1 SP:Iteration 14Q (9891.460000 sec): 3 clusters Score: Raw -122052.333419 + Penalty 3319.888539 = -118732.444880 nChanged 1 SP:Iteration 15Q (9891.460000 sec): 3 clusters Score: Raw -122053.679368 + Penalty 3319.888539 = -118733.790829 nChanged 0 SP:Iteration 16F (9891.470000 sec): 3 clusters Score: Raw -122053.679368 + Penalty 3319.888539 = -118733.790829 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 2 (4337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9891.490000 sec): 2 clusters Score: Raw -668791.151561 + Penalty 2076.984660 = -666714.166901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9891.510000 sec): 3 clusters Score: Raw -666736.489832 + Penalty 4153.969319 = -662582.520513 nChanged 1614 SP:Iteration 1F (9891.530000 sec): 3 clusters Score: Raw -667689.127358 + Penalty 4153.969319 = -663535.158039 nChanged 331 SP:Iteration 2F (9891.550000 sec): 3 clusters Score: Raw -667899.508068 + Penalty 4153.969319 = -663745.538748 nChanged 219 SP:Iteration 3F (9891.580000 sec): 3 clusters Score: Raw -668030.601044 + Penalty 4153.969319 = -663876.631725 nChanged 168 SP:Iteration 4Q (9891.600000 sec): 3 clusters Score: Raw -668125.763951 + Penalty 4153.969319 = -663971.794631 nChanged 132 SP:Iteration 5Q (9891.620000 sec): 3 clusters Score: Raw -668194.903619 + Penalty 4153.969319 = -664040.934300 nChanged 103 SP:Iteration 6Q (9891.640000 sec): 3 clusters Score: Raw -668249.280636 + Penalty 4153.969319 = -664095.311317 nChanged 75 SP:Iteration 7Q (9891.660000 sec): 3 clusters Score: Raw -668283.267015 + Penalty 4153.969319 = -664129.297696 nChanged 58 SP:Iteration 8Q (9891.690000 sec): 3 clusters Score: Raw -668307.440505 + Penalty 4153.969319 = -664153.471186 nChanged 48 SP:Iteration 9Q (9891.710000 sec): 3 clusters Score: Raw -668330.134649 + Penalty 4153.969319 = -664176.165330 nChanged 46 SP:Iteration 10Q (9891.730000 sec): 3 clusters Score: Raw -668351.447855 + Penalty 4153.969319 = -664197.478535 nChanged 46 SP:Iteration 11Q (9891.750000 sec): 3 clusters Score: Raw -668373.947792 + Penalty 4153.969319 = -664219.978473 nChanged 32 SP:Iteration 12Q (9891.770000 sec): 3 clusters Score: Raw -668388.532890 + Penalty 4153.969319 = -664234.563571 nChanged 43 SP:Iteration 13Q (9891.790000 sec): 3 clusters Score: Raw -668407.688354 + Penalty 4153.969319 = -664253.719034 nChanged 43 SP:Iteration 14Q (9891.810000 sec): 3 clusters Score: Raw -668424.307534 + Penalty 4153.969319 = -664270.338214 nChanged 36 SP:Iteration 15Q (9891.830000 sec): 3 clusters Score: Raw -668440.716127 + Penalty 4153.969319 = -664286.746807 nChanged 28 SP:Iteration 16Q (9891.860000 sec): 3 clusters Score: Raw -668455.413566 + Penalty 4153.969319 = -664301.444247 nChanged 36 SP:Iteration 17Q (9891.880000 sec): 3 clusters Score: Raw -668472.071987 + Penalty 4153.969319 = -664318.102668 nChanged 43 SP:Iteration 18Q (9891.900000 sec): 3 clusters Score: Raw -668493.740368 + Penalty 4153.969319 = -664339.771049 nChanged 39 SP:Iteration 19Q (9891.920000 sec): 3 clusters Score: Raw -668511.354261 + Penalty 4153.969319 = -664357.384942 nChanged 37 SP:Iteration 20F (9891.940000 sec): 3 clusters Score: Raw -668529.547740 + Penalty 4153.969319 = -664375.578421 nChanged 35 SP:Iteration 21Q (9891.960000 sec): 3 clusters Score: Raw -668552.083448 + Penalty 4153.969319 = -664398.114128 nChanged 49 SP:Iteration 22Q (9891.990000 sec): 3 clusters Score: Raw -668580.741468 + Penalty 4153.969319 = -664426.772149 nChanged 46 SP:Iteration 23Q (9892.010000 sec): 3 clusters Score: Raw -668607.265233 + Penalty 4153.969319 = -664453.295914 nChanged 52 SP:Iteration 24Q (9892.030000 sec): 3 clusters Score: Raw -668636.442263 + Penalty 4153.969319 = -664482.472944 nChanged 38 SP:Iteration 25Q (9892.050000 sec): 3 clusters Score: Raw -668660.518523 + Penalty 4153.969319 = -664506.549204 nChanged 48 SP:Iteration 26Q (9892.070000 sec): 3 clusters Score: Raw -668686.599038 + Penalty 4153.969319 = -664532.629718 nChanged 40 SP:Iteration 27Q (9892.090000 sec): 3 clusters Score: Raw -668709.056172 + Penalty 4153.969319 = -664555.086852 nChanged 39 SP:Iteration 28Q (9892.110000 sec): 3 clusters Score: Raw -668731.198522 + Penalty 4153.969319 = -664577.229202 nChanged 45 SP:Iteration 29Q (9892.130000 sec): 3 clusters Score: Raw -668755.774401 + Penalty 4153.969319 = -664601.805082 nChanged 44 SP:Iteration 30Q (9892.150000 sec): 3 clusters Score: Raw -668781.190887 + Penalty 4153.969319 = -664627.221567 nChanged 36 SP:Iteration 31Q (9892.170000 sec): 3 clusters Score: Raw -668798.667949 + Penalty 4153.969319 = -664644.698630 nChanged 27 SP:Iteration 32Q (9892.190000 sec): 3 clusters Score: Raw -668811.836851 + Penalty 4153.969319 = -664657.867532 nChanged 25 SP:Iteration 33Q (9892.210000 sec): 3 clusters Score: Raw -668827.657783 + Penalty 4153.969319 = -664673.688463 nChanged 28 SP:Iteration 34Q (9892.230000 sec): 3 clusters Score: Raw -668843.157836 + Penalty 4153.969319 = -664689.188517 nChanged 23 SP:Iteration 35Q (9892.250000 sec): 3 clusters Score: Raw -668853.976376 + Penalty 4153.969319 = -664700.007056 nChanged 17 SP:Iteration 36Q (9892.270000 sec): 3 clusters Score: Raw -668863.162630 + Penalty 4153.969319 = -664709.193311 nChanged 21 SP:Iteration 37Q (9892.290000 sec): 3 clusters Score: Raw -668873.499584 + Penalty 4153.969319 = -664719.530265 nChanged 7 SP:Iteration 38Q (9892.310000 sec): 3 clusters Score: Raw -668877.440598 + Penalty 4153.969319 = -664723.471279 nChanged 7 SP:Iteration 39Q (9892.330000 sec): 3 clusters Score: Raw -668880.680685 + Penalty 4153.969319 = -664726.711366 nChanged 9 SP:Iteration 40F (9892.360000 sec): 3 clusters Score: Raw -668884.912936 + Penalty 4153.969319 = -664730.943617 nChanged 5 SP:Iteration 41Q (9892.380000 sec): 3 clusters Score: Raw -668887.037621 + Penalty 4153.969319 = -664733.068302 nChanged 1 SP:Iteration 42Q (9892.400000 sec): 3 clusters Score: Raw -668887.619426 + Penalty 4153.969319 = -664733.650107 nChanged 1 SP:Iteration 43Q (9892.420000 sec): 3 clusters Score: Raw -668888.438064 + Penalty 4153.969319 = -664734.468744 nChanged 3 SP:Iteration 44Q (9892.440000 sec): 3 clusters Score: Raw -668890.454492 + Penalty 4153.969319 = -664736.485173 nChanged 3 SP:Iteration 45Q (9892.460000 sec): 3 clusters Score: Raw -668891.384609 + Penalty 4153.969319 = -664737.415290 nChanged 3 SP:Iteration 46Q (9892.480000 sec): 3 clusters Score: Raw -668893.809879 + Penalty 4153.969319 = -664739.840560 nChanged 3 SP:Iteration 47Q (9892.500000 sec): 3 clusters Score: Raw -668896.013221 + Penalty 4153.969319 = -664742.043901 nChanged 4 SP:Iteration 48Q (9892.520000 sec): 3 clusters Score: Raw -668897.163902 + Penalty 4153.969319 = -664743.194583 nChanged 0 SP:Iteration 49F (9892.540000 sec): 3 clusters Score: Raw -668897.163902 + Penalty 4153.969319 = -664743.194583 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 3 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9892.550000 sec): 2 clusters Score: Raw -26430.873191 + Penalty 1307.703891 = -25123.169300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9892.550000 sec): 3 clusters Score: Raw -26651.672583 + Penalty 2615.407781 = -24036.264802 nChanged 18 SP:Iteration 1F (9892.550000 sec): 3 clusters Score: Raw -26746.950385 + Penalty 2615.407781 = -24131.542604 nChanged 6 SP:Iteration 2Q (9892.550000 sec): 3 clusters Score: Raw -26775.906723 + Penalty 2615.407781 = -24160.498942 nChanged 0 SP:Iteration 3F (9892.550000 sec): 3 clusters Score: Raw -26775.906723 + Penalty 2615.407781 = -24160.498942 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 4 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9892.550000 sec): 2 clusters Score: Raw -37228.150234 + Penalty 1395.650036 = -35832.500198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9892.550000 sec): 3 clusters Score: Raw -37611.061378 + Penalty 2791.300072 = -34819.761305 nChanged 41 SP:Iteration 1F (9892.560000 sec): 3 clusters Score: Raw -37828.979732 + Penalty 2791.300072 = -35037.679659 nChanged 7 SP:Iteration 2Q (9892.560000 sec): 3 clusters Score: Raw -37919.444334 + Penalty 2791.300072 = -35128.144261 nChanged 1 SP:Iteration 3Q (9892.560000 sec): 3 clusters Score: Raw -37924.005569 + Penalty 2791.300072 = -35132.705496 nChanged 0 SP:Iteration 4F (9892.560000 sec): 3 clusters Score: Raw -37924.005569 + Penalty 2791.300072 = -35132.705496 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 5 (26090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9892.690000 sec): 2 clusters Score: Raw -4070580.524985 + Penalty 2521.988230 = -4068058.536755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9892.820000 sec): 3 clusters Score: Raw -4055120.403708 + Penalty 5043.976460 = -4050076.427249 nChanged 11718 SP:Iteration 1F (9892.950000 sec): 3 clusters Score: Raw -4061425.399582 + Penalty 5043.976460 = -4056381.423122 nChanged 1325 SP:Iteration 2F (9893.090000 sec): 3 clusters Score: Raw -4061933.129960 + Penalty 5043.976460 = -4056889.153500 nChanged 1224 SP:Iteration 3Q (9893.230000 sec): 3 clusters Score: Raw -4062372.671403 + Penalty 5043.976460 = -4057328.694943 nChanged 1105 SP:Iteration 4Q (9893.360000 sec): 3 clusters Score: Raw -4062783.948266 + Penalty 5043.976460 = -4057739.971806 nChanged 1101 SP:Iteration 5Q (9893.500000 sec): 3 clusters Score: Raw -4063210.984178 + Penalty 5043.976460 = -4058167.007718 nChanged 1053 SP:Iteration 6Q (9893.630000 sec): 3 clusters Score: Raw -4063647.903355 + Penalty 5043.976460 = -4058603.926895 nChanged 1059 SP:Iteration 7Q (9893.770000 sec): 3 clusters Score: Raw -4064095.948533 + Penalty 5043.976460 = -4059051.972074 nChanged 1081 SP:Iteration 8Q (9893.910000 sec): 3 clusters Score: Raw -4064591.011961 + Penalty 5043.976460 = -4059547.035502 nChanged 1165 SP:Iteration 9Q (9894.040000 sec): 3 clusters Score: Raw -4065234.251745 + Penalty 5043.976460 = -4060190.275285 nChanged 1247 SP:Iteration 10Q (9894.180000 sec): 3 clusters Score: Raw -4065971.673526 + Penalty 5043.976460 = -4060927.697066 nChanged 1220 SP:Iteration 11Q (9894.310000 sec): 3 clusters Score: Raw -4066754.501368 + Penalty 5043.976460 = -4061710.524908 nChanged 1142 SP:Iteration 12Q (9894.450000 sec): 3 clusters Score: Raw -4067529.817591 + Penalty 5043.976460 = -4062485.841132 nChanged 1043 SP:Iteration 13Q (9894.570000 sec): 3 clusters Score: Raw -4068298.572668 + Penalty 5043.976460 = -4063254.596208 nChanged 876 SP:Iteration 14Q (9894.700000 sec): 3 clusters Score: Raw -4068988.007743 + Penalty 5043.976460 = -4063944.031284 nChanged 689 SP:Iteration 15Q (9894.820000 sec): 3 clusters Score: Raw -4069597.838819 + Penalty 5043.976460 = -4064553.862360 nChanged 535 SP:Iteration 16Q (9894.940000 sec): 3 clusters Score: Raw -4070131.742660 + Penalty 5043.976460 = -4065087.766200 nChanged 409 SP:Iteration 17Q (9895.050000 sec): 3 clusters Score: Raw -4070531.858160 + Penalty 5043.976460 = -4065487.881700 nChanged 305 SP:Iteration 18Q (9895.160000 sec): 3 clusters Score: Raw -4070779.113698 + Penalty 5043.976460 = -4065735.137238 nChanged 220 SP:Iteration 19Q (9895.270000 sec): 3 clusters Score: Raw -4070923.809811 + Penalty 5043.976460 = -4065879.833352 nChanged 142 SP:Iteration 20F (9895.400000 sec): 3 clusters Score: Raw -4071008.274625 + Penalty 5043.976460 = -4065964.298165 nChanged 116 SP:Iteration 21Q (9895.500000 sec): 3 clusters Score: Raw -4071065.025603 + Penalty 5043.976460 = -4066021.049143 nChanged 78 SP:Iteration 22Q (9895.600000 sec): 3 clusters Score: Raw -4071100.931112 + Penalty 5043.976460 = -4066056.954652 nChanged 58 SP:Iteration 23Q (9895.700000 sec): 3 clusters Score: Raw -4071122.192077 + Penalty 5043.976460 = -4066078.215617 nChanged 36 SP:Iteration 24Q (9895.800000 sec): 3 clusters Score: Raw -4071134.557707 + Penalty 5043.976460 = -4066090.581248 nChanged 28 SP:Iteration 25Q (9895.900000 sec): 3 clusters Score: Raw -4071144.522487 + Penalty 5043.976460 = -4066100.546027 nChanged 20 SP:Iteration 26Q (9896.000000 sec): 3 clusters Score: Raw -4071150.849670 + Penalty 5043.976460 = -4066106.873210 nChanged 22 SP:Iteration 27Q (9896.100000 sec): 3 clusters Score: Raw -4071157.511332 + Penalty 5043.976460 = -4066113.534872 nChanged 20 SP:Iteration 28Q (9896.200000 sec): 3 clusters Score: Raw -4071163.075301 + Penalty 5043.976460 = -4066119.098842 nChanged 18 SP:Iteration 29Q (9896.300000 sec): 3 clusters Score: Raw -4071168.418359 + Penalty 5043.976460 = -4066124.441899 nChanged 11 SP:Iteration 30Q (9896.400000 sec): 3 clusters Score: Raw -4071172.013690 + Penalty 5043.976460 = -4066128.037231 nChanged 12 SP:Iteration 31Q (9896.500000 sec): 3 clusters Score: Raw -4071175.267749 + Penalty 5043.976460 = -4066131.291290 nChanged 11 SP:Iteration 32Q (9896.600000 sec): 3 clusters Score: Raw -4071178.852524 + Penalty 5043.976460 = -4066134.876064 nChanged 10 SP:Iteration 33Q (9896.700000 sec): 3 clusters Score: Raw -4071182.329993 + Penalty 5043.976460 = -4066138.353533 nChanged 5 SP:Iteration 34Q (9896.800000 sec): 3 clusters Score: Raw -4071183.715905 + Penalty 5043.976460 = -4066139.739445 nChanged 8 SP:Iteration 35Q (9896.900000 sec): 3 clusters Score: Raw -4071185.685311 + Penalty 5043.976460 = -4066141.708851 nChanged 8 SP:Iteration 36Q (9897.000000 sec): 3 clusters Score: Raw -4071187.434866 + Penalty 5043.976460 = -4066143.458406 nChanged 4 SP:Iteration 37Q (9897.100000 sec): 3 clusters Score: Raw -4071188.383259 + Penalty 5043.976460 = -4066144.406799 nChanged 2 SP:Iteration 38Q (9897.200000 sec): 3 clusters Score: Raw -4071188.899796 + Penalty 5043.976460 = -4066144.923336 nChanged 1 SP:Iteration 39Q (9897.300000 sec): 3 clusters Score: Raw -4071189.077717 + Penalty 5043.976460 = -4066145.101258 nChanged 1 SP:Iteration 40F (9897.430000 sec): 3 clusters Score: Raw -4071189.286809 + Penalty 5043.976460 = -4066145.310349 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 6 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9897.450000 sec): 2 clusters Score: Raw -220316.677782 + Penalty 1800.086213 = -218516.591569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9897.460000 sec): 3 clusters Score: Raw -219857.434899 + Penalty 3600.172427 = -216257.262472 nChanged 413 SP:Iteration 1F (9897.470000 sec): 3 clusters Score: Raw -220228.444621 + Penalty 3600.172427 = -216628.272195 nChanged 103 SP:Iteration 2F (9897.470000 sec): 3 clusters Score: Raw -220356.038208 + Penalty 3600.172427 = -216755.865781 nChanged 64 SP:Iteration 3Q (9897.480000 sec): 3 clusters Score: Raw -220428.929205 + Penalty 3600.172427 = -216828.756778 nChanged 32 SP:Iteration 4Q (9897.490000 sec): 3 clusters Score: Raw -220462.731265 + Penalty 3600.172427 = -216862.558839 nChanged 22 SP:Iteration 5Q (9897.500000 sec): 3 clusters Score: Raw -220482.080708 + Penalty 3600.172427 = -216881.908282 nChanged 8 SP:Iteration 6Q (9897.500000 sec): 3 clusters Score: Raw -220486.441580 + Penalty 3600.172427 = -216886.269154 nChanged 9 SP:Iteration 7Q (9897.510000 sec): 3 clusters Score: Raw -220493.364206 + Penalty 3600.172427 = -216893.191780 nChanged 9 SP:Iteration 8Q (9897.520000 sec): 3 clusters Score: Raw -220502.228537 + Penalty 3600.172427 = -216902.056110 nChanged 9 SP:Iteration 9Q (9897.520000 sec): 3 clusters Score: Raw -220510.395340 + Penalty 3600.172427 = -216910.222913 nChanged 7 SP:Iteration 10Q (9897.530000 sec): 3 clusters Score: Raw -220515.757767 + Penalty 3600.172427 = -216915.585340 nChanged 3 SP:Iteration 11Q (9897.540000 sec): 3 clusters Score: Raw -220517.316854 + Penalty 3600.172427 = -216917.144428 nChanged 3 SP:Iteration 12Q (9897.540000 sec): 3 clusters Score: Raw -220519.295589 + Penalty 3600.172427 = -216919.123162 nChanged 2 SP:Iteration 13Q (9897.550000 sec): 3 clusters Score: Raw -220521.026453 + Penalty 3600.172427 = -216920.854027 nChanged 0 SP:Iteration 14F (9897.560000 sec): 3 clusters Score: Raw -220521.026453 + Penalty 3600.172427 = -216920.854027 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 7 (1068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9897.560000 sec): 2 clusters Score: Raw -152967.832762 + Penalty 1729.438669 = -151238.394093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9897.570000 sec): 3 clusters Score: Raw -152803.981402 + Penalty 3458.877338 = -149345.104065 nChanged 316 SP:Iteration 1F (9897.580000 sec): 3 clusters Score: Raw -153246.595905 + Penalty 3458.877338 = -149787.718567 nChanged 89 SP:Iteration 2F (9897.580000 sec): 3 clusters Score: Raw -153470.130274 + Penalty 3458.877338 = -150011.252936 nChanged 77 SP:Iteration 3F (9897.580000 sec): 3 clusters Score: Raw -153719.269607 + Penalty 3458.877338 = -150260.392270 nChanged 74 SP:Iteration 4F (9897.590000 sec): 3 clusters Score: Raw -153894.712387 + Penalty 3458.877338 = -150435.835050 nChanged 47 SP:Iteration 5Q (9897.600000 sec): 3 clusters Score: Raw -153990.025045 + Penalty 3458.877338 = -150531.147708 nChanged 34 SP:Iteration 6Q (9897.600000 sec): 3 clusters Score: Raw -154048.750337 + Penalty 3458.877338 = -150589.872999 nChanged 27 SP:Iteration 7Q (9897.600000 sec): 3 clusters Score: Raw -154085.118382 + Penalty 3458.877338 = -150626.241045 nChanged 8 SP:Iteration 8Q (9897.610000 sec): 3 clusters Score: Raw -154096.497094 + Penalty 3458.877338 = -150637.619756 nChanged 7 SP:Iteration 9Q (9897.620000 sec): 3 clusters Score: Raw -154105.184134 + Penalty 3458.877338 = -150646.306797 nChanged 3 SP:Iteration 10Q (9897.620000 sec): 3 clusters Score: Raw -154111.791340 + Penalty 3458.877338 = -150652.914003 nChanged 4 SP:Iteration 11Q (9897.620000 sec): 3 clusters Score: Raw -154117.243900 + Penalty 3458.877338 = -150658.366562 nChanged 5 SP:Iteration 12Q (9897.630000 sec): 3 clusters Score: Raw -154122.282922 + Penalty 3458.877338 = -150663.405585 nChanged 2 SP:Iteration 13Q (9897.630000 sec): 3 clusters Score: Raw -154124.936955 + Penalty 3458.877338 = -150666.059617 nChanged 2 SP:Iteration 14Q (9897.640000 sec): 3 clusters Score: Raw -154128.531173 + Penalty 3458.877338 = -150669.653835 nChanged 3 SP:Iteration 15Q (9897.640000 sec): 3 clusters Score: Raw -154137.002802 + Penalty 3458.877338 = -150678.125464 nChanged 3 SP:Iteration 16Q (9897.650000 sec): 3 clusters Score: Raw -154146.418110 + Penalty 3458.877338 = -150687.540772 nChanged 3 SP:Iteration 17Q (9897.650000 sec): 3 clusters Score: Raw -154157.324597 + Penalty 3458.877338 = -150698.447259 nChanged 3 SP:Iteration 18Q (9897.660000 sec): 3 clusters Score: Raw -154159.928760 + Penalty 3458.877338 = -150701.051422 nChanged 1 SP:Iteration 19Q (9897.660000 sec): 3 clusters Score: Raw -154162.197156 + Penalty 3458.877338 = -150703.319818 nChanged 2 SP:Iteration 20F (9897.670000 sec): 3 clusters Score: Raw -154167.166805 + Penalty 3458.877338 = -150708.289467 nChanged 2 SP:Iteration 21Q (9897.670000 sec): 3 clusters Score: Raw -154169.562378 + Penalty 3458.877338 = -150710.685040 nChanged 2 SP:Iteration 22Q (9897.680000 sec): 3 clusters Score: Raw -154173.355292 + Penalty 3458.877338 = -150714.477954 nChanged 0 SP:Iteration 23F (9897.680000 sec): 3 clusters Score: Raw -154173.355292 + Penalty 3458.877338 = -150714.477954 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 8 (20715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9897.780000 sec): 2 clusters Score: Raw -3189442.813215 + Penalty 2464.776112 = -3186978.037103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9897.880000 sec): 3 clusters Score: Raw -3177400.404919 + Penalty 4929.552224 = -3172470.852695 nChanged 9149 SP:Iteration 1F (9897.990000 sec): 3 clusters Score: Raw -3182394.956209 + Penalty 4929.552224 = -3177465.403986 nChanged 1140 SP:Iteration 2F (9898.090000 sec): 3 clusters Score: Raw -3182913.414056 + Penalty 4929.552224 = -3177983.861832 nChanged 1019 SP:Iteration 3Q (9898.200000 sec): 3 clusters Score: Raw -3183372.581362 + Penalty 4929.552224 = -3178443.029138 nChanged 947 SP:Iteration 4Q (9898.300000 sec): 3 clusters Score: Raw -3183828.385731 + Penalty 4929.552224 = -3178898.833508 nChanged 898 SP:Iteration 5Q (9898.410000 sec): 3 clusters Score: Raw -3184226.705511 + Penalty 4929.552224 = -3179297.153288 nChanged 857 SP:Iteration 6Q (9898.510000 sec): 3 clusters Score: Raw -3184631.235379 + Penalty 4929.552224 = -3179701.683155 nChanged 880 SP:Iteration 7Q (9898.620000 sec): 3 clusters Score: Raw -3185058.575356 + Penalty 4929.552224 = -3180129.023132 nChanged 928 SP:Iteration 8Q (9898.720000 sec): 3 clusters Score: Raw -3185517.994413 + Penalty 4929.552224 = -3180588.442189 nChanged 910 SP:Iteration 9Q (9898.820000 sec): 3 clusters Score: Raw -3185986.646243 + Penalty 4929.552224 = -3181057.094019 nChanged 881 SP:Iteration 10Q (9898.930000 sec): 3 clusters Score: Raw -3186377.285613 + Penalty 4929.552224 = -3181447.733389 nChanged 789 SP:Iteration 11Q (9899.030000 sec): 3 clusters Score: Raw -3186699.311408 + Penalty 4929.552224 = -3181769.759184 nChanged 744 SP:Iteration 12Q (9899.140000 sec): 3 clusters Score: Raw -3186997.916299 + Penalty 4929.552224 = -3182068.364076 nChanged 683 SP:Iteration 13Q (9899.240000 sec): 3 clusters Score: Raw -3187277.387650 + Penalty 4929.552224 = -3182347.835426 nChanged 565 SP:Iteration 14Q (9899.340000 sec): 3 clusters Score: Raw -3187492.747534 + Penalty 4929.552224 = -3182563.195310 nChanged 488 SP:Iteration 15Q (9899.450000 sec): 3 clusters Score: Raw -3187688.875452 + Penalty 4929.552224 = -3182759.323229 nChanged 483 SP:Iteration 16Q (9899.550000 sec): 3 clusters Score: Raw -3187866.589354 + Penalty 4929.552224 = -3182937.037130 nChanged 393 SP:Iteration 17Q (9899.660000 sec): 3 clusters Score: Raw -3187985.207633 + Penalty 4929.552224 = -3183055.655409 nChanged 330 SP:Iteration 18Q (9899.760000 sec): 3 clusters Score: Raw -3188072.340018 + Penalty 4929.552224 = -3183142.787794 nChanged 265 SP:Iteration 19Q (9899.860000 sec): 3 clusters Score: Raw -3188141.577727 + Penalty 4929.552224 = -3183212.025503 nChanged 240 SP:Iteration 20F (9899.960000 sec): 3 clusters Score: Raw -3188201.836049 + Penalty 4929.552224 = -3183272.283825 nChanged 236 SP:Iteration 21Q (9900.060000 sec): 3 clusters Score: Raw -3188254.133882 + Penalty 4929.552224 = -3183324.581658 nChanged 230 SP:Iteration 22Q (9900.170000 sec): 3 clusters Score: Raw -3188311.860533 + Penalty 4929.552224 = -3183382.308309 nChanged 254 SP:Iteration 23Q (9900.280000 sec): 3 clusters Score: Raw -3188377.671447 + Penalty 4929.552224 = -3183448.119223 nChanged 262 SP:Iteration 24Q (9900.380000 sec): 3 clusters Score: Raw -3188442.582467 + Penalty 4929.552224 = -3183513.030244 nChanged 253 SP:Iteration 25Q (9900.490000 sec): 3 clusters Score: Raw -3188513.566198 + Penalty 4929.552224 = -3183584.013975 nChanged 264 SP:Iteration 26Q (9900.590000 sec): 3 clusters Score: Raw -3188591.230293 + Penalty 4929.552224 = -3183661.678069 nChanged 269 SP:Iteration 27Q (9900.700000 sec): 3 clusters Score: Raw -3188672.422116 + Penalty 4929.552224 = -3183742.869892 nChanged 278 SP:Iteration 28Q (9900.800000 sec): 3 clusters Score: Raw -3188766.952049 + Penalty 4929.552224 = -3183837.399825 nChanged 300 SP:Iteration 29Q (9900.910000 sec): 3 clusters Score: Raw -3188873.649139 + Penalty 4929.552224 = -3183944.096915 nChanged 302 SP:Iteration 30Q (9901.010000 sec): 3 clusters Score: Raw -3188993.637048 + Penalty 4929.552224 = -3184064.084824 nChanged 329 SP:Iteration 31Q (9901.120000 sec): 3 clusters Score: Raw -3189133.018433 + Penalty 4929.552224 = -3184203.466209 nChanged 331 SP:Iteration 32Q (9901.220000 sec): 3 clusters Score: Raw -3189275.781289 + Penalty 4929.552224 = -3184346.229065 nChanged 311 SP:Iteration 33Q (9901.330000 sec): 3 clusters Score: Raw -3189417.145849 + Penalty 4929.552224 = -3184487.593625 nChanged 279 SP:Iteration 34Q (9901.430000 sec): 3 clusters Score: Raw -3189540.617067 + Penalty 4929.552224 = -3184611.064844 nChanged 243 SP:Iteration 35Q (9901.530000 sec): 3 clusters Score: Raw -3189645.754887 + Penalty 4929.552224 = -3184716.202664 nChanged 191 SP:Iteration 36Q (9901.640000 sec): 3 clusters Score: Raw -3189724.338066 + Penalty 4929.552224 = -3184794.785842 nChanged 152 SP:Iteration 37Q (9901.740000 sec): 3 clusters Score: Raw -3189778.821803 + Penalty 4929.552224 = -3184849.269579 nChanged 104 SP:Iteration 38Q (9901.840000 sec): 3 clusters Score: Raw -3189817.511725 + Penalty 4929.552224 = -3184887.959501 nChanged 70 SP:Iteration 39Q (9901.940000 sec): 3 clusters Score: Raw -3189843.012861 + Penalty 4929.552224 = -3184913.460638 nChanged 53 SP:Iteration 40F (9902.040000 sec): 3 clusters Score: Raw -3189903.107372 + Penalty 4929.552224 = -3184973.555149 nChanged 100 SP:Iteration 41Q (9902.150000 sec): 3 clusters Score: Raw -3189976.720513 + Penalty 4929.552224 = -3185047.168289 nChanged 95 SP:Iteration 42Q (9902.250000 sec): 3 clusters Score: Raw -3190078.427503 + Penalty 4929.552224 = -3185148.875279 nChanged 99 SP:Iteration 43Q (9902.350000 sec): 3 clusters Score: Raw -3190258.519589 + Penalty 4929.552224 = -3185328.967366 nChanged 89 SP:Iteration 44Q (9902.450000 sec): 3 clusters Score: Raw -3190429.911476 + Penalty 4929.552224 = -3185500.359252 nChanged 71 SP:Iteration 45Q (9902.540000 sec): 3 clusters Score: Raw -3190499.789133 + Penalty 4929.552224 = -3185570.236909 nChanged 60 SP:Iteration 46Q (9902.620000 sec): 3 clusters Score: Raw -3190528.203271 + Penalty 4929.552224 = -3185598.651048 nChanged 48 SP:Iteration 47Q (9902.700000 sec): 3 clusters Score: Raw -3190548.180086 + Penalty 4929.552224 = -3185618.627862 nChanged 23 SP:Iteration 48Q (9902.780000 sec): 3 clusters Score: Raw -3190557.082111 + Penalty 4929.552224 = -3185627.529887 nChanged 19 SP:Iteration 49Q (9902.860000 sec): 3 clusters Score: Raw -3190562.511064 + Penalty 4929.552224 = -3185632.958840 nChanged 12 SP:Iteration 50Q (9902.940000 sec): 3 clusters Score: Raw -3190565.742114 + Penalty 4929.552224 = -3185636.189890 nChanged 9 SP:Iteration 51Q (9903.020000 sec): 3 clusters Score: Raw -3190568.664672 + Penalty 4929.552224 = -3185639.112448 nChanged 3 SP:Iteration 52Q (9903.100000 sec): 3 clusters Score: Raw -3190570.028573 + Penalty 4929.552224 = -3185640.476349 nChanged 5 SP:Iteration 53Q (9903.180000 sec): 3 clusters Score: Raw -3190572.443957 + Penalty 4929.552224 = -3185642.891733 nChanged 5 SP:Iteration 54Q (9903.270000 sec): 3 clusters Score: Raw -3190574.060284 + Penalty 4929.552224 = -3185644.508060 nChanged 3 SP:Iteration 55Q (9903.350000 sec): 3 clusters Score: Raw -3190574.648831 + Penalty 4929.552224 = -3185645.096607 nChanged 0 SP:Iteration 56F (9903.450000 sec): 3 clusters Score: Raw -3190574.648831 + Penalty 4929.552224 = -3185645.096607 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 9 (207562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9904.380000 sec): 2 clusters Score: Raw -32567303.524547 + Penalty 3036.309972 = -32564267.214576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9905.460000 sec): 3 clusters Score: Raw -32430745.911400 + Penalty 6072.619943 = -32424673.291457 nChanged 100004 SP:Iteration 1F (9906.540000 sec): 3 clusters Score: Raw -32490621.499987 + Penalty 6072.619943 = -32484548.880043 nChanged 7135 SP:Iteration 2Q (9907.640000 sec): 3 clusters Score: Raw -32493104.975936 + Penalty 6072.619943 = -32487032.355993 nChanged 8590 SP:Iteration 3Q (9908.760000 sec): 3 clusters Score: Raw -32496996.743212 + Penalty 6072.619943 = -32490924.123269 nChanged 10392 SP:Iteration 4F (9909.840000 sec): 3 clusters Score: Raw -32502724.104760 + Penalty 6072.619943 = -32496651.484817 nChanged 12061 SP:Iteration 5F (9910.920000 sec): 3 clusters Score: Raw -32510555.579687 + Penalty 6072.619943 = -32504482.959744 nChanged 13210 SP:Iteration 6F (9912.000000 sec): 3 clusters Score: Raw -32519822.249548 + Penalty 6072.619943 = -32513749.629605 nChanged 13327 SP:Iteration 7F (9913.070000 sec): 3 clusters Score: Raw -32529339.798735 + Penalty 6072.619943 = -32523267.178791 nChanged 12181 SP:Iteration 8F (9914.150000 sec): 3 clusters Score: Raw -32537364.419582 + Penalty 6072.619943 = -32531291.799639 nChanged 10186 SP:Iteration 9Q (9915.190000 sec): 3 clusters Score: Raw -32543263.403140 + Penalty 6072.619943 = -32537190.783197 nChanged 8274 SP:Iteration 10Q (9916.220000 sec): 3 clusters Score: Raw -32547712.543656 + Penalty 6072.619943 = -32541639.923712 nChanged 7010 SP:Iteration 11Q (9917.220000 sec): 3 clusters Score: Raw -32551338.456709 + Penalty 6072.619943 = -32545265.836766 nChanged 6131 SP:Iteration 12Q (9918.200000 sec): 3 clusters Score: Raw -32554516.052973 + Penalty 6072.619943 = -32548443.433030 nChanged 5624 SP:Iteration 13Q (9919.150000 sec): 3 clusters Score: Raw -32557490.626088 + Penalty 6072.619943 = -32551418.006144 nChanged 5018 SP:Iteration 14Q (9920.090000 sec): 3 clusters Score: Raw -32560187.926104 + Penalty 6072.619943 = -32554115.306161 nChanged 4274 SP:Iteration 15Q (9921.000000 sec): 3 clusters Score: Raw -32562419.694766 + Penalty 6072.619943 = -32556347.074823 nChanged 3540 SP:Iteration 16Q (9921.880000 sec): 3 clusters Score: Raw -32564184.796506 + Penalty 6072.619943 = -32558112.176563 nChanged 2854 SP:Iteration 17Q (9922.760000 sec): 3 clusters Score: Raw -32565527.912201 + Penalty 6072.619943 = -32559455.292258 nChanged 2210 SP:Iteration 18Q (9923.610000 sec): 3 clusters Score: Raw -32566524.955103 + Penalty 6072.619943 = -32560452.335160 nChanged 1855 SP:Iteration 19Q (9924.460000 sec): 3 clusters Score: Raw -32567309.619606 + Penalty 6072.619943 = -32561236.999663 nChanged 1447 SP:Iteration 20F (9925.530000 sec): 3 clusters Score: Raw -32567873.997105 + Penalty 6072.619943 = -32561801.377162 nChanged 1153 SP:Iteration 21Q (9926.360000 sec): 3 clusters Score: Raw -32568279.729909 + Penalty 6072.619943 = -32562207.109966 nChanged 891 SP:Iteration 22Q (9927.190000 sec): 3 clusters Score: Raw -32568562.457704 + Penalty 6072.619943 = -32562489.837761 nChanged 665 SP:Iteration 23Q (9928.000000 sec): 3 clusters Score: Raw -32568754.372729 + Penalty 6072.619943 = -32562681.752786 nChanged 544 SP:Iteration 24Q (9928.820000 sec): 3 clusters Score: Raw -32568901.468045 + Penalty 6072.619943 = -32562828.848102 nChanged 446 SP:Iteration 25Q (9929.630000 sec): 3 clusters Score: Raw -32569009.744113 + Penalty 6072.619943 = -32562937.124170 nChanged 352 SP:Iteration 26Q (9930.440000 sec): 3 clusters Score: Raw -32569097.795003 + Penalty 6072.619943 = -32563025.175060 nChanged 328 SP:Iteration 27Q (9931.230000 sec): 3 clusters Score: Raw -32569180.666546 + Penalty 6072.619943 = -32563108.046603 nChanged 295 SP:Iteration 28Q (9932.010000 sec): 3 clusters Score: Raw -32569251.750515 + Penalty 6072.619943 = -32563179.130571 nChanged 211 SP:Iteration 29Q (9932.790000 sec): 3 clusters Score: Raw -32569293.651556 + Penalty 6072.619943 = -32563221.031613 nChanged 187 SP:Iteration 30Q (9933.580000 sec): 3 clusters Score: Raw -32569329.036938 + Penalty 6072.619943 = -32563256.416995 nChanged 167 SP:Iteration 31Q (9934.360000 sec): 3 clusters Score: Raw -32569361.821236 + Penalty 6072.619943 = -32563289.201293 nChanged 139 SP:Iteration 32Q (9935.140000 sec): 3 clusters Score: Raw -32569387.881723 + Penalty 6072.619943 = -32563315.261780 nChanged 129 SP:Iteration 33Q (9935.920000 sec): 3 clusters Score: Raw -32569410.792687 + Penalty 6072.619943 = -32563338.172744 nChanged 118 SP:Iteration 34Q (9936.700000 sec): 3 clusters Score: Raw -32569431.935606 + Penalty 6072.619943 = -32563359.315663 nChanged 103 SP:Iteration 35Q (9937.480000 sec): 3 clusters Score: Raw -32569447.352221 + Penalty 6072.619943 = -32563374.732278 nChanged 86 SP:Iteration 36Q (9938.250000 sec): 3 clusters Score: Raw -32569460.255120 + Penalty 6072.619943 = -32563387.635177 nChanged 76 SP:Iteration 37Q (9939.030000 sec): 3 clusters Score: Raw -32569470.441409 + Penalty 6072.619943 = -32563397.821466 nChanged 66 SP:Iteration 38Q (9939.810000 sec): 3 clusters Score: Raw -32569478.813197 + Penalty 6072.619943 = -32563406.193254 nChanged 58 SP:Iteration 39Q (9940.590000 sec): 3 clusters Score: Raw -32569486.328805 + Penalty 6072.619943 = -32563413.708862 nChanged 44 SP:Iteration 40F (9941.650000 sec): 3 clusters Score: Raw -32569492.039615 + Penalty 6072.619943 = -32563419.419672 nChanged 35 SP:Iteration 41Q (9942.430000 sec): 3 clusters Score: Raw -32569495.930187 + Penalty 6072.619943 = -32563423.310244 nChanged 30 SP:Iteration 42Q (9943.210000 sec): 3 clusters Score: Raw -32569499.164019 + Penalty 6072.619943 = -32563426.544076 nChanged 28 SP:Iteration 43Q (9944.000000 sec): 3 clusters Score: Raw -32569502.158159 + Penalty 6072.619943 = -32563429.538216 nChanged 30 SP:Iteration 44Q (9944.780000 sec): 3 clusters Score: Raw -32569505.572427 + Penalty 6072.619943 = -32563432.952484 nChanged 29 SP:Iteration 45Q (9945.560000 sec): 3 clusters Score: Raw -32569509.014542 + Penalty 6072.619943 = -32563436.394599 nChanged 23 SP:Iteration 46Q (9946.330000 sec): 3 clusters Score: Raw -32569511.718613 + Penalty 6072.619943 = -32563439.098670 nChanged 21 SP:Iteration 47Q (9947.110000 sec): 3 clusters Score: Raw -32569513.739445 + Penalty 6072.619943 = -32563441.119502 nChanged 23 SP:Iteration 48Q (9947.880000 sec): 3 clusters Score: Raw -32569516.198027 + Penalty 6072.619943 = -32563443.578084 nChanged 12 SP:Iteration 49Q (9948.660000 sec): 3 clusters Score: Raw -32569517.658442 + Penalty 6072.619943 = -32563445.038499 nChanged 18 SP:Iteration 50Q (9949.440000 sec): 3 clusters Score: Raw -32569520.716726 + Penalty 6072.619943 = -32563448.096783 nChanged 29 SP:Iteration 51Q (9950.210000 sec): 3 clusters Score: Raw -32569524.921949 + Penalty 6072.619943 = -32563452.302006 nChanged 23 SP:Iteration 52Q (9950.990000 sec): 3 clusters Score: Raw -32569527.507522 + Penalty 6072.619943 = -32563454.887579 nChanged 22 SP:Iteration 53Q (9951.770000 sec): 3 clusters Score: Raw -32569529.714522 + Penalty 6072.619943 = -32563457.094579 nChanged 18 SP:Iteration 54Q (9952.550000 sec): 3 clusters Score: Raw -32569531.689023 + Penalty 6072.619943 = -32563459.069080 nChanged 20 SP:Iteration 55Q (9953.320000 sec): 3 clusters Score: Raw -32569533.856326 + Penalty 6072.619943 = -32563461.236383 nChanged 13 SP:Iteration 56Q (9954.100000 sec): 3 clusters Score: Raw -32569535.179669 + Penalty 6072.619943 = -32563462.559726 nChanged 9 SP:Iteration 57Q (9954.870000 sec): 3 clusters Score: Raw -32569536.074959 + Penalty 6072.619943 = -32563463.455016 nChanged 12 SP:Iteration 58Q (9955.650000 sec): 3 clusters Score: Raw -32569537.573966 + Penalty 6072.619943 = -32563464.954022 nChanged 13 SP:Iteration 59Q (9956.420000 sec): 3 clusters Score: Raw -32569538.992746 + Penalty 6072.619943 = -32563466.372803 nChanged 7 SP:Iteration 60F (9957.480000 sec): 3 clusters Score: Raw -32569539.827141 + Penalty 6072.619943 = -32563467.207198 nChanged 9 SP:Iteration 61Q (9958.260000 sec): 3 clusters Score: Raw -32569540.650626 + Penalty 6072.619943 = -32563468.030683 nChanged 13 SP:Iteration 62Q (9959.040000 sec): 3 clusters Score: Raw -32569542.501721 + Penalty 6072.619943 = -32563469.881778 nChanged 20 SP:Iteration 63Q (9959.820000 sec): 3 clusters Score: Raw -32569544.935686 + Penalty 6072.619943 = -32563472.315743 nChanged 15 SP:Iteration 64Q (9960.600000 sec): 3 clusters Score: Raw -32569546.853250 + Penalty 6072.619943 = -32563474.233306 nChanged 17 SP:Iteration 65Q (9961.380000 sec): 3 clusters Score: Raw -32569548.825614 + Penalty 6072.619943 = -32563476.205671 nChanged 15 SP:Iteration 66Q (9962.160000 sec): 3 clusters Score: Raw -32569550.257032 + Penalty 6072.619943 = -32563477.637089 nChanged 10 SP:Iteration 67Q (9962.940000 sec): 3 clusters Score: Raw -32569551.014047 + Penalty 6072.619943 = -32563478.394104 nChanged 4 SP:Iteration 68Q (9963.710000 sec): 3 clusters Score: Raw -32569551.315377 + Penalty 6072.619943 = -32563478.695434 nChanged 4 SP:Iteration 69Q (9964.490000 sec): 3 clusters Score: Raw -32569551.676840 + Penalty 6072.619943 = -32563479.056897 nChanged 3 SP:Iteration 70Q (9965.260000 sec): 3 clusters Score: Raw -32569551.980611 + Penalty 6072.619943 = -32563479.360668 nChanged 6 SP:Iteration 71Q (9966.040000 sec): 3 clusters Score: Raw -32569552.567321 + Penalty 6072.619943 = -32563479.947378 nChanged 7 SP:Iteration 72Q (9966.810000 sec): 3 clusters Score: Raw -32569553.166798 + Penalty 6072.619943 = -32563480.546855 nChanged 9 SP:Iteration 73Q (9967.580000 sec): 3 clusters Score: Raw -32569554.280261 + Penalty 6072.619943 = -32563481.660318 nChanged 7 SP:Iteration 74Q (9968.360000 sec): 3 clusters Score: Raw -32569554.890962 + Penalty 6072.619943 = -32563482.271019 nChanged 5 SP:Iteration 75Q (9969.130000 sec): 3 clusters Score: Raw -32569555.307594 + Penalty 6072.619943 = -32563482.687651 nChanged 6 SP:Iteration 76Q (9969.900000 sec): 3 clusters Score: Raw -32569555.830836 + Penalty 6072.619943 = -32563483.210892 nChanged 2 SP:Iteration 77Q (9970.670000 sec): 3 clusters Score: Raw -32569555.973122 + Penalty 6072.619943 = -32563483.353179 nChanged 1 SP:Iteration 78Q (9971.450000 sec): 3 clusters Score: Raw -32569556.052739 + Penalty 6072.619943 = -32563483.432796 nChanged 0 SP:Iteration 79F (9972.500000 sec): 3 clusters Score: Raw -32569556.052739 + Penalty 6072.619943 = -32563483.432796 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 10 (10966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9972.650000 sec): 2 clusters Score: Raw -1610409.695292 + Penalty 2307.033604 = -1608102.661688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9972.710000 sec): 3 clusters Score: Raw -1604457.639954 + Penalty 4614.067209 = -1599843.572745 nChanged 4577 SP:Iteration 1F (9972.760000 sec): 3 clusters Score: Raw -1607142.902762 + Penalty 4614.067209 = -1602528.835553 nChanged 769 SP:Iteration 2F (9972.820000 sec): 3 clusters Score: Raw -1607559.986981 + Penalty 4614.067209 = -1602945.919772 nChanged 606 SP:Iteration 3F (9972.870000 sec): 3 clusters Score: Raw -1607843.211805 + Penalty 4614.067209 = -1603229.144596 nChanged 493 SP:Iteration 4Q (9972.920000 sec): 3 clusters Score: Raw -1608046.727847 + Penalty 4614.067209 = -1603432.660638 nChanged 396 SP:Iteration 5Q (9972.980000 sec): 3 clusters Score: Raw -1608191.115188 + Penalty 4614.067209 = -1603577.047979 nChanged 326 SP:Iteration 6Q (9973.030000 sec): 3 clusters Score: Raw -1608308.628329 + Penalty 4614.067209 = -1603694.561120 nChanged 306 SP:Iteration 7Q (9973.090000 sec): 3 clusters Score: Raw -1608418.461572 + Penalty 4614.067209 = -1603804.394364 nChanged 294 SP:Iteration 8Q (9973.140000 sec): 3 clusters Score: Raw -1608528.785020 + Penalty 4614.067209 = -1603914.717811 nChanged 270 SP:Iteration 9Q (9973.200000 sec): 3 clusters Score: Raw -1608633.727819 + Penalty 4614.067209 = -1604019.660610 nChanged 287 SP:Iteration 10Q (9973.250000 sec): 3 clusters Score: Raw -1608747.918926 + Penalty 4614.067209 = -1604133.851718 nChanged 301 SP:Iteration 11Q (9973.300000 sec): 3 clusters Score: Raw -1608887.418476 + Penalty 4614.067209 = -1604273.351268 nChanged 338 SP:Iteration 12Q (9973.360000 sec): 3 clusters Score: Raw -1609070.809789 + Penalty 4614.067209 = -1604456.742580 nChanged 365 SP:Iteration 13Q (9973.410000 sec): 3 clusters Score: Raw -1609276.574199 + Penalty 4614.067209 = -1604662.506991 nChanged 350 SP:Iteration 14Q (9973.470000 sec): 3 clusters Score: Raw -1609479.683289 + Penalty 4614.067209 = -1604865.616080 nChanged 353 SP:Iteration 15Q (9973.520000 sec): 3 clusters Score: Raw -1609707.829669 + Penalty 4614.067209 = -1605093.762461 nChanged 343 SP:Iteration 16Q (9973.580000 sec): 3 clusters Score: Raw -1609955.490405 + Penalty 4614.067209 = -1605341.423197 nChanged 330 SP:Iteration 17Q (9973.630000 sec): 3 clusters Score: Raw -1610197.593211 + Penalty 4614.067209 = -1605583.526003 nChanged 258 SP:Iteration 18Q (9973.680000 sec): 3 clusters Score: Raw -1610387.297889 + Penalty 4614.067209 = -1605773.230681 nChanged 221 SP:Iteration 19Q (9973.730000 sec): 3 clusters Score: Raw -1610556.706869 + Penalty 4614.067209 = -1605942.639660 nChanged 174 SP:Iteration 20F (9973.780000 sec): 3 clusters Score: Raw -1610688.783852 + Penalty 4614.067209 = -1606074.716643 nChanged 146 SP:Iteration 21Q (9973.830000 sec): 3 clusters Score: Raw -1610793.045511 + Penalty 4614.067209 = -1606178.978303 nChanged 112 SP:Iteration 22Q (9973.880000 sec): 3 clusters Score: Raw -1610871.074779 + Penalty 4614.067209 = -1606257.007570 nChanged 90 SP:Iteration 23Q (9973.930000 sec): 3 clusters Score: Raw -1610934.548009 + Penalty 4614.067209 = -1606320.480801 nChanged 69 SP:Iteration 24Q (9973.970000 sec): 3 clusters Score: Raw -1610979.162971 + Penalty 4614.067209 = -1606365.095762 nChanged 65 SP:Iteration 25Q (9974.020000 sec): 3 clusters Score: Raw -1611020.318276 + Penalty 4614.067209 = -1606406.251068 nChanged 57 SP:Iteration 26Q (9974.060000 sec): 3 clusters Score: Raw -1611059.696070 + Penalty 4614.067209 = -1606445.628861 nChanged 39 SP:Iteration 27Q (9974.100000 sec): 3 clusters Score: Raw -1611083.194227 + Penalty 4614.067209 = -1606469.127018 nChanged 31 SP:Iteration 28Q (9974.150000 sec): 3 clusters Score: Raw -1611104.014306 + Penalty 4614.067209 = -1606489.947098 nChanged 22 SP:Iteration 29Q (9974.190000 sec): 3 clusters Score: Raw -1611119.998722 + Penalty 4614.067209 = -1606505.931513 nChanged 20 SP:Iteration 30Q (9974.230000 sec): 3 clusters Score: Raw -1611130.387708 + Penalty 4614.067209 = -1606516.320500 nChanged 25 SP:Iteration 31Q (9974.280000 sec): 3 clusters Score: Raw -1611145.638698 + Penalty 4614.067209 = -1606531.571490 nChanged 24 SP:Iteration 32Q (9974.320000 sec): 3 clusters Score: Raw -1611160.913235 + Penalty 4614.067209 = -1606546.846027 nChanged 24 SP:Iteration 33Q (9974.360000 sec): 3 clusters Score: Raw -1611176.202391 + Penalty 4614.067209 = -1606562.135183 nChanged 16 SP:Iteration 34Q (9974.400000 sec): 3 clusters Score: Raw -1611185.993898 + Penalty 4614.067209 = -1606571.926690 nChanged 9 SP:Iteration 35Q (9974.450000 sec): 3 clusters Score: Raw -1611190.901895 + Penalty 4614.067209 = -1606576.834687 nChanged 9 SP:Iteration 36Q (9974.490000 sec): 3 clusters Score: Raw -1611196.630873 + Penalty 4614.067209 = -1606582.563664 nChanged 11 SP:Iteration 37Q (9974.530000 sec): 3 clusters Score: Raw -1611202.962367 + Penalty 4614.067209 = -1606588.895158 nChanged 6 SP:Iteration 38Q (9974.570000 sec): 3 clusters Score: Raw -1611205.424421 + Penalty 4614.067209 = -1606591.357212 nChanged 4 SP:Iteration 39Q (9974.620000 sec): 3 clusters Score: Raw -1611206.469985 + Penalty 4614.067209 = -1606592.402777 nChanged 1 SP:Iteration 40F (9974.670000 sec): 3 clusters Score: Raw -1611207.060329 + Penalty 4614.067209 = -1606592.993120 nChanged 1 SP:Iteration 41Q (9974.710000 sec): 3 clusters Score: Raw -1611207.482807 + Penalty 4614.067209 = -1606593.415598 nChanged 2 SP:Iteration 42Q (9974.750000 sec): 3 clusters Score: Raw -1611208.978511 + Penalty 4614.067209 = -1606594.911302 nChanged 2 SP:Iteration 43Q (9974.800000 sec): 3 clusters Score: Raw -1611209.696982 + Penalty 4614.067209 = -1606595.629773 nChanged 0 SP:Iteration 44F (9974.850000 sec): 3 clusters Score: Raw -1611209.696982 + Penalty 4614.067209 = -1606595.629773 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 11 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9974.860000 sec): 2 clusters Score: Raw -93344.522316 + Penalty 1603.603892 = -91740.918424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9974.860000 sec): 3 clusters Score: Raw -93327.315921 + Penalty 3207.207783 = -90120.108138 nChanged 134 SP:Iteration 1F (9974.870000 sec): 3 clusters Score: Raw -93550.783836 + Penalty 3207.207783 = -90343.576053 nChanged 33 SP:Iteration 2F (9974.870000 sec): 3 clusters Score: Raw -93616.929984 + Penalty 3207.207783 = -90409.722201 nChanged 15 SP:Iteration 3Q (9974.880000 sec): 3 clusters Score: Raw -93649.358590 + Penalty 3207.207783 = -90442.150807 nChanged 10 SP:Iteration 4Q (9974.880000 sec): 3 clusters Score: Raw -93670.394415 + Penalty 3207.207783 = -90463.186632 nChanged 6 SP:Iteration 5Q (9974.880000 sec): 3 clusters Score: Raw -93681.897663 + Penalty 3207.207783 = -90474.689880 nChanged 5 SP:Iteration 6Q (9974.880000 sec): 3 clusters Score: Raw -93690.320575 + Penalty 3207.207783 = -90483.112792 nChanged 3 SP:Iteration 7Q (9974.890000 sec): 3 clusters Score: Raw -93695.248341 + Penalty 3207.207783 = -90488.040558 nChanged 0 SP:Iteration 8F (9974.890000 sec): 3 clusters Score: Raw -93695.248341 + Penalty 3207.207783 = -90488.040558 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 12 (36695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9975.060000 sec): 2 clusters Score: Raw -5768278.606768 + Penalty 2606.578155 = -5765672.028613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9975.250000 sec): 3 clusters Score: Raw -5746006.817560 + Penalty 5213.156309 = -5740793.661250 nChanged 16690 SP:Iteration 1F (9975.440000 sec): 3 clusters Score: Raw -5755030.008262 + Penalty 5213.156309 = -5749816.851953 nChanged 1703 SP:Iteration 2Q (9975.630000 sec): 3 clusters Score: Raw -5755614.985545 + Penalty 5213.156309 = -5750401.829236 nChanged 1749 SP:Iteration 3Q (9975.820000 sec): 3 clusters Score: Raw -5756360.266856 + Penalty 5213.156309 = -5751147.110547 nChanged 1893 SP:Iteration 4F (9976.010000 sec): 3 clusters Score: Raw -5757334.858996 + Penalty 5213.156309 = -5752121.702686 nChanged 2223 SP:Iteration 5F (9976.200000 sec): 3 clusters Score: Raw -5758621.936004 + Penalty 5213.156309 = -5753408.779695 nChanged 2386 SP:Iteration 6F (9976.390000 sec): 3 clusters Score: Raw -5760066.536944 + Penalty 5213.156309 = -5754853.380635 nChanged 2357 SP:Iteration 7F (9976.580000 sec): 3 clusters Score: Raw -5761448.828219 + Penalty 5213.156309 = -5756235.671909 nChanged 2171 SP:Iteration 8F (9976.760000 sec): 3 clusters Score: Raw -5762599.492968 + Penalty 5213.156309 = -5757386.336659 nChanged 1759 SP:Iteration 9Q (9976.960000 sec): 3 clusters Score: Raw -5763477.706242 + Penalty 5213.156309 = -5758264.549933 nChanged 1474 SP:Iteration 10Q (9977.140000 sec): 3 clusters Score: Raw -5764171.503906 + Penalty 5213.156309 = -5758958.347596 nChanged 1237 SP:Iteration 11Q (9977.340000 sec): 3 clusters Score: Raw -5764711.913214 + Penalty 5213.156309 = -5759498.756904 nChanged 1095 SP:Iteration 12Q (9977.520000 sec): 3 clusters Score: Raw -5765204.479346 + Penalty 5213.156309 = -5759991.323037 nChanged 1022 SP:Iteration 13Q (9977.720000 sec): 3 clusters Score: Raw -5765675.080614 + Penalty 5213.156309 = -5760461.924305 nChanged 1029 SP:Iteration 14Q (9977.900000 sec): 3 clusters Score: Raw -5766190.858082 + Penalty 5213.156309 = -5760977.701773 nChanged 1016 SP:Iteration 15Q (9978.090000 sec): 3 clusters Score: Raw -5766741.559534 + Penalty 5213.156309 = -5761528.403224 nChanged 931 SP:Iteration 16Q (9978.280000 sec): 3 clusters Score: Raw -5767243.910536 + Penalty 5213.156309 = -5762030.754227 nChanged 815 SP:Iteration 17Q (9978.470000 sec): 3 clusters Score: Raw -5767679.030288 + Penalty 5213.156309 = -5762465.873978 nChanged 688 SP:Iteration 18Q (9978.660000 sec): 3 clusters Score: Raw -5768051.076991 + Penalty 5213.156309 = -5762837.920682 nChanged 529 SP:Iteration 19Q (9978.840000 sec): 3 clusters Score: Raw -5768324.565023 + Penalty 5213.156309 = -5763111.408714 nChanged 421 SP:Iteration 20F (9979.030000 sec): 3 clusters Score: Raw -5768539.087744 + Penalty 5213.156309 = -5763325.931435 nChanged 302 SP:Iteration 21Q (9979.200000 sec): 3 clusters Score: Raw -5768681.213193 + Penalty 5213.156309 = -5763468.056884 nChanged 227 SP:Iteration 22Q (9979.380000 sec): 3 clusters Score: Raw -5768789.336257 + Penalty 5213.156309 = -5763576.179948 nChanged 161 SP:Iteration 23Q (9979.550000 sec): 3 clusters Score: Raw -5768861.689187 + Penalty 5213.156309 = -5763648.532878 nChanged 115 SP:Iteration 24Q (9979.720000 sec): 3 clusters Score: Raw -5768911.232510 + Penalty 5213.156309 = -5763698.076200 nChanged 75 SP:Iteration 25Q (9979.880000 sec): 3 clusters Score: Raw -5768940.200634 + Penalty 5213.156309 = -5763727.044325 nChanged 40 SP:Iteration 26Q (9980.040000 sec): 3 clusters Score: Raw -5768954.362240 + Penalty 5213.156309 = -5763741.205931 nChanged 24 SP:Iteration 27Q (9980.200000 sec): 3 clusters Score: Raw -5768963.175644 + Penalty 5213.156309 = -5763750.019335 nChanged 25 SP:Iteration 28Q (9980.360000 sec): 3 clusters Score: Raw -5768972.801582 + Penalty 5213.156309 = -5763759.645273 nChanged 29 SP:Iteration 29Q (9980.520000 sec): 3 clusters Score: Raw -5768982.412443 + Penalty 5213.156309 = -5763769.256134 nChanged 21 SP:Iteration 30Q (9980.680000 sec): 3 clusters Score: Raw -5768990.789492 + Penalty 5213.156309 = -5763777.633183 nChanged 14 SP:Iteration 31Q (9980.840000 sec): 3 clusters Score: Raw -5768995.704879 + Penalty 5213.156309 = -5763782.548570 nChanged 10 SP:Iteration 32Q (9981.000000 sec): 3 clusters Score: Raw -5768998.698547 + Penalty 5213.156309 = -5763785.542238 nChanged 10 SP:Iteration 33Q (9981.160000 sec): 3 clusters Score: Raw -5769002.399785 + Penalty 5213.156309 = -5763789.243476 nChanged 13 SP:Iteration 34Q (9981.310000 sec): 3 clusters Score: Raw -5769006.607839 + Penalty 5213.156309 = -5763793.451529 nChanged 10 SP:Iteration 35Q (9981.470000 sec): 3 clusters Score: Raw -5769010.375912 + Penalty 5213.156309 = -5763797.219603 nChanged 6 SP:Iteration 36Q (9981.620000 sec): 3 clusters Score: Raw -5769013.025172 + Penalty 5213.156309 = -5763799.868863 nChanged 4 SP:Iteration 37Q (9981.780000 sec): 3 clusters Score: Raw -5769014.374662 + Penalty 5213.156309 = -5763801.218352 nChanged 3 SP:Iteration 38Q (9981.940000 sec): 3 clusters Score: Raw -5769015.362372 + Penalty 5213.156309 = -5763802.206063 nChanged 7 SP:Iteration 39Q (9982.090000 sec): 3 clusters Score: Raw -5769017.939184 + Penalty 5213.156309 = -5763804.782875 nChanged 7 SP:Iteration 40F (9982.280000 sec): 3 clusters Score: Raw -5769019.934381 + Penalty 5213.156309 = -5763806.778071 nChanged 5 SP:Iteration 41Q (9982.430000 sec): 3 clusters Score: Raw -5769021.341218 + Penalty 5213.156309 = -5763808.184909 nChanged 3 SP:Iteration 42Q (9982.590000 sec): 3 clusters Score: Raw -5769022.486097 + Penalty 5213.156309 = -5763809.329788 nChanged 4 SP:Iteration 43Q (9982.740000 sec): 3 clusters Score: Raw -5769025.136550 + Penalty 5213.156309 = -5763811.980240 nChanged 6 SP:Iteration 44Q (9982.900000 sec): 3 clusters Score: Raw -5769027.125377 + Penalty 5213.156309 = -5763813.969068 nChanged 2 SP:Iteration 45Q (9983.060000 sec): 3 clusters Score: Raw -5769027.985840 + Penalty 5213.156309 = -5763814.829530 nChanged 1 SP:Iteration 46Q (9983.210000 sec): 3 clusters Score: Raw -5769028.401573 + Penalty 5213.156309 = -5763815.245264 nChanged 1 SP:Iteration 47Q (9983.370000 sec): 3 clusters Score: Raw -5769028.716623 + Penalty 5213.156309 = -5763815.560314 nChanged 0 SP:Iteration 48F (9983.550000 sec): 3 clusters Score: Raw -5769028.716623 + Penalty 5213.156309 = -5763815.560314 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 13 (4702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9983.590000 sec): 2 clusters Score: Raw -705057.431284 + Penalty 2097.024321 = -702960.406963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9983.610000 sec): 3 clusters Score: Raw -702800.610156 + Penalty 4194.048642 = -698606.561514 nChanged 1791 SP:Iteration 1F (9983.640000 sec): 3 clusters Score: Raw -703886.331486 + Penalty 4194.048642 = -699692.282844 nChanged 355 SP:Iteration 2F (9983.660000 sec): 3 clusters Score: Raw -704102.720756 + Penalty 4194.048642 = -699908.672114 nChanged 214 SP:Iteration 3Q (9983.680000 sec): 3 clusters Score: Raw -704220.999726 + Penalty 4194.048642 = -700026.951085 nChanged 167 SP:Iteration 4Q (9983.710000 sec): 3 clusters Score: Raw -704310.852522 + Penalty 4194.048642 = -700116.803880 nChanged 123 SP:Iteration 5Q (9983.730000 sec): 3 clusters Score: Raw -704372.248635 + Penalty 4194.048642 = -700178.199994 nChanged 94 SP:Iteration 6Q (9983.760000 sec): 3 clusters Score: Raw -704413.766067 + Penalty 4194.048642 = -700219.717425 nChanged 58 SP:Iteration 7Q (9983.780000 sec): 3 clusters Score: Raw -704442.338957 + Penalty 4194.048642 = -700248.290315 nChanged 64 SP:Iteration 8Q (9983.800000 sec): 3 clusters Score: Raw -704471.911037 + Penalty 4194.048642 = -700277.862395 nChanged 62 SP:Iteration 9Q (9983.820000 sec): 3 clusters Score: Raw -704500.020452 + Penalty 4194.048642 = -700305.971810 nChanged 69 SP:Iteration 10Q (9983.850000 sec): 3 clusters Score: Raw -704527.328352 + Penalty 4194.048642 = -700333.279710 nChanged 42 SP:Iteration 11Q (9983.870000 sec): 3 clusters Score: Raw -704543.129947 + Penalty 4194.048642 = -700349.081306 nChanged 39 SP:Iteration 12Q (9983.900000 sec): 3 clusters Score: Raw -704556.190695 + Penalty 4194.048642 = -700362.142053 nChanged 41 SP:Iteration 13Q (9983.920000 sec): 3 clusters Score: Raw -704568.931431 + Penalty 4194.048642 = -700374.882790 nChanged 34 SP:Iteration 14Q (9983.940000 sec): 3 clusters Score: Raw -704579.253381 + Penalty 4194.048642 = -700385.204739 nChanged 26 SP:Iteration 15Q (9983.960000 sec): 3 clusters Score: Raw -704588.276384 + Penalty 4194.048642 = -700394.227742 nChanged 20 SP:Iteration 16Q (9983.990000 sec): 3 clusters Score: Raw -704595.523012 + Penalty 4194.048642 = -700401.474371 nChanged 19 SP:Iteration 17Q (9984.010000 sec): 3 clusters Score: Raw -704600.940068 + Penalty 4194.048642 = -700406.891427 nChanged 20 SP:Iteration 18Q (9984.040000 sec): 3 clusters Score: Raw -704607.149048 + Penalty 4194.048642 = -700413.100406 nChanged 20 SP:Iteration 19Q (9984.060000 sec): 3 clusters Score: Raw -704613.185339 + Penalty 4194.048642 = -700419.136698 nChanged 14 SP:Iteration 20F (9984.080000 sec): 3 clusters Score: Raw -704618.348024 + Penalty 4194.048642 = -700424.299382 nChanged 16 SP:Iteration 21Q (9984.100000 sec): 3 clusters Score: Raw -704623.197668 + Penalty 4194.048642 = -700429.149026 nChanged 18 SP:Iteration 22Q (9984.130000 sec): 3 clusters Score: Raw -704629.134337 + Penalty 4194.048642 = -700435.085695 nChanged 16 SP:Iteration 23Q (9984.150000 sec): 3 clusters Score: Raw -704634.078399 + Penalty 4194.048642 = -700440.029757 nChanged 14 SP:Iteration 24Q (9984.170000 sec): 3 clusters Score: Raw -704639.202057 + Penalty 4194.048642 = -700445.153416 nChanged 14 SP:Iteration 25Q (9984.200000 sec): 3 clusters Score: Raw -704643.540011 + Penalty 4194.048642 = -700449.491370 nChanged 6 SP:Iteration 26Q (9984.220000 sec): 3 clusters Score: Raw -704645.427140 + Penalty 4194.048642 = -700451.378498 nChanged 5 SP:Iteration 27Q (9984.240000 sec): 3 clusters Score: Raw -704646.208459 + Penalty 4194.048642 = -700452.159818 nChanged 4 SP:Iteration 28Q (9984.270000 sec): 3 clusters Score: Raw -704647.487716 + Penalty 4194.048642 = -700453.439074 nChanged 5 SP:Iteration 29Q (9984.290000 sec): 3 clusters Score: Raw -704648.509582 + Penalty 4194.048642 = -700454.460941 nChanged 5 SP:Iteration 30Q (9984.310000 sec): 3 clusters Score: Raw -704650.467590 + Penalty 4194.048642 = -700456.418948 nChanged 8 SP:Iteration 31Q (9984.340000 sec): 3 clusters Score: Raw -704652.745118 + Penalty 4194.048642 = -700458.696477 nChanged 8 SP:Iteration 32Q (9984.360000 sec): 3 clusters Score: Raw -704655.224485 + Penalty 4194.048642 = -700461.175843 nChanged 7 SP:Iteration 33Q (9984.380000 sec): 3 clusters Score: Raw -704657.733185 + Penalty 4194.048642 = -700463.684543 nChanged 11 SP:Iteration 34Q (9984.400000 sec): 3 clusters Score: Raw -704660.603193 + Penalty 4194.048642 = -700466.554551 nChanged 10 SP:Iteration 35Q (9984.420000 sec): 3 clusters Score: Raw -704664.148263 + Penalty 4194.048642 = -700470.099621 nChanged 7 SP:Iteration 36Q (9984.450000 sec): 3 clusters Score: Raw -704665.995167 + Penalty 4194.048642 = -700471.946525 nChanged 6 SP:Iteration 37Q (9984.470000 sec): 3 clusters Score: Raw -704668.366395 + Penalty 4194.048642 = -700474.317753 nChanged 7 SP:Iteration 38Q (9984.500000 sec): 3 clusters Score: Raw -704669.877087 + Penalty 4194.048642 = -700475.828446 nChanged 4 SP:Iteration 39Q (9984.520000 sec): 3 clusters Score: Raw -704670.733147 + Penalty 4194.048642 = -700476.684505 nChanged 1 SP:Iteration 40F (9984.540000 sec): 3 clusters Score: Raw -704670.908369 + Penalty 4194.048642 = -700476.859727 nChanged 2 SP:Iteration 41Q (9984.560000 sec): 3 clusters Score: Raw -704671.413164 + Penalty 4194.048642 = -700477.364522 nChanged 1 SP:Iteration 42Q (9984.590000 sec): 3 clusters Score: Raw -704671.486846 + Penalty 4194.048642 = -700477.438204 nChanged 0 SP:Iteration 43F (9984.610000 sec): 3 clusters Score: Raw -704671.486846 + Penalty 4194.048642 = -700477.438204 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 14 (3461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9984.630000 sec): 2 clusters Score: Raw -535227.363106 + Penalty 2021.029585 = -533206.333521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9984.650000 sec): 3 clusters Score: Raw -533698.490586 + Penalty 4042.059170 = -529656.431416 nChanged 1244 SP:Iteration 1F (9984.660000 sec): 3 clusters Score: Raw -534420.275682 + Penalty 4042.059170 = -530378.216511 nChanged 264 SP:Iteration 2F (9984.680000 sec): 3 clusters Score: Raw -534588.969151 + Penalty 4042.059170 = -530546.909981 nChanged 160 SP:Iteration 3Q (9984.700000 sec): 3 clusters Score: Raw -534688.165692 + Penalty 4042.059170 = -530646.106521 nChanged 104 SP:Iteration 4Q (9984.720000 sec): 3 clusters Score: Raw -534748.735743 + Penalty 4042.059170 = -530706.676573 nChanged 72 SP:Iteration 5Q (9984.730000 sec): 3 clusters Score: Raw -534783.068753 + Penalty 4042.059170 = -530741.009582 nChanged 53 SP:Iteration 6Q (9984.750000 sec): 3 clusters Score: Raw -534806.937022 + Penalty 4042.059170 = -530764.877852 nChanged 38 SP:Iteration 7Q (9984.770000 sec): 3 clusters Score: Raw -534828.188382 + Penalty 4042.059170 = -530786.129211 nChanged 42 SP:Iteration 8Q (9984.780000 sec): 3 clusters Score: Raw -534850.044196 + Penalty 4042.059170 = -530807.985026 nChanged 40 SP:Iteration 9Q (9984.800000 sec): 3 clusters Score: Raw -534868.284441 + Penalty 4042.059170 = -530826.225271 nChanged 36 SP:Iteration 10Q (9984.820000 sec): 3 clusters Score: Raw -534883.028368 + Penalty 4042.059170 = -530840.969198 nChanged 33 SP:Iteration 11Q (9984.840000 sec): 3 clusters Score: Raw -534900.277073 + Penalty 4042.059170 = -530858.217903 nChanged 32 SP:Iteration 12Q (9984.850000 sec): 3 clusters Score: Raw -534913.861423 + Penalty 4042.059170 = -530871.802253 nChanged 25 SP:Iteration 13Q (9984.870000 sec): 3 clusters Score: Raw -534924.913895 + Penalty 4042.059170 = -530882.854725 nChanged 15 SP:Iteration 14Q (9984.890000 sec): 3 clusters Score: Raw -534930.511981 + Penalty 4042.059170 = -530888.452811 nChanged 14 SP:Iteration 15Q (9984.900000 sec): 3 clusters Score: Raw -534936.337946 + Penalty 4042.059170 = -530894.278776 nChanged 16 SP:Iteration 16Q (9984.920000 sec): 3 clusters Score: Raw -534941.759672 + Penalty 4042.059170 = -530899.700501 nChanged 11 SP:Iteration 17Q (9984.940000 sec): 3 clusters Score: Raw -534945.822273 + Penalty 4042.059170 = -530903.763102 nChanged 14 SP:Iteration 18Q (9984.960000 sec): 3 clusters Score: Raw -534952.122585 + Penalty 4042.059170 = -530910.063414 nChanged 11 SP:Iteration 19Q (9984.980000 sec): 3 clusters Score: Raw -534957.256144 + Penalty 4042.059170 = -530915.196973 nChanged 8 SP:Iteration 20F (9984.990000 sec): 3 clusters Score: Raw -534959.798207 + Penalty 4042.059170 = -530917.739037 nChanged 7 SP:Iteration 21Q (9985.010000 sec): 3 clusters Score: Raw -534962.411672 + Penalty 4042.059170 = -530920.352501 nChanged 5 SP:Iteration 22Q (9985.020000 sec): 3 clusters Score: Raw -534963.838449 + Penalty 4042.059170 = -530921.779279 nChanged 4 SP:Iteration 23Q (9985.040000 sec): 3 clusters Score: Raw -534965.567110 + Penalty 4042.059170 = -530923.507939 nChanged 4 SP:Iteration 24Q (9985.060000 sec): 3 clusters Score: Raw -534966.959285 + Penalty 4042.059170 = -530924.900114 nChanged 1 SP:Iteration 25Q (9985.080000 sec): 3 clusters Score: Raw -534967.173510 + Penalty 4042.059170 = -530925.114340 nChanged 0 SP:Iteration 26F (9985.100000 sec): 3 clusters Score: Raw -534967.173510 + Penalty 4042.059170 = -530925.114340 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 15 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9985.100000 sec): 2 clusters Score: Raw -22373.811686 + Penalty 1310.234525 = -21063.577162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9985.100000 sec): 3 clusters Score: Raw -22661.450437 + Penalty 2620.469049 = -20040.981388 nChanged 39 SP:Iteration 1F (9985.100000 sec): 3 clusters Score: Raw -22869.838223 + Penalty 2620.469049 = -20249.369174 nChanged 14 SP:Iteration 2F (9985.100000 sec): 3 clusters Score: Raw -22987.609053 + Penalty 2620.469049 = -20367.140004 nChanged 8 SP:Iteration 3Q (9985.100000 sec): 3 clusters Score: Raw -23013.885018 + Penalty 2620.469049 = -20393.415969 nChanged 3 SP:Iteration 4Q (9985.100000 sec): 3 clusters Score: Raw -23024.395479 + Penalty 2620.469049 = -20403.926430 nChanged 1 SP:Iteration 5Q (9985.100000 sec): 3 clusters Score: Raw -23026.482359 + Penalty 2620.469049 = -20406.013309 nChanged 0 SP:Iteration 6F (9985.110000 sec): 3 clusters Score: Raw -23026.482359 + Penalty 2620.469049 = -20406.013309 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 16 (4706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9985.130000 sec): 2 clusters Score: Raw -690225.468497 + Penalty 2097.235205 = -688128.233292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9985.160000 sec): 3 clusters Score: Raw -687950.040138 + Penalty 4194.470410 = -683755.569727 nChanged 1821 SP:Iteration 1F (9985.180000 sec): 3 clusters Score: Raw -688960.917352 + Penalty 4194.470410 = -684766.446942 nChanged 332 SP:Iteration 2F (9985.200000 sec): 3 clusters Score: Raw -689163.844494 + Penalty 4194.470410 = -684969.374084 nChanged 219 SP:Iteration 3Q (9985.220000 sec): 3 clusters Score: Raw -689279.260778 + Penalty 4194.470410 = -685084.790367 nChanged 163 SP:Iteration 4Q (9985.250000 sec): 3 clusters Score: Raw -689361.537608 + Penalty 4194.470410 = -685167.067198 nChanged 142 SP:Iteration 5Q (9985.270000 sec): 3 clusters Score: Raw -689437.136323 + Penalty 4194.470410 = -685242.665912 nChanged 132 SP:Iteration 6Q (9985.300000 sec): 3 clusters Score: Raw -689517.990703 + Penalty 4194.470410 = -685323.520293 nChanged 144 SP:Iteration 7Q (9985.320000 sec): 3 clusters Score: Raw -689602.156561 + Penalty 4194.470410 = -685407.686150 nChanged 127 SP:Iteration 8Q (9985.340000 sec): 3 clusters Score: Raw -689677.852612 + Penalty 4194.470410 = -685483.382201 nChanged 113 SP:Iteration 9Q (9985.360000 sec): 3 clusters Score: Raw -689728.748400 + Penalty 4194.470410 = -685534.277990 nChanged 84 SP:Iteration 10Q (9985.390000 sec): 3 clusters Score: Raw -689768.666290 + Penalty 4194.470410 = -685574.195880 nChanged 89 SP:Iteration 11Q (9985.410000 sec): 3 clusters Score: Raw -689810.272698 + Penalty 4194.470410 = -685615.802287 nChanged 78 SP:Iteration 12Q (9985.440000 sec): 3 clusters Score: Raw -689850.748469 + Penalty 4194.470410 = -685656.278059 nChanged 84 SP:Iteration 13Q (9985.470000 sec): 3 clusters Score: Raw -689894.368042 + Penalty 4194.470410 = -685699.897632 nChanged 90 SP:Iteration 14Q (9985.490000 sec): 3 clusters Score: Raw -689943.502875 + Penalty 4194.470410 = -685749.032465 nChanged 93 SP:Iteration 15Q (9985.510000 sec): 3 clusters Score: Raw -689992.109360 + Penalty 4194.470410 = -685797.638950 nChanged 99 SP:Iteration 16Q (9985.530000 sec): 3 clusters Score: Raw -690054.895741 + Penalty 4194.470410 = -685860.425330 nChanged 91 SP:Iteration 17Q (9985.560000 sec): 3 clusters Score: Raw -690114.308886 + Penalty 4194.470410 = -685919.838476 nChanged 90 SP:Iteration 18Q (9985.580000 sec): 3 clusters Score: Raw -690165.294342 + Penalty 4194.470410 = -685970.823931 nChanged 73 SP:Iteration 19Q (9985.600000 sec): 3 clusters Score: Raw -690204.923825 + Penalty 4194.470410 = -686010.453415 nChanged 76 SP:Iteration 20F (9985.630000 sec): 3 clusters Score: Raw -690250.061779 + Penalty 4194.470410 = -686055.591369 nChanged 68 SP:Iteration 21Q (9985.650000 sec): 3 clusters Score: Raw -690290.894684 + Penalty 4194.470410 = -686096.424274 nChanged 63 SP:Iteration 22Q (9985.670000 sec): 3 clusters Score: Raw -690330.919469 + Penalty 4194.470410 = -686136.449059 nChanged 49 SP:Iteration 23Q (9985.690000 sec): 3 clusters Score: Raw -690363.558820 + Penalty 4194.470410 = -686169.088409 nChanged 52 SP:Iteration 24Q (9985.720000 sec): 3 clusters Score: Raw -690395.831787 + Penalty 4194.470410 = -686201.361377 nChanged 48 SP:Iteration 25Q (9985.740000 sec): 3 clusters Score: Raw -690426.930580 + Penalty 4194.470410 = -686232.460170 nChanged 36 SP:Iteration 26Q (9985.760000 sec): 3 clusters Score: Raw -690446.883844 + Penalty 4194.470410 = -686252.413433 nChanged 34 SP:Iteration 27Q (9985.790000 sec): 3 clusters Score: Raw -690465.935006 + Penalty 4194.470410 = -686271.464596 nChanged 34 SP:Iteration 28Q (9985.810000 sec): 3 clusters Score: Raw -690489.819180 + Penalty 4194.470410 = -686295.348769 nChanged 31 SP:Iteration 29Q (9985.830000 sec): 3 clusters Score: Raw -690510.741521 + Penalty 4194.470410 = -686316.271110 nChanged 24 SP:Iteration 30Q (9985.850000 sec): 3 clusters Score: Raw -690527.206270 + Penalty 4194.470410 = -686332.735859 nChanged 19 SP:Iteration 31Q (9985.870000 sec): 3 clusters Score: Raw -690540.989083 + Penalty 4194.470410 = -686346.518672 nChanged 24 SP:Iteration 32Q (9985.890000 sec): 3 clusters Score: Raw -690556.154116 + Penalty 4194.470410 = -686361.683706 nChanged 20 SP:Iteration 33Q (9985.910000 sec): 3 clusters Score: Raw -690571.801178 + Penalty 4194.470410 = -686377.330768 nChanged 15 SP:Iteration 34Q (9985.940000 sec): 3 clusters Score: Raw -690580.941615 + Penalty 4194.470410 = -686386.471205 nChanged 15 SP:Iteration 35Q (9985.960000 sec): 3 clusters Score: Raw -690592.916050 + Penalty 4194.470410 = -686398.445640 nChanged 20 SP:Iteration 36Q (9985.980000 sec): 3 clusters Score: Raw -690603.385508 + Penalty 4194.470410 = -686408.915098 nChanged 15 SP:Iteration 37Q (9986.000000 sec): 3 clusters Score: Raw -690610.109451 + Penalty 4194.470410 = -686415.639041 nChanged 10 SP:Iteration 38Q (9986.020000 sec): 3 clusters Score: Raw -690615.919384 + Penalty 4194.470410 = -686421.448974 nChanged 6 SP:Iteration 39Q (9986.040000 sec): 3 clusters Score: Raw -690619.446347 + Penalty 4194.470410 = -686424.975937 nChanged 10 SP:Iteration 40F (9986.060000 sec): 3 clusters Score: Raw -690624.454951 + Penalty 4194.470410 = -686429.984541 nChanged 6 SP:Iteration 41Q (9986.090000 sec): 3 clusters Score: Raw -690627.276217 + Penalty 4194.470410 = -686432.805806 nChanged 4 SP:Iteration 42Q (9986.110000 sec): 3 clusters Score: Raw -690630.273817 + Penalty 4194.470410 = -686435.803407 nChanged 3 SP:Iteration 43Q (9986.130000 sec): 3 clusters Score: Raw -690631.846508 + Penalty 4194.470410 = -686437.376098 nChanged 0 SP:Iteration 44F (9986.150000 sec): 3 clusters Score: Raw -690631.846508 + Penalty 4194.470410 = -686437.376098 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 17 (22793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9986.260000 sec): 2 clusters Score: Raw -3582600.041815 + Penalty 2488.483770 = -3580111.558045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9986.370000 sec): 3 clusters Score: Raw -3569187.348203 + Penalty 4976.967540 = -3564210.380663 nChanged 10109 SP:Iteration 1F (9986.490000 sec): 3 clusters Score: Raw -3574619.746684 + Penalty 4976.967540 = -3569642.779144 nChanged 1170 SP:Iteration 2F (9986.610000 sec): 3 clusters Score: Raw -3575066.422610 + Penalty 4976.967540 = -3570089.455070 nChanged 1084 SP:Iteration 3Q (9986.720000 sec): 3 clusters Score: Raw -3575530.749051 + Penalty 4976.967540 = -3570553.781511 nChanged 1154 SP:Iteration 4F (9986.830000 sec): 3 clusters Score: Raw -3576110.723000 + Penalty 4976.967540 = -3571133.755460 nChanged 1324 SP:Iteration 5F (9986.950000 sec): 3 clusters Score: Raw -3576910.424033 + Penalty 4976.967540 = -3571933.456493 nChanged 1524 SP:Iteration 6F (9987.070000 sec): 3 clusters Score: Raw -3578032.975705 + Penalty 4976.967540 = -3573056.008165 nChanged 1670 SP:Iteration 7F (9987.180000 sec): 3 clusters Score: Raw -3579474.400036 + Penalty 4976.967540 = -3574497.432496 nChanged 1512 SP:Iteration 8F (9987.290000 sec): 3 clusters Score: Raw -3580890.252508 + Penalty 4976.967540 = -3575913.284968 nChanged 1061 SP:Iteration 9Q (9987.410000 sec): 3 clusters Score: Raw -3581877.609859 + Penalty 4976.967540 = -3576900.642319 nChanged 572 SP:Iteration 10Q (9987.510000 sec): 3 clusters Score: Raw -3582384.122292 + Penalty 4976.967540 = -3577407.154752 nChanged 279 SP:Iteration 11Q (9987.620000 sec): 3 clusters Score: Raw -3582627.810903 + Penalty 4976.967540 = -3577650.843363 nChanged 140 SP:Iteration 12Q (9987.710000 sec): 3 clusters Score: Raw -3582754.210771 + Penalty 4976.967540 = -3577777.243231 nChanged 68 SP:Iteration 13Q (9987.810000 sec): 3 clusters Score: Raw -3582819.419058 + Penalty 4976.967540 = -3577842.451518 nChanged 45 SP:Iteration 14Q (9987.890000 sec): 3 clusters Score: Raw -3582864.951378 + Penalty 4976.967540 = -3577887.983838 nChanged 25 SP:Iteration 15Q (9987.980000 sec): 3 clusters Score: Raw -3582887.280095 + Penalty 4976.967540 = -3577910.312555 nChanged 21 SP:Iteration 16Q (9988.070000 sec): 3 clusters Score: Raw -3582909.272221 + Penalty 4976.967540 = -3577932.304681 nChanged 17 SP:Iteration 17Q (9988.160000 sec): 3 clusters Score: Raw -3582928.344852 + Penalty 4976.967540 = -3577951.377312 nChanged 10 SP:Iteration 18Q (9988.240000 sec): 3 clusters Score: Raw -3582936.519307 + Penalty 4976.967540 = -3577959.551767 nChanged 3 SP:Iteration 19Q (9988.330000 sec): 3 clusters Score: Raw -3582939.023943 + Penalty 4976.967540 = -3577962.056403 nChanged 5 SP:Iteration 20F (9988.440000 sec): 3 clusters Score: Raw -3582945.284731 + Penalty 4976.967540 = -3577968.317191 nChanged 7 SP:Iteration 21Q (9988.530000 sec): 3 clusters Score: Raw -3582953.967380 + Penalty 4976.967540 = -3577976.999840 nChanged 8 SP:Iteration 22Q (9988.610000 sec): 3 clusters Score: Raw -3582960.565006 + Penalty 4976.967540 = -3577983.597466 nChanged 4 SP:Iteration 23Q (9988.700000 sec): 3 clusters Score: Raw -3582964.018289 + Penalty 4976.967540 = -3577987.050749 nChanged 2 SP:Iteration 24Q (9988.790000 sec): 3 clusters Score: Raw -3582965.195031 + Penalty 4976.967540 = -3577988.227491 nChanged 0 SP:Iteration 25F (9988.900000 sec): 3 clusters Score: Raw -3582965.195031 + Penalty 4976.967540 = -3577988.227491 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 18 (90239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9989.300000 sec): 2 clusters Score: Raw -14000494.928758 + Penalty 2829.733812 = -13997665.194946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9989.770000 sec): 3 clusters Score: Raw -13942738.378930 + Penalty 5659.467625 = -13937078.911306 nChanged 42588 SP:Iteration 1F (9990.240000 sec): 3 clusters Score: Raw -13966798.734348 + Penalty 5659.467625 = -13961139.266724 nChanged 2910 SP:Iteration 2Q (9990.710000 sec): 3 clusters Score: Raw -13967462.975659 + Penalty 5659.467625 = -13961803.508034 nChanged 3011 SP:Iteration 3Q (9991.190000 sec): 3 clusters Score: Raw -13968252.665598 + Penalty 5659.467625 = -13962593.197973 nChanged 3289 SP:Iteration 4Q (9991.660000 sec): 3 clusters Score: Raw -13969311.272688 + Penalty 5659.467625 = -13963651.805064 nChanged 3848 SP:Iteration 5Q (9992.140000 sec): 3 clusters Score: Raw -13970920.580277 + Penalty 5659.467625 = -13965261.112653 nChanged 4850 SP:Iteration 6F (9992.600000 sec): 3 clusters Score: Raw -13973486.314271 + Penalty 5659.467625 = -13967826.846646 nChanged 5769 SP:Iteration 7F (9993.070000 sec): 3 clusters Score: Raw -13977234.342564 + Penalty 5659.467625 = -13971574.874939 nChanged 6522 SP:Iteration 8F (9993.540000 sec): 3 clusters Score: Raw -13982200.253888 + Penalty 5659.467625 = -13976540.786263 nChanged 6439 SP:Iteration 9F (9994.000000 sec): 3 clusters Score: Raw -13987431.379677 + Penalty 5659.467625 = -13981771.912053 nChanged 5334 SP:Iteration 10F (9994.460000 sec): 3 clusters Score: Raw -13991889.893579 + Penalty 5659.467625 = -13986230.425955 nChanged 3959 SP:Iteration 11Q (9994.910000 sec): 3 clusters Score: Raw -13995129.946532 + Penalty 5659.467625 = -13989470.478907 nChanged 2671 SP:Iteration 12Q (9995.340000 sec): 3 clusters Score: Raw -13997305.203311 + Penalty 5659.467625 = -13991645.735686 nChanged 1689 SP:Iteration 13Q (9995.740000 sec): 3 clusters Score: Raw -13998656.107655 + Penalty 5659.467625 = -13992996.640030 nChanged 1049 SP:Iteration 14Q (9996.110000 sec): 3 clusters Score: Raw -13999522.124443 + Penalty 5659.467625 = -13993862.656818 nChanged 594 SP:Iteration 15Q (9996.470000 sec): 3 clusters Score: Raw -14000016.818451 + Penalty 5659.467625 = -13994357.350827 nChanged 361 SP:Iteration 16Q (9996.810000 sec): 3 clusters Score: Raw -14000325.032692 + Penalty 5659.467625 = -13994665.565067 nChanged 239 SP:Iteration 17Q (9997.150000 sec): 3 clusters Score: Raw -14000526.501586 + Penalty 5659.467625 = -13994867.033961 nChanged 157 SP:Iteration 18Q (9997.490000 sec): 3 clusters Score: Raw -14000638.060272 + Penalty 5659.467625 = -13994978.592647 nChanged 100 SP:Iteration 19Q (9997.820000 sec): 3 clusters Score: Raw -14000705.273169 + Penalty 5659.467625 = -13995045.805545 nChanged 84 SP:Iteration 20F (9998.280000 sec): 3 clusters Score: Raw -14000771.530403 + Penalty 5659.467625 = -13995112.062778 nChanged 74 SP:Iteration 21Q (9998.600000 sec): 3 clusters Score: Raw -14000818.692700 + Penalty 5659.467625 = -13995159.225075 nChanged 48 SP:Iteration 22Q (9998.940000 sec): 3 clusters Score: Raw -14000850.337081 + Penalty 5659.467625 = -13995190.869456 nChanged 36 SP:Iteration 23Q (9999.260000 sec): 3 clusters Score: Raw -14000873.526425 + Penalty 5659.467625 = -13995214.058800 nChanged 27 SP:Iteration 24Q (9999.590000 sec): 3 clusters Score: Raw -14000890.856674 + Penalty 5659.467625 = -13995231.389049 nChanged 22 SP:Iteration 25Q (9999.920000 sec): 3 clusters Score: Raw -14000910.889031 + Penalty 5659.467625 = -13995251.421406 nChanged 22 SP:Iteration 26Q (10000.240000 sec): 3 clusters Score: Raw -14000925.984995 + Penalty 5659.467625 = -13995266.517370 nChanged 20 SP:Iteration 27Q (10000.570000 sec): 3 clusters Score: Raw -14000937.878121 + Penalty 5659.467625 = -13995278.410497 nChanged 12 SP:Iteration 28Q (10000.900000 sec): 3 clusters Score: Raw -14000943.708658 + Penalty 5659.467625 = -13995284.241033 nChanged 10 SP:Iteration 29Q (10001.220000 sec): 3 clusters Score: Raw -14000950.716387 + Penalty 5659.467625 = -13995291.248763 nChanged 10 SP:Iteration 30Q (10001.550000 sec): 3 clusters Score: Raw -14000960.490971 + Penalty 5659.467625 = -13995301.023346 nChanged 16 SP:Iteration 31Q (10001.870000 sec): 3 clusters Score: Raw -14000972.151446 + Penalty 5659.467625 = -13995312.683821 nChanged 8 SP:Iteration 32Q (10002.200000 sec): 3 clusters Score: Raw -14000977.169099 + Penalty 5659.467625 = -13995317.701475 nChanged 5 SP:Iteration 33Q (10002.520000 sec): 3 clusters Score: Raw -14000979.779240 + Penalty 5659.467625 = -13995320.311616 nChanged 3 SP:Iteration 34Q (10002.840000 sec): 3 clusters Score: Raw -14000981.172792 + Penalty 5659.467625 = -13995321.705167 nChanged 1 SP:Iteration 35Q (10003.170000 sec): 3 clusters Score: Raw -14000981.768250 + Penalty 5659.467625 = -13995322.300625 nChanged 0 SP:Iteration 36F (10003.630000 sec): 3 clusters Score: Raw -14000981.768250 + Penalty 5659.467625 = -13995322.300625 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 19 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10003.690000 sec): 2 clusters Score: Raw -510488.718372 + Penalty 2009.816566 = -508478.901806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10003.710000 sec): 3 clusters Score: Raw -509028.102505 + Penalty 4019.633132 = -505008.469373 nChanged 1156 SP:Iteration 1F (10003.720000 sec): 3 clusters Score: Raw -509786.685898 + Penalty 4019.633132 = -505767.052766 nChanged 274 SP:Iteration 2F (10003.740000 sec): 3 clusters Score: Raw -510017.931730 + Penalty 4019.633132 = -505998.298599 nChanged 185 SP:Iteration 3F (10003.760000 sec): 3 clusters Score: Raw -510166.343402 + Penalty 4019.633132 = -506146.710270 nChanged 150 SP:Iteration 4Q (10003.770000 sec): 3 clusters Score: Raw -510295.047939 + Penalty 4019.633132 = -506275.414807 nChanged 140 SP:Iteration 5Q (10003.790000 sec): 3 clusters Score: Raw -510393.807961 + Penalty 4019.633132 = -506374.174829 nChanged 102 SP:Iteration 6Q (10003.800000 sec): 3 clusters Score: Raw -510471.443313 + Penalty 4019.633132 = -506451.810181 nChanged 103 SP:Iteration 7Q (10003.820000 sec): 3 clusters Score: Raw -510546.021673 + Penalty 4019.633132 = -506526.388542 nChanged 98 SP:Iteration 8Q (10003.840000 sec): 3 clusters Score: Raw -510618.648785 + Penalty 4019.633132 = -506599.015654 nChanged 81 SP:Iteration 9Q (10003.850000 sec): 3 clusters Score: Raw -510682.709004 + Penalty 4019.633132 = -506663.075872 nChanged 82 SP:Iteration 10Q (10003.870000 sec): 3 clusters Score: Raw -510749.057648 + Penalty 4019.633132 = -506729.424516 nChanged 77 SP:Iteration 11Q (10003.880000 sec): 3 clusters Score: Raw -510801.947237 + Penalty 4019.633132 = -506782.314105 nChanged 63 SP:Iteration 12Q (10003.900000 sec): 3 clusters Score: Raw -510849.560514 + Penalty 4019.633132 = -506829.927382 nChanged 48 SP:Iteration 13Q (10003.920000 sec): 3 clusters Score: Raw -510878.068099 + Penalty 4019.633132 = -506858.434967 nChanged 42 SP:Iteration 14Q (10003.930000 sec): 3 clusters Score: Raw -510902.654419 + Penalty 4019.633132 = -506883.021287 nChanged 39 SP:Iteration 15Q (10003.950000 sec): 3 clusters Score: Raw -510925.157311 + Penalty 4019.633132 = -506905.524179 nChanged 30 SP:Iteration 16Q (10003.960000 sec): 3 clusters Score: Raw -510945.549278 + Penalty 4019.633132 = -506925.916146 nChanged 24 SP:Iteration 17Q (10003.980000 sec): 3 clusters Score: Raw -510965.992047 + Penalty 4019.633132 = -506946.358915 nChanged 30 SP:Iteration 18Q (10004.000000 sec): 3 clusters Score: Raw -510984.607455 + Penalty 4019.633132 = -506964.974323 nChanged 28 SP:Iteration 19Q (10004.020000 sec): 3 clusters Score: Raw -511003.255167 + Penalty 4019.633132 = -506983.622035 nChanged 20 SP:Iteration 20F (10004.030000 sec): 3 clusters Score: Raw -511014.803794 + Penalty 4019.633132 = -506995.170663 nChanged 10 SP:Iteration 21Q (10004.050000 sec): 3 clusters Score: Raw -511020.970035 + Penalty 4019.633132 = -507001.336903 nChanged 12 SP:Iteration 22Q (10004.060000 sec): 3 clusters Score: Raw -511027.672087 + Penalty 4019.633132 = -507008.038955 nChanged 11 SP:Iteration 23Q (10004.080000 sec): 3 clusters Score: Raw -511033.568295 + Penalty 4019.633132 = -507013.935163 nChanged 7 SP:Iteration 24Q (10004.100000 sec): 3 clusters Score: Raw -511037.724269 + Penalty 4019.633132 = -507018.091137 nChanged 9 SP:Iteration 25Q (10004.110000 sec): 3 clusters Score: Raw -511042.258098 + Penalty 4019.633132 = -507022.624966 nChanged 9 SP:Iteration 26Q (10004.130000 sec): 3 clusters Score: Raw -511048.241685 + Penalty 4019.633132 = -507028.608553 nChanged 14 SP:Iteration 27Q (10004.140000 sec): 3 clusters Score: Raw -511056.534755 + Penalty 4019.633132 = -507036.901623 nChanged 7 SP:Iteration 28Q (10004.160000 sec): 3 clusters Score: Raw -511060.530904 + Penalty 4019.633132 = -507040.897772 nChanged 3 SP:Iteration 29Q (10004.180000 sec): 3 clusters Score: Raw -511061.206784 + Penalty 4019.633132 = -507041.573652 nChanged 3 SP:Iteration 30Q (10004.190000 sec): 3 clusters Score: Raw -511062.478474 + Penalty 4019.633132 = -507042.845342 nChanged 4 SP:Iteration 31Q (10004.210000 sec): 3 clusters Score: Raw -511064.293568 + Penalty 4019.633132 = -507044.660436 nChanged 2 SP:Iteration 32Q (10004.220000 sec): 3 clusters Score: Raw -511065.120712 + Penalty 4019.633132 = -507045.487580 nChanged 0 SP:Iteration 33F (10004.240000 sec): 3 clusters Score: Raw -511065.120712 + Penalty 4019.633132 = -507045.487580 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 20 (133182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10004.850000 sec): 2 clusters Score: Raw -20465012.738185 + Penalty 2926.269029 = -20462086.469155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10005.550000 sec): 3 clusters Score: Raw -20378985.058040 + Penalty 5852.538059 = -20373132.519981 nChanged 63264 SP:Iteration 1F (10006.240000 sec): 3 clusters Score: Raw -20415317.403358 + Penalty 5852.538059 = -20409464.865300 nChanged 4576 SP:Iteration 2Q (10006.940000 sec): 3 clusters Score: Raw -20416565.248198 + Penalty 5852.538059 = -20410712.710139 nChanged 5319 SP:Iteration 3Q (10007.650000 sec): 3 clusters Score: Raw -20418396.660391 + Penalty 5852.538059 = -20412544.122332 nChanged 6410 SP:Iteration 4Q (10008.360000 sec): 3 clusters Score: Raw -20421193.811578 + Penalty 5852.538059 = -20415341.273519 nChanged 7759 SP:Iteration 5F (10009.060000 sec): 3 clusters Score: Raw -20425226.233948 + Penalty 5852.538059 = -20419373.695889 nChanged 8654 SP:Iteration 6F (10009.750000 sec): 3 clusters Score: Raw -20429995.693583 + Penalty 5852.538059 = -20424143.155524 nChanged 8704 SP:Iteration 7F (10010.440000 sec): 3 clusters Score: Raw -20434582.445045 + Penalty 5852.538059 = -20428729.906986 nChanged 7617 SP:Iteration 8F (10011.120000 sec): 3 clusters Score: Raw -20438178.927506 + Penalty 5852.538059 = -20432326.389447 nChanged 6197 SP:Iteration 9Q (10011.820000 sec): 3 clusters Score: Raw -20440812.997546 + Penalty 5852.538059 = -20434960.459487 nChanged 5041 SP:Iteration 10Q (10012.520000 sec): 3 clusters Score: Raw -20442908.910403 + Penalty 5852.538059 = -20437056.372345 nChanged 4497 SP:Iteration 11Q (10013.220000 sec): 3 clusters Score: Raw -20444888.846773 + Penalty 5852.538059 = -20439036.308714 nChanged 4162 SP:Iteration 12Q (10013.930000 sec): 3 clusters Score: Raw -20447016.024085 + Penalty 5852.538059 = -20441163.486026 nChanged 4267 SP:Iteration 13Q (10014.640000 sec): 3 clusters Score: Raw -20449621.713481 + Penalty 5852.538059 = -20443769.175422 nChanged 4246 SP:Iteration 14Q (10015.340000 sec): 3 clusters Score: Raw -20452590.841470 + Penalty 5852.538059 = -20446738.303412 nChanged 3906 SP:Iteration 15Q (10016.040000 sec): 3 clusters Score: Raw -20455732.243739 + Penalty 5852.538059 = -20449879.705680 nChanged 3249 SP:Iteration 16Q (10016.710000 sec): 3 clusters Score: Raw -20458616.745726 + Penalty 5852.538059 = -20452764.207667 nChanged 2519 SP:Iteration 17Q (10017.330000 sec): 3 clusters Score: Raw -20461004.117648 + Penalty 5852.538059 = -20455151.579589 nChanged 1902 SP:Iteration 18Q (10017.920000 sec): 3 clusters Score: Raw -20462677.782489 + Penalty 5852.538059 = -20456825.244430 nChanged 1335 SP:Iteration 19Q (10018.480000 sec): 3 clusters Score: Raw -20463666.129989 + Penalty 5852.538059 = -20457813.591930 nChanged 974 SP:Iteration 20F (10019.160000 sec): 3 clusters Score: Raw -20464190.115392 + Penalty 5852.538059 = -20458337.577333 nChanged 726 SP:Iteration 21Q (10019.700000 sec): 3 clusters Score: Raw -20464482.873895 + Penalty 5852.538059 = -20458630.335836 nChanged 593 SP:Iteration 22Q (10020.240000 sec): 3 clusters Score: Raw -20464685.640625 + Penalty 5852.538059 = -20458833.102566 nChanged 495 SP:Iteration 23Q (10020.760000 sec): 3 clusters Score: Raw -20464832.320557 + Penalty 5852.538059 = -20458979.782498 nChanged 426 SP:Iteration 24Q (10021.290000 sec): 3 clusters Score: Raw -20464948.875798 + Penalty 5852.538059 = -20459096.337739 nChanged 395 SP:Iteration 25Q (10021.820000 sec): 3 clusters Score: Raw -20465044.291287 + Penalty 5852.538059 = -20459191.753228 nChanged 329 SP:Iteration 26Q (10022.340000 sec): 3 clusters Score: Raw -20465108.620590 + Penalty 5852.538059 = -20459256.082531 nChanged 229 SP:Iteration 27Q (10022.870000 sec): 3 clusters Score: Raw -20465146.797682 + Penalty 5852.538059 = -20459294.259623 nChanged 218 SP:Iteration 28Q (10023.390000 sec): 3 clusters Score: Raw -20465182.776386 + Penalty 5852.538059 = -20459330.238327 nChanged 186 SP:Iteration 29Q (10023.920000 sec): 3 clusters Score: Raw -20465209.926008 + Penalty 5852.538059 = -20459357.387950 nChanged 173 SP:Iteration 30Q (10024.430000 sec): 3 clusters Score: Raw -20465236.223669 + Penalty 5852.538059 = -20459383.685610 nChanged 167 SP:Iteration 31Q (10024.960000 sec): 3 clusters Score: Raw -20465262.489373 + Penalty 5852.538059 = -20459409.951315 nChanged 144 SP:Iteration 32Q (10025.480000 sec): 3 clusters Score: Raw -20465284.874930 + Penalty 5852.538059 = -20459432.336871 nChanged 142 SP:Iteration 33Q (10026.000000 sec): 3 clusters Score: Raw -20465307.289649 + Penalty 5852.538059 = -20459454.751590 nChanged 139 SP:Iteration 34Q (10026.510000 sec): 3 clusters Score: Raw -20465328.158644 + Penalty 5852.538059 = -20459475.620585 nChanged 150 SP:Iteration 35Q (10027.030000 sec): 3 clusters Score: Raw -20465351.406758 + Penalty 5852.538059 = -20459498.868699 nChanged 149 SP:Iteration 36Q (10027.550000 sec): 3 clusters Score: Raw -20465376.638415 + Penalty 5852.538059 = -20459524.100356 nChanged 153 SP:Iteration 37Q (10028.060000 sec): 3 clusters Score: Raw -20465402.375596 + Penalty 5852.538059 = -20459549.837538 nChanged 160 SP:Iteration 38Q (10028.580000 sec): 3 clusters Score: Raw -20465427.934400 + Penalty 5852.538059 = -20459575.396342 nChanged 151 SP:Iteration 39Q (10029.090000 sec): 3 clusters Score: Raw -20465452.440782 + Penalty 5852.538059 = -20459599.902723 nChanged 144 SP:Iteration 40F (10029.770000 sec): 3 clusters Score: Raw -20465475.102056 + Penalty 5852.538059 = -20459622.563997 nChanged 136 SP:Iteration 41Q (10030.270000 sec): 3 clusters Score: Raw -20465498.757333 + Penalty 5852.538059 = -20459646.219274 nChanged 133 SP:Iteration 42Q (10030.780000 sec): 3 clusters Score: Raw -20465521.155253 + Penalty 5852.538059 = -20459668.617194 nChanged 129 SP:Iteration 43Q (10031.290000 sec): 3 clusters Score: Raw -20465541.553415 + Penalty 5852.538059 = -20459689.015357 nChanged 121 SP:Iteration 44Q (10031.800000 sec): 3 clusters Score: Raw -20465559.379251 + Penalty 5852.538059 = -20459706.841193 nChanged 91 SP:Iteration 45Q (10032.310000 sec): 3 clusters Score: Raw -20465573.391124 + Penalty 5852.538059 = -20459720.853066 nChanged 87 SP:Iteration 46Q (10032.810000 sec): 3 clusters Score: Raw -20465586.682274 + Penalty 5852.538059 = -20459734.144215 nChanged 66 SP:Iteration 47Q (10033.310000 sec): 3 clusters Score: Raw -20465596.409732 + Penalty 5852.538059 = -20459743.871673 nChanged 68 SP:Iteration 48Q (10033.810000 sec): 3 clusters Score: Raw -20465606.933349 + Penalty 5852.538059 = -20459754.395290 nChanged 70 SP:Iteration 49Q (10034.320000 sec): 3 clusters Score: Raw -20465618.701108 + Penalty 5852.538059 = -20459766.163049 nChanged 71 SP:Iteration 50Q (10034.830000 sec): 3 clusters Score: Raw -20465630.221505 + Penalty 5852.538059 = -20459777.683446 nChanged 70 SP:Iteration 51Q (10035.330000 sec): 3 clusters Score: Raw -20465640.244828 + Penalty 5852.538059 = -20459787.706769 nChanged 56 SP:Iteration 52Q (10035.830000 sec): 3 clusters Score: Raw -20465648.201374 + Penalty 5852.538059 = -20459795.663315 nChanged 65 SP:Iteration 53Q (10036.340000 sec): 3 clusters Score: Raw -20465657.509356 + Penalty 5852.538059 = -20459804.971297 nChanged 44 SP:Iteration 54Q (10036.840000 sec): 3 clusters Score: Raw -20465663.218984 + Penalty 5852.538059 = -20459810.680925 nChanged 43 SP:Iteration 55Q (10037.340000 sec): 3 clusters Score: Raw -20465668.688085 + Penalty 5852.538059 = -20459816.150026 nChanged 35 SP:Iteration 56Q (10037.840000 sec): 3 clusters Score: Raw -20465673.633955 + Penalty 5852.538059 = -20459821.095896 nChanged 40 SP:Iteration 57Q (10038.350000 sec): 3 clusters Score: Raw -20465680.084464 + Penalty 5852.538059 = -20459827.546405 nChanged 32 SP:Iteration 58Q (10038.850000 sec): 3 clusters Score: Raw -20465685.068031 + Penalty 5852.538059 = -20459832.529972 nChanged 37 SP:Iteration 59Q (10039.350000 sec): 3 clusters Score: Raw -20465691.006310 + Penalty 5852.538059 = -20459838.468251 nChanged 40 SP:Iteration 60F (10040.020000 sec): 3 clusters Score: Raw -20465697.483973 + Penalty 5852.538059 = -20459844.945914 nChanged 38 SP:Iteration 61Q (10040.520000 sec): 3 clusters Score: Raw -20465704.359995 + Penalty 5852.538059 = -20459851.821936 nChanged 40 SP:Iteration 62Q (10041.020000 sec): 3 clusters Score: Raw -20465709.444445 + Penalty 5852.538059 = -20459856.906386 nChanged 33 SP:Iteration 63Q (10041.530000 sec): 3 clusters Score: Raw -20465714.677108 + Penalty 5852.538059 = -20459862.139049 nChanged 42 SP:Iteration 64Q (10042.020000 sec): 3 clusters Score: Raw -20465722.280069 + Penalty 5852.538059 = -20459869.742010 nChanged 42 SP:Iteration 65Q (10042.520000 sec): 3 clusters Score: Raw -20465730.158796 + Penalty 5852.538059 = -20459877.620737 nChanged 40 SP:Iteration 66Q (10043.020000 sec): 3 clusters Score: Raw -20465736.583067 + Penalty 5852.538059 = -20459884.045009 nChanged 41 SP:Iteration 67Q (10043.520000 sec): 3 clusters Score: Raw -20465742.429132 + Penalty 5852.538059 = -20459889.891073 nChanged 34 SP:Iteration 68Q (10044.020000 sec): 3 clusters Score: Raw -20465746.692281 + Penalty 5852.538059 = -20459894.154222 nChanged 24 SP:Iteration 69Q (10044.520000 sec): 3 clusters Score: Raw -20465749.363382 + Penalty 5852.538059 = -20459896.825324 nChanged 16 SP:Iteration 70Q (10045.020000 sec): 3 clusters Score: Raw -20465751.082004 + Penalty 5852.538059 = -20459898.543945 nChanged 17 SP:Iteration 71Q (10045.520000 sec): 3 clusters Score: Raw -20465752.838656 + Penalty 5852.538059 = -20459900.300597 nChanged 9 SP:Iteration 72Q (10046.010000 sec): 3 clusters Score: Raw -20465754.120279 + Penalty 5852.538059 = -20459901.582220 nChanged 18 SP:Iteration 73Q (10046.510000 sec): 3 clusters Score: Raw -20465757.119240 + Penalty 5852.538059 = -20459904.581181 nChanged 19 SP:Iteration 74Q (10047.010000 sec): 3 clusters Score: Raw -20465759.674152 + Penalty 5852.538059 = -20459907.136093 nChanged 14 SP:Iteration 75Q (10047.510000 sec): 3 clusters Score: Raw -20465761.518841 + Penalty 5852.538059 = -20459908.980782 nChanged 17 SP:Iteration 76Q (10048.010000 sec): 3 clusters Score: Raw -20465763.813578 + Penalty 5852.538059 = -20459911.275519 nChanged 12 SP:Iteration 77Q (10048.510000 sec): 3 clusters Score: Raw -20465765.032920 + Penalty 5852.538059 = -20459912.494861 nChanged 8 SP:Iteration 78Q (10049.010000 sec): 3 clusters Score: Raw -20465765.847297 + Penalty 5852.538059 = -20459913.309239 nChanged 13 SP:Iteration 79Q (10049.510000 sec): 3 clusters Score: Raw -20465767.602793 + Penalty 5852.538059 = -20459915.064734 nChanged 10 SP:Iteration 80F (10050.190000 sec): 3 clusters Score: Raw -20465768.919257 + Penalty 5852.538059 = -20459916.381198 nChanged 7 SP:Iteration 81Q (10050.680000 sec): 3 clusters Score: Raw -20465769.881072 + Penalty 5852.538059 = -20459917.343014 nChanged 7 SP:Iteration 82Q (10051.180000 sec): 3 clusters Score: Raw -20465770.815407 + Penalty 5852.538059 = -20459918.277348 nChanged 8 SP:Iteration 83Q (10051.670000 sec): 3 clusters Score: Raw -20465771.849340 + Penalty 5852.538059 = -20459919.311281 nChanged 5 SP:Iteration 84Q (10052.170000 sec): 3 clusters Score: Raw -20465772.348206 + Penalty 5852.538059 = -20459919.810147 nChanged 5 SP:Iteration 85Q (10052.670000 sec): 3 clusters Score: Raw -20465772.787623 + Penalty 5852.538059 = -20459920.249564 nChanged 0 SP:Iteration 86F (10053.350000 sec): 3 clusters Score: Raw -20465772.787623 + Penalty 5852.538059 = -20459920.249564 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 21 (392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10053.420000 sec): 2 clusters Score: Raw -56640.022256 + Penalty 1480.872936 = -55159.149320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10053.420000 sec): 3 clusters Score: Raw -56780.790765 + Penalty 2961.745873 = -53819.044893 nChanged 70 SP:Iteration 1F (10053.430000 sec): 3 clusters Score: Raw -56973.460723 + Penalty 2961.745873 = -54011.714851 nChanged 21 SP:Iteration 2F (10053.430000 sec): 3 clusters Score: Raw -57073.554349 + Penalty 2961.745873 = -54111.808477 nChanged 15 SP:Iteration 3Q (10053.430000 sec): 3 clusters Score: Raw -57125.067231 + Penalty 2961.745873 = -54163.321358 nChanged 9 SP:Iteration 4Q (10053.430000 sec): 3 clusters Score: Raw -57148.589766 + Penalty 2961.745873 = -54186.843894 nChanged 7 SP:Iteration 5Q (10053.430000 sec): 3 clusters Score: Raw -57159.624610 + Penalty 2961.745873 = -54197.878737 nChanged 2 SP:Iteration 6Q (10053.430000 sec): 3 clusters Score: Raw -57164.324885 + Penalty 2961.745873 = -54202.579012 nChanged 3 SP:Iteration 7Q (10053.440000 sec): 3 clusters Score: Raw -57177.100880 + Penalty 2961.745873 = -54215.355008 nChanged 4 SP:Iteration 8Q (10053.440000 sec): 3 clusters Score: Raw -57195.637659 + Penalty 2961.745873 = -54233.891786 nChanged 5 SP:Iteration 9Q (10053.440000 sec): 3 clusters Score: Raw -57209.756614 + Penalty 2961.745873 = -54248.010741 nChanged 3 SP:Iteration 10Q (10053.440000 sec): 3 clusters Score: Raw -57218.096380 + Penalty 2961.745873 = -54256.350507 nChanged 5 SP:Iteration 11Q (10053.450000 sec): 3 clusters Score: Raw -57230.898352 + Penalty 2961.745873 = -54269.152480 nChanged 1 SP:Iteration 12Q (10053.450000 sec): 3 clusters Score: Raw -57233.643538 + Penalty 2961.745873 = -54271.897665 nChanged 1 SP:Iteration 13Q (10053.450000 sec): 3 clusters Score: Raw -57235.470013 + Penalty 2961.745873 = -54273.724140 nChanged 1 SP:Iteration 14Q (10053.450000 sec): 3 clusters Score: Raw -57236.195314 + Penalty 2961.745873 = -54274.449442 nChanged 0 SP:Iteration 15F (10053.450000 sec): 3 clusters Score: Raw -57236.195314 + Penalty 2961.745873 = -54274.449442 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 22 (26407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10053.580000 sec): 2 clusters Score: Raw -4180348.410846 + Penalty 2524.983333 = -4177823.427514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10053.710000 sec): 3 clusters Score: Raw -4164779.457454 + Penalty 5049.966665 = -4159729.490789 nChanged 11704 SP:Iteration 1F (10053.850000 sec): 3 clusters Score: Raw -4171066.401583 + Penalty 5049.966665 = -4166016.434918 nChanged 1195 SP:Iteration 2Q (10053.990000 sec): 3 clusters Score: Raw -4171405.721208 + Penalty 5049.966665 = -4166355.754543 nChanged 982 SP:Iteration 3Q (10054.130000 sec): 3 clusters Score: Raw -4171663.058367 + Penalty 5049.966665 = -4166613.091702 nChanged 818 SP:Iteration 4Q (10054.260000 sec): 3 clusters Score: Raw -4171866.175431 + Penalty 5049.966665 = -4166816.208766 nChanged 710 SP:Iteration 5Q (10054.400000 sec): 3 clusters Score: Raw -4172048.791448 + Penalty 5049.966665 = -4166998.824782 nChanged 660 SP:Iteration 6Q (10054.530000 sec): 3 clusters Score: Raw -4172221.069536 + Penalty 5049.966665 = -4167171.102871 nChanged 679 SP:Iteration 7Q (10054.670000 sec): 3 clusters Score: Raw -4172409.262389 + Penalty 5049.966665 = -4167359.295724 nChanged 712 SP:Iteration 8Q (10054.810000 sec): 3 clusters Score: Raw -4172625.401125 + Penalty 5049.966665 = -4167575.434460 nChanged 763 SP:Iteration 9Q (10054.960000 sec): 3 clusters Score: Raw -4172871.348375 + Penalty 5049.966665 = -4167821.381710 nChanged 812 SP:Iteration 10Q (10055.100000 sec): 3 clusters Score: Raw -4173151.208510 + Penalty 5049.966665 = -4168101.241845 nChanged 940 SP:Iteration 11Q (10055.240000 sec): 3 clusters Score: Raw -4173525.829237 + Penalty 5049.966665 = -4168475.862572 nChanged 1119 SP:Iteration 12Q (10055.380000 sec): 3 clusters Score: Raw -4174038.462480 + Penalty 5049.966665 = -4168988.495815 nChanged 1255 SP:Iteration 13Q (10055.510000 sec): 3 clusters Score: Raw -4174691.282962 + Penalty 5049.966665 = -4169641.316297 nChanged 1393 SP:Iteration 14F (10055.650000 sec): 3 clusters Score: Raw -4175509.116427 + Penalty 5049.966665 = -4170459.149762 nChanged 1459 SP:Iteration 15F (10055.780000 sec): 3 clusters Score: Raw -4176453.537983 + Penalty 5049.966665 = -4171403.571318 nChanged 1452 SP:Iteration 16F (10055.920000 sec): 3 clusters Score: Raw -4177462.535532 + Penalty 5049.966665 = -4172412.568867 nChanged 1333 SP:Iteration 17F (10056.050000 sec): 3 clusters Score: Raw -4178414.466477 + Penalty 5049.966665 = -4173364.499811 nChanged 1016 SP:Iteration 18Q (10056.190000 sec): 3 clusters Score: Raw -4179137.428228 + Penalty 5049.966665 = -4174087.461563 nChanged 772 SP:Iteration 19Q (10056.320000 sec): 3 clusters Score: Raw -4179676.604032 + Penalty 5049.966665 = -4174626.637367 nChanged 536 SP:Iteration 20F (10056.460000 sec): 3 clusters Score: Raw -4180045.385944 + Penalty 5049.966665 = -4174995.419279 nChanged 347 SP:Iteration 21Q (10056.590000 sec): 3 clusters Score: Raw -4180270.388687 + Penalty 5049.966665 = -4175220.422022 nChanged 223 SP:Iteration 22Q (10056.720000 sec): 3 clusters Score: Raw -4180404.569070 + Penalty 5049.966665 = -4175354.602405 nChanged 138 SP:Iteration 23Q (10056.840000 sec): 3 clusters Score: Raw -4180485.035512 + Penalty 5049.966665 = -4175435.068846 nChanged 82 SP:Iteration 24Q (10056.970000 sec): 3 clusters Score: Raw -4180532.733583 + Penalty 5049.966665 = -4175482.766918 nChanged 68 SP:Iteration 25Q (10057.090000 sec): 3 clusters Score: Raw -4180571.930556 + Penalty 5049.966665 = -4175521.963890 nChanged 51 SP:Iteration 26Q (10057.200000 sec): 3 clusters Score: Raw -4180609.293063 + Penalty 5049.966665 = -4175559.326398 nChanged 44 SP:Iteration 27Q (10057.320000 sec): 3 clusters Score: Raw -4180636.665272 + Penalty 5049.966665 = -4175586.698607 nChanged 36 SP:Iteration 28Q (10057.440000 sec): 3 clusters Score: Raw -4180664.154180 + Penalty 5049.966665 = -4175614.187515 nChanged 31 SP:Iteration 29Q (10057.560000 sec): 3 clusters Score: Raw -4180683.701006 + Penalty 5049.966665 = -4175633.734341 nChanged 24 SP:Iteration 30Q (10057.670000 sec): 3 clusters Score: Raw -4180698.766476 + Penalty 5049.966665 = -4175648.799811 nChanged 18 SP:Iteration 31Q (10057.780000 sec): 3 clusters Score: Raw -4180711.866228 + Penalty 5049.966665 = -4175661.899563 nChanged 17 SP:Iteration 32Q (10057.900000 sec): 3 clusters Score: Raw -4180722.765752 + Penalty 5049.966665 = -4175672.799087 nChanged 12 SP:Iteration 33Q (10058.010000 sec): 3 clusters Score: Raw -4180730.296337 + Penalty 5049.966665 = -4175680.329672 nChanged 8 SP:Iteration 34Q (10058.120000 sec): 3 clusters Score: Raw -4180734.931863 + Penalty 5049.966665 = -4175684.965198 nChanged 5 SP:Iteration 35Q (10058.240000 sec): 3 clusters Score: Raw -4180736.911909 + Penalty 5049.966665 = -4175686.945244 nChanged 5 SP:Iteration 36Q (10058.350000 sec): 3 clusters Score: Raw -4180739.500647 + Penalty 5049.966665 = -4175689.533982 nChanged 5 SP:Iteration 37Q (10058.460000 sec): 3 clusters Score: Raw -4180742.090264 + Penalty 5049.966665 = -4175692.123599 nChanged 4 SP:Iteration 38Q (10058.570000 sec): 3 clusters Score: Raw -4180744.964279 + Penalty 5049.966665 = -4175694.997614 nChanged 3 SP:Iteration 39Q (10058.680000 sec): 3 clusters Score: Raw -4180746.137069 + Penalty 5049.966665 = -4175696.170404 nChanged 2 SP:Iteration 40F (10058.810000 sec): 3 clusters Score: Raw -4180746.737175 + Penalty 5049.966665 = -4175696.770510 nChanged 1 SP:Iteration 41Q (10058.920000 sec): 3 clusters Score: Raw -4180747.369695 + Penalty 5049.966665 = -4175697.403030 nChanged 0 SP:Iteration 42F (10059.060000 sec): 3 clusters Score: Raw -4180747.369695 + Penalty 5049.966665 = -4175697.403030 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 23 (1697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10059.080000 sec): 2 clusters Score: Raw -270884.340246 + Penalty 1844.281082 = -269040.059165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10059.090000 sec): 3 clusters Score: Raw -270323.441735 + Penalty 3688.562164 = -266634.879572 nChanged 499 SP:Iteration 1F (10059.100000 sec): 3 clusters Score: Raw -270726.009960 + Penalty 3688.562164 = -267037.447796 nChanged 113 SP:Iteration 2F (10059.110000 sec): 3 clusters Score: Raw -270874.876828 + Penalty 3688.562164 = -267186.314664 nChanged 85 SP:Iteration 3F (10059.120000 sec): 3 clusters Score: Raw -270969.677512 + Penalty 3688.562164 = -267281.115348 nChanged 59 SP:Iteration 4Q (10059.120000 sec): 3 clusters Score: Raw -271021.928336 + Penalty 3688.562164 = -267333.366172 nChanged 37 SP:Iteration 5Q (10059.130000 sec): 3 clusters Score: Raw -271056.354351 + Penalty 3688.562164 = -267367.792188 nChanged 32 SP:Iteration 6Q (10059.140000 sec): 3 clusters Score: Raw -271094.294301 + Penalty 3688.562164 = -267405.732138 nChanged 28 SP:Iteration 7Q (10059.150000 sec): 3 clusters Score: Raw -271121.797219 + Penalty 3688.562164 = -267433.235055 nChanged 29 SP:Iteration 8Q (10059.160000 sec): 3 clusters Score: Raw -271148.902660 + Penalty 3688.562164 = -267460.340497 nChanged 26 SP:Iteration 9Q (10059.160000 sec): 3 clusters Score: Raw -271171.923898 + Penalty 3688.562164 = -267483.361734 nChanged 19 SP:Iteration 10Q (10059.170000 sec): 3 clusters Score: Raw -271187.798761 + Penalty 3688.562164 = -267499.236597 nChanged 12 SP:Iteration 11Q (10059.180000 sec): 3 clusters Score: Raw -271196.772023 + Penalty 3688.562164 = -267508.209859 nChanged 12 SP:Iteration 12Q (10059.190000 sec): 3 clusters Score: Raw -271206.029680 + Penalty 3688.562164 = -267517.467516 nChanged 10 SP:Iteration 13Q (10059.200000 sec): 3 clusters Score: Raw -271213.950567 + Penalty 3688.562164 = -267525.388403 nChanged 6 SP:Iteration 14Q (10059.200000 sec): 3 clusters Score: Raw -271218.612768 + Penalty 3688.562164 = -267530.050604 nChanged 7 SP:Iteration 15Q (10059.210000 sec): 3 clusters Score: Raw -271223.851594 + Penalty 3688.562164 = -267535.289430 nChanged 6 SP:Iteration 16Q (10059.220000 sec): 3 clusters Score: Raw -271232.905830 + Penalty 3688.562164 = -267544.343666 nChanged 15 SP:Iteration 17Q (10059.230000 sec): 3 clusters Score: Raw -271248.313758 + Penalty 3688.562164 = -267559.751594 nChanged 11 SP:Iteration 18Q (10059.240000 sec): 3 clusters Score: Raw -271258.784087 + Penalty 3688.562164 = -267570.221924 nChanged 9 SP:Iteration 19Q (10059.250000 sec): 3 clusters Score: Raw -271265.537596 + Penalty 3688.562164 = -267576.975433 nChanged 6 SP:Iteration 20F (10059.260000 sec): 3 clusters Score: Raw -271271.441567 + Penalty 3688.562164 = -267582.879403 nChanged 5 SP:Iteration 21Q (10059.260000 sec): 3 clusters Score: Raw -271276.401512 + Penalty 3688.562164 = -267587.839349 nChanged 5 SP:Iteration 22Q (10059.270000 sec): 3 clusters Score: Raw -271280.774635 + Penalty 3688.562164 = -267592.212471 nChanged 8 SP:Iteration 23Q (10059.280000 sec): 3 clusters Score: Raw -271285.032134 + Penalty 3688.562164 = -267596.469970 nChanged 4 SP:Iteration 24Q (10059.290000 sec): 3 clusters Score: Raw -271286.993871 + Penalty 3688.562164 = -267598.431707 nChanged 0 SP:Iteration 25F (10059.300000 sec): 3 clusters Score: Raw -271286.993871 + Penalty 3688.562164 = -267598.431707 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 24 (2078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10059.310000 sec): 2 clusters Score: Raw -310350.629089 + Penalty 1894.511971 = -308456.117119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10059.320000 sec): 3 clusters Score: Raw -309587.583372 + Penalty 3789.023941 = -305798.559431 nChanged 653 SP:Iteration 1F (10059.330000 sec): 3 clusters Score: Raw -310103.885350 + Penalty 3789.023941 = -306314.861409 nChanged 161 SP:Iteration 2F (10059.340000 sec): 3 clusters Score: Raw -310236.228703 + Penalty 3789.023941 = -306447.204762 nChanged 77 SP:Iteration 3Q (10059.350000 sec): 3 clusters Score: Raw -310296.992216 + Penalty 3789.023941 = -306507.968275 nChanged 52 SP:Iteration 4Q (10059.360000 sec): 3 clusters Score: Raw -310335.910639 + Penalty 3789.023941 = -306546.886698 nChanged 37 SP:Iteration 5Q (10059.370000 sec): 3 clusters Score: Raw -310357.270326 + Penalty 3789.023941 = -306568.246385 nChanged 32 SP:Iteration 6Q (10059.380000 sec): 3 clusters Score: Raw -310380.281016 + Penalty 3789.023941 = -306591.257075 nChanged 27 SP:Iteration 7Q (10059.390000 sec): 3 clusters Score: Raw -310400.036998 + Penalty 3789.023941 = -306611.013056 nChanged 25 SP:Iteration 8Q (10059.400000 sec): 3 clusters Score: Raw -310418.733537 + Penalty 3789.023941 = -306629.709596 nChanged 27 SP:Iteration 9Q (10059.410000 sec): 3 clusters Score: Raw -310440.481514 + Penalty 3789.023941 = -306651.457573 nChanged 24 SP:Iteration 10Q (10059.420000 sec): 3 clusters Score: Raw -310455.878517 + Penalty 3789.023941 = -306666.854576 nChanged 27 SP:Iteration 11Q (10059.430000 sec): 3 clusters Score: Raw -310472.091926 + Penalty 3789.023941 = -306683.067985 nChanged 21 SP:Iteration 12Q (10059.440000 sec): 3 clusters Score: Raw -310490.540047 + Penalty 3789.023941 = -306701.516106 nChanged 18 SP:Iteration 13Q (10059.450000 sec): 3 clusters Score: Raw -310507.822767 + Penalty 3789.023941 = -306718.798826 nChanged 21 SP:Iteration 14Q (10059.460000 sec): 3 clusters Score: Raw -310523.953775 + Penalty 3789.023941 = -306734.929834 nChanged 15 SP:Iteration 15Q (10059.470000 sec): 3 clusters Score: Raw -310536.272366 + Penalty 3789.023941 = -306747.248425 nChanged 21 SP:Iteration 16Q (10059.480000 sec): 3 clusters Score: Raw -310551.673048 + Penalty 3789.023941 = -306762.649107 nChanged 14 SP:Iteration 17Q (10059.490000 sec): 3 clusters Score: Raw -310561.351724 + Penalty 3789.023941 = -306772.327783 nChanged 9 SP:Iteration 18Q (10059.500000 sec): 3 clusters Score: Raw -310569.734149 + Penalty 3789.023941 = -306780.710207 nChanged 10 SP:Iteration 19Q (10059.510000 sec): 3 clusters Score: Raw -310578.631056 + Penalty 3789.023941 = -306789.607115 nChanged 12 SP:Iteration 20F (10059.520000 sec): 3 clusters Score: Raw -310586.499143 + Penalty 3789.023941 = -306797.475202 nChanged 6 SP:Iteration 21Q (10059.530000 sec): 3 clusters Score: Raw -310589.642997 + Penalty 3789.023941 = -306800.619056 nChanged 7 SP:Iteration 22Q (10059.540000 sec): 3 clusters Score: Raw -310594.272498 + Penalty 3789.023941 = -306805.248557 nChanged 8 SP:Iteration 23Q (10059.550000 sec): 3 clusters Score: Raw -310600.678236 + Penalty 3789.023941 = -306811.654295 nChanged 8 SP:Iteration 24Q (10059.560000 sec): 3 clusters Score: Raw -310607.423347 + Penalty 3789.023941 = -306818.399406 nChanged 10 SP:Iteration 25Q (10059.570000 sec): 3 clusters Score: Raw -310614.872669 + Penalty 3789.023941 = -306825.848728 nChanged 8 SP:Iteration 26Q (10059.580000 sec): 3 clusters Score: Raw -310619.618712 + Penalty 3789.023941 = -306830.594770 nChanged 5 SP:Iteration 27Q (10059.590000 sec): 3 clusters Score: Raw -310622.680974 + Penalty 3789.023941 = -306833.657033 nChanged 1 SP:Iteration 28Q (10059.600000 sec): 3 clusters Score: Raw -310623.424072 + Penalty 3789.023941 = -306834.400131 nChanged 2 SP:Iteration 29Q (10059.610000 sec): 3 clusters Score: Raw -310624.186004 + Penalty 3789.023941 = -306835.162063 nChanged 1 SP:Iteration 30Q (10059.620000 sec): 3 clusters Score: Raw -310624.597609 + Penalty 3789.023941 = -306835.573668 nChanged 1 SP:Iteration 31Q (10059.630000 sec): 3 clusters Score: Raw -310626.865285 + Penalty 3789.023941 = -306837.841344 nChanged 5 SP:Iteration 32Q (10059.640000 sec): 3 clusters Score: Raw -310631.810873 + Penalty 3789.023941 = -306842.786932 nChanged 5 SP:Iteration 33Q (10059.650000 sec): 3 clusters Score: Raw -310634.470877 + Penalty 3789.023941 = -306845.446936 nChanged 3 SP:Iteration 34Q (10059.660000 sec): 3 clusters Score: Raw -310636.368697 + Penalty 3789.023941 = -306847.344756 nChanged 1 SP:Iteration 35Q (10059.670000 sec): 3 clusters Score: Raw -310638.133318 + Penalty 3789.023941 = -306849.109377 nChanged 2 SP:Iteration 36Q (10059.680000 sec): 3 clusters Score: Raw -310639.871086 + Penalty 3789.023941 = -306850.847145 nChanged 4 SP:Iteration 37Q (10059.690000 sec): 3 clusters Score: Raw -310644.034513 + Penalty 3789.023941 = -306855.010571 nChanged 6 SP:Iteration 38Q (10059.700000 sec): 3 clusters Score: Raw -310647.959489 + Penalty 3789.023941 = -306858.935548 nChanged 7 SP:Iteration 39Q (10059.710000 sec): 3 clusters Score: Raw -310653.483703 + Penalty 3789.023941 = -306864.459762 nChanged 2 SP:Iteration 40F (10059.720000 sec): 3 clusters Score: Raw -310655.236581 + Penalty 3789.023941 = -306866.212640 nChanged 2 SP:Iteration 41Q (10059.730000 sec): 3 clusters Score: Raw -310656.995585 + Penalty 3789.023941 = -306867.971644 nChanged 4 SP:Iteration 42Q (10059.740000 sec): 3 clusters Score: Raw -310659.427986 + Penalty 3789.023941 = -306870.404045 nChanged 7 SP:Iteration 43Q (10059.750000 sec): 3 clusters Score: Raw -310662.157122 + Penalty 3789.023941 = -306873.133181 nChanged 2 SP:Iteration 44Q (10059.760000 sec): 3 clusters Score: Raw -310663.143884 + Penalty 3789.023941 = -306874.119943 nChanged 0 SP:Iteration 45F (10059.770000 sec): 3 clusters Score: Raw -310663.143884 + Penalty 3789.023941 = -306874.119943 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 25 (183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10059.780000 sec): 2 clusters Score: Raw -24927.014922 + Penalty 1291.952566 = -23635.062357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10059.780000 sec): 3 clusters Score: Raw -25133.309710 + Penalty 2583.905132 = -22549.404579 nChanged 22 SP:Iteration 1F (10059.780000 sec): 3 clusters Score: Raw -25284.504219 + Penalty 2583.905132 = -22700.599087 nChanged 2 SP:Iteration 2Q (10059.780000 sec): 3 clusters Score: Raw -25296.681601 + Penalty 2583.905132 = -22712.776469 nChanged 1 SP:Iteration 3Q (10059.780000 sec): 3 clusters Score: Raw -25298.913268 + Penalty 2583.905132 = -22715.008136 nChanged 0 SP:Iteration 4F (10059.780000 sec): 3 clusters Score: Raw -25298.913268 + Penalty 2583.905132 = -22715.008136 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 26 (8135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10059.820000 sec): 2 clusters Score: Raw -1269120.872853 + Penalty 2232.974893 = -1266887.897960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10059.860000 sec): 3 clusters Score: Raw -1264896.246419 + Penalty 4465.949786 = -1260430.296634 nChanged 3252 SP:Iteration 1F (10059.900000 sec): 3 clusters Score: Raw -1266635.493313 + Penalty 4465.949786 = -1262169.543528 nChanged 501 SP:Iteration 2F (10059.940000 sec): 3 clusters Score: Raw -1266863.128636 + Penalty 4465.949786 = -1262397.178850 nChanged 354 SP:Iteration 3Q (10059.980000 sec): 3 clusters Score: Raw -1267009.498461 + Penalty 4465.949786 = -1262543.548675 nChanged 281 SP:Iteration 4Q (10060.020000 sec): 3 clusters Score: Raw -1267109.365750 + Penalty 4465.949786 = -1262643.415964 nChanged 242 SP:Iteration 5Q (10060.060000 sec): 3 clusters Score: Raw -1267196.246254 + Penalty 4465.949786 = -1262730.296468 nChanged 220 SP:Iteration 6Q (10060.100000 sec): 3 clusters Score: Raw -1267277.856637 + Penalty 4465.949786 = -1262811.906851 nChanged 183 SP:Iteration 7Q (10060.150000 sec): 3 clusters Score: Raw -1267343.842662 + Penalty 4465.949786 = -1262877.892876 nChanged 189 SP:Iteration 8Q (10060.190000 sec): 3 clusters Score: Raw -1267414.925998 + Penalty 4465.949786 = -1262948.976212 nChanged 190 SP:Iteration 9Q (10060.230000 sec): 3 clusters Score: Raw -1267490.297285 + Penalty 4465.949786 = -1263024.347499 nChanged 198 SP:Iteration 10Q (10060.270000 sec): 3 clusters Score: Raw -1267578.273588 + Penalty 4465.949786 = -1263112.323802 nChanged 208 SP:Iteration 11Q (10060.310000 sec): 3 clusters Score: Raw -1267673.324892 + Penalty 4465.949786 = -1263207.375106 nChanged 222 SP:Iteration 12Q (10060.350000 sec): 3 clusters Score: Raw -1267776.532319 + Penalty 4465.949786 = -1263310.582533 nChanged 228 SP:Iteration 13Q (10060.390000 sec): 3 clusters Score: Raw -1267882.182628 + Penalty 4465.949786 = -1263416.232842 nChanged 242 SP:Iteration 14Q (10060.430000 sec): 3 clusters Score: Raw -1268003.873575 + Penalty 4465.949786 = -1263537.923789 nChanged 243 SP:Iteration 15Q (10060.470000 sec): 3 clusters Score: Raw -1268136.922469 + Penalty 4465.949786 = -1263670.972683 nChanged 241 SP:Iteration 16Q (10060.510000 sec): 3 clusters Score: Raw -1268284.648443 + Penalty 4465.949786 = -1263818.698657 nChanged 251 SP:Iteration 17Q (10060.550000 sec): 3 clusters Score: Raw -1268447.421478 + Penalty 4465.949786 = -1263981.471692 nChanged 241 SP:Iteration 18Q (10060.590000 sec): 3 clusters Score: Raw -1268607.733472 + Penalty 4465.949786 = -1264141.783687 nChanged 225 SP:Iteration 19Q (10060.630000 sec): 3 clusters Score: Raw -1268765.530861 + Penalty 4465.949786 = -1264299.581075 nChanged 189 SP:Iteration 20F (10060.670000 sec): 3 clusters Score: Raw -1268891.947781 + Penalty 4465.949786 = -1264425.997996 nChanged 146 SP:Iteration 21Q (10060.710000 sec): 3 clusters Score: Raw -1268992.725386 + Penalty 4465.949786 = -1264526.775600 nChanged 115 SP:Iteration 22Q (10060.750000 sec): 3 clusters Score: Raw -1269076.190408 + Penalty 4465.949786 = -1264610.240623 nChanged 103 SP:Iteration 23Q (10060.790000 sec): 3 clusters Score: Raw -1269156.628551 + Penalty 4465.949786 = -1264690.678765 nChanged 88 SP:Iteration 24Q (10060.830000 sec): 3 clusters Score: Raw -1269232.257896 + Penalty 4465.949786 = -1264766.308110 nChanged 76 SP:Iteration 25Q (10060.860000 sec): 3 clusters Score: Raw -1269291.978072 + Penalty 4465.949786 = -1264826.028287 nChanged 56 SP:Iteration 26Q (10060.900000 sec): 3 clusters Score: Raw -1269339.747901 + Penalty 4465.949786 = -1264873.798115 nChanged 48 SP:Iteration 27Q (10060.940000 sec): 3 clusters Score: Raw -1269373.461140 + Penalty 4465.949786 = -1264907.511354 nChanged 27 SP:Iteration 28Q (10060.970000 sec): 3 clusters Score: Raw -1269393.179911 + Penalty 4465.949786 = -1264927.230125 nChanged 20 SP:Iteration 29Q (10061.010000 sec): 3 clusters Score: Raw -1269409.726239 + Penalty 4465.949786 = -1264943.776453 nChanged 19 SP:Iteration 30Q (10061.040000 sec): 3 clusters Score: Raw -1269424.377934 + Penalty 4465.949786 = -1264958.428148 nChanged 15 SP:Iteration 31Q (10061.080000 sec): 3 clusters Score: Raw -1269436.955395 + Penalty 4465.949786 = -1264971.005609 nChanged 13 SP:Iteration 32Q (10061.110000 sec): 3 clusters Score: Raw -1269447.167005 + Penalty 4465.949786 = -1264981.217219 nChanged 11 SP:Iteration 33Q (10061.150000 sec): 3 clusters Score: Raw -1269457.156599 + Penalty 4465.949786 = -1264991.206813 nChanged 9 SP:Iteration 34Q (10061.180000 sec): 3 clusters Score: Raw -1269463.775315 + Penalty 4465.949786 = -1264997.825529 nChanged 8 SP:Iteration 35Q (10061.220000 sec): 3 clusters Score: Raw -1269468.155373 + Penalty 4465.949786 = -1265002.205587 nChanged 5 SP:Iteration 36Q (10061.250000 sec): 3 clusters Score: Raw -1269472.383092 + Penalty 4465.949786 = -1265006.433306 nChanged 9 SP:Iteration 37Q (10061.280000 sec): 3 clusters Score: Raw -1269479.973826 + Penalty 4465.949786 = -1265014.024040 nChanged 6 SP:Iteration 38Q (10061.320000 sec): 3 clusters Score: Raw -1269484.351914 + Penalty 4465.949786 = -1265018.402128 nChanged 3 SP:Iteration 39Q (10061.350000 sec): 3 clusters Score: Raw -1269486.578774 + Penalty 4465.949786 = -1265020.628989 nChanged 6 SP:Iteration 40F (10061.390000 sec): 3 clusters Score: Raw -1269490.720024 + Penalty 4465.949786 = -1265024.770238 nChanged 9 SP:Iteration 41Q (10061.420000 sec): 3 clusters Score: Raw -1269499.394544 + Penalty 4465.949786 = -1265033.444759 nChanged 8 SP:Iteration 42Q (10061.460000 sec): 3 clusters Score: Raw -1269506.562353 + Penalty 4465.949786 = -1265040.612567 nChanged 7 SP:Iteration 43Q (10061.490000 sec): 3 clusters Score: Raw -1269512.609238 + Penalty 4465.949786 = -1265046.659452 nChanged 5 SP:Iteration 44Q (10061.520000 sec): 3 clusters Score: Raw -1269515.807387 + Penalty 4465.949786 = -1265049.857601 nChanged 0 SP:Iteration 45F (10061.560000 sec): 3 clusters Score: Raw -1269515.807387 + Penalty 4465.949786 = -1265049.857601 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 27 (374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.570000 sec): 2 clusters Score: Raw -48898.347754 + Penalty 1469.215438 = -47429.132316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.580000 sec): 3 clusters Score: Raw -49098.230916 + Penalty 2938.430876 = -46159.800040 nChanged 73 SP:Iteration 1F (10061.580000 sec): 3 clusters Score: Raw -49329.876161 + Penalty 2938.430876 = -46391.445286 nChanged 22 SP:Iteration 2F (10061.580000 sec): 3 clusters Score: Raw -49420.513656 + Penalty 2938.430876 = -46482.082781 nChanged 15 SP:Iteration 3Q (10061.580000 sec): 3 clusters Score: Raw -49464.066061 + Penalty 2938.430876 = -46525.635186 nChanged 8 SP:Iteration 4Q (10061.580000 sec): 3 clusters Score: Raw -49492.792767 + Penalty 2938.430876 = -46554.361892 nChanged 7 SP:Iteration 5Q (10061.580000 sec): 3 clusters Score: Raw -49525.952434 + Penalty 2938.430876 = -46587.521558 nChanged 6 SP:Iteration 6Q (10061.580000 sec): 3 clusters Score: Raw -49553.975563 + Penalty 2938.430876 = -46615.544687 nChanged 9 SP:Iteration 7Q (10061.590000 sec): 3 clusters Score: Raw -49616.556885 + Penalty 2938.430876 = -46678.126009 nChanged 12 SP:Iteration 8Q (10061.590000 sec): 3 clusters Score: Raw -49778.968577 + Penalty 2938.430876 = -46840.537701 nChanged 9 SP:Iteration 9Q (10061.590000 sec): 3 clusters Score: Raw -49855.781608 + Penalty 2938.430876 = -46917.350732 nChanged 5 SP:Iteration 10Q (10061.590000 sec): 3 clusters Score: Raw -49912.432254 + Penalty 2938.430876 = -46974.001378 nChanged 4 SP:Iteration 11Q (10061.590000 sec): 3 clusters Score: Raw -49962.842919 + Penalty 2938.430876 = -47024.412043 nChanged 1 SP:Iteration 12Q (10061.600000 sec): 3 clusters Score: Raw -49964.906603 + Penalty 2938.430876 = -47026.475727 nChanged 0 SP:Iteration 13F (10061.600000 sec): 3 clusters Score: Raw -49966.309730 + Penalty 2938.430876 = -47027.878854 nChanged 1 SP:Iteration 14Q (10061.600000 sec): 3 clusters Score: Raw -49973.687365 + Penalty 2938.430876 = -47035.256489 nChanged 1 SP:Iteration 15Q (10061.600000 sec): 3 clusters Score: Raw -49975.791624 + Penalty 2938.430876 = -47037.360748 nChanged 0 SP:Iteration 16F (10061.600000 sec): 3 clusters Score: Raw -49975.791624 + Penalty 2938.430876 = -47037.360748 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 28 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.610000 sec): 2 clusters Score: Raw -32314.062979 + Penalty 1337.619631 = -30976.443348 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.610000 sec): 3 clusters Score: Raw -32450.901430 + Penalty 2675.239263 = -29775.662167 nChanged 14 SP:Iteration 1F (10061.610000 sec): 3 clusters Score: Raw -32520.615223 + Penalty 2675.239263 = -29845.375960 nChanged 4 SP:Iteration 2Q (10061.610000 sec): 3 clusters Score: Raw -32538.458433 + Penalty 2675.239263 = -29863.219170 nChanged 1 SP:Iteration 3Q (10061.610000 sec): 3 clusters Score: Raw -32544.883126 + Penalty 2675.239263 = -29869.643863 nChanged 0 SP:Iteration 4F (10061.610000 sec): 3 clusters Score: Raw -32544.883126 + Penalty 2675.239263 = -29869.643863 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 29 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.620000 sec): 2 clusters Score: Raw -156632.180831 + Penalty 1716.081595 = -154916.099237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.620000 sec): 3 clusters Score: Raw -156401.370464 + Penalty 3432.163190 = -152969.207274 nChanged 253 SP:Iteration 1F (10061.630000 sec): 3 clusters Score: Raw -156691.218311 + Penalty 3432.163190 = -153259.055121 nChanged 56 SP:Iteration 2F (10061.640000 sec): 3 clusters Score: Raw -156759.152673 + Penalty 3432.163190 = -153326.989483 nChanged 29 SP:Iteration 3Q (10061.640000 sec): 3 clusters Score: Raw -156792.215558 + Penalty 3432.163190 = -153360.052368 nChanged 12 SP:Iteration 4Q (10061.640000 sec): 3 clusters Score: Raw -156810.614583 + Penalty 3432.163190 = -153378.451394 nChanged 9 SP:Iteration 5Q (10061.650000 sec): 3 clusters Score: Raw -156821.650088 + Penalty 3432.163190 = -153389.486898 nChanged 7 SP:Iteration 6Q (10061.660000 sec): 3 clusters Score: Raw -156833.156003 + Penalty 3432.163190 = -153400.992814 nChanged 7 SP:Iteration 7Q (10061.660000 sec): 3 clusters Score: Raw -156840.809431 + Penalty 3432.163190 = -153408.646241 nChanged 5 SP:Iteration 8Q (10061.660000 sec): 3 clusters Score: Raw -156848.563099 + Penalty 3432.163190 = -153416.399910 nChanged 6 SP:Iteration 9Q (10061.670000 sec): 3 clusters Score: Raw -156857.450944 + Penalty 3432.163190 = -153425.287755 nChanged 3 SP:Iteration 10Q (10061.680000 sec): 3 clusters Score: Raw -156861.876507 + Penalty 3432.163190 = -153429.713318 nChanged 2 SP:Iteration 11Q (10061.680000 sec): 3 clusters Score: Raw -156862.698125 + Penalty 3432.163190 = -153430.534936 nChanged 0 SP:Iteration 12F (10061.680000 sec): 3 clusters Score: Raw -156862.698125 + Penalty 3432.163190 = -153430.534936 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 30 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.690000 sec): 2 clusters Score: Raw -82019.680387 + Penalty 1566.208784 = -80453.471603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.690000 sec): 3 clusters Score: Raw -82009.456965 + Penalty 3132.417569 = -78877.039397 nChanged 100 SP:Iteration 1F (10061.700000 sec): 3 clusters Score: Raw -82227.049977 + Penalty 3132.417569 = -79094.632408 nChanged 36 SP:Iteration 2F (10061.700000 sec): 3 clusters Score: Raw -82322.447719 + Penalty 3132.417569 = -79190.030151 nChanged 12 SP:Iteration 3Q (10061.700000 sec): 3 clusters Score: Raw -82347.223760 + Penalty 3132.417569 = -79214.806191 nChanged 6 SP:Iteration 4Q (10061.700000 sec): 3 clusters Score: Raw -82357.912116 + Penalty 3132.417569 = -79225.494547 nChanged 1 SP:Iteration 5Q (10061.710000 sec): 3 clusters Score: Raw -82358.586294 + Penalty 3132.417569 = -79226.168725 nChanged 1 SP:Iteration 6Q (10061.710000 sec): 3 clusters Score: Raw -82360.750962 + Penalty 3132.417569 = -79228.333393 nChanged 2 SP:Iteration 7Q (10061.710000 sec): 3 clusters Score: Raw -82362.547445 + Penalty 3132.417569 = -79230.129877 nChanged 0 SP:Iteration 8F (10061.720000 sec): 3 clusters Score: Raw -82362.547445 + Penalty 3132.417569 = -79230.129877 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 31 (10490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10061.760000 sec): 2 clusters Score: Raw -1623966.085466 + Penalty 2296.028070 = -1621670.057396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10061.820000 sec): 3 clusters Score: Raw -1618177.288056 + Penalty 4592.056140 = -1613585.231916 nChanged 4475 SP:Iteration 1F (10061.870000 sec): 3 clusters Score: Raw -1620606.167135 + Penalty 4592.056140 = -1616014.110995 nChanged 697 SP:Iteration 2F (10061.920000 sec): 3 clusters Score: Raw -1620920.186457 + Penalty 4592.056140 = -1616328.130317 nChanged 518 SP:Iteration 3Q (10061.970000 sec): 3 clusters Score: Raw -1621158.624158 + Penalty 4592.056140 = -1616566.568018 nChanged 471 SP:Iteration 4Q (10062.030000 sec): 3 clusters Score: Raw -1621388.777647 + Penalty 4592.056140 = -1616796.721507 nChanged 470 SP:Iteration 5Q (10062.080000 sec): 3 clusters Score: Raw -1621601.640041 + Penalty 4592.056140 = -1617009.583901 nChanged 393 SP:Iteration 6Q (10062.130000 sec): 3 clusters Score: Raw -1621778.845294 + Penalty 4592.056140 = -1617186.789154 nChanged 359 SP:Iteration 7Q (10062.180000 sec): 3 clusters Score: Raw -1621941.026993 + Penalty 4592.056140 = -1617348.970853 nChanged 348 SP:Iteration 8Q (10062.240000 sec): 3 clusters Score: Raw -1622114.329468 + Penalty 4592.056140 = -1617522.273328 nChanged 358 SP:Iteration 9Q (10062.290000 sec): 3 clusters Score: Raw -1622295.468069 + Penalty 4592.056140 = -1617703.411929 nChanged 367 SP:Iteration 10Q (10062.340000 sec): 3 clusters Score: Raw -1622483.223349 + Penalty 4592.056140 = -1617891.167209 nChanged 369 SP:Iteration 11Q (10062.390000 sec): 3 clusters Score: Raw -1622690.319540 + Penalty 4592.056140 = -1618098.263400 nChanged 353 SP:Iteration 12Q (10062.440000 sec): 3 clusters Score: Raw -1622880.322743 + Penalty 4592.056140 = -1618288.266604 nChanged 340 SP:Iteration 13Q (10062.500000 sec): 3 clusters Score: Raw -1623060.152359 + Penalty 4592.056140 = -1618468.096219 nChanged 323 SP:Iteration 14Q (10062.550000 sec): 3 clusters Score: Raw -1623232.184824 + Penalty 4592.056140 = -1618640.128684 nChanged 297 SP:Iteration 15Q (10062.600000 sec): 3 clusters Score: Raw -1623392.922686 + Penalty 4592.056140 = -1618800.866546 nChanged 263 SP:Iteration 16Q (10062.650000 sec): 3 clusters Score: Raw -1623532.941663 + Penalty 4592.056140 = -1618940.885523 nChanged 200 SP:Iteration 17Q (10062.700000 sec): 3 clusters Score: Raw -1623634.236034 + Penalty 4592.056140 = -1619042.179895 nChanged 185 SP:Iteration 18Q (10062.750000 sec): 3 clusters Score: Raw -1623727.688678 + Penalty 4592.056140 = -1619135.632538 nChanged 163 SP:Iteration 19Q (10062.800000 sec): 3 clusters Score: Raw -1623813.686822 + Penalty 4592.056140 = -1619221.630682 nChanged 138 SP:Iteration 20F (10062.850000 sec): 3 clusters Score: Raw -1623883.410018 + Penalty 4592.056140 = -1619291.353879 nChanged 114 SP:Iteration 21Q (10062.900000 sec): 3 clusters Score: Raw -1623947.570908 + Penalty 4592.056140 = -1619355.514768 nChanged 108 SP:Iteration 22Q (10062.940000 sec): 3 clusters Score: Raw -1624010.556530 + Penalty 4592.056140 = -1619418.500390 nChanged 85 SP:Iteration 23Q (10062.990000 sec): 3 clusters Score: Raw -1624052.223670 + Penalty 4592.056140 = -1619460.167530 nChanged 74 SP:Iteration 24Q (10063.040000 sec): 3 clusters Score: Raw -1624089.608135 + Penalty 4592.056140 = -1619497.551995 nChanged 72 SP:Iteration 25Q (10063.080000 sec): 3 clusters Score: Raw -1624125.535413 + Penalty 4592.056140 = -1619533.479273 nChanged 57 SP:Iteration 26Q (10063.120000 sec): 3 clusters Score: Raw -1624157.087342 + Penalty 4592.056140 = -1619565.031203 nChanged 50 SP:Iteration 27Q (10063.170000 sec): 3 clusters Score: Raw -1624180.619304 + Penalty 4592.056140 = -1619588.563164 nChanged 40 SP:Iteration 28Q (10063.220000 sec): 3 clusters Score: Raw -1624195.176125 + Penalty 4592.056140 = -1619603.119985 nChanged 28 SP:Iteration 29Q (10063.260000 sec): 3 clusters Score: Raw -1624205.369394 + Penalty 4592.056140 = -1619613.313254 nChanged 26 SP:Iteration 30Q (10063.300000 sec): 3 clusters Score: Raw -1624213.395035 + Penalty 4592.056140 = -1619621.338895 nChanged 13 SP:Iteration 31Q (10063.350000 sec): 3 clusters Score: Raw -1624217.836456 + Penalty 4592.056140 = -1619625.780316 nChanged 17 SP:Iteration 32Q (10063.390000 sec): 3 clusters Score: Raw -1624223.096445 + Penalty 4592.056140 = -1619631.040305 nChanged 13 SP:Iteration 33Q (10063.440000 sec): 3 clusters Score: Raw -1624225.865658 + Penalty 4592.056140 = -1619633.809518 nChanged 7 SP:Iteration 34Q (10063.480000 sec): 3 clusters Score: Raw -1624227.524794 + Penalty 4592.056140 = -1619635.468654 nChanged 8 SP:Iteration 35Q (10063.520000 sec): 3 clusters Score: Raw -1624229.998304 + Penalty 4592.056140 = -1619637.942164 nChanged 10 SP:Iteration 36Q (10063.570000 sec): 3 clusters Score: Raw -1624232.655754 + Penalty 4592.056140 = -1619640.599614 nChanged 6 SP:Iteration 37Q (10063.610000 sec): 3 clusters Score: Raw -1624234.647836 + Penalty 4592.056140 = -1619642.591696 nChanged 6 SP:Iteration 38Q (10063.660000 sec): 3 clusters Score: Raw -1624236.510324 + Penalty 4592.056140 = -1619644.454184 nChanged 4 SP:Iteration 39Q (10063.700000 sec): 3 clusters Score: Raw -1624238.252283 + Penalty 4592.056140 = -1619646.196143 nChanged 5 SP:Iteration 40F (10063.750000 sec): 3 clusters Score: Raw -1624240.515829 + Penalty 4592.056140 = -1619648.459689 nChanged 6 SP:Iteration 41Q (10063.800000 sec): 3 clusters Score: Raw -1624242.063329 + Penalty 4592.056140 = -1619650.007189 nChanged 3 SP:Iteration 42Q (10063.840000 sec): 3 clusters Score: Raw -1624243.057606 + Penalty 4592.056140 = -1619651.001466 nChanged 2 SP:Iteration 43Q (10063.880000 sec): 3 clusters Score: Raw -1624243.612984 + Penalty 4592.056140 = -1619651.556845 nChanged 3 SP:Iteration 44Q (10063.930000 sec): 3 clusters Score: Raw -1624244.088403 + Penalty 4592.056140 = -1619652.032263 nChanged 0 SP:Iteration 45F (10063.980000 sec): 3 clusters Score: Raw -1624244.088403 + Penalty 4592.056140 = -1619652.032263 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 32 (16553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10064.050000 sec): 2 clusters Score: Raw -2440481.943012 + Penalty 2409.152013 = -2438072.790999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10064.140000 sec): 3 clusters Score: Raw -2431054.520621 + Penalty 4818.304026 = -2426236.216595 nChanged 7210 SP:Iteration 1F (10064.220000 sec): 3 clusters Score: Raw -2435086.918365 + Penalty 4818.304026 = -2430268.614339 nChanged 1060 SP:Iteration 2F (10064.300000 sec): 3 clusters Score: Raw -2435640.168504 + Penalty 4818.304026 = -2430821.864478 nChanged 980 SP:Iteration 3F (10064.380000 sec): 3 clusters Score: Raw -2436278.902319 + Penalty 4818.304026 = -2431460.598293 nChanged 1027 SP:Iteration 4F (10064.460000 sec): 3 clusters Score: Raw -2437009.095647 + Penalty 4818.304026 = -2432190.791621 nChanged 1028 SP:Iteration 5F (10064.540000 sec): 3 clusters Score: Raw -2437799.128333 + Penalty 4818.304026 = -2432980.824307 nChanged 1031 SP:Iteration 6F (10064.630000 sec): 3 clusters Score: Raw -2438610.228635 + Penalty 4818.304026 = -2433791.924609 nChanged 929 SP:Iteration 7F (10064.710000 sec): 3 clusters Score: Raw -2439309.147626 + Penalty 4818.304026 = -2434490.843600 nChanged 870 SP:Iteration 8F (10064.790000 sec): 3 clusters Score: Raw -2439926.148324 + Penalty 4818.304026 = -2435107.844298 nChanged 666 SP:Iteration 9Q (10064.870000 sec): 3 clusters Score: Raw -2440350.383182 + Penalty 4818.304026 = -2435532.079156 nChanged 506 SP:Iteration 10Q (10064.950000 sec): 3 clusters Score: Raw -2440642.745091 + Penalty 4818.304026 = -2435824.441065 nChanged 438 SP:Iteration 11Q (10065.030000 sec): 3 clusters Score: Raw -2440854.381664 + Penalty 4818.304026 = -2436036.077638 nChanged 335 SP:Iteration 12Q (10065.110000 sec): 3 clusters Score: Raw -2441014.288696 + Penalty 4818.304026 = -2436195.984670 nChanged 281 SP:Iteration 13Q (10065.190000 sec): 3 clusters Score: Raw -2441169.458971 + Penalty 4818.304026 = -2436351.154945 nChanged 286 SP:Iteration 14Q (10065.260000 sec): 3 clusters Score: Raw -2441306.294823 + Penalty 4818.304026 = -2436487.990796 nChanged 229 SP:Iteration 15Q (10065.340000 sec): 3 clusters Score: Raw -2441416.648872 + Penalty 4818.304026 = -2436598.344846 nChanged 193 SP:Iteration 16Q (10065.420000 sec): 3 clusters Score: Raw -2441496.487553 + Penalty 4818.304026 = -2436678.183527 nChanged 169 SP:Iteration 17Q (10065.490000 sec): 3 clusters Score: Raw -2441559.181899 + Penalty 4818.304026 = -2436740.877873 nChanged 152 SP:Iteration 18Q (10065.560000 sec): 3 clusters Score: Raw -2441609.166211 + Penalty 4818.304026 = -2436790.862185 nChanged 145 SP:Iteration 19Q (10065.640000 sec): 3 clusters Score: Raw -2441655.137772 + Penalty 4818.304026 = -2436836.833746 nChanged 139 SP:Iteration 20F (10065.720000 sec): 3 clusters Score: Raw -2441698.490903 + Penalty 4818.304026 = -2436880.186877 nChanged 123 SP:Iteration 21Q (10065.790000 sec): 3 clusters Score: Raw -2441734.066442 + Penalty 4818.304026 = -2436915.762416 nChanged 114 SP:Iteration 22Q (10065.860000 sec): 3 clusters Score: Raw -2441773.143823 + Penalty 4818.304026 = -2436954.839797 nChanged 101 SP:Iteration 23Q (10065.940000 sec): 3 clusters Score: Raw -2441809.495325 + Penalty 4818.304026 = -2436991.191299 nChanged 98 SP:Iteration 24Q (10066.010000 sec): 3 clusters Score: Raw -2441838.831147 + Penalty 4818.304026 = -2437020.527121 nChanged 94 SP:Iteration 25Q (10066.080000 sec): 3 clusters Score: Raw -2441863.811395 + Penalty 4818.304026 = -2437045.507369 nChanged 73 SP:Iteration 26Q (10066.150000 sec): 3 clusters Score: Raw -2441883.812392 + Penalty 4818.304026 = -2437065.508366 nChanged 57 SP:Iteration 27Q (10066.220000 sec): 3 clusters Score: Raw -2441898.211823 + Penalty 4818.304026 = -2437079.907797 nChanged 54 SP:Iteration 28Q (10066.290000 sec): 3 clusters Score: Raw -2441909.669785 + Penalty 4818.304026 = -2437091.365759 nChanged 44 SP:Iteration 29Q (10066.360000 sec): 3 clusters Score: Raw -2441917.892213 + Penalty 4818.304026 = -2437099.588186 nChanged 41 SP:Iteration 30Q (10066.430000 sec): 3 clusters Score: Raw -2441926.508205 + Penalty 4818.304026 = -2437108.204179 nChanged 32 SP:Iteration 31Q (10066.500000 sec): 3 clusters Score: Raw -2441932.689290 + Penalty 4818.304026 = -2437114.385263 nChanged 22 SP:Iteration 32Q (10066.570000 sec): 3 clusters Score: Raw -2441936.690511 + Penalty 4818.304026 = -2437118.386485 nChanged 24 SP:Iteration 33Q (10066.640000 sec): 3 clusters Score: Raw -2441941.317661 + Penalty 4818.304026 = -2437123.013635 nChanged 18 SP:Iteration 34Q (10066.710000 sec): 3 clusters Score: Raw -2441944.311800 + Penalty 4818.304026 = -2437126.007774 nChanged 16 SP:Iteration 35Q (10066.780000 sec): 3 clusters Score: Raw -2441946.450182 + Penalty 4818.304026 = -2437128.146156 nChanged 13 SP:Iteration 36Q (10066.850000 sec): 3 clusters Score: Raw -2441948.775656 + Penalty 4818.304026 = -2437130.471630 nChanged 6 SP:Iteration 37Q (10066.920000 sec): 3 clusters Score: Raw -2441949.728960 + Penalty 4818.304026 = -2437131.424934 nChanged 4 SP:Iteration 38Q (10066.980000 sec): 3 clusters Score: Raw -2441950.573978 + Penalty 4818.304026 = -2437132.269952 nChanged 4 SP:Iteration 39Q (10067.060000 sec): 3 clusters Score: Raw -2441951.182077 + Penalty 4818.304026 = -2437132.878050 nChanged 3 SP:Iteration 40F (10067.140000 sec): 3 clusters Score: Raw -2441951.650016 + Penalty 4818.304026 = -2437133.345990 nChanged 2 SP:Iteration 41Q (10067.210000 sec): 3 clusters Score: Raw -2441951.937874 + Penalty 4818.304026 = -2437133.633848 nChanged 4 SP:Iteration 42Q (10067.280000 sec): 3 clusters Score: Raw -2441952.559779 + Penalty 4818.304026 = -2437134.255753 nChanged 2 SP:Iteration 43Q (10067.340000 sec): 3 clusters Score: Raw -2441952.750960 + Penalty 4818.304026 = -2437134.446934 nChanged 0 SP:Iteration 44F (10067.430000 sec): 3 clusters Score: Raw -2441952.750960 + Penalty 4818.304026 = -2437134.446934 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 33 (706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10067.440000 sec): 2 clusters Score: Raw -107278.369208 + Penalty 1626.784579 = -105651.584629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10067.440000 sec): 3 clusters Score: Raw -107200.779644 + Penalty 3253.569158 = -103947.210486 nChanged 148 SP:Iteration 1F (10067.450000 sec): 3 clusters Score: Raw -107445.318998 + Penalty 3253.569158 = -104191.749840 nChanged 46 SP:Iteration 2F (10067.450000 sec): 3 clusters Score: Raw -107532.807283 + Penalty 3253.569158 = -104279.238125 nChanged 30 SP:Iteration 3Q (10067.460000 sec): 3 clusters Score: Raw -107585.794149 + Penalty 3253.569158 = -104332.224991 nChanged 16 SP:Iteration 4Q (10067.460000 sec): 3 clusters Score: Raw -107623.003085 + Penalty 3253.569158 = -104369.433928 nChanged 9 SP:Iteration 5Q (10067.460000 sec): 3 clusters Score: Raw -107637.088027 + Penalty 3253.569158 = -104383.518869 nChanged 8 SP:Iteration 6Q (10067.470000 sec): 3 clusters Score: Raw -107651.312669 + Penalty 3253.569158 = -104397.743511 nChanged 3 SP:Iteration 7Q (10067.470000 sec): 3 clusters Score: Raw -107657.377047 + Penalty 3253.569158 = -104403.807889 nChanged 2 SP:Iteration 8Q (10067.470000 sec): 3 clusters Score: Raw -107660.449796 + Penalty 3253.569158 = -104406.880638 nChanged 1 SP:Iteration 9Q (10067.480000 sec): 3 clusters Score: Raw -107661.391177 + Penalty 3253.569158 = -104407.822019 nChanged 2 SP:Iteration 10Q (10067.480000 sec): 3 clusters Score: Raw -107666.194604 + Penalty 3253.569158 = -104412.625446 nChanged 3 SP:Iteration 11Q (10067.480000 sec): 3 clusters Score: Raw -107672.039276 + Penalty 3253.569158 = -104418.470118 nChanged 1 SP:Iteration 12Q (10067.490000 sec): 3 clusters Score: Raw -107672.983830 + Penalty 3253.569158 = -104419.414673 nChanged 1 SP:Iteration 13Q (10067.490000 sec): 3 clusters Score: Raw -107673.417361 + Penalty 3253.569158 = -104419.848203 nChanged 0 SP:Iteration 14F (10067.490000 sec): 3 clusters Score: Raw -107673.417361 + Penalty 3253.569158 = -104419.848203 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 34 (1393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10067.500000 sec): 2 clusters Score: Raw -208111.005947 + Penalty 1795.325313 = -206315.680634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10067.510000 sec): 3 clusters Score: Raw -207688.569721 + Penalty 3590.650627 = -204097.919094 nChanged 383 SP:Iteration 1F (10067.520000 sec): 3 clusters Score: Raw -208010.795720 + Penalty 3590.650627 = -204420.145094 nChanged 98 SP:Iteration 2F (10067.520000 sec): 3 clusters Score: Raw -208118.996885 + Penalty 3590.650627 = -204528.346258 nChanged 58 SP:Iteration 3Q (10067.530000 sec): 3 clusters Score: Raw -208177.900565 + Penalty 3590.650627 = -204587.249938 nChanged 31 SP:Iteration 4Q (10067.540000 sec): 3 clusters Score: Raw -208210.744883 + Penalty 3590.650627 = -204620.094256 nChanged 22 SP:Iteration 5Q (10067.540000 sec): 3 clusters Score: Raw -208231.599915 + Penalty 3590.650627 = -204640.949288 nChanged 14 SP:Iteration 6Q (10067.550000 sec): 3 clusters Score: Raw -208242.974746 + Penalty 3590.650627 = -204652.324119 nChanged 9 SP:Iteration 7Q (10067.560000 sec): 3 clusters Score: Raw -208250.034129 + Penalty 3590.650627 = -204659.383502 nChanged 13 SP:Iteration 8Q (10067.560000 sec): 3 clusters Score: Raw -208260.050674 + Penalty 3590.650627 = -204669.400047 nChanged 6 SP:Iteration 9Q (10067.570000 sec): 3 clusters Score: Raw -208264.489661 + Penalty 3590.650627 = -204673.839034 nChanged 5 SP:Iteration 10Q (10067.580000 sec): 3 clusters Score: Raw -208267.706810 + Penalty 3590.650627 = -204677.056183 nChanged 5 SP:Iteration 11Q (10067.580000 sec): 3 clusters Score: Raw -208271.927780 + Penalty 3590.650627 = -204681.277153 nChanged 2 SP:Iteration 12Q (10067.590000 sec): 3 clusters Score: Raw -208273.500864 + Penalty 3590.650627 = -204682.850237 nChanged 4 SP:Iteration 13Q (10067.600000 sec): 3 clusters Score: Raw -208276.616762 + Penalty 3590.650627 = -204685.966135 nChanged 4 SP:Iteration 14Q (10067.600000 sec): 3 clusters Score: Raw -208278.484641 + Penalty 3590.650627 = -204687.834014 nChanged 1 SP:Iteration 15Q (10067.610000 sec): 3 clusters Score: Raw -208278.710764 + Penalty 3590.650627 = -204688.060137 nChanged 1 SP:Iteration 16Q (10067.620000 sec): 3 clusters Score: Raw -208279.787440 + Penalty 3590.650627 = -204689.136813 nChanged 2 SP:Iteration 17Q (10067.620000 sec): 3 clusters Score: Raw -208281.493499 + Penalty 3590.650627 = -204690.842872 nChanged 3 SP:Iteration 18Q (10067.630000 sec): 3 clusters Score: Raw -208284.221383 + Penalty 3590.650627 = -204693.570756 nChanged 3 SP:Iteration 19Q (10067.640000 sec): 3 clusters Score: Raw -208288.170862 + Penalty 3590.650627 = -204697.520235 nChanged 6 SP:Iteration 20F (10067.640000 sec): 3 clusters Score: Raw -208291.663508 + Penalty 3590.650627 = -204701.012881 nChanged 3 SP:Iteration 21Q (10067.650000 sec): 3 clusters Score: Raw -208293.761525 + Penalty 3590.650627 = -204703.110898 nChanged 2 SP:Iteration 22Q (10067.660000 sec): 3 clusters Score: Raw -208294.365655 + Penalty 3590.650627 = -204703.715028 nChanged 1 SP:Iteration 23Q (10067.660000 sec): 3 clusters Score: Raw -208294.839818 + Penalty 3590.650627 = -204704.189191 nChanged 2 SP:Iteration 24Q (10067.670000 sec): 3 clusters Score: Raw -208297.611048 + Penalty 3590.650627 = -204706.960421 nChanged 2 SP:Iteration 25Q (10067.680000 sec): 3 clusters Score: Raw -208300.053029 + Penalty 3590.650627 = -204709.402402 nChanged 5 SP:Iteration 26Q (10067.690000 sec): 3 clusters Score: Raw -208303.658409 + Penalty 3590.650627 = -204713.007782 nChanged 6 SP:Iteration 27Q (10067.690000 sec): 3 clusters Score: Raw -208307.730721 + Penalty 3590.650627 = -204717.080094 nChanged 3 SP:Iteration 28Q (10067.700000 sec): 3 clusters Score: Raw -208309.852052 + Penalty 3590.650627 = -204719.201425 nChanged 1 SP:Iteration 29Q (10067.710000 sec): 3 clusters Score: Raw -208310.552579 + Penalty 3590.650627 = -204719.901952 nChanged 1 SP:Iteration 30Q (10067.710000 sec): 3 clusters Score: Raw -208311.072861 + Penalty 3590.650627 = -204720.422234 nChanged 0 SP:Iteration 31F (10067.720000 sec): 3 clusters Score: Raw -208311.072861 + Penalty 3590.650627 = -204720.422234 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 35 (393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10067.720000 sec): 2 clusters Score: Raw -57230.579493 + Penalty 1481.504784 = -55749.074709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10067.730000 sec): 3 clusters Score: Raw -57319.201512 + Penalty 2963.009567 = -54356.191945 nChanged 59 SP:Iteration 1F (10067.730000 sec): 3 clusters Score: Raw -57507.208159 + Penalty 2963.009567 = -54544.198591 nChanged 14 SP:Iteration 2Q (10067.730000 sec): 3 clusters Score: Raw -57545.602928 + Penalty 2963.009567 = -54582.593361 nChanged 10 SP:Iteration 3Q (10067.730000 sec): 3 clusters Score: Raw -57570.569653 + Penalty 2963.009567 = -54607.560085 nChanged 1 SP:Iteration 4Q (10067.740000 sec): 3 clusters Score: Raw -57573.626931 + Penalty 2963.009567 = -54610.617363 nChanged 2 SP:Iteration 5Q (10067.740000 sec): 3 clusters Score: Raw -57577.572882 + Penalty 2963.009567 = -54614.563314 nChanged 0 SP:Iteration 6F (10067.740000 sec): 3 clusters Score: Raw -57577.572882 + Penalty 2963.009567 = -54614.563314 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 36 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10067.740000 sec): 2 clusters Score: Raw -35405.659099 + Penalty 1376.170869 = -34029.488230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10067.740000 sec): 3 clusters Score: Raw -35519.793608 + Penalty 2752.341738 = -32767.451870 nChanged 25 SP:Iteration 1F (10067.750000 sec): 3 clusters Score: Raw -35609.568537 + Penalty 2752.341738 = -32857.226799 nChanged 5 SP:Iteration 2Q (10067.750000 sec): 3 clusters Score: Raw -35642.329914 + Penalty 2752.341738 = -32889.988175 nChanged 0 SP:Iteration 3F (10067.750000 sec): 3 clusters Score: Raw -35642.329914 + Penalty 2752.341738 = -32889.988175 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 37 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10067.760000 sec): 2 clusters Score: Raw -221533.225687 + Penalty 1834.138959 = -219699.086728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10067.770000 sec): 3 clusters Score: Raw -221023.229488 + Penalty 3668.277918 = -217354.951570 nChanged 497 SP:Iteration 1F (10067.780000 sec): 3 clusters Score: Raw -221533.319539 + Penalty 3668.277918 = -217865.041621 nChanged 132 SP:Iteration 2F (10067.780000 sec): 3 clusters Score: Raw -221740.889317 + Penalty 3668.277918 = -218072.611399 nChanged 98 SP:Iteration 3F (10067.790000 sec): 3 clusters Score: Raw -221893.442674 + Penalty 3668.277918 = -218225.164756 nChanged 83 SP:Iteration 4F (10067.800000 sec): 3 clusters Score: Raw -222001.840817 + Penalty 3668.277918 = -218333.562899 nChanged 53 SP:Iteration 5Q (10067.810000 sec): 3 clusters Score: Raw -222070.211207 + Penalty 3668.277918 = -218401.933289 nChanged 40 SP:Iteration 6Q (10067.820000 sec): 3 clusters Score: Raw -222133.360947 + Penalty 3668.277918 = -218465.083029 nChanged 41 SP:Iteration 7Q (10067.820000 sec): 3 clusters Score: Raw -222184.417228 + Penalty 3668.277918 = -218516.139310 nChanged 37 SP:Iteration 8Q (10067.830000 sec): 3 clusters Score: Raw -222239.815809 + Penalty 3668.277918 = -218571.537891 nChanged 30 SP:Iteration 9Q (10067.840000 sec): 3 clusters Score: Raw -222267.650415 + Penalty 3668.277918 = -218599.372497 nChanged 22 SP:Iteration 10Q (10067.840000 sec): 3 clusters Score: Raw -222289.748310 + Penalty 3668.277918 = -218621.470392 nChanged 22 SP:Iteration 11Q (10067.850000 sec): 3 clusters Score: Raw -222311.537775 + Penalty 3668.277918 = -218643.259857 nChanged 25 SP:Iteration 12Q (10067.860000 sec): 3 clusters Score: Raw -222341.464784 + Penalty 3668.277918 = -218673.186866 nChanged 25 SP:Iteration 13Q (10067.870000 sec): 3 clusters Score: Raw -222362.236299 + Penalty 3668.277918 = -218693.958381 nChanged 14 SP:Iteration 14Q (10067.870000 sec): 3 clusters Score: Raw -222371.764117 + Penalty 3668.277918 = -218703.486200 nChanged 9 SP:Iteration 15Q (10067.880000 sec): 3 clusters Score: Raw -222382.344200 + Penalty 3668.277918 = -218714.066282 nChanged 10 SP:Iteration 16Q (10067.890000 sec): 3 clusters Score: Raw -222392.180530 + Penalty 3668.277918 = -218723.902612 nChanged 7 SP:Iteration 17Q (10067.900000 sec): 3 clusters Score: Raw -222402.185478 + Penalty 3668.277918 = -218733.907560 nChanged 6 SP:Iteration 18Q (10067.900000 sec): 3 clusters Score: Raw -222406.031442 + Penalty 3668.277918 = -218737.753524 nChanged 7 SP:Iteration 19Q (10067.910000 sec): 3 clusters Score: Raw -222409.960715 + Penalty 3668.277918 = -218741.682797 nChanged 6 SP:Iteration 20F (10067.920000 sec): 3 clusters Score: Raw -222415.546695 + Penalty 3668.277918 = -218747.268777 nChanged 8 SP:Iteration 21Q (10067.920000 sec): 3 clusters Score: Raw -222421.700212 + Penalty 3668.277918 = -218753.422294 nChanged 4 SP:Iteration 22Q (10067.930000 sec): 3 clusters Score: Raw -222425.393029 + Penalty 3668.277918 = -218757.115111 nChanged 4 SP:Iteration 23Q (10067.940000 sec): 3 clusters Score: Raw -222431.126090 + Penalty 3668.277918 = -218762.848172 nChanged 5 SP:Iteration 24Q (10067.950000 sec): 3 clusters Score: Raw -222435.043513 + Penalty 3668.277918 = -218766.765596 nChanged 4 SP:Iteration 25Q (10067.960000 sec): 3 clusters Score: Raw -222439.719784 + Penalty 3668.277918 = -218771.441866 nChanged 7 SP:Iteration 26Q (10067.960000 sec): 3 clusters Score: Raw -222445.365975 + Penalty 3668.277918 = -218777.088057 nChanged 4 SP:Iteration 27Q (10067.970000 sec): 3 clusters Score: Raw -222449.579194 + Penalty 3668.277918 = -218781.301276 nChanged 6 SP:Iteration 28Q (10067.980000 sec): 3 clusters Score: Raw -222452.455690 + Penalty 3668.277918 = -218784.177772 nChanged 2 SP:Iteration 29Q (10067.980000 sec): 3 clusters Score: Raw -222459.677851 + Penalty 3668.277918 = -218791.399933 nChanged 4 SP:Iteration 30Q (10067.990000 sec): 3 clusters Score: Raw -222463.930300 + Penalty 3668.277918 = -218795.652383 nChanged 3 SP:Iteration 31Q (10068.000000 sec): 3 clusters Score: Raw -222466.590476 + Penalty 3668.277918 = -218798.312558 nChanged 1 SP:Iteration 32Q (10068.000000 sec): 3 clusters Score: Raw -222467.442722 + Penalty 3668.277918 = -218799.164804 nChanged 0 SP:Iteration 33F (10068.010000 sec): 3 clusters Score: Raw -222467.442722 + Penalty 3668.277918 = -218799.164804 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 38 (185 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.020000 sec): 2 clusters Score: Raw -22874.135886 + Penalty 1294.648245 = -21579.487642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.020000 sec): 3 clusters Score: Raw -23186.692288 + Penalty 2589.296489 = -20597.395799 nChanged 14 SP:Iteration 1F (10068.020000 sec): 3 clusters Score: Raw -23255.924247 + Penalty 2589.296489 = -20666.627758 nChanged 8 SP:Iteration 2Q (10068.020000 sec): 3 clusters Score: Raw -23317.117602 + Penalty 2589.296489 = -20727.821113 nChanged 10 SP:Iteration 3F (10068.020000 sec): 3 clusters Score: Raw -23406.216050 + Penalty 2589.296489 = -20816.919561 nChanged 4 SP:Iteration 4Q (10068.020000 sec): 3 clusters Score: Raw -23450.572749 + Penalty 2589.296489 = -20861.276260 nChanged 1 SP:Iteration 5Q (10068.020000 sec): 3 clusters Score: Raw -23462.975333 + Penalty 2589.296489 = -20873.678843 nChanged 1 SP:Iteration 6Q (10068.020000 sec): 3 clusters Score: Raw -23468.576088 + Penalty 2589.296489 = -20879.279599 nChanged 1 SP:Iteration 7Q (10068.020000 sec): 3 clusters Score: Raw -23478.861555 + Penalty 2589.296489 = -20889.565066 nChanged 0 SP:Iteration 8F (10068.020000 sec): 3 clusters Score: Raw -23478.861555 + Penalty 2589.296489 = -20889.565066 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 39 (214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.030000 sec): 2 clusters Score: Raw -31866.268192 + Penalty 1330.762052 = -30535.506140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.030000 sec): 3 clusters Score: Raw -32030.643748 + Penalty 2661.524103 = -29369.119644 nChanged 11 SP:Iteration 1F (10068.030000 sec): 3 clusters Score: Raw -32084.240154 + Penalty 2661.524103 = -29422.716051 nChanged 3 SP:Iteration 2Q (10068.030000 sec): 3 clusters Score: Raw -32099.482000 + Penalty 2661.524103 = -29437.957897 nChanged 0 SP:Iteration 3F (10068.040000 sec): 3 clusters Score: Raw -32099.482000 + Penalty 2661.524103 = -29437.957897 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 40 (1801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.040000 sec): 2 clusters Score: Raw -273825.324277 + Penalty 1859.032142 = -271966.292136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.060000 sec): 3 clusters Score: Raw -273177.338361 + Penalty 3718.064283 = -269459.274078 nChanged 586 SP:Iteration 1F (10068.060000 sec): 3 clusters Score: Raw -273680.601874 + Penalty 3718.064283 = -269962.537591 nChanged 138 SP:Iteration 2F (10068.070000 sec): 3 clusters Score: Raw -273826.435008 + Penalty 3718.064283 = -270108.370724 nChanged 82 SP:Iteration 3Q (10068.080000 sec): 3 clusters Score: Raw -273896.594280 + Penalty 3718.064283 = -270178.529996 nChanged 60 SP:Iteration 4Q (10068.090000 sec): 3 clusters Score: Raw -273951.010810 + Penalty 3718.064283 = -270232.946527 nChanged 50 SP:Iteration 5Q (10068.100000 sec): 3 clusters Score: Raw -274000.475507 + Penalty 3718.064283 = -270282.411223 nChanged 38 SP:Iteration 6Q (10068.110000 sec): 3 clusters Score: Raw -274038.124555 + Penalty 3718.064283 = -270320.060271 nChanged 34 SP:Iteration 7Q (10068.120000 sec): 3 clusters Score: Raw -274071.690951 + Penalty 3718.064283 = -270353.626668 nChanged 29 SP:Iteration 8Q (10068.120000 sec): 3 clusters Score: Raw -274103.000543 + Penalty 3718.064283 = -270384.936260 nChanged 26 SP:Iteration 9Q (10068.140000 sec): 3 clusters Score: Raw -274122.552905 + Penalty 3718.064283 = -270404.488622 nChanged 17 SP:Iteration 10Q (10068.140000 sec): 3 clusters Score: Raw -274134.765476 + Penalty 3718.064283 = -270416.701193 nChanged 11 SP:Iteration 11Q (10068.150000 sec): 3 clusters Score: Raw -274145.747313 + Penalty 3718.064283 = -270427.683030 nChanged 12 SP:Iteration 12Q (10068.160000 sec): 3 clusters Score: Raw -274154.500141 + Penalty 3718.064283 = -270436.435858 nChanged 12 SP:Iteration 13Q (10068.170000 sec): 3 clusters Score: Raw -274166.649065 + Penalty 3718.064283 = -270448.584782 nChanged 14 SP:Iteration 14Q (10068.180000 sec): 3 clusters Score: Raw -274178.599995 + Penalty 3718.064283 = -270460.535712 nChanged 9 SP:Iteration 15Q (10068.190000 sec): 3 clusters Score: Raw -274184.797175 + Penalty 3718.064283 = -270466.732892 nChanged 6 SP:Iteration 16Q (10068.200000 sec): 3 clusters Score: Raw -274190.321838 + Penalty 3718.064283 = -270472.257555 nChanged 6 SP:Iteration 17Q (10068.200000 sec): 3 clusters Score: Raw -274194.722930 + Penalty 3718.064283 = -270476.658647 nChanged 5 SP:Iteration 18Q (10068.210000 sec): 3 clusters Score: Raw -274199.504719 + Penalty 3718.064283 = -270481.440436 nChanged 5 SP:Iteration 19Q (10068.220000 sec): 3 clusters Score: Raw -274203.611594 + Penalty 3718.064283 = -270485.547311 nChanged 7 SP:Iteration 20F (10068.230000 sec): 3 clusters Score: Raw -274208.945607 + Penalty 3718.064283 = -270490.881324 nChanged 5 SP:Iteration 21Q (10068.240000 sec): 3 clusters Score: Raw -274212.602560 + Penalty 3718.064283 = -270494.538276 nChanged 4 SP:Iteration 22Q (10068.250000 sec): 3 clusters Score: Raw -274216.297462 + Penalty 3718.064283 = -270498.233179 nChanged 2 SP:Iteration 23Q (10068.260000 sec): 3 clusters Score: Raw -274218.151805 + Penalty 3718.064283 = -270500.087521 nChanged 1 SP:Iteration 24Q (10068.260000 sec): 3 clusters Score: Raw -274218.657325 + Penalty 3718.064283 = -270500.593042 nChanged 0 SP:Iteration 25F (10068.270000 sec): 3 clusters Score: Raw -274218.657325 + Penalty 3718.064283 = -270500.593042 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 41 (378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.280000 sec): 2 clusters Score: Raw -55320.432447 + Penalty 1471.853761 = -53848.578686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.280000 sec): 3 clusters Score: Raw -55366.608178 + Penalty 2943.707521 = -52422.900657 nChanged 43 SP:Iteration 1F (10068.280000 sec): 3 clusters Score: Raw -55475.401549 + Penalty 2943.707521 = -52531.694028 nChanged 20 SP:Iteration 2F (10068.280000 sec): 3 clusters Score: Raw -55532.755156 + Penalty 2943.707521 = -52589.047635 nChanged 6 SP:Iteration 3Q (10068.290000 sec): 3 clusters Score: Raw -55557.123327 + Penalty 2943.707521 = -52613.415806 nChanged 3 SP:Iteration 4Q (10068.290000 sec): 3 clusters Score: Raw -55567.824682 + Penalty 2943.707521 = -52624.117161 nChanged 1 SP:Iteration 5Q (10068.290000 sec): 3 clusters Score: Raw -55570.441664 + Penalty 2943.707521 = -52626.734143 nChanged 1 SP:Iteration 6Q (10068.290000 sec): 3 clusters Score: Raw -55572.800534 + Penalty 2943.707521 = -52629.093013 nChanged 0 SP:Iteration 7F (10068.300000 sec): 3 clusters Score: Raw -55572.800534 + Penalty 2943.707521 = -52629.093013 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 42 (292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.300000 sec): 2 clusters Score: Raw -42939.328741 + Penalty 1407.834943 = -41531.493798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.300000 sec): 3 clusters Score: Raw -43055.511304 + Penalty 2815.669886 = -40239.841418 nChanged 25 SP:Iteration 1F (10068.300000 sec): 3 clusters Score: Raw -43128.075065 + Penalty 2815.669886 = -40312.405179 nChanged 5 SP:Iteration 2Q (10068.300000 sec): 3 clusters Score: Raw -43150.910214 + Penalty 2815.669886 = -40335.240328 nChanged 4 SP:Iteration 3Q (10068.300000 sec): 3 clusters Score: Raw -43170.143251 + Penalty 2815.669886 = -40354.473365 nChanged 0 SP:Iteration 4F (10068.310000 sec): 3 clusters Score: Raw -43170.143251 + Penalty 2815.669886 = -40354.473365 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 43 (163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.310000 sec): 2 clusters Score: Raw -24562.026949 + Penalty 1263.250050 = -23298.776899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.310000 sec): 3 clusters Score: Raw -24788.925101 + Penalty 2526.500100 = -22262.425001 nChanged 4 SP:Iteration 1Q (10068.310000 sec): 3 clusters Score: Raw -24807.955199 + Penalty 2526.500100 = -22281.455100 nChanged 0 SP:Iteration 2F (10068.310000 sec): 3 clusters Score: Raw -24807.955199 + Penalty 2526.500100 = -22281.455100 nChanged 0 Memory request: 0.00 GB would take us to total of 4.86 GB. Trying to split cluster 44 (190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (10068.320000 sec): 2 clusters Score: Raw -26335.890658 + Penalty 1301.261970 = -25034.628688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (10068.320000 sec): 3 clusters Score: Raw -26568.722172 + Penalty 2602.523940 = -23966.198232 nChanged 11 SP:Iteration 1F (10068.320000 sec): 3 clusters Score: Raw -26637.201469 + Penalty 2602.523940 = -24034.677529 nChanged 6 SP:Iteration 2Q (10068.320000 sec): 3 clusters Score: Raw -26682.136226 + Penalty 2602.523940 = -24079.612286 nChanged 2 SP:Iteration 3Q (10068.320000 sec): 3 clusters Score: Raw -26719.944862 + Penalty 2602.523940 = -24117.420922 nChanged 1 SP:Iteration 4Q (10068.320000 sec): 3 clusters Score: Raw -26724.962509 + Penalty 2602.523940 = -24122.438569 nChanged 0 SP:Iteration 5F (10068.320000 sec): 3 clusters Score: Raw -26724.962509 + Penalty 2602.523940 = -24122.438569 nChanged 0 ------ Evaluating fit on full set of 1951586 points ------ Score: Raw -297435315.525060 + Penalty 158051.076808 = -297277264.448252 Time taken for this iteration:4713.280000 seconds. 21->45 Clusters: Score -297277264.448252, best is -297814902.890924 Main iterations: 0 (time per iteration =inf ms) Total iterations: 23927 (time per iteration =432.255813 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 984932079300.000000 (time per metric unit =10.500810ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 29547962379000.000000 (time per metric unit=350.027007ps) That took 10342.584836 seconds.