FileBase /isis1/Yuta/YutaData/YutaMouse32-150318/YutaMouse32-150318 ElecNo 7 UseFeatures 11111111111100000 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 2.31 and 3.46 GB of RAM. Memory request: 1.15 GB would take us to total of 1.15 GB. ---------------------------------------------------------- Loaded 694882 data points of dimension 12. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 0.39 GB would take us to total of 1.54 GB. ------ Running on subset of 231627 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 16 (10 points): Lose 0.894592 but Gain 562.056204 Iteration 0F (15.780000 sec): 19 clusters Score: Raw -8843883.412459 + Penalty 10117.011667 = -8833766.400792 nChanged 219860 Deleting Class 9 (40 points): Lose 57.723301 but Gain 562.056204 Iteration 1F (22.700000 sec): 18 clusters Score: Raw -12603107.156816 + Penalty 9554.955463 = -12593552.201353 nChanged 38974 Deleting Class 19 (100 points): Lose 314.910782 but Gain 562.056204 Iteration 2F (29.310000 sec): 17 clusters Score: Raw -12909027.319047 + Penalty 8992.899259 = -12900034.419787 nChanged 28885 Iteration 3F (35.680000 sec): 17 clusters Score: Raw -13002005.169338 + Penalty 8992.899259 = -12993012.270079 nChanged 21271 Iteration 4F (41.950000 sec): 17 clusters Score: Raw -13039654.749958 + Penalty 8992.899259 = -13030661.850699 nChanged 14065 Iteration 5F (47.590000 sec): 17 clusters Score: Raw -13060338.667751 + Penalty 8992.899259 = -13051345.768492 nChanged 9900 Iteration 6Q (52.770000 sec): 17 clusters Score: Raw -13072264.887098 + Penalty 8992.899259 = -13063271.987838 nChanged 7382 Deleting Class 18 (299 points): Lose 391.734702 but Gain 562.056204 Iteration 7Q (57.220000 sec): 16 clusters Score: Raw -13078860.831648 + Penalty 8430.843056 = -13070429.988592 nChanged 5811 Iteration 8Q (60.980000 sec): 16 clusters Score: Raw -13083977.652209 + Penalty 8430.843056 = -13075546.809153 nChanged 3989 Iteration 9Q (64.950000 sec): 16 clusters Score: Raw -13086513.153950 + Penalty 8430.843056 = -13078082.310894 nChanged 3088 Iteration 10Q (69.310000 sec): 16 clusters Score: Raw -13087745.411406 + Penalty 8430.843056 = -13079314.568351 nChanged 2239 Iteration 11Q (74.130000 sec): 16 clusters Score: Raw -13088395.744076 + Penalty 8430.843056 = -13079964.901020 nChanged 1620 Iteration 12Q (79.170000 sec): 16 clusters Score: Raw -13088752.448355 + Penalty 8430.843056 = -13080321.605299 nChanged 1195 Iteration 13Q (85.730000 sec): 16 clusters Score: Raw -13088948.377306 + Penalty 8430.843056 = -13080517.534250 nChanged 876 Iteration 14Q (89.600000 sec): 16 clusters Score: Raw -13089067.158918 + Penalty 8430.843056 = -13080636.315862 nChanged 670 Iteration 15Q (93.670000 sec): 16 clusters Score: Raw -13089174.007800 + Penalty 8430.843056 = -13080743.164744 nChanged 552 Iteration 16Q (98.120000 sec): 16 clusters Score: Raw -13089233.241459 + Penalty 8430.843056 = -13080802.398403 nChanged 431 Iteration 17Q (102.080000 sec): 16 clusters Score: Raw -13089268.283059 + Penalty 8430.843056 = -13080837.440003 nChanged 308 Iteration 18Q (105.890000 sec): 16 clusters Score: Raw -13089286.786444 + Penalty 8430.843056 = -13080855.943388 nChanged 232 Iteration 19Q (109.730000 sec): 16 clusters Score: Raw -13089300.698142 + Penalty 8430.843056 = -13080869.855086 nChanged 206 Writing temp clu file Because OldScore, -13080855.943388, is greater than current (better) Score,-13080869.855086 Compute initial score before splitting: Score: Raw -13089300.698142 + Penalty 8430.843056 = -13080869.855086 Memory request: 0.01 GB would take us to total of 1.55 GB. Trying to split cluster 1 (3525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (109.900000 sec): 2 clusters Score: Raw -188638.189819 + Penalty 371.627425 = -188266.562394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.040000 sec): 3 clusters Score: Raw -186607.313979 + Penalty 743.254850 = -185864.059129 nChanged 1581 SP:Iteration 1F (110.240000 sec): 3 clusters Score: Raw -187907.409370 + Penalty 743.254850 = -187164.154520 nChanged 311 SP:Iteration 2F (110.430000 sec): 3 clusters Score: Raw -188187.881097 + Penalty 743.254850 = -187444.626247 nChanged 305 SP:Iteration 3F (110.600000 sec): 3 clusters Score: Raw -188604.041513 + Penalty 743.254850 = -187860.786663 nChanged 329 SP:Iteration 4F (110.770000 sec): 3 clusters Score: Raw -189207.734811 + Penalty 743.254850 = -188464.479961 nChanged 278 SP:Iteration 5F (110.930000 sec): 3 clusters Score: Raw -189724.001825 + Penalty 743.254850 = -188980.746975 nChanged 152 SP:Iteration 6Q (111.130000 sec): 3 clusters Score: Raw -189885.485263 + Penalty 743.254850 = -189142.230413 nChanged 83 SP:Iteration 7Q (111.330000 sec): 3 clusters Score: Raw -189944.504080 + Penalty 743.254850 = -189201.249230 nChanged 51 SP:Iteration 8Q (111.490000 sec): 3 clusters Score: Raw -190004.010815 + Penalty 743.254850 = -189260.755965 nChanged 55 SP:Iteration 9Q (111.660000 sec): 3 clusters Score: Raw -190071.273097 + Penalty 743.254850 = -189328.018246 nChanged 46 SP:Iteration 10Q (111.890000 sec): 3 clusters Score: Raw -190103.054688 + Penalty 743.254850 = -189359.799837 nChanged 22 SP:Iteration 11Q (112.100000 sec): 3 clusters Score: Raw -190110.967622 + Penalty 743.254850 = -189367.712772 nChanged 16 SP:Iteration 12Q (112.270000 sec): 3 clusters Score: Raw -190115.636182 + Penalty 743.254850 = -189372.381332 nChanged 14 SP:Iteration 13Q (112.460000 sec): 3 clusters Score: Raw -190119.023213 + Penalty 743.254850 = -189375.768363 nChanged 6 SP:Iteration 14Q (112.680000 sec): 3 clusters Score: Raw -190119.987582 + Penalty 743.254850 = -189376.732732 nChanged 5 SP:Iteration 15Q (112.830000 sec): 3 clusters Score: Raw -190121.165314 + Penalty 743.254850 = -189377.910464 nChanged 4 SP:Iteration 16Q (113.040000 sec): 3 clusters Score: Raw -190122.131179 + Penalty 743.254850 = -189378.876329 nChanged 4 SP:Iteration 17Q (113.220000 sec): 3 clusters Score: Raw -190122.865161 + Penalty 743.254850 = -189379.610311 nChanged 2 SP:Iteration 18Q (113.410000 sec): 3 clusters Score: Raw -190123.066131 + Penalty 743.254850 = -189379.811281 nChanged 1 SP:Iteration 19Q (113.610000 sec): 3 clusters Score: Raw -190123.121751 + Penalty 743.254850 = -189379.866900 nChanged 0 SP:Iteration 20F (113.800000 sec): 3 clusters Score: Raw -190123.121751 + Penalty 743.254850 = -189379.866900 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 9. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (164359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (114.530000 sec): 2 clusters Score: Raw -9720136.151326 + Penalty 546.446279 = -9719589.705046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (115.120000 sec): 3 clusters Score: Raw -9609285.155168 + Penalty 1092.892559 = -9608192.262609 nChanged 80957 SP:Iteration 1F (115.630000 sec): 3 clusters Score: Raw -9659764.979229 + Penalty 1092.892559 = -9658672.086670 nChanged 7322 SP:Iteration 2Q (116.130000 sec): 3 clusters Score: Raw -9662712.043177 + Penalty 1092.892559 = -9661619.150618 nChanged 8296 SP:Iteration 3F (116.670000 sec): 3 clusters Score: Raw -9666732.135658 + Penalty 1092.892559 = -9665639.243099 nChanged 9106 SP:Iteration 4F (117.340000 sec): 3 clusters Score: Raw -9671991.583175 + Penalty 1092.892559 = -9670898.690616 nChanged 9429 SP:Iteration 5F (118.020000 sec): 3 clusters Score: Raw -9678503.762115 + Penalty 1092.892559 = -9677410.869556 nChanged 9572 SP:Iteration 6F (118.730000 sec): 3 clusters Score: Raw -9685933.053920 + Penalty 1092.892559 = -9684840.161361 nChanged 8452 SP:Iteration 7F (119.420000 sec): 3 clusters Score: Raw -9692097.098705 + Penalty 1092.892559 = -9691004.206146 nChanged 6482 SP:Iteration 8Q (120.090000 sec): 3 clusters Score: Raw -9695603.463379 + Penalty 1092.892559 = -9694510.570820 nChanged 4538 SP:Iteration 9Q (120.800000 sec): 3 clusters Score: Raw -9697578.630562 + Penalty 1092.892559 = -9696485.738003 nChanged 3727 SP:Iteration 10Q (121.480000 sec): 3 clusters Score: Raw -9699070.095732 + Penalty 1092.892559 = -9697977.203173 nChanged 3624 SP:Iteration 11Q (122.190000 sec): 3 clusters Score: Raw -9700533.382511 + Penalty 1092.892559 = -9699440.489952 nChanged 3695 SP:Iteration 12Q (122.850000 sec): 3 clusters Score: Raw -9702070.628261 + Penalty 1092.892559 = -9700977.735702 nChanged 3765 SP:Iteration 13Q (123.650000 sec): 3 clusters Score: Raw -9703718.307356 + Penalty 1092.892559 = -9702625.414797 nChanged 3685 SP:Iteration 14Q (124.450000 sec): 3 clusters Score: Raw -9705417.740980 + Penalty 1092.892559 = -9704324.848421 nChanged 3679 SP:Iteration 15Q (125.180000 sec): 3 clusters Score: Raw -9707274.448077 + Penalty 1092.892559 = -9706181.555519 nChanged 3638 SP:Iteration 16Q (125.840000 sec): 3 clusters Score: Raw -9709270.144865 + Penalty 1092.892559 = -9708177.252306 nChanged 3499 SP:Iteration 17Q (126.550000 sec): 3 clusters Score: Raw -9711353.645081 + Penalty 1092.892559 = -9710260.752522 nChanged 3300 SP:Iteration 18Q (127.160000 sec): 3 clusters Score: Raw -9713468.801324 + Penalty 1092.892559 = -9712375.908765 nChanged 2975 SP:Iteration 19Q (127.780000 sec): 3 clusters Score: Raw -9715461.215168 + Penalty 1092.892559 = -9714368.322609 nChanged 2418 SP:Iteration 20F (128.400000 sec): 3 clusters Score: Raw -9717093.947884 + Penalty 1092.892559 = -9716001.055325 nChanged 1877 SP:Iteration 21Q (128.990000 sec): 3 clusters Score: Raw -9718330.841629 + Penalty 1092.892559 = -9717237.949070 nChanged 1436 SP:Iteration 22Q (129.630000 sec): 3 clusters Score: Raw -9719228.548312 + Penalty 1092.892559 = -9718135.655753 nChanged 998 SP:Iteration 23Q (130.370000 sec): 3 clusters Score: Raw -9719773.345077 + Penalty 1092.892559 = -9718680.452519 nChanged 683 SP:Iteration 24Q (131.050000 sec): 3 clusters Score: Raw -9720082.836503 + Penalty 1092.892559 = -9718989.943944 nChanged 452 SP:Iteration 25Q (131.830000 sec): 3 clusters Score: Raw -9720262.202942 + Penalty 1092.892559 = -9719169.310383 nChanged 359 SP:Iteration 26Q (132.550000 sec): 3 clusters Score: Raw -9720391.442615 + Penalty 1092.892559 = -9719298.550057 nChanged 257 SP:Iteration 27Q (133.230000 sec): 3 clusters Score: Raw -9720472.040002 + Penalty 1092.892559 = -9719379.147443 nChanged 199 SP:Iteration 28Q (133.850000 sec): 3 clusters Score: Raw -9720528.361616 + Penalty 1092.892559 = -9719435.469057 nChanged 156 SP:Iteration 29Q (134.480000 sec): 3 clusters Score: Raw -9720568.667532 + Penalty 1092.892559 = -9719475.774973 nChanged 122 SP:Iteration 30Q (135.130000 sec): 3 clusters Score: Raw -9720595.586353 + Penalty 1092.892559 = -9719502.693794 nChanged 95 SP:Iteration 31Q (135.760000 sec): 3 clusters Score: Raw -9720617.388725 + Penalty 1092.892559 = -9719524.496167 nChanged 76 SP:Iteration 32Q (136.420000 sec): 3 clusters Score: Raw -9720633.751982 + Penalty 1092.892559 = -9719540.859423 nChanged 68 SP:Iteration 33Q (137.180000 sec): 3 clusters Score: Raw -9720649.932693 + Penalty 1092.892559 = -9719557.040134 nChanged 66 SP:Iteration 34Q (137.950000 sec): 3 clusters Score: Raw -9720668.040671 + Penalty 1092.892559 = -9719575.148113 nChanged 57 SP:Iteration 35Q (138.620000 sec): 3 clusters Score: Raw -9720682.037913 + Penalty 1092.892559 = -9719589.145355 nChanged 53 SP:Iteration 36Q (139.320000 sec): 3 clusters Score: Raw -9720690.522944 + Penalty 1092.892559 = -9719597.630385 nChanged 46 SP:Iteration 37Q (140.000000 sec): 3 clusters Score: Raw -9720700.198455 + Penalty 1092.892559 = -9719607.305897 nChanged 46 SP:Iteration 38Q (140.730000 sec): 3 clusters Score: Raw -9720708.993306 + Penalty 1092.892559 = -9719616.100748 nChanged 44 SP:Iteration 39Q (141.500000 sec): 3 clusters Score: Raw -9720715.499314 + Penalty 1092.892559 = -9719622.606755 nChanged 42 SP:Iteration 40F (142.280000 sec): 3 clusters Score: Raw -9720719.829238 + Penalty 1092.892559 = -9719626.936679 nChanged 31 SP:Iteration 41Q (143.120000 sec): 3 clusters Score: Raw -9720722.789327 + Penalty 1092.892559 = -9719629.896769 nChanged 22 SP:Iteration 42Q (143.970000 sec): 3 clusters Score: Raw -9720724.246493 + Penalty 1092.892559 = -9719631.353934 nChanged 10 SP:Iteration 43Q (144.780000 sec): 3 clusters Score: Raw -9720725.095686 + Penalty 1092.892559 = -9719632.203127 nChanged 11 SP:Iteration 44Q (145.530000 sec): 3 clusters Score: Raw -9720726.106845 + Penalty 1092.892559 = -9719633.214287 nChanged 13 SP:Iteration 45Q (146.240000 sec): 3 clusters Score: Raw -9720727.690499 + Penalty 1092.892559 = -9719634.797940 nChanged 10 SP:Iteration 46Q (146.950000 sec): 3 clusters Score: Raw -9720728.803624 + Penalty 1092.892559 = -9719635.911065 nChanged 10 SP:Iteration 47Q (147.710000 sec): 3 clusters Score: Raw -9720729.641523 + Penalty 1092.892559 = -9719636.748965 nChanged 6 SP:Iteration 48Q (148.440000 sec): 3 clusters Score: Raw -9720730.271032 + Penalty 1092.892559 = -9719637.378474 nChanged 10 SP:Iteration 49Q (149.190000 sec): 3 clusters Score: Raw -9720730.852256 + Penalty 1092.892559 = -9719637.959697 nChanged 10 SP:Iteration 50Q (149.910000 sec): 3 clusters Score: Raw -9720731.435179 + Penalty 1092.892559 = -9719638.542620 nChanged 4 SP:Iteration 51Q (150.630000 sec): 3 clusters Score: Raw -9720731.881070 + Penalty 1092.892559 = -9719638.988512 nChanged 4 SP:Iteration 52Q (151.330000 sec): 3 clusters Score: Raw -9720732.186235 + Penalty 1092.892559 = -9719639.293676 nChanged 3 SP:Iteration 53Q (151.980000 sec): 3 clusters Score: Raw -9720732.370858 + Penalty 1092.892559 = -9719639.478299 nChanged 3 SP:Iteration 54Q (152.620000 sec): 3 clusters Score: Raw -9720732.647162 + Penalty 1092.892559 = -9719639.754603 nChanged 4 SP:Iteration 55Q (153.210000 sec): 3 clusters Score: Raw -9720732.780815 + Penalty 1092.892559 = -9719639.888256 nChanged 2 SP:Iteration 56Q (153.820000 sec): 3 clusters Score: Raw -9720732.854663 + Penalty 1092.892559 = -9719639.962104 nChanged 1 SP:Iteration 57Q (154.540000 sec): 3 clusters Score: Raw -9720733.047069 + Penalty 1092.892559 = -9719640.154510 nChanged 3 SP:Iteration 58Q (155.200000 sec): 3 clusters Score: Raw -9720733.353079 + Penalty 1092.892559 = -9719640.460520 nChanged 6 SP:Iteration 59Q (155.900000 sec): 3 clusters Score: Raw -9720733.701727 + Penalty 1092.892559 = -9719640.809168 nChanged 5 SP:Iteration 60F (156.560000 sec): 3 clusters Score: Raw -9720734.272667 + Penalty 1092.892559 = -9719641.380108 nChanged 6 SP:Iteration 61Q (157.200000 sec): 3 clusters Score: Raw -9720734.859060 + Penalty 1092.892559 = -9719641.966501 nChanged 8 SP:Iteration 62Q (157.910000 sec): 3 clusters Score: Raw -9720735.343624 + Penalty 1092.892559 = -9719642.451065 nChanged 4 SP:Iteration 63Q (158.540000 sec): 3 clusters Score: Raw -9720735.480482 + Penalty 1092.892559 = -9719642.587923 nChanged 4 SP:Iteration 64Q (159.150000 sec): 3 clusters Score: Raw -9720735.533280 + Penalty 1092.892559 = -9719642.640721 nChanged 1 SP:Iteration 65Q (159.780000 sec): 3 clusters Score: Raw -9720735.552959 + Penalty 1092.892559 = -9719642.660400 nChanged 2 SP:Iteration 66Q (160.520000 sec): 3 clusters Score: Raw -9720735.687298 + Penalty 1092.892559 = -9719642.794739 nChanged 3 SP:Iteration 67Q (161.180000 sec): 3 clusters Score: Raw -9720735.854224 + Penalty 1092.892559 = -9719642.961665 nChanged 2 SP:Iteration 68Q (161.790000 sec): 3 clusters Score: Raw -9720736.126001 + Penalty 1092.892559 = -9719643.233442 nChanged 2 SP:Iteration 69Q (162.500000 sec): 3 clusters Score: Raw -9720736.397589 + Penalty 1092.892559 = -9719643.505030 nChanged 2 SP:Iteration 70Q (163.190000 sec): 3 clusters Score: Raw -9720736.638491 + Penalty 1092.892559 = -9719643.745932 nChanged 5 SP:Iteration 71Q (163.800000 sec): 3 clusters Score: Raw -9720736.889981 + Penalty 1092.892559 = -9719643.997422 nChanged 3 SP:Iteration 72Q (164.350000 sec): 3 clusters Score: Raw -9720737.125243 + Penalty 1092.892559 = -9719644.232684 nChanged 2 SP:Iteration 73Q (165.010000 sec): 3 clusters Score: Raw -9720737.192430 + Penalty 1092.892559 = -9719644.299871 nChanged 2 SP:Iteration 74Q (165.760000 sec): 3 clusters Score: Raw -9720737.329014 + Penalty 1092.892559 = -9719644.436455 nChanged 1 SP:Iteration 75Q (166.530000 sec): 3 clusters Score: Raw -9720737.369612 + Penalty 1092.892559 = -9719644.477053 nChanged 0 SP:Iteration 76F (167.380000 sec): 3 clusters Score: Raw -9720737.369612 + Penalty 1092.892559 = -9719644.477053 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 16. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.530000 sec): 2 clusters Score: Raw -42385.832080 + Penalty 307.228302 = -42078.603778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.720000 sec): 3 clusters Score: Raw -41991.196492 + Penalty 614.456604 = -41376.739888 nChanged 363 SP:Iteration 1F (167.890000 sec): 3 clusters Score: Raw -42519.969389 + Penalty 614.456604 = -41905.512785 nChanged 123 SP:Iteration 2F (168.080000 sec): 3 clusters Score: Raw -42894.644377 + Penalty 614.456604 = -42280.187773 nChanged 97 SP:Iteration 3F (168.250000 sec): 3 clusters Score: Raw -43276.856850 + Penalty 614.456604 = -42662.400246 nChanged 53 SP:Iteration 4F (168.420000 sec): 3 clusters Score: Raw -43595.219262 + Penalty 614.456604 = -42980.762657 nChanged 45 SP:Iteration 5F (168.560000 sec): 3 clusters Score: Raw -44054.805956 + Penalty 614.456604 = -43440.349352 nChanged 11 SP:Iteration 6Q (168.690000 sec): 3 clusters Score: Raw -44153.355695 + Penalty 614.456604 = -43538.899091 nChanged 12 SP:Iteration 7Q (168.820000 sec): 3 clusters Score: Raw -44199.191368 + Penalty 614.456604 = -43584.734764 nChanged 4 SP:Iteration 8Q (168.960000 sec): 3 clusters Score: Raw -44206.121377 + Penalty 614.456604 = -43591.664773 nChanged 3 SP:Iteration 9Q (169.080000 sec): 3 clusters Score: Raw -44207.818338 + Penalty 614.456604 = -43593.361733 nChanged 1 SP:Iteration 10Q (169.220000 sec): 3 clusters Score: Raw -44208.141087 + Penalty 614.456604 = -43593.684483 nChanged 2 SP:Iteration 11Q (169.350000 sec): 3 clusters Score: Raw -44209.486732 + Penalty 614.456604 = -43595.030127 nChanged 2 SP:Iteration 12Q (169.460000 sec): 3 clusters Score: Raw -44211.236614 + Penalty 614.456604 = -43596.780010 nChanged 1 SP:Iteration 13Q (169.620000 sec): 3 clusters Score: Raw -44211.934711 + Penalty 614.456604 = -43597.478107 nChanged 1 SP:Iteration 14Q (169.790000 sec): 3 clusters Score: Raw -44212.622543 + Penalty 614.456604 = -43598.165939 nChanged 2 SP:Iteration 15Q (169.880000 sec): 3 clusters Score: Raw -44214.772656 + Penalty 614.456604 = -43600.316052 nChanged 3 SP:Iteration 16Q (170.020000 sec): 3 clusters Score: Raw -44217.323362 + Penalty 614.456604 = -43602.866758 nChanged 2 SP:Iteration 17Q (170.160000 sec): 3 clusters Score: Raw -44218.051953 + Penalty 614.456604 = -43603.595348 nChanged 0 SP:Iteration 18F (170.300000 sec): 3 clusters Score: Raw -44218.051953 + Penalty 614.456604 = -43603.595348 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 18. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 4 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (170.380000 sec): 2 clusters Score: Raw -17019.641871 + Penalty 272.497744 = -16747.144127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (170.510000 sec): 3 clusters Score: Raw -16973.280501 + Penalty 544.995489 = -16428.285012 nChanged 155 SP:Iteration 1F (170.640000 sec): 3 clusters Score: Raw -17261.611941 + Penalty 544.995489 = -16716.616453 nChanged 34 SP:Iteration 2F (170.820000 sec): 3 clusters Score: Raw -17343.437102 + Penalty 544.995489 = -16798.441613 nChanged 22 SP:Iteration 3F (170.950000 sec): 3 clusters Score: Raw -17413.149528 + Penalty 544.995489 = -16868.154039 nChanged 19 SP:Iteration 4Q (171.150000 sec): 3 clusters Score: Raw -17472.631499 + Penalty 544.995489 = -16927.636011 nChanged 14 SP:Iteration 5Q (171.260000 sec): 3 clusters Score: Raw -17518.836292 + Penalty 544.995489 = -16973.840804 nChanged 12 SP:Iteration 6Q (171.390000 sec): 3 clusters Score: Raw -17532.086014 + Penalty 544.995489 = -16987.090525 nChanged 7 SP:Iteration 7Q (171.520000 sec): 3 clusters Score: Raw -17540.690036 + Penalty 544.995489 = -16995.694547 nChanged 7 SP:Iteration 8Q (171.660000 sec): 3 clusters Score: Raw -17548.573211 + Penalty 544.995489 = -17003.577722 nChanged 4 SP:Iteration 9Q (171.790000 sec): 3 clusters Score: Raw -17551.231533 + Penalty 544.995489 = -17006.236044 nChanged 6 SP:Iteration 10Q (171.920000 sec): 3 clusters Score: Raw -17553.968111 + Penalty 544.995489 = -17008.972622 nChanged 2 SP:Iteration 11Q (172.020000 sec): 3 clusters Score: Raw -17555.398583 + Penalty 544.995489 = -17010.403094 nChanged 2 SP:Iteration 12Q (172.190000 sec): 3 clusters Score: Raw -17557.255676 + Penalty 544.995489 = -17012.260187 nChanged 1 SP:Iteration 13Q (172.350000 sec): 3 clusters Score: Raw -17558.139900 + Penalty 544.995489 = -17013.144411 nChanged 1 SP:Iteration 14Q (172.500000 sec): 3 clusters Score: Raw -17560.805989 + Penalty 544.995489 = -17015.810500 nChanged 1 SP:Iteration 15Q (172.670000 sec): 3 clusters Score: Raw -17562.689276 + Penalty 544.995489 = -17017.693787 nChanged 1 SP:Iteration 16Q (172.830000 sec): 3 clusters Score: Raw -17563.209788 + Penalty 544.995489 = -17018.214299 nChanged 1 SP:Iteration 17Q (173.000000 sec): 3 clusters Score: Raw -17563.604190 + Penalty 544.995489 = -17018.608701 nChanged 0 SP:Iteration 18F (173.140000 sec): 3 clusters Score: Raw -17563.604190 + Penalty 544.995489 = -17018.608701 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 19. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 5 (15715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.320000 sec): 2 clusters Score: Raw -974260.064345 + Penalty 439.637878 = -973820.426467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.500000 sec): 3 clusters Score: Raw -964485.502935 + Penalty 879.275756 = -963606.227179 nChanged 7400 SP:Iteration 1F (173.770000 sec): 3 clusters Score: Raw -969982.095803 + Penalty 879.275756 = -969102.820046 nChanged 1565 SP:Iteration 2F (174.000000 sec): 3 clusters Score: Raw -971485.079582 + Penalty 879.275756 = -970605.803825 nChanged 1382 SP:Iteration 3F (174.190000 sec): 3 clusters Score: Raw -972838.083313 + Penalty 879.275756 = -971958.807556 nChanged 1050 SP:Iteration 4F (174.430000 sec): 3 clusters Score: Raw -973832.022712 + Penalty 879.275756 = -972952.746956 nChanged 793 SP:Iteration 5F (174.680000 sec): 3 clusters Score: Raw -974399.720612 + Penalty 879.275756 = -973520.444855 nChanged 558 SP:Iteration 6Q (174.880000 sec): 3 clusters Score: Raw -974819.769358 + Penalty 879.275756 = -973940.493601 nChanged 449 SP:Iteration 7Q (175.090000 sec): 3 clusters Score: Raw -975181.868704 + Penalty 879.275756 = -974302.592947 nChanged 414 SP:Iteration 8Q (175.340000 sec): 3 clusters Score: Raw -975647.531565 + Penalty 879.275756 = -974768.255809 nChanged 422 SP:Iteration 9Q (175.530000 sec): 3 clusters Score: Raw -976267.308092 + Penalty 879.275756 = -975388.032336 nChanged 373 SP:Iteration 10Q (175.810000 sec): 3 clusters Score: Raw -976863.511114 + Penalty 879.275756 = -975984.235357 nChanged 253 SP:Iteration 11Q (176.030000 sec): 3 clusters Score: Raw -977078.691070 + Penalty 879.275756 = -976199.415313 nChanged 100 SP:Iteration 12Q (176.250000 sec): 3 clusters Score: Raw -977108.721474 + Penalty 879.275756 = -976229.445718 nChanged 47 SP:Iteration 13Q (176.480000 sec): 3 clusters Score: Raw -977116.155019 + Penalty 879.275756 = -976236.879262 nChanged 22 SP:Iteration 14Q (176.730000 sec): 3 clusters Score: Raw -977118.773837 + Penalty 879.275756 = -976239.498080 nChanged 20 SP:Iteration 15Q (176.980000 sec): 3 clusters Score: Raw -977120.396481 + Penalty 879.275756 = -976241.120724 nChanged 12 SP:Iteration 16Q (177.210000 sec): 3 clusters Score: Raw -977121.225413 + Penalty 879.275756 = -976241.949657 nChanged 6 SP:Iteration 17Q (177.390000 sec): 3 clusters Score: Raw -977121.456069 + Penalty 879.275756 = -976242.180313 nChanged 7 SP:Iteration 18Q (177.630000 sec): 3 clusters Score: Raw -977121.785810 + Penalty 879.275756 = -976242.510054 nChanged 7 SP:Iteration 19Q (177.870000 sec): 3 clusters Score: Raw -977122.173278 + Penalty 879.275756 = -976242.897522 nChanged 3 SP:Iteration 20F (178.110000 sec): 3 clusters Score: Raw -977122.292990 + Penalty 879.275756 = -976243.017233 nChanged 1 SP:Iteration 21Q (178.300000 sec): 3 clusters Score: Raw -977122.316221 + Penalty 879.275756 = -976243.040464 nChanged 0 SP:Iteration 22F (178.560000 sec): 3 clusters Score: Raw -977122.316221 + Penalty 879.275756 = -976243.040464 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 1.55 GB. Trying to split cluster 6 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (178.720000 sec): 2 clusters Score: Raw -11545.398861 + Penalty 251.408109 = -11293.990752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (178.900000 sec): 3 clusters Score: Raw -11544.770729 + Penalty 502.816217 = -11041.954512 nChanged 82 SP:Iteration 1F (179.110000 sec): 3 clusters Score: Raw -11791.199241 + Penalty 502.816217 = -11288.383023 nChanged 30 SP:Iteration 2F (179.320000 sec): 3 clusters Score: Raw -11905.866665 + Penalty 502.816217 = -11403.050448 nChanged 13 SP:Iteration 3F (179.500000 sec): 3 clusters Score: Raw -11989.459622 + Penalty 502.816217 = -11486.643405 nChanged 8 SP:Iteration 4Q (179.690000 sec): 3 clusters Score: Raw -12031.351182 + Penalty 502.816217 = -11528.534965 nChanged 10 SP:Iteration 5Q (179.870000 sec): 3 clusters Score: Raw -12079.343136 + Penalty 502.816217 = -11576.526918 nChanged 13 SP:Iteration 6F (179.990000 sec): 3 clusters Score: Raw -12151.531824 + Penalty 502.816217 = -11648.715606 nChanged 8 SP:Iteration 7Q (180.090000 sec): 3 clusters Score: Raw -12177.336663 + Penalty 502.816217 = -11674.520446 nChanged 2 SP:Iteration 8Q (180.250000 sec): 3 clusters Score: Raw -12182.902174 + Penalty 502.816217 = -11680.085956 nChanged 1 SP:Iteration 9Q (180.420000 sec): 3 clusters Score: Raw -12183.881903 + Penalty 502.816217 = -11681.065686 nChanged 0 SP:Iteration 10F (180.560000 sec): 3 clusters Score: Raw -12183.881903 + Penalty 502.816217 = -11681.065686 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 1.55 GB. Trying to split cluster 7 (275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (180.650000 sec): 2 clusters Score: Raw -12827.417716 + Penalty 255.563085 = -12571.854631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (180.840000 sec): 3 clusters Score: Raw -12777.448258 + Penalty 511.126170 = -12266.322088 nChanged 101 SP:Iteration 1F (181.050000 sec): 3 clusters Score: Raw -13104.116744 + Penalty 511.126170 = -12592.990574 nChanged 37 SP:Iteration 2F (181.260000 sec): 3 clusters Score: Raw -13278.476478 + Penalty 511.126170 = -12767.350308 nChanged 15 SP:Iteration 3F (181.440000 sec): 3 clusters Score: Raw -13437.102981 + Penalty 511.126170 = -12925.976812 nChanged 8 SP:Iteration 4Q (181.590000 sec): 3 clusters Score: Raw -13496.320536 + Penalty 511.126170 = -12985.194366 nChanged 7 SP:Iteration 5Q (181.840000 sec): 3 clusters Score: Raw -13525.549772 + Penalty 511.126170 = -13014.423602 nChanged 3 SP:Iteration 6Q (182.010000 sec): 3 clusters Score: Raw -13568.126984 + Penalty 511.126170 = -13057.000814 nChanged 5 SP:Iteration 7Q (182.150000 sec): 3 clusters Score: Raw -13612.789693 + Penalty 511.126170 = -13101.663524 nChanged 3 SP:Iteration 8Q (182.340000 sec): 3 clusters Score: Raw -13640.401556 + Penalty 511.126170 = -13129.275387 nChanged 2 SP:Iteration 9Q (182.530000 sec): 3 clusters Score: Raw -13688.076057 + Penalty 511.126170 = -13176.949887 nChanged 2 SP:Iteration 10Q (182.710000 sec): 3 clusters Score: Raw -13730.771904 + Penalty 511.126170 = -13219.645734 nChanged 2 SP:Iteration 11Q (182.900000 sec): 3 clusters Score: Raw -13741.822853 + Penalty 511.126170 = -13230.696683 nChanged 0 SP:Iteration 12F (183.040000 sec): 3 clusters Score: Raw -13775.207529 + Penalty 511.126170 = -13264.081359 nChanged 1 SP:Iteration 13Q (183.250000 sec): 3 clusters Score: Raw -13823.221137 + Penalty 511.126170 = -13312.094968 nChanged 1 SP:Iteration 14Q (183.390000 sec): 3 clusters Score: Raw -13838.038822 + Penalty 511.126170 = -13326.912653 nChanged 2 SP:Iteration 15Q (183.530000 sec): 3 clusters Score: Raw -13847.847453 + Penalty 511.126170 = -13336.721283 nChanged 0 SP:Iteration 16F (183.700000 sec): 3 clusters Score: Raw -13847.847453 + Penalty 511.126170 = -13336.721283 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 1.55 GB. Trying to split cluster 8 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.800000 sec): 2 clusters Score: Raw -65501.005507 + Penalty 324.890613 = -65176.114893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.930000 sec): 3 clusters Score: Raw -64906.129456 + Penalty 649.781227 = -64256.348229 nChanged 491 SP:Iteration 1F (184.050000 sec): 3 clusters Score: Raw -65254.582491 + Penalty 649.781227 = -64604.801264 nChanged 114 SP:Iteration 2F (184.180000 sec): 3 clusters Score: Raw -65369.784255 + Penalty 649.781227 = -64720.003028 nChanged 94 SP:Iteration 3F (184.310000 sec): 3 clusters Score: Raw -65475.329885 + Penalty 649.781227 = -64825.548658 nChanged 91 SP:Iteration 4F (184.490000 sec): 3 clusters Score: Raw -65596.176698 + Penalty 649.781227 = -64946.395471 nChanged 94 SP:Iteration 5F (184.630000 sec): 3 clusters Score: Raw -65802.829739 + Penalty 649.781227 = -65153.048512 nChanged 89 SP:Iteration 6F (184.790000 sec): 3 clusters Score: Raw -66023.442287 + Penalty 649.781227 = -65373.661060 nChanged 67 SP:Iteration 7F (184.910000 sec): 3 clusters Score: Raw -66186.173301 + Penalty 649.781227 = -65536.392074 nChanged 53 SP:Iteration 8Q (185.030000 sec): 3 clusters Score: Raw -66321.325733 + Penalty 649.781227 = -65671.544506 nChanged 47 SP:Iteration 9Q (185.160000 sec): 3 clusters Score: Raw -66475.072472 + Penalty 649.781227 = -65825.291245 nChanged 45 SP:Iteration 10Q (185.290000 sec): 3 clusters Score: Raw -66615.146677 + Penalty 649.781227 = -65965.365450 nChanged 40 SP:Iteration 11Q (185.420000 sec): 3 clusters Score: Raw -66732.383420 + Penalty 649.781227 = -66082.602193 nChanged 19 SP:Iteration 12Q (185.550000 sec): 3 clusters Score: Raw -66826.679009 + Penalty 649.781227 = -66176.897782 nChanged 9 SP:Iteration 13Q (185.670000 sec): 3 clusters Score: Raw -66889.571496 + Penalty 649.781227 = -66239.790269 nChanged 3 SP:Iteration 14Q (185.810000 sec): 3 clusters Score: Raw -66915.225023 + Penalty 649.781227 = -66265.443796 nChanged 2 SP:Iteration 15Q (186.030000 sec): 3 clusters Score: Raw -66946.029704 + Penalty 649.781227 = -66296.248477 nChanged 5 SP:Iteration 16Q (186.120000 sec): 3 clusters Score: Raw -66969.813098 + Penalty 649.781227 = -66320.031871 nChanged 1 SP:Iteration 17Q (186.250000 sec): 3 clusters Score: Raw -66986.067920 + Penalty 649.781227 = -66336.286693 nChanged 0 SP:Iteration 18F (186.390000 sec): 3 clusters Score: Raw -67007.256258 + Penalty 649.781227 = -66357.475031 nChanged 4 SP:Iteration 19Q (186.520000 sec): 3 clusters Score: Raw -67027.126345 + Penalty 649.781227 = -66377.345118 nChanged 2 SP:Iteration 20F (186.650000 sec): 3 clusters Score: Raw -67032.787748 + Penalty 649.781227 = -66383.006521 nChanged 2 SP:Iteration 21Q (186.780000 sec): 3 clusters Score: Raw -67034.264724 + Penalty 649.781227 = -66384.483497 nChanged 0 SP:Iteration 22F (186.910000 sec): 3 clusters Score: Raw -67034.264724 + Penalty 649.781227 = -66384.483497 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 1.55 GB. Trying to split cluster 10 (12163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (187.030000 sec): 2 clusters Score: Raw -703413.568555 + Penalty 427.980000 = -702985.588555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (187.240000 sec): 3 clusters Score: Raw -695678.226221 + Penalty 855.959999 = -694822.266222 nChanged 5748 SP:Iteration 1F (187.400000 sec): 3 clusters Score: Raw -699072.602803 + Penalty 855.959999 = -698216.642804 nChanged 783 SP:Iteration 2F (187.650000 sec): 3 clusters Score: Raw -699480.425723 + Penalty 855.959999 = -698624.465724 nChanged 865 SP:Iteration 3F (187.910000 sec): 3 clusters Score: Raw -700037.464875 + Penalty 855.959999 = -699181.504876 nChanged 987 SP:Iteration 4F (188.120000 sec): 3 clusters Score: Raw -700820.537195 + Penalty 855.959999 = -699964.577196 nChanged 997 SP:Iteration 5F (188.270000 sec): 3 clusters Score: Raw -701697.237743 + Penalty 855.959999 = -700841.277744 nChanged 824 SP:Iteration 6F (188.530000 sec): 3 clusters Score: Raw -702474.168592 + Penalty 855.959999 = -701618.208593 nChanged 512 SP:Iteration 7Q (188.750000 sec): 3 clusters Score: Raw -702972.813658 + Penalty 855.959999 = -702116.853659 nChanged 254 SP:Iteration 8Q (188.960000 sec): 3 clusters Score: Raw -703231.920104 + Penalty 855.959999 = -702375.960105 nChanged 128 SP:Iteration 9Q (189.200000 sec): 3 clusters Score: Raw -703351.422579 + Penalty 855.959999 = -702495.462580 nChanged 58 SP:Iteration 10Q (189.460000 sec): 3 clusters Score: Raw -703418.220123 + Penalty 855.959999 = -702562.260124 nChanged 38 SP:Iteration 11Q (189.680000 sec): 3 clusters Score: Raw -703462.191608 + Penalty 855.959999 = -702606.231609 nChanged 32 SP:Iteration 12Q (189.880000 sec): 3 clusters Score: Raw -703487.516897 + Penalty 855.959999 = -702631.556898 nChanged 24 SP:Iteration 13Q (190.070000 sec): 3 clusters Score: Raw -703506.809962 + Penalty 855.959999 = -702650.849963 nChanged 19 SP:Iteration 14Q (190.270000 sec): 3 clusters Score: Raw -703518.495384 + Penalty 855.959999 = -702662.535385 nChanged 14 SP:Iteration 15Q (190.480000 sec): 3 clusters Score: Raw -703527.007102 + Penalty 855.959999 = -702671.047103 nChanged 11 SP:Iteration 16Q (190.690000 sec): 3 clusters Score: Raw -703531.682809 + Penalty 855.959999 = -702675.722810 nChanged 9 SP:Iteration 17Q (190.940000 sec): 3 clusters Score: Raw -703534.473883 + Penalty 855.959999 = -702678.513884 nChanged 4 SP:Iteration 18Q (191.120000 sec): 3 clusters Score: Raw -703537.469534 + Penalty 855.959999 = -702681.509535 nChanged 11 SP:Iteration 19Q (191.330000 sec): 3 clusters Score: Raw -703541.296511 + Penalty 855.959999 = -702685.336512 nChanged 10 SP:Iteration 20F (191.540000 sec): 3 clusters Score: Raw -703545.855359 + Penalty 855.959999 = -702689.895360 nChanged 9 SP:Iteration 21Q (191.720000 sec): 3 clusters Score: Raw -703550.454141 + Penalty 855.959999 = -702694.494142 nChanged 11 SP:Iteration 22Q (191.930000 sec): 3 clusters Score: Raw -703557.947157 + Penalty 855.959999 = -702701.987158 nChanged 11 SP:Iteration 23Q (192.140000 sec): 3 clusters Score: Raw -703560.827814 + Penalty 855.959999 = -702704.867815 nChanged 5 SP:Iteration 24Q (192.380000 sec): 3 clusters Score: Raw -703562.325753 + Penalty 855.959999 = -702706.365754 nChanged 7 SP:Iteration 25Q (192.630000 sec): 3 clusters Score: Raw -703564.120583 + Penalty 855.959999 = -702708.160584 nChanged 6 SP:Iteration 26Q (192.830000 sec): 3 clusters Score: Raw -703565.980971 + Penalty 855.959999 = -702710.020972 nChanged 5 SP:Iteration 27Q (192.970000 sec): 3 clusters Score: Raw -703568.366868 + Penalty 855.959999 = -702712.406869 nChanged 4 SP:Iteration 28Q (193.190000 sec): 3 clusters Score: Raw -703569.239335 + Penalty 855.959999 = -702713.279336 nChanged 3 SP:Iteration 29Q (193.380000 sec): 3 clusters Score: Raw -703570.178397 + Penalty 855.959999 = -702714.218398 nChanged 4 SP:Iteration 30Q (193.590000 sec): 3 clusters Score: Raw -703572.599546 + Penalty 855.959999 = -702716.639547 nChanged 5 SP:Iteration 31Q (193.790000 sec): 3 clusters Score: Raw -703575.241650 + Penalty 855.959999 = -702719.281651 nChanged 3 SP:Iteration 32Q (194.000000 sec): 3 clusters Score: Raw -703576.928043 + Penalty 855.959999 = -702720.968044 nChanged 4 SP:Iteration 33Q (194.220000 sec): 3 clusters Score: Raw -703578.334899 + Penalty 855.959999 = -702722.374900 nChanged 7 SP:Iteration 34Q (194.410000 sec): 3 clusters Score: Raw -703580.361843 + Penalty 855.959999 = -702724.401844 nChanged 3 SP:Iteration 35Q (194.620000 sec): 3 clusters Score: Raw -703582.172461 + Penalty 855.959999 = -702726.212462 nChanged 5 SP:Iteration 36Q (194.800000 sec): 3 clusters Score: Raw -703583.567972 + Penalty 855.959999 = -702727.607973 nChanged 3 SP:Iteration 37Q (195.060000 sec): 3 clusters Score: Raw -703584.105448 + Penalty 855.959999 = -702728.145449 nChanged 1 SP:Iteration 38Q (195.260000 sec): 3 clusters Score: Raw -703584.194790 + Penalty 855.959999 = -702728.234791 nChanged 0 SP:Iteration 39F (195.460000 sec): 3 clusters Score: Raw -703584.194790 + Penalty 855.959999 = -702728.234791 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.550000 sec): 2 clusters Score: Raw -920479.918718 + Penalty 437.257532 = -920042.661186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.830000 sec): 3 clusters Score: Raw -910947.154421 + Penalty 874.515064 = -910072.639357 nChanged 7047 SP:Iteration 1F (196.060000 sec): 3 clusters Score: Raw -915281.721272 + Penalty 874.515064 = -914407.206208 nChanged 1069 SP:Iteration 2F (196.260000 sec): 3 clusters Score: Raw -915996.640452 + Penalty 874.515064 = -915122.125388 nChanged 1430 SP:Iteration 3F (196.490000 sec): 3 clusters Score: Raw -917340.558604 + Penalty 874.515064 = -916466.043540 nChanged 1525 SP:Iteration 4F (196.740000 sec): 3 clusters Score: Raw -919016.456891 + Penalty 874.515064 = -918141.941827 nChanged 1055 SP:Iteration 5F (196.960000 sec): 3 clusters Score: Raw -920127.864897 + Penalty 874.515064 = -919253.349833 nChanged 518 SP:Iteration 6Q (197.240000 sec): 3 clusters Score: Raw -920625.150579 + Penalty 874.515064 = -919750.635515 nChanged 245 SP:Iteration 7Q (197.460000 sec): 3 clusters Score: Raw -920795.699396 + Penalty 874.515064 = -919921.184332 nChanged 99 SP:Iteration 8Q (197.660000 sec): 3 clusters Score: Raw -920842.258569 + Penalty 874.515064 = -919967.743505 nChanged 38 SP:Iteration 9Q (197.860000 sec): 3 clusters Score: Raw -920855.415714 + Penalty 874.515064 = -919980.900650 nChanged 19 SP:Iteration 10Q (198.110000 sec): 3 clusters Score: Raw -920861.381267 + Penalty 874.515064 = -919986.866203 nChanged 11 SP:Iteration 11Q (198.280000 sec): 3 clusters Score: Raw -920863.614052 + Penalty 874.515064 = -919989.098988 nChanged 3 SP:Iteration 12Q (198.480000 sec): 3 clusters Score: Raw -920864.107535 + Penalty 874.515064 = -919989.592471 nChanged 4 SP:Iteration 13Q (198.660000 sec): 3 clusters Score: Raw -920864.721987 + Penalty 874.515064 = -919990.206923 nChanged 1 SP:Iteration 14Q (198.890000 sec): 3 clusters Score: Raw -920864.821200 + Penalty 874.515064 = -919990.306136 nChanged 0 SP:Iteration 15F (199.070000 sec): 3 clusters Score: Raw -920864.821200 + Penalty 874.515064 = -919990.306136 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (3897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.170000 sec): 2 clusters Score: Raw -184522.816352 + Penalty 376.192285 = -184146.624067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.350000 sec): 3 clusters Score: Raw -182330.341151 + Penalty 752.384570 = -181577.956581 nChanged 1802 SP:Iteration 1F (199.460000 sec): 3 clusters Score: Raw -186411.230938 + Penalty 752.384570 = -185658.846368 nChanged 698 SP:Iteration 2F (199.580000 sec): 3 clusters Score: Raw -188539.126510 + Penalty 752.384570 = -187786.741940 nChanged 548 SP:Iteration 3F (199.750000 sec): 3 clusters Score: Raw -189596.736589 + Penalty 752.384570 = -188844.352020 nChanged 177 SP:Iteration 4Q (199.940000 sec): 3 clusters Score: Raw -189933.814707 + Penalty 752.384570 = -189181.430138 nChanged 74 SP:Iteration 5Q (200.120000 sec): 3 clusters Score: Raw -190031.952409 + Penalty 752.384570 = -189279.567840 nChanged 40 SP:Iteration 6Q (200.260000 sec): 3 clusters Score: Raw -190079.950722 + Penalty 752.384570 = -189327.566152 nChanged 26 SP:Iteration 7Q (200.440000 sec): 3 clusters Score: Raw -190148.627066 + Penalty 752.384570 = -189396.242496 nChanged 27 SP:Iteration 8Q (200.560000 sec): 3 clusters Score: Raw -190254.835314 + Penalty 752.384570 = -189502.450744 nChanged 18 SP:Iteration 9Q (200.690000 sec): 3 clusters Score: Raw -190290.373000 + Penalty 752.384570 = -189537.988430 nChanged 9 SP:Iteration 10Q (200.820000 sec): 3 clusters Score: Raw -190296.084628 + Penalty 752.384570 = -189543.700058 nChanged 8 SP:Iteration 11Q (200.960000 sec): 3 clusters Score: Raw -190300.754747 + Penalty 752.384570 = -189548.370177 nChanged 6 SP:Iteration 12Q (201.140000 sec): 3 clusters Score: Raw -190303.973129 + Penalty 752.384570 = -189551.588559 nChanged 2 SP:Iteration 13Q (201.290000 sec): 3 clusters Score: Raw -190310.785913 + Penalty 752.384570 = -189558.401344 nChanged 2 SP:Iteration 14Q (201.430000 sec): 3 clusters Score: Raw -190320.176937 + Penalty 752.384570 = -189567.792368 nChanged 3 SP:Iteration 15Q (201.560000 sec): 3 clusters Score: Raw -190326.427394 + Penalty 752.384570 = -189574.042824 nChanged 3 SP:Iteration 16Q (201.690000 sec): 3 clusters Score: Raw -190328.155804 + Penalty 752.384570 = -189575.771234 nChanged 1 SP:Iteration 17Q (201.820000 sec): 3 clusters Score: Raw -190328.268363 + Penalty 752.384570 = -189575.883793 nChanged 1 SP:Iteration 18Q (201.950000 sec): 3 clusters Score: Raw -190328.289621 + Penalty 752.384570 = -189575.905051 nChanged 0 SP:Iteration 19F (202.080000 sec): 3 clusters Score: Raw -190328.289621 + Penalty 752.384570 = -189575.905051 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 1.55 GB. Trying to split cluster 13 (6090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (202.160000 sec): 2 clusters Score: Raw -340865.045014 + Penalty 396.505353 = -340468.539661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (202.350000 sec): 3 clusters Score: Raw -337121.327565 + Penalty 793.010706 = -336328.316859 nChanged 2786 SP:Iteration 1F (202.500000 sec): 3 clusters Score: Raw -338867.861983 + Penalty 793.010706 = -338074.851277 nChanged 482 SP:Iteration 2F (202.700000 sec): 3 clusters Score: Raw -339197.261062 + Penalty 793.010706 = -338404.250356 nChanged 495 SP:Iteration 3F (202.920000 sec): 3 clusters Score: Raw -339565.200863 + Penalty 793.010706 = -338772.190157 nChanged 499 SP:Iteration 4F (203.060000 sec): 3 clusters Score: Raw -339930.631216 + Penalty 793.010706 = -339137.620510 nChanged 382 SP:Iteration 5F (203.270000 sec): 3 clusters Score: Raw -340209.606363 + Penalty 793.010706 = -339416.595657 nChanged 269 SP:Iteration 6Q (203.470000 sec): 3 clusters Score: Raw -340383.229911 + Penalty 793.010706 = -339590.219206 nChanged 205 SP:Iteration 7Q (203.660000 sec): 3 clusters Score: Raw -340508.793597 + Penalty 793.010706 = -339715.782891 nChanged 151 SP:Iteration 8Q (203.870000 sec): 3 clusters Score: Raw -340587.283779 + Penalty 793.010706 = -339794.273073 nChanged 110 SP:Iteration 9Q (204.040000 sec): 3 clusters Score: Raw -340641.973089 + Penalty 793.010706 = -339848.962384 nChanged 100 SP:Iteration 10Q (204.180000 sec): 3 clusters Score: Raw -340689.723035 + Penalty 793.010706 = -339896.712329 nChanged 83 SP:Iteration 11Q (204.380000 sec): 3 clusters Score: Raw -340748.878432 + Penalty 793.010706 = -339955.867726 nChanged 83 SP:Iteration 12Q (204.530000 sec): 3 clusters Score: Raw -340797.428308 + Penalty 793.010706 = -340004.417603 nChanged 83 SP:Iteration 13Q (204.670000 sec): 3 clusters Score: Raw -340834.465060 + Penalty 793.010706 = -340041.454354 nChanged 71 SP:Iteration 14Q (204.860000 sec): 3 clusters Score: Raw -340884.498460 + Penalty 793.010706 = -340091.487754 nChanged 66 SP:Iteration 15Q (205.080000 sec): 3 clusters Score: Raw -340949.060930 + Penalty 793.010706 = -340156.050224 nChanged 70 SP:Iteration 16Q (205.250000 sec): 3 clusters Score: Raw -340989.297605 + Penalty 793.010706 = -340196.286899 nChanged 66 SP:Iteration 17Q (205.430000 sec): 3 clusters Score: Raw -341015.318922 + Penalty 793.010706 = -340222.308216 nChanged 40 SP:Iteration 18Q (205.600000 sec): 3 clusters Score: Raw -341025.754433 + Penalty 793.010706 = -340232.743727 nChanged 33 SP:Iteration 19Q (205.820000 sec): 3 clusters Score: Raw -341034.416898 + Penalty 793.010706 = -340241.406192 nChanged 27 SP:Iteration 20F (206.000000 sec): 3 clusters Score: Raw -341040.826768 + Penalty 793.010706 = -340247.816062 nChanged 16 SP:Iteration 21Q (206.200000 sec): 3 clusters Score: Raw -341044.242089 + Penalty 793.010706 = -340251.231383 nChanged 12 SP:Iteration 22Q (206.390000 sec): 3 clusters Score: Raw -341046.857823 + Penalty 793.010706 = -340253.847118 nChanged 14 SP:Iteration 23Q (206.580000 sec): 3 clusters Score: Raw -341049.382410 + Penalty 793.010706 = -340256.371704 nChanged 15 SP:Iteration 24Q (206.820000 sec): 3 clusters Score: Raw -341051.789767 + Penalty 793.010706 = -340258.779061 nChanged 14 SP:Iteration 25Q (207.060000 sec): 3 clusters Score: Raw -341053.475443 + Penalty 793.010706 = -340260.464737 nChanged 14 SP:Iteration 26Q (207.180000 sec): 3 clusters Score: Raw -341055.143894 + Penalty 793.010706 = -340262.133188 nChanged 13 SP:Iteration 27Q (207.340000 sec): 3 clusters Score: Raw -341056.529906 + Penalty 793.010706 = -340263.519200 nChanged 10 SP:Iteration 28Q (207.540000 sec): 3 clusters Score: Raw -341057.661444 + Penalty 793.010706 = -340264.650738 nChanged 12 SP:Iteration 29Q (207.760000 sec): 3 clusters Score: Raw -341059.115818 + Penalty 793.010706 = -340266.105113 nChanged 14 SP:Iteration 30Q (207.920000 sec): 3 clusters Score: Raw -341061.027500 + Penalty 793.010706 = -340268.016795 nChanged 12 SP:Iteration 31Q (208.090000 sec): 3 clusters Score: Raw -341062.666310 + Penalty 793.010706 = -340269.655604 nChanged 3 SP:Iteration 32Q (208.290000 sec): 3 clusters Score: Raw -341062.821890 + Penalty 793.010706 = -340269.811185 nChanged 1 SP:Iteration 33Q (208.480000 sec): 3 clusters Score: Raw -341062.935755 + Penalty 793.010706 = -340269.925049 nChanged 3 SP:Iteration 34Q (208.720000 sec): 3 clusters Score: Raw -341063.145693 + Penalty 793.010706 = -340270.134987 nChanged 3 SP:Iteration 35Q (208.890000 sec): 3 clusters Score: Raw -341063.267104 + Penalty 793.010706 = -340270.256398 nChanged 2 SP:Iteration 36Q (209.130000 sec): 3 clusters Score: Raw -341063.376519 + Penalty 793.010706 = -340270.365814 nChanged 1 SP:Iteration 37Q (209.290000 sec): 3 clusters Score: Raw -341063.472080 + Penalty 793.010706 = -340270.461374 nChanged 0 SP:Iteration 38F (209.490000 sec): 3 clusters Score: Raw -341063.472080 + Penalty 793.010706 = -340270.461374 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 14 (1262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (209.600000 sec): 2 clusters Score: Raw -66627.196659 + Penalty 324.890613 = -66302.306046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (209.830000 sec): 3 clusters Score: Raw -65980.183680 + Penalty 649.781227 = -65330.402453 nChanged 521 SP:Iteration 1F (209.990000 sec): 3 clusters Score: Raw -66392.805296 + Penalty 649.781227 = -65743.024069 nChanged 130 SP:Iteration 2F (210.170000 sec): 3 clusters Score: Raw -66603.110016 + Penalty 649.781227 = -65953.328789 nChanged 115 SP:Iteration 3F (210.390000 sec): 3 clusters Score: Raw -66828.512963 + Penalty 649.781227 = -66178.731736 nChanged 101 SP:Iteration 4F (210.560000 sec): 3 clusters Score: Raw -66955.331745 + Penalty 649.781227 = -66305.550518 nChanged 75 SP:Iteration 5F (210.750000 sec): 3 clusters Score: Raw -67030.267145 + Penalty 649.781227 = -66380.485918 nChanged 57 SP:Iteration 6Q (210.900000 sec): 3 clusters Score: Raw -67091.897220 + Penalty 649.781227 = -66442.115993 nChanged 54 SP:Iteration 7Q (211.080000 sec): 3 clusters Score: Raw -67152.227666 + Penalty 649.781227 = -66502.446439 nChanged 44 SP:Iteration 8Q (211.280000 sec): 3 clusters Score: Raw -67214.578789 + Penalty 649.781227 = -66564.797562 nChanged 33 SP:Iteration 9Q (211.470000 sec): 3 clusters Score: Raw -67258.951615 + Penalty 649.781227 = -66609.170388 nChanged 33 SP:Iteration 10Q (211.700000 sec): 3 clusters Score: Raw -67321.341991 + Penalty 649.781227 = -66671.560765 nChanged 27 SP:Iteration 11Q (211.850000 sec): 3 clusters Score: Raw -67385.953434 + Penalty 649.781227 = -66736.172207 nChanged 10 SP:Iteration 12Q (212.010000 sec): 3 clusters Score: Raw -67405.778349 + Penalty 649.781227 = -66755.997122 nChanged 7 SP:Iteration 13Q (212.160000 sec): 3 clusters Score: Raw -67408.885460 + Penalty 649.781227 = -66759.104233 nChanged 1 SP:Iteration 14Q (212.360000 sec): 3 clusters Score: Raw -67409.266241 + Penalty 649.781227 = -66759.485014 nChanged 0 SP:Iteration 15F (212.560000 sec): 3 clusters Score: Raw -67409.266241 + Penalty 649.781227 = -66759.485014 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 1.55 GB. Trying to split cluster 15 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (212.630000 sec): 2 clusters Score: Raw -17887.010956 + Penalty 265.350653 = -17621.660304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (212.830000 sec): 3 clusters Score: Raw -17777.651270 + Penalty 530.701305 = -17246.949964 nChanged 139 SP:Iteration 1F (213.020000 sec): 3 clusters Score: Raw -17988.159135 + Penalty 530.701305 = -17457.457829 nChanged 39 SP:Iteration 2F (213.220000 sec): 3 clusters Score: Raw -18442.196171 + Penalty 530.701305 = -17911.494866 nChanged 75 SP:Iteration 3F (213.400000 sec): 3 clusters Score: Raw -18626.393338 + Penalty 530.701305 = -18095.692033 nChanged 30 SP:Iteration 4F (213.580000 sec): 3 clusters Score: Raw -18694.217719 + Penalty 530.701305 = -18163.516414 nChanged 9 SP:Iteration 5Q (213.710000 sec): 3 clusters Score: Raw -18738.421957 + Penalty 530.701305 = -18207.720651 nChanged 1 SP:Iteration 6Q (213.840000 sec): 3 clusters Score: Raw -18757.712035 + Penalty 530.701305 = -18227.010730 nChanged 0 SP:Iteration 7F (213.970000 sec): 3 clusters Score: Raw -18757.712035 + Penalty 530.701305 = -18227.010730 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 1.55 GB. Trying to split cluster 17 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (214.030000 sec): 2 clusters Score: Raw -104210.224278 + Penalty 340.230993 = -103869.993285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (214.160000 sec): 3 clusters Score: Raw -103237.177804 + Penalty 680.461986 = -102556.715818 nChanged 745 SP:Iteration 1F (214.300000 sec): 3 clusters Score: Raw -103725.667574 + Penalty 680.461986 = -103045.205588 nChanged 173 SP:Iteration 2F (214.430000 sec): 3 clusters Score: Raw -103909.650171 + Penalty 680.461986 = -103229.188184 nChanged 163 SP:Iteration 3F (214.610000 sec): 3 clusters Score: Raw -104089.744628 + Penalty 680.461986 = -103409.282642 nChanged 148 SP:Iteration 4F (214.790000 sec): 3 clusters Score: Raw -104243.270840 + Penalty 680.461986 = -103562.808854 nChanged 131 SP:Iteration 5F (214.970000 sec): 3 clusters Score: Raw -104378.637662 + Penalty 680.461986 = -103698.175676 nChanged 105 SP:Iteration 6F (215.130000 sec): 3 clusters Score: Raw -104493.274624 + Penalty 680.461986 = -103812.812638 nChanged 92 SP:Iteration 7F (215.270000 sec): 3 clusters Score: Raw -104601.624443 + Penalty 680.461986 = -103921.162457 nChanged 77 SP:Iteration 8Q (215.400000 sec): 3 clusters Score: Raw -104667.372600 + Penalty 680.461986 = -103986.910614 nChanged 45 SP:Iteration 9Q (215.530000 sec): 3 clusters Score: Raw -104694.004003 + Penalty 680.461986 = -104013.542017 nChanged 34 SP:Iteration 10Q (215.660000 sec): 3 clusters Score: Raw -104717.729510 + Penalty 680.461986 = -104037.267524 nChanged 25 SP:Iteration 11Q (215.790000 sec): 3 clusters Score: Raw -104732.528015 + Penalty 680.461986 = -104052.066029 nChanged 17 SP:Iteration 12Q (215.920000 sec): 3 clusters Score: Raw -104742.630848 + Penalty 680.461986 = -104062.168862 nChanged 8 SP:Iteration 13Q (216.040000 sec): 3 clusters Score: Raw -104752.048475 + Penalty 680.461986 = -104071.586489 nChanged 11 SP:Iteration 14Q (216.250000 sec): 3 clusters Score: Raw -104762.200622 + Penalty 680.461986 = -104081.738636 nChanged 6 SP:Iteration 15Q (216.430000 sec): 3 clusters Score: Raw -104766.360115 + Penalty 680.461986 = -104085.898128 nChanged 9 SP:Iteration 16Q (216.600000 sec): 3 clusters Score: Raw -104770.458398 + Penalty 680.461986 = -104089.996412 nChanged 7 SP:Iteration 17Q (216.750000 sec): 3 clusters Score: Raw -104772.387046 + Penalty 680.461986 = -104091.925060 nChanged 5 SP:Iteration 18Q (216.880000 sec): 3 clusters Score: Raw -104774.134306 + Penalty 680.461986 = -104093.672320 nChanged 3 SP:Iteration 19Q (217.010000 sec): 3 clusters Score: Raw -104775.003612 + Penalty 680.461986 = -104094.541626 nChanged 1 SP:Iteration 20F (217.140000 sec): 3 clusters Score: Raw -104775.151882 + Penalty 680.461986 = -104094.689896 nChanged 2 SP:Iteration 21Q (217.260000 sec): 3 clusters Score: Raw -104775.679523 + Penalty 680.461986 = -104095.217537 nChanged 0 SP:Iteration 22F (217.440000 sec): 3 clusters Score: Raw -104775.679523 + Penalty 680.461986 = -104095.217537 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Deleting Class 15 (14 points): Lose 328.025896 but Gain 562.056204 Iteration 20F (228.400000 sec): 27 clusters Score: Raw -13111351.401019 + Penalty 14613.461297 = -13096737.939722 nChanged 4024 Iteration 21Q (239.970000 sec): 27 clusters Score: Raw -13113816.399815 + Penalty 14613.461297 = -13099202.938519 nChanged 2024 Iteration 22Q (249.550000 sec): 27 clusters Score: Raw -13114819.862871 + Penalty 14613.461297 = -13100206.401575 nChanged 1503 Iteration 23Q (263.000000 sec): 27 clusters Score: Raw -13115468.431153 + Penalty 14613.461297 = -13100854.969857 nChanged 1129 Iteration 24Q (270.410000 sec): 27 clusters Score: Raw -13115922.072151 + Penalty 14613.461297 = -13101308.610855 nChanged 882 Iteration 25Q (277.600000 sec): 27 clusters Score: Raw -13116114.679694 + Penalty 14613.461297 = -13101501.218397 nChanged 688 Iteration 26Q (285.870000 sec): 27 clusters Score: Raw -13116244.703964 + Penalty 14613.461297 = -13101631.242667 nChanged 576 Iteration 27Q (293.240000 sec): 27 clusters Score: Raw -13116342.963030 + Penalty 14613.461297 = -13101729.501733 nChanged 475 Iteration 28Q (302.030000 sec): 27 clusters Score: Raw -13116416.781179 + Penalty 14613.461297 = -13101803.319883 nChanged 412 Iteration 29Q (312.220000 sec): 27 clusters Score: Raw -13116486.041390 + Penalty 14613.461297 = -13101872.580093 nChanged 386 Iteration 30Q (320.100000 sec): 27 clusters Score: Raw -13116540.798002 + Penalty 14613.461297 = -13101927.336705 nChanged 303 Iteration 31Q (330.290000 sec): 27 clusters Score: Raw -13116575.248111 + Penalty 14613.461297 = -13101961.786815 nChanged 257 Iteration 32Q (338.840000 sec): 27 clusters Score: Raw -13116600.853773 + Penalty 14613.461297 = -13101987.392476 nChanged 204 Iteration 33Q (349.370000 sec): 27 clusters Score: Raw -13116621.906460 + Penalty 14613.461297 = -13102008.445164 nChanged 173 Iteration 34Q (357.890000 sec): 27 clusters Score: Raw -13116641.109613 + Penalty 14613.461297 = -13102027.648317 nChanged 145 Iteration 35Q (366.550000 sec): 27 clusters Score: Raw -13116656.992884 + Penalty 14613.461297 = -13102043.531587 nChanged 131 Iteration 36Q (374.600000 sec): 27 clusters Score: Raw -13116669.987257 + Penalty 14613.461297 = -13102056.525960 nChanged 100 Iteration 37Q (381.970000 sec): 27 clusters Score: Raw -13116677.971924 + Penalty 14613.461297 = -13102064.510627 nChanged 64 Iteration 38Q (389.350000 sec): 27 clusters Score: Raw -13116682.074766 + Penalty 14613.461297 = -13102068.613469 nChanged 61 Iteration 39Q (397.540000 sec): 27 clusters Score: Raw -13116687.829543 + Penalty 14613.461297 = -13102074.368247 nChanged 61 Iteration 40F (405.760000 sec): 27 clusters Score: Raw -13117014.532533 + Penalty 14613.461297 = -13102401.071236 nChanged 206 Iteration 41Q (415.800000 sec): 27 clusters Score: Raw -13117355.354718 + Penalty 14613.461297 = -13102741.893421 nChanged 217 Iteration 42Q (427.450000 sec): 27 clusters Score: Raw -13117519.640135 + Penalty 14613.461297 = -13102906.178838 nChanged 238 Iteration 43Q (438.230000 sec): 27 clusters Score: Raw -13117655.937977 + Penalty 14613.461297 = -13103042.476680 nChanged 203 Iteration 44Q (449.960000 sec): 27 clusters Score: Raw -13117756.648383 + Penalty 14613.461297 = -13103143.187086 nChanged 216 Iteration 45Q (460.970000 sec): 27 clusters Score: Raw -13117855.900645 + Penalty 14613.461297 = -13103242.439348 nChanged 204 Iteration 46Q (474.100000 sec): 27 clusters Score: Raw -13117931.109868 + Penalty 14613.461297 = -13103317.648571 nChanged 185 Iteration 47Q (484.520000 sec): 27 clusters Score: Raw -13117991.703882 + Penalty 14613.461297 = -13103378.242585 nChanged 160 Iteration 48Q (493.710000 sec): 27 clusters Score: Raw -13118039.120868 + Penalty 14613.461297 = -13103425.659572 nChanged 148 Iteration 49Q (502.850000 sec): 27 clusters Score: Raw -13118102.696933 + Penalty 14613.461297 = -13103489.235636 nChanged 126 Iteration 50Q (510.990000 sec): 27 clusters Score: Raw -13118164.177782 + Penalty 14613.461297 = -13103550.716486 nChanged 122 Iteration 51Q (519.850000 sec): 27 clusters Score: Raw -13118271.079642 + Penalty 14613.461297 = -13103657.618345 nChanged 133 Iteration 52Q (528.070000 sec): 27 clusters Score: Raw -13118387.240609 + Penalty 14613.461297 = -13103773.779312 nChanged 123 Iteration 53Q (537.070000 sec): 27 clusters Score: Raw -13118498.440249 + Penalty 14613.461297 = -13103884.978952 nChanged 91 Iteration 54Q (547.160000 sec): 27 clusters Score: Raw -13118554.884773 + Penalty 14613.461297 = -13103941.423477 nChanged 80 Iteration 55Q (557.870000 sec): 27 clusters Score: Raw -13118580.226905 + Penalty 14613.461297 = -13103966.765608 nChanged 72 Iteration 56Q (568.570000 sec): 27 clusters Score: Raw -13118595.517618 + Penalty 14613.461297 = -13103982.056321 nChanged 58 Iteration 57Q (580.350000 sec): 27 clusters Score: Raw -13118604.173973 + Penalty 14613.461297 = -13103990.712676 nChanged 41 Iteration 58Q (589.040000 sec): 27 clusters Score: Raw -13118606.953612 + Penalty 14613.461297 = -13103993.492316 nChanged 26 Writing temp clu file Because OldScore, -13103990.712676, is greater than current (better) Score,-13103993.492316 Compute initial score before splitting: Score: Raw -13118606.953612 + Penalty 14613.461297 = -13103993.492316 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 1 (1478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (589.130000 sec): 2 clusters Score: Raw -80032.465692 + Penalty 332.079252 = -79700.386440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (589.290000 sec): 3 clusters Score: Raw -79285.459300 + Penalty 664.158504 = -78621.300796 nChanged 613 SP:Iteration 1F (589.480000 sec): 3 clusters Score: Raw -79790.437332 + Penalty 664.158504 = -79126.278828 nChanged 150 SP:Iteration 2F (589.650000 sec): 3 clusters Score: Raw -79980.423533 + Penalty 664.158504 = -79316.265029 nChanged 129 SP:Iteration 3F (589.880000 sec): 3 clusters Score: Raw -80157.989212 + Penalty 664.158504 = -79493.830707 nChanged 116 SP:Iteration 4F (590.070000 sec): 3 clusters Score: Raw -80282.671181 + Penalty 664.158504 = -79618.512677 nChanged 77 SP:Iteration 5F (590.240000 sec): 3 clusters Score: Raw -80356.726951 + Penalty 664.158504 = -79692.568446 nChanged 62 SP:Iteration 6Q (590.410000 sec): 3 clusters Score: Raw -80418.023499 + Penalty 664.158504 = -79753.864995 nChanged 39 SP:Iteration 7Q (590.590000 sec): 3 clusters Score: Raw -80447.911300 + Penalty 664.158504 = -79783.752796 nChanged 17 SP:Iteration 8Q (590.740000 sec): 3 clusters Score: Raw -80456.501231 + Penalty 664.158504 = -79792.342726 nChanged 10 SP:Iteration 9Q (590.930000 sec): 3 clusters Score: Raw -80461.087353 + Penalty 664.158504 = -79796.928849 nChanged 7 SP:Iteration 10Q (591.110000 sec): 3 clusters Score: Raw -80463.822629 + Penalty 664.158504 = -79799.664125 nChanged 8 SP:Iteration 11Q (591.270000 sec): 3 clusters Score: Raw -80466.214373 + Penalty 664.158504 = -79802.055869 nChanged 9 SP:Iteration 12Q (591.470000 sec): 3 clusters Score: Raw -80469.056451 + Penalty 664.158504 = -79804.897946 nChanged 6 SP:Iteration 13Q (591.640000 sec): 3 clusters Score: Raw -80470.390995 + Penalty 664.158504 = -79806.232490 nChanged 6 SP:Iteration 14Q (591.790000 sec): 3 clusters Score: Raw -80471.889041 + Penalty 664.158504 = -79807.730537 nChanged 3 SP:Iteration 15Q (591.970000 sec): 3 clusters Score: Raw -80472.628208 + Penalty 664.158504 = -79808.469704 nChanged 1 SP:Iteration 16Q (592.150000 sec): 3 clusters Score: Raw -80472.956454 + Penalty 664.158504 = -79808.797950 nChanged 1 SP:Iteration 17Q (592.330000 sec): 3 clusters Score: Raw -80473.081204 + Penalty 664.158504 = -79808.922700 nChanged 1 SP:Iteration 18Q (592.530000 sec): 3 clusters Score: Raw -80473.904202 + Penalty 664.158504 = -79809.745698 nChanged 3 SP:Iteration 19Q (592.730000 sec): 3 clusters Score: Raw -80474.887014 + Penalty 664.158504 = -79810.728510 nChanged 1 SP:Iteration 20F (592.920000 sec): 3 clusters Score: Raw -80475.052141 + Penalty 664.158504 = -79810.893636 nChanged 2 SP:Iteration 21Q (593.050000 sec): 3 clusters Score: Raw -80475.436376 + Penalty 664.158504 = -79811.277872 nChanged 0 SP:Iteration 22F (593.270000 sec): 3 clusters Score: Raw -80475.436376 + Penalty 664.158504 = -79811.277872 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 15. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (159682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (593.710000 sec): 2 clusters Score: Raw -9468701.983788 + Penalty 545.132753 = -9468156.851035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (594.160000 sec): 3 clusters Score: Raw -9360730.334053 + Penalty 1090.265505 = -9359640.068548 nChanged 78431 SP:Iteration 1F (594.860000 sec): 3 clusters Score: Raw -9408715.912485 + Penalty 1090.265505 = -9407625.646980 nChanged 6929 SP:Iteration 2Q (595.390000 sec): 3 clusters Score: Raw -9411149.462435 + Penalty 1090.265505 = -9410059.196930 nChanged 8888 SP:Iteration 3F (595.860000 sec): 3 clusters Score: Raw -9415507.205023 + Penalty 1090.265505 = -9414416.939518 nChanged 11389 SP:Iteration 4F (596.430000 sec): 3 clusters Score: Raw -9423017.456552 + Penalty 1090.265505 = -9421927.191047 nChanged 13239 SP:Iteration 5F (597.110000 sec): 3 clusters Score: Raw -9434182.769588 + Penalty 1090.265505 = -9433092.504083 nChanged 13183 SP:Iteration 6F (597.720000 sec): 3 clusters Score: Raw -9446961.545779 + Penalty 1090.265505 = -9445871.280274 nChanged 10236 SP:Iteration 7F (598.200000 sec): 3 clusters Score: Raw -9457081.942762 + Penalty 1090.265505 = -9455991.677257 nChanged 6353 SP:Iteration 8Q (599.010000 sec): 3 clusters Score: Raw -9463160.537129 + Penalty 1090.265505 = -9462070.271624 nChanged 3469 SP:Iteration 9Q (599.520000 sec): 3 clusters Score: Raw -9466323.382287 + Penalty 1090.265505 = -9465233.116782 nChanged 1642 SP:Iteration 10Q (600.050000 sec): 3 clusters Score: Raw -9467722.160017 + Penalty 1090.265505 = -9466631.894512 nChanged 730 SP:Iteration 11Q (600.630000 sec): 3 clusters Score: Raw -9468291.112336 + Penalty 1090.265505 = -9467200.846831 nChanged 329 SP:Iteration 12Q (601.220000 sec): 3 clusters Score: Raw -9468527.991352 + Penalty 1090.265505 = -9467437.725847 nChanged 147 SP:Iteration 13Q (601.680000 sec): 3 clusters Score: Raw -9468642.043511 + Penalty 1090.265505 = -9467551.778005 nChanged 90 SP:Iteration 14Q (602.120000 sec): 3 clusters Score: Raw -9468718.777624 + Penalty 1090.265505 = -9467628.512119 nChanged 60 SP:Iteration 15Q (602.660000 sec): 3 clusters Score: Raw -9468763.511327 + Penalty 1090.265505 = -9467673.245822 nChanged 41 SP:Iteration 16Q (603.200000 sec): 3 clusters Score: Raw -9468790.082926 + Penalty 1090.265505 = -9467699.817421 nChanged 34 SP:Iteration 17Q (603.810000 sec): 3 clusters Score: Raw -9468812.038493 + Penalty 1090.265505 = -9467721.772988 nChanged 30 SP:Iteration 18Q (604.410000 sec): 3 clusters Score: Raw -9468828.373931 + Penalty 1090.265505 = -9467738.108426 nChanged 25 SP:Iteration 19Q (605.000000 sec): 3 clusters Score: Raw -9468849.668299 + Penalty 1090.265505 = -9467759.402794 nChanged 26 SP:Iteration 20F (605.670000 sec): 3 clusters Score: Raw -9468879.031235 + Penalty 1090.265505 = -9467788.765729 nChanged 43 SP:Iteration 21Q (606.250000 sec): 3 clusters Score: Raw -9468913.987815 + Penalty 1090.265505 = -9467823.722310 nChanged 34 SP:Iteration 22Q (606.830000 sec): 3 clusters Score: Raw -9468934.290007 + Penalty 1090.265505 = -9467844.024502 nChanged 30 SP:Iteration 23Q (607.420000 sec): 3 clusters Score: Raw -9468949.483722 + Penalty 1090.265505 = -9467859.218217 nChanged 25 SP:Iteration 24Q (608.010000 sec): 3 clusters Score: Raw -9468963.019841 + Penalty 1090.265505 = -9467872.754336 nChanged 31 SP:Iteration 25Q (608.600000 sec): 3 clusters Score: Raw -9468979.305750 + Penalty 1090.265505 = -9467889.040245 nChanged 25 SP:Iteration 26Q (609.180000 sec): 3 clusters Score: Raw -9468992.401017 + Penalty 1090.265505 = -9467902.135512 nChanged 22 SP:Iteration 27Q (609.580000 sec): 3 clusters Score: Raw -9469003.556618 + Penalty 1090.265505 = -9467913.291113 nChanged 18 SP:Iteration 28Q (610.090000 sec): 3 clusters Score: Raw -9469011.604719 + Penalty 1090.265505 = -9467921.339214 nChanged 20 SP:Iteration 29Q (610.580000 sec): 3 clusters Score: Raw -9469019.490013 + Penalty 1090.265505 = -9467929.224508 nChanged 17 SP:Iteration 30Q (611.070000 sec): 3 clusters Score: Raw -9469024.732872 + Penalty 1090.265505 = -9467934.467367 nChanged 6 SP:Iteration 31Q (611.530000 sec): 3 clusters Score: Raw -9469026.337889 + Penalty 1090.265505 = -9467936.072384 nChanged 6 SP:Iteration 32Q (612.050000 sec): 3 clusters Score: Raw -9469027.825650 + Penalty 1090.265505 = -9467937.560145 nChanged 9 SP:Iteration 33Q (612.540000 sec): 3 clusters Score: Raw -9469030.196498 + Penalty 1090.265505 = -9467939.930993 nChanged 7 SP:Iteration 34Q (612.990000 sec): 3 clusters Score: Raw -9469032.202546 + Penalty 1090.265505 = -9467941.937041 nChanged 6 SP:Iteration 35Q (613.490000 sec): 3 clusters Score: Raw -9469033.595333 + Penalty 1090.265505 = -9467943.329828 nChanged 3 SP:Iteration 36Q (613.980000 sec): 3 clusters Score: Raw -9469034.645480 + Penalty 1090.265505 = -9467944.379975 nChanged 5 SP:Iteration 37Q (614.480000 sec): 3 clusters Score: Raw -9469035.923962 + Penalty 1090.265505 = -9467945.658457 nChanged 9 SP:Iteration 38Q (614.940000 sec): 3 clusters Score: Raw -9469038.425355 + Penalty 1090.265505 = -9467948.159850 nChanged 8 SP:Iteration 39Q (615.390000 sec): 3 clusters Score: Raw -9469040.691756 + Penalty 1090.265505 = -9467950.426251 nChanged 3 SP:Iteration 40F (615.960000 sec): 3 clusters Score: Raw -9469043.037103 + Penalty 1090.265505 = -9467952.771598 nChanged 7 SP:Iteration 41Q (616.560000 sec): 3 clusters Score: Raw -9469045.018164 + Penalty 1090.265505 = -9467954.752659 nChanged 3 SP:Iteration 42Q (617.110000 sec): 3 clusters Score: Raw -9469045.952741 + Penalty 1090.265505 = -9467955.687236 nChanged 6 SP:Iteration 43Q (617.630000 sec): 3 clusters Score: Raw -9469047.825536 + Penalty 1090.265505 = -9467957.560031 nChanged 8 SP:Iteration 44Q (618.160000 sec): 3 clusters Score: Raw -9469049.249223 + Penalty 1090.265505 = -9467958.983718 nChanged 4 SP:Iteration 45Q (618.850000 sec): 3 clusters Score: Raw -9469050.339996 + Penalty 1090.265505 = -9467960.074491 nChanged 4 SP:Iteration 46Q (619.450000 sec): 3 clusters Score: Raw -9469051.555153 + Penalty 1090.265505 = -9467961.289648 nChanged 4 SP:Iteration 47Q (620.010000 sec): 3 clusters Score: Raw -9469053.649731 + Penalty 1090.265505 = -9467963.384226 nChanged 10 SP:Iteration 48Q (620.750000 sec): 3 clusters Score: Raw -9469058.940073 + Penalty 1090.265505 = -9467968.674568 nChanged 8 SP:Iteration 49Q (621.400000 sec): 3 clusters Score: Raw -9469060.511784 + Penalty 1090.265505 = -9467970.246279 nChanged 3 SP:Iteration 50Q (622.060000 sec): 3 clusters Score: Raw -9469060.999162 + Penalty 1090.265505 = -9467970.733657 nChanged 0 SP:Iteration 51F (622.820000 sec): 3 clusters Score: Raw -9469060.999162 + Penalty 1090.265505 = -9467970.733657 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (622.930000 sec): 2 clusters Score: Raw -20545.878374 + Penalty 274.831589 = -20271.046784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.110000 sec): 3 clusters Score: Raw -20388.537094 + Penalty 549.663179 = -19838.873915 nChanged 155 SP:Iteration 1F (623.260000 sec): 3 clusters Score: Raw -20572.512651 + Penalty 549.663179 = -20022.849473 nChanged 51 SP:Iteration 2F (623.430000 sec): 3 clusters Score: Raw -20678.413832 + Penalty 549.663179 = -20128.750654 nChanged 38 SP:Iteration 3F (623.610000 sec): 3 clusters Score: Raw -20781.124006 + Penalty 549.663179 = -20231.460828 nChanged 24 SP:Iteration 4F (623.790000 sec): 3 clusters Score: Raw -20860.321564 + Penalty 549.663179 = -20310.658385 nChanged 15 SP:Iteration 5Q (623.980000 sec): 3 clusters Score: Raw -20898.603210 + Penalty 549.663179 = -20348.940031 nChanged 13 SP:Iteration 6Q (624.180000 sec): 3 clusters Score: Raw -20941.709605 + Penalty 549.663179 = -20392.046427 nChanged 8 SP:Iteration 7Q (624.330000 sec): 3 clusters Score: Raw -20963.081334 + Penalty 549.663179 = -20413.418155 nChanged 6 SP:Iteration 8Q (624.520000 sec): 3 clusters Score: Raw -20981.212259 + Penalty 549.663179 = -20431.549080 nChanged 8 SP:Iteration 9Q (624.680000 sec): 3 clusters Score: Raw -20997.413707 + Penalty 549.663179 = -20447.750528 nChanged 11 SP:Iteration 10Q (624.880000 sec): 3 clusters Score: Raw -21049.394331 + Penalty 549.663179 = -20499.731152 nChanged 15 SP:Iteration 11Q (625.050000 sec): 3 clusters Score: Raw -21261.465639 + Penalty 549.663179 = -20711.802460 nChanged 10 SP:Iteration 12Q (625.190000 sec): 3 clusters Score: Raw -21390.792439 + Penalty 549.663179 = -20841.129260 nChanged 5 SP:Iteration 13Q (625.360000 sec): 3 clusters Score: Raw -21409.798687 + Penalty 549.663179 = -20860.135508 nChanged 2 SP:Iteration 14Q (625.530000 sec): 3 clusters Score: Raw -21413.082131 + Penalty 549.663179 = -20863.418952 nChanged 1 SP:Iteration 15Q (625.730000 sec): 3 clusters Score: Raw -21413.648523 + Penalty 549.663179 = -20863.985345 nChanged 0 SP:Iteration 16F (625.920000 sec): 3 clusters Score: Raw -21414.125903 + Penalty 549.663179 = -20864.462724 nChanged 1 SP:Iteration 17Q (626.100000 sec): 3 clusters Score: Raw -21414.863744 + Penalty 549.663179 = -20865.200566 nChanged 0 SP:Iteration 18F (626.270000 sec): 3 clusters Score: Raw -21414.863744 + Penalty 549.663179 = -20865.200566 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 1.55 GB. Trying to split cluster 4 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.380000 sec): 2 clusters Score: Raw -7612.334080 + Penalty 233.678829 = -7378.655251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.520000 sec): 3 clusters Score: Raw -7631.969276 + Penalty 467.357658 = -7164.611618 nChanged 50 SP:Iteration 1F (626.720000 sec): 3 clusters Score: Raw -7729.052418 + Penalty 467.357658 = -7261.694761 nChanged 13 SP:Iteration 2F (626.830000 sec): 3 clusters Score: Raw -7755.056878 + Penalty 467.357658 = -7287.699220 nChanged 6 SP:Iteration 3Q (626.990000 sec): 3 clusters Score: Raw -7782.101847 + Penalty 467.357658 = -7314.744189 nChanged 5 SP:Iteration 4Q (627.160000 sec): 3 clusters Score: Raw -7805.128488 + Penalty 467.357658 = -7337.770830 nChanged 4 SP:Iteration 5Q (627.330000 sec): 3 clusters Score: Raw -7827.531438 + Penalty 467.357658 = -7360.173781 nChanged 4 SP:Iteration 6Q (627.520000 sec): 3 clusters Score: Raw -7857.509575 + Penalty 467.357658 = -7390.151918 nChanged 3 SP:Iteration 7Q (627.670000 sec): 3 clusters Score: Raw -7860.602762 + Penalty 467.357658 = -7393.245104 nChanged 0 SP:Iteration 8F (627.860000 sec): 3 clusters Score: Raw -7860.602762 + Penalty 467.357658 = -7393.245104 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 1.55 GB. Trying to split cluster 5 (3108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (627.940000 sec): 2 clusters Score: Raw -196779.403554 + Penalty 365.898929 = -196413.504625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.100000 sec): 3 clusters Score: Raw -195027.785281 + Penalty 731.797859 = -194295.987422 nChanged 1327 SP:Iteration 1F (628.260000 sec): 3 clusters Score: Raw -195701.014751 + Penalty 731.797859 = -194969.216892 nChanged 175 SP:Iteration 2F (628.410000 sec): 3 clusters Score: Raw -195781.414327 + Penalty 731.797859 = -195049.616468 nChanged 152 SP:Iteration 3Q (628.560000 sec): 3 clusters Score: Raw -195836.189343 + Penalty 731.797859 = -195104.391484 nChanged 116 SP:Iteration 4Q (628.760000 sec): 3 clusters Score: Raw -195888.762160 + Penalty 731.797859 = -195156.964301 nChanged 128 SP:Iteration 5Q (628.960000 sec): 3 clusters Score: Raw -195955.280634 + Penalty 731.797859 = -195223.482775 nChanged 147 SP:Iteration 6Q (629.100000 sec): 3 clusters Score: Raw -196044.201265 + Penalty 731.797859 = -195312.403406 nChanged 145 SP:Iteration 7Q (629.310000 sec): 3 clusters Score: Raw -196145.220610 + Penalty 731.797859 = -195413.422751 nChanged 149 SP:Iteration 8Q (629.480000 sec): 3 clusters Score: Raw -196232.747370 + Penalty 731.797859 = -195500.949511 nChanged 110 SP:Iteration 9Q (629.630000 sec): 3 clusters Score: Raw -196280.268217 + Penalty 731.797859 = -195548.470359 nChanged 82 SP:Iteration 10Q (629.840000 sec): 3 clusters Score: Raw -196309.918009 + Penalty 731.797859 = -195578.120150 nChanged 63 SP:Iteration 11Q (629.990000 sec): 3 clusters Score: Raw -196326.680261 + Penalty 731.797859 = -195594.882402 nChanged 42 SP:Iteration 12Q (630.200000 sec): 3 clusters Score: Raw -196337.479331 + Penalty 731.797859 = -195605.681473 nChanged 40 SP:Iteration 13Q (630.350000 sec): 3 clusters Score: Raw -196345.417861 + Penalty 731.797859 = -195613.620002 nChanged 25 SP:Iteration 14Q (630.560000 sec): 3 clusters Score: Raw -196351.857851 + Penalty 731.797859 = -195620.059992 nChanged 24 SP:Iteration 15Q (630.770000 sec): 3 clusters Score: Raw -196357.847368 + Penalty 731.797859 = -195626.049510 nChanged 25 SP:Iteration 16Q (630.940000 sec): 3 clusters Score: Raw -196364.346984 + Penalty 731.797859 = -195632.549125 nChanged 24 SP:Iteration 17Q (631.100000 sec): 3 clusters Score: Raw -196369.329004 + Penalty 731.797859 = -195637.531146 nChanged 19 SP:Iteration 18Q (631.280000 sec): 3 clusters Score: Raw -196372.411033 + Penalty 731.797859 = -195640.613174 nChanged 16 SP:Iteration 19Q (631.460000 sec): 3 clusters Score: Raw -196375.100742 + Penalty 731.797859 = -195643.302883 nChanged 15 SP:Iteration 20F (631.610000 sec): 3 clusters Score: Raw -196377.153688 + Penalty 731.797859 = -195645.355829 nChanged 16 SP:Iteration 21Q (631.790000 sec): 3 clusters Score: Raw -196378.725078 + Penalty 731.797859 = -195646.927219 nChanged 12 SP:Iteration 22Q (631.990000 sec): 3 clusters Score: Raw -196380.404879 + Penalty 731.797859 = -195648.607020 nChanged 9 SP:Iteration 23Q (632.100000 sec): 3 clusters Score: Raw -196382.121811 + Penalty 731.797859 = -195650.323952 nChanged 20 SP:Iteration 24Q (632.260000 sec): 3 clusters Score: Raw -196385.419445 + Penalty 731.797859 = -195653.621586 nChanged 17 SP:Iteration 25Q (632.420000 sec): 3 clusters Score: Raw -196388.730237 + Penalty 731.797859 = -195656.932378 nChanged 23 SP:Iteration 26Q (632.610000 sec): 3 clusters Score: Raw -196394.565497 + Penalty 731.797859 = -195662.767639 nChanged 19 SP:Iteration 27Q (632.830000 sec): 3 clusters Score: Raw -196398.725885 + Penalty 731.797859 = -195666.928026 nChanged 20 SP:Iteration 28Q (633.000000 sec): 3 clusters Score: Raw -196402.916509 + Penalty 731.797859 = -195671.118650 nChanged 20 SP:Iteration 29Q (633.210000 sec): 3 clusters Score: Raw -196406.170068 + Penalty 731.797859 = -195674.372210 nChanged 11 SP:Iteration 30Q (633.360000 sec): 3 clusters Score: Raw -196409.106474 + Penalty 731.797859 = -195677.308616 nChanged 20 SP:Iteration 31Q (633.540000 sec): 3 clusters Score: Raw -196413.726293 + Penalty 731.797859 = -195681.928434 nChanged 18 SP:Iteration 32Q (633.690000 sec): 3 clusters Score: Raw -196418.366661 + Penalty 731.797859 = -195686.568802 nChanged 21 SP:Iteration 33Q (633.870000 sec): 3 clusters Score: Raw -196423.502946 + Penalty 731.797859 = -195691.705087 nChanged 16 SP:Iteration 34Q (634.030000 sec): 3 clusters Score: Raw -196428.292866 + Penalty 731.797859 = -195696.495007 nChanged 25 SP:Iteration 35Q (634.170000 sec): 3 clusters Score: Raw -196433.906296 + Penalty 731.797859 = -195702.108437 nChanged 18 SP:Iteration 36Q (634.330000 sec): 3 clusters Score: Raw -196438.357315 + Penalty 731.797859 = -195706.559457 nChanged 26 SP:Iteration 37Q (634.520000 sec): 3 clusters Score: Raw -196444.700557 + Penalty 731.797859 = -195712.902698 nChanged 22 SP:Iteration 38Q (634.660000 sec): 3 clusters Score: Raw -196450.186977 + Penalty 731.797859 = -195718.389118 nChanged 27 SP:Iteration 39Q (634.860000 sec): 3 clusters Score: Raw -196456.810890 + Penalty 731.797859 = -195725.013032 nChanged 27 SP:Iteration 40F (635.040000 sec): 3 clusters Score: Raw -196464.197045 + Penalty 731.797859 = -195732.399186 nChanged 30 SP:Iteration 41Q (635.210000 sec): 3 clusters Score: Raw -196473.641268 + Penalty 731.797859 = -195741.843409 nChanged 29 SP:Iteration 42Q (635.390000 sec): 3 clusters Score: Raw -196482.921778 + Penalty 731.797859 = -195751.123919 nChanged 32 SP:Iteration 43Q (635.570000 sec): 3 clusters Score: Raw -196496.223811 + Penalty 731.797859 = -195764.425952 nChanged 35 SP:Iteration 44Q (635.750000 sec): 3 clusters Score: Raw -196507.743801 + Penalty 731.797859 = -195775.945943 nChanged 33 SP:Iteration 45Q (635.970000 sec): 3 clusters Score: Raw -196520.808518 + Penalty 731.797859 = -195789.010659 nChanged 32 SP:Iteration 46Q (636.120000 sec): 3 clusters Score: Raw -196534.357999 + Penalty 731.797859 = -195802.560141 nChanged 38 SP:Iteration 47Q (636.260000 sec): 3 clusters Score: Raw -196553.662632 + Penalty 731.797859 = -195821.864774 nChanged 40 SP:Iteration 48Q (636.460000 sec): 3 clusters Score: Raw -196572.073744 + Penalty 731.797859 = -195840.275885 nChanged 35 SP:Iteration 49Q (636.610000 sec): 3 clusters Score: Raw -196585.378054 + Penalty 731.797859 = -195853.580195 nChanged 26 SP:Iteration 50Q (636.790000 sec): 3 clusters Score: Raw -196594.915220 + Penalty 731.797859 = -195863.117361 nChanged 24 SP:Iteration 51Q (636.960000 sec): 3 clusters Score: Raw -196605.050956 + Penalty 731.797859 = -195873.253098 nChanged 24 SP:Iteration 52Q (637.190000 sec): 3 clusters Score: Raw -196613.495811 + Penalty 731.797859 = -195881.697952 nChanged 19 SP:Iteration 53Q (637.340000 sec): 3 clusters Score: Raw -196620.293014 + Penalty 731.797859 = -195888.495155 nChanged 22 SP:Iteration 54Q (637.520000 sec): 3 clusters Score: Raw -196631.976022 + Penalty 731.797859 = -195900.178163 nChanged 30 SP:Iteration 55Q (637.710000 sec): 3 clusters Score: Raw -196644.905709 + Penalty 731.797859 = -195913.107850 nChanged 27 SP:Iteration 56Q (637.870000 sec): 3 clusters Score: Raw -196658.070275 + Penalty 731.797859 = -195926.272416 nChanged 23 SP:Iteration 57Q (638.030000 sec): 3 clusters Score: Raw -196669.883715 + Penalty 731.797859 = -195938.085856 nChanged 27 SP:Iteration 58Q (638.170000 sec): 3 clusters Score: Raw -196679.326423 + Penalty 731.797859 = -195947.528564 nChanged 23 SP:Iteration 59Q (638.370000 sec): 3 clusters Score: Raw -196689.099310 + Penalty 731.797859 = -195957.301452 nChanged 25 SP:Iteration 60F (638.580000 sec): 3 clusters Score: Raw -196700.597990 + Penalty 731.797859 = -195968.800131 nChanged 23 SP:Iteration 61Q (638.730000 sec): 3 clusters Score: Raw -196711.137123 + Penalty 731.797859 = -195979.339264 nChanged 19 SP:Iteration 62Q (638.920000 sec): 3 clusters Score: Raw -196720.866013 + Penalty 731.797859 = -195989.068155 nChanged 17 SP:Iteration 63Q (639.040000 sec): 3 clusters Score: Raw -196730.011797 + Penalty 731.797859 = -195998.213939 nChanged 14 SP:Iteration 64Q (639.220000 sec): 3 clusters Score: Raw -196734.879623 + Penalty 731.797859 = -196003.081765 nChanged 10 SP:Iteration 65Q (639.380000 sec): 3 clusters Score: Raw -196739.098595 + Penalty 731.797859 = -196007.300736 nChanged 10 SP:Iteration 66Q (639.540000 sec): 3 clusters Score: Raw -196745.356636 + Penalty 731.797859 = -196013.558777 nChanged 13 SP:Iteration 67Q (639.760000 sec): 3 clusters Score: Raw -196752.955938 + Penalty 731.797859 = -196021.158080 nChanged 13 SP:Iteration 68Q (639.920000 sec): 3 clusters Score: Raw -196758.837911 + Penalty 731.797859 = -196027.040052 nChanged 14 SP:Iteration 69Q (640.090000 sec): 3 clusters Score: Raw -196765.353444 + Penalty 731.797859 = -196033.555585 nChanged 10 SP:Iteration 70Q (640.270000 sec): 3 clusters Score: Raw -196769.755868 + Penalty 731.797859 = -196037.958009 nChanged 6 SP:Iteration 71Q (640.460000 sec): 3 clusters Score: Raw -196771.216339 + Penalty 731.797859 = -196039.418480 nChanged 7 SP:Iteration 72Q (640.590000 sec): 3 clusters Score: Raw -196775.482777 + Penalty 731.797859 = -196043.684918 nChanged 9 SP:Iteration 73Q (640.800000 sec): 3 clusters Score: Raw -196778.415504 + Penalty 731.797859 = -196046.617645 nChanged 11 SP:Iteration 74Q (640.930000 sec): 3 clusters Score: Raw -196783.187957 + Penalty 731.797859 = -196051.390098 nChanged 10 SP:Iteration 75Q (641.130000 sec): 3 clusters Score: Raw -196786.854664 + Penalty 731.797859 = -196055.056805 nChanged 9 SP:Iteration 76Q (641.260000 sec): 3 clusters Score: Raw -196791.124485 + Penalty 731.797859 = -196059.326626 nChanged 7 SP:Iteration 77Q (641.400000 sec): 3 clusters Score: Raw -196794.682300 + Penalty 731.797859 = -196062.884441 nChanged 7 SP:Iteration 78Q (641.570000 sec): 3 clusters Score: Raw -196797.707801 + Penalty 731.797859 = -196065.909942 nChanged 6 SP:Iteration 79Q (641.740000 sec): 3 clusters Score: Raw -196800.307901 + Penalty 731.797859 = -196068.510042 nChanged 8 SP:Iteration 80F (641.910000 sec): 3 clusters Score: Raw -196806.628394 + Penalty 731.797859 = -196074.830535 nChanged 6 SP:Iteration 81Q (642.080000 sec): 3 clusters Score: Raw -196809.163604 + Penalty 731.797859 = -196077.365745 nChanged 5 SP:Iteration 82Q (642.200000 sec): 3 clusters Score: Raw -196813.894998 + Penalty 731.797859 = -196082.097140 nChanged 6 SP:Iteration 83Q (642.390000 sec): 3 clusters Score: Raw -196815.901404 + Penalty 731.797859 = -196084.103545 nChanged 4 SP:Iteration 84Q (642.580000 sec): 3 clusters Score: Raw -196816.997150 + Penalty 731.797859 = -196085.199291 nChanged 2 SP:Iteration 85Q (642.720000 sec): 3 clusters Score: Raw -196817.859000 + Penalty 731.797859 = -196086.061141 nChanged 0 SP:Iteration 86F (642.840000 sec): 3 clusters Score: Raw -196817.859000 + Penalty 731.797859 = -196086.061141 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 6 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (642.960000 sec): 2 clusters Score: Raw -4534.426766 + Penalty 209.535243 = -4324.891522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (643.110000 sec): 3 clusters Score: Raw -4558.620530 + Penalty 419.070487 = -4139.550043 nChanged 27 SP:Iteration 1F (643.210000 sec): 3 clusters Score: Raw -4637.326368 + Penalty 419.070487 = -4218.255881 nChanged 6 SP:Iteration 2F (643.400000 sec): 3 clusters Score: Raw -4651.147410 + Penalty 419.070487 = -4232.076923 nChanged 3 SP:Iteration 3Q (643.550000 sec): 3 clusters Score: Raw -4660.149170 + Penalty 419.070487 = -4241.078683 nChanged 1 SP:Iteration 4Q (643.700000 sec): 3 clusters Score: Raw -4660.927122 + Penalty 419.070487 = -4241.856635 nChanged 1 SP:Iteration 5Q (643.890000 sec): 3 clusters Score: Raw -4666.014942 + Penalty 419.070487 = -4246.944455 nChanged 1 SP:Iteration 6Q (644.020000 sec): 3 clusters Score: Raw -4667.497295 + Penalty 419.070487 = -4248.426808 nChanged 1 SP:Iteration 7Q (644.150000 sec): 3 clusters Score: Raw -4669.079821 + Penalty 419.070487 = -4250.009334 nChanged 1 SP:Iteration 8Q (644.310000 sec): 3 clusters Score: Raw -4673.755630 + Penalty 419.070487 = -4254.685143 nChanged 2 SP:Iteration 9Q (644.440000 sec): 3 clusters Score: Raw -4684.704528 + Penalty 419.070487 = -4265.634041 nChanged 1 SP:Iteration 10Q (644.600000 sec): 3 clusters Score: Raw -4687.369351 + Penalty 419.070487 = -4268.298864 nChanged 1 SP:Iteration 11Q (644.710000 sec): 3 clusters Score: Raw -4687.839271 + Penalty 419.070487 = -4268.768784 nChanged 0 SP:Iteration 12F (644.870000 sec): 3 clusters Score: Raw -4687.839271 + Penalty 419.070487 = -4268.768784 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 7 (655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.960000 sec): 2 clusters Score: Raw -36401.047010 + Penalty 295.050903 = -36105.996107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.170000 sec): 3 clusters Score: Raw -36111.933575 + Penalty 590.101806 = -35521.831768 nChanged 236 SP:Iteration 1F (645.300000 sec): 3 clusters Score: Raw -36335.936068 + Penalty 590.101806 = -35745.834262 nChanged 82 SP:Iteration 2F (645.460000 sec): 3 clusters Score: Raw -36467.005493 + Penalty 590.101806 = -35876.903686 nChanged 69 SP:Iteration 3F (645.660000 sec): 3 clusters Score: Raw -36602.545403 + Penalty 590.101806 = -36012.443597 nChanged 55 SP:Iteration 4F (645.790000 sec): 3 clusters Score: Raw -36711.509510 + Penalty 590.101806 = -36121.407704 nChanged 28 SP:Iteration 5Q (645.960000 sec): 3 clusters Score: Raw -36741.179920 + Penalty 590.101806 = -36151.078114 nChanged 16 SP:Iteration 6Q (646.130000 sec): 3 clusters Score: Raw -36756.151091 + Penalty 590.101806 = -36166.049285 nChanged 12 SP:Iteration 7Q (646.330000 sec): 3 clusters Score: Raw -36761.610385 + Penalty 590.101806 = -36171.508579 nChanged 4 SP:Iteration 8Q (646.500000 sec): 3 clusters Score: Raw -36762.736747 + Penalty 590.101806 = -36172.634941 nChanged 1 SP:Iteration 9Q (646.660000 sec): 3 clusters Score: Raw -36762.929518 + Penalty 590.101806 = -36172.827712 nChanged 1 SP:Iteration 10Q (646.830000 sec): 3 clusters Score: Raw -36763.235900 + Penalty 590.101806 = -36173.134094 nChanged 0 SP:Iteration 11F (646.980000 sec): 3 clusters Score: Raw -36763.235900 + Penalty 590.101806 = -36173.134094 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 1.55 GB. Trying to split cluster 8 (836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (647.060000 sec): 2 clusters Score: Raw -44403.673123 + Penalty 306.152602 = -44097.520521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (647.220000 sec): 3 clusters Score: Raw -44034.371111 + Penalty 612.305204 = -43422.065908 nChanged 319 SP:Iteration 1F (647.360000 sec): 3 clusters Score: Raw -44270.280664 + Penalty 612.305204 = -43657.975460 nChanged 80 SP:Iteration 2F (647.530000 sec): 3 clusters Score: Raw -44378.349244 + Penalty 612.305204 = -43766.044040 nChanged 68 SP:Iteration 3F (647.650000 sec): 3 clusters Score: Raw -44470.235301 + Penalty 612.305204 = -43857.930097 nChanged 58 SP:Iteration 4F (647.800000 sec): 3 clusters Score: Raw -44538.604626 + Penalty 612.305204 = -43926.299422 nChanged 63 SP:Iteration 5F (647.970000 sec): 3 clusters Score: Raw -44594.705712 + Penalty 612.305204 = -43982.400509 nChanged 50 SP:Iteration 6F (648.140000 sec): 3 clusters Score: Raw -44638.441123 + Penalty 612.305204 = -44026.135920 nChanged 36 SP:Iteration 7Q (648.330000 sec): 3 clusters Score: Raw -44668.764570 + Penalty 612.305204 = -44056.459366 nChanged 37 SP:Iteration 8Q (648.450000 sec): 3 clusters Score: Raw -44705.009464 + Penalty 612.305204 = -44092.704260 nChanged 27 SP:Iteration 9Q (648.640000 sec): 3 clusters Score: Raw -44725.237006 + Penalty 612.305204 = -44112.931802 nChanged 16 SP:Iteration 10Q (648.770000 sec): 3 clusters Score: Raw -44737.875054 + Penalty 612.305204 = -44125.569850 nChanged 14 SP:Iteration 11Q (648.950000 sec): 3 clusters Score: Raw -44745.763940 + Penalty 612.305204 = -44133.458736 nChanged 7 SP:Iteration 12Q (649.090000 sec): 3 clusters Score: Raw -44752.017163 + Penalty 612.305204 = -44139.711960 nChanged 5 SP:Iteration 13Q (649.240000 sec): 3 clusters Score: Raw -44756.321786 + Penalty 612.305204 = -44144.016583 nChanged 5 SP:Iteration 14Q (649.420000 sec): 3 clusters Score: Raw -44759.868555 + Penalty 612.305204 = -44147.563351 nChanged 7 SP:Iteration 15Q (649.560000 sec): 3 clusters Score: Raw -44764.656613 + Penalty 612.305204 = -44152.351409 nChanged 4 SP:Iteration 16Q (649.750000 sec): 3 clusters Score: Raw -44767.831450 + Penalty 612.305204 = -44155.526247 nChanged 5 SP:Iteration 17Q (649.940000 sec): 3 clusters Score: Raw -44770.871475 + Penalty 612.305204 = -44158.566271 nChanged 2 SP:Iteration 18Q (650.100000 sec): 3 clusters Score: Raw -44771.266088 + Penalty 612.305204 = -44158.960884 nChanged 1 SP:Iteration 19Q (650.230000 sec): 3 clusters Score: Raw -44771.652830 + Penalty 612.305204 = -44159.347626 nChanged 1 SP:Iteration 20F (650.400000 sec): 3 clusters Score: Raw -44772.191470 + Penalty 612.305204 = -44159.886267 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 1.55 GB. Trying to split cluster 9 (2003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.490000 sec): 2 clusters Score: Raw -112796.985023 + Penalty 345.909261 = -112451.075762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (650.660000 sec): 3 clusters Score: Raw -111723.976455 + Penalty 691.818522 = -111032.157933 nChanged 839 SP:Iteration 1F (650.800000 sec): 3 clusters Score: Raw -112197.782006 + Penalty 691.818522 = -111505.963485 nChanged 158 SP:Iteration 2F (651.010000 sec): 3 clusters Score: Raw -112312.719974 + Penalty 691.818522 = -111620.901453 nChanged 146 SP:Iteration 3F (651.140000 sec): 3 clusters Score: Raw -112420.285815 + Penalty 691.818522 = -111728.467294 nChanged 105 SP:Iteration 4F (651.320000 sec): 3 clusters Score: Raw -112480.511572 + Penalty 691.818522 = -111788.693051 nChanged 71 SP:Iteration 5Q (651.460000 sec): 3 clusters Score: Raw -112522.708111 + Penalty 691.818522 = -111830.889590 nChanged 61 SP:Iteration 6Q (651.620000 sec): 3 clusters Score: Raw -112557.519576 + Penalty 691.818522 = -111865.701054 nChanged 67 SP:Iteration 7Q (651.770000 sec): 3 clusters Score: Raw -112583.769355 + Penalty 691.818522 = -111891.950834 nChanged 39 SP:Iteration 8Q (651.970000 sec): 3 clusters Score: Raw -112599.504590 + Penalty 691.818522 = -111907.686068 nChanged 38 SP:Iteration 9Q (652.120000 sec): 3 clusters Score: Raw -112613.424842 + Penalty 691.818522 = -111921.606321 nChanged 29 SP:Iteration 10Q (652.300000 sec): 3 clusters Score: Raw -112625.865863 + Penalty 691.818522 = -111934.047342 nChanged 30 SP:Iteration 11Q (652.420000 sec): 3 clusters Score: Raw -112639.237405 + Penalty 691.818522 = -111947.418883 nChanged 40 SP:Iteration 12Q (652.600000 sec): 3 clusters Score: Raw -112655.680481 + Penalty 691.818522 = -111963.861959 nChanged 28 SP:Iteration 13Q (652.780000 sec): 3 clusters Score: Raw -112668.435634 + Penalty 691.818522 = -111976.617112 nChanged 27 SP:Iteration 14Q (652.960000 sec): 3 clusters Score: Raw -112682.015409 + Penalty 691.818522 = -111990.196887 nChanged 28 SP:Iteration 15Q (653.100000 sec): 3 clusters Score: Raw -112691.970690 + Penalty 691.818522 = -112000.152168 nChanged 27 SP:Iteration 16Q (653.220000 sec): 3 clusters Score: Raw -112702.389061 + Penalty 691.818522 = -112010.570539 nChanged 23 SP:Iteration 17Q (653.390000 sec): 3 clusters Score: Raw -112711.685296 + Penalty 691.818522 = -112019.866775 nChanged 21 SP:Iteration 18Q (653.530000 sec): 3 clusters Score: Raw -112720.805016 + Penalty 691.818522 = -112028.986495 nChanged 30 SP:Iteration 19Q (653.680000 sec): 3 clusters Score: Raw -112733.536488 + Penalty 691.818522 = -112041.717967 nChanged 30 SP:Iteration 20F (653.820000 sec): 3 clusters Score: Raw -112746.118917 + Penalty 691.818522 = -112054.300396 nChanged 21 SP:Iteration 21Q (653.990000 sec): 3 clusters Score: Raw -112751.950212 + Penalty 691.818522 = -112060.131690 nChanged 17 SP:Iteration 22Q (654.150000 sec): 3 clusters Score: Raw -112755.920634 + Penalty 691.818522 = -112064.102113 nChanged 10 SP:Iteration 23Q (654.340000 sec): 3 clusters Score: Raw -112757.916760 + Penalty 691.818522 = -112066.098239 nChanged 6 SP:Iteration 24Q (654.460000 sec): 3 clusters Score: Raw -112758.928835 + Penalty 691.818522 = -112067.110313 nChanged 2 SP:Iteration 25Q (654.630000 sec): 3 clusters Score: Raw -112759.241030 + Penalty 691.818522 = -112067.422509 nChanged 1 SP:Iteration 26Q (654.840000 sec): 3 clusters Score: Raw -112759.572719 + Penalty 691.818522 = -112067.754197 nChanged 4 SP:Iteration 27Q (655.000000 sec): 3 clusters Score: Raw -112760.861838 + Penalty 691.818522 = -112069.043316 nChanged 5 SP:Iteration 28Q (655.170000 sec): 3 clusters Score: Raw -112761.880338 + Penalty 691.818522 = -112070.061816 nChanged 5 SP:Iteration 29Q (655.330000 sec): 3 clusters Score: Raw -112762.337330 + Penalty 691.818522 = -112070.518809 nChanged 2 SP:Iteration 30Q (655.490000 sec): 3 clusters Score: Raw -112762.845990 + Penalty 691.818522 = -112071.027468 nChanged 4 SP:Iteration 31Q (655.650000 sec): 3 clusters Score: Raw -112763.533715 + Penalty 691.818522 = -112071.715193 nChanged 1 SP:Iteration 32Q (655.800000 sec): 3 clusters Score: Raw -112763.729830 + Penalty 691.818522 = -112071.911309 nChanged 1 SP:Iteration 33Q (655.940000 sec): 3 clusters Score: Raw -112763.803746 + Penalty 691.818522 = -112071.985225 nChanged 1 SP:Iteration 34Q (656.140000 sec): 3 clusters Score: Raw -112763.889707 + Penalty 691.818522 = -112072.071186 nChanged 0 SP:Iteration 35F (656.290000 sec): 3 clusters Score: Raw -112763.889707 + Penalty 691.818522 = -112072.071186 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 10 (14268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (656.410000 sec): 2 clusters Score: Raw -822478.233552 + Penalty 435.242742 = -822042.990810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (656.650000 sec): 3 clusters Score: Raw -813326.319367 + Penalty 870.485484 = -812455.833883 nChanged 6749 SP:Iteration 1F (656.860000 sec): 3 clusters Score: Raw -817426.178865 + Penalty 870.485484 = -816555.693382 nChanged 798 SP:Iteration 2F (657.010000 sec): 3 clusters Score: Raw -817833.887558 + Penalty 870.485484 = -816963.402074 nChanged 894 SP:Iteration 3F (657.230000 sec): 3 clusters Score: Raw -818360.655788 + Penalty 870.485484 = -817490.170305 nChanged 907 SP:Iteration 4F (657.430000 sec): 3 clusters Score: Raw -818942.541769 + Penalty 870.485484 = -818072.056285 nChanged 873 SP:Iteration 5F (657.630000 sec): 3 clusters Score: Raw -819514.205311 + Penalty 870.485484 = -818643.719827 nChanged 795 SP:Iteration 6F (657.840000 sec): 3 clusters Score: Raw -820008.834214 + Penalty 870.485484 = -819138.348730 nChanged 657 SP:Iteration 7Q (658.050000 sec): 3 clusters Score: Raw -820366.337626 + Penalty 870.485484 = -819495.852142 nChanged 573 SP:Iteration 8Q (658.270000 sec): 3 clusters Score: Raw -820612.705069 + Penalty 870.485484 = -819742.219585 nChanged 441 SP:Iteration 9Q (658.460000 sec): 3 clusters Score: Raw -820789.929400 + Penalty 870.485484 = -819919.443916 nChanged 371 SP:Iteration 10Q (658.690000 sec): 3 clusters Score: Raw -820919.980963 + Penalty 870.485484 = -820049.495479 nChanged 311 SP:Iteration 11Q (658.880000 sec): 3 clusters Score: Raw -821019.104678 + Penalty 870.485484 = -820148.619194 nChanged 274 SP:Iteration 12Q (659.060000 sec): 3 clusters Score: Raw -821090.821227 + Penalty 870.485484 = -820220.335743 nChanged 231 SP:Iteration 13Q (659.300000 sec): 3 clusters Score: Raw -821149.084368 + Penalty 870.485484 = -820278.598884 nChanged 213 SP:Iteration 14Q (659.490000 sec): 3 clusters Score: Raw -821192.219140 + Penalty 870.485484 = -820321.733656 nChanged 173 SP:Iteration 15Q (659.730000 sec): 3 clusters Score: Raw -821226.198206 + Penalty 870.485484 = -820355.712722 nChanged 157 SP:Iteration 16Q (659.970000 sec): 3 clusters Score: Raw -821250.419393 + Penalty 870.485484 = -820379.933910 nChanged 130 SP:Iteration 17Q (660.200000 sec): 3 clusters Score: Raw -821272.684784 + Penalty 870.485484 = -820402.199301 nChanged 137 SP:Iteration 18Q (660.420000 sec): 3 clusters Score: Raw -821294.892922 + Penalty 870.485484 = -820424.407438 nChanged 117 SP:Iteration 19Q (660.600000 sec): 3 clusters Score: Raw -821308.667392 + Penalty 870.485484 = -820438.181908 nChanged 100 SP:Iteration 20F (660.790000 sec): 3 clusters Score: Raw -821319.599572 + Penalty 870.485484 = -820449.114089 nChanged 76 SP:Iteration 21Q (660.980000 sec): 3 clusters Score: Raw -821327.887939 + Penalty 870.485484 = -820457.402455 nChanged 72 SP:Iteration 22Q (661.170000 sec): 3 clusters Score: Raw -821335.351946 + Penalty 870.485484 = -820464.866462 nChanged 78 SP:Iteration 23Q (661.400000 sec): 3 clusters Score: Raw -821342.760664 + Penalty 870.485484 = -820472.275181 nChanged 72 SP:Iteration 24Q (661.640000 sec): 3 clusters Score: Raw -821350.268382 + Penalty 870.485484 = -820479.782899 nChanged 82 SP:Iteration 25Q (661.810000 sec): 3 clusters Score: Raw -821359.415494 + Penalty 870.485484 = -820488.930010 nChanged 80 SP:Iteration 26Q (662.030000 sec): 3 clusters Score: Raw -821367.729409 + Penalty 870.485484 = -820497.243925 nChanged 66 SP:Iteration 27Q (662.260000 sec): 3 clusters Score: Raw -821373.772884 + Penalty 870.485484 = -820503.287400 nChanged 53 SP:Iteration 28Q (662.430000 sec): 3 clusters Score: Raw -821378.078276 + Penalty 870.485484 = -820507.592792 nChanged 47 SP:Iteration 29Q (662.640000 sec): 3 clusters Score: Raw -821380.541896 + Penalty 870.485484 = -820510.056412 nChanged 30 SP:Iteration 30Q (662.790000 sec): 3 clusters Score: Raw -821381.886258 + Penalty 870.485484 = -820511.400774 nChanged 22 SP:Iteration 31Q (662.950000 sec): 3 clusters Score: Raw -821382.651564 + Penalty 870.485484 = -820512.166080 nChanged 16 SP:Iteration 32Q (663.120000 sec): 3 clusters Score: Raw -821383.265368 + Penalty 870.485484 = -820512.779884 nChanged 14 SP:Iteration 33Q (663.280000 sec): 3 clusters Score: Raw -821384.165886 + Penalty 870.485484 = -820513.680403 nChanged 22 SP:Iteration 34Q (663.450000 sec): 3 clusters Score: Raw -821385.193469 + Penalty 870.485484 = -820514.707985 nChanged 24 SP:Iteration 35Q (663.670000 sec): 3 clusters Score: Raw -821386.320051 + Penalty 870.485484 = -820515.834568 nChanged 29 SP:Iteration 36Q (663.890000 sec): 3 clusters Score: Raw -821387.593869 + Penalty 870.485484 = -820517.108385 nChanged 22 SP:Iteration 37Q (664.100000 sec): 3 clusters Score: Raw -821388.714287 + Penalty 870.485484 = -820518.228803 nChanged 26 SP:Iteration 38Q (664.310000 sec): 3 clusters Score: Raw -821390.418876 + Penalty 870.485484 = -820519.933392 nChanged 32 SP:Iteration 39Q (664.490000 sec): 3 clusters Score: Raw -821393.095042 + Penalty 870.485484 = -820522.609558 nChanged 30 SP:Iteration 40F (664.690000 sec): 3 clusters Score: Raw -821395.171615 + Penalty 870.485484 = -820524.686131 nChanged 30 SP:Iteration 41Q (664.900000 sec): 3 clusters Score: Raw -821396.690875 + Penalty 870.485484 = -820526.205392 nChanged 27 SP:Iteration 42Q (665.130000 sec): 3 clusters Score: Raw -821398.056619 + Penalty 870.485484 = -820527.571135 nChanged 22 SP:Iteration 43Q (665.330000 sec): 3 clusters Score: Raw -821398.969254 + Penalty 870.485484 = -820528.483771 nChanged 20 SP:Iteration 44Q (665.520000 sec): 3 clusters Score: Raw -821400.007893 + Penalty 870.485484 = -820529.522409 nChanged 20 SP:Iteration 45Q (665.720000 sec): 3 clusters Score: Raw -821401.237471 + Penalty 870.485484 = -820530.751988 nChanged 19 SP:Iteration 46Q (665.920000 sec): 3 clusters Score: Raw -821401.949020 + Penalty 870.485484 = -820531.463536 nChanged 16 SP:Iteration 47Q (666.150000 sec): 3 clusters Score: Raw -821402.480994 + Penalty 870.485484 = -820531.995510 nChanged 12 SP:Iteration 48Q (666.330000 sec): 3 clusters Score: Raw -821402.920283 + Penalty 870.485484 = -820532.434799 nChanged 13 SP:Iteration 49Q (666.520000 sec): 3 clusters Score: Raw -821403.422442 + Penalty 870.485484 = -820532.936958 nChanged 11 SP:Iteration 50Q (666.710000 sec): 3 clusters Score: Raw -821403.850502 + Penalty 870.485484 = -820533.365018 nChanged 7 SP:Iteration 51Q (666.910000 sec): 3 clusters Score: Raw -821404.051462 + Penalty 870.485484 = -820533.565978 nChanged 6 SP:Iteration 52Q (667.100000 sec): 3 clusters Score: Raw -821404.207571 + Penalty 870.485484 = -820533.722087 nChanged 7 SP:Iteration 53Q (667.290000 sec): 3 clusters Score: Raw -821404.287866 + Penalty 870.485484 = -820533.802382 nChanged 5 SP:Iteration 54Q (667.510000 sec): 3 clusters Score: Raw -821404.359279 + Penalty 870.485484 = -820533.873795 nChanged 4 SP:Iteration 55Q (667.710000 sec): 3 clusters Score: Raw -821404.447484 + Penalty 870.485484 = -820533.962000 nChanged 2 SP:Iteration 56Q (667.950000 sec): 3 clusters Score: Raw -821404.538834 + Penalty 870.485484 = -820534.053350 nChanged 3 SP:Iteration 57Q (668.170000 sec): 3 clusters Score: Raw -821404.598507 + Penalty 870.485484 = -820534.113023 nChanged 0 SP:Iteration 58F (668.380000 sec): 3 clusters Score: Raw -821404.598507 + Penalty 870.485484 = -820534.113023 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.500000 sec): 2 clusters Score: Raw -880786.919445 + Penalty 435.070212 = -880351.849233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.650000 sec): 3 clusters Score: Raw -871727.027393 + Penalty 870.140423 = -870856.886970 nChanged 6737 SP:Iteration 1F (668.890000 sec): 3 clusters Score: Raw -875652.107850 + Penalty 870.140423 = -874781.967427 nChanged 668 SP:Iteration 2Q (669.080000 sec): 3 clusters Score: Raw -875915.815083 + Penalty 870.140423 = -875045.674659 nChanged 716 SP:Iteration 3F (669.270000 sec): 3 clusters Score: Raw -876324.819007 + Penalty 870.140423 = -875454.678584 nChanged 816 SP:Iteration 4F (669.510000 sec): 3 clusters Score: Raw -876934.941264 + Penalty 870.140423 = -876064.800841 nChanged 921 SP:Iteration 5F (669.700000 sec): 3 clusters Score: Raw -877677.598864 + Penalty 870.140423 = -876807.458441 nChanged 830 SP:Iteration 6F (669.900000 sec): 3 clusters Score: Raw -878186.001284 + Penalty 870.140423 = -877315.860861 nChanged 544 SP:Iteration 7Q (670.090000 sec): 3 clusters Score: Raw -878359.783664 + Penalty 870.140423 = -877489.643241 nChanged 289 SP:Iteration 8Q (670.330000 sec): 3 clusters Score: Raw -878417.323515 + Penalty 870.140423 = -877547.183092 nChanged 186 SP:Iteration 9Q (670.530000 sec): 3 clusters Score: Raw -878456.346954 + Penalty 870.140423 = -877586.206531 nChanged 137 SP:Iteration 10Q (670.730000 sec): 3 clusters Score: Raw -878486.601680 + Penalty 870.140423 = -877616.461256 nChanged 147 SP:Iteration 11Q (670.950000 sec): 3 clusters Score: Raw -878514.101018 + Penalty 870.140423 = -877643.960595 nChanged 141 SP:Iteration 12Q (671.170000 sec): 3 clusters Score: Raw -878538.537798 + Penalty 870.140423 = -877668.397374 nChanged 129 SP:Iteration 13Q (671.340000 sec): 3 clusters Score: Raw -878559.883051 + Penalty 870.140423 = -877689.742628 nChanged 120 SP:Iteration 14Q (671.600000 sec): 3 clusters Score: Raw -878579.135792 + Penalty 870.140423 = -877708.995368 nChanged 120 SP:Iteration 15Q (671.800000 sec): 3 clusters Score: Raw -878598.452431 + Penalty 870.140423 = -877728.312008 nChanged 122 SP:Iteration 16Q (671.930000 sec): 3 clusters Score: Raw -878620.695650 + Penalty 870.140423 = -877750.555227 nChanged 134 SP:Iteration 17Q (672.160000 sec): 3 clusters Score: Raw -878650.769071 + Penalty 870.140423 = -877780.628648 nChanged 159 SP:Iteration 18Q (672.360000 sec): 3 clusters Score: Raw -878693.855645 + Penalty 870.140423 = -877823.715222 nChanged 201 SP:Iteration 19Q (672.590000 sec): 3 clusters Score: Raw -878751.431557 + Penalty 870.140423 = -877881.291134 nChanged 185 SP:Iteration 20F (672.780000 sec): 3 clusters Score: Raw -878801.975511 + Penalty 870.140423 = -877931.835087 nChanged 179 SP:Iteration 21Q (672.980000 sec): 3 clusters Score: Raw -878848.050876 + Penalty 870.140423 = -877977.910453 nChanged 179 SP:Iteration 22Q (673.170000 sec): 3 clusters Score: Raw -878888.896556 + Penalty 870.140423 = -878018.756133 nChanged 170 SP:Iteration 23Q (673.360000 sec): 3 clusters Score: Raw -878929.883794 + Penalty 870.140423 = -878059.743371 nChanged 179 SP:Iteration 24Q (673.570000 sec): 3 clusters Score: Raw -878972.424040 + Penalty 870.140423 = -878102.283617 nChanged 180 SP:Iteration 25Q (673.770000 sec): 3 clusters Score: Raw -879020.343411 + Penalty 870.140423 = -878150.202988 nChanged 205 SP:Iteration 26Q (673.980000 sec): 3 clusters Score: Raw -879082.186659 + Penalty 870.140423 = -878212.046236 nChanged 211 SP:Iteration 27Q (674.160000 sec): 3 clusters Score: Raw -879144.521020 + Penalty 870.140423 = -878274.380596 nChanged 204 SP:Iteration 28Q (674.310000 sec): 3 clusters Score: Raw -879202.245232 + Penalty 870.140423 = -878332.104809 nChanged 197 SP:Iteration 29Q (674.470000 sec): 3 clusters Score: Raw -879263.608372 + Penalty 870.140423 = -878393.467949 nChanged 218 SP:Iteration 30Q (674.650000 sec): 3 clusters Score: Raw -879337.734672 + Penalty 870.140423 = -878467.594249 nChanged 219 SP:Iteration 31Q (674.810000 sec): 3 clusters Score: Raw -879415.638788 + Penalty 870.140423 = -878545.498365 nChanged 238 SP:Iteration 32Q (674.970000 sec): 3 clusters Score: Raw -879509.357376 + Penalty 870.140423 = -878639.216953 nChanged 251 SP:Iteration 33Q (675.120000 sec): 3 clusters Score: Raw -879615.447734 + Penalty 870.140423 = -878745.307311 nChanged 255 SP:Iteration 34Q (675.280000 sec): 3 clusters Score: Raw -879732.895088 + Penalty 870.140423 = -878862.754665 nChanged 267 SP:Iteration 35Q (675.430000 sec): 3 clusters Score: Raw -879865.771793 + Penalty 870.140423 = -878995.631369 nChanged 243 SP:Iteration 36Q (675.590000 sec): 3 clusters Score: Raw -880003.332879 + Penalty 870.140423 = -879133.192456 nChanged 244 SP:Iteration 37Q (675.780000 sec): 3 clusters Score: Raw -880166.942316 + Penalty 870.140423 = -879296.801892 nChanged 221 SP:Iteration 38Q (676.010000 sec): 3 clusters Score: Raw -880311.536133 + Penalty 870.140423 = -879441.395709 nChanged 190 SP:Iteration 39Q (676.220000 sec): 3 clusters Score: Raw -880441.968303 + Penalty 870.140423 = -879571.827880 nChanged 158 SP:Iteration 40F (676.410000 sec): 3 clusters Score: Raw -880550.687523 + Penalty 870.140423 = -879680.547100 nChanged 120 SP:Iteration 41Q (676.610000 sec): 3 clusters Score: Raw -880625.662083 + Penalty 870.140423 = -879755.521660 nChanged 102 SP:Iteration 42Q (676.850000 sec): 3 clusters Score: Raw -880698.147273 + Penalty 870.140423 = -879828.006850 nChanged 54 SP:Iteration 43Q (677.050000 sec): 3 clusters Score: Raw -880734.401880 + Penalty 870.140423 = -879864.261456 nChanged 34 SP:Iteration 44Q (677.270000 sec): 3 clusters Score: Raw -880758.399273 + Penalty 870.140423 = -879888.258850 nChanged 25 SP:Iteration 45Q (677.460000 sec): 3 clusters Score: Raw -880776.285782 + Penalty 870.140423 = -879906.145359 nChanged 17 SP:Iteration 46Q (677.620000 sec): 3 clusters Score: Raw -880791.409888 + Penalty 870.140423 = -879921.269464 nChanged 13 SP:Iteration 47Q (677.850000 sec): 3 clusters Score: Raw -880800.773483 + Penalty 870.140423 = -879930.633060 nChanged 7 SP:Iteration 48Q (678.060000 sec): 3 clusters Score: Raw -880803.267713 + Penalty 870.140423 = -879933.127290 nChanged 2 SP:Iteration 49Q (678.240000 sec): 3 clusters Score: Raw -880804.693177 + Penalty 870.140423 = -879934.552754 nChanged 5 SP:Iteration 50Q (678.440000 sec): 3 clusters Score: Raw -880808.188292 + Penalty 870.140423 = -879938.047869 nChanged 4 SP:Iteration 51Q (678.640000 sec): 3 clusters Score: Raw -880811.156763 + Penalty 870.140423 = -879941.016340 nChanged 1 SP:Iteration 52Q (678.870000 sec): 3 clusters Score: Raw -880811.840718 + Penalty 870.140423 = -879941.700294 nChanged 0 SP:Iteration 53F (679.020000 sec): 3 clusters Score: Raw -880811.840718 + Penalty 870.140423 = -879941.700294 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (679.090000 sec): 2 clusters Score: Raw -50752.030937 + Penalty 316.174824 = -50435.856113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (679.200000 sec): 3 clusters Score: Raw -50235.460830 + Penalty 632.349647 = -49603.111183 nChanged 427 SP:Iteration 1F (679.380000 sec): 3 clusters Score: Raw -50641.780921 + Penalty 632.349647 = -50009.431273 nChanged 116 SP:Iteration 2F (679.550000 sec): 3 clusters Score: Raw -50883.723160 + Penalty 632.349647 = -50251.373513 nChanged 114 SP:Iteration 3F (679.740000 sec): 3 clusters Score: Raw -51316.530157 + Penalty 632.349647 = -50684.180510 nChanged 105 SP:Iteration 4F (679.910000 sec): 3 clusters Score: Raw -51905.584245 + Penalty 632.349647 = -51273.234598 nChanged 49 SP:Iteration 5Q (680.110000 sec): 3 clusters Score: Raw -52089.065366 + Penalty 632.349647 = -51456.715719 nChanged 37 SP:Iteration 6Q (680.210000 sec): 3 clusters Score: Raw -52127.089856 + Penalty 632.349647 = -51494.740208 nChanged 34 SP:Iteration 7Q (680.330000 sec): 3 clusters Score: Raw -52174.371050 + Penalty 632.349647 = -51542.021403 nChanged 38 SP:Iteration 8Q (680.450000 sec): 3 clusters Score: Raw -52236.484456 + Penalty 632.349647 = -51604.134808 nChanged 45 SP:Iteration 9Q (680.530000 sec): 3 clusters Score: Raw -52394.479420 + Penalty 632.349647 = -51762.129773 nChanged 46 SP:Iteration 10Q (680.650000 sec): 3 clusters Score: Raw -52732.105183 + Penalty 632.349647 = -52099.755535 nChanged 41 SP:Iteration 11Q (680.760000 sec): 3 clusters Score: Raw -53079.758553 + Penalty 632.349647 = -52447.408906 nChanged 24 SP:Iteration 12Q (680.880000 sec): 3 clusters Score: Raw -53522.255242 + Penalty 632.349647 = -52889.905595 nChanged 2 SP:Iteration 13Q (680.990000 sec): 3 clusters Score: Raw -53559.468028 + Penalty 632.349647 = -52927.118381 nChanged 1 SP:Iteration 14Q (681.110000 sec): 3 clusters Score: Raw -53560.089749 + Penalty 632.349647 = -52927.740101 nChanged 0 SP:Iteration 15F (681.220000 sec): 3 clusters Score: Raw -53560.089749 + Penalty 632.349647 = -52927.740101 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 1.55 GB. Trying to split cluster 13 (6288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.300000 sec): 2 clusters Score: Raw -346236.975789 + Penalty 397.961124 = -345839.014665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.440000 sec): 3 clusters Score: Raw -342521.161986 + Penalty 795.922248 = -341725.239738 nChanged 2829 SP:Iteration 1F (681.560000 sec): 3 clusters Score: Raw -344770.244460 + Penalty 795.922248 = -343974.322212 nChanged 586 SP:Iteration 2F (681.680000 sec): 3 clusters Score: Raw -345432.392428 + Penalty 795.922248 = -344636.470180 nChanged 562 SP:Iteration 3F (681.810000 sec): 3 clusters Score: Raw -346290.221656 + Penalty 795.922248 = -345494.299408 nChanged 533 SP:Iteration 4F (681.930000 sec): 3 clusters Score: Raw -347336.035578 + Penalty 795.922248 = -346540.113330 nChanged 407 SP:Iteration 5F (682.060000 sec): 3 clusters Score: Raw -347974.061034 + Penalty 795.922248 = -347178.138785 nChanged 251 SP:Iteration 6Q (682.190000 sec): 3 clusters Score: Raw -348354.200981 + Penalty 795.922248 = -347558.278732 nChanged 133 SP:Iteration 7Q (682.320000 sec): 3 clusters Score: Raw -348620.227739 + Penalty 795.922248 = -347824.305490 nChanged 75 SP:Iteration 8Q (682.460000 sec): 3 clusters Score: Raw -348683.076968 + Penalty 795.922248 = -347887.154720 nChanged 37 SP:Iteration 9Q (682.570000 sec): 3 clusters Score: Raw -348696.581260 + Penalty 795.922248 = -347900.659012 nChanged 18 SP:Iteration 10Q (682.700000 sec): 3 clusters Score: Raw -348700.042055 + Penalty 795.922248 = -347904.119807 nChanged 8 SP:Iteration 11Q (682.890000 sec): 3 clusters Score: Raw -348701.281406 + Penalty 795.922248 = -347905.359157 nChanged 6 SP:Iteration 12Q (683.050000 sec): 3 clusters Score: Raw -348701.985019 + Penalty 795.922248 = -347906.062770 nChanged 5 SP:Iteration 13Q (683.210000 sec): 3 clusters Score: Raw -348702.931959 + Penalty 795.922248 = -347907.009711 nChanged 9 SP:Iteration 14Q (683.400000 sec): 3 clusters Score: Raw -348704.161646 + Penalty 795.922248 = -347908.239397 nChanged 6 SP:Iteration 15Q (683.610000 sec): 3 clusters Score: Raw -348704.669057 + Penalty 795.922248 = -347908.746809 nChanged 4 SP:Iteration 16Q (683.770000 sec): 3 clusters Score: Raw -348704.888109 + Penalty 795.922248 = -347908.965860 nChanged 2 SP:Iteration 17Q (683.940000 sec): 3 clusters Score: Raw -348705.010236 + Penalty 795.922248 = -347909.087988 nChanged 3 SP:Iteration 18Q (684.110000 sec): 3 clusters Score: Raw -348705.366951 + Penalty 795.922248 = -347909.444702 nChanged 3 SP:Iteration 19Q (684.280000 sec): 3 clusters Score: Raw -348705.926219 + Penalty 795.922248 = -347910.003971 nChanged 1 SP:Iteration 20F (684.470000 sec): 3 clusters Score: Raw -348705.970679 + Penalty 795.922248 = -347910.048431 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 1.55 GB. Trying to split cluster 14 (1000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.580000 sec): 2 clusters Score: Raw -52747.194628 + Penalty 314.302865 = -52432.891762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (684.750000 sec): 3 clusters Score: Raw -52262.154964 + Penalty 628.605730 = -51633.549234 nChanged 397 SP:Iteration 1F (684.900000 sec): 3 clusters Score: Raw -52571.731911 + Penalty 628.605730 = -51943.126180 nChanged 95 SP:Iteration 2F (685.070000 sec): 3 clusters Score: Raw -52650.813460 + Penalty 628.605730 = -52022.207729 nChanged 56 SP:Iteration 3F (685.220000 sec): 3 clusters Score: Raw -52705.678660 + Penalty 628.605730 = -52077.072930 nChanged 49 SP:Iteration 4Q (685.390000 sec): 3 clusters Score: Raw -52746.775539 + Penalty 628.605730 = -52118.169809 nChanged 49 SP:Iteration 5Q (685.560000 sec): 3 clusters Score: Raw -52782.293160 + Penalty 628.605730 = -52153.687429 nChanged 30 SP:Iteration 6Q (685.710000 sec): 3 clusters Score: Raw -52806.216552 + Penalty 628.605730 = -52177.610822 nChanged 15 SP:Iteration 7Q (685.840000 sec): 3 clusters Score: Raw -52815.795222 + Penalty 628.605730 = -52187.189492 nChanged 11 SP:Iteration 8Q (685.970000 sec): 3 clusters Score: Raw -52819.467450 + Penalty 628.605730 = -52190.861719 nChanged 4 SP:Iteration 9Q (686.100000 sec): 3 clusters Score: Raw -52820.511500 + Penalty 628.605730 = -52191.905770 nChanged 1 SP:Iteration 10Q (686.220000 sec): 3 clusters Score: Raw -52820.847540 + Penalty 628.605730 = -52192.241809 nChanged 1 SP:Iteration 11Q (686.350000 sec): 3 clusters Score: Raw -52821.188303 + Penalty 628.605730 = -52192.582572 nChanged 1 SP:Iteration 12Q (686.470000 sec): 3 clusters Score: Raw -52821.886514 + Penalty 628.605730 = -52193.280784 nChanged 2 SP:Iteration 13Q (686.600000 sec): 3 clusters Score: Raw -52822.177992 + Penalty 628.605730 = -52193.572261 nChanged 0 SP:Iteration 14F (686.730000 sec): 3 clusters Score: Raw -52822.177992 + Penalty 628.605730 = -52193.572261 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 16 (1664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.790000 sec): 2 clusters Score: Raw -98685.840362 + Penalty 337.472573 = -98348.367789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.920000 sec): 3 clusters Score: Raw -97812.781987 + Penalty 674.945146 = -97137.836842 nChanged 684 SP:Iteration 1F (687.050000 sec): 3 clusters Score: Raw -98216.608188 + Penalty 674.945146 = -97541.663043 nChanged 135 SP:Iteration 2F (687.200000 sec): 3 clusters Score: Raw -98311.961152 + Penalty 674.945146 = -97637.016006 nChanged 121 SP:Iteration 3F (687.330000 sec): 3 clusters Score: Raw -98394.343983 + Penalty 674.945146 = -97719.398837 nChanged 88 SP:Iteration 4F (687.460000 sec): 3 clusters Score: Raw -98431.590582 + Penalty 674.945146 = -97756.645437 nChanged 53 SP:Iteration 5Q (687.590000 sec): 3 clusters Score: Raw -98459.169501 + Penalty 674.945146 = -97784.224356 nChanged 46 SP:Iteration 6Q (687.720000 sec): 3 clusters Score: Raw -98484.964234 + Penalty 674.945146 = -97810.019088 nChanged 49 SP:Iteration 7Q (687.850000 sec): 3 clusters Score: Raw -98517.471001 + Penalty 674.945146 = -97842.525855 nChanged 42 SP:Iteration 8Q (687.970000 sec): 3 clusters Score: Raw -98548.320993 + Penalty 674.945146 = -97873.375848 nChanged 40 SP:Iteration 9Q (688.100000 sec): 3 clusters Score: Raw -98577.354881 + Penalty 674.945146 = -97902.409736 nChanged 28 SP:Iteration 10Q (688.230000 sec): 3 clusters Score: Raw -98602.115645 + Penalty 674.945146 = -97927.170499 nChanged 30 SP:Iteration 11Q (688.350000 sec): 3 clusters Score: Raw -98639.524279 + Penalty 674.945146 = -97964.579134 nChanged 37 SP:Iteration 12Q (688.530000 sec): 3 clusters Score: Raw -98683.511345 + Penalty 674.945146 = -98008.566199 nChanged 23 SP:Iteration 13Q (688.700000 sec): 3 clusters Score: Raw -98708.056618 + Penalty 674.945146 = -98033.111472 nChanged 13 SP:Iteration 14Q (688.870000 sec): 3 clusters Score: Raw -98723.213584 + Penalty 674.945146 = -98048.268439 nChanged 10 SP:Iteration 15Q (689.040000 sec): 3 clusters Score: Raw -98731.236370 + Penalty 674.945146 = -98056.291224 nChanged 6 SP:Iteration 16Q (689.200000 sec): 3 clusters Score: Raw -98735.656643 + Penalty 674.945146 = -98060.711497 nChanged 3 SP:Iteration 17Q (689.330000 sec): 3 clusters Score: Raw -98737.349567 + Penalty 674.945146 = -98062.404421 nChanged 1 SP:Iteration 18Q (689.440000 sec): 3 clusters Score: Raw -98737.703050 + Penalty 674.945146 = -98062.757905 nChanged 2 SP:Iteration 19Q (689.550000 sec): 3 clusters Score: Raw -98739.715244 + Penalty 674.945146 = -98064.770098 nChanged 3 SP:Iteration 20F (689.730000 sec): 3 clusters Score: Raw -98743.076664 + Penalty 674.945146 = -98068.131518 nChanged 5 SP:Iteration 21Q (689.910000 sec): 3 clusters Score: Raw -98746.362561 + Penalty 674.945146 = -98071.417415 nChanged 1 SP:Iteration 22Q (690.050000 sec): 3 clusters Score: Raw -98746.480583 + Penalty 674.945146 = -98071.535437 nChanged 1 SP:Iteration 23Q (690.230000 sec): 3 clusters Score: Raw -98746.703680 + Penalty 674.945146 = -98071.758535 nChanged 0 SP:Iteration 24F (690.420000 sec): 3 clusters Score: Raw -98746.703680 + Penalty 674.945146 = -98071.758535 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 17 (1169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.490000 sec): 2 clusters Score: Raw -71147.763209 + Penalty 321.407630 = -70826.355579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.680000 sec): 3 clusters Score: Raw -70571.672420 + Penalty 642.815260 = -69928.857159 nChanged 484 SP:Iteration 1F (690.820000 sec): 3 clusters Score: Raw -70905.545673 + Penalty 642.815260 = -70262.730412 nChanged 100 SP:Iteration 2F (691.010000 sec): 3 clusters Score: Raw -70997.276031 + Penalty 642.815260 = -70354.460771 nChanged 81 SP:Iteration 3F (691.210000 sec): 3 clusters Score: Raw -71072.468954 + Penalty 642.815260 = -70429.653693 nChanged 69 SP:Iteration 4F (691.350000 sec): 3 clusters Score: Raw -71113.780782 + Penalty 642.815260 = -70470.965521 nChanged 39 SP:Iteration 5Q (691.500000 sec): 3 clusters Score: Raw -71138.141463 + Penalty 642.815260 = -70495.326202 nChanged 24 SP:Iteration 6Q (691.610000 sec): 3 clusters Score: Raw -71149.746550 + Penalty 642.815260 = -70506.931290 nChanged 16 SP:Iteration 7Q (691.720000 sec): 3 clusters Score: Raw -71154.778288 + Penalty 642.815260 = -70511.963028 nChanged 15 SP:Iteration 8Q (691.880000 sec): 3 clusters Score: Raw -71160.050096 + Penalty 642.815260 = -70517.234836 nChanged 8 SP:Iteration 9Q (691.990000 sec): 3 clusters Score: Raw -71163.571249 + Penalty 642.815260 = -70520.755988 nChanged 10 SP:Iteration 10Q (692.100000 sec): 3 clusters Score: Raw -71166.899875 + Penalty 642.815260 = -70524.084615 nChanged 8 SP:Iteration 11Q (692.210000 sec): 3 clusters Score: Raw -71169.152191 + Penalty 642.815260 = -70526.336930 nChanged 6 SP:Iteration 12Q (692.320000 sec): 3 clusters Score: Raw -71170.300331 + Penalty 642.815260 = -70527.485071 nChanged 0 SP:Iteration 13F (692.430000 sec): 3 clusters Score: Raw -71170.300331 + Penalty 642.815260 = -70527.485071 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 18 (498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (692.490000 sec): 2 clusters Score: Raw -27054.795613 + Penalty 282.582304 = -26772.213310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (692.600000 sec): 3 clusters Score: Raw -26836.208031 + Penalty 565.164607 = -26271.043424 nChanged 178 SP:Iteration 1F (692.710000 sec): 3 clusters Score: Raw -26977.030945 + Penalty 565.164607 = -26411.866338 nChanged 53 SP:Iteration 2F (692.820000 sec): 3 clusters Score: Raw -27036.765486 + Penalty 565.164607 = -26471.600879 nChanged 39 SP:Iteration 3F (692.930000 sec): 3 clusters Score: Raw -27092.940441 + Penalty 565.164607 = -26527.775834 nChanged 29 SP:Iteration 4F (693.050000 sec): 3 clusters Score: Raw -27147.895623 + Penalty 565.164607 = -26582.731016 nChanged 24 SP:Iteration 5Q (693.160000 sec): 3 clusters Score: Raw -27176.168304 + Penalty 565.164607 = -26611.003697 nChanged 17 SP:Iteration 6Q (693.270000 sec): 3 clusters Score: Raw -27214.919978 + Penalty 565.164607 = -26649.755371 nChanged 18 SP:Iteration 7Q (693.380000 sec): 3 clusters Score: Raw -27253.130508 + Penalty 565.164607 = -26687.965901 nChanged 13 SP:Iteration 8Q (693.490000 sec): 3 clusters Score: Raw -27279.217819 + Penalty 565.164607 = -26714.053212 nChanged 8 SP:Iteration 9Q (693.630000 sec): 3 clusters Score: Raw -27289.165383 + Penalty 565.164607 = -26724.000776 nChanged 8 SP:Iteration 10Q (693.790000 sec): 3 clusters Score: Raw -27299.536475 + Penalty 565.164607 = -26734.371868 nChanged 6 SP:Iteration 11Q (693.970000 sec): 3 clusters Score: Raw -27304.599375 + Penalty 565.164607 = -26739.434768 nChanged 6 SP:Iteration 12Q (694.170000 sec): 3 clusters Score: Raw -27311.000626 + Penalty 565.164607 = -26745.836019 nChanged 5 SP:Iteration 13Q (694.300000 sec): 3 clusters Score: Raw -27312.060649 + Penalty 565.164607 = -26746.896042 nChanged 1 SP:Iteration 14Q (694.410000 sec): 3 clusters Score: Raw -27312.241317 + Penalty 565.164607 = -26747.076710 nChanged 1 SP:Iteration 15Q (694.520000 sec): 3 clusters Score: Raw -27312.442405 + Penalty 565.164607 = -26747.277798 nChanged 0 SP:Iteration 16F (694.630000 sec): 3 clusters Score: Raw -27314.619199 + Penalty 565.164607 = -26749.454592 nChanged 1 SP:Iteration 17Q (694.750000 sec): 3 clusters Score: Raw -27316.485604 + Penalty 565.164607 = -26751.320997 nChanged 2 SP:Iteration 18Q (694.860000 sec): 3 clusters Score: Raw -27317.445625 + Penalty 565.164607 = -26752.281018 nChanged 2 SP:Iteration 19Q (694.970000 sec): 3 clusters Score: Raw -27317.995477 + Penalty 565.164607 = -26752.830870 nChanged 1 SP:Iteration 20F (695.080000 sec): 3 clusters Score: Raw -27318.651318 + Penalty 565.164607 = -26753.486711 nChanged 1 SP:Iteration 21Q (695.190000 sec): 3 clusters Score: Raw -27319.870071 + Penalty 565.164607 = -26754.705464 nChanged 4 SP:Iteration 22Q (695.310000 sec): 3 clusters Score: Raw -27321.461884 + Penalty 565.164607 = -26756.297277 nChanged 2 SP:Iteration 23Q (695.420000 sec): 3 clusters Score: Raw -27322.607455 + Penalty 565.164607 = -26757.442848 nChanged 1 SP:Iteration 24Q (695.530000 sec): 3 clusters Score: Raw -27322.868113 + Penalty 565.164607 = -26757.703505 nChanged 0 SP:Iteration 25F (695.640000 sec): 3 clusters Score: Raw -27322.868113 + Penalty 565.164607 = -26757.703505 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 19 (244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (695.690000 sec): 2 clusters Score: Raw -10296.525327 + Penalty 250.121154 = -10046.404173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (695.810000 sec): 3 clusters Score: Raw -10277.420827 + Penalty 500.242309 = -9777.178519 nChanged 79 SP:Iteration 1F (695.910000 sec): 3 clusters Score: Raw -10430.727159 + Penalty 500.242309 = -9930.484851 nChanged 17 SP:Iteration 2F (696.090000 sec): 3 clusters Score: Raw -10473.416151 + Penalty 500.242309 = -9973.173842 nChanged 4 SP:Iteration 3Q (696.280000 sec): 3 clusters Score: Raw -10476.074256 + Penalty 500.242309 = -9975.831947 nChanged 3 SP:Iteration 4Q (696.460000 sec): 3 clusters Score: Raw -10482.704544 + Penalty 500.242309 = -9982.462235 nChanged 1 SP:Iteration 5Q (696.620000 sec): 3 clusters Score: Raw -10484.803224 + Penalty 500.242309 = -9984.560915 nChanged 1 SP:Iteration 6Q (696.760000 sec): 3 clusters Score: Raw -10485.909993 + Penalty 500.242309 = -9985.667685 nChanged 0 SP:Iteration 7F (696.940000 sec): 3 clusters Score: Raw -10485.909993 + Penalty 500.242309 = -9985.667685 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 20 (14849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.100000 sec): 2 clusters Score: Raw -917916.366704 + Penalty 437.058795 = -917479.307909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.300000 sec): 3 clusters Score: Raw -908455.528338 + Penalty 874.117590 = -907581.410748 nChanged 7019 SP:Iteration 1F (697.500000 sec): 3 clusters Score: Raw -912905.770815 + Penalty 874.117590 = -912031.653225 nChanged 1147 SP:Iteration 2F (697.700000 sec): 3 clusters Score: Raw -913593.228337 + Penalty 874.117590 = -912719.110747 nChanged 1065 SP:Iteration 3F (697.890000 sec): 3 clusters Score: Raw -914282.250106 + Penalty 874.117590 = -913408.132516 nChanged 986 SP:Iteration 4F (698.110000 sec): 3 clusters Score: Raw -914900.553318 + Penalty 874.117590 = -914026.435728 nChanged 862 SP:Iteration 5F (698.320000 sec): 3 clusters Score: Raw -915504.261504 + Penalty 874.117590 = -914630.143914 nChanged 738 SP:Iteration 6Q (698.530000 sec): 3 clusters Score: Raw -915986.365272 + Penalty 874.117590 = -915112.247682 nChanged 656 SP:Iteration 7Q (698.740000 sec): 3 clusters Score: Raw -916372.506813 + Penalty 874.117590 = -915498.389223 nChanged 594 SP:Iteration 8Q (698.940000 sec): 3 clusters Score: Raw -916678.077510 + Penalty 874.117590 = -915803.959920 nChanged 517 SP:Iteration 9Q (699.110000 sec): 3 clusters Score: Raw -916910.999754 + Penalty 874.117590 = -916036.882164 nChanged 493 SP:Iteration 10Q (699.280000 sec): 3 clusters Score: Raw -917121.968000 + Penalty 874.117590 = -916247.850410 nChanged 467 SP:Iteration 11Q (699.460000 sec): 3 clusters Score: Raw -917305.071809 + Penalty 874.117590 = -916430.954219 nChanged 440 SP:Iteration 12Q (699.620000 sec): 3 clusters Score: Raw -917459.639204 + Penalty 874.117590 = -916585.521614 nChanged 397 SP:Iteration 13Q (699.790000 sec): 3 clusters Score: Raw -917585.464563 + Penalty 874.117590 = -916711.346973 nChanged 354 SP:Iteration 14Q (699.960000 sec): 3 clusters Score: Raw -917696.219474 + Penalty 874.117590 = -916822.101884 nChanged 319 SP:Iteration 15Q (700.130000 sec): 3 clusters Score: Raw -917791.942871 + Penalty 874.117590 = -916917.825281 nChanged 284 SP:Iteration 16Q (700.330000 sec): 3 clusters Score: Raw -917867.684634 + Penalty 874.117590 = -916993.567044 nChanged 231 SP:Iteration 17Q (700.520000 sec): 3 clusters Score: Raw -917923.519607 + Penalty 874.117590 = -917049.402017 nChanged 204 SP:Iteration 18Q (700.700000 sec): 3 clusters Score: Raw -917970.735497 + Penalty 874.117590 = -917096.617907 nChanged 201 SP:Iteration 19Q (700.910000 sec): 3 clusters Score: Raw -918018.030079 + Penalty 874.117590 = -917143.912489 nChanged 183 SP:Iteration 20F (701.140000 sec): 3 clusters Score: Raw -918059.958348 + Penalty 874.117590 = -917185.840758 nChanged 167 SP:Iteration 21Q (701.380000 sec): 3 clusters Score: Raw -918095.488480 + Penalty 874.117590 = -917221.370890 nChanged 142 SP:Iteration 22Q (701.580000 sec): 3 clusters Score: Raw -918123.190717 + Penalty 874.117590 = -917249.073127 nChanged 117 SP:Iteration 23Q (701.760000 sec): 3 clusters Score: Raw -918145.453447 + Penalty 874.117590 = -917271.335857 nChanged 105 SP:Iteration 24Q (701.970000 sec): 3 clusters Score: Raw -918163.086851 + Penalty 874.117590 = -917288.969261 nChanged 99 SP:Iteration 25Q (702.200000 sec): 3 clusters Score: Raw -918178.784601 + Penalty 874.117590 = -917304.667011 nChanged 80 SP:Iteration 26Q (702.410000 sec): 3 clusters Score: Raw -918191.761615 + Penalty 874.117590 = -917317.644025 nChanged 65 SP:Iteration 27Q (702.590000 sec): 3 clusters Score: Raw -918203.052789 + Penalty 874.117590 = -917328.935199 nChanged 66 SP:Iteration 28Q (702.780000 sec): 3 clusters Score: Raw -918213.289188 + Penalty 874.117590 = -917339.171598 nChanged 57 SP:Iteration 29Q (703.030000 sec): 3 clusters Score: Raw -918221.955008 + Penalty 874.117590 = -917347.837418 nChanged 51 SP:Iteration 30Q (703.210000 sec): 3 clusters Score: Raw -918228.014140 + Penalty 874.117590 = -917353.896550 nChanged 45 SP:Iteration 31Q (703.470000 sec): 3 clusters Score: Raw -918234.487466 + Penalty 874.117590 = -917360.369876 nChanged 39 SP:Iteration 32Q (703.690000 sec): 3 clusters Score: Raw -918239.509882 + Penalty 874.117590 = -917365.392292 nChanged 23 SP:Iteration 33Q (703.850000 sec): 3 clusters Score: Raw -918241.896100 + Penalty 874.117590 = -917367.778510 nChanged 28 SP:Iteration 34Q (704.070000 sec): 3 clusters Score: Raw -918245.554647 + Penalty 874.117590 = -917371.437057 nChanged 30 SP:Iteration 35Q (704.260000 sec): 3 clusters Score: Raw -918250.514231 + Penalty 874.117590 = -917376.396641 nChanged 31 SP:Iteration 36Q (704.490000 sec): 3 clusters Score: Raw -918254.560300 + Penalty 874.117590 = -917380.442710 nChanged 21 SP:Iteration 37Q (704.700000 sec): 3 clusters Score: Raw -918256.430532 + Penalty 874.117590 = -917382.312942 nChanged 18 SP:Iteration 38Q (704.910000 sec): 3 clusters Score: Raw -918257.812573 + Penalty 874.117590 = -917383.694983 nChanged 11 SP:Iteration 39Q (705.080000 sec): 3 clusters Score: Raw -918258.635794 + Penalty 874.117590 = -917384.518204 nChanged 9 SP:Iteration 40F (705.280000 sec): 3 clusters Score: Raw -918259.453888 + Penalty 874.117590 = -917385.336298 nChanged 12 SP:Iteration 41Q (705.500000 sec): 3 clusters Score: Raw -918260.523997 + Penalty 874.117590 = -917386.406407 nChanged 13 SP:Iteration 42Q (705.750000 sec): 3 clusters Score: Raw -918262.389679 + Penalty 874.117590 = -917388.272089 nChanged 18 SP:Iteration 43Q (705.970000 sec): 3 clusters Score: Raw -918264.348683 + Penalty 874.117590 = -917390.231093 nChanged 16 SP:Iteration 44Q (706.150000 sec): 3 clusters Score: Raw -918265.770346 + Penalty 874.117590 = -917391.652756 nChanged 8 SP:Iteration 45Q (706.360000 sec): 3 clusters Score: Raw -918266.439743 + Penalty 874.117590 = -917392.322153 nChanged 9 SP:Iteration 46Q (706.580000 sec): 3 clusters Score: Raw -918267.175944 + Penalty 874.117590 = -917393.058354 nChanged 12 SP:Iteration 47Q (706.820000 sec): 3 clusters Score: Raw -918268.480522 + Penalty 874.117590 = -917394.362932 nChanged 17 SP:Iteration 48Q (707.000000 sec): 3 clusters Score: Raw -918270.448511 + Penalty 874.117590 = -917396.330921 nChanged 11 SP:Iteration 49Q (707.170000 sec): 3 clusters Score: Raw -918271.448116 + Penalty 874.117590 = -917397.330527 nChanged 5 SP:Iteration 50Q (707.390000 sec): 3 clusters Score: Raw -918271.749747 + Penalty 874.117590 = -917397.632157 nChanged 4 SP:Iteration 51Q (707.580000 sec): 3 clusters Score: Raw -918271.977439 + Penalty 874.117590 = -917397.859849 nChanged 5 SP:Iteration 52Q (707.810000 sec): 3 clusters Score: Raw -918272.432289 + Penalty 874.117590 = -917398.314699 nChanged 5 SP:Iteration 53Q (708.020000 sec): 3 clusters Score: Raw -918272.800212 + Penalty 874.117590 = -917398.682622 nChanged 4 SP:Iteration 54Q (708.200000 sec): 3 clusters Score: Raw -918273.116745 + Penalty 874.117590 = -917398.999155 nChanged 3 SP:Iteration 55Q (708.410000 sec): 3 clusters Score: Raw -918273.353614 + Penalty 874.117590 = -917399.236024 nChanged 4 SP:Iteration 56Q (708.600000 sec): 3 clusters Score: Raw -918273.673589 + Penalty 874.117590 = -917399.555999 nChanged 4 SP:Iteration 57Q (708.810000 sec): 3 clusters Score: Raw -918273.974579 + Penalty 874.117590 = -917399.856989 nChanged 3 SP:Iteration 58Q (709.020000 sec): 3 clusters Score: Raw -918274.204688 + Penalty 874.117590 = -917400.087098 nChanged 1 SP:Iteration 59Q (709.230000 sec): 3 clusters Score: Raw -918274.267618 + Penalty 874.117590 = -917400.150028 nChanged 3 SP:Iteration 60F (709.400000 sec): 3 clusters Score: Raw -918274.466590 + Penalty 874.117590 = -917400.349000 nChanged 3 SP:Iteration 61Q (709.600000 sec): 3 clusters Score: Raw -918274.636521 + Penalty 874.117590 = -917400.518931 nChanged 1 SP:Iteration 62Q (709.800000 sec): 3 clusters Score: Raw -918274.714094 + Penalty 874.117590 = -917400.596504 nChanged 2 SP:Iteration 63Q (709.990000 sec): 3 clusters Score: Raw -918274.856036 + Penalty 874.117590 = -917400.738446 nChanged 1 SP:Iteration 64Q (710.220000 sec): 3 clusters Score: Raw -918275.037978 + Penalty 874.117590 = -917400.920388 nChanged 3 SP:Iteration 65Q (710.440000 sec): 3 clusters Score: Raw -918275.279633 + Penalty 874.117590 = -917401.162043 nChanged 1 SP:Iteration 66Q (710.640000 sec): 3 clusters Score: Raw -918275.349919 + Penalty 874.117590 = -917401.232329 nChanged 1 SP:Iteration 67Q (710.850000 sec): 3 clusters Score: Raw -918275.441384 + Penalty 874.117590 = -917401.323794 nChanged 2 SP:Iteration 68Q (711.060000 sec): 3 clusters Score: Raw -918275.690864 + Penalty 874.117590 = -917401.573274 nChanged 4 SP:Iteration 69Q (711.250000 sec): 3 clusters Score: Raw -918276.170903 + Penalty 874.117590 = -917402.053313 nChanged 3 SP:Iteration 70Q (711.460000 sec): 3 clusters Score: Raw -918276.352485 + Penalty 874.117590 = -917402.234895 nChanged 1 SP:Iteration 71Q (711.660000 sec): 3 clusters Score: Raw -918276.408918 + Penalty 874.117590 = -917402.291328 nChanged 2 SP:Iteration 72Q (711.880000 sec): 3 clusters Score: Raw -918276.540222 + Penalty 874.117590 = -917402.422632 nChanged 2 SP:Iteration 73Q (712.040000 sec): 3 clusters Score: Raw -918276.727044 + Penalty 874.117590 = -917402.609454 nChanged 5 SP:Iteration 74Q (712.280000 sec): 3 clusters Score: Raw -918277.208842 + Penalty 874.117590 = -917403.091252 nChanged 5 SP:Iteration 75Q (712.490000 sec): 3 clusters Score: Raw -918277.578848 + Penalty 874.117590 = -917403.461258 nChanged 4 SP:Iteration 76Q (712.670000 sec): 3 clusters Score: Raw -918277.986743 + Penalty 874.117590 = -917403.869153 nChanged 5 SP:Iteration 77Q (712.910000 sec): 3 clusters Score: Raw -918278.546513 + Penalty 874.117590 = -917404.428923 nChanged 4 SP:Iteration 78Q (713.110000 sec): 3 clusters Score: Raw -918279.023656 + Penalty 874.117590 = -917404.906066 nChanged 6 SP:Iteration 79Q (713.320000 sec): 3 clusters Score: Raw -918279.492398 + Penalty 874.117590 = -917405.374808 nChanged 2 SP:Iteration 80F (713.540000 sec): 3 clusters Score: Raw -918279.643998 + Penalty 874.117590 = -917405.526408 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 21 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.610000 sec): 2 clusters Score: Raw -6161.809532 + Penalty 216.288354 = -5945.521178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.760000 sec): 3 clusters Score: Raw -6191.122912 + Penalty 432.576707 = -5758.546205 nChanged 26 SP:Iteration 1F (713.930000 sec): 3 clusters Score: Raw -6237.145354 + Penalty 432.576707 = -5804.568647 nChanged 11 SP:Iteration 2F (714.110000 sec): 3 clusters Score: Raw -6258.967544 + Penalty 432.576707 = -5826.390837 nChanged 2 SP:Iteration 3Q (714.280000 sec): 3 clusters Score: Raw -6261.755694 + Penalty 432.576707 = -5829.178987 nChanged 0 SP:Iteration 4F (714.460000 sec): 3 clusters Score: Raw -6261.755694 + Penalty 432.576707 = -5829.178987 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 22 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (714.530000 sec): 2 clusters Score: Raw -5705.286120 + Penalty 224.518564 = -5480.767556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (714.710000 sec): 3 clusters Score: Raw -5708.805326 + Penalty 449.037128 = -5259.768198 nChanged 42 SP:Iteration 1F (714.920000 sec): 3 clusters Score: Raw -5800.273687 + Penalty 449.037128 = -5351.236559 nChanged 11 SP:Iteration 2F (715.120000 sec): 3 clusters Score: Raw -5844.248870 + Penalty 449.037128 = -5395.211742 nChanged 4 SP:Iteration 3Q (715.290000 sec): 3 clusters Score: Raw -5864.768401 + Penalty 449.037128 = -5415.731273 nChanged 4 SP:Iteration 4Q (715.430000 sec): 3 clusters Score: Raw -5888.174154 + Penalty 449.037128 = -5439.137026 nChanged 0 SP:Iteration 5F (715.590000 sec): 3 clusters Score: Raw -5888.174154 + Penalty 449.037128 = -5439.137026 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 23 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (715.650000 sec): 2 clusters Score: Raw -23373.994594 + Penalty 275.155434 = -23098.839160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (715.780000 sec): 3 clusters Score: Raw -23197.034761 + Penalty 550.310868 = -22646.723893 nChanged 142 SP:Iteration 1F (715.910000 sec): 3 clusters Score: Raw -23326.721374 + Penalty 550.310868 = -22776.410506 nChanged 53 SP:Iteration 2F (716.030000 sec): 3 clusters Score: Raw -23436.322224 + Penalty 550.310868 = -22886.011355 nChanged 42 SP:Iteration 3F (716.160000 sec): 3 clusters Score: Raw -23605.866640 + Penalty 550.310868 = -23055.555772 nChanged 47 SP:Iteration 4F (716.290000 sec): 3 clusters Score: Raw -23785.276383 + Penalty 550.310868 = -23234.965515 nChanged 23 SP:Iteration 5F (716.420000 sec): 3 clusters Score: Raw -23854.852169 + Penalty 550.310868 = -23304.541301 nChanged 12 SP:Iteration 6Q (716.550000 sec): 3 clusters Score: Raw -23902.980076 + Penalty 550.310868 = -23352.669208 nChanged 9 SP:Iteration 7Q (716.670000 sec): 3 clusters Score: Raw -23946.700092 + Penalty 550.310868 = -23396.389224 nChanged 3 SP:Iteration 8Q (716.800000 sec): 3 clusters Score: Raw -23967.125194 + Penalty 550.310868 = -23416.814326 nChanged 4 SP:Iteration 9Q (716.930000 sec): 3 clusters Score: Raw -23999.470391 + Penalty 550.310868 = -23449.159523 nChanged 2 SP:Iteration 10Q (717.050000 sec): 3 clusters Score: Raw -24017.298785 + Penalty 550.310868 = -23466.987916 nChanged 4 SP:Iteration 11Q (717.180000 sec): 3 clusters Score: Raw -24023.254976 + Penalty 550.310868 = -23472.944108 nChanged 3 SP:Iteration 12Q (717.310000 sec): 3 clusters Score: Raw -24026.914129 + Penalty 550.310868 = -23476.603261 nChanged 2 SP:Iteration 13Q (717.440000 sec): 3 clusters Score: Raw -24030.744070 + Penalty 550.310868 = -23480.433202 nChanged 2 SP:Iteration 14Q (717.570000 sec): 3 clusters Score: Raw -24034.979976 + Penalty 550.310868 = -23484.669108 nChanged 4 SP:Iteration 15Q (717.690000 sec): 3 clusters Score: Raw -24039.278696 + Penalty 550.310868 = -23488.967828 nChanged 0 SP:Iteration 16F (717.830000 sec): 3 clusters Score: Raw -24039.278696 + Penalty 550.310868 = -23488.967828 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 1.55 GB. Trying to split cluster 24 (1182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (717.930000 sec): 2 clusters Score: Raw -58666.869448 + Penalty 321.910826 = -58344.958623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.090000 sec): 3 clusters Score: Raw -58120.073093 + Penalty 643.821651 = -57476.251442 nChanged 496 SP:Iteration 1F (718.220000 sec): 3 clusters Score: Raw -59323.531457 + Penalty 643.821651 = -58679.709806 nChanged 185 SP:Iteration 2F (718.390000 sec): 3 clusters Score: Raw -59904.985852 + Penalty 643.821651 = -59261.164200 nChanged 107 SP:Iteration 3F (718.520000 sec): 3 clusters Score: Raw -60108.097022 + Penalty 643.821651 = -59464.275371 nChanged 49 SP:Iteration 4Q (718.620000 sec): 3 clusters Score: Raw -60218.089076 + Penalty 643.821651 = -59574.267425 nChanged 37 SP:Iteration 5Q (718.750000 sec): 3 clusters Score: Raw -60313.681540 + Penalty 643.821651 = -59669.859889 nChanged 24 SP:Iteration 6Q (718.880000 sec): 3 clusters Score: Raw -60349.245515 + Penalty 643.821651 = -59705.423864 nChanged 9 SP:Iteration 7Q (719.010000 sec): 3 clusters Score: Raw -60359.596441 + Penalty 643.821651 = -59715.774790 nChanged 5 SP:Iteration 8Q (719.150000 sec): 3 clusters Score: Raw -60362.733691 + Penalty 643.821651 = -59718.912040 nChanged 0 SP:Iteration 9F (719.280000 sec): 3 clusters Score: Raw -60362.733691 + Penalty 643.821651 = -59718.912040 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 1.55 GB. Trying to split cluster 25 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.340000 sec): 2 clusters Score: Raw -21223.233728 + Penalty 269.187194 = -20954.046534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.470000 sec): 3 clusters Score: Raw -21097.055676 + Penalty 538.374388 = -20558.681288 nChanged 117 SP:Iteration 1F (719.620000 sec): 3 clusters Score: Raw -21193.449660 + Penalty 538.374388 = -20655.075272 nChanged 25 SP:Iteration 2F (719.750000 sec): 3 clusters Score: Raw -21225.840057 + Penalty 538.374388 = -20687.465669 nChanged 18 SP:Iteration 3Q (719.890000 sec): 3 clusters Score: Raw -21246.459762 + Penalty 538.374388 = -20708.085375 nChanged 13 SP:Iteration 4Q (720.000000 sec): 3 clusters Score: Raw -21266.095502 + Penalty 538.374388 = -20727.721115 nChanged 15 SP:Iteration 5Q (720.130000 sec): 3 clusters Score: Raw -21290.049613 + Penalty 538.374388 = -20751.675225 nChanged 11 SP:Iteration 6Q (720.260000 sec): 3 clusters Score: Raw -21300.319832 + Penalty 538.374388 = -20761.945444 nChanged 8 SP:Iteration 7Q (720.390000 sec): 3 clusters Score: Raw -21311.265468 + Penalty 538.374388 = -20772.891080 nChanged 9 SP:Iteration 8Q (720.520000 sec): 3 clusters Score: Raw -21325.639139 + Penalty 538.374388 = -20787.264751 nChanged 10 SP:Iteration 9Q (720.650000 sec): 3 clusters Score: Raw -21340.084495 + Penalty 538.374388 = -20801.710107 nChanged 8 SP:Iteration 10Q (720.780000 sec): 3 clusters Score: Raw -21352.324599 + Penalty 538.374388 = -20813.950212 nChanged 10 SP:Iteration 11Q (720.910000 sec): 3 clusters Score: Raw -21373.961094 + Penalty 538.374388 = -20835.586706 nChanged 13 SP:Iteration 12Q (721.050000 sec): 3 clusters Score: Raw -21392.443819 + Penalty 538.374388 = -20854.069432 nChanged 12 SP:Iteration 13Q (721.200000 sec): 3 clusters Score: Raw -21416.237458 + Penalty 538.374388 = -20877.863070 nChanged 12 SP:Iteration 14Q (721.370000 sec): 3 clusters Score: Raw -21437.805187 + Penalty 538.374388 = -20899.430799 nChanged 13 SP:Iteration 15Q (721.580000 sec): 3 clusters Score: Raw -21464.397081 + Penalty 538.374388 = -20926.022693 nChanged 13 SP:Iteration 16Q (721.710000 sec): 3 clusters Score: Raw -21482.075039 + Penalty 538.374388 = -20943.700651 nChanged 5 SP:Iteration 17Q (721.890000 sec): 3 clusters Score: Raw -21493.011833 + Penalty 538.374388 = -20954.637445 nChanged 5 SP:Iteration 18Q (722.070000 sec): 3 clusters Score: Raw -21502.816597 + Penalty 538.374388 = -20964.442209 nChanged 2 SP:Iteration 19Q (722.250000 sec): 3 clusters Score: Raw -21506.041755 + Penalty 538.374388 = -20967.667367 nChanged 3 SP:Iteration 20F (722.430000 sec): 3 clusters Score: Raw -21509.233984 + Penalty 538.374388 = -20970.859597 nChanged 1 SP:Iteration 21Q (722.620000 sec): 3 clusters Score: Raw -21509.743074 + Penalty 538.374388 = -20971.368686 nChanged 0 SP:Iteration 22F (722.760000 sec): 3 clusters Score: Raw -21509.743074 + Penalty 538.374388 = -20971.368686 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 1.55 GB. Trying to split cluster 26 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (722.840000 sec): 2 clusters Score: Raw -23695.103105 + Penalty 275.370057 = -23419.733048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (723.020000 sec): 3 clusters Score: Raw -23535.390585 + Penalty 550.740114 = -22984.650471 nChanged 151 SP:Iteration 1F (723.190000 sec): 3 clusters Score: Raw -23664.353192 + Penalty 550.740114 = -23113.613078 nChanged 34 SP:Iteration 2F (723.410000 sec): 3 clusters Score: Raw -23703.402998 + Penalty 550.740114 = -23152.662884 nChanged 18 SP:Iteration 3Q (723.570000 sec): 3 clusters Score: Raw -23722.584909 + Penalty 550.740114 = -23171.844795 nChanged 15 SP:Iteration 4Q (723.660000 sec): 3 clusters Score: Raw -23748.573795 + Penalty 550.740114 = -23197.833681 nChanged 16 SP:Iteration 5Q (723.790000 sec): 3 clusters Score: Raw -23779.361275 + Penalty 550.740114 = -23228.621161 nChanged 19 SP:Iteration 6Q (723.910000 sec): 3 clusters Score: Raw -23822.808375 + Penalty 550.740114 = -23272.068260 nChanged 20 SP:Iteration 7Q (724.020000 sec): 3 clusters Score: Raw -23889.796526 + Penalty 550.740114 = -23339.056411 nChanged 21 SP:Iteration 8Q (724.140000 sec): 3 clusters Score: Raw -23984.233167 + Penalty 550.740114 = -23433.493053 nChanged 11 SP:Iteration 9Q (724.260000 sec): 3 clusters Score: Raw -24017.171618 + Penalty 550.740114 = -23466.431504 nChanged 13 SP:Iteration 10Q (724.370000 sec): 3 clusters Score: Raw -24057.133088 + Penalty 550.740114 = -23506.392973 nChanged 10 SP:Iteration 11Q (724.490000 sec): 3 clusters Score: Raw -24086.556820 + Penalty 550.740114 = -23535.816705 nChanged 9 SP:Iteration 12Q (724.600000 sec): 3 clusters Score: Raw -24109.777812 + Penalty 550.740114 = -23559.037698 nChanged 7 SP:Iteration 13Q (724.720000 sec): 3 clusters Score: Raw -24140.043289 + Penalty 550.740114 = -23589.303174 nChanged 7 SP:Iteration 14Q (724.840000 sec): 3 clusters Score: Raw -24157.957675 + Penalty 550.740114 = -23607.217561 nChanged 4 SP:Iteration 15Q (724.950000 sec): 3 clusters Score: Raw -24168.997543 + Penalty 550.740114 = -23618.257429 nChanged 3 SP:Iteration 16Q (725.070000 sec): 3 clusters Score: Raw -24171.419305 + Penalty 550.740114 = -23620.679191 nChanged 1 SP:Iteration 17Q (725.180000 sec): 3 clusters Score: Raw -24172.683701 + Penalty 550.740114 = -23621.943586 nChanged 3 SP:Iteration 18Q (725.300000 sec): 3 clusters Score: Raw -24177.233537 + Penalty 550.740114 = -23626.493423 nChanged 2 SP:Iteration 19Q (725.420000 sec): 3 clusters Score: Raw -24179.348998 + Penalty 550.740114 = -23628.608884 nChanged 2 SP:Iteration 20F (725.530000 sec): 3 clusters Score: Raw -24180.232764 + Penalty 550.740114 = -23629.492650 nChanged 1 SP:Iteration 21Q (725.640000 sec): 3 clusters Score: Raw -24180.699695 + Penalty 550.740114 = -23629.959580 nChanged 1 SP:Iteration 22Q (725.760000 sec): 3 clusters Score: Raw -24181.030563 + Penalty 550.740114 = -23630.290448 nChanged 0 SP:Iteration 23F (725.880000 sec): 3 clusters Score: Raw -24181.030563 + Penalty 550.740114 = -23630.290448 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 1.55 GB. Trying to split cluster 27 (786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (725.930000 sec): 2 clusters Score: Raw -44011.160828 + Penalty 303.346534 = -43707.814294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (726.040000 sec): 3 clusters Score: Raw -43679.692062 + Penalty 606.693068 = -43072.998993 nChanged 304 SP:Iteration 1F (726.160000 sec): 3 clusters Score: Raw -43954.568869 + Penalty 606.693068 = -43347.875800 nChanged 72 SP:Iteration 2F (726.320000 sec): 3 clusters Score: Raw -44033.038716 + Penalty 606.693068 = -43426.345648 nChanged 50 SP:Iteration 3F (726.470000 sec): 3 clusters Score: Raw -44080.771416 + Penalty 606.693068 = -43474.078348 nChanged 37 SP:Iteration 4Q (726.670000 sec): 3 clusters Score: Raw -44121.764425 + Penalty 606.693068 = -43515.071356 nChanged 26 SP:Iteration 5Q (726.790000 sec): 3 clusters Score: Raw -44158.342415 + Penalty 606.693068 = -43551.649347 nChanged 30 SP:Iteration 6Q (726.970000 sec): 3 clusters Score: Raw -44195.997396 + Penalty 606.693068 = -43589.304328 nChanged 23 SP:Iteration 7Q (727.120000 sec): 3 clusters Score: Raw -44232.350314 + Penalty 606.693068 = -43625.657246 nChanged 24 SP:Iteration 8Q (727.310000 sec): 3 clusters Score: Raw -44261.522241 + Penalty 606.693068 = -43654.829172 nChanged 15 SP:Iteration 9Q (727.470000 sec): 3 clusters Score: Raw -44271.324970 + Penalty 606.693068 = -43664.631902 nChanged 9 SP:Iteration 10Q (727.660000 sec): 3 clusters Score: Raw -44277.077876 + Penalty 606.693068 = -43670.384808 nChanged 10 SP:Iteration 11Q (727.820000 sec): 3 clusters Score: Raw -44286.466024 + Penalty 606.693068 = -43679.772956 nChanged 8 SP:Iteration 12Q (727.980000 sec): 3 clusters Score: Raw -44290.120248 + Penalty 606.693068 = -43683.427180 nChanged 3 SP:Iteration 13Q (728.180000 sec): 3 clusters Score: Raw -44290.374434 + Penalty 606.693068 = -43683.681366 nChanged 1 SP:Iteration 14Q (728.280000 sec): 3 clusters Score: Raw -44290.412909 + Penalty 606.693068 = -43683.719841 nChanged 0 SP:Iteration 15F (728.420000 sec): 3 clusters Score: Raw -44290.412909 + Penalty 606.693068 = -43683.719841 nChanged 0 Iteration 59Q (745.430000 sec): 38 clusters Score: Raw -13129741.977413 + Penalty 20796.079538 = -13108945.897875 nChanged 557 Iteration 60F (763.520000 sec): 38 clusters Score: Raw -13130418.826660 + Penalty 20796.079538 = -13109622.747123 nChanged 479 Iteration 61Q (780.600000 sec): 38 clusters Score: Raw -13130710.622329 + Penalty 20796.079538 = -13109914.542791 nChanged 304 Iteration 62Q (796.560000 sec): 38 clusters Score: Raw -13130862.518474 + Penalty 20796.079538 = -13110066.438937 nChanged 215 Iteration 63Q (813.230000 sec): 38 clusters Score: Raw -13130969.103271 + Penalty 20796.079538 = -13110173.023733 nChanged 163 Iteration 64Q (829.630000 sec): 38 clusters Score: Raw -13131049.261941 + Penalty 20796.079538 = -13110253.182404 nChanged 126 Iteration 65Q (845.800000 sec): 38 clusters Score: Raw -13131095.434005 + Penalty 20796.079538 = -13110299.354467 nChanged 122 Iteration 66Q (862.100000 sec): 38 clusters Score: Raw -13131122.522341 + Penalty 20796.079538 = -13110326.442803 nChanged 76 Iteration 67Q (876.690000 sec): 38 clusters Score: Raw -13131134.561707 + Penalty 20796.079538 = -13110338.482169 nChanged 51 Iteration 68Q (890.540000 sec): 38 clusters Score: Raw -13131148.957928 + Penalty 20796.079538 = -13110352.878390 nChanged 40 Iteration 69Q (905.760000 sec): 38 clusters Score: Raw -13131172.034717 + Penalty 20796.079538 = -13110375.955179 nChanged 45 Iteration 70Q (917.780000 sec): 38 clusters Score: Raw -13131190.577106 + Penalty 20796.079538 = -13110394.497568 nChanged 48 Iteration 71Q (932.160000 sec): 38 clusters Score: Raw -13131215.913414 + Penalty 20796.079538 = -13110419.833876 nChanged 50 Iteration 72Q (943.190000 sec): 38 clusters Score: Raw -13131241.289230 + Penalty 20796.079538 = -13110445.209692 nChanged 52 Iteration 73Q (956.910000 sec): 38 clusters Score: Raw -13131255.569189 + Penalty 20796.079538 = -13110459.489651 nChanged 37 Iteration 74Q (968.900000 sec): 38 clusters Score: Raw -13131263.831078 + Penalty 20796.079538 = -13110467.751540 nChanged 45 Iteration 75Q (984.700000 sec): 38 clusters Score: Raw -13131273.139206 + Penalty 20796.079538 = -13110477.059668 nChanged 45 Iteration 76Q (999.140000 sec): 38 clusters Score: Raw -13131283.288313 + Penalty 20796.079538 = -13110487.208776 nChanged 37 Iteration 77Q (1012.520000 sec): 38 clusters Score: Raw -13131291.828255 + Penalty 20796.079538 = -13110495.748717 nChanged 26 Iteration 78Q (1027.570000 sec): 38 clusters Score: Raw -13131294.401282 + Penalty 20796.079538 = -13110498.321744 nChanged 20 Iteration 79Q (1042.140000 sec): 38 clusters Score: Raw -13131295.848973 + Penalty 20796.079538 = -13110499.769435 nChanged 13 Iteration 80F (1058.760000 sec): 38 clusters Score: Raw -13131340.051235 + Penalty 20796.079538 = -13110543.971698 nChanged 10 Iteration 81Q (1074.430000 sec): 38 clusters Score: Raw -13131356.363407 + Penalty 20796.079538 = -13110560.283869 nChanged 11 Iteration 82Q (1087.960000 sec): 38 clusters Score: Raw -13131361.394890 + Penalty 20796.079538 = -13110565.315353 nChanged 11 Iteration 83Q (1103.430000 sec): 38 clusters Score: Raw -13131368.903336 + Penalty 20796.079538 = -13110572.823798 nChanged 14 Iteration 84Q (1117.770000 sec): 38 clusters Score: Raw -13131375.281077 + Penalty 20796.079538 = -13110579.201539 nChanged 8 Iteration 85Q (1132.000000 sec): 38 clusters Score: Raw -13131376.836646 + Penalty 20796.079538 = -13110580.757108 nChanged 10 Iteration 86Q (1147.610000 sec): 38 clusters Score: Raw -13131379.038836 + Penalty 20796.079538 = -13110582.959298 nChanged 5 Iteration 87Q (1162.120000 sec): 38 clusters Score: Raw -13131379.615736 + Penalty 20796.079538 = -13110583.536198 nChanged 4 Iteration 88Q (1175.160000 sec): 38 clusters Score: Raw -13131380.212823 + Penalty 20796.079538 = -13110584.133285 nChanged 5 Iteration 89Q (1190.570000 sec): 38 clusters Score: Raw -13131380.714479 + Penalty 20796.079538 = -13110584.634942 nChanged 0 Iteration 90F (1204.240000 sec): 38 clusters Score: Raw -13131386.964709 + Penalty 20796.079538 = -13110590.885171 nChanged 1 Iteration 91Q (1219.170000 sec): 38 clusters Score: Raw -13131399.010810 + Penalty 20796.079538 = -13110602.931273 nChanged 0 Iteration 92F (1235.350000 sec): 38 clusters Score: Raw -13131399.010810 + Penalty 20796.079538 = -13110602.931273 nChanged 0 Compute initial score before splitting: Score: Raw -13131399.010810 + Penalty 20796.079538 = -13110602.931273 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 1 (1140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.470000 sec): 2 clusters Score: Raw -64152.095442 + Penalty 320.264651 = -63831.830790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.650000 sec): 3 clusters Score: Raw -63587.814926 + Penalty 640.529302 = -62947.285624 nChanged 447 SP:Iteration 1F (1235.820000 sec): 3 clusters Score: Raw -63861.063109 + Penalty 640.529302 = -63220.533806 nChanged 86 SP:Iteration 2F (1236.030000 sec): 3 clusters Score: Raw -63911.969782 + Penalty 640.529302 = -63271.440480 nChanged 61 SP:Iteration 3F (1236.200000 sec): 3 clusters Score: Raw -63957.868599 + Penalty 640.529302 = -63317.339297 nChanged 62 SP:Iteration 4F (1236.420000 sec): 3 clusters Score: Raw -64011.686997 + Penalty 640.529302 = -63371.157694 nChanged 49 SP:Iteration 5Q (1236.670000 sec): 3 clusters Score: Raw -64051.951780 + Penalty 640.529302 = -63411.422478 nChanged 39 SP:Iteration 6Q (1236.860000 sec): 3 clusters Score: Raw -64085.337532 + Penalty 640.529302 = -63444.808230 nChanged 36 SP:Iteration 7Q (1237.030000 sec): 3 clusters Score: Raw -64119.681669 + Penalty 640.529302 = -63479.152367 nChanged 30 SP:Iteration 8Q (1237.190000 sec): 3 clusters Score: Raw -64145.977457 + Penalty 640.529302 = -63505.448155 nChanged 16 SP:Iteration 9Q (1237.380000 sec): 3 clusters Score: Raw -64155.351868 + Penalty 640.529302 = -63514.822566 nChanged 16 SP:Iteration 10Q (1237.590000 sec): 3 clusters Score: Raw -64169.883067 + Penalty 640.529302 = -63529.353765 nChanged 16 SP:Iteration 11Q (1237.780000 sec): 3 clusters Score: Raw -64182.881680 + Penalty 640.529302 = -63542.352378 nChanged 6 SP:Iteration 12Q (1237.980000 sec): 3 clusters Score: Raw -64186.561797 + Penalty 640.529302 = -63546.032495 nChanged 5 SP:Iteration 13Q (1238.130000 sec): 3 clusters Score: Raw -64191.431468 + Penalty 640.529302 = -63550.902166 nChanged 1 SP:Iteration 14Q (1238.290000 sec): 3 clusters Score: Raw -64193.056158 + Penalty 640.529302 = -63552.526856 nChanged 1 SP:Iteration 15Q (1238.440000 sec): 3 clusters Score: Raw -64194.857775 + Penalty 640.529302 = -63554.328473 nChanged 1 SP:Iteration 16Q (1238.650000 sec): 3 clusters Score: Raw -64197.561891 + Penalty 640.529302 = -63557.032589 nChanged 4 SP:Iteration 17Q (1238.810000 sec): 3 clusters Score: Raw -64203.646474 + Penalty 640.529302 = -63563.117172 nChanged 4 SP:Iteration 18Q (1238.980000 sec): 3 clusters Score: Raw -64205.650123 + Penalty 640.529302 = -63565.120821 nChanged 2 SP:Iteration 19Q (1239.150000 sec): 3 clusters Score: Raw -64206.482601 + Penalty 640.529302 = -63565.953299 nChanged 1 SP:Iteration 20F (1239.380000 sec): 3 clusters Score: Raw -64206.705484 + Penalty 640.529302 = -63566.176182 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (159282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1240.070000 sec): 2 clusters Score: Raw -9446939.508436 + Penalty 545.018633 = -9446394.489803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1240.870000 sec): 3 clusters Score: Raw -9339551.806125 + Penalty 1090.037266 = -9338461.768859 nChanged 78156 SP:Iteration 1F (1241.600000 sec): 3 clusters Score: Raw -9391203.955101 + Penalty 1090.037266 = -9390113.917835 nChanged 8917 SP:Iteration 2F (1242.280000 sec): 3 clusters Score: Raw -9395645.643377 + Penalty 1090.037266 = -9394555.606111 nChanged 9453 SP:Iteration 3F (1243.040000 sec): 3 clusters Score: Raw -9401373.768625 + Penalty 1090.037266 = -9400283.731359 nChanged 9397 SP:Iteration 4F (1244.060000 sec): 3 clusters Score: Raw -9408464.143381 + Penalty 1090.037266 = -9407374.106115 nChanged 8980 SP:Iteration 5F (1245.050000 sec): 3 clusters Score: Raw -9416139.394492 + Penalty 1090.037266 = -9415049.357226 nChanged 7684 SP:Iteration 6Q (1246.040000 sec): 3 clusters Score: Raw -9422326.461784 + Penalty 1090.037266 = -9421236.424518 nChanged 5907 SP:Iteration 7Q (1247.020000 sec): 3 clusters Score: Raw -9425956.520875 + Penalty 1090.037266 = -9424866.483609 nChanged 4120 SP:Iteration 8Q (1247.720000 sec): 3 clusters Score: Raw -9428019.021390 + Penalty 1090.037266 = -9426928.984124 nChanged 3590 SP:Iteration 9Q (1248.480000 sec): 3 clusters Score: Raw -9429725.673482 + Penalty 1090.037266 = -9428635.636216 nChanged 3505 SP:Iteration 10Q (1249.230000 sec): 3 clusters Score: Raw -9431425.012162 + Penalty 1090.037266 = -9430334.974896 nChanged 3435 SP:Iteration 11Q (1250.040000 sec): 3 clusters Score: Raw -9433174.988721 + Penalty 1090.037266 = -9432084.951455 nChanged 3371 SP:Iteration 12Q (1250.820000 sec): 3 clusters Score: Raw -9435032.580126 + Penalty 1090.037266 = -9433942.542860 nChanged 3168 SP:Iteration 13Q (1251.720000 sec): 3 clusters Score: Raw -9436925.410286 + Penalty 1090.037266 = -9435835.373020 nChanged 3000 SP:Iteration 14Q (1252.420000 sec): 3 clusters Score: Raw -9438842.145219 + Penalty 1090.037266 = -9437752.107953 nChanged 2738 SP:Iteration 15Q (1253.080000 sec): 3 clusters Score: Raw -9440694.798726 + Penalty 1090.037266 = -9439604.761460 nChanged 2316 SP:Iteration 16Q (1253.730000 sec): 3 clusters Score: Raw -9442258.836221 + Penalty 1090.037266 = -9441168.798955 nChanged 1813 SP:Iteration 17Q (1254.510000 sec): 3 clusters Score: Raw -9443474.424633 + Penalty 1090.037266 = -9442384.387367 nChanged 1448 SP:Iteration 18Q (1255.230000 sec): 3 clusters Score: Raw -9444441.715145 + Penalty 1090.037266 = -9443351.677879 nChanged 1141 SP:Iteration 19Q (1255.990000 sec): 3 clusters Score: Raw -9445203.704236 + Penalty 1090.037266 = -9444113.666970 nChanged 856 SP:Iteration 20F (1256.600000 sec): 3 clusters Score: Raw -9445740.964634 + Penalty 1090.037266 = -9444650.927368 nChanged 620 SP:Iteration 21Q (1257.230000 sec): 3 clusters Score: Raw -9446123.395603 + Penalty 1090.037266 = -9445033.358337 nChanged 475 SP:Iteration 22Q (1257.940000 sec): 3 clusters Score: Raw -9446424.780013 + Penalty 1090.037266 = -9445334.742747 nChanged 341 SP:Iteration 23Q (1258.780000 sec): 3 clusters Score: Raw -9446643.938318 + Penalty 1090.037266 = -9445553.901052 nChanged 224 SP:Iteration 24Q (1259.540000 sec): 3 clusters Score: Raw -9446779.418611 + Penalty 1090.037266 = -9445689.381345 nChanged 163 SP:Iteration 25Q (1260.340000 sec): 3 clusters Score: Raw -9446867.611842 + Penalty 1090.037266 = -9445777.574576 nChanged 95 SP:Iteration 26Q (1261.150000 sec): 3 clusters Score: Raw -9446912.492318 + Penalty 1090.037266 = -9445822.455052 nChanged 56 SP:Iteration 27Q (1261.730000 sec): 3 clusters Score: Raw -9446948.467505 + Penalty 1090.037266 = -9445858.430239 nChanged 41 SP:Iteration 28Q (1262.330000 sec): 3 clusters Score: Raw -9446975.348687 + Penalty 1090.037266 = -9445885.311421 nChanged 30 SP:Iteration 29Q (1263.090000 sec): 3 clusters Score: Raw -9446994.444944 + Penalty 1090.037266 = -9445904.407677 nChanged 29 SP:Iteration 30Q (1263.790000 sec): 3 clusters Score: Raw -9447011.429789 + Penalty 1090.037266 = -9445921.392523 nChanged 25 SP:Iteration 31Q (1264.570000 sec): 3 clusters Score: Raw -9447024.035795 + Penalty 1090.037266 = -9445933.998529 nChanged 17 SP:Iteration 32Q (1265.170000 sec): 3 clusters Score: Raw -9447032.628098 + Penalty 1090.037266 = -9445942.590832 nChanged 10 SP:Iteration 33Q (1265.620000 sec): 3 clusters Score: Raw -9447035.624385 + Penalty 1090.037266 = -9445945.587119 nChanged 6 SP:Iteration 34Q (1266.150000 sec): 3 clusters Score: Raw -9447039.599545 + Penalty 1090.037266 = -9445949.562279 nChanged 6 SP:Iteration 35Q (1266.870000 sec): 3 clusters Score: Raw -9447041.814192 + Penalty 1090.037266 = -9445951.776926 nChanged 7 SP:Iteration 36Q (1267.510000 sec): 3 clusters Score: Raw -9447044.070997 + Penalty 1090.037266 = -9445954.033731 nChanged 6 SP:Iteration 37Q (1268.030000 sec): 3 clusters Score: Raw -9447048.984364 + Penalty 1090.037266 = -9445958.947098 nChanged 7 SP:Iteration 38Q (1268.600000 sec): 3 clusters Score: Raw -9447052.092921 + Penalty 1090.037266 = -9445962.055655 nChanged 4 SP:Iteration 39Q (1269.180000 sec): 3 clusters Score: Raw -9447052.778414 + Penalty 1090.037266 = -9445962.741148 nChanged 0 SP:Iteration 40F (1269.760000 sec): 3 clusters Score: Raw -9447052.778414 + Penalty 1090.037266 = -9445962.741148 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1269.930000 sec): 2 clusters Score: Raw -10793.156671 + Penalty 241.974460 = -10551.182211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1270.110000 sec): 3 clusters Score: Raw -10752.575800 + Penalty 483.948919 = -10268.626881 nChanged 50 SP:Iteration 1F (1270.290000 sec): 3 clusters Score: Raw -10830.972655 + Penalty 483.948919 = -10347.023736 nChanged 21 SP:Iteration 2F (1270.490000 sec): 3 clusters Score: Raw -10871.807387 + Penalty 483.948919 = -10387.858468 nChanged 15 SP:Iteration 3F (1270.670000 sec): 3 clusters Score: Raw -10924.518320 + Penalty 483.948919 = -10440.569401 nChanged 11 SP:Iteration 4F (1270.830000 sec): 3 clusters Score: Raw -10946.306075 + Penalty 483.948919 = -10462.357155 nChanged 7 SP:Iteration 5Q (1271.040000 sec): 3 clusters Score: Raw -10962.088457 + Penalty 483.948919 = -10478.139538 nChanged 4 SP:Iteration 6Q (1271.270000 sec): 3 clusters Score: Raw -10969.522183 + Penalty 483.948919 = -10485.573264 nChanged 1 SP:Iteration 7Q (1271.490000 sec): 3 clusters Score: Raw -10970.223633 + Penalty 483.948919 = -10486.274713 nChanged 1 SP:Iteration 8Q (1271.670000 sec): 3 clusters Score: Raw -10971.850854 + Penalty 483.948919 = -10487.901935 nChanged 4 SP:Iteration 9Q (1271.870000 sec): 3 clusters Score: Raw -10980.981356 + Penalty 483.948919 = -10497.032437 nChanged 5 SP:Iteration 10Q (1272.110000 sec): 3 clusters Score: Raw -10988.763891 + Penalty 483.948919 = -10504.814972 nChanged 1 SP:Iteration 11Q (1272.330000 sec): 3 clusters Score: Raw -10990.538964 + Penalty 483.948919 = -10506.590045 nChanged 1 SP:Iteration 12Q (1272.570000 sec): 3 clusters Score: Raw -10991.554294 + Penalty 483.948919 = -10507.605374 nChanged 0 SP:Iteration 13F (1272.760000 sec): 3 clusters Score: Raw -10991.554294 + Penalty 483.948919 = -10507.605374 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 4 (72 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.860000 sec): 2 clusters Score: Raw -3053.377680 + Penalty 194.588308 = -2858.789372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.050000 sec): 3 clusters Score: Raw -3091.353881 + Penalty 389.176617 = -2702.177264 nChanged 11 SP:Iteration 1F (1273.240000 sec): 3 clusters Score: Raw -3124.631738 + Penalty 389.176617 = -2735.455122 nChanged 3 SP:Iteration 2Q (1273.440000 sec): 3 clusters Score: Raw -3127.579062 + Penalty 389.176617 = -2738.402445 nChanged 0 SP:Iteration 3F (1273.630000 sec): 3 clusters Score: Raw -3127.579062 + Penalty 389.176617 = -2738.402445 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 5 (3104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.710000 sec): 2 clusters Score: Raw -196532.580548 + Penalty 365.840333 = -196166.740215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.910000 sec): 3 clusters Score: Raw -194720.779249 + Penalty 731.680666 = -193989.098583 nChanged 1380 SP:Iteration 1F (1274.130000 sec): 3 clusters Score: Raw -195433.864600 + Penalty 731.680666 = -194702.183934 nChanged 190 SP:Iteration 2F (1274.340000 sec): 3 clusters Score: Raw -195523.289667 + Penalty 731.680666 = -194791.609000 nChanged 162 SP:Iteration 3F (1274.490000 sec): 3 clusters Score: Raw -195594.310773 + Penalty 731.680666 = -194862.630107 nChanged 138 SP:Iteration 4Q (1274.650000 sec): 3 clusters Score: Raw -195657.032965 + Penalty 731.680666 = -194925.352299 nChanged 138 SP:Iteration 5Q (1274.840000 sec): 3 clusters Score: Raw -195724.058787 + Penalty 731.680666 = -194992.378120 nChanged 136 SP:Iteration 6Q (1275.030000 sec): 3 clusters Score: Raw -195794.620669 + Penalty 731.680666 = -195062.940003 nChanged 147 SP:Iteration 7Q (1275.190000 sec): 3 clusters Score: Raw -195870.532592 + Penalty 731.680666 = -195138.851925 nChanged 167 SP:Iteration 8F (1275.380000 sec): 3 clusters Score: Raw -195988.451138 + Penalty 731.680666 = -195256.770472 nChanged 186 SP:Iteration 9F (1275.570000 sec): 3 clusters Score: Raw -196148.856168 + Penalty 731.680666 = -195417.175502 nChanged 158 SP:Iteration 10F (1275.730000 sec): 3 clusters Score: Raw -196306.173751 + Penalty 731.680666 = -195574.493085 nChanged 131 SP:Iteration 11Q (1275.880000 sec): 3 clusters Score: Raw -196442.471750 + Penalty 731.680666 = -195710.791084 nChanged 66 SP:Iteration 12Q (1276.090000 sec): 3 clusters Score: Raw -196506.235914 + Penalty 731.680666 = -195774.555248 nChanged 39 SP:Iteration 13Q (1276.290000 sec): 3 clusters Score: Raw -196546.799099 + Penalty 731.680666 = -195815.118433 nChanged 14 SP:Iteration 14Q (1276.430000 sec): 3 clusters Score: Raw -196563.464781 + Penalty 731.680666 = -195831.784114 nChanged 9 SP:Iteration 15Q (1276.660000 sec): 3 clusters Score: Raw -196573.441836 + Penalty 731.680666 = -195841.761170 nChanged 7 SP:Iteration 16Q (1276.880000 sec): 3 clusters Score: Raw -196588.053262 + Penalty 731.680666 = -195856.372596 nChanged 1 SP:Iteration 17Q (1277.020000 sec): 3 clusters Score: Raw -196588.391314 + Penalty 731.680666 = -195856.710647 nChanged 0 SP:Iteration 18F (1277.190000 sec): 3 clusters Score: Raw -196588.391314 + Penalty 731.680666 = -195856.710647 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 6 (100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.310000 sec): 2 clusters Score: Raw -4492.506600 + Penalty 209.535243 = -4282.971356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.490000 sec): 3 clusters Score: Raw -4554.114768 + Penalty 419.070487 = -4135.044282 nChanged 28 SP:Iteration 1F (1277.630000 sec): 3 clusters Score: Raw -4625.783926 + Penalty 419.070487 = -4206.713439 nChanged 3 SP:Iteration 2Q (1277.760000 sec): 3 clusters Score: Raw -4629.978050 + Penalty 419.070487 = -4210.907563 nChanged 1 SP:Iteration 3Q (1277.970000 sec): 3 clusters Score: Raw -4631.546428 + Penalty 419.070487 = -4212.475941 nChanged 0 SP:Iteration 4F (1278.120000 sec): 3 clusters Score: Raw -4631.546428 + Penalty 419.070487 = -4212.475941 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.260000 sec): 2 clusters Score: Raw -24282.009102 + Penalty 275.370057 = -24006.639045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.440000 sec): 3 clusters Score: Raw -24107.538574 + Penalty 550.740114 = -23556.798459 nChanged 141 SP:Iteration 1F (1278.590000 sec): 3 clusters Score: Raw -24216.545894 + Penalty 550.740114 = -23665.805779 nChanged 32 SP:Iteration 2F (1278.770000 sec): 3 clusters Score: Raw -24246.437282 + Penalty 550.740114 = -23695.697167 nChanged 23 SP:Iteration 3F (1278.950000 sec): 3 clusters Score: Raw -24260.332554 + Penalty 550.740114 = -23709.592440 nChanged 17 SP:Iteration 4Q (1279.190000 sec): 3 clusters Score: Raw -24272.151725 + Penalty 550.740114 = -23721.411611 nChanged 12 SP:Iteration 5Q (1279.290000 sec): 3 clusters Score: Raw -24282.206082 + Penalty 550.740114 = -23731.465967 nChanged 15 SP:Iteration 6Q (1279.470000 sec): 3 clusters Score: Raw -24295.135081 + Penalty 550.740114 = -23744.394967 nChanged 13 SP:Iteration 7Q (1279.640000 sec): 3 clusters Score: Raw -24305.531609 + Penalty 550.740114 = -23754.791495 nChanged 11 SP:Iteration 8Q (1279.830000 sec): 3 clusters Score: Raw -24316.378000 + Penalty 550.740114 = -23765.637886 nChanged 13 SP:Iteration 9Q (1279.990000 sec): 3 clusters Score: Raw -24326.150475 + Penalty 550.740114 = -23775.410361 nChanged 9 SP:Iteration 10Q (1280.170000 sec): 3 clusters Score: Raw -24336.244503 + Penalty 550.740114 = -23785.504389 nChanged 8 SP:Iteration 11Q (1280.360000 sec): 3 clusters Score: Raw -24342.086848 + Penalty 550.740114 = -23791.346734 nChanged 3 SP:Iteration 12Q (1280.550000 sec): 3 clusters Score: Raw -24344.355435 + Penalty 550.740114 = -23793.615320 nChanged 5 SP:Iteration 13Q (1280.710000 sec): 3 clusters Score: Raw -24349.347340 + Penalty 550.740114 = -23798.607226 nChanged 7 SP:Iteration 14Q (1280.880000 sec): 3 clusters Score: Raw -24357.332363 + Penalty 550.740114 = -23806.592249 nChanged 5 SP:Iteration 15Q (1281.030000 sec): 3 clusters Score: Raw -24363.901278 + Penalty 550.740114 = -23813.161164 nChanged 5 SP:Iteration 16Q (1281.210000 sec): 3 clusters Score: Raw -24368.279218 + Penalty 550.740114 = -23817.539104 nChanged 3 SP:Iteration 17Q (1281.380000 sec): 3 clusters Score: Raw -24370.885117 + Penalty 550.740114 = -23820.145002 nChanged 4 SP:Iteration 18Q (1281.570000 sec): 3 clusters Score: Raw -24375.015956 + Penalty 550.740114 = -23824.275842 nChanged 1 SP:Iteration 19Q (1281.790000 sec): 3 clusters Score: Raw -24375.812113 + Penalty 550.740114 = -23825.071998 nChanged 1 SP:Iteration 20F (1281.920000 sec): 3 clusters Score: Raw -24376.271313 + Penalty 550.740114 = -23825.531199 nChanged 1 SP:Iteration 21Q (1282.100000 sec): 3 clusters Score: Raw -24377.249346 + Penalty 550.740114 = -23826.509232 nChanged 0 SP:Iteration 22F (1282.340000 sec): 3 clusters Score: Raw -24377.249346 + Penalty 550.740114 = -23826.509232 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 8 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1282.390000 sec): 2 clusters Score: Raw -11684.142258 + Penalty 244.994525 = -11439.147733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1282.590000 sec): 3 clusters Score: Raw -11638.763115 + Penalty 489.989051 = -11148.774065 nChanged 66 SP:Iteration 1F (1282.730000 sec): 3 clusters Score: Raw -11714.544814 + Penalty 489.989051 = -11224.555763 nChanged 12 SP:Iteration 2F (1282.920000 sec): 3 clusters Score: Raw -11729.598995 + Penalty 489.989051 = -11239.609944 nChanged 6 SP:Iteration 3Q (1283.110000 sec): 3 clusters Score: Raw -11741.758889 + Penalty 489.989051 = -11251.769838 nChanged 4 SP:Iteration 4Q (1283.260000 sec): 3 clusters Score: Raw -11746.239323 + Penalty 489.989051 = -11256.250273 nChanged 0 SP:Iteration 5F (1283.460000 sec): 3 clusters Score: Raw -11746.239323 + Penalty 489.989051 = -11256.250273 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 9 (1981 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1283.540000 sec): 2 clusters Score: Raw -111611.167882 + Penalty 345.406746 = -111265.761137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1283.700000 sec): 3 clusters Score: Raw -110494.421188 + Penalty 690.813491 = -109803.607697 nChanged 868 SP:Iteration 1F (1283.870000 sec): 3 clusters Score: Raw -111015.002759 + Penalty 690.813491 = -110324.189268 nChanged 150 SP:Iteration 2F (1284.030000 sec): 3 clusters Score: Raw -111117.480666 + Penalty 690.813491 = -110426.667175 nChanged 117 SP:Iteration 3F (1284.210000 sec): 3 clusters Score: Raw -111181.049399 + Penalty 690.813491 = -110490.235907 nChanged 93 SP:Iteration 4Q (1284.400000 sec): 3 clusters Score: Raw -111226.630041 + Penalty 690.813491 = -110535.816550 nChanged 79 SP:Iteration 5Q (1284.560000 sec): 3 clusters Score: Raw -111266.575736 + Penalty 690.813491 = -110575.762245 nChanged 81 SP:Iteration 6Q (1284.730000 sec): 3 clusters Score: Raw -111312.408460 + Penalty 690.813491 = -110621.594969 nChanged 80 SP:Iteration 7Q (1284.920000 sec): 3 clusters Score: Raw -111360.677217 + Penalty 690.813491 = -110669.863726 nChanged 70 SP:Iteration 8Q (1285.090000 sec): 3 clusters Score: Raw -111401.723392 + Penalty 690.813491 = -110710.909901 nChanged 66 SP:Iteration 9Q (1285.280000 sec): 3 clusters Score: Raw -111449.573384 + Penalty 690.813491 = -110758.759893 nChanged 58 SP:Iteration 10Q (1285.430000 sec): 3 clusters Score: Raw -111493.045962 + Penalty 690.813491 = -110802.232471 nChanged 58 SP:Iteration 11Q (1285.640000 sec): 3 clusters Score: Raw -111534.167400 + Penalty 690.813491 = -110843.353909 nChanged 50 SP:Iteration 12Q (1285.920000 sec): 3 clusters Score: Raw -111572.976529 + Penalty 690.813491 = -110882.163038 nChanged 31 SP:Iteration 13Q (1286.100000 sec): 3 clusters Score: Raw -111590.853671 + Penalty 690.813491 = -110900.040179 nChanged 22 SP:Iteration 14Q (1286.320000 sec): 3 clusters Score: Raw -111605.429516 + Penalty 690.813491 = -110914.616025 nChanged 14 SP:Iteration 15Q (1286.480000 sec): 3 clusters Score: Raw -111618.693006 + Penalty 690.813491 = -110927.879515 nChanged 12 SP:Iteration 16Q (1286.640000 sec): 3 clusters Score: Raw -111625.594981 + Penalty 690.813491 = -110934.781490 nChanged 10 SP:Iteration 17Q (1286.850000 sec): 3 clusters Score: Raw -111633.111616 + Penalty 690.813491 = -110942.298125 nChanged 5 SP:Iteration 18Q (1287.030000 sec): 3 clusters Score: Raw -111636.549401 + Penalty 690.813491 = -110945.735910 nChanged 5 SP:Iteration 19Q (1287.200000 sec): 3 clusters Score: Raw -111641.427891 + Penalty 690.813491 = -110950.614399 nChanged 4 SP:Iteration 20F (1287.390000 sec): 3 clusters Score: Raw -111645.619186 + Penalty 690.813491 = -110954.805695 nChanged 3 SP:Iteration 21Q (1287.580000 sec): 3 clusters Score: Raw -111648.419974 + Penalty 690.813491 = -110957.606482 nChanged 4 SP:Iteration 22Q (1287.780000 sec): 3 clusters Score: Raw -111653.462654 + Penalty 690.813491 = -110962.649163 nChanged 4 SP:Iteration 23Q (1287.950000 sec): 3 clusters Score: Raw -111655.090356 + Penalty 690.813491 = -110964.276865 nChanged 3 SP:Iteration 24Q (1288.120000 sec): 3 clusters Score: Raw -111656.862739 + Penalty 690.813491 = -110966.049248 nChanged 4 SP:Iteration 25Q (1288.340000 sec): 3 clusters Score: Raw -111658.800852 + Penalty 690.813491 = -110967.987360 nChanged 5 SP:Iteration 26Q (1288.500000 sec): 3 clusters Score: Raw -111663.079184 + Penalty 690.813491 = -110972.265693 nChanged 5 SP:Iteration 27Q (1288.680000 sec): 3 clusters Score: Raw -111668.291432 + Penalty 690.813491 = -110977.477940 nChanged 2 SP:Iteration 28Q (1288.890000 sec): 3 clusters Score: Raw -111670.007397 + Penalty 690.813491 = -110979.193906 nChanged 2 SP:Iteration 29Q (1289.080000 sec): 3 clusters Score: Raw -111671.331578 + Penalty 690.813491 = -110980.518087 nChanged 3 SP:Iteration 30Q (1289.210000 sec): 3 clusters Score: Raw -111674.179443 + Penalty 690.813491 = -110983.365952 nChanged 2 SP:Iteration 31Q (1289.360000 sec): 3 clusters Score: Raw -111676.077657 + Penalty 690.813491 = -110985.264165 nChanged 2 SP:Iteration 32Q (1289.520000 sec): 3 clusters Score: Raw -111677.647486 + Penalty 690.813491 = -110986.833995 nChanged 0 SP:Iteration 33F (1289.750000 sec): 3 clusters Score: Raw -111677.647486 + Penalty 690.813491 = -110986.833995 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 10 (14301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.910000 sec): 2 clusters Score: Raw -824151.928804 + Penalty 435.347856 = -823716.580948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1290.160000 sec): 3 clusters Score: Raw -815132.772594 + Penalty 870.695712 = -814262.076883 nChanged 6715 SP:Iteration 1F (1290.360000 sec): 3 clusters Score: Raw -819267.499034 + Penalty 870.695712 = -818396.803323 nChanged 987 SP:Iteration 2F (1290.560000 sec): 3 clusters Score: Raw -819803.475379 + Penalty 870.695712 = -818932.779667 nChanged 955 SP:Iteration 3F (1290.760000 sec): 3 clusters Score: Raw -820340.967014 + Penalty 870.695712 = -819470.271303 nChanged 910 SP:Iteration 4F (1290.950000 sec): 3 clusters Score: Raw -820903.440757 + Penalty 870.695712 = -820032.745045 nChanged 872 SP:Iteration 5F (1291.160000 sec): 3 clusters Score: Raw -821529.389933 + Penalty 870.695712 = -820658.694221 nChanged 799 SP:Iteration 6F (1291.340000 sec): 3 clusters Score: Raw -822169.254917 + Penalty 870.695712 = -821298.559205 nChanged 615 SP:Iteration 7Q (1291.530000 sec): 3 clusters Score: Raw -822729.159983 + Penalty 870.695712 = -821858.464272 nChanged 496 SP:Iteration 8Q (1291.750000 sec): 3 clusters Score: Raw -823263.757318 + Penalty 870.695712 = -822393.061606 nChanged 365 SP:Iteration 9Q (1291.940000 sec): 3 clusters Score: Raw -823587.430571 + Penalty 870.695712 = -822716.734860 nChanged 239 SP:Iteration 10Q (1292.140000 sec): 3 clusters Score: Raw -823733.341865 + Penalty 870.695712 = -822862.646153 nChanged 171 SP:Iteration 11Q (1292.340000 sec): 3 clusters Score: Raw -823821.096594 + Penalty 870.695712 = -822950.400882 nChanged 144 SP:Iteration 12Q (1292.550000 sec): 3 clusters Score: Raw -823885.618459 + Penalty 870.695712 = -823014.922748 nChanged 123 SP:Iteration 13Q (1292.750000 sec): 3 clusters Score: Raw -823943.753934 + Penalty 870.695712 = -823073.058222 nChanged 117 SP:Iteration 14Q (1292.920000 sec): 3 clusters Score: Raw -823997.313846 + Penalty 870.695712 = -823126.618134 nChanged 108 SP:Iteration 15Q (1293.150000 sec): 3 clusters Score: Raw -824037.802702 + Penalty 870.695712 = -823167.106991 nChanged 89 SP:Iteration 16Q (1293.380000 sec): 3 clusters Score: Raw -824066.358595 + Penalty 870.695712 = -823195.662884 nChanged 71 SP:Iteration 17Q (1293.570000 sec): 3 clusters Score: Raw -824089.801022 + Penalty 870.695712 = -823219.105310 nChanged 79 SP:Iteration 18Q (1293.790000 sec): 3 clusters Score: Raw -824117.445099 + Penalty 870.695712 = -823246.749387 nChanged 73 SP:Iteration 19Q (1293.980000 sec): 3 clusters Score: Raw -824138.147695 + Penalty 870.695712 = -823267.451983 nChanged 64 SP:Iteration 20F (1294.260000 sec): 3 clusters Score: Raw -824155.462984 + Penalty 870.695712 = -823284.767272 nChanged 42 SP:Iteration 21Q (1294.490000 sec): 3 clusters Score: Raw -824167.628441 + Penalty 870.695712 = -823296.932729 nChanged 43 SP:Iteration 22Q (1294.680000 sec): 3 clusters Score: Raw -824179.761254 + Penalty 870.695712 = -823309.065543 nChanged 37 SP:Iteration 23Q (1294.880000 sec): 3 clusters Score: Raw -824187.157884 + Penalty 870.695712 = -823316.462172 nChanged 24 SP:Iteration 24Q (1295.050000 sec): 3 clusters Score: Raw -824190.438597 + Penalty 870.695712 = -823319.742885 nChanged 15 SP:Iteration 25Q (1295.260000 sec): 3 clusters Score: Raw -824192.405446 + Penalty 870.695712 = -823321.709734 nChanged 15 SP:Iteration 26Q (1295.540000 sec): 3 clusters Score: Raw -824194.274172 + Penalty 870.695712 = -823323.578460 nChanged 20 SP:Iteration 27Q (1295.780000 sec): 3 clusters Score: Raw -824197.946361 + Penalty 870.695712 = -823327.250650 nChanged 21 SP:Iteration 28Q (1295.970000 sec): 3 clusters Score: Raw -824202.453928 + Penalty 870.695712 = -823331.758217 nChanged 22 SP:Iteration 29Q (1296.220000 sec): 3 clusters Score: Raw -824207.016689 + Penalty 870.695712 = -823336.320977 nChanged 23 SP:Iteration 30Q (1296.510000 sec): 3 clusters Score: Raw -824211.054983 + Penalty 870.695712 = -823340.359271 nChanged 17 SP:Iteration 31Q (1296.720000 sec): 3 clusters Score: Raw -824213.687319 + Penalty 870.695712 = -823342.991607 nChanged 10 SP:Iteration 32Q (1296.960000 sec): 3 clusters Score: Raw -824215.343638 + Penalty 870.695712 = -823344.647926 nChanged 13 SP:Iteration 33Q (1297.120000 sec): 3 clusters Score: Raw -824217.966150 + Penalty 870.695712 = -823347.270439 nChanged 11 SP:Iteration 34Q (1297.360000 sec): 3 clusters Score: Raw -824219.561871 + Penalty 870.695712 = -823348.866159 nChanged 10 SP:Iteration 35Q (1297.570000 sec): 3 clusters Score: Raw -824221.196885 + Penalty 870.695712 = -823350.501173 nChanged 12 SP:Iteration 36Q (1297.750000 sec): 3 clusters Score: Raw -824222.947879 + Penalty 870.695712 = -823352.252168 nChanged 4 SP:Iteration 37Q (1297.960000 sec): 3 clusters Score: Raw -824223.523377 + Penalty 870.695712 = -823352.827666 nChanged 9 SP:Iteration 38Q (1298.180000 sec): 3 clusters Score: Raw -824224.571344 + Penalty 870.695712 = -823353.875632 nChanged 9 SP:Iteration 39Q (1298.370000 sec): 3 clusters Score: Raw -824225.430154 + Penalty 870.695712 = -823354.734442 nChanged 8 SP:Iteration 40F (1298.560000 sec): 3 clusters Score: Raw -824226.692002 + Penalty 870.695712 = -823355.996290 nChanged 7 SP:Iteration 41Q (1298.740000 sec): 3 clusters Score: Raw -824227.550159 + Penalty 870.695712 = -823356.854447 nChanged 4 SP:Iteration 42Q (1298.950000 sec): 3 clusters Score: Raw -824227.851888 + Penalty 870.695712 = -823357.156176 nChanged 1 SP:Iteration 43Q (1299.150000 sec): 3 clusters Score: Raw -824227.899518 + Penalty 870.695712 = -823357.203806 nChanged 3 SP:Iteration 44Q (1299.330000 sec): 3 clusters Score: Raw -824228.405647 + Penalty 870.695712 = -823357.709935 nChanged 2 SP:Iteration 45Q (1299.550000 sec): 3 clusters Score: Raw -824228.650772 + Penalty 870.695712 = -823357.955060 nChanged 4 SP:Iteration 46Q (1299.770000 sec): 3 clusters Score: Raw -824229.055657 + Penalty 870.695712 = -823358.359945 nChanged 5 SP:Iteration 47Q (1299.980000 sec): 3 clusters Score: Raw -824229.607288 + Penalty 870.695712 = -823358.911576 nChanged 5 SP:Iteration 48Q (1300.170000 sec): 3 clusters Score: Raw -824230.353723 + Penalty 870.695712 = -823359.658011 nChanged 5 SP:Iteration 49Q (1300.380000 sec): 3 clusters Score: Raw -824231.050067 + Penalty 870.695712 = -823360.354355 nChanged 4 SP:Iteration 50Q (1300.620000 sec): 3 clusters Score: Raw -824231.778671 + Penalty 870.695712 = -823361.082959 nChanged 2 SP:Iteration 51Q (1300.800000 sec): 3 clusters Score: Raw -824232.138502 + Penalty 870.695712 = -823361.442790 nChanged 5 SP:Iteration 52Q (1301.050000 sec): 3 clusters Score: Raw -824232.669911 + Penalty 870.695712 = -823361.974199 nChanged 2 SP:Iteration 53Q (1301.280000 sec): 3 clusters Score: Raw -824233.238553 + Penalty 870.695712 = -823362.542841 nChanged 2 SP:Iteration 54Q (1301.480000 sec): 3 clusters Score: Raw -824233.976332 + Penalty 870.695712 = -823363.280620 nChanged 6 SP:Iteration 55Q (1301.730000 sec): 3 clusters Score: Raw -824235.465328 + Penalty 870.695712 = -823364.769616 nChanged 7 SP:Iteration 56Q (1301.960000 sec): 3 clusters Score: Raw -824237.296735 + Penalty 870.695712 = -823366.601024 nChanged 9 SP:Iteration 57Q (1302.180000 sec): 3 clusters Score: Raw -824238.914024 + Penalty 870.695712 = -823368.218312 nChanged 6 SP:Iteration 58Q (1302.460000 sec): 3 clusters Score: Raw -824239.967017 + Penalty 870.695712 = -823369.271305 nChanged 6 SP:Iteration 59Q (1302.630000 sec): 3 clusters Score: Raw -824241.522716 + Penalty 870.695712 = -823370.827004 nChanged 8 SP:Iteration 60F (1302.870000 sec): 3 clusters Score: Raw -824243.305782 + Penalty 870.695712 = -823372.610070 nChanged 12 SP:Iteration 61Q (1303.040000 sec): 3 clusters Score: Raw -824245.708309 + Penalty 870.695712 = -823375.012597 nChanged 7 SP:Iteration 62Q (1303.290000 sec): 3 clusters Score: Raw -824247.459152 + Penalty 870.695712 = -823376.763441 nChanged 10 SP:Iteration 63Q (1303.460000 sec): 3 clusters Score: Raw -824249.207151 + Penalty 870.695712 = -823378.511440 nChanged 8 SP:Iteration 64Q (1303.640000 sec): 3 clusters Score: Raw -824250.254030 + Penalty 870.695712 = -823379.558319 nChanged 5 SP:Iteration 65Q (1303.850000 sec): 3 clusters Score: Raw -824250.898595 + Penalty 870.695712 = -823380.202884 nChanged 5 SP:Iteration 66Q (1304.040000 sec): 3 clusters Score: Raw -824251.758082 + Penalty 870.695712 = -823381.062371 nChanged 10 SP:Iteration 67Q (1304.280000 sec): 3 clusters Score: Raw -824253.703774 + Penalty 870.695712 = -823383.008063 nChanged 7 SP:Iteration 68Q (1304.500000 sec): 3 clusters Score: Raw -824254.779635 + Penalty 870.695712 = -823384.083924 nChanged 7 SP:Iteration 69Q (1304.740000 sec): 3 clusters Score: Raw -824256.146702 + Penalty 870.695712 = -823385.450990 nChanged 10 SP:Iteration 70Q (1305.000000 sec): 3 clusters Score: Raw -824258.416958 + Penalty 870.695712 = -823387.721246 nChanged 15 SP:Iteration 71Q (1305.220000 sec): 3 clusters Score: Raw -824262.294381 + Penalty 870.695712 = -823391.598669 nChanged 16 SP:Iteration 72Q (1305.410000 sec): 3 clusters Score: Raw -824265.689587 + Penalty 870.695712 = -823394.993875 nChanged 8 SP:Iteration 73Q (1305.600000 sec): 3 clusters Score: Raw -824266.874492 + Penalty 870.695712 = -823396.178781 nChanged 7 SP:Iteration 74Q (1305.810000 sec): 3 clusters Score: Raw -824268.152579 + Penalty 870.695712 = -823397.456867 nChanged 6 SP:Iteration 75Q (1306.010000 sec): 3 clusters Score: Raw -824269.193867 + Penalty 870.695712 = -823398.498155 nChanged 4 SP:Iteration 76Q (1306.270000 sec): 3 clusters Score: Raw -824270.057392 + Penalty 870.695712 = -823399.361680 nChanged 6 SP:Iteration 77Q (1306.480000 sec): 3 clusters Score: Raw -824271.217722 + Penalty 870.695712 = -823400.522010 nChanged 5 SP:Iteration 78Q (1306.680000 sec): 3 clusters Score: Raw -824271.991681 + Penalty 870.695712 = -823401.295970 nChanged 4 SP:Iteration 79Q (1306.930000 sec): 3 clusters Score: Raw -824272.579009 + Penalty 870.695712 = -823401.883297 nChanged 2 SP:Iteration 80F (1307.140000 sec): 3 clusters Score: Raw -824272.841639 + Penalty 870.695712 = -823402.145928 nChanged 2 SP:Iteration 81Q (1307.400000 sec): 3 clusters Score: Raw -824273.441166 + Penalty 870.695712 = -823402.745455 nChanged 4 SP:Iteration 82Q (1307.590000 sec): 3 clusters Score: Raw -824274.030238 + Penalty 870.695712 = -823403.334526 nChanged 2 SP:Iteration 83Q (1307.810000 sec): 3 clusters Score: Raw -824274.321016 + Penalty 870.695712 = -823403.625304 nChanged 3 SP:Iteration 84Q (1308.050000 sec): 3 clusters Score: Raw -824274.554901 + Penalty 870.695712 = -823403.859189 nChanged 1 SP:Iteration 85Q (1308.250000 sec): 3 clusters Score: Raw -824274.668859 + Penalty 870.695712 = -823403.973148 nChanged 1 SP:Iteration 86Q (1308.440000 sec): 3 clusters Score: Raw -824274.790728 + Penalty 870.695712 = -823404.095016 nChanged 1 SP:Iteration 87Q (1308.620000 sec): 3 clusters Score: Raw -824274.913400 + Penalty 870.695712 = -823404.217689 nChanged 1 SP:Iteration 88Q (1308.860000 sec): 3 clusters Score: Raw -824275.114340 + Penalty 870.695712 = -823404.418628 nChanged 0 SP:Iteration 89F (1309.040000 sec): 3 clusters Score: Raw -824275.114340 + Penalty 870.695712 = -823404.418628 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1309.190000 sec): 2 clusters Score: Raw -870495.502424 + Penalty 434.480612 = -870061.021812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1309.400000 sec): 3 clusters Score: Raw -861491.897229 + Penalty 868.961225 = -860622.936005 nChanged 6680 SP:Iteration 1F (1309.590000 sec): 3 clusters Score: Raw -865394.690930 + Penalty 868.961225 = -864525.729705 nChanged 885 SP:Iteration 2F (1309.760000 sec): 3 clusters Score: Raw -865868.115964 + Penalty 868.961225 = -864999.154739 nChanged 1031 SP:Iteration 3F (1309.900000 sec): 3 clusters Score: Raw -866594.811001 + Penalty 868.961225 = -865725.849777 nChanged 1111 SP:Iteration 4F (1310.040000 sec): 3 clusters Score: Raw -867500.921281 + Penalty 868.961225 = -866631.960057 nChanged 1005 SP:Iteration 5F (1310.180000 sec): 3 clusters Score: Raw -868382.148542 + Penalty 868.961225 = -867513.187318 nChanged 863 SP:Iteration 6F (1310.320000 sec): 3 clusters Score: Raw -869171.848035 + Penalty 868.961225 = -868302.886810 nChanged 625 SP:Iteration 7Q (1310.480000 sec): 3 clusters Score: Raw -869753.929304 + Penalty 868.961225 = -868884.968079 nChanged 410 SP:Iteration 8Q (1310.620000 sec): 3 clusters Score: Raw -870146.091355 + Penalty 868.961225 = -869277.130130 nChanged 222 SP:Iteration 9Q (1310.760000 sec): 3 clusters Score: Raw -870349.068386 + Penalty 868.961225 = -869480.107162 nChanged 97 SP:Iteration 10Q (1310.900000 sec): 3 clusters Score: Raw -870448.541498 + Penalty 868.961225 = -869579.580273 nChanged 42 SP:Iteration 11Q (1311.040000 sec): 3 clusters Score: Raw -870497.283745 + Penalty 868.961225 = -869628.322520 nChanged 23 SP:Iteration 12Q (1311.180000 sec): 3 clusters Score: Raw -870519.192106 + Penalty 868.961225 = -869650.230882 nChanged 21 SP:Iteration 13Q (1311.320000 sec): 3 clusters Score: Raw -870545.201195 + Penalty 868.961225 = -869676.239971 nChanged 15 SP:Iteration 14Q (1311.450000 sec): 3 clusters Score: Raw -870558.302871 + Penalty 868.961225 = -869689.341647 nChanged 5 SP:Iteration 15Q (1311.590000 sec): 3 clusters Score: Raw -870563.291632 + Penalty 868.961225 = -869694.330407 nChanged 5 SP:Iteration 16Q (1311.730000 sec): 3 clusters Score: Raw -870567.194566 + Penalty 868.961225 = -869698.233341 nChanged 0 SP:Iteration 17F (1311.870000 sec): 3 clusters Score: Raw -870567.194566 + Penalty 868.961225 = -869698.233341 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1311.920000 sec): 2 clusters Score: Raw -25608.157438 + Penalty 280.717288 = -25327.440150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1312.030000 sec): 3 clusters Score: Raw -25413.033049 + Penalty 561.434577 = -24851.598473 nChanged 170 SP:Iteration 1F (1312.140000 sec): 3 clusters Score: Raw -25684.245924 + Penalty 561.434577 = -25122.811348 nChanged 73 SP:Iteration 2F (1312.260000 sec): 3 clusters Score: Raw -26005.655691 + Penalty 561.434577 = -25444.221115 nChanged 63 SP:Iteration 3F (1312.370000 sec): 3 clusters Score: Raw -26430.102766 + Penalty 561.434577 = -25868.668190 nChanged 35 SP:Iteration 4F (1312.480000 sec): 3 clusters Score: Raw -26772.847049 + Penalty 561.434577 = -26211.412472 nChanged 17 SP:Iteration 5Q (1312.590000 sec): 3 clusters Score: Raw -26857.363353 + Penalty 561.434577 = -26295.928777 nChanged 5 SP:Iteration 6Q (1312.700000 sec): 3 clusters Score: Raw -26926.625265 + Penalty 561.434577 = -26365.190688 nChanged 2 SP:Iteration 7Q (1312.810000 sec): 3 clusters Score: Raw -27011.435510 + Penalty 561.434577 = -26450.000934 nChanged 0 SP:Iteration 8F (1313.050000 sec): 3 clusters Score: Raw -27011.435510 + Penalty 561.434577 = -26450.000934 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 1.55 GB. Trying to split cluster 13 (5411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1313.120000 sec): 2 clusters Score: Raw -303218.313418 + Penalty 391.126608 = -302827.186809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1313.330000 sec): 3 clusters Score: Raw -299916.663530 + Penalty 782.253217 = -299134.410313 nChanged 2429 SP:Iteration 1F (1313.490000 sec): 3 clusters Score: Raw -301273.600101 + Penalty 782.253217 = -300491.346884 nChanged 352 SP:Iteration 2F (1313.660000 sec): 3 clusters Score: Raw -301437.786293 + Penalty 782.253217 = -300655.533076 nChanged 321 SP:Iteration 3F (1313.800000 sec): 3 clusters Score: Raw -301595.266510 + Penalty 782.253217 = -300813.013293 nChanged 310 SP:Iteration 4F (1313.950000 sec): 3 clusters Score: Raw -301770.327693 + Penalty 782.253217 = -300988.074476 nChanged 331 SP:Iteration 5F (1314.110000 sec): 3 clusters Score: Raw -301972.389213 + Penalty 782.253217 = -301190.135996 nChanged 337 SP:Iteration 6F (1314.270000 sec): 3 clusters Score: Raw -302217.784127 + Penalty 782.253217 = -301435.530910 nChanged 366 SP:Iteration 7F (1314.450000 sec): 3 clusters Score: Raw -302559.259952 + Penalty 782.253217 = -301777.006735 nChanged 372 SP:Iteration 8F (1314.660000 sec): 3 clusters Score: Raw -302989.719208 + Penalty 782.253217 = -302207.465991 nChanged 336 SP:Iteration 9F (1314.840000 sec): 3 clusters Score: Raw -303329.920654 + Penalty 782.253217 = -302547.667437 nChanged 285 SP:Iteration 10F (1315.020000 sec): 3 clusters Score: Raw -303588.297481 + Penalty 782.253217 = -302806.044264 nChanged 259 SP:Iteration 11Q (1315.210000 sec): 3 clusters Score: Raw -303882.630987 + Penalty 782.253217 = -303100.377770 nChanged 235 SP:Iteration 12Q (1315.370000 sec): 3 clusters Score: Raw -304220.169290 + Penalty 782.253217 = -303437.916073 nChanged 218 SP:Iteration 13Q (1315.540000 sec): 3 clusters Score: Raw -304562.706973 + Penalty 782.253217 = -303780.453756 nChanged 151 SP:Iteration 14Q (1315.750000 sec): 3 clusters Score: Raw -304739.740296 + Penalty 782.253217 = -303957.487079 nChanged 126 SP:Iteration 15Q (1315.960000 sec): 3 clusters Score: Raw -304840.656549 + Penalty 782.253217 = -304058.403332 nChanged 93 SP:Iteration 16Q (1316.170000 sec): 3 clusters Score: Raw -304919.335261 + Penalty 782.253217 = -304137.082044 nChanged 75 SP:Iteration 17Q (1316.380000 sec): 3 clusters Score: Raw -304994.328472 + Penalty 782.253217 = -304212.075255 nChanged 66 SP:Iteration 18Q (1316.510000 sec): 3 clusters Score: Raw -305063.631287 + Penalty 782.253217 = -304281.378070 nChanged 47 SP:Iteration 19Q (1316.700000 sec): 3 clusters Score: Raw -305100.275259 + Penalty 782.253217 = -304318.022042 nChanged 33 SP:Iteration 20F (1316.920000 sec): 3 clusters Score: Raw -305111.679782 + Penalty 782.253217 = -304329.426565 nChanged 22 SP:Iteration 21Q (1317.130000 sec): 3 clusters Score: Raw -305118.006634 + Penalty 782.253217 = -304335.753417 nChanged 14 SP:Iteration 22Q (1317.280000 sec): 3 clusters Score: Raw -305120.507132 + Penalty 782.253217 = -304338.253915 nChanged 7 SP:Iteration 23Q (1317.490000 sec): 3 clusters Score: Raw -305121.576939 + Penalty 782.253217 = -304339.323722 nChanged 1 SP:Iteration 24Q (1317.680000 sec): 3 clusters Score: Raw -305121.645899 + Penalty 782.253217 = -304339.392682 nChanged 0 SP:Iteration 25F (1317.870000 sec): 3 clusters Score: Raw -305121.645899 + Penalty 782.253217 = -304339.392682 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 1.55 GB. Trying to split cluster 14 (994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1317.960000 sec): 2 clusters Score: Raw -52384.639809 + Penalty 314.029043 = -52070.610766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1318.200000 sec): 3 clusters Score: Raw -51908.232960 + Penalty 628.058086 = -51280.174875 nChanged 387 SP:Iteration 1F (1318.370000 sec): 3 clusters Score: Raw -52183.378556 + Penalty 628.058086 = -51555.320470 nChanged 110 SP:Iteration 2F (1318.510000 sec): 3 clusters Score: Raw -52271.852598 + Penalty 628.058086 = -51643.794512 nChanged 56 SP:Iteration 3F (1318.690000 sec): 3 clusters Score: Raw -52313.355877 + Penalty 628.058086 = -51685.297792 nChanged 44 SP:Iteration 4Q (1318.880000 sec): 3 clusters Score: Raw -52338.747936 + Penalty 628.058086 = -51710.689850 nChanged 33 SP:Iteration 5Q (1319.120000 sec): 3 clusters Score: Raw -52362.380251 + Penalty 628.058086 = -51734.322165 nChanged 29 SP:Iteration 6Q (1319.290000 sec): 3 clusters Score: Raw -52378.888968 + Penalty 628.058086 = -51750.830882 nChanged 22 SP:Iteration 7Q (1319.490000 sec): 3 clusters Score: Raw -52390.966676 + Penalty 628.058086 = -51762.908590 nChanged 18 SP:Iteration 8Q (1319.650000 sec): 3 clusters Score: Raw -52402.830969 + Penalty 628.058086 = -51774.772883 nChanged 13 SP:Iteration 9Q (1319.840000 sec): 3 clusters Score: Raw -52408.652644 + Penalty 628.058086 = -51780.594559 nChanged 8 SP:Iteration 10Q (1320.010000 sec): 3 clusters Score: Raw -52413.135134 + Penalty 628.058086 = -51785.077048 nChanged 8 SP:Iteration 11Q (1320.210000 sec): 3 clusters Score: Raw -52418.146887 + Penalty 628.058086 = -51790.088801 nChanged 5 SP:Iteration 12Q (1320.360000 sec): 3 clusters Score: Raw -52419.617129 + Penalty 628.058086 = -51791.559043 nChanged 4 SP:Iteration 13Q (1320.550000 sec): 3 clusters Score: Raw -52421.235686 + Penalty 628.058086 = -51793.177600 nChanged 2 SP:Iteration 14Q (1320.770000 sec): 3 clusters Score: Raw -52423.231770 + Penalty 628.058086 = -51795.173684 nChanged 6 SP:Iteration 15Q (1320.940000 sec): 3 clusters Score: Raw -52425.861768 + Penalty 628.058086 = -51797.803683 nChanged 8 SP:Iteration 16Q (1321.140000 sec): 3 clusters Score: Raw -52428.353995 + Penalty 628.058086 = -51800.295910 nChanged 4 SP:Iteration 17Q (1321.310000 sec): 3 clusters Score: Raw -52429.364440 + Penalty 628.058086 = -51801.306355 nChanged 2 SP:Iteration 18Q (1321.500000 sec): 3 clusters Score: Raw -52430.157036 + Penalty 628.058086 = -51802.098950 nChanged 2 SP:Iteration 19Q (1321.720000 sec): 3 clusters Score: Raw -52430.766882 + Penalty 628.058086 = -51802.708796 nChanged 2 SP:Iteration 20F (1321.870000 sec): 3 clusters Score: Raw -52431.831023 + Penalty 628.058086 = -51803.772937 nChanged 1 SP:Iteration 21Q (1322.060000 sec): 3 clusters Score: Raw -52431.956112 + Penalty 628.058086 = -51803.898027 nChanged 0 SP:Iteration 22F (1322.270000 sec): 3 clusters Score: Raw -52431.956112 + Penalty 628.058086 = -51803.898027 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 15 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1322.350000 sec): 2 clusters Score: Raw -20962.732362 + Penalty 273.064377 = -20689.667985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1322.570000 sec): 3 clusters Score: Raw -20810.112407 + Penalty 546.128754 = -20263.983653 nChanged 156 SP:Iteration 1F (1322.770000 sec): 3 clusters Score: Raw -21007.716998 + Penalty 546.128754 = -20461.588245 nChanged 37 SP:Iteration 2F (1322.970000 sec): 3 clusters Score: Raw -21083.917100 + Penalty 546.128754 = -20537.788346 nChanged 20 SP:Iteration 3Q (1323.130000 sec): 3 clusters Score: Raw -21115.362172 + Penalty 546.128754 = -20569.233418 nChanged 15 SP:Iteration 4Q (1323.290000 sec): 3 clusters Score: Raw -21137.030719 + Penalty 546.128754 = -20590.901965 nChanged 9 SP:Iteration 5Q (1323.450000 sec): 3 clusters Score: Raw -21149.802952 + Penalty 546.128754 = -20603.674198 nChanged 2 SP:Iteration 6Q (1323.660000 sec): 3 clusters Score: Raw -21151.252320 + Penalty 546.128754 = -20605.123566 nChanged 1 SP:Iteration 7Q (1323.850000 sec): 3 clusters Score: Raw -21153.410123 + Penalty 546.128754 = -20607.281370 nChanged 0 SP:Iteration 8F (1324.040000 sec): 3 clusters Score: Raw -21153.410123 + Penalty 546.128754 = -20607.281370 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 16 (1679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1324.130000 sec): 2 clusters Score: Raw -99486.970455 + Penalty 337.880891 = -99149.089564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1324.260000 sec): 3 clusters Score: Raw -98588.749731 + Penalty 675.761783 = -97912.987948 nChanged 693 SP:Iteration 1F (1324.450000 sec): 3 clusters Score: Raw -98940.881073 + Penalty 675.761783 = -98265.119291 nChanged 131 SP:Iteration 2F (1324.600000 sec): 3 clusters Score: Raw -99020.643164 + Penalty 675.761783 = -98344.881381 nChanged 101 SP:Iteration 3F (1324.770000 sec): 3 clusters Score: Raw -99079.927386 + Penalty 675.761783 = -98404.165603 nChanged 88 SP:Iteration 4F (1324.980000 sec): 3 clusters Score: Raw -99142.781941 + Penalty 675.761783 = -98467.020158 nChanged 85 SP:Iteration 5F (1325.170000 sec): 3 clusters Score: Raw -99196.793473 + Penalty 675.761783 = -98521.031690 nChanged 66 SP:Iteration 6Q (1325.360000 sec): 3 clusters Score: Raw -99253.503204 + Penalty 675.761783 = -98577.741421 nChanged 62 SP:Iteration 7Q (1325.570000 sec): 3 clusters Score: Raw -99295.891578 + Penalty 675.761783 = -98620.129795 nChanged 46 SP:Iteration 8Q (1325.780000 sec): 3 clusters Score: Raw -99331.136401 + Penalty 675.761783 = -98655.374619 nChanged 36 SP:Iteration 9Q (1325.990000 sec): 3 clusters Score: Raw -99352.732288 + Penalty 675.761783 = -98676.970505 nChanged 28 SP:Iteration 10Q (1326.160000 sec): 3 clusters Score: Raw -99364.728377 + Penalty 675.761783 = -98688.966594 nChanged 21 SP:Iteration 11Q (1326.360000 sec): 3 clusters Score: Raw -99374.159900 + Penalty 675.761783 = -98698.398117 nChanged 12 SP:Iteration 12Q (1326.490000 sec): 3 clusters Score: Raw -99380.650069 + Penalty 675.761783 = -98704.888286 nChanged 16 SP:Iteration 13Q (1326.630000 sec): 3 clusters Score: Raw -99387.804145 + Penalty 675.761783 = -98712.042362 nChanged 17 SP:Iteration 14Q (1326.740000 sec): 3 clusters Score: Raw -99400.821689 + Penalty 675.761783 = -98725.059906 nChanged 19 SP:Iteration 15Q (1326.860000 sec): 3 clusters Score: Raw -99410.123251 + Penalty 675.761783 = -98734.361468 nChanged 13 SP:Iteration 16Q (1326.970000 sec): 3 clusters Score: Raw -99417.510246 + Penalty 675.761783 = -98741.748464 nChanged 15 SP:Iteration 17Q (1327.080000 sec): 3 clusters Score: Raw -99424.869496 + Penalty 675.761783 = -98749.107713 nChanged 13 SP:Iteration 18Q (1327.190000 sec): 3 clusters Score: Raw -99432.243219 + Penalty 675.761783 = -98756.481436 nChanged 11 SP:Iteration 19Q (1327.300000 sec): 3 clusters Score: Raw -99441.186485 + Penalty 675.761783 = -98765.424703 nChanged 16 SP:Iteration 20F (1327.410000 sec): 3 clusters Score: Raw -99453.938184 + Penalty 675.761783 = -98778.176402 nChanged 12 SP:Iteration 21Q (1327.530000 sec): 3 clusters Score: Raw -99461.193871 + Penalty 675.761783 = -98785.432089 nChanged 9 SP:Iteration 22Q (1327.640000 sec): 3 clusters Score: Raw -99465.317622 + Penalty 675.761783 = -98789.555839 nChanged 7 SP:Iteration 23Q (1327.770000 sec): 3 clusters Score: Raw -99469.154291 + Penalty 675.761783 = -98793.392508 nChanged 7 SP:Iteration 24Q (1327.910000 sec): 3 clusters Score: Raw -99473.022836 + Penalty 675.761783 = -98797.261053 nChanged 5 SP:Iteration 25Q (1328.040000 sec): 3 clusters Score: Raw -99475.379447 + Penalty 675.761783 = -98799.617664 nChanged 3 SP:Iteration 26Q (1328.150000 sec): 3 clusters Score: Raw -99475.950187 + Penalty 675.761783 = -98800.188404 nChanged 5 SP:Iteration 27Q (1328.270000 sec): 3 clusters Score: Raw -99478.615637 + Penalty 675.761783 = -98802.853854 nChanged 9 SP:Iteration 28Q (1328.380000 sec): 3 clusters Score: Raw -99484.850544 + Penalty 675.761783 = -98809.088761 nChanged 10 SP:Iteration 29Q (1328.500000 sec): 3 clusters Score: Raw -99489.500277 + Penalty 675.761783 = -98813.738494 nChanged 3 SP:Iteration 30Q (1328.610000 sec): 3 clusters Score: Raw -99491.149705 + Penalty 675.761783 = -98815.387922 nChanged 2 SP:Iteration 31Q (1328.730000 sec): 3 clusters Score: Raw -99491.867098 + Penalty 675.761783 = -98816.105315 nChanged 3 SP:Iteration 32Q (1328.840000 sec): 3 clusters Score: Raw -99492.311316 + Penalty 675.761783 = -98816.549534 nChanged 3 SP:Iteration 33Q (1328.960000 sec): 3 clusters Score: Raw -99493.684084 + Penalty 675.761783 = -98817.922301 nChanged 4 SP:Iteration 34Q (1329.060000 sec): 3 clusters Score: Raw -99494.928627 + Penalty 675.761783 = -98819.166844 nChanged 2 SP:Iteration 35Q (1329.160000 sec): 3 clusters Score: Raw -99495.434760 + Penalty 675.761783 = -98819.672977 nChanged 1 SP:Iteration 36Q (1329.260000 sec): 3 clusters Score: Raw -99495.754921 + Penalty 675.761783 = -98819.993139 nChanged 1 SP:Iteration 37Q (1329.360000 sec): 3 clusters Score: Raw -99496.377260 + Penalty 675.761783 = -98820.615478 nChanged 2 SP:Iteration 38Q (1329.460000 sec): 3 clusters Score: Raw -99496.911693 + Penalty 675.761783 = -98821.149911 nChanged 1 SP:Iteration 39Q (1329.560000 sec): 3 clusters Score: Raw -99496.967018 + Penalty 675.761783 = -98821.205235 nChanged 0 SP:Iteration 40F (1329.660000 sec): 3 clusters Score: Raw -99496.967018 + Penalty 675.761783 = -98821.205235 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 17 (1134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.710000 sec): 2 clusters Score: Raw -69150.865928 + Penalty 320.024545 = -68830.841383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.810000 sec): 3 clusters Score: Raw -68569.254728 + Penalty 640.049090 = -67929.205637 nChanged 456 SP:Iteration 1F (1329.910000 sec): 3 clusters Score: Raw -68801.713486 + Penalty 640.049090 = -68161.664396 nChanged 76 SP:Iteration 2F (1330.070000 sec): 3 clusters Score: Raw -68846.753770 + Penalty 640.049090 = -68206.704680 nChanged 70 SP:Iteration 3F (1330.190000 sec): 3 clusters Score: Raw -68881.848841 + Penalty 640.049090 = -68241.799751 nChanged 54 SP:Iteration 4Q (1330.350000 sec): 3 clusters Score: Raw -68914.329488 + Penalty 640.049090 = -68274.280398 nChanged 55 SP:Iteration 5Q (1330.530000 sec): 3 clusters Score: Raw -68947.187030 + Penalty 640.049090 = -68307.137940 nChanged 55 SP:Iteration 6Q (1330.750000 sec): 3 clusters Score: Raw -68987.729391 + Penalty 640.049090 = -68347.680301 nChanged 43 SP:Iteration 7Q (1330.930000 sec): 3 clusters Score: Raw -69013.456121 + Penalty 640.049090 = -68373.407031 nChanged 35 SP:Iteration 8Q (1331.080000 sec): 3 clusters Score: Raw -69036.240022 + Penalty 640.049090 = -68396.190932 nChanged 34 SP:Iteration 9Q (1331.290000 sec): 3 clusters Score: Raw -69064.737904 + Penalty 640.049090 = -68424.688814 nChanged 32 SP:Iteration 10Q (1331.460000 sec): 3 clusters Score: Raw -69091.764128 + Penalty 640.049090 = -68451.715038 nChanged 30 SP:Iteration 11Q (1331.590000 sec): 3 clusters Score: Raw -69117.769824 + Penalty 640.049090 = -68477.720734 nChanged 32 SP:Iteration 12Q (1331.760000 sec): 3 clusters Score: Raw -69146.895857 + Penalty 640.049090 = -68506.846767 nChanged 29 SP:Iteration 13Q (1331.920000 sec): 3 clusters Score: Raw -69171.592689 + Penalty 640.049090 = -68531.543598 nChanged 24 SP:Iteration 14Q (1332.080000 sec): 3 clusters Score: Raw -69189.438346 + Penalty 640.049090 = -68549.389256 nChanged 15 SP:Iteration 15Q (1332.250000 sec): 3 clusters Score: Raw -69198.969891 + Penalty 640.049090 = -68558.920801 nChanged 9 SP:Iteration 16Q (1332.420000 sec): 3 clusters Score: Raw -69202.363507 + Penalty 640.049090 = -68562.314417 nChanged 7 SP:Iteration 17Q (1332.670000 sec): 3 clusters Score: Raw -69205.831456 + Penalty 640.049090 = -68565.782366 nChanged 7 SP:Iteration 18Q (1332.890000 sec): 3 clusters Score: Raw -69210.250134 + Penalty 640.049090 = -68570.201043 nChanged 9 SP:Iteration 19Q (1333.050000 sec): 3 clusters Score: Raw -69217.347979 + Penalty 640.049090 = -68577.298889 nChanged 8 SP:Iteration 20F (1333.220000 sec): 3 clusters Score: Raw -69224.469058 + Penalty 640.049090 = -68584.419968 nChanged 9 SP:Iteration 21Q (1333.400000 sec): 3 clusters Score: Raw -69228.321576 + Penalty 640.049090 = -68588.272486 nChanged 5 SP:Iteration 22Q (1333.560000 sec): 3 clusters Score: Raw -69231.534968 + Penalty 640.049090 = -68591.485878 nChanged 6 SP:Iteration 23Q (1333.710000 sec): 3 clusters Score: Raw -69235.136410 + Penalty 640.049090 = -68595.087320 nChanged 6 SP:Iteration 24Q (1333.890000 sec): 3 clusters Score: Raw -69238.596829 + Penalty 640.049090 = -68598.547739 nChanged 2 SP:Iteration 25Q (1334.100000 sec): 3 clusters Score: Raw -69240.385848 + Penalty 640.049090 = -68600.336758 nChanged 2 SP:Iteration 26Q (1334.290000 sec): 3 clusters Score: Raw -69241.195214 + Penalty 640.049090 = -68601.146124 nChanged 2 SP:Iteration 27Q (1334.460000 sec): 3 clusters Score: Raw -69242.597118 + Penalty 640.049090 = -68602.548028 nChanged 3 SP:Iteration 28Q (1334.700000 sec): 3 clusters Score: Raw -69243.867955 + Penalty 640.049090 = -68603.818865 nChanged 3 SP:Iteration 29Q (1334.870000 sec): 3 clusters Score: Raw -69244.933722 + Penalty 640.049090 = -68604.884632 nChanged 3 SP:Iteration 30Q (1335.130000 sec): 3 clusters Score: Raw -69247.199284 + Penalty 640.049090 = -68607.150194 nChanged 2 SP:Iteration 31Q (1335.350000 sec): 3 clusters Score: Raw -69248.112108 + Penalty 640.049090 = -68608.063018 nChanged 0 SP:Iteration 32F (1335.520000 sec): 3 clusters Score: Raw -69248.112108 + Penalty 640.049090 = -68608.063018 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 18 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1335.660000 sec): 2 clusters Score: Raw -25931.427585 + Penalty 280.526512 = -25650.901072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1335.830000 sec): 3 clusters Score: Raw -25726.682594 + Penalty 561.053025 = -25165.629569 nChanged 179 SP:Iteration 1F (1335.970000 sec): 3 clusters Score: Raw -25881.135779 + Penalty 561.053025 = -25320.082754 nChanged 39 SP:Iteration 2F (1336.150000 sec): 3 clusters Score: Raw -25935.521762 + Penalty 561.053025 = -25374.468738 nChanged 23 SP:Iteration 3Q (1336.370000 sec): 3 clusters Score: Raw -25973.664908 + Penalty 561.053025 = -25412.611883 nChanged 20 SP:Iteration 4Q (1336.530000 sec): 3 clusters Score: Raw -26011.318076 + Penalty 561.053025 = -25450.265051 nChanged 24 SP:Iteration 5F (1336.720000 sec): 3 clusters Score: Raw -26056.308585 + Penalty 561.053025 = -25495.255560 nChanged 24 SP:Iteration 6F (1336.910000 sec): 3 clusters Score: Raw -26093.374981 + Penalty 561.053025 = -25532.321956 nChanged 24 SP:Iteration 7F (1337.090000 sec): 3 clusters Score: Raw -26130.368442 + Penalty 561.053025 = -25569.315417 nChanged 14 SP:Iteration 8Q (1337.310000 sec): 3 clusters Score: Raw -26153.717639 + Penalty 561.053025 = -25592.664614 nChanged 12 SP:Iteration 9Q (1337.430000 sec): 3 clusters Score: Raw -26170.669197 + Penalty 561.053025 = -25609.616172 nChanged 6 SP:Iteration 10Q (1337.590000 sec): 3 clusters Score: Raw -26175.415894 + Penalty 561.053025 = -25614.362870 nChanged 2 SP:Iteration 11Q (1337.790000 sec): 3 clusters Score: Raw -26178.550891 + Penalty 561.053025 = -25617.497866 nChanged 2 SP:Iteration 12Q (1337.960000 sec): 3 clusters Score: Raw -26181.791824 + Penalty 561.053025 = -25620.738799 nChanged 2 SP:Iteration 13Q (1338.120000 sec): 3 clusters Score: Raw -26184.111811 + Penalty 561.053025 = -25623.058786 nChanged 2 SP:Iteration 14Q (1338.270000 sec): 3 clusters Score: Raw -26184.632961 + Penalty 561.053025 = -25623.579936 nChanged 1 SP:Iteration 15Q (1338.430000 sec): 3 clusters Score: Raw -26185.333634 + Penalty 561.053025 = -25624.280609 nChanged 2 SP:Iteration 16Q (1338.590000 sec): 3 clusters Score: Raw -26186.302399 + Penalty 561.053025 = -25625.249374 nChanged 1 SP:Iteration 17Q (1338.770000 sec): 3 clusters Score: Raw -26186.683680 + Penalty 561.053025 = -25625.630655 nChanged 1 SP:Iteration 18Q (1338.990000 sec): 3 clusters Score: Raw -26186.938370 + Penalty 561.053025 = -25625.885345 nChanged 1 SP:Iteration 19Q (1339.170000 sec): 3 clusters Score: Raw -26187.093148 + Penalty 561.053025 = -25626.040123 nChanged 0 SP:Iteration 20F (1339.380000 sec): 3 clusters Score: Raw -26187.093148 + Penalty 561.053025 = -25626.040123 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 19 (175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1339.470000 sec): 2 clusters Score: Raw -7265.278192 + Penalty 234.997762 = -7030.280430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1339.630000 sec): 3 clusters Score: Raw -7259.297695 + Penalty 469.995524 = -6789.302172 nChanged 60 SP:Iteration 1F (1339.850000 sec): 3 clusters Score: Raw -7430.735804 + Penalty 469.995524 = -6960.740280 nChanged 18 SP:Iteration 2F (1340.030000 sec): 3 clusters Score: Raw -7464.962002 + Penalty 469.995524 = -6994.966478 nChanged 6 SP:Iteration 3Q (1340.260000 sec): 3 clusters Score: Raw -7476.879296 + Penalty 469.995524 = -7006.883772 nChanged 4 SP:Iteration 4Q (1340.460000 sec): 3 clusters Score: Raw -7483.483932 + Penalty 469.995524 = -7013.488408 nChanged 2 SP:Iteration 5Q (1340.660000 sec): 3 clusters Score: Raw -7485.207007 + Penalty 469.995524 = -7015.211483 nChanged 1 SP:Iteration 6Q (1340.830000 sec): 3 clusters Score: Raw -7485.863540 + Penalty 469.995524 = -7015.868016 nChanged 1 SP:Iteration 7Q (1340.990000 sec): 3 clusters Score: Raw -7489.533883 + Penalty 469.995524 = -7019.538360 nChanged 4 SP:Iteration 8Q (1341.140000 sec): 3 clusters Score: Raw -7515.485331 + Penalty 469.995524 = -7045.489807 nChanged 4 SP:Iteration 9Q (1341.330000 sec): 3 clusters Score: Raw -7532.087405 + Penalty 469.995524 = -7062.091881 nChanged 2 SP:Iteration 10Q (1341.520000 sec): 3 clusters Score: Raw -7538.527354 + Penalty 469.995524 = -7068.531831 nChanged 2 SP:Iteration 11Q (1341.720000 sec): 3 clusters Score: Raw -7544.618442 + Penalty 469.995524 = -7074.622918 nChanged 0 SP:Iteration 12F (1341.900000 sec): 3 clusters Score: Raw -7544.618442 + Penalty 469.995524 = -7074.622918 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 1.55 GB. Trying to split cluster 20 (14792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.070000 sec): 2 clusters Score: Raw -915453.567574 + Penalty 436.883801 = -915016.683773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.280000 sec): 3 clusters Score: Raw -906167.615063 + Penalty 873.767601 = -905293.847461 nChanged 6952 SP:Iteration 1F (1342.510000 sec): 3 clusters Score: Raw -910941.605489 + Penalty 873.767601 = -910067.837888 nChanged 1279 SP:Iteration 2F (1342.770000 sec): 3 clusters Score: Raw -911915.943595 + Penalty 873.767601 = -911042.175994 nChanged 1189 SP:Iteration 3F (1343.010000 sec): 3 clusters Score: Raw -912731.041870 + Penalty 873.767601 = -911857.274268 nChanged 946 SP:Iteration 4F (1343.170000 sec): 3 clusters Score: Raw -913279.564659 + Penalty 873.767601 = -912405.797058 nChanged 727 SP:Iteration 5Q (1343.370000 sec): 3 clusters Score: Raw -913679.625602 + Penalty 873.767601 = -912805.858000 nChanged 616 SP:Iteration 6Q (1343.590000 sec): 3 clusters Score: Raw -913985.894863 + Penalty 873.767601 = -913112.127262 nChanged 537 SP:Iteration 7Q (1343.870000 sec): 3 clusters Score: Raw -914242.026676 + Penalty 873.767601 = -913368.259075 nChanged 490 SP:Iteration 8Q (1344.110000 sec): 3 clusters Score: Raw -914463.738847 + Penalty 873.767601 = -913589.971246 nChanged 461 SP:Iteration 9Q (1344.300000 sec): 3 clusters Score: Raw -914660.267618 + Penalty 873.767601 = -913786.500016 nChanged 461 SP:Iteration 10Q (1344.540000 sec): 3 clusters Score: Raw -914833.314359 + Penalty 873.767601 = -913959.546758 nChanged 398 SP:Iteration 11Q (1344.750000 sec): 3 clusters Score: Raw -914965.569645 + Penalty 873.767601 = -914091.802043 nChanged 379 SP:Iteration 12Q (1344.950000 sec): 3 clusters Score: Raw -915089.865527 + Penalty 873.767601 = -914216.097926 nChanged 366 SP:Iteration 13Q (1345.140000 sec): 3 clusters Score: Raw -915208.067049 + Penalty 873.767601 = -914334.299448 nChanged 315 SP:Iteration 14Q (1345.320000 sec): 3 clusters Score: Raw -915297.418023 + Penalty 873.767601 = -914423.650422 nChanged 265 SP:Iteration 15Q (1345.510000 sec): 3 clusters Score: Raw -915367.714166 + Penalty 873.767601 = -914493.946565 nChanged 245 SP:Iteration 16Q (1345.720000 sec): 3 clusters Score: Raw -915430.167618 + Penalty 873.767601 = -914556.400016 nChanged 228 SP:Iteration 17Q (1345.910000 sec): 3 clusters Score: Raw -915485.281628 + Penalty 873.767601 = -914611.514027 nChanged 194 SP:Iteration 18Q (1346.110000 sec): 3 clusters Score: Raw -915531.975072 + Penalty 873.767601 = -914658.207471 nChanged 180 SP:Iteration 19Q (1346.350000 sec): 3 clusters Score: Raw -915570.560491 + Penalty 873.767601 = -914696.792889 nChanged 147 SP:Iteration 20F (1346.590000 sec): 3 clusters Score: Raw -915602.664154 + Penalty 873.767601 = -914728.896553 nChanged 124 SP:Iteration 21Q (1346.780000 sec): 3 clusters Score: Raw -915626.281048 + Penalty 873.767601 = -914752.513446 nChanged 112 SP:Iteration 22Q (1346.950000 sec): 3 clusters Score: Raw -915646.112224 + Penalty 873.767601 = -914772.344623 nChanged 90 SP:Iteration 23Q (1347.140000 sec): 3 clusters Score: Raw -915661.527765 + Penalty 873.767601 = -914787.760164 nChanged 86 SP:Iteration 24Q (1347.360000 sec): 3 clusters Score: Raw -915676.708101 + Penalty 873.767601 = -914802.940500 nChanged 70 SP:Iteration 25Q (1347.570000 sec): 3 clusters Score: Raw -915687.749004 + Penalty 873.767601 = -914813.981402 nChanged 62 SP:Iteration 26Q (1347.800000 sec): 3 clusters Score: Raw -915697.476085 + Penalty 873.767601 = -914823.708484 nChanged 65 SP:Iteration 27Q (1348.020000 sec): 3 clusters Score: Raw -915708.083301 + Penalty 873.767601 = -914834.315700 nChanged 56 SP:Iteration 28Q (1348.250000 sec): 3 clusters Score: Raw -915717.789404 + Penalty 873.767601 = -914844.021802 nChanged 53 SP:Iteration 29Q (1348.430000 sec): 3 clusters Score: Raw -915725.677969 + Penalty 873.767601 = -914851.910367 nChanged 48 SP:Iteration 30Q (1348.630000 sec): 3 clusters Score: Raw -915732.506767 + Penalty 873.767601 = -914858.739166 nChanged 44 SP:Iteration 31Q (1348.830000 sec): 3 clusters Score: Raw -915739.260283 + Penalty 873.767601 = -914865.492682 nChanged 45 SP:Iteration 32Q (1349.010000 sec): 3 clusters Score: Raw -915745.076904 + Penalty 873.767601 = -914871.309302 nChanged 38 SP:Iteration 33Q (1349.230000 sec): 3 clusters Score: Raw -915749.440200 + Penalty 873.767601 = -914875.672599 nChanged 28 SP:Iteration 34Q (1349.410000 sec): 3 clusters Score: Raw -915753.199843 + Penalty 873.767601 = -914879.432242 nChanged 22 SP:Iteration 35Q (1349.630000 sec): 3 clusters Score: Raw -915755.429890 + Penalty 873.767601 = -914881.662289 nChanged 14 SP:Iteration 36Q (1349.820000 sec): 3 clusters Score: Raw -915756.781563 + Penalty 873.767601 = -914883.013962 nChanged 10 SP:Iteration 37Q (1350.020000 sec): 3 clusters Score: Raw -915757.738716 + Penalty 873.767601 = -914883.971115 nChanged 9 SP:Iteration 38Q (1350.230000 sec): 3 clusters Score: Raw -915758.589618 + Penalty 873.767601 = -914884.822017 nChanged 5 SP:Iteration 39Q (1350.440000 sec): 3 clusters Score: Raw -915758.986980 + Penalty 873.767601 = -914885.219378 nChanged 5 SP:Iteration 40F (1350.660000 sec): 3 clusters Score: Raw -915759.415854 + Penalty 873.767601 = -914885.648253 nChanged 2 SP:Iteration 41Q (1350.880000 sec): 3 clusters Score: Raw -915759.600320 + Penalty 873.767601 = -914885.832719 nChanged 4 SP:Iteration 42Q (1351.080000 sec): 3 clusters Score: Raw -915759.953447 + Penalty 873.767601 = -914886.185845 nChanged 1 SP:Iteration 43Q (1351.300000 sec): 3 clusters Score: Raw -915760.037897 + Penalty 873.767601 = -914886.270296 nChanged 1 SP:Iteration 44Q (1351.520000 sec): 3 clusters Score: Raw -915760.094889 + Penalty 873.767601 = -914886.327288 nChanged 3 SP:Iteration 45Q (1351.700000 sec): 3 clusters Score: Raw -915760.222500 + Penalty 873.767601 = -914886.454899 nChanged 3 SP:Iteration 46Q (1351.920000 sec): 3 clusters Score: Raw -915760.424298 + Penalty 873.767601 = -914886.656697 nChanged 1 SP:Iteration 47Q (1352.120000 sec): 3 clusters Score: Raw -915760.546293 + Penalty 873.767601 = -914886.778691 nChanged 2 SP:Iteration 48Q (1352.360000 sec): 3 clusters Score: Raw -915760.666636 + Penalty 873.767601 = -914886.899034 nChanged 2 SP:Iteration 49Q (1352.570000 sec): 3 clusters Score: Raw -915760.811127 + Penalty 873.767601 = -914887.043526 nChanged 2 SP:Iteration 50Q (1352.770000 sec): 3 clusters Score: Raw -915760.944822 + Penalty 873.767601 = -914887.177221 nChanged 1 SP:Iteration 51Q (1352.990000 sec): 3 clusters Score: Raw -915761.031293 + Penalty 873.767601 = -914887.263691 nChanged 3 SP:Iteration 52Q (1353.170000 sec): 3 clusters Score: Raw -915761.258152 + Penalty 873.767601 = -914887.490550 nChanged 2 SP:Iteration 53Q (1353.380000 sec): 3 clusters Score: Raw -915761.371338 + Penalty 873.767601 = -914887.603736 nChanged 2 SP:Iteration 54Q (1353.620000 sec): 3 clusters Score: Raw -915761.567866 + Penalty 873.767601 = -914887.800265 nChanged 4 SP:Iteration 55Q (1353.830000 sec): 3 clusters Score: Raw -915761.808351 + Penalty 873.767601 = -914888.040750 nChanged 1 SP:Iteration 56Q (1353.970000 sec): 3 clusters Score: Raw -915761.867637 + Penalty 873.767601 = -914888.100036 nChanged 1 SP:Iteration 57Q (1354.180000 sec): 3 clusters Score: Raw -915761.960652 + Penalty 873.767601 = -914888.193051 nChanged 2 SP:Iteration 58Q (1354.390000 sec): 3 clusters Score: Raw -915762.120878 + Penalty 873.767601 = -914888.353276 nChanged 2 SP:Iteration 59Q (1354.590000 sec): 3 clusters Score: Raw -915762.225852 + Penalty 873.767601 = -914888.458251 nChanged 1 SP:Iteration 60F (1354.770000 sec): 3 clusters Score: Raw -915762.263183 + Penalty 873.767601 = -914888.495582 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 21 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1354.850000 sec): 2 clusters Score: Raw -6605.658673 + Penalty 218.954388 = -6386.704285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1355.020000 sec): 3 clusters Score: Raw -6613.456790 + Penalty 437.908776 = -6175.548013 nChanged 20 SP:Iteration 1F (1355.200000 sec): 3 clusters Score: Raw -6646.601671 + Penalty 437.908776 = -6208.692894 nChanged 4 SP:Iteration 2Q (1355.380000 sec): 3 clusters Score: Raw -6653.070569 + Penalty 437.908776 = -6215.161793 nChanged 4 SP:Iteration 3Q (1355.520000 sec): 3 clusters Score: Raw -6658.254917 + Penalty 437.908776 = -6220.346141 nChanged 1 SP:Iteration 4Q (1355.700000 sec): 3 clusters Score: Raw -6659.028698 + Penalty 437.908776 = -6221.119921 nChanged 1 SP:Iteration 5Q (1355.890000 sec): 3 clusters Score: Raw -6666.303484 + Penalty 437.908776 = -6228.394708 nChanged 1 SP:Iteration 6Q (1356.020000 sec): 3 clusters Score: Raw -6668.863248 + Penalty 437.908776 = -6230.954472 nChanged 0 SP:Iteration 7F (1356.170000 sec): 3 clusters Score: Raw -6668.863248 + Penalty 437.908776 = -6230.954472 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.240000 sec): 2 clusters Score: Raw -5711.163282 + Penalty 225.490131 = -5485.673151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.400000 sec): 3 clusters Score: Raw -5715.055751 + Penalty 450.980262 = -5264.075489 nChanged 43 SP:Iteration 1F (1356.580000 sec): 3 clusters Score: Raw -5807.440279 + Penalty 450.980262 = -5356.460017 nChanged 11 SP:Iteration 2F (1356.750000 sec): 3 clusters Score: Raw -5824.923871 + Penalty 450.980262 = -5373.943609 nChanged 3 SP:Iteration 3Q (1356.940000 sec): 3 clusters Score: Raw -5828.127918 + Penalty 450.980262 = -5377.147655 nChanged 3 SP:Iteration 4Q (1357.110000 sec): 3 clusters Score: Raw -5831.112694 + Penalty 450.980262 = -5380.132431 nChanged 3 SP:Iteration 5Q (1357.270000 sec): 3 clusters Score: Raw -5834.586848 + Penalty 450.980262 = -5383.606585 nChanged 1 SP:Iteration 6Q (1357.490000 sec): 3 clusters Score: Raw -5835.545101 + Penalty 450.980262 = -5384.564839 nChanged 2 SP:Iteration 7Q (1357.610000 sec): 3 clusters Score: Raw -5839.277288 + Penalty 450.980262 = -5388.297025 nChanged 3 SP:Iteration 8Q (1357.790000 sec): 3 clusters Score: Raw -5844.641828 + Penalty 450.980262 = -5393.661566 nChanged 4 SP:Iteration 9Q (1357.950000 sec): 3 clusters Score: Raw -5852.370964 + Penalty 450.980262 = -5401.390702 nChanged 3 SP:Iteration 10Q (1358.130000 sec): 3 clusters Score: Raw -5861.148992 + Penalty 450.980262 = -5410.168730 nChanged 2 SP:Iteration 11Q (1358.310000 sec): 3 clusters Score: Raw -5863.609149 + Penalty 450.980262 = -5412.628887 nChanged 0 SP:Iteration 12F (1358.500000 sec): 3 clusters Score: Raw -5863.609149 + Penalty 450.980262 = -5412.628887 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 23 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1358.580000 sec): 2 clusters Score: Raw -12403.676651 + Penalty 243.724675 = -12159.951975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1358.760000 sec): 3 clusters Score: Raw -12343.366367 + Penalty 487.449351 = -11855.917016 nChanged 69 SP:Iteration 1F (1358.980000 sec): 3 clusters Score: Raw -12418.803715 + Penalty 487.449351 = -11931.354364 nChanged 12 SP:Iteration 2F (1359.120000 sec): 3 clusters Score: Raw -12432.178566 + Penalty 487.449351 = -11944.729215 nChanged 4 SP:Iteration 3Q (1359.330000 sec): 3 clusters Score: Raw -12437.964170 + Penalty 487.449351 = -11950.514819 nChanged 2 SP:Iteration 4Q (1359.490000 sec): 3 clusters Score: Raw -12438.655513 + Penalty 487.449351 = -11951.206162 nChanged 0 SP:Iteration 5F (1359.670000 sec): 3 clusters Score: Raw -12438.655513 + Penalty 487.449351 = -11951.206162 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 24 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1359.790000 sec): 2 clusters Score: Raw -12606.905567 + Penalty 250.677169 = -12356.228398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1359.980000 sec): 3 clusters Score: Raw -12553.072842 + Penalty 501.354339 = -12051.718504 nChanged 69 SP:Iteration 1F (1360.160000 sec): 3 clusters Score: Raw -12656.531794 + Penalty 501.354339 = -12155.177456 nChanged 21 SP:Iteration 2F (1360.310000 sec): 3 clusters Score: Raw -12703.043068 + Penalty 501.354339 = -12201.688729 nChanged 19 SP:Iteration 3F (1360.510000 sec): 3 clusters Score: Raw -12737.634187 + Penalty 501.354339 = -12236.279848 nChanged 14 SP:Iteration 4F (1360.690000 sec): 3 clusters Score: Raw -12813.775844 + Penalty 501.354339 = -12312.421505 nChanged 14 SP:Iteration 5F (1360.870000 sec): 3 clusters Score: Raw -12875.974318 + Penalty 501.354339 = -12374.619979 nChanged 7 SP:Iteration 6Q (1361.010000 sec): 3 clusters Score: Raw -12895.259343 + Penalty 501.354339 = -12393.905004 nChanged 5 SP:Iteration 7Q (1361.190000 sec): 3 clusters Score: Raw -12902.646182 + Penalty 501.354339 = -12401.291843 nChanged 4 SP:Iteration 8Q (1361.370000 sec): 3 clusters Score: Raw -12916.157359 + Penalty 501.354339 = -12414.803020 nChanged 4 SP:Iteration 9Q (1361.590000 sec): 3 clusters Score: Raw -12925.764826 + Penalty 501.354339 = -12424.410487 nChanged 0 SP:Iteration 10F (1361.750000 sec): 3 clusters Score: Raw -12925.764826 + Penalty 501.354339 = -12424.410487 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 1.55 GB. Trying to split cluster 25 (148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1361.880000 sec): 2 clusters Score: Raw -8743.674071 + Penalty 227.373158 = -8516.300913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.030000 sec): 3 clusters Score: Raw -8724.986791 + Penalty 454.746317 = -8270.240474 nChanged 37 SP:Iteration 1F (1362.160000 sec): 3 clusters Score: Raw -8784.078888 + Penalty 454.746317 = -8329.332571 nChanged 9 SP:Iteration 2F (1362.340000 sec): 3 clusters Score: Raw -8798.139625 + Penalty 454.746317 = -8343.393309 nChanged 2 SP:Iteration 3Q (1362.510000 sec): 3 clusters Score: Raw -8800.173944 + Penalty 454.746317 = -8345.427627 nChanged 3 SP:Iteration 4Q (1362.690000 sec): 3 clusters Score: Raw -8805.675912 + Penalty 454.746317 = -8350.929595 nChanged 1 SP:Iteration 5Q (1362.860000 sec): 3 clusters Score: Raw -8812.281042 + Penalty 454.746317 = -8357.534725 nChanged 3 SP:Iteration 6Q (1363.030000 sec): 3 clusters Score: Raw -8824.340517 + Penalty 454.746317 = -8369.594200 nChanged 1 SP:Iteration 7Q (1363.230000 sec): 3 clusters Score: Raw -8825.856532 + Penalty 454.746317 = -8371.110215 nChanged 0 SP:Iteration 8F (1363.400000 sec): 3 clusters Score: Raw -8825.856532 + Penalty 454.746317 = -8371.110215 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 26 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1363.450000 sec): 2 clusters Score: Raw -12903.468028 + Penalty 246.432568 = -12657.035460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1363.620000 sec): 3 clusters Score: Raw -12861.246366 + Penalty 492.865137 = -12368.381230 nChanged 70 SP:Iteration 1F (1363.820000 sec): 3 clusters Score: Raw -12969.625278 + Penalty 492.865137 = -12476.760141 nChanged 23 SP:Iteration 2F (1364.020000 sec): 3 clusters Score: Raw -13003.460832 + Penalty 492.865137 = -12510.595695 nChanged 6 SP:Iteration 3Q (1364.160000 sec): 3 clusters Score: Raw -13011.804934 + Penalty 492.865137 = -12518.939797 nChanged 6 SP:Iteration 4Q (1364.290000 sec): 3 clusters Score: Raw -13018.457022 + Penalty 492.865137 = -12525.591886 nChanged 4 SP:Iteration 5Q (1364.450000 sec): 3 clusters Score: Raw -13024.095412 + Penalty 492.865137 = -12531.230276 nChanged 1 SP:Iteration 6Q (1364.620000 sec): 3 clusters Score: Raw -13027.876367 + Penalty 492.865137 = -12535.011231 nChanged 0 SP:Iteration 7F (1364.770000 sec): 3 clusters Score: Raw -13027.876367 + Penalty 492.865137 = -12535.011231 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 27 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.890000 sec): 2 clusters Score: Raw -31011.727544 + Penalty 288.244968 = -30723.482576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.020000 sec): 3 clusters Score: Raw -30762.722016 + Penalty 576.489937 = -30186.232079 nChanged 197 SP:Iteration 1F (1365.150000 sec): 3 clusters Score: Raw -30935.337186 + Penalty 576.489937 = -30358.847249 nChanged 59 SP:Iteration 2F (1365.330000 sec): 3 clusters Score: Raw -31010.920790 + Penalty 576.489937 = -30434.430853 nChanged 34 SP:Iteration 3F (1365.460000 sec): 3 clusters Score: Raw -31043.247334 + Penalty 576.489937 = -30466.757397 nChanged 23 SP:Iteration 4Q (1365.610000 sec): 3 clusters Score: Raw -31068.539269 + Penalty 576.489937 = -30492.049332 nChanged 26 SP:Iteration 5Q (1365.750000 sec): 3 clusters Score: Raw -31100.023188 + Penalty 576.489937 = -30523.533251 nChanged 18 SP:Iteration 6Q (1365.890000 sec): 3 clusters Score: Raw -31117.222520 + Penalty 576.489937 = -30540.732583 nChanged 16 SP:Iteration 7Q (1366.070000 sec): 3 clusters Score: Raw -31135.725276 + Penalty 576.489937 = -30559.235339 nChanged 10 SP:Iteration 8Q (1366.250000 sec): 3 clusters Score: Raw -31142.339580 + Penalty 576.489937 = -30565.849643 nChanged 6 SP:Iteration 9Q (1366.430000 sec): 3 clusters Score: Raw -31146.543385 + Penalty 576.489937 = -30570.053448 nChanged 7 SP:Iteration 10Q (1366.570000 sec): 3 clusters Score: Raw -31150.173841 + Penalty 576.489937 = -30573.683904 nChanged 2 SP:Iteration 11Q (1366.770000 sec): 3 clusters Score: Raw -31152.245202 + Penalty 576.489937 = -30575.755265 nChanged 3 SP:Iteration 12Q (1366.880000 sec): 3 clusters Score: Raw -31154.588815 + Penalty 576.489937 = -30578.098878 nChanged 6 SP:Iteration 13Q (1367.050000 sec): 3 clusters Score: Raw -31158.308921 + Penalty 576.489937 = -30581.818984 nChanged 3 SP:Iteration 14Q (1367.250000 sec): 3 clusters Score: Raw -31159.412371 + Penalty 576.489937 = -30582.922434 nChanged 3 SP:Iteration 15Q (1367.370000 sec): 3 clusters Score: Raw -31160.705354 + Penalty 576.489937 = -30584.215418 nChanged 1 SP:Iteration 16Q (1367.520000 sec): 3 clusters Score: Raw -31161.194962 + Penalty 576.489937 = -30584.705025 nChanged 0 SP:Iteration 17F (1367.710000 sec): 3 clusters Score: Raw -31161.194962 + Penalty 576.489937 = -30584.705025 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 28 (232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1367.770000 sec): 2 clusters Score: Raw -11858.996742 + Penalty 247.826550 = -11611.170192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1367.950000 sec): 3 clusters Score: Raw -11806.366787 + Penalty 495.653101 = -11310.713686 nChanged 67 SP:Iteration 1F (1368.080000 sec): 3 clusters Score: Raw -11908.872156 + Penalty 495.653101 = -11413.219055 nChanged 21 SP:Iteration 2F (1368.250000 sec): 3 clusters Score: Raw -11939.579411 + Penalty 495.653101 = -11443.926310 nChanged 9 SP:Iteration 3Q (1368.410000 sec): 3 clusters Score: Raw -11954.179632 + Penalty 495.653101 = -11458.526531 nChanged 6 SP:Iteration 4Q (1368.600000 sec): 3 clusters Score: Raw -11963.263411 + Penalty 495.653101 = -11467.610310 nChanged 3 SP:Iteration 5Q (1368.810000 sec): 3 clusters Score: Raw -11967.282262 + Penalty 495.653101 = -11471.629161 nChanged 1 SP:Iteration 6Q (1368.980000 sec): 3 clusters Score: Raw -11967.794745 + Penalty 495.653101 = -11472.141644 nChanged 0 SP:Iteration 7F (1369.160000 sec): 3 clusters Score: Raw -11967.794745 + Penalty 495.653101 = -11472.141644 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 29 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.260000 sec): 2 clusters Score: Raw -5871.216560 + Penalty 217.450119 = -5653.766441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.450000 sec): 3 clusters Score: Raw -5890.527257 + Penalty 434.900238 = -5455.627020 nChanged 32 SP:Iteration 1F (1369.630000 sec): 3 clusters Score: Raw -5948.269913 + Penalty 434.900238 = -5513.369675 nChanged 9 SP:Iteration 2F (1369.840000 sec): 3 clusters Score: Raw -5964.669321 + Penalty 434.900238 = -5529.769083 nChanged 4 SP:Iteration 3Q (1369.990000 sec): 3 clusters Score: Raw -5967.403135 + Penalty 434.900238 = -5532.502898 nChanged 1 SP:Iteration 4Q (1370.150000 sec): 3 clusters Score: Raw -5968.221245 + Penalty 434.900238 = -5533.321007 nChanged 0 SP:Iteration 5F (1370.350000 sec): 3 clusters Score: Raw -5968.221245 + Penalty 434.900238 = -5533.321007 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 30 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1370.400000 sec): 2 clusters Score: Raw -37952.302422 + Penalty 295.120316 = -37657.182106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1370.610000 sec): 3 clusters Score: Raw -37666.513628 + Penalty 590.240632 = -37076.272997 nChanged 245 SP:Iteration 1F (1370.770000 sec): 3 clusters Score: Raw -37826.607362 + Penalty 590.240632 = -37236.366730 nChanged 53 SP:Iteration 2F (1370.930000 sec): 3 clusters Score: Raw -37866.095470 + Penalty 590.240632 = -37275.854838 nChanged 41 SP:Iteration 3F (1371.110000 sec): 3 clusters Score: Raw -37897.987768 + Penalty 590.240632 = -37307.747136 nChanged 21 SP:Iteration 4Q (1371.250000 sec): 3 clusters Score: Raw -37912.186321 + Penalty 590.240632 = -37321.945690 nChanged 11 SP:Iteration 5Q (1371.430000 sec): 3 clusters Score: Raw -37918.953403 + Penalty 590.240632 = -37328.712771 nChanged 11 SP:Iteration 6Q (1371.600000 sec): 3 clusters Score: Raw -37924.394515 + Penalty 590.240632 = -37334.153883 nChanged 7 SP:Iteration 7Q (1371.770000 sec): 3 clusters Score: Raw -37929.031250 + Penalty 590.240632 = -37338.790619 nChanged 6 SP:Iteration 8Q (1371.930000 sec): 3 clusters Score: Raw -37932.924506 + Penalty 590.240632 = -37342.683874 nChanged 10 SP:Iteration 9Q (1372.100000 sec): 3 clusters Score: Raw -37943.350803 + Penalty 590.240632 = -37353.110172 nChanged 12 SP:Iteration 10Q (1372.250000 sec): 3 clusters Score: Raw -37951.357013 + Penalty 590.240632 = -37361.116381 nChanged 10 SP:Iteration 11Q (1372.450000 sec): 3 clusters Score: Raw -37955.871867 + Penalty 590.240632 = -37365.631235 nChanged 4 SP:Iteration 12Q (1372.600000 sec): 3 clusters Score: Raw -37957.831214 + Penalty 590.240632 = -37367.590582 nChanged 7 SP:Iteration 13Q (1372.810000 sec): 3 clusters Score: Raw -37960.374450 + Penalty 590.240632 = -37370.133819 nChanged 5 SP:Iteration 14Q (1372.960000 sec): 3 clusters Score: Raw -37962.670873 + Penalty 590.240632 = -37372.430241 nChanged 3 SP:Iteration 15Q (1373.090000 sec): 3 clusters Score: Raw -37963.760890 + Penalty 590.240632 = -37373.520258 nChanged 4 SP:Iteration 16Q (1373.300000 sec): 3 clusters Score: Raw -37965.208388 + Penalty 590.240632 = -37374.967756 nChanged 3 SP:Iteration 17Q (1373.440000 sec): 3 clusters Score: Raw -37966.450775 + Penalty 590.240632 = -37376.210144 nChanged 2 SP:Iteration 18Q (1373.660000 sec): 3 clusters Score: Raw -37966.783933 + Penalty 590.240632 = -37376.543301 nChanged 0 SP:Iteration 19F (1373.830000 sec): 3 clusters Score: Raw -37966.783933 + Penalty 590.240632 = -37376.543301 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 31 (616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.940000 sec): 2 clusters Score: Raw -33503.828349 + Penalty 292.257737 = -33211.570612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.100000 sec): 3 clusters Score: Raw -33239.152135 + Penalty 584.515474 = -32654.636661 nChanged 220 SP:Iteration 1F (1374.270000 sec): 3 clusters Score: Raw -33399.813751 + Penalty 584.515474 = -32815.298277 nChanged 60 SP:Iteration 2F (1374.420000 sec): 3 clusters Score: Raw -33475.103921 + Penalty 584.515474 = -32890.588447 nChanged 46 SP:Iteration 3F (1374.530000 sec): 3 clusters Score: Raw -33527.070594 + Penalty 584.515474 = -32942.555120 nChanged 33 SP:Iteration 4F (1374.690000 sec): 3 clusters Score: Raw -33563.233673 + Penalty 584.515474 = -32978.718200 nChanged 23 SP:Iteration 5Q (1374.800000 sec): 3 clusters Score: Raw -33582.093880 + Penalty 584.515474 = -32997.578406 nChanged 22 SP:Iteration 6Q (1374.910000 sec): 3 clusters Score: Raw -33600.081253 + Penalty 584.515474 = -33015.565779 nChanged 14 SP:Iteration 7Q (1375.020000 sec): 3 clusters Score: Raw -33614.423329 + Penalty 584.515474 = -33029.907855 nChanged 14 SP:Iteration 8Q (1375.130000 sec): 3 clusters Score: Raw -33631.128130 + Penalty 584.515474 = -33046.612656 nChanged 11 SP:Iteration 9Q (1375.250000 sec): 3 clusters Score: Raw -33642.319776 + Penalty 584.515474 = -33057.804302 nChanged 9 SP:Iteration 10Q (1375.360000 sec): 3 clusters Score: Raw -33648.624348 + Penalty 584.515474 = -33064.108874 nChanged 6 SP:Iteration 11Q (1375.470000 sec): 3 clusters Score: Raw -33652.305520 + Penalty 584.515474 = -33067.790046 nChanged 7 SP:Iteration 12Q (1375.580000 sec): 3 clusters Score: Raw -33656.224774 + Penalty 584.515474 = -33071.709301 nChanged 6 SP:Iteration 13Q (1375.690000 sec): 3 clusters Score: Raw -33662.249573 + Penalty 584.515474 = -33077.734100 nChanged 12 SP:Iteration 14Q (1375.800000 sec): 3 clusters Score: Raw -33667.563081 + Penalty 584.515474 = -33083.047608 nChanged 7 SP:Iteration 15Q (1375.910000 sec): 3 clusters Score: Raw -33670.431584 + Penalty 584.515474 = -33085.916110 nChanged 2 SP:Iteration 16Q (1376.030000 sec): 3 clusters Score: Raw -33671.911489 + Penalty 584.515474 = -33087.396016 nChanged 1 SP:Iteration 17Q (1376.140000 sec): 3 clusters Score: Raw -33672.335887 + Penalty 584.515474 = -33087.820413 nChanged 0 SP:Iteration 18F (1376.260000 sec): 3 clusters Score: Raw -33672.335887 + Penalty 584.515474 = -33087.820413 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 32 (571 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.310000 sec): 2 clusters Score: Raw -29243.497247 + Penalty 288.806209 = -28954.691037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.420000 sec): 3 clusters Score: Raw -29050.120793 + Penalty 577.612418 = -28472.508375 nChanged 202 SP:Iteration 1F (1376.530000 sec): 3 clusters Score: Raw -29323.062646 + Penalty 577.612418 = -28745.450228 nChanged 59 SP:Iteration 2F (1376.650000 sec): 3 clusters Score: Raw -29470.305779 + Penalty 577.612418 = -28892.693361 nChanged 35 SP:Iteration 3F (1376.780000 sec): 3 clusters Score: Raw -29526.417950 + Penalty 577.612418 = -28948.805532 nChanged 20 SP:Iteration 4Q (1376.910000 sec): 3 clusters Score: Raw -29566.098776 + Penalty 577.612418 = -28988.486358 nChanged 14 SP:Iteration 5Q (1377.030000 sec): 3 clusters Score: Raw -29585.269444 + Penalty 577.612418 = -29007.657026 nChanged 12 SP:Iteration 6Q (1377.160000 sec): 3 clusters Score: Raw -29608.134535 + Penalty 577.612418 = -29030.522116 nChanged 14 SP:Iteration 7Q (1377.290000 sec): 3 clusters Score: Raw -29639.370096 + Penalty 577.612418 = -29061.757678 nChanged 19 SP:Iteration 8Q (1377.420000 sec): 3 clusters Score: Raw -29693.666958 + Penalty 577.612418 = -29116.054540 nChanged 21 SP:Iteration 9Q (1377.550000 sec): 3 clusters Score: Raw -29770.039306 + Penalty 577.612418 = -29192.426888 nChanged 18 SP:Iteration 10Q (1377.670000 sec): 3 clusters Score: Raw -29840.962631 + Penalty 577.612418 = -29263.350213 nChanged 13 SP:Iteration 11Q (1377.800000 sec): 3 clusters Score: Raw -29891.402822 + Penalty 577.612418 = -29313.790404 nChanged 9 SP:Iteration 12Q (1377.930000 sec): 3 clusters Score: Raw -29910.840626 + Penalty 577.612418 = -29333.228208 nChanged 12 SP:Iteration 13Q (1378.050000 sec): 3 clusters Score: Raw -29947.644507 + Penalty 577.612418 = -29370.032089 nChanged 10 SP:Iteration 14Q (1378.180000 sec): 3 clusters Score: Raw -29978.437128 + Penalty 577.612418 = -29400.824709 nChanged 10 SP:Iteration 15Q (1378.310000 sec): 3 clusters Score: Raw -30007.069155 + Penalty 577.612418 = -29429.456737 nChanged 7 SP:Iteration 16Q (1378.440000 sec): 3 clusters Score: Raw -30049.150590 + Penalty 577.612418 = -29471.538172 nChanged 9 SP:Iteration 17Q (1378.570000 sec): 3 clusters Score: Raw -30106.156250 + Penalty 577.612418 = -29528.543832 nChanged 4 SP:Iteration 18Q (1378.700000 sec): 3 clusters Score: Raw -30178.444096 + Penalty 577.612418 = -29600.831678 nChanged 5 SP:Iteration 19Q (1378.820000 sec): 3 clusters Score: Raw -30384.433026 + Penalty 577.612418 = -29806.820608 nChanged 1 SP:Iteration 20F (1378.950000 sec): 3 clusters Score: Raw -30658.136742 + Penalty 577.612418 = -30080.524324 nChanged 8 SP:Iteration 21Q (1379.080000 sec): 3 clusters Score: Raw -30706.009042 + Penalty 577.612418 = -30128.396624 nChanged 5 SP:Iteration 22Q (1379.210000 sec): 3 clusters Score: Raw -30742.072957 + Penalty 577.612418 = -30164.460539 nChanged 4 SP:Iteration 23Q (1379.340000 sec): 3 clusters Score: Raw -30768.168633 + Penalty 577.612418 = -30190.556215 nChanged 2 SP:Iteration 24Q (1379.460000 sec): 3 clusters Score: Raw -30791.190348 + Penalty 577.612418 = -30213.577930 nChanged 2 SP:Iteration 25Q (1379.590000 sec): 3 clusters Score: Raw -30820.395894 + Penalty 577.612418 = -30242.783475 nChanged 3 SP:Iteration 26Q (1379.740000 sec): 3 clusters Score: Raw -30827.418229 + Penalty 577.612418 = -30249.805810 nChanged 0 SP:Iteration 27F (1379.900000 sec): 3 clusters Score: Raw -30902.009301 + Penalty 577.612418 = -30324.396883 nChanged 12 SP:Iteration 28Q (1380.100000 sec): 3 clusters Score: Raw -31245.803615 + Penalty 577.612418 = -30668.191197 nChanged 2 SP:Iteration 29Q (1380.300000 sec): 3 clusters Score: Raw -31553.302380 + Penalty 577.612418 = -30975.689962 nChanged 0 SP:Iteration 30F (1380.490000 sec): 3 clusters Score: Raw -31553.302380 + Penalty 577.612418 = -30975.689962 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 1.55 GB. Trying to split cluster 33 (1297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1380.560000 sec): 2 clusters Score: Raw -72732.161289 + Penalty 326.135318 = -72406.025971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1380.780000 sec): 3 clusters Score: Raw -72062.963742 + Penalty 652.270636 = -71410.693106 nChanged 527 SP:Iteration 1F (1380.930000 sec): 3 clusters Score: Raw -72427.446615 + Penalty 652.270636 = -71775.175979 nChanged 126 SP:Iteration 2F (1381.110000 sec): 3 clusters Score: Raw -72535.151134 + Penalty 652.270636 = -71882.880498 nChanged 90 SP:Iteration 3F (1381.230000 sec): 3 clusters Score: Raw -72610.410005 + Penalty 652.270636 = -71958.139370 nChanged 94 SP:Iteration 4F (1381.450000 sec): 3 clusters Score: Raw -72716.226846 + Penalty 652.270636 = -72063.956210 nChanged 101 SP:Iteration 5F (1381.670000 sec): 3 clusters Score: Raw -72878.547048 + Penalty 652.270636 = -72226.276413 nChanged 105 SP:Iteration 6F (1381.810000 sec): 3 clusters Score: Raw -73135.816045 + Penalty 652.270636 = -72483.545409 nChanged 97 SP:Iteration 7F (1382.020000 sec): 3 clusters Score: Raw -73442.459453 + Penalty 652.270636 = -72790.188817 nChanged 70 SP:Iteration 8F (1382.230000 sec): 3 clusters Score: Raw -73692.721213 + Penalty 652.270636 = -73040.450577 nChanged 50 SP:Iteration 9Q (1382.360000 sec): 3 clusters Score: Raw -73807.445516 + Penalty 652.270636 = -73155.174880 nChanged 17 SP:Iteration 10Q (1382.570000 sec): 3 clusters Score: Raw -73825.154410 + Penalty 652.270636 = -73172.883774 nChanged 5 SP:Iteration 11Q (1382.780000 sec): 3 clusters Score: Raw -73830.845373 + Penalty 652.270636 = -73178.574737 nChanged 3 SP:Iteration 12Q (1382.940000 sec): 3 clusters Score: Raw -73831.835282 + Penalty 652.270636 = -73179.564646 nChanged 0 SP:Iteration 13F (1383.120000 sec): 3 clusters Score: Raw -73831.835282 + Penalty 652.270636 = -73179.564646 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 1.55 GB. Trying to split cluster 34 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.270000 sec): 2 clusters Score: Raw -11984.929146 + Penalty 243.509545 = -11741.419601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.420000 sec): 3 clusters Score: Raw -11922.961587 + Penalty 487.019090 = -11435.942497 nChanged 63 SP:Iteration 1F (1383.560000 sec): 3 clusters Score: Raw -11990.988458 + Penalty 487.019090 = -11503.969368 nChanged 14 SP:Iteration 2F (1383.730000 sec): 3 clusters Score: Raw -12005.615030 + Penalty 487.019090 = -11518.595940 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 35 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.840000 sec): 2 clusters Score: Raw -50680.312027 + Penalty 313.104214 = -50367.207813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.980000 sec): 3 clusters Score: Raw -50235.027787 + Penalty 626.208429 = -49608.819358 nChanged 419 SP:Iteration 1F (1384.170000 sec): 3 clusters Score: Raw -50663.569119 + Penalty 626.208429 = -50037.360690 nChanged 101 SP:Iteration 2F (1384.340000 sec): 3 clusters Score: Raw -50787.644225 + Penalty 626.208429 = -50161.435796 nChanged 84 SP:Iteration 3F (1384.540000 sec): 3 clusters Score: Raw -50933.566355 + Penalty 626.208429 = -50307.357927 nChanged 68 SP:Iteration 4F (1384.780000 sec): 3 clusters Score: Raw -51045.745179 + Penalty 626.208429 = -50419.536751 nChanged 47 SP:Iteration 5Q (1384.960000 sec): 3 clusters Score: Raw -51106.793742 + Penalty 626.208429 = -50480.585313 nChanged 31 SP:Iteration 6Q (1385.170000 sec): 3 clusters Score: Raw -51152.281405 + Penalty 626.208429 = -50526.072977 nChanged 27 SP:Iteration 7Q (1385.320000 sec): 3 clusters Score: Raw -51174.140161 + Penalty 626.208429 = -50547.931733 nChanged 17 SP:Iteration 8Q (1385.500000 sec): 3 clusters Score: Raw -51191.065064 + Penalty 626.208429 = -50564.856635 nChanged 17 SP:Iteration 9Q (1385.680000 sec): 3 clusters Score: Raw -51207.286919 + Penalty 626.208429 = -50581.078491 nChanged 11 SP:Iteration 10Q (1385.850000 sec): 3 clusters Score: Raw -51218.924210 + Penalty 626.208429 = -50592.715781 nChanged 10 SP:Iteration 11Q (1386.010000 sec): 3 clusters Score: Raw -51226.417931 + Penalty 626.208429 = -50600.209502 nChanged 12 SP:Iteration 12Q (1386.180000 sec): 3 clusters Score: Raw -51241.852683 + Penalty 626.208429 = -50615.644255 nChanged 12 SP:Iteration 13Q (1386.340000 sec): 3 clusters Score: Raw -51251.467765 + Penalty 626.208429 = -50625.259336 nChanged 9 SP:Iteration 14Q (1386.560000 sec): 3 clusters Score: Raw -51260.862066 + Penalty 626.208429 = -50634.653637 nChanged 8 SP:Iteration 15Q (1386.750000 sec): 3 clusters Score: Raw -51265.067175 + Penalty 626.208429 = -50638.858746 nChanged 4 SP:Iteration 16Q (1386.910000 sec): 3 clusters Score: Raw -51265.991272 + Penalty 626.208429 = -50639.782844 nChanged 1 SP:Iteration 17Q (1387.090000 sec): 3 clusters Score: Raw -51266.658318 + Penalty 626.208429 = -50640.449890 nChanged 1 SP:Iteration 18Q (1387.260000 sec): 3 clusters Score: Raw -51267.313460 + Penalty 626.208429 = -50641.105032 nChanged 1 SP:Iteration 19Q (1387.460000 sec): 3 clusters Score: Raw -51267.427927 + Penalty 626.208429 = -50641.219499 nChanged 0 SP:Iteration 20F (1387.640000 sec): 3 clusters Score: Raw -51283.011962 + Penalty 626.208429 = -50656.803533 nChanged 8 SP:Iteration 21Q (1387.880000 sec): 3 clusters Score: Raw -51300.245855 + Penalty 626.208429 = -50674.037426 nChanged 9 SP:Iteration 22Q (1388.080000 sec): 3 clusters Score: Raw -51321.551209 + Penalty 626.208429 = -50695.342781 nChanged 16 SP:Iteration 23Q (1388.240000 sec): 3 clusters Score: Raw -51379.497457 + Penalty 626.208429 = -50753.289028 nChanged 18 SP:Iteration 24Q (1388.460000 sec): 3 clusters Score: Raw -51496.076671 + Penalty 626.208429 = -50869.868242 nChanged 13 SP:Iteration 25Q (1388.620000 sec): 3 clusters Score: Raw -51584.176397 + Penalty 626.208429 = -50957.967969 nChanged 12 SP:Iteration 26Q (1388.800000 sec): 3 clusters Score: Raw -51624.552589 + Penalty 626.208429 = -50998.344161 nChanged 10 SP:Iteration 27Q (1388.990000 sec): 3 clusters Score: Raw -51658.756477 + Penalty 626.208429 = -51032.548048 nChanged 4 SP:Iteration 28Q (1389.200000 sec): 3 clusters Score: Raw -51671.709719 + Penalty 626.208429 = -51045.501291 nChanged 5 SP:Iteration 29Q (1389.430000 sec): 3 clusters Score: Raw -51683.996723 + Penalty 626.208429 = -51057.788294 nChanged 5 SP:Iteration 30Q (1389.640000 sec): 3 clusters Score: Raw -51687.604358 + Penalty 626.208429 = -51061.395929 nChanged 2 SP:Iteration 31Q (1389.860000 sec): 3 clusters Score: Raw -51688.194655 + Penalty 626.208429 = -51061.986226 nChanged 0 SP:Iteration 32F (1390.080000 sec): 3 clusters Score: Raw -51688.791508 + Penalty 626.208429 = -51062.583079 nChanged 1 SP:Iteration 33Q (1390.260000 sec): 3 clusters Score: Raw -51693.653018 + Penalty 626.208429 = -51067.444590 nChanged 1 SP:Iteration 34Q (1390.450000 sec): 3 clusters Score: Raw -51693.966211 + Penalty 626.208429 = -51067.757782 nChanged 0 SP:Iteration 35F (1390.650000 sec): 3 clusters Score: Raw -51693.966211 + Penalty 626.208429 = -51067.757782 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 1.55 GB. Trying to split cluster 36 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.760000 sec): 2 clusters Score: Raw -12207.726703 + Penalty 242.418366 = -11965.308337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.950000 sec): 3 clusters Score: Raw -12147.893896 + Penalty 484.836731 = -11663.057164 nChanged 54 SP:Iteration 1F (1391.110000 sec): 3 clusters Score: Raw -12194.028226 + Penalty 484.836731 = -11709.191494 nChanged 16 SP:Iteration 2F (1391.310000 sec): 3 clusters Score: Raw -12207.311399 + Penalty 484.836731 = -11722.474668 nChanged 3 SP:Iteration 3Q (1391.490000 sec): 3 clusters Score: Raw -12211.152569 + Penalty 484.836731 = -11726.315838 nChanged 2 SP:Iteration 4Q (1391.690000 sec): 3 clusters Score: Raw -12213.419663 + Penalty 484.836731 = -11728.582931 nChanged 2 SP:Iteration 5Q (1391.900000 sec): 3 clusters Score: Raw -12214.274523 + Penalty 484.836731 = -11729.437792 nChanged 0 SP:Iteration 6F (1392.070000 sec): 3 clusters Score: Raw -12214.274523 + Penalty 484.836731 = -11729.437792 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 37 (199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1392.200000 sec): 2 clusters Score: Raw -11533.963707 + Penalty 240.845370 = -11293.118337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1392.440000 sec): 3 clusters Score: Raw -11478.934656 + Penalty 481.690739 = -10997.243917 nChanged 62 SP:Iteration 1F (1392.600000 sec): 3 clusters Score: Raw -11556.427865 + Penalty 481.690739 = -11074.737126 nChanged 16 SP:Iteration 2F (1392.800000 sec): 3 clusters Score: Raw -11589.904795 + Penalty 481.690739 = -11108.214056 nChanged 7 SP:Iteration 3Q (1393.040000 sec): 3 clusters Score: Raw -11599.808994 + Penalty 481.690739 = -11118.118255 nChanged 3 SP:Iteration 4Q (1393.250000 sec): 3 clusters Score: Raw -11602.798305 + Penalty 481.690739 = -11121.107566 nChanged 0 SP:Iteration 5F (1393.430000 sec): 3 clusters Score: Raw -11602.798305 + Penalty 481.690739 = -11121.107566 nChanged 0 Deleting Class 25 (142 points): Lose 538.469589 but Gain 562.056204 Iteration 93F (1413.440000 sec): 44 clusters Score: Raw -13139775.697433 + Penalty 24168.416760 = -13115607.280673 nChanged 621 Iteration 94Q (1431.400000 sec): 44 clusters Score: Raw -13140481.115634 + Penalty 24168.416760 = -13116312.698874 nChanged 222 Iteration 95Q (1448.390000 sec): 44 clusters Score: Raw -13140586.458062 + Penalty 24168.416760 = -13116418.041302 nChanged 105 Iteration 96Q (1465.120000 sec): 44 clusters Score: Raw -13140625.011863 + Penalty 24168.416760 = -13116456.595103 nChanged 75 Iteration 97Q (1482.210000 sec): 44 clusters Score: Raw -13140662.930030 + Penalty 24168.416760 = -13116494.513270 nChanged 52 Iteration 98Q (1501.480000 sec): 44 clusters Score: Raw -13140705.019780 + Penalty 24168.416760 = -13116536.603020 nChanged 40 Writing temp clu file Because OldScore, -13116494.513270, is greater than current (better) Score,-13116536.603020 Compute initial score before splitting: Score: Raw -13140705.019780 + Penalty 24168.416760 = -13116536.603020 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 1 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1501.660000 sec): 2 clusters Score: Raw -64412.956515 + Penalty 320.463776 = -64092.492739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1501.800000 sec): 3 clusters Score: Raw -63826.512868 + Penalty 640.927552 = -63185.585315 nChanged 472 SP:Iteration 1F (1501.950000 sec): 3 clusters Score: Raw -64121.435661 + Penalty 640.927552 = -63480.508108 nChanged 76 SP:Iteration 2F (1502.100000 sec): 3 clusters Score: Raw -64163.528015 + Penalty 640.927552 = -63522.600463 nChanged 53 SP:Iteration 3Q (1502.260000 sec): 3 clusters Score: Raw -64188.359949 + Penalty 640.927552 = -63547.432396 nChanged 35 SP:Iteration 4Q (1502.460000 sec): 3 clusters Score: Raw -64209.369191 + Penalty 640.927552 = -63568.441638 nChanged 46 SP:Iteration 5Q (1502.610000 sec): 3 clusters Score: Raw -64240.714138 + Penalty 640.927552 = -63599.786585 nChanged 34 SP:Iteration 6Q (1502.770000 sec): 3 clusters Score: Raw -64260.626729 + Penalty 640.927552 = -63619.699177 nChanged 23 SP:Iteration 7Q (1502.930000 sec): 3 clusters Score: Raw -64275.195933 + Penalty 640.927552 = -63634.268381 nChanged 27 SP:Iteration 8Q (1503.080000 sec): 3 clusters Score: Raw -64298.545439 + Penalty 640.927552 = -63657.617886 nChanged 39 SP:Iteration 9Q (1503.230000 sec): 3 clusters Score: Raw -64333.444995 + Penalty 640.927552 = -63692.517442 nChanged 26 SP:Iteration 10Q (1503.450000 sec): 3 clusters Score: Raw -64357.261065 + Penalty 640.927552 = -63716.333513 nChanged 17 SP:Iteration 11Q (1503.580000 sec): 3 clusters Score: Raw -64374.237045 + Penalty 640.927552 = -63733.309493 nChanged 22 SP:Iteration 12Q (1503.780000 sec): 3 clusters Score: Raw -64396.969395 + Penalty 640.927552 = -63756.041842 nChanged 22 SP:Iteration 13Q (1503.950000 sec): 3 clusters Score: Raw -64413.808721 + Penalty 640.927552 = -63772.881169 nChanged 13 SP:Iteration 14Q (1504.110000 sec): 3 clusters Score: Raw -64420.817453 + Penalty 640.927552 = -63779.889900 nChanged 13 SP:Iteration 15Q (1504.320000 sec): 3 clusters Score: Raw -64429.877238 + Penalty 640.927552 = -63788.949686 nChanged 11 SP:Iteration 16Q (1504.510000 sec): 3 clusters Score: Raw -64442.039831 + Penalty 640.927552 = -63801.112279 nChanged 4 SP:Iteration 17Q (1504.690000 sec): 3 clusters Score: Raw -64448.529003 + Penalty 640.927552 = -63807.601450 nChanged 3 SP:Iteration 18Q (1504.860000 sec): 3 clusters Score: Raw -64450.346758 + Penalty 640.927552 = -63809.419205 nChanged 4 SP:Iteration 19Q (1505.090000 sec): 3 clusters Score: Raw -64455.753171 + Penalty 640.927552 = -63814.825619 nChanged 5 SP:Iteration 20F (1505.270000 sec): 3 clusters Score: Raw -64462.474167 + Penalty 640.927552 = -63821.546615 nChanged 2 SP:Iteration 21Q (1505.410000 sec): 3 clusters Score: Raw -64462.911132 + Penalty 640.927552 = -63821.983580 nChanged 1 SP:Iteration 22Q (1505.560000 sec): 3 clusters Score: Raw -64463.210594 + Penalty 640.927552 = -63822.283041 nChanged 1 SP:Iteration 23Q (1505.710000 sec): 3 clusters Score: Raw -64463.838013 + Penalty 640.927552 = -63822.910460 nChanged 1 SP:Iteration 24Q (1505.890000 sec): 3 clusters Score: Raw -64464.673985 + Penalty 640.927552 = -63823.746432 nChanged 1 SP:Iteration 25Q (1506.080000 sec): 3 clusters Score: Raw -64465.524505 + Penalty 640.927552 = -63824.596953 nChanged 0 SP:Iteration 26F (1506.250000 sec): 3 clusters Score: Raw -64465.524505 + Penalty 640.927552 = -63824.596953 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (159276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1506.760000 sec): 2 clusters Score: Raw -9446562.728630 + Penalty 545.016919 = -9446017.711711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.400000 sec): 3 clusters Score: Raw -9338944.434737 + Penalty 1090.033838 = -9337854.400899 nChanged 78169 SP:Iteration 1F (1508.120000 sec): 3 clusters Score: Raw -9387582.668230 + Penalty 1090.033838 = -9386492.634392 nChanged 9452 SP:Iteration 2F (1508.900000 sec): 3 clusters Score: Raw -9392431.493699 + Penalty 1090.033838 = -9391341.459861 nChanged 12878 SP:Iteration 3F (1509.700000 sec): 3 clusters Score: Raw -9401638.386490 + Penalty 1090.033838 = -9400548.352652 nChanged 15389 SP:Iteration 4F (1510.860000 sec): 3 clusters Score: Raw -9415738.920095 + Penalty 1090.033838 = -9414648.886256 nChanged 14532 SP:Iteration 5F (1511.920000 sec): 3 clusters Score: Raw -9430945.462284 + Penalty 1090.033838 = -9429855.428445 nChanged 9507 SP:Iteration 6F (1513.000000 sec): 3 clusters Score: Raw -9441039.315239 + Penalty 1090.033838 = -9439949.281401 nChanged 4068 SP:Iteration 7Q (1514.020000 sec): 3 clusters Score: Raw -9445068.779187 + Penalty 1090.033838 = -9443978.745349 nChanged 1234 SP:Iteration 8Q (1514.780000 sec): 3 clusters Score: Raw -9446194.618597 + Penalty 1090.033838 = -9445104.584759 nChanged 319 SP:Iteration 9Q (1515.530000 sec): 3 clusters Score: Raw -9446495.015779 + Penalty 1090.033838 = -9445404.981941 nChanged 77 SP:Iteration 10Q (1516.360000 sec): 3 clusters Score: Raw -9446581.690315 + Penalty 1090.033838 = -9445491.656477 nChanged 24 SP:Iteration 11Q (1517.110000 sec): 3 clusters Score: Raw -9446617.067817 + Penalty 1090.033838 = -9445527.033979 nChanged 11 SP:Iteration 12Q (1517.890000 sec): 3 clusters Score: Raw -9446633.471333 + Penalty 1090.033838 = -9445543.437495 nChanged 4 SP:Iteration 13Q (1518.620000 sec): 3 clusters Score: Raw -9446640.834496 + Penalty 1090.033838 = -9445550.800658 nChanged 4 SP:Iteration 14Q (1519.260000 sec): 3 clusters Score: Raw -9446646.690559 + Penalty 1090.033838 = -9445556.656721 nChanged 3 SP:Iteration 15Q (1519.930000 sec): 3 clusters Score: Raw -9446649.845397 + Penalty 1090.033838 = -9445559.811558 nChanged 1 SP:Iteration 16Q (1520.570000 sec): 3 clusters Score: Raw -9446650.441769 + Penalty 1090.033838 = -9445560.407931 nChanged 0 SP:Iteration 17F (1521.210000 sec): 3 clusters Score: Raw -9446650.441769 + Penalty 1090.033838 = -9445560.407931 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1521.320000 sec): 2 clusters Score: Raw -10793.156671 + Penalty 241.974460 = -10551.182211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1521.530000 sec): 3 clusters Score: Raw -10748.353820 + Penalty 483.948919 = -10264.404901 nChanged 59 SP:Iteration 1F (1521.670000 sec): 3 clusters Score: Raw -10808.695085 + Penalty 483.948919 = -10324.746166 nChanged 18 SP:Iteration 2F (1521.900000 sec): 3 clusters Score: Raw -10835.993967 + Penalty 483.948919 = -10352.045047 nChanged 10 SP:Iteration 3Q (1522.040000 sec): 3 clusters Score: Raw -10850.153895 + Penalty 483.948919 = -10366.204976 nChanged 6 SP:Iteration 4Q (1522.250000 sec): 3 clusters Score: Raw -10859.962662 + Penalty 483.948919 = -10376.013743 nChanged 5 SP:Iteration 5Q (1522.410000 sec): 3 clusters Score: Raw -10887.715426 + Penalty 483.948919 = -10403.766506 nChanged 7 SP:Iteration 6Q (1522.540000 sec): 3 clusters Score: Raw -10901.853127 + Penalty 483.948919 = -10417.904208 nChanged 4 SP:Iteration 7Q (1522.710000 sec): 3 clusters Score: Raw -10912.666467 + Penalty 483.948919 = -10428.717547 nChanged 6 SP:Iteration 8Q (1522.910000 sec): 3 clusters Score: Raw -10926.931275 + Penalty 483.948919 = -10442.982356 nChanged 2 SP:Iteration 9Q (1523.060000 sec): 3 clusters Score: Raw -10928.384118 + Penalty 483.948919 = -10444.435198 nChanged 0 SP:Iteration 10F (1523.250000 sec): 3 clusters Score: Raw -10928.384118 + Penalty 483.948919 = -10444.435198 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 4 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1523.340000 sec): 2 clusters Score: Raw -3090.505333 + Penalty 195.215905 = -2895.289428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1523.520000 sec): 3 clusters Score: Raw -3131.944310 + Penalty 390.431809 = -2741.512501 nChanged 14 SP:Iteration 1F (1523.710000 sec): 3 clusters Score: Raw -3168.990416 + Penalty 390.431809 = -2778.558607 nChanged 6 SP:Iteration 2F (1523.890000 sec): 3 clusters Score: Raw -3187.739841 + Penalty 390.431809 = -2797.308032 nChanged 1 SP:Iteration 3Q (1524.100000 sec): 3 clusters Score: Raw -3189.118196 + Penalty 390.431809 = -2798.686387 nChanged 0 SP:Iteration 4F (1524.230000 sec): 3 clusters Score: Raw -3189.118196 + Penalty 390.431809 = -2798.686387 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 5 (3104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1524.330000 sec): 2 clusters Score: Raw -196532.580548 + Penalty 365.840333 = -196166.740215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1524.520000 sec): 3 clusters Score: Raw -194742.889729 + Penalty 731.680666 = -194011.209062 nChanged 1346 SP:Iteration 1F (1524.710000 sec): 3 clusters Score: Raw -195523.578585 + Penalty 731.680666 = -194791.897919 nChanged 182 SP:Iteration 2F (1524.890000 sec): 3 clusters Score: Raw -195615.764767 + Penalty 731.680666 = -194884.084100 nChanged 142 SP:Iteration 3Q (1525.050000 sec): 3 clusters Score: Raw -195683.644511 + Penalty 731.680666 = -194951.963845 nChanged 136 SP:Iteration 4Q (1525.230000 sec): 3 clusters Score: Raw -195748.134339 + Penalty 731.680666 = -195016.453673 nChanged 134 SP:Iteration 5Q (1525.400000 sec): 3 clusters Score: Raw -195828.427782 + Penalty 731.680666 = -195096.747116 nChanged 158 SP:Iteration 6F (1525.540000 sec): 3 clusters Score: Raw -195936.118739 + Penalty 731.680666 = -195204.438073 nChanged 159 SP:Iteration 7F (1525.710000 sec): 3 clusters Score: Raw -196065.307281 + Penalty 731.680666 = -195333.626614 nChanged 161 SP:Iteration 8F (1525.870000 sec): 3 clusters Score: Raw -196200.040027 + Penalty 731.680666 = -195468.359361 nChanged 129 SP:Iteration 9Q (1526.060000 sec): 3 clusters Score: Raw -196307.333969 + Penalty 731.680666 = -195575.653303 nChanged 106 SP:Iteration 10Q (1526.200000 sec): 3 clusters Score: Raw -196386.152019 + Penalty 731.680666 = -195654.471353 nChanged 75 SP:Iteration 11Q (1526.390000 sec): 3 clusters Score: Raw -196440.457509 + Penalty 731.680666 = -195708.776843 nChanged 56 SP:Iteration 12Q (1526.550000 sec): 3 clusters Score: Raw -196481.473700 + Penalty 731.680666 = -195749.793034 nChanged 38 SP:Iteration 13Q (1526.770000 sec): 3 clusters Score: Raw -196520.477564 + Penalty 731.680666 = -195788.796898 nChanged 30 SP:Iteration 14Q (1526.930000 sec): 3 clusters Score: Raw -196549.036853 + Penalty 731.680666 = -195817.356187 nChanged 15 SP:Iteration 15Q (1527.120000 sec): 3 clusters Score: Raw -196562.848876 + Penalty 731.680666 = -195831.168209 nChanged 9 SP:Iteration 16Q (1527.290000 sec): 3 clusters Score: Raw -196569.336534 + Penalty 731.680666 = -195837.655867 nChanged 8 SP:Iteration 17Q (1527.460000 sec): 3 clusters Score: Raw -196574.518524 + Penalty 731.680666 = -195842.837858 nChanged 6 SP:Iteration 18Q (1527.670000 sec): 3 clusters Score: Raw -196578.431868 + Penalty 731.680666 = -195846.751201 nChanged 5 SP:Iteration 19Q (1527.820000 sec): 3 clusters Score: Raw -196583.118002 + Penalty 731.680666 = -195851.437336 nChanged 7 SP:Iteration 20F (1528.010000 sec): 3 clusters Score: Raw -196589.150057 + Penalty 731.680666 = -195857.469391 nChanged 6 SP:Iteration 21Q (1528.200000 sec): 3 clusters Score: Raw -196594.927254 + Penalty 731.680666 = -195863.246588 nChanged 6 SP:Iteration 22Q (1528.360000 sec): 3 clusters Score: Raw -196599.649772 + Penalty 731.680666 = -195867.969106 nChanged 4 SP:Iteration 23Q (1528.560000 sec): 3 clusters Score: Raw -196603.620592 + Penalty 731.680666 = -195871.939926 nChanged 2 SP:Iteration 24Q (1528.690000 sec): 3 clusters Score: Raw -196605.407050 + Penalty 731.680666 = -195873.726383 nChanged 2 SP:Iteration 25Q (1528.850000 sec): 3 clusters Score: Raw -196608.099951 + Penalty 731.680666 = -195876.419284 nChanged 0 SP:Iteration 26F (1529.070000 sec): 3 clusters Score: Raw -196608.099951 + Penalty 731.680666 = -195876.419284 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 6 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1529.120000 sec): 2 clusters Score: Raw -4620.195915 + Penalty 210.880169 = -4409.315746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1529.260000 sec): 3 clusters Score: Raw -4621.399258 + Penalty 421.760338 = -4199.638920 nChanged 24 SP:Iteration 1F (1529.430000 sec): 3 clusters Score: Raw -4694.784730 + Penalty 421.760338 = -4273.024392 nChanged 7 SP:Iteration 2F (1529.610000 sec): 3 clusters Score: Raw -4712.795705 + Penalty 421.760338 = -4291.035367 nChanged 2 SP:Iteration 3Q (1529.810000 sec): 3 clusters Score: Raw -4716.277401 + Penalty 421.760338 = -4294.517063 nChanged 2 SP:Iteration 4Q (1530.000000 sec): 3 clusters Score: Raw -4719.779568 + Penalty 421.760338 = -4298.019230 nChanged 2 SP:Iteration 5Q (1530.170000 sec): 3 clusters Score: Raw -4726.126572 + Penalty 421.760338 = -4304.366234 nChanged 1 SP:Iteration 6Q (1530.340000 sec): 3 clusters Score: Raw -4727.086769 + Penalty 421.760338 = -4305.326431 nChanged 1 SP:Iteration 7Q (1530.520000 sec): 3 clusters Score: Raw -4728.192056 + Penalty 421.760338 = -4306.431718 nChanged 0 SP:Iteration 8F (1530.680000 sec): 3 clusters Score: Raw -4728.192056 + Penalty 421.760338 = -4306.431718 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 7 (426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.770000 sec): 2 clusters Score: Raw -24332.495727 + Penalty 275.476990 = -24057.018736 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.950000 sec): 3 clusters Score: Raw -24165.956170 + Penalty 550.953981 = -23615.002190 nChanged 151 SP:Iteration 1F (1531.140000 sec): 3 clusters Score: Raw -24297.035199 + Penalty 550.953981 = -23746.081218 nChanged 41 SP:Iteration 2F (1531.330000 sec): 3 clusters Score: Raw -24331.716196 + Penalty 550.953981 = -23780.762216 nChanged 24 SP:Iteration 3F (1531.490000 sec): 3 clusters Score: Raw -24351.998713 + Penalty 550.953981 = -23801.044732 nChanged 20 SP:Iteration 4Q (1531.650000 sec): 3 clusters Score: Raw -24370.122207 + Penalty 550.953981 = -23819.168227 nChanged 16 SP:Iteration 5Q (1531.790000 sec): 3 clusters Score: Raw -24380.491458 + Penalty 550.953981 = -23829.537477 nChanged 10 SP:Iteration 6Q (1531.950000 sec): 3 clusters Score: Raw -24386.255096 + Penalty 550.953981 = -23835.301116 nChanged 11 SP:Iteration 7Q (1532.160000 sec): 3 clusters Score: Raw -24393.201320 + Penalty 550.953981 = -23842.247340 nChanged 6 SP:Iteration 8Q (1532.310000 sec): 3 clusters Score: Raw -24402.957601 + Penalty 550.953981 = -23852.003620 nChanged 5 SP:Iteration 9Q (1532.500000 sec): 3 clusters Score: Raw -24409.265147 + Penalty 550.953981 = -23858.311166 nChanged 4 SP:Iteration 10Q (1532.650000 sec): 3 clusters Score: Raw -24412.954515 + Penalty 550.953981 = -23862.000535 nChanged 2 SP:Iteration 11Q (1532.790000 sec): 3 clusters Score: Raw -24414.349641 + Penalty 550.953981 = -23863.395661 nChanged 2 SP:Iteration 12Q (1532.940000 sec): 3 clusters Score: Raw -24415.839350 + Penalty 550.953981 = -23864.885369 nChanged 2 SP:Iteration 13Q (1533.130000 sec): 3 clusters Score: Raw -24417.856400 + Penalty 550.953981 = -23866.902419 nChanged 1 SP:Iteration 14Q (1533.310000 sec): 3 clusters Score: Raw -24419.970228 + Penalty 550.953981 = -23869.016247 nChanged 3 SP:Iteration 15Q (1533.470000 sec): 3 clusters Score: Raw -24424.226903 + Penalty 550.953981 = -23873.272922 nChanged 3 SP:Iteration 16Q (1533.670000 sec): 3 clusters Score: Raw -24426.798628 + Penalty 550.953981 = -23875.844648 nChanged 3 SP:Iteration 17Q (1533.820000 sec): 3 clusters Score: Raw -24429.736146 + Penalty 550.953981 = -23878.782165 nChanged 0 SP:Iteration 18F (1533.990000 sec): 3 clusters Score: Raw -24429.736146 + Penalty 550.953981 = -23878.782165 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 8 (224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1534.130000 sec): 2 clusters Score: Raw -11997.801414 + Penalty 246.229895 = -11751.571519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1534.270000 sec): 3 clusters Score: Raw -11921.664309 + Penalty 492.459791 = -11429.204518 nChanged 76 SP:Iteration 1F (1534.420000 sec): 3 clusters Score: Raw -12012.221466 + Penalty 492.459791 = -11519.761675 nChanged 23 SP:Iteration 2F (1534.610000 sec): 3 clusters Score: Raw -12046.381802 + Penalty 492.459791 = -11553.922012 nChanged 8 SP:Iteration 3Q (1534.790000 sec): 3 clusters Score: Raw -12054.888343 + Penalty 492.459791 = -11562.428552 nChanged 2 SP:Iteration 4Q (1534.930000 sec): 3 clusters Score: Raw -12057.266038 + Penalty 492.459791 = -11564.806248 nChanged 3 SP:Iteration 5Q (1535.070000 sec): 3 clusters Score: Raw -12060.103502 + Penalty 492.459791 = -11567.643711 nChanged 0 SP:Iteration 6F (1535.290000 sec): 3 clusters Score: Raw -12060.103502 + Penalty 492.459791 = -11567.643711 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 9 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1535.380000 sec): 2 clusters Score: Raw -111413.184087 + Penalty 345.314780 = -111067.869307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1535.570000 sec): 3 clusters Score: Raw -110290.641627 + Penalty 690.629560 = -109600.012067 nChanged 864 SP:Iteration 1F (1535.760000 sec): 3 clusters Score: Raw -110868.836960 + Penalty 690.629560 = -110178.207400 nChanged 196 SP:Iteration 2F (1535.910000 sec): 3 clusters Score: Raw -111037.757179 + Penalty 690.629560 = -110347.127619 nChanged 157 SP:Iteration 3F (1536.120000 sec): 3 clusters Score: Raw -111158.390211 + Penalty 690.629560 = -110467.760651 nChanged 112 SP:Iteration 4F (1536.280000 sec): 3 clusters Score: Raw -111230.262482 + Penalty 690.629560 = -110539.632923 nChanged 85 SP:Iteration 5Q (1536.490000 sec): 3 clusters Score: Raw -111283.861639 + Penalty 690.629560 = -110593.232079 nChanged 63 SP:Iteration 6Q (1536.680000 sec): 3 clusters Score: Raw -111322.055220 + Penalty 690.629560 = -110631.425660 nChanged 51 SP:Iteration 7Q (1536.820000 sec): 3 clusters Score: Raw -111344.697996 + Penalty 690.629560 = -110654.068436 nChanged 40 SP:Iteration 8Q (1536.980000 sec): 3 clusters Score: Raw -111362.175329 + Penalty 690.629560 = -110671.545769 nChanged 27 SP:Iteration 9Q (1537.190000 sec): 3 clusters Score: Raw -111373.043611 + Penalty 690.629560 = -110682.414051 nChanged 29 SP:Iteration 10Q (1537.350000 sec): 3 clusters Score: Raw -111383.903234 + Penalty 690.629560 = -110693.273674 nChanged 20 SP:Iteration 11Q (1537.540000 sec): 3 clusters Score: Raw -111390.855671 + Penalty 690.629560 = -110700.226111 nChanged 21 SP:Iteration 12Q (1537.760000 sec): 3 clusters Score: Raw -111396.852281 + Penalty 690.629560 = -110706.222721 nChanged 13 SP:Iteration 13Q (1537.900000 sec): 3 clusters Score: Raw -111400.057750 + Penalty 690.629560 = -110709.428190 nChanged 8 SP:Iteration 14Q (1538.070000 sec): 3 clusters Score: Raw -111402.087281 + Penalty 690.629560 = -110711.457721 nChanged 9 SP:Iteration 15Q (1538.250000 sec): 3 clusters Score: Raw -111405.281307 + Penalty 690.629560 = -110714.651747 nChanged 9 SP:Iteration 16Q (1538.430000 sec): 3 clusters Score: Raw -111409.412260 + Penalty 690.629560 = -110718.782700 nChanged 9 SP:Iteration 17Q (1538.620000 sec): 3 clusters Score: Raw -111412.957027 + Penalty 690.629560 = -110722.327467 nChanged 7 SP:Iteration 18Q (1538.800000 sec): 3 clusters Score: Raw -111414.769262 + Penalty 690.629560 = -110724.139702 nChanged 7 SP:Iteration 19Q (1539.020000 sec): 3 clusters Score: Raw -111416.896034 + Penalty 690.629560 = -110726.266474 nChanged 8 SP:Iteration 20F (1539.170000 sec): 3 clusters Score: Raw -111420.922547 + Penalty 690.629560 = -110730.292987 nChanged 7 SP:Iteration 21Q (1539.380000 sec): 3 clusters Score: Raw -111424.489061 + Penalty 690.629560 = -110733.859501 nChanged 11 SP:Iteration 22Q (1539.560000 sec): 3 clusters Score: Raw -111430.763113 + Penalty 690.629560 = -110740.133553 nChanged 10 SP:Iteration 23Q (1539.760000 sec): 3 clusters Score: Raw -111433.539643 + Penalty 690.629560 = -110742.910083 nChanged 6 SP:Iteration 24Q (1539.910000 sec): 3 clusters Score: Raw -111435.304951 + Penalty 690.629560 = -110744.675391 nChanged 4 SP:Iteration 25Q (1540.100000 sec): 3 clusters Score: Raw -111437.030341 + Penalty 690.629560 = -110746.400781 nChanged 5 SP:Iteration 26Q (1540.280000 sec): 3 clusters Score: Raw -111439.078989 + Penalty 690.629560 = -110748.449429 nChanged 4 SP:Iteration 27Q (1540.460000 sec): 3 clusters Score: Raw -111440.363961 + Penalty 690.629560 = -110749.734401 nChanged 4 SP:Iteration 28Q (1540.640000 sec): 3 clusters Score: Raw -111442.026430 + Penalty 690.629560 = -110751.396870 nChanged 2 SP:Iteration 29Q (1540.770000 sec): 3 clusters Score: Raw -111442.371867 + Penalty 690.629560 = -110751.742307 nChanged 1 SP:Iteration 30Q (1540.950000 sec): 3 clusters Score: Raw -111442.847646 + Penalty 690.629560 = -110752.218086 nChanged 2 SP:Iteration 31Q (1541.160000 sec): 3 clusters Score: Raw -111444.135425 + Penalty 690.629560 = -110753.505865 nChanged 4 SP:Iteration 32Q (1541.320000 sec): 3 clusters Score: Raw -111444.918886 + Penalty 690.629560 = -110754.289326 nChanged 2 SP:Iteration 33Q (1541.490000 sec): 3 clusters Score: Raw -111445.395182 + Penalty 690.629560 = -110754.765622 nChanged 1 SP:Iteration 34Q (1541.660000 sec): 3 clusters Score: Raw -111445.604693 + Penalty 690.629560 = -110754.975133 nChanged 1 SP:Iteration 35Q (1541.910000 sec): 3 clusters Score: Raw -111445.756888 + Penalty 690.629560 = -110755.127328 nChanged 1 SP:Iteration 36Q (1542.080000 sec): 3 clusters Score: Raw -111445.849397 + Penalty 690.629560 = -110755.219837 nChanged 0 SP:Iteration 37F (1542.240000 sec): 3 clusters Score: Raw -111445.849397 + Penalty 690.629560 = -110755.219837 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 10 (14303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1542.370000 sec): 2 clusters Score: Raw -824274.426517 + Penalty 435.354219 = -823839.072298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1542.570000 sec): 3 clusters Score: Raw -815111.661390 + Penalty 870.708437 = -814240.952953 nChanged 6735 SP:Iteration 1F (1542.800000 sec): 3 clusters Score: Raw -819315.165223 + Penalty 870.708437 = -818444.456786 nChanged 925 SP:Iteration 2F (1543.020000 sec): 3 clusters Score: Raw -819787.272111 + Penalty 870.708437 = -818916.563673 nChanged 888 SP:Iteration 3F (1543.240000 sec): 3 clusters Score: Raw -820293.379491 + Penalty 870.708437 = -819422.671054 nChanged 895 SP:Iteration 4F (1543.470000 sec): 3 clusters Score: Raw -820818.618462 + Penalty 870.708437 = -819947.910025 nChanged 868 SP:Iteration 5F (1543.650000 sec): 3 clusters Score: Raw -821324.890336 + Penalty 870.708437 = -820454.181899 nChanged 784 SP:Iteration 6F (1543.860000 sec): 3 clusters Score: Raw -821784.984884 + Penalty 870.708437 = -820914.276447 nChanged 690 SP:Iteration 7Q (1544.080000 sec): 3 clusters Score: Raw -822153.135063 + Penalty 870.708437 = -821282.426626 nChanged 566 SP:Iteration 8Q (1544.260000 sec): 3 clusters Score: Raw -822425.465741 + Penalty 870.708437 = -821554.757304 nChanged 472 SP:Iteration 9Q (1544.480000 sec): 3 clusters Score: Raw -822623.059110 + Penalty 870.708437 = -821752.350673 nChanged 440 SP:Iteration 10Q (1544.690000 sec): 3 clusters Score: Raw -822785.961028 + Penalty 870.708437 = -821915.252591 nChanged 385 SP:Iteration 11Q (1544.850000 sec): 3 clusters Score: Raw -822919.766474 + Penalty 870.708437 = -822049.058037 nChanged 374 SP:Iteration 12Q (1545.070000 sec): 3 clusters Score: Raw -823038.820490 + Penalty 870.708437 = -822168.112053 nChanged 342 SP:Iteration 13Q (1545.280000 sec): 3 clusters Score: Raw -823148.465580 + Penalty 870.708437 = -822277.757143 nChanged 360 SP:Iteration 14Q (1545.460000 sec): 3 clusters Score: Raw -823262.521177 + Penalty 870.708437 = -822391.812740 nChanged 325 SP:Iteration 15Q (1545.660000 sec): 3 clusters Score: Raw -823361.873543 + Penalty 870.708437 = -822491.165106 nChanged 289 SP:Iteration 16Q (1545.820000 sec): 3 clusters Score: Raw -823444.937590 + Penalty 870.708437 = -822574.229152 nChanged 277 SP:Iteration 17Q (1546.070000 sec): 3 clusters Score: Raw -823529.730689 + Penalty 870.708437 = -822659.022252 nChanged 274 SP:Iteration 18Q (1546.290000 sec): 3 clusters Score: Raw -823619.829538 + Penalty 870.708437 = -822749.121101 nChanged 269 SP:Iteration 19Q (1546.490000 sec): 3 clusters Score: Raw -823707.980423 + Penalty 870.708437 = -822837.271986 nChanged 253 SP:Iteration 20F (1546.690000 sec): 3 clusters Score: Raw -823789.579102 + Penalty 870.708437 = -822918.870665 nChanged 228 SP:Iteration 21Q (1546.890000 sec): 3 clusters Score: Raw -823860.608555 + Penalty 870.708437 = -822989.900118 nChanged 199 SP:Iteration 22Q (1547.100000 sec): 3 clusters Score: Raw -823924.401384 + Penalty 870.708437 = -823053.692947 nChanged 170 SP:Iteration 23Q (1547.290000 sec): 3 clusters Score: Raw -823979.602231 + Penalty 870.708437 = -823108.893794 nChanged 181 SP:Iteration 24Q (1547.450000 sec): 3 clusters Score: Raw -824033.950111 + Penalty 870.708437 = -823163.241674 nChanged 157 SP:Iteration 25Q (1547.690000 sec): 3 clusters Score: Raw -824084.243575 + Penalty 870.708437 = -823213.535138 nChanged 149 SP:Iteration 26Q (1547.880000 sec): 3 clusters Score: Raw -824124.484739 + Penalty 870.708437 = -823253.776302 nChanged 124 SP:Iteration 27Q (1548.150000 sec): 3 clusters Score: Raw -824157.690367 + Penalty 870.708437 = -823286.981930 nChanged 111 SP:Iteration 28Q (1548.370000 sec): 3 clusters Score: Raw -824191.932511 + Penalty 870.708437 = -823321.224074 nChanged 101 SP:Iteration 29Q (1548.610000 sec): 3 clusters Score: Raw -824220.553322 + Penalty 870.708437 = -823349.844885 nChanged 100 SP:Iteration 30Q (1548.870000 sec): 3 clusters Score: Raw -824245.589848 + Penalty 870.708437 = -823374.881411 nChanged 78 SP:Iteration 31Q (1549.070000 sec): 3 clusters Score: Raw -824264.449955 + Penalty 870.708437 = -823393.741518 nChanged 81 SP:Iteration 32Q (1549.260000 sec): 3 clusters Score: Raw -824282.940530 + Penalty 870.708437 = -823412.232092 nChanged 66 SP:Iteration 33Q (1549.490000 sec): 3 clusters Score: Raw -824297.235103 + Penalty 870.708437 = -823426.526666 nChanged 64 SP:Iteration 34Q (1549.710000 sec): 3 clusters Score: Raw -824310.156473 + Penalty 870.708437 = -823439.448036 nChanged 61 SP:Iteration 35Q (1549.930000 sec): 3 clusters Score: Raw -824323.120556 + Penalty 870.708437 = -823452.412119 nChanged 56 SP:Iteration 36Q (1550.140000 sec): 3 clusters Score: Raw -824336.181626 + Penalty 870.708437 = -823465.473189 nChanged 50 SP:Iteration 37Q (1550.370000 sec): 3 clusters Score: Raw -824346.935889 + Penalty 870.708437 = -823476.227452 nChanged 38 SP:Iteration 38Q (1550.590000 sec): 3 clusters Score: Raw -824355.564489 + Penalty 870.708437 = -823484.856052 nChanged 33 SP:Iteration 39Q (1550.810000 sec): 3 clusters Score: Raw -824361.949414 + Penalty 870.708437 = -823491.240976 nChanged 34 SP:Iteration 40F (1551.020000 sec): 3 clusters Score: Raw -824369.909346 + Penalty 870.708437 = -823499.200909 nChanged 27 SP:Iteration 41Q (1551.230000 sec): 3 clusters Score: Raw -824373.322412 + Penalty 870.708437 = -823502.613975 nChanged 11 SP:Iteration 42Q (1551.410000 sec): 3 clusters Score: Raw -824374.853764 + Penalty 870.708437 = -823504.145327 nChanged 11 SP:Iteration 43Q (1551.630000 sec): 3 clusters Score: Raw -824375.799947 + Penalty 870.708437 = -823505.091510 nChanged 11 SP:Iteration 44Q (1551.850000 sec): 3 clusters Score: Raw -824377.075560 + Penalty 870.708437 = -823506.367123 nChanged 8 SP:Iteration 45Q (1552.070000 sec): 3 clusters Score: Raw -824378.135443 + Penalty 870.708437 = -823507.427006 nChanged 7 SP:Iteration 46Q (1552.270000 sec): 3 clusters Score: Raw -824379.949140 + Penalty 870.708437 = -823509.240702 nChanged 10 SP:Iteration 47Q (1552.510000 sec): 3 clusters Score: Raw -824382.372266 + Penalty 870.708437 = -823511.663829 nChanged 12 SP:Iteration 48Q (1552.650000 sec): 3 clusters Score: Raw -824385.271974 + Penalty 870.708437 = -823514.563536 nChanged 7 SP:Iteration 49Q (1552.870000 sec): 3 clusters Score: Raw -824386.057501 + Penalty 870.708437 = -823515.349064 nChanged 5 SP:Iteration 50Q (1553.070000 sec): 3 clusters Score: Raw -824387.094756 + Penalty 870.708437 = -823516.386319 nChanged 5 SP:Iteration 51Q (1553.250000 sec): 3 clusters Score: Raw -824387.618296 + Penalty 870.708437 = -823516.909859 nChanged 5 SP:Iteration 52Q (1553.520000 sec): 3 clusters Score: Raw -824388.376667 + Penalty 870.708437 = -823517.668229 nChanged 4 SP:Iteration 53Q (1553.740000 sec): 3 clusters Score: Raw -824388.816262 + Penalty 870.708437 = -823518.107825 nChanged 4 SP:Iteration 54Q (1553.940000 sec): 3 clusters Score: Raw -824389.154741 + Penalty 870.708437 = -823518.446303 nChanged 3 SP:Iteration 55Q (1554.150000 sec): 3 clusters Score: Raw -824389.411899 + Penalty 870.708437 = -823518.703462 nChanged 5 SP:Iteration 56Q (1554.350000 sec): 3 clusters Score: Raw -824389.821545 + Penalty 870.708437 = -823519.113107 nChanged 1 SP:Iteration 57Q (1554.580000 sec): 3 clusters Score: Raw -824390.049312 + Penalty 870.708437 = -823519.340874 nChanged 2 SP:Iteration 58Q (1554.770000 sec): 3 clusters Score: Raw -824390.296988 + Penalty 870.708437 = -823519.588551 nChanged 2 SP:Iteration 59Q (1554.940000 sec): 3 clusters Score: Raw -824390.437571 + Penalty 870.708437 = -823519.729134 nChanged 0 SP:Iteration 60F (1555.180000 sec): 3 clusters Score: Raw -824390.437571 + Penalty 870.708437 = -823519.729134 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.260000 sec): 2 clusters Score: Raw -870547.360058 + Penalty 434.483855 = -870112.876203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.480000 sec): 3 clusters Score: Raw -861657.053033 + Penalty 868.967710 = -860788.085323 nChanged 6567 SP:Iteration 1F (1555.670000 sec): 3 clusters Score: Raw -865530.696050 + Penalty 868.967710 = -864661.728340 nChanged 779 SP:Iteration 2F (1555.880000 sec): 3 clusters Score: Raw -865905.982528 + Penalty 868.967710 = -865037.014818 nChanged 905 SP:Iteration 3F (1556.110000 sec): 3 clusters Score: Raw -866432.512117 + Penalty 868.967710 = -865563.544407 nChanged 1027 SP:Iteration 4F (1556.370000 sec): 3 clusters Score: Raw -867099.188448 + Penalty 868.967710 = -866230.220738 nChanged 1034 SP:Iteration 5F (1556.580000 sec): 3 clusters Score: Raw -867840.361058 + Penalty 868.967710 = -866971.393348 nChanged 994 SP:Iteration 6F (1556.770000 sec): 3 clusters Score: Raw -868690.340300 + Penalty 868.967710 = -867821.372590 nChanged 836 SP:Iteration 7F (1557.020000 sec): 3 clusters Score: Raw -869456.670853 + Penalty 868.967710 = -868587.703143 nChanged 577 SP:Iteration 8Q (1557.260000 sec): 3 clusters Score: Raw -869986.741254 + Penalty 868.967710 = -869117.773544 nChanged 342 SP:Iteration 9Q (1557.450000 sec): 3 clusters Score: Raw -870318.475943 + Penalty 868.967710 = -869449.508233 nChanged 159 SP:Iteration 10Q (1557.650000 sec): 3 clusters Score: Raw -870474.443285 + Penalty 868.967710 = -869605.475575 nChanged 74 SP:Iteration 11Q (1557.840000 sec): 3 clusters Score: Raw -870535.248602 + Penalty 868.967710 = -869666.280892 nChanged 34 SP:Iteration 12Q (1557.980000 sec): 3 clusters Score: Raw -870566.569163 + Penalty 868.967710 = -869697.601453 nChanged 22 SP:Iteration 13Q (1558.150000 sec): 3 clusters Score: Raw -870590.594383 + Penalty 868.967710 = -869721.626673 nChanged 23 SP:Iteration 14Q (1558.370000 sec): 3 clusters Score: Raw -870608.575289 + Penalty 868.967710 = -869739.607579 nChanged 11 SP:Iteration 15Q (1558.560000 sec): 3 clusters Score: Raw -870615.478638 + Penalty 868.967710 = -869746.510928 nChanged 10 SP:Iteration 16Q (1558.730000 sec): 3 clusters Score: Raw -870620.330839 + Penalty 868.967710 = -869751.363129 nChanged 5 SP:Iteration 17Q (1558.930000 sec): 3 clusters Score: Raw -870622.419655 + Penalty 868.967710 = -869753.451945 nChanged 1 SP:Iteration 18Q (1559.110000 sec): 3 clusters Score: Raw -870623.437535 + Penalty 868.967710 = -869754.469825 nChanged 1 SP:Iteration 19Q (1559.330000 sec): 3 clusters Score: Raw -870623.681043 + Penalty 868.967710 = -869754.713333 nChanged 1 SP:Iteration 20F (1559.540000 sec): 3 clusters Score: Raw -870623.946632 + Penalty 868.967710 = -869754.978922 nChanged 2 SP:Iteration 21Q (1559.730000 sec): 3 clusters Score: Raw -870624.464711 + Penalty 868.967710 = -869755.497001 nChanged 2 SP:Iteration 22Q (1559.940000 sec): 3 clusters Score: Raw -870624.868842 + Penalty 868.967710 = -869755.901131 nChanged 0 SP:Iteration 23F (1560.190000 sec): 3 clusters Score: Raw -870624.868842 + Penalty 868.967710 = -869755.901131 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1560.260000 sec): 2 clusters Score: Raw -7832.699981 + Penalty 225.168575 = -7607.531406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1560.510000 sec): 3 clusters Score: Raw -7808.664268 + Penalty 450.337150 = -7358.327118 nChanged 33 SP:Iteration 1F (1560.640000 sec): 3 clusters Score: Raw -7868.359169 + Penalty 450.337150 = -7418.022019 nChanged 14 SP:Iteration 2F (1560.820000 sec): 3 clusters Score: Raw -7895.140673 + Penalty 450.337150 = -7444.803523 nChanged 5 SP:Iteration 3Q (1561.000000 sec): 3 clusters Score: Raw -7912.796143 + Penalty 450.337150 = -7462.458993 nChanged 2 SP:Iteration 4Q (1561.180000 sec): 3 clusters Score: Raw -7921.859315 + Penalty 450.337150 = -7471.522165 nChanged 5 SP:Iteration 5Q (1561.360000 sec): 3 clusters Score: Raw -7931.028862 + Penalty 450.337150 = -7480.691712 nChanged 2 SP:Iteration 6Q (1561.550000 sec): 3 clusters Score: Raw -7935.060664 + Penalty 450.337150 = -7484.723514 nChanged 3 SP:Iteration 7Q (1561.750000 sec): 3 clusters Score: Raw -7938.744982 + Penalty 450.337150 = -7488.407832 nChanged 0 SP:Iteration 8F (1561.900000 sec): 3 clusters Score: Raw -7938.744982 + Penalty 450.337150 = -7488.407832 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 13 (4105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1562.010000 sec): 2 clusters Score: Raw -228361.094428 + Penalty 378.558226 = -227982.536201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1562.150000 sec): 3 clusters Score: Raw -225921.624218 + Penalty 757.116453 = -225164.507765 nChanged 1855 SP:Iteration 1F (1562.390000 sec): 3 clusters Score: Raw -226991.715862 + Penalty 757.116453 = -226234.599409 nChanged 213 SP:Iteration 2F (1562.540000 sec): 3 clusters Score: Raw -227081.691832 + Penalty 757.116453 = -226324.575379 nChanged 214 SP:Iteration 3F (1562.720000 sec): 3 clusters Score: Raw -227182.945121 + Penalty 757.116453 = -226425.828668 nChanged 205 SP:Iteration 4Q (1562.930000 sec): 3 clusters Score: Raw -227286.970198 + Penalty 757.116453 = -226529.853745 nChanged 237 SP:Iteration 5F (1563.120000 sec): 3 clusters Score: Raw -227434.484676 + Penalty 757.116453 = -226677.368223 nChanged 234 SP:Iteration 6F (1563.320000 sec): 3 clusters Score: Raw -227602.206845 + Penalty 757.116453 = -226845.090392 nChanged 244 SP:Iteration 7F (1563.470000 sec): 3 clusters Score: Raw -227808.825123 + Penalty 757.116453 = -227051.708671 nChanged 229 SP:Iteration 8F (1563.620000 sec): 3 clusters Score: Raw -228025.856730 + Penalty 757.116453 = -227268.740277 nChanged 165 SP:Iteration 9Q (1563.830000 sec): 3 clusters Score: Raw -228194.574699 + Penalty 757.116453 = -227437.458247 nChanged 90 SP:Iteration 10Q (1564.010000 sec): 3 clusters Score: Raw -228283.875939 + Penalty 757.116453 = -227526.759486 nChanged 50 SP:Iteration 11Q (1564.200000 sec): 3 clusters Score: Raw -228325.007421 + Penalty 757.116453 = -227567.890968 nChanged 34 SP:Iteration 12Q (1564.400000 sec): 3 clusters Score: Raw -228349.809465 + Penalty 757.116453 = -227592.693012 nChanged 19 SP:Iteration 13Q (1564.570000 sec): 3 clusters Score: Raw -228369.365026 + Penalty 757.116453 = -227612.248573 nChanged 10 SP:Iteration 14Q (1564.740000 sec): 3 clusters Score: Raw -228378.862510 + Penalty 757.116453 = -227621.746057 nChanged 10 SP:Iteration 15Q (1564.900000 sec): 3 clusters Score: Raw -228390.716727 + Penalty 757.116453 = -227633.600274 nChanged 8 SP:Iteration 16Q (1565.060000 sec): 3 clusters Score: Raw -228400.959570 + Penalty 757.116453 = -227643.843117 nChanged 9 SP:Iteration 17Q (1565.250000 sec): 3 clusters Score: Raw -228410.004099 + Penalty 757.116453 = -227652.887646 nChanged 10 SP:Iteration 18Q (1565.450000 sec): 3 clusters Score: Raw -228421.823050 + Penalty 757.116453 = -227664.706597 nChanged 4 SP:Iteration 19Q (1565.640000 sec): 3 clusters Score: Raw -228425.525941 + Penalty 757.116453 = -227668.409488 nChanged 2 SP:Iteration 20F (1565.830000 sec): 3 clusters Score: Raw -228427.946495 + Penalty 757.116453 = -227670.830042 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 14 (974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.910000 sec): 2 clusters Score: Raw -51231.110309 + Penalty 313.104214 = -50918.006095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.120000 sec): 3 clusters Score: Raw -50758.781605 + Penalty 626.208429 = -50132.573176 nChanged 408 SP:Iteration 1F (1566.280000 sec): 3 clusters Score: Raw -51023.546895 + Penalty 626.208429 = -50397.338467 nChanged 92 SP:Iteration 2F (1566.480000 sec): 3 clusters Score: Raw -51096.159577 + Penalty 626.208429 = -50469.951148 nChanged 69 SP:Iteration 3F (1566.650000 sec): 3 clusters Score: Raw -51147.802330 + Penalty 626.208429 = -50521.593901 nChanged 52 SP:Iteration 4F (1566.800000 sec): 3 clusters Score: Raw -51182.468140 + Penalty 626.208429 = -50556.259712 nChanged 30 SP:Iteration 5Q (1566.950000 sec): 3 clusters Score: Raw -51199.175019 + Penalty 626.208429 = -50572.966590 nChanged 29 SP:Iteration 6Q (1567.090000 sec): 3 clusters Score: Raw -51219.793034 + Penalty 626.208429 = -50593.584605 nChanged 28 SP:Iteration 7Q (1567.290000 sec): 3 clusters Score: Raw -51237.676817 + Penalty 626.208429 = -50611.468388 nChanged 22 SP:Iteration 8Q (1567.480000 sec): 3 clusters Score: Raw -51253.283447 + Penalty 626.208429 = -50627.075018 nChanged 22 SP:Iteration 9Q (1567.670000 sec): 3 clusters Score: Raw -51265.903859 + Penalty 626.208429 = -50639.695430 nChanged 16 SP:Iteration 10Q (1567.860000 sec): 3 clusters Score: Raw -51274.729452 + Penalty 626.208429 = -50648.521023 nChanged 10 SP:Iteration 11Q (1568.000000 sec): 3 clusters Score: Raw -51283.628160 + Penalty 626.208429 = -50657.419732 nChanged 11 SP:Iteration 12Q (1568.160000 sec): 3 clusters Score: Raw -51287.952936 + Penalty 626.208429 = -50661.744507 nChanged 4 SP:Iteration 13Q (1568.370000 sec): 3 clusters Score: Raw -51290.797250 + Penalty 626.208429 = -50664.588822 nChanged 4 SP:Iteration 14Q (1568.530000 sec): 3 clusters Score: Raw -51292.626822 + Penalty 626.208429 = -50666.418393 nChanged 2 SP:Iteration 15Q (1568.700000 sec): 3 clusters Score: Raw -51293.161914 + Penalty 626.208429 = -50666.953485 nChanged 3 SP:Iteration 16Q (1568.850000 sec): 3 clusters Score: Raw -51294.034980 + Penalty 626.208429 = -50667.826552 nChanged 3 SP:Iteration 17Q (1568.990000 sec): 3 clusters Score: Raw -51294.414463 + Penalty 626.208429 = -50668.206034 nChanged 1 SP:Iteration 18Q (1569.190000 sec): 3 clusters Score: Raw -51294.940914 + Penalty 626.208429 = -50668.732485 nChanged 0 SP:Iteration 19F (1569.340000 sec): 3 clusters Score: Raw -51294.940914 + Penalty 626.208429 = -50668.732485 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.430000 sec): 2 clusters Score: Raw -20758.582651 + Penalty 272.611637 = -20485.971015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.600000 sec): 3 clusters Score: Raw -20620.776839 + Penalty 545.223274 = -20075.553565 nChanged 122 SP:Iteration 1F (1569.750000 sec): 3 clusters Score: Raw -20737.776943 + Penalty 545.223274 = -20192.553669 nChanged 21 SP:Iteration 2F (1569.930000 sec): 3 clusters Score: Raw -20766.515068 + Penalty 545.223274 = -20221.291794 nChanged 11 SP:Iteration 3Q (1570.130000 sec): 3 clusters Score: Raw -20796.757232 + Penalty 545.223274 = -20251.533959 nChanged 20 SP:Iteration 4Q (1570.280000 sec): 3 clusters Score: Raw -20840.135304 + Penalty 545.223274 = -20294.912030 nChanged 18 SP:Iteration 5Q (1570.470000 sec): 3 clusters Score: Raw -20874.142752 + Penalty 545.223274 = -20328.919478 nChanged 16 SP:Iteration 6Q (1570.650000 sec): 3 clusters Score: Raw -20902.752569 + Penalty 545.223274 = -20357.529295 nChanged 17 SP:Iteration 7Q (1570.830000 sec): 3 clusters Score: Raw -20928.090199 + Penalty 545.223274 = -20382.866925 nChanged 8 SP:Iteration 8Q (1571.000000 sec): 3 clusters Score: Raw -20948.149430 + Penalty 545.223274 = -20402.926156 nChanged 10 SP:Iteration 9Q (1571.240000 sec): 3 clusters Score: Raw -20969.842942 + Penalty 545.223274 = -20424.619668 nChanged 8 SP:Iteration 10Q (1571.410000 sec): 3 clusters Score: Raw -20983.145691 + Penalty 545.223274 = -20437.922417 nChanged 5 SP:Iteration 11Q (1571.630000 sec): 3 clusters Score: Raw -20993.331941 + Penalty 545.223274 = -20448.108667 nChanged 4 SP:Iteration 12Q (1571.770000 sec): 3 clusters Score: Raw -21007.761229 + Penalty 545.223274 = -20462.537955 nChanged 5 SP:Iteration 13Q (1571.970000 sec): 3 clusters Score: Raw -21021.823602 + Penalty 545.223274 = -20476.600328 nChanged 2 SP:Iteration 14Q (1572.170000 sec): 3 clusters Score: Raw -21023.684085 + Penalty 545.223274 = -20478.460811 nChanged 1 SP:Iteration 15Q (1572.360000 sec): 3 clusters Score: Raw -21024.866986 + Penalty 545.223274 = -20479.643713 nChanged 2 SP:Iteration 16Q (1572.510000 sec): 3 clusters Score: Raw -21028.024518 + Penalty 545.223274 = -20482.801245 nChanged 1 SP:Iteration 17Q (1572.700000 sec): 3 clusters Score: Raw -21028.897083 + Penalty 545.223274 = -20483.673809 nChanged 0 SP:Iteration 18F (1572.890000 sec): 3 clusters Score: Raw -21028.897083 + Penalty 545.223274 = -20483.673809 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 16 (1690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.970000 sec): 2 clusters Score: Raw -100114.538223 + Penalty 338.178013 = -99776.360209 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1573.150000 sec): 3 clusters Score: Raw -99181.417479 + Penalty 676.356027 = -98505.061452 nChanged 706 SP:Iteration 1F (1573.310000 sec): 3 clusters Score: Raw -99594.643362 + Penalty 676.356027 = -98918.287335 nChanged 147 SP:Iteration 2F (1573.520000 sec): 3 clusters Score: Raw -99695.383526 + Penalty 676.356027 = -99019.027499 nChanged 130 SP:Iteration 3F (1573.650000 sec): 3 clusters Score: Raw -99786.954746 + Penalty 676.356027 = -99110.598719 nChanged 108 SP:Iteration 4F (1573.830000 sec): 3 clusters Score: Raw -99864.746310 + Penalty 676.356027 = -99188.390283 nChanged 82 SP:Iteration 5Q (1573.970000 sec): 3 clusters Score: Raw -99933.921922 + Penalty 676.356027 = -99257.565896 nChanged 63 SP:Iteration 6Q (1574.100000 sec): 3 clusters Score: Raw -99984.714464 + Penalty 676.356027 = -99308.358438 nChanged 44 SP:Iteration 7Q (1574.200000 sec): 3 clusters Score: Raw -100027.929963 + Penalty 676.356027 = -99351.573937 nChanged 40 SP:Iteration 8Q (1574.340000 sec): 3 clusters Score: Raw -100064.519940 + Penalty 676.356027 = -99388.163914 nChanged 29 SP:Iteration 9Q (1574.500000 sec): 3 clusters Score: Raw -100089.664444 + Penalty 676.356027 = -99413.308417 nChanged 26 SP:Iteration 10Q (1574.660000 sec): 3 clusters Score: Raw -100113.958049 + Penalty 676.356027 = -99437.602022 nChanged 28 SP:Iteration 11Q (1574.830000 sec): 3 clusters Score: Raw -100137.194874 + Penalty 676.356027 = -99460.838848 nChanged 19 SP:Iteration 12Q (1575.010000 sec): 3 clusters Score: Raw -100149.852864 + Penalty 676.356027 = -99473.496837 nChanged 10 SP:Iteration 13Q (1575.210000 sec): 3 clusters Score: Raw -100155.752252 + Penalty 676.356027 = -99479.396225 nChanged 9 SP:Iteration 14Q (1575.380000 sec): 3 clusters Score: Raw -100160.678071 + Penalty 676.356027 = -99484.322044 nChanged 5 SP:Iteration 15Q (1575.580000 sec): 3 clusters Score: Raw -100163.219654 + Penalty 676.356027 = -99486.863627 nChanged 3 SP:Iteration 16Q (1575.740000 sec): 3 clusters Score: Raw -100164.414748 + Penalty 676.356027 = -99488.058722 nChanged 2 SP:Iteration 17Q (1575.940000 sec): 3 clusters Score: Raw -100165.260801 + Penalty 676.356027 = -99488.904774 nChanged 3 SP:Iteration 18Q (1576.160000 sec): 3 clusters Score: Raw -100167.074179 + Penalty 676.356027 = -99490.718153 nChanged 2 SP:Iteration 19Q (1576.360000 sec): 3 clusters Score: Raw -100167.534365 + Penalty 676.356027 = -99491.178339 nChanged 2 SP:Iteration 20F (1576.490000 sec): 3 clusters Score: Raw -100168.126779 + Penalty 676.356027 = -99491.770752 nChanged 3 SP:Iteration 21Q (1576.680000 sec): 3 clusters Score: Raw -100169.354318 + Penalty 676.356027 = -99492.998292 nChanged 3 SP:Iteration 22Q (1576.840000 sec): 3 clusters Score: Raw -100172.712140 + Penalty 676.356027 = -99496.356113 nChanged 2 SP:Iteration 23Q (1577.040000 sec): 3 clusters Score: Raw -100174.369300 + Penalty 676.356027 = -99498.013274 nChanged 1 SP:Iteration 24Q (1577.210000 sec): 3 clusters Score: Raw -100175.081471 + Penalty 676.356027 = -99498.725444 nChanged 0 SP:Iteration 25F (1577.410000 sec): 3 clusters Score: Raw -100175.081471 + Penalty 676.356027 = -99498.725444 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 17 (1153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.500000 sec): 2 clusters Score: Raw -70272.611649 + Penalty 320.780575 = -69951.831075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.670000 sec): 3 clusters Score: Raw -69717.673569 + Penalty 641.561149 = -69076.112419 nChanged 437 SP:Iteration 1F (1577.850000 sec): 3 clusters Score: Raw -69993.468221 + Penalty 641.561149 = -69351.907071 nChanged 92 SP:Iteration 2F (1578.040000 sec): 3 clusters Score: Raw -70067.551174 + Penalty 641.561149 = -69425.990025 nChanged 70 SP:Iteration 3F (1578.210000 sec): 3 clusters Score: Raw -70144.620232 + Penalty 641.561149 = -69503.059083 nChanged 57 SP:Iteration 4Q (1578.390000 sec): 3 clusters Score: Raw -70225.684288 + Penalty 641.561149 = -69584.123138 nChanged 51 SP:Iteration 5Q (1578.530000 sec): 3 clusters Score: Raw -70295.876724 + Penalty 641.561149 = -69654.315575 nChanged 57 SP:Iteration 6Q (1578.710000 sec): 3 clusters Score: Raw -70357.467605 + Penalty 641.561149 = -69715.906455 nChanged 35 SP:Iteration 7Q (1578.850000 sec): 3 clusters Score: Raw -70389.665076 + Penalty 641.561149 = -69748.103927 nChanged 25 SP:Iteration 8Q (1579.010000 sec): 3 clusters Score: Raw -70410.428823 + Penalty 641.561149 = -69768.867673 nChanged 19 SP:Iteration 9Q (1579.180000 sec): 3 clusters Score: Raw -70427.737855 + Penalty 641.561149 = -69786.176706 nChanged 13 SP:Iteration 10Q (1579.410000 sec): 3 clusters Score: Raw -70437.239912 + Penalty 641.561149 = -69795.678763 nChanged 10 SP:Iteration 11Q (1579.620000 sec): 3 clusters Score: Raw -70443.454735 + Penalty 641.561149 = -69801.893585 nChanged 9 SP:Iteration 12Q (1579.740000 sec): 3 clusters Score: Raw -70450.152683 + Penalty 641.561149 = -69808.591533 nChanged 8 SP:Iteration 13Q (1579.910000 sec): 3 clusters Score: Raw -70455.232750 + Penalty 641.561149 = -69813.671600 nChanged 9 SP:Iteration 14Q (1580.050000 sec): 3 clusters Score: Raw -70461.843367 + Penalty 641.561149 = -69820.282218 nChanged 7 SP:Iteration 15Q (1580.200000 sec): 3 clusters Score: Raw -70465.933697 + Penalty 641.561149 = -69824.372547 nChanged 4 SP:Iteration 16Q (1580.310000 sec): 3 clusters Score: Raw -70467.664347 + Penalty 641.561149 = -69826.103198 nChanged 5 SP:Iteration 17Q (1580.460000 sec): 3 clusters Score: Raw -70471.294471 + Penalty 641.561149 = -69829.733321 nChanged 6 SP:Iteration 18Q (1580.700000 sec): 3 clusters Score: Raw -70475.501220 + Penalty 641.561149 = -69833.940070 nChanged 4 SP:Iteration 19Q (1580.850000 sec): 3 clusters Score: Raw -70477.012333 + Penalty 641.561149 = -69835.451184 nChanged 4 SP:Iteration 20F (1581.050000 sec): 3 clusters Score: Raw -70479.252571 + Penalty 641.561149 = -69837.691422 nChanged 9 SP:Iteration 21Q (1581.220000 sec): 3 clusters Score: Raw -70484.008755 + Penalty 641.561149 = -69842.447605 nChanged 5 SP:Iteration 22Q (1581.450000 sec): 3 clusters Score: Raw -70486.764441 + Penalty 641.561149 = -69845.203291 nChanged 4 SP:Iteration 23Q (1581.610000 sec): 3 clusters Score: Raw -70488.353984 + Penalty 641.561149 = -69846.792835 nChanged 5 SP:Iteration 24Q (1581.820000 sec): 3 clusters Score: Raw -70491.700029 + Penalty 641.561149 = -69850.138879 nChanged 6 SP:Iteration 25Q (1582.010000 sec): 3 clusters Score: Raw -70495.803252 + Penalty 641.561149 = -69854.242103 nChanged 4 SP:Iteration 26Q (1582.190000 sec): 3 clusters Score: Raw -70499.935927 + Penalty 641.561149 = -69858.374777 nChanged 2 SP:Iteration 27Q (1582.370000 sec): 3 clusters Score: Raw -70500.412611 + Penalty 641.561149 = -69858.851461 nChanged 1 SP:Iteration 28Q (1582.530000 sec): 3 clusters Score: Raw -70500.490959 + Penalty 641.561149 = -69858.929810 nChanged 0 SP:Iteration 29F (1582.730000 sec): 3 clusters Score: Raw -70500.490959 + Penalty 641.561149 = -69858.929810 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 18 (471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1582.820000 sec): 2 clusters Score: Raw -25673.435034 + Penalty 280.046043 = -25393.388991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1582.980000 sec): 3 clusters Score: Raw -25495.621178 + Penalty 560.092087 = -24935.529091 nChanged 178 SP:Iteration 1F (1583.170000 sec): 3 clusters Score: Raw -25679.493978 + Penalty 560.092087 = -25119.401892 nChanged 50 SP:Iteration 2F (1583.340000 sec): 3 clusters Score: Raw -25799.263879 + Penalty 560.092087 = -25239.171793 nChanged 46 SP:Iteration 3F (1583.530000 sec): 3 clusters Score: Raw -25900.671661 + Penalty 560.092087 = -25340.579575 nChanged 30 SP:Iteration 4F (1583.690000 sec): 3 clusters Score: Raw -25973.116806 + Penalty 560.092087 = -25413.024719 nChanged 25 SP:Iteration 5F (1583.910000 sec): 3 clusters Score: Raw -26039.125741 + Penalty 560.092087 = -25479.033655 nChanged 20 SP:Iteration 6Q (1584.060000 sec): 3 clusters Score: Raw -26079.433830 + Penalty 560.092087 = -25519.341744 nChanged 18 SP:Iteration 7Q (1584.270000 sec): 3 clusters Score: Raw -26132.083696 + Penalty 560.092087 = -25571.991610 nChanged 14 SP:Iteration 8Q (1584.450000 sec): 3 clusters Score: Raw -26208.591798 + Penalty 560.092087 = -25648.499711 nChanged 14 SP:Iteration 9Q (1584.610000 sec): 3 clusters Score: Raw -26236.682885 + Penalty 560.092087 = -25676.590799 nChanged 4 SP:Iteration 10Q (1584.820000 sec): 3 clusters Score: Raw -26244.344956 + Penalty 560.092087 = -25684.252869 nChanged 4 SP:Iteration 11Q (1585.000000 sec): 3 clusters Score: Raw -26268.322740 + Penalty 560.092087 = -25708.230654 nChanged 4 SP:Iteration 12Q (1585.150000 sec): 3 clusters Score: Raw -26273.455894 + Penalty 560.092087 = -25713.363808 nChanged 2 SP:Iteration 13Q (1585.390000 sec): 3 clusters Score: Raw -26277.384533 + Penalty 560.092087 = -25717.292447 nChanged 4 SP:Iteration 14Q (1585.500000 sec): 3 clusters Score: Raw -26283.142313 + Penalty 560.092087 = -25723.050226 nChanged 2 SP:Iteration 15Q (1585.730000 sec): 3 clusters Score: Raw -26284.820857 + Penalty 560.092087 = -25724.728770 nChanged 2 SP:Iteration 16Q (1585.920000 sec): 3 clusters Score: Raw -26286.089112 + Penalty 560.092087 = -25725.997026 nChanged 0 SP:Iteration 17F (1586.110000 sec): 3 clusters Score: Raw -26286.089112 + Penalty 560.092087 = -25725.997026 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 1.55 GB. Trying to split cluster 19 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.220000 sec): 2 clusters Score: Raw -3713.882711 + Penalty 200.505726 = -3513.376985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.390000 sec): 3 clusters Score: Raw -3754.533136 + Penalty 401.011452 = -3353.521684 nChanged 20 SP:Iteration 1F (1586.610000 sec): 3 clusters Score: Raw -3838.332507 + Penalty 401.011452 = -3437.321056 nChanged 6 SP:Iteration 2F (1586.750000 sec): 3 clusters Score: Raw -3869.614975 + Penalty 401.011452 = -3468.603523 nChanged 1 SP:Iteration 3Q (1586.940000 sec): 3 clusters Score: Raw -3876.126109 + Penalty 401.011452 = -3475.114658 nChanged 0 SP:Iteration 4F (1587.160000 sec): 3 clusters Score: Raw -3876.126109 + Penalty 401.011452 = -3475.114658 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 20 (14791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.300000 sec): 2 clusters Score: Raw -915310.352022 + Penalty 436.880725 = -914873.471298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.530000 sec): 3 clusters Score: Raw -905836.308366 + Penalty 873.761449 = -904962.546916 nChanged 7029 SP:Iteration 1F (1587.760000 sec): 3 clusters Score: Raw -909826.501112 + Penalty 873.761449 = -908952.739663 nChanged 662 SP:Iteration 2Q (1587.970000 sec): 3 clusters Score: Raw -910072.482701 + Penalty 873.761449 = -909198.721252 nChanged 654 SP:Iteration 3Q (1588.220000 sec): 3 clusters Score: Raw -910337.355552 + Penalty 873.761449 = -909463.594103 nChanged 708 SP:Iteration 4Q (1588.420000 sec): 3 clusters Score: Raw -910710.457393 + Penalty 873.761449 = -909836.695944 nChanged 808 SP:Iteration 5F (1588.640000 sec): 3 clusters Score: Raw -911227.648428 + Penalty 873.761449 = -910353.886979 nChanged 840 SP:Iteration 6F (1588.840000 sec): 3 clusters Score: Raw -911873.405832 + Penalty 873.761449 = -910999.644383 nChanged 806 SP:Iteration 7F (1589.050000 sec): 3 clusters Score: Raw -912459.995180 + Penalty 873.761449 = -911586.233730 nChanged 727 SP:Iteration 8Q (1589.280000 sec): 3 clusters Score: Raw -912957.231878 + Penalty 873.761449 = -912083.470429 nChanged 595 SP:Iteration 9Q (1589.510000 sec): 3 clusters Score: Raw -913351.734312 + Penalty 873.761449 = -912477.972862 nChanged 530 SP:Iteration 10Q (1589.690000 sec): 3 clusters Score: Raw -913707.918172 + Penalty 873.761449 = -912834.156723 nChanged 465 SP:Iteration 11Q (1589.920000 sec): 3 clusters Score: Raw -914021.104276 + Penalty 873.761449 = -913147.342827 nChanged 441 SP:Iteration 12Q (1590.090000 sec): 3 clusters Score: Raw -914326.319183 + Penalty 873.761449 = -913452.557734 nChanged 391 SP:Iteration 13Q (1590.310000 sec): 3 clusters Score: Raw -914628.001548 + Penalty 873.761449 = -913754.240098 nChanged 356 SP:Iteration 14Q (1590.570000 sec): 3 clusters Score: Raw -914891.398317 + Penalty 873.761449 = -914017.636868 nChanged 291 SP:Iteration 15Q (1590.750000 sec): 3 clusters Score: Raw -915099.202075 + Penalty 873.761449 = -914225.440626 nChanged 219 SP:Iteration 16Q (1590.960000 sec): 3 clusters Score: Raw -915240.556348 + Penalty 873.761449 = -914366.794899 nChanged 177 SP:Iteration 17Q (1591.200000 sec): 3 clusters Score: Raw -915340.177349 + Penalty 873.761449 = -914466.415900 nChanged 133 SP:Iteration 18Q (1591.440000 sec): 3 clusters Score: Raw -915404.297663 + Penalty 873.761449 = -914530.536213 nChanged 111 SP:Iteration 19Q (1591.750000 sec): 3 clusters Score: Raw -915458.829912 + Penalty 873.761449 = -914585.068463 nChanged 76 SP:Iteration 20F (1591.980000 sec): 3 clusters Score: Raw -915484.112793 + Penalty 873.761449 = -914610.351344 nChanged 50 SP:Iteration 21Q (1592.200000 sec): 3 clusters Score: Raw -915499.638050 + Penalty 873.761449 = -914625.876601 nChanged 46 SP:Iteration 22Q (1592.460000 sec): 3 clusters Score: Raw -915513.551561 + Penalty 873.761449 = -914639.790112 nChanged 40 SP:Iteration 23Q (1592.640000 sec): 3 clusters Score: Raw -915524.082703 + Penalty 873.761449 = -914650.321254 nChanged 30 SP:Iteration 24Q (1592.890000 sec): 3 clusters Score: Raw -915531.485889 + Penalty 873.761449 = -914657.724440 nChanged 14 SP:Iteration 25Q (1593.100000 sec): 3 clusters Score: Raw -915534.513902 + Penalty 873.761449 = -914660.752453 nChanged 13 SP:Iteration 26Q (1593.340000 sec): 3 clusters Score: Raw -915537.477430 + Penalty 873.761449 = -914663.715980 nChanged 10 SP:Iteration 27Q (1593.580000 sec): 3 clusters Score: Raw -915539.576385 + Penalty 873.761449 = -914665.814936 nChanged 10 SP:Iteration 28Q (1593.820000 sec): 3 clusters Score: Raw -915541.693634 + Penalty 873.761449 = -914667.932184 nChanged 12 SP:Iteration 29Q (1594.040000 sec): 3 clusters Score: Raw -915543.873348 + Penalty 873.761449 = -914670.111899 nChanged 8 SP:Iteration 30Q (1594.240000 sec): 3 clusters Score: Raw -915545.201521 + Penalty 873.761449 = -914671.440072 nChanged 7 SP:Iteration 31Q (1594.490000 sec): 3 clusters Score: Raw -915546.204970 + Penalty 873.761449 = -914672.443521 nChanged 4 SP:Iteration 32Q (1594.720000 sec): 3 clusters Score: Raw -915546.851039 + Penalty 873.761449 = -914673.089590 nChanged 4 SP:Iteration 33Q (1594.960000 sec): 3 clusters Score: Raw -915547.831518 + Penalty 873.761449 = -914674.070069 nChanged 3 SP:Iteration 34Q (1595.180000 sec): 3 clusters Score: Raw -915548.313968 + Penalty 873.761449 = -914674.552519 nChanged 6 SP:Iteration 35Q (1595.400000 sec): 3 clusters Score: Raw -915549.311888 + Penalty 873.761449 = -914675.550439 nChanged 4 SP:Iteration 36Q (1595.680000 sec): 3 clusters Score: Raw -915550.131755 + Penalty 873.761449 = -914676.370306 nChanged 6 SP:Iteration 37Q (1595.860000 sec): 3 clusters Score: Raw -915551.181924 + Penalty 873.761449 = -914677.420475 nChanged 7 SP:Iteration 38Q (1596.090000 sec): 3 clusters Score: Raw -915553.049878 + Penalty 873.761449 = -914679.288429 nChanged 9 SP:Iteration 39Q (1596.330000 sec): 3 clusters Score: Raw -915555.278662 + Penalty 873.761449 = -914681.517213 nChanged 10 SP:Iteration 40F (1596.580000 sec): 3 clusters Score: Raw -915556.993094 + Penalty 873.761449 = -914683.231644 nChanged 5 SP:Iteration 41Q (1596.860000 sec): 3 clusters Score: Raw -915558.131748 + Penalty 873.761449 = -914684.370299 nChanged 5 SP:Iteration 42Q (1597.090000 sec): 3 clusters Score: Raw -915558.842810 + Penalty 873.761449 = -914685.081361 nChanged 3 SP:Iteration 43Q (1597.300000 sec): 3 clusters Score: Raw -915559.254329 + Penalty 873.761449 = -914685.492880 nChanged 3 SP:Iteration 44Q (1597.500000 sec): 3 clusters Score: Raw -915559.703905 + Penalty 873.761449 = -914685.942456 nChanged 3 SP:Iteration 45Q (1597.730000 sec): 3 clusters Score: Raw -915560.394523 + Penalty 873.761449 = -914686.633073 nChanged 4 SP:Iteration 46Q (1597.950000 sec): 3 clusters Score: Raw -915561.218829 + Penalty 873.761449 = -914687.457380 nChanged 4 SP:Iteration 47Q (1598.130000 sec): 3 clusters Score: Raw -915561.798985 + Penalty 873.761449 = -914688.037536 nChanged 3 SP:Iteration 48Q (1598.350000 sec): 3 clusters Score: Raw -915562.400930 + Penalty 873.761449 = -914688.639480 nChanged 1 SP:Iteration 49Q (1598.560000 sec): 3 clusters Score: Raw -915562.488310 + Penalty 873.761449 = -914688.726861 nChanged 0 SP:Iteration 50F (1598.800000 sec): 3 clusters Score: Raw -915562.488310 + Penalty 873.761449 = -914688.726861 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1598.900000 sec): 2 clusters Score: Raw -6714.383694 + Penalty 219.688275 = -6494.695419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.080000 sec): 3 clusters Score: Raw -6715.836606 + Penalty 439.376550 = -6276.460056 nChanged 24 SP:Iteration 1F (1599.210000 sec): 3 clusters Score: Raw -6750.043674 + Penalty 439.376550 = -6310.667124 nChanged 7 SP:Iteration 2F (1599.380000 sec): 3 clusters Score: Raw -6771.362740 + Penalty 439.376550 = -6331.986190 nChanged 2 SP:Iteration 3Q (1599.600000 sec): 3 clusters Score: Raw -6777.265757 + Penalty 439.376550 = -6337.889207 nChanged 2 SP:Iteration 4Q (1599.760000 sec): 3 clusters Score: Raw -6782.410223 + Penalty 439.376550 = -6343.033672 nChanged 1 SP:Iteration 5Q (1599.930000 sec): 3 clusters Score: Raw -6783.479174 + Penalty 439.376550 = -6344.102624 nChanged 0 SP:Iteration 6F (1600.110000 sec): 3 clusters Score: Raw -6783.479174 + Penalty 439.376550 = -6344.102624 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 22 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.200000 sec): 2 clusters Score: Raw -5711.163282 + Penalty 225.490131 = -5485.673151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.400000 sec): 3 clusters Score: Raw -5749.439913 + Penalty 450.980262 = -5298.459651 nChanged 43 SP:Iteration 1F (1600.620000 sec): 3 clusters Score: Raw -5850.433332 + Penalty 450.980262 = -5399.453070 nChanged 14 SP:Iteration 2F (1600.830000 sec): 3 clusters Score: Raw -5924.682854 + Penalty 450.980262 = -5473.702592 nChanged 8 SP:Iteration 3F (1601.000000 sec): 3 clusters Score: Raw -5965.085357 + Penalty 450.980262 = -5514.105095 nChanged 2 SP:Iteration 4Q (1601.190000 sec): 3 clusters Score: Raw -5992.427960 + Penalty 450.980262 = -5541.447698 nChanged 2 SP:Iteration 5Q (1601.350000 sec): 3 clusters Score: Raw -6009.332283 + Penalty 450.980262 = -5558.352020 nChanged 1 SP:Iteration 6Q (1601.550000 sec): 3 clusters Score: Raw -6011.121087 + Penalty 450.980262 = -5560.140825 nChanged 1 SP:Iteration 7Q (1601.770000 sec): 3 clusters Score: Raw -6011.697185 + Penalty 450.980262 = -5560.716923 nChanged 0 SP:Iteration 8F (1601.960000 sec): 3 clusters Score: Raw -6015.225524 + Penalty 450.980262 = -5564.245262 nChanged 1 SP:Iteration 9Q (1602.120000 sec): 3 clusters Score: Raw -6036.027384 + Penalty 450.980262 = -5585.047122 nChanged 1 SP:Iteration 10Q (1602.310000 sec): 3 clusters Score: Raw -6038.846877 + Penalty 450.980262 = -5587.866615 nChanged 0 SP:Iteration 11F (1602.470000 sec): 3 clusters Score: Raw -6038.846877 + Penalty 450.980262 = -5587.866615 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 1.55 GB. Trying to split cluster 23 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.570000 sec): 2 clusters Score: Raw -12403.676651 + Penalty 243.724675 = -12159.951975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.670000 sec): 3 clusters Score: Raw -12352.191224 + Penalty 487.449351 = -11864.741873 nChanged 67 SP:Iteration 1F (1602.870000 sec): 3 clusters Score: Raw -12465.963239 + Penalty 487.449351 = -11978.513888 nChanged 18 SP:Iteration 2F (1603.020000 sec): 3 clusters Score: Raw -12503.584743 + Penalty 487.449351 = -12016.135392 nChanged 9 SP:Iteration 3Q (1603.140000 sec): 3 clusters Score: Raw -12529.753768 + Penalty 487.449351 = -12042.304417 nChanged 5 SP:Iteration 4Q (1603.300000 sec): 3 clusters Score: Raw -12538.440582 + Penalty 487.449351 = -12050.991231 nChanged 3 SP:Iteration 5Q (1603.490000 sec): 3 clusters Score: Raw -12545.508594 + Penalty 487.449351 = -12058.059243 nChanged 1 SP:Iteration 6Q (1603.600000 sec): 3 clusters Score: Raw -12550.356213 + Penalty 487.449351 = -12062.906862 nChanged 3 SP:Iteration 7Q (1603.780000 sec): 3 clusters Score: Raw -12568.626510 + Penalty 487.449351 = -12081.177159 nChanged 3 SP:Iteration 8Q (1603.920000 sec): 3 clusters Score: Raw -12595.677741 + Penalty 487.449351 = -12108.228390 nChanged 6 SP:Iteration 9Q (1604.090000 sec): 3 clusters Score: Raw -12616.347218 + Penalty 487.449351 = -12128.897867 nChanged 4 SP:Iteration 10Q (1604.270000 sec): 3 clusters Score: Raw -12622.567351 + Penalty 487.449351 = -12135.118000 nChanged 4 SP:Iteration 11Q (1604.460000 sec): 3 clusters Score: Raw -12628.202071 + Penalty 487.449351 = -12140.752720 nChanged 5 SP:Iteration 12Q (1604.610000 sec): 3 clusters Score: Raw -12635.895169 + Penalty 487.449351 = -12148.445818 nChanged 3 SP:Iteration 13Q (1604.740000 sec): 3 clusters Score: Raw -12639.271992 + Penalty 487.449351 = -12151.822641 nChanged 1 SP:Iteration 14Q (1604.840000 sec): 3 clusters Score: Raw -12639.998661 + Penalty 487.449351 = -12152.549310 nChanged 1 SP:Iteration 15Q (1605.040000 sec): 3 clusters Score: Raw -12640.416525 + Penalty 487.449351 = -12152.967174 nChanged 0 SP:Iteration 16F (1605.270000 sec): 3 clusters Score: Raw -12640.416525 + Penalty 487.449351 = -12152.967174 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 24 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.340000 sec): 2 clusters Score: Raw -6465.917933 + Penalty 218.582958 = -6247.334976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.520000 sec): 3 clusters Score: Raw -6497.321946 + Penalty 437.165915 = -6060.156031 nChanged 37 SP:Iteration 1F (1605.710000 sec): 3 clusters Score: Raw -6623.578407 + Penalty 437.165915 = -6186.412492 nChanged 15 SP:Iteration 2F (1605.890000 sec): 3 clusters Score: Raw -6663.597709 + Penalty 437.165915 = -6226.431794 nChanged 4 SP:Iteration 3Q (1606.090000 sec): 3 clusters Score: Raw -6685.504685 + Penalty 437.165915 = -6248.338769 nChanged 2 SP:Iteration 4Q (1606.230000 sec): 3 clusters Score: Raw -6690.278153 + Penalty 437.165915 = -6253.112238 nChanged 0 SP:Iteration 5F (1606.370000 sec): 3 clusters Score: Raw -6690.278153 + Penalty 437.165915 = -6253.112238 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 1.55 GB. Trying to split cluster 26 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.480000 sec): 2 clusters Score: Raw -12734.272141 + Penalty 245.821821 = -12488.450320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.670000 sec): 3 clusters Score: Raw -12702.087657 + Penalty 491.643642 = -12210.444015 nChanged 52 SP:Iteration 1F (1606.840000 sec): 3 clusters Score: Raw -12765.373465 + Penalty 491.643642 = -12273.729824 nChanged 19 SP:Iteration 2F (1607.030000 sec): 3 clusters Score: Raw -12795.019528 + Penalty 491.643642 = -12303.375887 nChanged 12 SP:Iteration 3F (1607.140000 sec): 3 clusters Score: Raw -12816.296569 + Penalty 491.643642 = -12324.652927 nChanged 9 SP:Iteration 4Q (1607.320000 sec): 3 clusters Score: Raw -12833.558507 + Penalty 491.643642 = -12341.914865 nChanged 4 SP:Iteration 5Q (1607.540000 sec): 3 clusters Score: Raw -12839.386729 + Penalty 491.643642 = -12347.743087 nChanged 2 SP:Iteration 6Q (1607.690000 sec): 3 clusters Score: Raw -12844.719124 + Penalty 491.643642 = -12353.075482 nChanged 2 SP:Iteration 7Q (1607.870000 sec): 3 clusters Score: Raw -12852.007888 + Penalty 491.643642 = -12360.364246 nChanged 0 SP:Iteration 8F (1608.010000 sec): 3 clusters Score: Raw -12852.007888 + Penalty 491.643642 = -12360.364246 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 27 (555 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1608.090000 sec): 2 clusters Score: Raw -30497.868226 + Penalty 287.513049 = -30210.355177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1608.230000 sec): 3 clusters Score: Raw -30267.846795 + Penalty 575.026098 = -29692.820696 nChanged 195 SP:Iteration 1F (1608.430000 sec): 3 clusters Score: Raw -30450.912465 + Penalty 575.026098 = -29875.886366 nChanged 45 SP:Iteration 2F (1608.590000 sec): 3 clusters Score: Raw -30508.112747 + Penalty 575.026098 = -29933.086648 nChanged 25 SP:Iteration 3Q (1608.750000 sec): 3 clusters Score: Raw -30532.389148 + Penalty 575.026098 = -29957.363050 nChanged 13 SP:Iteration 4Q (1608.910000 sec): 3 clusters Score: Raw -30548.255270 + Penalty 575.026098 = -29973.229172 nChanged 10 SP:Iteration 5Q (1609.120000 sec): 3 clusters Score: Raw -30556.732583 + Penalty 575.026098 = -29981.706485 nChanged 8 SP:Iteration 6Q (1609.320000 sec): 3 clusters Score: Raw -30559.861694 + Penalty 575.026098 = -29984.835596 nChanged 4 SP:Iteration 7Q (1609.500000 sec): 3 clusters Score: Raw -30561.621882 + Penalty 575.026098 = -29986.595784 nChanged 4 SP:Iteration 8Q (1609.700000 sec): 3 clusters Score: Raw -30563.321047 + Penalty 575.026098 = -29988.294948 nChanged 4 SP:Iteration 9Q (1609.860000 sec): 3 clusters Score: Raw -30567.521933 + Penalty 575.026098 = -29992.495835 nChanged 4 SP:Iteration 10Q (1610.050000 sec): 3 clusters Score: Raw -30569.553685 + Penalty 575.026098 = -29994.527587 nChanged 3 SP:Iteration 11Q (1610.240000 sec): 3 clusters Score: Raw -30570.638233 + Penalty 575.026098 = -29995.612135 nChanged 3 SP:Iteration 12Q (1610.450000 sec): 3 clusters Score: Raw -30572.396340 + Penalty 575.026098 = -29997.370242 nChanged 3 SP:Iteration 13Q (1610.580000 sec): 3 clusters Score: Raw -30575.613544 + Penalty 575.026098 = -30000.587446 nChanged 4 SP:Iteration 14Q (1610.780000 sec): 3 clusters Score: Raw -30578.607625 + Penalty 575.026098 = -30003.581527 nChanged 2 SP:Iteration 15Q (1610.930000 sec): 3 clusters Score: Raw -30584.968606 + Penalty 575.026098 = -30009.942508 nChanged 8 SP:Iteration 16Q (1611.140000 sec): 3 clusters Score: Raw -30592.349562 + Penalty 575.026098 = -30017.323463 nChanged 8 SP:Iteration 17Q (1611.280000 sec): 3 clusters Score: Raw -30602.361528 + Penalty 575.026098 = -30027.335430 nChanged 13 SP:Iteration 18Q (1611.470000 sec): 3 clusters Score: Raw -30616.172899 + Penalty 575.026098 = -30041.146801 nChanged 5 SP:Iteration 19Q (1611.610000 sec): 3 clusters Score: Raw -30618.284291 + Penalty 575.026098 = -30043.258192 nChanged 2 SP:Iteration 20F (1611.820000 sec): 3 clusters Score: Raw -30618.717821 + Penalty 575.026098 = -30043.691723 nChanged 1 SP:Iteration 21Q (1612.010000 sec): 3 clusters Score: Raw -30619.123860 + Penalty 575.026098 = -30044.097762 nChanged 1 SP:Iteration 22Q (1612.130000 sec): 3 clusters Score: Raw -30619.666737 + Penalty 575.026098 = -30044.640638 nChanged 2 SP:Iteration 23Q (1612.250000 sec): 3 clusters Score: Raw -30622.201992 + Penalty 575.026098 = -30047.175894 nChanged 4 SP:Iteration 24Q (1612.470000 sec): 3 clusters Score: Raw -30624.054714 + Penalty 575.026098 = -30049.028616 nChanged 3 SP:Iteration 25Q (1612.650000 sec): 3 clusters Score: Raw -30627.231224 + Penalty 575.026098 = -30052.205126 nChanged 1 SP:Iteration 26Q (1612.850000 sec): 3 clusters Score: Raw -30627.449567 + Penalty 575.026098 = -30052.423469 nChanged 0 SP:Iteration 27F (1612.990000 sec): 3 clusters Score: Raw -30627.449567 + Penalty 575.026098 = -30052.423469 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 28 (220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1613.080000 sec): 2 clusters Score: Raw -11293.723047 + Penalty 245.410053 = -11048.312993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1613.250000 sec): 3 clusters Score: Raw -11251.913593 + Penalty 490.820107 = -10761.093487 nChanged 72 SP:Iteration 1F (1613.420000 sec): 3 clusters Score: Raw -11408.914783 + Penalty 490.820107 = -10918.094676 nChanged 22 SP:Iteration 2F (1613.610000 sec): 3 clusters Score: Raw -11485.808040 + Penalty 490.820107 = -10994.987933 nChanged 12 SP:Iteration 3F (1613.750000 sec): 3 clusters Score: Raw -11562.783817 + Penalty 490.820107 = -11071.963710 nChanged 6 SP:Iteration 4Q (1613.900000 sec): 3 clusters Score: Raw -11598.236963 + Penalty 490.820107 = -11107.416857 nChanged 3 SP:Iteration 5Q (1614.110000 sec): 3 clusters Score: Raw -11611.085255 + Penalty 490.820107 = -11120.265148 nChanged 0 SP:Iteration 6F (1614.310000 sec): 3 clusters Score: Raw -11611.085255 + Penalty 490.820107 = -11120.265148 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 1.55 GB. Trying to split cluster 29 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1614.370000 sec): 2 clusters Score: Raw -5972.025097 + Penalty 218.208470 = -5753.816627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1614.530000 sec): 3 clusters Score: Raw -5979.597940 + Penalty 436.416940 = -5543.181000 nChanged 28 SP:Iteration 1F (1614.720000 sec): 3 clusters Score: Raw -6009.302993 + Penalty 436.416940 = -5572.886054 nChanged 7 SP:Iteration 2F (1614.890000 sec): 3 clusters Score: Raw -6022.492111 + Penalty 436.416940 = -5586.075171 nChanged 2 SP:Iteration 3Q (1615.080000 sec): 3 clusters Score: Raw -6024.839151 + Penalty 436.416940 = -5588.422212 nChanged 0 SP:Iteration 4F (1615.260000 sec): 3 clusters Score: Raw -6024.839151 + Penalty 436.416940 = -5588.422212 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 30 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.370000 sec): 2 clusters Score: Raw -37952.302422 + Penalty 295.120316 = -37657.182106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.510000 sec): 3 clusters Score: Raw -37646.839937 + Penalty 590.240632 = -37056.599305 nChanged 231 SP:Iteration 1F (1615.690000 sec): 3 clusters Score: Raw -37805.475302 + Penalty 590.240632 = -37215.234670 nChanged 69 SP:Iteration 2F (1615.810000 sec): 3 clusters Score: Raw -37880.122104 + Penalty 590.240632 = -37289.881473 nChanged 49 SP:Iteration 3F (1615.970000 sec): 3 clusters Score: Raw -37921.564504 + Penalty 590.240632 = -37331.323872 nChanged 34 SP:Iteration 4F (1616.160000 sec): 3 clusters Score: Raw -37952.658414 + Penalty 590.240632 = -37362.417782 nChanged 35 SP:Iteration 5F (1616.330000 sec): 3 clusters Score: Raw -37982.948731 + Penalty 590.240632 = -37392.708100 nChanged 24 SP:Iteration 6Q (1616.490000 sec): 3 clusters Score: Raw -37998.034985 + Penalty 590.240632 = -37407.794353 nChanged 9 SP:Iteration 7Q (1616.670000 sec): 3 clusters Score: Raw -38001.210146 + Penalty 590.240632 = -37410.969514 nChanged 7 SP:Iteration 8Q (1616.870000 sec): 3 clusters Score: Raw -38005.224875 + Penalty 590.240632 = -37414.984243 nChanged 7 SP:Iteration 9Q (1617.030000 sec): 3 clusters Score: Raw -38010.236929 + Penalty 590.240632 = -37419.996297 nChanged 8 SP:Iteration 10Q (1617.180000 sec): 3 clusters Score: Raw -38015.008609 + Penalty 590.240632 = -37424.767977 nChanged 3 SP:Iteration 11Q (1617.370000 sec): 3 clusters Score: Raw -38016.423818 + Penalty 590.240632 = -37426.183186 nChanged 4 SP:Iteration 12Q (1617.520000 sec): 3 clusters Score: Raw -38018.944425 + Penalty 590.240632 = -37428.703794 nChanged 4 SP:Iteration 13Q (1617.700000 sec): 3 clusters Score: Raw -38021.271784 + Penalty 590.240632 = -37431.031152 nChanged 4 SP:Iteration 14Q (1617.890000 sec): 3 clusters Score: Raw -38025.093968 + Penalty 590.240632 = -37434.853337 nChanged 5 SP:Iteration 15Q (1618.050000 sec): 3 clusters Score: Raw -38027.760485 + Penalty 590.240632 = -37437.519854 nChanged 3 SP:Iteration 16Q (1618.190000 sec): 3 clusters Score: Raw -38028.846575 + Penalty 590.240632 = -37438.605943 nChanged 2 SP:Iteration 17Q (1618.380000 sec): 3 clusters Score: Raw -38029.698348 + Penalty 590.240632 = -37439.457717 nChanged 2 SP:Iteration 18Q (1618.510000 sec): 3 clusters Score: Raw -38031.486543 + Penalty 590.240632 = -37441.245911 nChanged 1 SP:Iteration 19Q (1618.720000 sec): 3 clusters Score: Raw -38031.850275 + Penalty 590.240632 = -37441.609643 nChanged 1 SP:Iteration 20F (1618.880000 sec): 3 clusters Score: Raw -38032.440469 + Penalty 590.240632 = -37442.199837 nChanged 1 SP:Iteration 21Q (1619.050000 sec): 3 clusters Score: Raw -38035.030097 + Penalty 590.240632 = -37444.789465 nChanged 3 SP:Iteration 22Q (1619.230000 sec): 3 clusters Score: Raw -38038.778308 + Penalty 590.240632 = -37448.537676 nChanged 2 SP:Iteration 23Q (1619.410000 sec): 3 clusters Score: Raw -38040.635828 + Penalty 590.240632 = -37450.395196 nChanged 3 SP:Iteration 24Q (1619.650000 sec): 3 clusters Score: Raw -38042.907397 + Penalty 590.240632 = -37452.666765 nChanged 2 SP:Iteration 25Q (1619.820000 sec): 3 clusters Score: Raw -38044.978189 + Penalty 590.240632 = -37454.737557 nChanged 2 SP:Iteration 26Q (1620.010000 sec): 3 clusters Score: Raw -38046.210472 + Penalty 590.240632 = -37455.969840 nChanged 1 SP:Iteration 27Q (1620.150000 sec): 3 clusters Score: Raw -38046.473073 + Penalty 590.240632 = -37456.232441 nChanged 0 SP:Iteration 28F (1620.370000 sec): 3 clusters Score: Raw -38046.473073 + Penalty 590.240632 = -37456.232441 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 31 (609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.430000 sec): 2 clusters Score: Raw -33160.018672 + Penalty 291.737731 = -32868.280941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.520000 sec): 3 clusters Score: Raw -32906.201259 + Penalty 583.475462 = -32322.725796 nChanged 228 SP:Iteration 1F (1620.730000 sec): 3 clusters Score: Raw -33052.626566 + Penalty 583.475462 = -32469.151103 nChanged 50 SP:Iteration 2F (1620.920000 sec): 3 clusters Score: Raw -33086.262253 + Penalty 583.475462 = -32502.786791 nChanged 37 SP:Iteration 3F (1621.150000 sec): 3 clusters Score: Raw -33114.058036 + Penalty 583.475462 = -32530.582573 nChanged 27 SP:Iteration 4Q (1621.280000 sec): 3 clusters Score: Raw -33134.740658 + Penalty 583.475462 = -32551.265196 nChanged 25 SP:Iteration 5Q (1621.470000 sec): 3 clusters Score: Raw -33154.344340 + Penalty 583.475462 = -32570.868878 nChanged 22 SP:Iteration 6Q (1621.630000 sec): 3 clusters Score: Raw -33168.543589 + Penalty 583.475462 = -32585.068127 nChanged 23 SP:Iteration 7Q (1621.820000 sec): 3 clusters Score: Raw -33194.210197 + Penalty 583.475462 = -32610.734735 nChanged 24 SP:Iteration 8Q (1621.980000 sec): 3 clusters Score: Raw -33216.043364 + Penalty 583.475462 = -32632.567902 nChanged 19 SP:Iteration 9Q (1622.150000 sec): 3 clusters Score: Raw -33233.796649 + Penalty 583.475462 = -32650.321187 nChanged 11 SP:Iteration 10Q (1622.280000 sec): 3 clusters Score: Raw -33240.122700 + Penalty 583.475462 = -32656.647238 nChanged 7 SP:Iteration 11Q (1622.510000 sec): 3 clusters Score: Raw -33245.566557 + Penalty 583.475462 = -32662.091095 nChanged 9 SP:Iteration 12Q (1622.650000 sec): 3 clusters Score: Raw -33253.716019 + Penalty 583.475462 = -32670.240557 nChanged 12 SP:Iteration 13Q (1622.830000 sec): 3 clusters Score: Raw -33267.162922 + Penalty 583.475462 = -32683.687459 nChanged 14 SP:Iteration 14Q (1623.010000 sec): 3 clusters Score: Raw -33279.710805 + Penalty 583.475462 = -32696.235343 nChanged 5 SP:Iteration 15Q (1623.160000 sec): 3 clusters Score: Raw -33283.960176 + Penalty 583.475462 = -32700.484713 nChanged 6 SP:Iteration 16Q (1623.330000 sec): 3 clusters Score: Raw -33287.966617 + Penalty 583.475462 = -32704.491155 nChanged 5 SP:Iteration 17Q (1623.500000 sec): 3 clusters Score: Raw -33290.978917 + Penalty 583.475462 = -32707.503455 nChanged 2 SP:Iteration 18Q (1623.680000 sec): 3 clusters Score: Raw -33292.755519 + Penalty 583.475462 = -32709.280057 nChanged 3 SP:Iteration 19Q (1623.880000 sec): 3 clusters Score: Raw -33294.306418 + Penalty 583.475462 = -32710.830955 nChanged 4 SP:Iteration 20F (1624.040000 sec): 3 clusters Score: Raw -33296.885494 + Penalty 583.475462 = -32713.410032 nChanged 3 SP:Iteration 21Q (1624.160000 sec): 3 clusters Score: Raw -33297.674386 + Penalty 583.475462 = -32714.198924 nChanged 3 SP:Iteration 22Q (1624.310000 sec): 3 clusters Score: Raw -33298.855812 + Penalty 583.475462 = -32715.380349 nChanged 3 SP:Iteration 23Q (1624.520000 sec): 3 clusters Score: Raw -33299.568258 + Penalty 583.475462 = -32716.092796 nChanged 0 SP:Iteration 24F (1624.690000 sec): 3 clusters Score: Raw -33299.568258 + Penalty 583.475462 = -32716.092796 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 32 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1624.810000 sec): 2 clusters Score: Raw -14856.135898 + Penalty 254.049082 = -14602.086816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1624.930000 sec): 3 clusters Score: Raw -14784.929717 + Penalty 508.098164 = -14276.831553 nChanged 73 SP:Iteration 1F (1625.110000 sec): 3 clusters Score: Raw -14871.209338 + Penalty 508.098164 = -14363.111174 nChanged 19 SP:Iteration 2F (1625.300000 sec): 3 clusters Score: Raw -14898.743211 + Penalty 508.098164 = -14390.645047 nChanged 9 SP:Iteration 3Q (1625.470000 sec): 3 clusters Score: Raw -14917.845994 + Penalty 508.098164 = -14409.747830 nChanged 12 SP:Iteration 4Q (1625.650000 sec): 3 clusters Score: Raw -14949.447585 + Penalty 508.098164 = -14441.349421 nChanged 7 SP:Iteration 5Q (1625.820000 sec): 3 clusters Score: Raw -14960.339883 + Penalty 508.098164 = -14452.241718 nChanged 6 SP:Iteration 6Q (1626.000000 sec): 3 clusters Score: Raw -14968.537626 + Penalty 508.098164 = -14460.439462 nChanged 7 SP:Iteration 7Q (1626.160000 sec): 3 clusters Score: Raw -14977.823028 + Penalty 508.098164 = -14469.724864 nChanged 6 SP:Iteration 8Q (1626.340000 sec): 3 clusters Score: Raw -14990.303690 + Penalty 508.098164 = -14482.205526 nChanged 8 SP:Iteration 9Q (1626.560000 sec): 3 clusters Score: Raw -15003.631166 + Penalty 508.098164 = -14495.533001 nChanged 6 SP:Iteration 10Q (1626.740000 sec): 3 clusters Score: Raw -15017.382690 + Penalty 508.098164 = -14509.284526 nChanged 4 SP:Iteration 11Q (1626.910000 sec): 3 clusters Score: Raw -15025.245637 + Penalty 508.098164 = -14517.147473 nChanged 7 SP:Iteration 12Q (1627.110000 sec): 3 clusters Score: Raw -15034.979879 + Penalty 508.098164 = -14526.881715 nChanged 3 SP:Iteration 13Q (1627.260000 sec): 3 clusters Score: Raw -15038.965479 + Penalty 508.098164 = -14530.867315 nChanged 0 SP:Iteration 14F (1627.420000 sec): 3 clusters Score: Raw -15038.965479 + Penalty 508.098164 = -14530.867315 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 33 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1627.550000 sec): 2 clusters Score: Raw -25683.525932 + Penalty 277.970765 = -25405.555167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1627.690000 sec): 3 clusters Score: Raw -25494.414381 + Penalty 555.941530 = -24938.472851 nChanged 153 SP:Iteration 1F (1627.900000 sec): 3 clusters Score: Raw -25600.068121 + Penalty 555.941530 = -25044.126591 nChanged 43 SP:Iteration 2F (1628.110000 sec): 3 clusters Score: Raw -25642.170759 + Penalty 555.941530 = -25086.229229 nChanged 28 SP:Iteration 3F (1628.290000 sec): 3 clusters Score: Raw -25665.041659 + Penalty 555.941530 = -25109.100129 nChanged 17 SP:Iteration 4Q (1628.490000 sec): 3 clusters Score: Raw -25674.128804 + Penalty 555.941530 = -25118.187274 nChanged 4 SP:Iteration 5Q (1628.650000 sec): 3 clusters Score: Raw -25677.208529 + Penalty 555.941530 = -25121.266999 nChanged 3 SP:Iteration 6Q (1628.870000 sec): 3 clusters Score: Raw -25678.515784 + Penalty 555.941530 = -25122.574254 nChanged 3 SP:Iteration 7Q (1629.040000 sec): 3 clusters Score: Raw -25681.476800 + Penalty 555.941530 = -25125.535270 nChanged 4 SP:Iteration 8Q (1629.180000 sec): 3 clusters Score: Raw -25682.960268 + Penalty 555.941530 = -25127.018738 nChanged 2 SP:Iteration 9Q (1629.310000 sec): 3 clusters Score: Raw -25684.184536 + Penalty 555.941530 = -25128.243006 nChanged 1 SP:Iteration 10Q (1629.480000 sec): 3 clusters Score: Raw -25684.826432 + Penalty 555.941530 = -25128.884902 nChanged 0 SP:Iteration 11F (1629.630000 sec): 3 clusters Score: Raw -25684.826432 + Penalty 555.941530 = -25128.884902 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 34 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1629.750000 sec): 2 clusters Score: Raw -11984.929146 + Penalty 243.509545 = -11741.419601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1629.920000 sec): 3 clusters Score: Raw -11947.342394 + Penalty 487.019090 = -11460.323304 nChanged 58 SP:Iteration 1F (1630.140000 sec): 3 clusters Score: Raw -12016.937627 + Penalty 487.019090 = -11529.918537 nChanged 15 SP:Iteration 2F (1630.290000 sec): 3 clusters Score: Raw -12045.726283 + Penalty 487.019090 = -11558.707192 nChanged 10 SP:Iteration 3Q (1630.410000 sec): 3 clusters Score: Raw -12065.444862 + Penalty 487.019090 = -11578.425772 nChanged 4 SP:Iteration 4Q (1630.570000 sec): 3 clusters Score: Raw -12077.119994 + Penalty 487.019090 = -11590.100903 nChanged 3 SP:Iteration 5Q (1630.720000 sec): 3 clusters Score: Raw -12082.435163 + Penalty 487.019090 = -11595.416073 nChanged 5 SP:Iteration 6Q (1630.910000 sec): 3 clusters Score: Raw -12089.365731 + Penalty 487.019090 = -11602.346641 nChanged 3 SP:Iteration 7Q (1631.050000 sec): 3 clusters Score: Raw -12091.666999 + Penalty 487.019090 = -11604.647909 nChanged 2 SP:Iteration 8Q (1631.270000 sec): 3 clusters Score: Raw -12094.655914 + Penalty 487.019090 = -11607.636824 nChanged 2 SP:Iteration 9Q (1631.420000 sec): 3 clusters Score: Raw -12099.074092 + Penalty 487.019090 = -11612.055002 nChanged 3 SP:Iteration 10Q (1631.590000 sec): 3 clusters Score: Raw -12106.949747 + Penalty 487.019090 = -11619.930657 nChanged 4 SP:Iteration 11Q (1631.750000 sec): 3 clusters Score: Raw -12111.127406 + Penalty 487.019090 = -11624.108316 nChanged 1 SP:Iteration 12Q (1631.880000 sec): 3 clusters Score: Raw -12113.078625 + Penalty 487.019090 = -11626.059535 nChanged 1 SP:Iteration 13Q (1632.090000 sec): 3 clusters Score: Raw -12113.888216 + Penalty 487.019090 = -11626.869126 nChanged 1 SP:Iteration 14Q (1632.240000 sec): 3 clusters Score: Raw -12116.132794 + Penalty 487.019090 = -11629.113704 nChanged 1 SP:Iteration 15Q (1632.410000 sec): 3 clusters Score: Raw -12116.392577 + Penalty 487.019090 = -11629.373487 nChanged 1 SP:Iteration 16Q (1632.580000 sec): 3 clusters Score: Raw -12116.956479 + Penalty 487.019090 = -11629.937389 nChanged 0 SP:Iteration 17F (1632.730000 sec): 3 clusters Score: Raw -12116.956479 + Penalty 487.019090 = -11629.937389 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 35 (475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1632.810000 sec): 2 clusters Score: Raw -25734.370412 + Penalty 280.430824 = -25453.939589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1633.010000 sec): 3 clusters Score: Raw -25579.408821 + Penalty 560.861647 = -25018.547174 nChanged 166 SP:Iteration 1F (1633.140000 sec): 3 clusters Score: Raw -25732.511272 + Penalty 560.861647 = -25171.649624 nChanged 43 SP:Iteration 2F (1633.340000 sec): 3 clusters Score: Raw -25852.245008 + Penalty 560.861647 = -25291.383361 nChanged 47 SP:Iteration 3F (1633.520000 sec): 3 clusters Score: Raw -25979.059238 + Penalty 560.861647 = -25418.197591 nChanged 46 SP:Iteration 4F (1633.760000 sec): 3 clusters Score: Raw -26079.633581 + Penalty 560.861647 = -25518.771934 nChanged 21 SP:Iteration 5Q (1633.900000 sec): 3 clusters Score: Raw -26103.525259 + Penalty 560.861647 = -25542.663612 nChanged 11 SP:Iteration 6Q (1634.100000 sec): 3 clusters Score: Raw -26119.473734 + Penalty 560.861647 = -25558.612086 nChanged 6 SP:Iteration 7Q (1634.290000 sec): 3 clusters Score: Raw -26130.735498 + Penalty 560.861647 = -25569.873851 nChanged 4 SP:Iteration 8Q (1634.470000 sec): 3 clusters Score: Raw -26135.337554 + Penalty 560.861647 = -25574.475907 nChanged 3 SP:Iteration 9Q (1634.630000 sec): 3 clusters Score: Raw -26139.322476 + Penalty 560.861647 = -25578.460829 nChanged 4 SP:Iteration 10Q (1634.840000 sec): 3 clusters Score: Raw -26144.984824 + Penalty 560.861647 = -25584.123177 nChanged 2 SP:Iteration 11Q (1635.020000 sec): 3 clusters Score: Raw -26148.152574 + Penalty 560.861647 = -25587.290927 nChanged 6 SP:Iteration 12Q (1635.230000 sec): 3 clusters Score: Raw -26160.825545 + Penalty 560.861647 = -25599.963898 nChanged 8 SP:Iteration 13Q (1635.410000 sec): 3 clusters Score: Raw -26186.531711 + Penalty 560.861647 = -25625.670064 nChanged 7 SP:Iteration 14Q (1635.590000 sec): 3 clusters Score: Raw -26202.531559 + Penalty 560.861647 = -25641.669912 nChanged 6 SP:Iteration 15Q (1635.720000 sec): 3 clusters Score: Raw -26218.239498 + Penalty 560.861647 = -25657.377851 nChanged 5 SP:Iteration 16Q (1635.920000 sec): 3 clusters Score: Raw -26229.987203 + Penalty 560.861647 = -25669.125555 nChanged 7 SP:Iteration 17Q (1636.070000 sec): 3 clusters Score: Raw -26244.645720 + Penalty 560.861647 = -25683.784073 nChanged 7 SP:Iteration 18Q (1636.230000 sec): 3 clusters Score: Raw -26258.343723 + Penalty 560.861647 = -25697.482076 nChanged 4 SP:Iteration 19Q (1636.390000 sec): 3 clusters Score: Raw -26262.864026 + Penalty 560.861647 = -25702.002379 nChanged 3 SP:Iteration 20F (1636.530000 sec): 3 clusters Score: Raw -26265.084131 + Penalty 560.861647 = -25704.222484 nChanged 1 SP:Iteration 21Q (1636.660000 sec): 3 clusters Score: Raw -26265.636848 + Penalty 560.861647 = -25704.775201 nChanged 0 SP:Iteration 22F (1636.790000 sec): 3 clusters Score: Raw -26265.636848 + Penalty 560.861647 = -25704.775201 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 36 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.870000 sec): 2 clusters Score: Raw -12258.495140 + Penalty 242.638705 = -12015.856435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.070000 sec): 3 clusters Score: Raw -12197.021568 + Penalty 485.277410 = -11711.744158 nChanged 53 SP:Iteration 1F (1637.250000 sec): 3 clusters Score: Raw -12249.083655 + Penalty 485.277410 = -11763.806245 nChanged 6 SP:Iteration 2Q (1637.420000 sec): 3 clusters Score: Raw -12261.000370 + Penalty 485.277410 = -11775.722960 nChanged 5 SP:Iteration 3Q (1637.590000 sec): 3 clusters Score: Raw -12269.156633 + Penalty 485.277410 = -11783.879223 nChanged 5 SP:Iteration 4Q (1637.790000 sec): 3 clusters Score: Raw -12273.515339 + Penalty 485.277410 = -11788.237929 nChanged 0 SP:Iteration 5F (1637.950000 sec): 3 clusters Score: Raw -12273.515339 + Penalty 485.277410 = -11788.237929 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 37 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1638.030000 sec): 2 clusters Score: Raw -11636.012678 + Penalty 241.300373 = -11394.712305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.210000 sec): 3 clusters Score: Raw -11585.385788 + Penalty 482.600747 = -11102.785041 nChanged 60 SP:Iteration 1F (1638.370000 sec): 3 clusters Score: Raw -11657.125688 + Penalty 482.600747 = -11174.524942 nChanged 19 SP:Iteration 2F (1638.480000 sec): 3 clusters Score: Raw -11690.144404 + Penalty 482.600747 = -11207.543657 nChanged 7 SP:Iteration 3Q (1638.650000 sec): 3 clusters Score: Raw -11704.466397 + Penalty 482.600747 = -11221.865650 nChanged 4 SP:Iteration 4Q (1638.790000 sec): 3 clusters Score: Raw -11712.250141 + Penalty 482.600747 = -11229.649394 nChanged 3 SP:Iteration 5Q (1638.930000 sec): 3 clusters Score: Raw -11718.983767 + Penalty 482.600747 = -11236.383020 nChanged 2 SP:Iteration 6Q (1639.120000 sec): 3 clusters Score: Raw -11720.533057 + Penalty 482.600747 = -11237.932311 nChanged 1 SP:Iteration 7Q (1639.240000 sec): 3 clusters Score: Raw -11722.257676 + Penalty 482.600747 = -11239.656930 nChanged 2 SP:Iteration 8Q (1639.430000 sec): 3 clusters Score: Raw -11723.557340 + Penalty 482.600747 = -11240.956593 nChanged 0 SP:Iteration 9F (1639.610000 sec): 3 clusters Score: Raw -11723.557340 + Penalty 482.600747 = -11240.956593 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 38 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.670000 sec): 2 clusters Score: Raw -19753.597051 + Penalty 265.350653 = -19488.246398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.830000 sec): 3 clusters Score: Raw -19620.057514 + Penalty 530.701305 = -19089.356209 nChanged 110 SP:Iteration 1F (1639.970000 sec): 3 clusters Score: Raw -19723.901864 + Penalty 530.701305 = -19193.200559 nChanged 29 SP:Iteration 2F (1640.130000 sec): 3 clusters Score: Raw -19750.689706 + Penalty 530.701305 = -19219.988401 nChanged 13 SP:Iteration 3Q (1640.330000 sec): 3 clusters Score: Raw -19760.402981 + Penalty 530.701305 = -19229.701676 nChanged 7 SP:Iteration 4Q (1640.510000 sec): 3 clusters Score: Raw -19764.955896 + Penalty 530.701305 = -19234.254591 nChanged 4 SP:Iteration 5Q (1640.690000 sec): 3 clusters Score: Raw -19775.711918 + Penalty 530.701305 = -19245.010612 nChanged 4 SP:Iteration 6Q (1640.850000 sec): 3 clusters Score: Raw -19779.795511 + Penalty 530.701305 = -19249.094206 nChanged 2 SP:Iteration 7Q (1641.010000 sec): 3 clusters Score: Raw -19780.550045 + Penalty 530.701305 = -19249.848739 nChanged 1 SP:Iteration 8Q (1641.170000 sec): 3 clusters Score: Raw -19780.976135 + Penalty 530.701305 = -19250.274830 nChanged 0 SP:Iteration 9F (1641.370000 sec): 3 clusters Score: Raw -19780.976135 + Penalty 530.701305 = -19250.274830 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 39 (1428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1641.420000 sec): 2 clusters Score: Raw -86227.253347 + Penalty 330.513372 = -85896.739976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1641.610000 sec): 3 clusters Score: Raw -85494.706987 + Penalty 661.026743 = -84833.680244 nChanged 578 SP:Iteration 1F (1641.780000 sec): 3 clusters Score: Raw -85857.519479 + Penalty 661.026743 = -85196.492736 nChanged 107 SP:Iteration 2F (1641.940000 sec): 3 clusters Score: Raw -85917.321932 + Penalty 661.026743 = -85256.295189 nChanged 72 SP:Iteration 3F (1642.100000 sec): 3 clusters Score: Raw -85956.954855 + Penalty 661.026743 = -85295.928112 nChanged 60 SP:Iteration 4Q (1642.310000 sec): 3 clusters Score: Raw -85994.533491 + Penalty 661.026743 = -85333.506748 nChanged 61 SP:Iteration 5Q (1642.480000 sec): 3 clusters Score: Raw -86031.121385 + Penalty 661.026743 = -85370.094642 nChanged 60 SP:Iteration 6Q (1642.660000 sec): 3 clusters Score: Raw -86068.007764 + Penalty 661.026743 = -85406.981021 nChanged 39 SP:Iteration 7Q (1642.800000 sec): 3 clusters Score: Raw -86089.541765 + Penalty 661.026743 = -85428.515022 nChanged 30 SP:Iteration 8Q (1643.020000 sec): 3 clusters Score: Raw -86106.644998 + Penalty 661.026743 = -85445.618255 nChanged 22 SP:Iteration 9Q (1643.190000 sec): 3 clusters Score: Raw -86117.338868 + Penalty 661.026743 = -85456.312125 nChanged 16 SP:Iteration 10Q (1643.360000 sec): 3 clusters Score: Raw -86124.790878 + Penalty 661.026743 = -85463.764135 nChanged 16 SP:Iteration 11Q (1643.590000 sec): 3 clusters Score: Raw -86131.113230 + Penalty 661.026743 = -85470.086487 nChanged 12 SP:Iteration 12Q (1643.750000 sec): 3 clusters Score: Raw -86136.309221 + Penalty 661.026743 = -85475.282478 nChanged 12 SP:Iteration 13Q (1643.950000 sec): 3 clusters Score: Raw -86142.447473 + Penalty 661.026743 = -85481.420730 nChanged 13 SP:Iteration 14Q (1644.140000 sec): 3 clusters Score: Raw -86148.261030 + Penalty 661.026743 = -85487.234287 nChanged 14 SP:Iteration 15Q (1644.340000 sec): 3 clusters Score: Raw -86156.372542 + Penalty 661.026743 = -85495.345799 nChanged 12 SP:Iteration 16Q (1644.500000 sec): 3 clusters Score: Raw -86162.965994 + Penalty 661.026743 = -85501.939251 nChanged 10 SP:Iteration 17Q (1644.660000 sec): 3 clusters Score: Raw -86167.560337 + Penalty 661.026743 = -85506.533594 nChanged 9 SP:Iteration 18Q (1644.840000 sec): 3 clusters Score: Raw -86171.331297 + Penalty 661.026743 = -85510.304554 nChanged 6 SP:Iteration 19Q (1645.010000 sec): 3 clusters Score: Raw -86174.444921 + Penalty 661.026743 = -85513.418178 nChanged 7 SP:Iteration 20F (1645.170000 sec): 3 clusters Score: Raw -86179.543765 + Penalty 661.026743 = -85518.517022 nChanged 12 SP:Iteration 21Q (1645.340000 sec): 3 clusters Score: Raw -86190.433939 + Penalty 661.026743 = -85529.407196 nChanged 10 SP:Iteration 22Q (1645.520000 sec): 3 clusters Score: Raw -86201.042847 + Penalty 661.026743 = -85540.016104 nChanged 10 SP:Iteration 23Q (1645.720000 sec): 3 clusters Score: Raw -86210.340791 + Penalty 661.026743 = -85549.314048 nChanged 15 SP:Iteration 24Q (1645.880000 sec): 3 clusters Score: Raw -86226.419021 + Penalty 661.026743 = -85565.392278 nChanged 13 SP:Iteration 25Q (1646.060000 sec): 3 clusters Score: Raw -86236.564745 + Penalty 661.026743 = -85575.538002 nChanged 8 SP:Iteration 26Q (1646.220000 sec): 3 clusters Score: Raw -86242.135827 + Penalty 661.026743 = -85581.109084 nChanged 11 SP:Iteration 27Q (1646.390000 sec): 3 clusters Score: Raw -86250.862859 + Penalty 661.026743 = -85589.836116 nChanged 7 SP:Iteration 28Q (1646.570000 sec): 3 clusters Score: Raw -86257.718915 + Penalty 661.026743 = -85596.692172 nChanged 5 SP:Iteration 29Q (1646.720000 sec): 3 clusters Score: Raw -86263.967536 + Penalty 661.026743 = -85602.940793 nChanged 4 SP:Iteration 30Q (1646.890000 sec): 3 clusters Score: Raw -86266.470372 + Penalty 661.026743 = -85605.443629 nChanged 3 SP:Iteration 31Q (1647.070000 sec): 3 clusters Score: Raw -86268.482063 + Penalty 661.026743 = -85607.455320 nChanged 3 SP:Iteration 32Q (1647.260000 sec): 3 clusters Score: Raw -86270.628835 + Penalty 661.026743 = -85609.602092 nChanged 2 SP:Iteration 33Q (1647.430000 sec): 3 clusters Score: Raw -86271.312127 + Penalty 661.026743 = -85610.285384 nChanged 1 SP:Iteration 34Q (1647.600000 sec): 3 clusters Score: Raw -86271.501861 + Penalty 661.026743 = -85610.475118 nChanged 0 SP:Iteration 35F (1647.800000 sec): 3 clusters Score: Raw -86271.501861 + Penalty 661.026743 = -85610.475118 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 40 (98 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.900000 sec): 2 clusters Score: Raw -4166.598511 + Penalty 208.616020 = -3957.982491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1648.080000 sec): 3 clusters Score: Raw -4168.947243 + Penalty 417.232041 = -3751.715202 nChanged 28 SP:Iteration 1F (1648.220000 sec): 3 clusters Score: Raw -4232.346968 + Penalty 417.232041 = -3815.114928 nChanged 5 SP:Iteration 2F (1648.370000 sec): 3 clusters Score: Raw -4254.094051 + Penalty 417.232041 = -3836.862010 nChanged 3 SP:Iteration 3Q (1648.540000 sec): 3 clusters Score: Raw -4267.099621 + Penalty 417.232041 = -3849.867581 nChanged 1 SP:Iteration 4Q (1648.740000 sec): 3 clusters Score: Raw -4268.754833 + Penalty 417.232041 = -3851.522792 nChanged 0 SP:Iteration 5F (1648.920000 sec): 3 clusters Score: Raw -4268.754833 + Penalty 417.232041 = -3851.522792 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 41 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.020000 sec): 2 clusters Score: Raw -10161.824026 + Penalty 238.015442 = -9923.808584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.220000 sec): 3 clusters Score: Raw -10122.479045 + Penalty 476.030884 = -9646.448161 nChanged 52 SP:Iteration 1F (1649.360000 sec): 3 clusters Score: Raw -10203.657775 + Penalty 476.030884 = -9727.626891 nChanged 16 SP:Iteration 2F (1649.540000 sec): 3 clusters Score: Raw -10225.675460 + Penalty 476.030884 = -9749.644576 nChanged 8 SP:Iteration 3Q (1649.760000 sec): 3 clusters Score: Raw -10234.734116 + Penalty 476.030884 = -9758.703231 nChanged 3 SP:Iteration 4Q (1649.940000 sec): 3 clusters Score: Raw -10239.927149 + Penalty 476.030884 = -9763.896265 nChanged 3 SP:Iteration 5Q (1650.120000 sec): 3 clusters Score: Raw -10242.027445 + Penalty 476.030884 = -9765.996561 nChanged 1 SP:Iteration 6Q (1650.320000 sec): 3 clusters Score: Raw -10243.964022 + Penalty 476.030884 = -9767.933138 nChanged 0 SP:Iteration 7F (1650.480000 sec): 3 clusters Score: Raw -10243.964022 + Penalty 476.030884 = -9767.933138 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 42 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1650.580000 sec): 2 clusters Score: Raw -17883.751903 + Penalty 261.742055 = -17622.009848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1650.750000 sec): 3 clusters Score: Raw -17779.486137 + Penalty 523.484110 = -17256.002027 nChanged 83 SP:Iteration 1F (1650.940000 sec): 3 clusters Score: Raw -17840.927845 + Penalty 523.484110 = -17317.443735 nChanged 21 SP:Iteration 2F (1651.110000 sec): 3 clusters Score: Raw -17880.206556 + Penalty 523.484110 = -17356.722446 nChanged 23 SP:Iteration 3F (1651.300000 sec): 3 clusters Score: Raw -17932.224653 + Penalty 523.484110 = -17408.740543 nChanged 33 SP:Iteration 4F (1651.490000 sec): 3 clusters Score: Raw -17990.933833 + Penalty 523.484110 = -17467.449723 nChanged 16 SP:Iteration 5F (1651.690000 sec): 3 clusters Score: Raw -18005.558519 + Penalty 523.484110 = -17482.074409 nChanged 12 SP:Iteration 6Q (1651.860000 sec): 3 clusters Score: Raw -18016.813451 + Penalty 523.484110 = -17493.329341 nChanged 10 SP:Iteration 7Q (1652.040000 sec): 3 clusters Score: Raw -18026.890099 + Penalty 523.484110 = -17503.405989 nChanged 4 SP:Iteration 8Q (1652.250000 sec): 3 clusters Score: Raw -18031.733171 + Penalty 523.484110 = -17508.249061 nChanged 2 SP:Iteration 9Q (1652.440000 sec): 3 clusters Score: Raw -18034.415783 + Penalty 523.484110 = -17510.931672 nChanged 1 SP:Iteration 10Q (1652.630000 sec): 3 clusters Score: Raw -18034.996486 + Penalty 523.484110 = -17511.512376 nChanged 0 SP:Iteration 11F (1652.810000 sec): 3 clusters Score: Raw -18034.996486 + Penalty 523.484110 = -17511.512376 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 43 (890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.910000 sec): 2 clusters Score: Raw -51768.421435 + Penalty 309.000577 = -51459.420859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.080000 sec): 3 clusters Score: Raw -51331.056141 + Penalty 618.001153 = -50713.054988 nChanged 333 SP:Iteration 1F (1653.220000 sec): 3 clusters Score: Raw -51546.855758 + Penalty 618.001153 = -50928.854605 nChanged 86 SP:Iteration 2F (1653.340000 sec): 3 clusters Score: Raw -51624.218389 + Penalty 618.001153 = -51006.217235 nChanged 71 SP:Iteration 3F (1653.520000 sec): 3 clusters Score: Raw -51692.303678 + Penalty 618.001153 = -51074.302525 nChanged 60 SP:Iteration 4F (1653.680000 sec): 3 clusters Score: Raw -51754.352168 + Penalty 618.001153 = -51136.351014 nChanged 45 SP:Iteration 5F (1653.880000 sec): 3 clusters Score: Raw -51795.722878 + Penalty 618.001153 = -51177.721725 nChanged 24 SP:Iteration 6Q (1654.070000 sec): 3 clusters Score: Raw -51815.106564 + Penalty 618.001153 = -51197.105411 nChanged 18 SP:Iteration 7Q (1654.230000 sec): 3 clusters Score: Raw -51828.386652 + Penalty 618.001153 = -51210.385499 nChanged 5 SP:Iteration 8Q (1654.410000 sec): 3 clusters Score: Raw -51829.920835 + Penalty 618.001153 = -51211.919682 nChanged 1 SP:Iteration 9Q (1654.620000 sec): 3 clusters Score: Raw -51830.596018 + Penalty 618.001153 = -51212.594865 nChanged 1 SP:Iteration 10Q (1654.770000 sec): 3 clusters Score: Raw -51831.364944 + Penalty 618.001153 = -51213.363791 nChanged 1 SP:Iteration 11Q (1654.980000 sec): 3 clusters Score: Raw -51831.640226 + Penalty 618.001153 = -51213.639073 nChanged 1 SP:Iteration 12Q (1655.170000 sec): 3 clusters Score: Raw -51833.325021 + Penalty 618.001153 = -51215.323868 nChanged 1 SP:Iteration 13Q (1655.330000 sec): 3 clusters Score: Raw -51833.644744 + Penalty 618.001153 = -51215.643591 nChanged 0 SP:Iteration 14F (1655.520000 sec): 3 clusters Score: Raw -51833.644744 + Penalty 618.001153 = -51215.643591 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 44 (417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1655.620000 sec): 2 clusters Score: Raw -22774.201965 + Penalty 274.505423 = -22499.696541 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1655.800000 sec): 3 clusters Score: Raw -22628.563433 + Penalty 549.010846 = -22079.552587 nChanged 133 SP:Iteration 1F (1655.980000 sec): 3 clusters Score: Raw -22731.481203 + Penalty 549.010846 = -22182.470356 nChanged 34 SP:Iteration 2F (1656.160000 sec): 3 clusters Score: Raw -22769.193244 + Penalty 549.010846 = -22220.182398 nChanged 28 SP:Iteration 3F (1656.380000 sec): 3 clusters Score: Raw -22803.644316 + Penalty 549.010846 = -22254.633470 nChanged 24 SP:Iteration 4F (1656.530000 sec): 3 clusters Score: Raw -22849.678983 + Penalty 549.010846 = -22300.668137 nChanged 32 SP:Iteration 5F (1656.660000 sec): 3 clusters Score: Raw -22968.055423 + Penalty 549.010846 = -22419.044577 nChanged 24 SP:Iteration 6F (1656.860000 sec): 3 clusters Score: Raw -23041.169961 + Penalty 549.010846 = -22492.159115 nChanged 18 SP:Iteration 7Q (1657.000000 sec): 3 clusters Score: Raw -23067.883732 + Penalty 549.010846 = -22518.872886 nChanged 3 SP:Iteration 8Q (1657.190000 sec): 3 clusters Score: Raw -23070.812615 + Penalty 549.010846 = -22521.801769 nChanged 2 SP:Iteration 9Q (1657.390000 sec): 3 clusters Score: Raw -23071.894253 + Penalty 549.010846 = -22522.883407 nChanged 1 SP:Iteration 10Q (1657.540000 sec): 3 clusters Score: Raw -23072.750122 + Penalty 549.010846 = -22523.739276 nChanged 1 SP:Iteration 11Q (1657.720000 sec): 3 clusters Score: Raw -23073.578054 + Penalty 549.010846 = -22524.567208 nChanged 3 SP:Iteration 12Q (1657.890000 sec): 3 clusters Score: Raw -23077.666657 + Penalty 549.010846 = -22528.655811 nChanged 3 SP:Iteration 13Q (1658.050000 sec): 3 clusters Score: Raw -23082.234679 + Penalty 549.010846 = -22533.223833 nChanged 0 SP:Iteration 14F (1658.230000 sec): 3 clusters Score: Raw -23082.234679 + Penalty 549.010846 = -22533.223833 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Iteration 99Q (1672.150000 sec): 50 clusters Score: Raw -13143106.661061 + Penalty 27540.753982 = -13115565.907079 nChanged 68 Deleting Class 24 (38 points): Lose 325.858455 but Gain 562.056204 Iteration 100F (1691.220000 sec): 49 clusters Score: Raw -13142849.591701 + Penalty 26978.697778 = -13115870.893923 nChanged 112 Iteration 101Q (1707.500000 sec): 49 clusters Score: Raw -13143081.791187 + Penalty 26978.697778 = -13116103.093409 nChanged 56 Iteration 102Q (1726.090000 sec): 49 clusters Score: Raw -13143116.948910 + Penalty 26978.697778 = -13116138.251132 nChanged 41 Iteration 103Q (1745.440000 sec): 49 clusters Score: Raw -13143151.084504 + Penalty 26978.697778 = -13116172.386725 nChanged 31 Iteration 104Q (1767.070000 sec): 49 clusters Score: Raw -13143178.333664 + Penalty 26978.697778 = -13116199.635886 nChanged 16 Iteration 105Q (1789.230000 sec): 49 clusters Score: Raw -13143189.393898 + Penalty 26978.697778 = -13116210.696119 nChanged 11 Iteration 106Q (1810.600000 sec): 49 clusters Score: Raw -13143193.988922 + Penalty 26978.697778 = -13116215.291144 nChanged 12 Iteration 107Q (1824.220000 sec): 49 clusters Score: Raw -13143197.655831 + Penalty 26978.697778 = -13116218.958052 nChanged 10 Iteration 108Q (1839.890000 sec): 49 clusters Score: Raw -13143198.674658 + Penalty 26978.697778 = -13116219.976880 nChanged 10 Iteration 109Q (1853.470000 sec): 49 clusters Score: Raw -13143198.927053 + Penalty 26978.697778 = -13116220.229275 nChanged 3 Iteration 110Q (1868.100000 sec): 49 clusters Score: Raw -13143198.968743 + Penalty 26978.697778 = -13116220.270965 nChanged 4 Iteration 111Q (1884.570000 sec): 49 clusters Score: Raw -13143198.993849 + Penalty 26978.697778 = -13116220.296071 nChanged 0 Iteration 112F (1906.440000 sec): 49 clusters Score: Raw -13143199.196627 + Penalty 26978.697778 = -13116220.498848 nChanged 1 Iteration 113Q (1924.530000 sec): 49 clusters Score: Raw -13143200.378713 + Penalty 26978.697778 = -13116221.680935 nChanged 0 Iteration 114F (1948.080000 sec): 49 clusters Score: Raw -13143200.378713 + Penalty 26978.697778 = -13116221.680935 nChanged 0 Compute initial score before splitting: Score: Raw -13143200.378713 + Penalty 26978.697778 = -13116221.680935 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 1 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.140000 sec): 2 clusters Score: Raw -64412.956515 + Penalty 320.463776 = -64092.492739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.350000 sec): 3 clusters Score: Raw -63822.019379 + Penalty 640.927552 = -63181.091826 nChanged 453 SP:Iteration 1F (1948.470000 sec): 3 clusters Score: Raw -64108.823020 + Penalty 640.927552 = -63467.895467 nChanged 97 SP:Iteration 2F (1948.600000 sec): 3 clusters Score: Raw -64169.028592 + Penalty 640.927552 = -63528.101040 nChanged 71 SP:Iteration 3F (1948.720000 sec): 3 clusters Score: Raw -64225.975057 + Penalty 640.927552 = -63585.047505 nChanged 65 SP:Iteration 4F (1948.830000 sec): 3 clusters Score: Raw -64290.573551 + Penalty 640.927552 = -63649.645998 nChanged 61 SP:Iteration 5F (1949.010000 sec): 3 clusters Score: Raw -64353.282883 + Penalty 640.927552 = -63712.355330 nChanged 57 SP:Iteration 6Q (1949.160000 sec): 3 clusters Score: Raw -64414.667680 + Penalty 640.927552 = -63773.740127 nChanged 44 SP:Iteration 7Q (1949.280000 sec): 3 clusters Score: Raw -64442.080785 + Penalty 640.927552 = -63801.153233 nChanged 29 SP:Iteration 8Q (1949.490000 sec): 3 clusters Score: Raw -64457.782059 + Penalty 640.927552 = -63816.854507 nChanged 20 SP:Iteration 9Q (1949.600000 sec): 3 clusters Score: Raw -64471.257033 + Penalty 640.927552 = -63830.329480 nChanged 26 SP:Iteration 10Q (1949.770000 sec): 3 clusters Score: Raw -64490.274715 + Penalty 640.927552 = -63849.347163 nChanged 23 SP:Iteration 11Q (1949.960000 sec): 3 clusters Score: Raw -64505.982059 + Penalty 640.927552 = -63865.054507 nChanged 13 SP:Iteration 12Q (1950.100000 sec): 3 clusters Score: Raw -64513.953536 + Penalty 640.927552 = -63873.025983 nChanged 12 SP:Iteration 13Q (1950.300000 sec): 3 clusters Score: Raw -64518.724455 + Penalty 640.927552 = -63877.796902 nChanged 5 SP:Iteration 14Q (1950.420000 sec): 3 clusters Score: Raw -64521.033946 + Penalty 640.927552 = -63880.106393 nChanged 6 SP:Iteration 15Q (1950.600000 sec): 3 clusters Score: Raw -64524.204709 + Penalty 640.927552 = -63883.277157 nChanged 4 SP:Iteration 16Q (1950.780000 sec): 3 clusters Score: Raw -64525.592234 + Penalty 640.927552 = -63884.664681 nChanged 1 SP:Iteration 17Q (1950.920000 sec): 3 clusters Score: Raw -64525.862801 + Penalty 640.927552 = -63884.935249 nChanged 1 SP:Iteration 18Q (1951.060000 sec): 3 clusters Score: Raw -64526.361255 + Penalty 640.927552 = -63885.433703 nChanged 0 SP:Iteration 19F (1951.240000 sec): 3 clusters Score: Raw -64526.361255 + Penalty 640.927552 = -63885.433703 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (159254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1951.820000 sec): 2 clusters Score: Raw -9445278.860867 + Penalty 545.010634 = -9444733.850233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1952.580000 sec): 3 clusters Score: Raw -9337524.874577 + Penalty 1090.021268 = -9336434.853309 nChanged 78349 SP:Iteration 1F (1953.490000 sec): 3 clusters Score: Raw -9383190.548949 + Penalty 1090.021268 = -9382100.527681 nChanged 3812 SP:Iteration 2Q (1954.490000 sec): 3 clusters Score: Raw -9383845.442602 + Penalty 1090.021268 = -9382755.421334 nChanged 4244 SP:Iteration 3Q (1955.340000 sec): 3 clusters Score: Raw -9384725.715406 + Penalty 1090.021268 = -9383635.694138 nChanged 4907 SP:Iteration 4Q (1956.300000 sec): 3 clusters Score: Raw -9386093.085258 + Penalty 1090.021268 = -9385003.063990 nChanged 6031 SP:Iteration 5Q (1957.060000 sec): 3 clusters Score: Raw -9388326.920671 + Penalty 1090.021268 = -9387236.899404 nChanged 7396 SP:Iteration 6Q (1957.870000 sec): 3 clusters Score: Raw -9392126.045218 + Penalty 1090.021268 = -9391036.023951 nChanged 8935 SP:Iteration 7F (1958.750000 sec): 3 clusters Score: Raw -9398175.391877 + Penalty 1090.021268 = -9397085.370609 nChanged 10338 SP:Iteration 8F (1959.480000 sec): 3 clusters Score: Raw -9406005.481445 + Penalty 1090.021268 = -9404915.460177 nChanged 10440 SP:Iteration 9F (1960.280000 sec): 3 clusters Score: Raw -9413285.795129 + Penalty 1090.021268 = -9412195.773861 nChanged 8630 SP:Iteration 10F (1961.140000 sec): 3 clusters Score: Raw -9417537.797573 + Penalty 1090.021268 = -9416447.776306 nChanged 5712 SP:Iteration 11Q (1961.860000 sec): 3 clusters Score: Raw -9419302.238345 + Penalty 1090.021268 = -9418212.217077 nChanged 3539 SP:Iteration 12Q (1962.770000 sec): 3 clusters Score: Raw -9420125.128633 + Penalty 1090.021268 = -9419035.107365 nChanged 2479 SP:Iteration 13Q (1963.740000 sec): 3 clusters Score: Raw -9420706.656040 + Penalty 1090.021268 = -9419616.634773 nChanged 2252 SP:Iteration 14Q (1964.380000 sec): 3 clusters Score: Raw -9421274.244490 + Penalty 1090.021268 = -9420184.223222 nChanged 2257 SP:Iteration 15Q (1965.120000 sec): 3 clusters Score: Raw -9421892.640591 + Penalty 1090.021268 = -9420802.619323 nChanged 2370 SP:Iteration 16Q (1965.800000 sec): 3 clusters Score: Raw -9422607.397036 + Penalty 1090.021268 = -9421517.375768 nChanged 2486 SP:Iteration 17Q (1966.520000 sec): 3 clusters Score: Raw -9423396.898898 + Penalty 1090.021268 = -9422306.877630 nChanged 2549 SP:Iteration 18Q (1967.260000 sec): 3 clusters Score: Raw -9424220.535803 + Penalty 1090.021268 = -9423130.514535 nChanged 2599 SP:Iteration 19Q (1967.870000 sec): 3 clusters Score: Raw -9425090.248696 + Penalty 1090.021268 = -9424000.227428 nChanged 2629 SP:Iteration 20F (1968.550000 sec): 3 clusters Score: Raw -9425996.752049 + Penalty 1090.021268 = -9424906.730781 nChanged 2639 SP:Iteration 21Q (1969.420000 sec): 3 clusters Score: Raw -9426943.835935 + Penalty 1090.021268 = -9425853.814667 nChanged 2653 SP:Iteration 22Q (1970.240000 sec): 3 clusters Score: Raw -9427943.621241 + Penalty 1090.021268 = -9426853.599973 nChanged 2636 SP:Iteration 23Q (1971.000000 sec): 3 clusters Score: Raw -9428977.181467 + Penalty 1090.021268 = -9427887.160199 nChanged 2519 SP:Iteration 24Q (1971.700000 sec): 3 clusters Score: Raw -9429985.374950 + Penalty 1090.021268 = -9428895.353683 nChanged 2377 SP:Iteration 25Q (1972.500000 sec): 3 clusters Score: Raw -9430949.053212 + Penalty 1090.021268 = -9429859.031944 nChanged 2364 SP:Iteration 26Q (1973.320000 sec): 3 clusters Score: Raw -9431909.391738 + Penalty 1090.021268 = -9430819.370470 nChanged 2354 SP:Iteration 27Q (1974.020000 sec): 3 clusters Score: Raw -9432861.617686 + Penalty 1090.021268 = -9431771.596418 nChanged 2236 SP:Iteration 28Q (1974.730000 sec): 3 clusters Score: Raw -9433747.994452 + Penalty 1090.021268 = -9432657.973184 nChanged 2119 SP:Iteration 29Q (1975.520000 sec): 3 clusters Score: Raw -9434562.183371 + Penalty 1090.021268 = -9433472.162103 nChanged 2119 SP:Iteration 30Q (1976.180000 sec): 3 clusters Score: Raw -9435355.960434 + Penalty 1090.021268 = -9434265.939166 nChanged 2053 SP:Iteration 31Q (1977.080000 sec): 3 clusters Score: Raw -9436117.260507 + Penalty 1090.021268 = -9435027.239240 nChanged 1976 SP:Iteration 32Q (1977.830000 sec): 3 clusters Score: Raw -9436849.411083 + Penalty 1090.021268 = -9435759.389815 nChanged 1906 SP:Iteration 33Q (1978.710000 sec): 3 clusters Score: Raw -9437565.996206 + Penalty 1090.021268 = -9436475.974938 nChanged 1834 SP:Iteration 34Q (1979.490000 sec): 3 clusters Score: Raw -9438265.784612 + Penalty 1090.021268 = -9437175.763344 nChanged 1798 SP:Iteration 35Q (1980.110000 sec): 3 clusters Score: Raw -9438980.119492 + Penalty 1090.021268 = -9437890.098224 nChanged 1748 SP:Iteration 36Q (1980.800000 sec): 3 clusters Score: Raw -9439720.282706 + Penalty 1090.021268 = -9438630.261438 nChanged 1693 SP:Iteration 37Q (1981.550000 sec): 3 clusters Score: Raw -9440498.882889 + Penalty 1090.021268 = -9439408.861621 nChanged 1644 SP:Iteration 38Q (1982.250000 sec): 3 clusters Score: Raw -9441304.287744 + Penalty 1090.021268 = -9440214.266476 nChanged 1478 SP:Iteration 39Q (1983.050000 sec): 3 clusters Score: Raw -9442060.115803 + Penalty 1090.021268 = -9440970.094535 nChanged 1370 SP:Iteration 40F (1983.750000 sec): 3 clusters Score: Raw -9442805.716214 + Penalty 1090.021268 = -9441715.694946 nChanged 1210 SP:Iteration 41Q (1984.380000 sec): 3 clusters Score: Raw -9443494.276201 + Penalty 1090.021268 = -9442404.254933 nChanged 982 SP:Iteration 42Q (1985.110000 sec): 3 clusters Score: Raw -9444056.418141 + Penalty 1090.021268 = -9442966.396873 nChanged 736 SP:Iteration 43Q (1985.820000 sec): 3 clusters Score: Raw -9444479.777486 + Penalty 1090.021268 = -9443389.756218 nChanged 504 SP:Iteration 44Q (1986.430000 sec): 3 clusters Score: Raw -9444760.533122 + Penalty 1090.021268 = -9443670.511854 nChanged 333 SP:Iteration 45Q (1987.180000 sec): 3 clusters Score: Raw -9444953.056517 + Penalty 1090.021268 = -9443863.035249 nChanged 230 SP:Iteration 46Q (1987.830000 sec): 3 clusters Score: Raw -9445090.666970 + Penalty 1090.021268 = -9444000.645703 nChanged 129 SP:Iteration 47Q (1988.480000 sec): 3 clusters Score: Raw -9445173.063691 + Penalty 1090.021268 = -9444083.042423 nChanged 89 SP:Iteration 48Q (1989.130000 sec): 3 clusters Score: Raw -9445238.811567 + Penalty 1090.021268 = -9444148.790300 nChanged 61 SP:Iteration 49Q (1989.760000 sec): 3 clusters Score: Raw -9445278.504117 + Penalty 1090.021268 = -9444188.482849 nChanged 41 SP:Iteration 50Q (1990.390000 sec): 3 clusters Score: Raw -9445304.543243 + Penalty 1090.021268 = -9444214.521975 nChanged 28 SP:Iteration 51Q (1991.110000 sec): 3 clusters Score: Raw -9445323.334143 + Penalty 1090.021268 = -9444233.312875 nChanged 28 SP:Iteration 52Q (1991.850000 sec): 3 clusters Score: Raw -9445339.963237 + Penalty 1090.021268 = -9444249.941969 nChanged 16 SP:Iteration 53Q (1992.630000 sec): 3 clusters Score: Raw -9445348.935725 + Penalty 1090.021268 = -9444258.914457 nChanged 8 SP:Iteration 54Q (1993.440000 sec): 3 clusters Score: Raw -9445352.800157 + Penalty 1090.021268 = -9444262.778889 nChanged 8 SP:Iteration 55Q (1994.070000 sec): 3 clusters Score: Raw -9445356.238701 + Penalty 1090.021268 = -9444266.217433 nChanged 9 SP:Iteration 56Q (1994.850000 sec): 3 clusters Score: Raw -9445362.444402 + Penalty 1090.021268 = -9444272.423135 nChanged 10 SP:Iteration 57Q (1995.680000 sec): 3 clusters Score: Raw -9445369.788935 + Penalty 1090.021268 = -9444279.767667 nChanged 9 SP:Iteration 58Q (1996.400000 sec): 3 clusters Score: Raw -9445372.550868 + Penalty 1090.021268 = -9444282.529601 nChanged 7 SP:Iteration 59Q (1997.100000 sec): 3 clusters Score: Raw -9445375.568134 + Penalty 1090.021268 = -9444285.546867 nChanged 2 SP:Iteration 60F (1998.080000 sec): 3 clusters Score: Raw -9445376.488687 + Penalty 1090.021268 = -9444286.467419 nChanged 3 SP:Iteration 61Q (1998.690000 sec): 3 clusters Score: Raw -9445378.152732 + Penalty 1090.021268 = -9444288.131464 nChanged 4 SP:Iteration 62Q (1999.580000 sec): 3 clusters Score: Raw -9445379.752186 + Penalty 1090.021268 = -9444289.730919 nChanged 1 SP:Iteration 63Q (2000.240000 sec): 3 clusters Score: Raw -9445380.542254 + Penalty 1090.021268 = -9444290.520986 nChanged 3 SP:Iteration 64Q (2000.790000 sec): 3 clusters Score: Raw -9445382.343163 + Penalty 1090.021268 = -9444292.321895 nChanged 3 SP:Iteration 65Q (2001.610000 sec): 3 clusters Score: Raw -9445383.768645 + Penalty 1090.021268 = -9444293.747378 nChanged 1 SP:Iteration 66Q (2002.410000 sec): 3 clusters Score: Raw -9445383.958852 + Penalty 1090.021268 = -9444293.937584 nChanged 0 SP:Iteration 67F (2003.340000 sec): 3 clusters Score: Raw -9445383.958852 + Penalty 1090.021268 = -9444293.937584 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2003.440000 sec): 2 clusters Score: Raw -10791.301095 + Penalty 241.974460 = -10549.326636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2003.560000 sec): 3 clusters Score: Raw -10729.915559 + Penalty 483.948919 = -10245.966639 nChanged 44 SP:Iteration 1F (2003.690000 sec): 3 clusters Score: Raw -10797.273329 + Penalty 483.948919 = -10313.324410 nChanged 20 SP:Iteration 2F (2003.820000 sec): 3 clusters Score: Raw -10835.236876 + Penalty 483.948919 = -10351.287957 nChanged 17 SP:Iteration 3F (2003.940000 sec): 3 clusters Score: Raw -10883.921368 + Penalty 483.948919 = -10399.972448 nChanged 11 SP:Iteration 4F (2004.070000 sec): 3 clusters Score: Raw -10910.973865 + Penalty 483.948919 = -10427.024945 nChanged 5 SP:Iteration 5Q (2004.200000 sec): 3 clusters Score: Raw -10926.213311 + Penalty 483.948919 = -10442.264391 nChanged 4 SP:Iteration 6Q (2004.320000 sec): 3 clusters Score: Raw -10930.908051 + Penalty 483.948919 = -10446.959132 nChanged 1 SP:Iteration 7Q (2004.450000 sec): 3 clusters Score: Raw -10931.564360 + Penalty 483.948919 = -10447.615441 nChanged 0 SP:Iteration 8F (2004.580000 sec): 3 clusters Score: Raw -10931.564360 + Penalty 483.948919 = -10447.615441 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 4 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.640000 sec): 2 clusters Score: Raw -3088.978824 + Penalty 195.215905 = -2893.762919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.820000 sec): 3 clusters Score: Raw -3127.402874 + Penalty 390.431809 = -2736.971065 nChanged 16 SP:Iteration 1F (2004.980000 sec): 3 clusters Score: Raw -3166.761220 + Penalty 390.431809 = -2776.329411 nChanged 2 SP:Iteration 2Q (2005.170000 sec): 3 clusters Score: Raw -3169.675840 + Penalty 390.431809 = -2779.244031 nChanged 2 SP:Iteration 3Q (2005.360000 sec): 3 clusters Score: Raw -3175.113138 + Penalty 390.431809 = -2784.681329 nChanged 0 SP:Iteration 4F (2005.470000 sec): 3 clusters Score: Raw -3175.113138 + Penalty 390.431809 = -2784.681329 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 5 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2005.540000 sec): 2 clusters Score: Raw -196470.290500 + Penalty 365.825672 = -196104.464828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.670000 sec): 3 clusters Score: Raw -194675.084039 + Penalty 731.651344 = -193943.432694 nChanged 1336 SP:Iteration 1F (2005.850000 sec): 3 clusters Score: Raw -195370.593772 + Penalty 731.651344 = -194638.942427 nChanged 211 SP:Iteration 2F (2006.040000 sec): 3 clusters Score: Raw -195474.161074 + Penalty 731.651344 = -194742.509730 nChanged 202 SP:Iteration 3F (2006.190000 sec): 3 clusters Score: Raw -195572.527417 + Penalty 731.651344 = -194840.876073 nChanged 182 SP:Iteration 4F (2006.410000 sec): 3 clusters Score: Raw -195676.795166 + Penalty 731.651344 = -194945.143822 nChanged 174 SP:Iteration 5F (2006.570000 sec): 3 clusters Score: Raw -195778.516353 + Penalty 731.651344 = -195046.865009 nChanged 173 SP:Iteration 6F (2006.710000 sec): 3 clusters Score: Raw -195887.975577 + Penalty 731.651344 = -195156.324232 nChanged 166 SP:Iteration 7F (2006.910000 sec): 3 clusters Score: Raw -196022.718648 + Penalty 731.651344 = -195291.067304 nChanged 177 SP:Iteration 8F (2007.090000 sec): 3 clusters Score: Raw -196194.117729 + Penalty 731.651344 = -195462.466385 nChanged 129 SP:Iteration 9Q (2007.280000 sec): 3 clusters Score: Raw -196307.806964 + Penalty 731.651344 = -195576.155620 nChanged 95 SP:Iteration 10Q (2007.420000 sec): 3 clusters Score: Raw -196403.433629 + Penalty 731.651344 = -195671.782285 nChanged 59 SP:Iteration 11Q (2007.600000 sec): 3 clusters Score: Raw -196466.091983 + Penalty 731.651344 = -195734.440639 nChanged 22 SP:Iteration 12Q (2007.820000 sec): 3 clusters Score: Raw -196486.265190 + Penalty 731.651344 = -195754.613845 nChanged 11 SP:Iteration 13Q (2008.000000 sec): 3 clusters Score: Raw -196498.625707 + Penalty 731.651344 = -195766.974362 nChanged 6 SP:Iteration 14Q (2008.180000 sec): 3 clusters Score: Raw -196508.415846 + Penalty 731.651344 = -195776.764502 nChanged 7 SP:Iteration 15Q (2008.370000 sec): 3 clusters Score: Raw -196516.393198 + Penalty 731.651344 = -195784.741853 nChanged 2 SP:Iteration 16Q (2008.570000 sec): 3 clusters Score: Raw -196517.591945 + Penalty 731.651344 = -195785.940601 nChanged 1 SP:Iteration 17Q (2008.690000 sec): 3 clusters Score: Raw -196518.423977 + Penalty 731.651344 = -195786.772632 nChanged 2 SP:Iteration 18Q (2008.880000 sec): 3 clusters Score: Raw -196520.507667 + Penalty 731.651344 = -195788.856323 nChanged 0 SP:Iteration 19F (2009.050000 sec): 3 clusters Score: Raw -196520.507667 + Penalty 731.651344 = -195788.856323 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 6 (109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.100000 sec): 2 clusters Score: Raw -4879.037845 + Penalty 213.456329 = -4665.581516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.300000 sec): 3 clusters Score: Raw -4893.212003 + Penalty 426.912657 = -4466.299346 nChanged 17 SP:Iteration 1F (2009.490000 sec): 3 clusters Score: Raw -4933.238582 + Penalty 426.912657 = -4506.325925 nChanged 8 SP:Iteration 2F (2009.690000 sec): 3 clusters Score: Raw -4969.685464 + Penalty 426.912657 = -4542.772806 nChanged 3 SP:Iteration 3Q (2009.860000 sec): 3 clusters Score: Raw -5004.080419 + Penalty 426.912657 = -4577.167761 nChanged 1 SP:Iteration 4Q (2010.000000 sec): 3 clusters Score: Raw -5005.551980 + Penalty 426.912657 = -4578.639323 nChanged 1 SP:Iteration 5Q (2010.200000 sec): 3 clusters Score: Raw -5007.658477 + Penalty 426.912657 = -4580.745820 nChanged 0 SP:Iteration 6F (2010.390000 sec): 3 clusters Score: Raw -5007.658477 + Penalty 426.912657 = -4580.745820 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2010.450000 sec): 2 clusters Score: Raw -24272.143597 + Penalty 275.370057 = -23996.773540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2010.610000 sec): 3 clusters Score: Raw -24121.820510 + Penalty 550.740114 = -23571.080396 nChanged 156 SP:Iteration 1F (2010.800000 sec): 3 clusters Score: Raw -24245.722273 + Penalty 550.740114 = -23694.982159 nChanged 38 SP:Iteration 2F (2010.980000 sec): 3 clusters Score: Raw -24272.886012 + Penalty 550.740114 = -23722.145898 nChanged 24 SP:Iteration 3F (2011.130000 sec): 3 clusters Score: Raw -24293.790266 + Penalty 550.740114 = -23743.050151 nChanged 20 SP:Iteration 4Q (2011.320000 sec): 3 clusters Score: Raw -24309.947111 + Penalty 550.740114 = -23759.206997 nChanged 15 SP:Iteration 5Q (2011.500000 sec): 3 clusters Score: Raw -24325.034108 + Penalty 550.740114 = -23774.293994 nChanged 11 SP:Iteration 6Q (2011.640000 sec): 3 clusters Score: Raw -24333.590491 + Penalty 550.740114 = -23782.850376 nChanged 8 SP:Iteration 7Q (2011.820000 sec): 3 clusters Score: Raw -24339.619900 + Penalty 550.740114 = -23788.879786 nChanged 6 SP:Iteration 8Q (2012.000000 sec): 3 clusters Score: Raw -24342.611655 + Penalty 550.740114 = -23791.871540 nChanged 5 SP:Iteration 9Q (2012.170000 sec): 3 clusters Score: Raw -24345.001265 + Penalty 550.740114 = -23794.261150 nChanged 2 SP:Iteration 10Q (2012.350000 sec): 3 clusters Score: Raw -24346.321975 + Penalty 550.740114 = -23795.581861 nChanged 1 SP:Iteration 11Q (2012.460000 sec): 3 clusters Score: Raw -24346.632020 + Penalty 550.740114 = -23795.891906 nChanged 1 SP:Iteration 12Q (2012.640000 sec): 3 clusters Score: Raw -24347.070618 + Penalty 550.740114 = -23796.330504 nChanged 1 SP:Iteration 13Q (2012.830000 sec): 3 clusters Score: Raw -24347.346653 + Penalty 550.740114 = -23796.606538 nChanged 0 SP:Iteration 14F (2013.000000 sec): 3 clusters Score: Raw -24347.346653 + Penalty 550.740114 = -23796.606538 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 8 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2013.110000 sec): 2 clusters Score: Raw -12109.001426 + Penalty 246.634342 = -11862.367084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2013.290000 sec): 3 clusters Score: Raw -12069.034067 + Penalty 493.268685 = -11575.765382 nChanged 66 SP:Iteration 1F (2013.440000 sec): 3 clusters Score: Raw -12149.132435 + Penalty 493.268685 = -11655.863750 nChanged 15 SP:Iteration 2F (2013.610000 sec): 3 clusters Score: Raw -12174.800752 + Penalty 493.268685 = -11681.532067 nChanged 8 SP:Iteration 3Q (2013.790000 sec): 3 clusters Score: Raw -12189.585655 + Penalty 493.268685 = -11696.316970 nChanged 6 SP:Iteration 4Q (2013.960000 sec): 3 clusters Score: Raw -12201.366450 + Penalty 493.268685 = -11708.097765 nChanged 3 SP:Iteration 5Q (2014.150000 sec): 3 clusters Score: Raw -12208.405292 + Penalty 493.268685 = -11715.136607 nChanged 5 SP:Iteration 6Q (2014.320000 sec): 3 clusters Score: Raw -12217.107316 + Penalty 493.268685 = -11723.838631 nChanged 7 SP:Iteration 7Q (2014.490000 sec): 3 clusters Score: Raw -12226.496685 + Penalty 493.268685 = -11733.228001 nChanged 4 SP:Iteration 8Q (2014.640000 sec): 3 clusters Score: Raw -12232.691544 + Penalty 493.268685 = -11739.422859 nChanged 2 SP:Iteration 9Q (2014.820000 sec): 3 clusters Score: Raw -12237.520793 + Penalty 493.268685 = -11744.252108 nChanged 2 SP:Iteration 10Q (2015.000000 sec): 3 clusters Score: Raw -12241.341715 + Penalty 493.268685 = -11748.073030 nChanged 2 SP:Iteration 11Q (2015.200000 sec): 3 clusters Score: Raw -12245.013687 + Penalty 493.268685 = -11751.745003 nChanged 2 SP:Iteration 12Q (2015.340000 sec): 3 clusters Score: Raw -12245.450353 + Penalty 493.268685 = -11752.181668 nChanged 0 SP:Iteration 13F (2015.550000 sec): 3 clusters Score: Raw -12245.450353 + Penalty 493.268685 = -11752.181668 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 9 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.600000 sec): 2 clusters Score: Raw -111414.531862 + Penalty 345.314780 = -111069.217082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.760000 sec): 3 clusters Score: Raw -110337.003420 + Penalty 690.629560 = -109646.373860 nChanged 834 SP:Iteration 1F (2015.960000 sec): 3 clusters Score: Raw -110817.856222 + Penalty 690.629560 = -110127.226662 nChanged 151 SP:Iteration 2F (2016.150000 sec): 3 clusters Score: Raw -110918.046214 + Penalty 690.629560 = -110227.416654 nChanged 129 SP:Iteration 3F (2016.290000 sec): 3 clusters Score: Raw -110996.162107 + Penalty 690.629560 = -110305.532547 nChanged 112 SP:Iteration 4F (2016.480000 sec): 3 clusters Score: Raw -111068.592819 + Penalty 690.629560 = -110377.963260 nChanged 93 SP:Iteration 5Q (2016.680000 sec): 3 clusters Score: Raw -111113.004550 + Penalty 690.629560 = -110422.374990 nChanged 63 SP:Iteration 6Q (2016.820000 sec): 3 clusters Score: Raw -111152.857344 + Penalty 690.629560 = -110462.227784 nChanged 62 SP:Iteration 7Q (2016.990000 sec): 3 clusters Score: Raw -111182.715041 + Penalty 690.629560 = -110492.085481 nChanged 53 SP:Iteration 8Q (2017.160000 sec): 3 clusters Score: Raw -111208.205119 + Penalty 690.629560 = -110517.575560 nChanged 38 SP:Iteration 9Q (2017.360000 sec): 3 clusters Score: Raw -111226.308142 + Penalty 690.629560 = -110535.678582 nChanged 40 SP:Iteration 10Q (2017.520000 sec): 3 clusters Score: Raw -111247.954166 + Penalty 690.629560 = -110557.324606 nChanged 37 SP:Iteration 11Q (2017.700000 sec): 3 clusters Score: Raw -111263.224985 + Penalty 690.629560 = -110572.595425 nChanged 39 SP:Iteration 12Q (2017.880000 sec): 3 clusters Score: Raw -111278.695606 + Penalty 690.629560 = -110588.066046 nChanged 33 SP:Iteration 13Q (2018.050000 sec): 3 clusters Score: Raw -111293.579722 + Penalty 690.629560 = -110602.950162 nChanged 30 SP:Iteration 14Q (2018.260000 sec): 3 clusters Score: Raw -111303.840291 + Penalty 690.629560 = -110613.210732 nChanged 22 SP:Iteration 15Q (2018.440000 sec): 3 clusters Score: Raw -111310.728406 + Penalty 690.629560 = -110620.098846 nChanged 20 SP:Iteration 16Q (2018.590000 sec): 3 clusters Score: Raw -111317.352358 + Penalty 690.629560 = -110626.722798 nChanged 18 SP:Iteration 17Q (2018.740000 sec): 3 clusters Score: Raw -111323.715117 + Penalty 690.629560 = -110633.085557 nChanged 24 SP:Iteration 18Q (2018.910000 sec): 3 clusters Score: Raw -111330.218260 + Penalty 690.629560 = -110639.588700 nChanged 21 SP:Iteration 19Q (2019.130000 sec): 3 clusters Score: Raw -111337.758846 + Penalty 690.629560 = -110647.129286 nChanged 17 SP:Iteration 20F (2019.310000 sec): 3 clusters Score: Raw -111345.349626 + Penalty 690.629560 = -110654.720066 nChanged 23 SP:Iteration 21Q (2019.490000 sec): 3 clusters Score: Raw -111353.673347 + Penalty 690.629560 = -110663.043787 nChanged 19 SP:Iteration 22Q (2019.670000 sec): 3 clusters Score: Raw -111359.883212 + Penalty 690.629560 = -110669.253653 nChanged 19 SP:Iteration 23Q (2019.820000 sec): 3 clusters Score: Raw -111367.012594 + Penalty 690.629560 = -110676.383034 nChanged 32 SP:Iteration 24Q (2020.000000 sec): 3 clusters Score: Raw -111378.782477 + Penalty 690.629560 = -110688.152917 nChanged 27 SP:Iteration 25Q (2020.200000 sec): 3 clusters Score: Raw -111388.995232 + Penalty 690.629560 = -110698.365672 nChanged 26 SP:Iteration 26Q (2020.360000 sec): 3 clusters Score: Raw -111397.338593 + Penalty 690.629560 = -110706.709034 nChanged 18 SP:Iteration 27Q (2020.530000 sec): 3 clusters Score: Raw -111401.767221 + Penalty 690.629560 = -110711.137661 nChanged 9 SP:Iteration 28Q (2020.700000 sec): 3 clusters Score: Raw -111403.804779 + Penalty 690.629560 = -110713.175219 nChanged 12 SP:Iteration 29Q (2020.890000 sec): 3 clusters Score: Raw -111406.916957 + Penalty 690.629560 = -110716.287397 nChanged 14 SP:Iteration 30Q (2021.080000 sec): 3 clusters Score: Raw -111412.614009 + Penalty 690.629560 = -110721.984449 nChanged 12 SP:Iteration 31Q (2021.250000 sec): 3 clusters Score: Raw -111416.761006 + Penalty 690.629560 = -110726.131446 nChanged 9 SP:Iteration 32Q (2021.440000 sec): 3 clusters Score: Raw -111419.576308 + Penalty 690.629560 = -110728.946748 nChanged 11 SP:Iteration 33Q (2021.610000 sec): 3 clusters Score: Raw -111422.964740 + Penalty 690.629560 = -110732.335180 nChanged 9 SP:Iteration 34Q (2021.790000 sec): 3 clusters Score: Raw -111425.594772 + Penalty 690.629560 = -110734.965212 nChanged 13 SP:Iteration 35Q (2021.960000 sec): 3 clusters Score: Raw -111431.018946 + Penalty 690.629560 = -110740.389386 nChanged 19 SP:Iteration 36Q (2022.100000 sec): 3 clusters Score: Raw -111439.433639 + Penalty 690.629560 = -110748.804079 nChanged 14 SP:Iteration 37Q (2022.300000 sec): 3 clusters Score: Raw -111445.631496 + Penalty 690.629560 = -110755.001936 nChanged 13 SP:Iteration 38Q (2022.450000 sec): 3 clusters Score: Raw -111450.418912 + Penalty 690.629560 = -110759.789352 nChanged 10 SP:Iteration 39Q (2022.650000 sec): 3 clusters Score: Raw -111456.111815 + Penalty 690.629560 = -110765.482255 nChanged 14 SP:Iteration 40F (2022.840000 sec): 3 clusters Score: Raw -111464.236924 + Penalty 690.629560 = -110773.607364 nChanged 16 SP:Iteration 41Q (2022.970000 sec): 3 clusters Score: Raw -111470.274666 + Penalty 690.629560 = -110779.645106 nChanged 8 SP:Iteration 42Q (2023.160000 sec): 3 clusters Score: Raw -111473.981291 + Penalty 690.629560 = -110783.351731 nChanged 9 SP:Iteration 43Q (2023.350000 sec): 3 clusters Score: Raw -111477.538514 + Penalty 690.629560 = -110786.908954 nChanged 6 SP:Iteration 44Q (2023.500000 sec): 3 clusters Score: Raw -111480.622115 + Penalty 690.629560 = -110789.992555 nChanged 3 SP:Iteration 45Q (2023.680000 sec): 3 clusters Score: Raw -111483.238730 + Penalty 690.629560 = -110792.609170 nChanged 9 SP:Iteration 46Q (2023.870000 sec): 3 clusters Score: Raw -111488.435628 + Penalty 690.629560 = -110797.806068 nChanged 10 SP:Iteration 47Q (2024.040000 sec): 3 clusters Score: Raw -111492.656535 + Penalty 690.629560 = -110802.026975 nChanged 6 SP:Iteration 48Q (2024.220000 sec): 3 clusters Score: Raw -111494.479370 + Penalty 690.629560 = -110803.849810 nChanged 3 SP:Iteration 49Q (2024.390000 sec): 3 clusters Score: Raw -111495.116928 + Penalty 690.629560 = -110804.487368 nChanged 1 SP:Iteration 50Q (2024.590000 sec): 3 clusters Score: Raw -111495.186013 + Penalty 690.629560 = -110804.556453 nChanged 0 SP:Iteration 51F (2024.770000 sec): 3 clusters Score: Raw -111495.186013 + Penalty 690.629560 = -110804.556453 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 10 (14308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2024.890000 sec): 2 clusters Score: Raw -824566.204209 + Penalty 435.370122 = -824130.834087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2025.110000 sec): 3 clusters Score: Raw -815532.871787 + Penalty 870.740243 = -814662.131544 nChanged 6776 SP:Iteration 1F (2025.310000 sec): 3 clusters Score: Raw -819661.084736 + Penalty 870.740243 = -818790.344493 nChanged 953 SP:Iteration 2F (2025.510000 sec): 3 clusters Score: Raw -820172.805734 + Penalty 870.740243 = -819302.065491 nChanged 982 SP:Iteration 3F (2025.730000 sec): 3 clusters Score: Raw -820815.335665 + Penalty 870.740243 = -819944.595422 nChanged 1018 SP:Iteration 4F (2025.950000 sec): 3 clusters Score: Raw -821628.988929 + Penalty 870.740243 = -820758.248686 nChanged 977 SP:Iteration 5F (2026.170000 sec): 3 clusters Score: Raw -822488.489024 + Penalty 870.740243 = -821617.748781 nChanged 770 SP:Iteration 6F (2026.350000 sec): 3 clusters Score: Raw -823116.979028 + Penalty 870.740243 = -822246.238785 nChanged 531 SP:Iteration 7Q (2026.560000 sec): 3 clusters Score: Raw -823425.098641 + Penalty 870.740243 = -822554.358398 nChanged 335 SP:Iteration 8Q (2026.750000 sec): 3 clusters Score: Raw -823575.172585 + Penalty 870.740243 = -822704.432342 nChanged 232 SP:Iteration 9Q (2026.940000 sec): 3 clusters Score: Raw -823672.827529 + Penalty 870.740243 = -822802.087286 nChanged 220 SP:Iteration 10Q (2027.130000 sec): 3 clusters Score: Raw -823765.170536 + Penalty 870.740243 = -822894.430293 nChanged 215 SP:Iteration 11Q (2027.310000 sec): 3 clusters Score: Raw -823856.415271 + Penalty 870.740243 = -822985.675028 nChanged 194 SP:Iteration 12Q (2027.510000 sec): 3 clusters Score: Raw -823929.611044 + Penalty 870.740243 = -823058.870801 nChanged 179 SP:Iteration 13Q (2027.750000 sec): 3 clusters Score: Raw -823991.379152 + Penalty 870.740243 = -823120.638909 nChanged 189 SP:Iteration 14Q (2027.940000 sec): 3 clusters Score: Raw -824063.202753 + Penalty 870.740243 = -823192.462510 nChanged 189 SP:Iteration 15Q (2028.190000 sec): 3 clusters Score: Raw -824139.594785 + Penalty 870.740243 = -823268.854542 nChanged 170 SP:Iteration 16Q (2028.390000 sec): 3 clusters Score: Raw -824203.557784 + Penalty 870.740243 = -823332.817541 nChanged 149 SP:Iteration 17Q (2028.570000 sec): 3 clusters Score: Raw -824254.815028 + Penalty 870.740243 = -823384.074785 nChanged 146 SP:Iteration 18Q (2028.790000 sec): 3 clusters Score: Raw -824309.961781 + Penalty 870.740243 = -823439.221537 nChanged 146 SP:Iteration 19Q (2028.990000 sec): 3 clusters Score: Raw -824358.603686 + Penalty 870.740243 = -823487.863442 nChanged 120 SP:Iteration 20F (2029.190000 sec): 3 clusters Score: Raw -824389.675200 + Penalty 870.740243 = -823518.934957 nChanged 102 SP:Iteration 21Q (2029.390000 sec): 3 clusters Score: Raw -824416.103770 + Penalty 870.740243 = -823545.363526 nChanged 101 SP:Iteration 22Q (2029.580000 sec): 3 clusters Score: Raw -824444.414036 + Penalty 870.740243 = -823573.673793 nChanged 96 SP:Iteration 23Q (2029.800000 sec): 3 clusters Score: Raw -824470.925570 + Penalty 870.740243 = -823600.185327 nChanged 72 SP:Iteration 24Q (2030.020000 sec): 3 clusters Score: Raw -824486.453638 + Penalty 870.740243 = -823615.713394 nChanged 56 SP:Iteration 25Q (2030.220000 sec): 3 clusters Score: Raw -824496.480188 + Penalty 870.740243 = -823625.739945 nChanged 46 SP:Iteration 26Q (2030.430000 sec): 3 clusters Score: Raw -824506.055167 + Penalty 870.740243 = -823635.314924 nChanged 45 SP:Iteration 27Q (2030.620000 sec): 3 clusters Score: Raw -824514.229035 + Penalty 870.740243 = -823643.488792 nChanged 45 SP:Iteration 28Q (2030.810000 sec): 3 clusters Score: Raw -824523.540485 + Penalty 870.740243 = -823652.800241 nChanged 48 SP:Iteration 29Q (2031.010000 sec): 3 clusters Score: Raw -824533.944517 + Penalty 870.740243 = -823663.204274 nChanged 43 SP:Iteration 30Q (2031.200000 sec): 3 clusters Score: Raw -824544.142630 + Penalty 870.740243 = -823673.402386 nChanged 54 SP:Iteration 31Q (2031.370000 sec): 3 clusters Score: Raw -824556.881906 + Penalty 870.740243 = -823686.141662 nChanged 46 SP:Iteration 32Q (2031.580000 sec): 3 clusters Score: Raw -824570.090143 + Penalty 870.740243 = -823699.349900 nChanged 48 SP:Iteration 33Q (2031.790000 sec): 3 clusters Score: Raw -824582.654421 + Penalty 870.740243 = -823711.914178 nChanged 47 SP:Iteration 34Q (2032.030000 sec): 3 clusters Score: Raw -824595.103212 + Penalty 870.740243 = -823724.362969 nChanged 43 SP:Iteration 35Q (2032.200000 sec): 3 clusters Score: Raw -824605.013846 + Penalty 870.740243 = -823734.273602 nChanged 41 SP:Iteration 36Q (2032.420000 sec): 3 clusters Score: Raw -824612.157137 + Penalty 870.740243 = -823741.416894 nChanged 33 SP:Iteration 37Q (2032.560000 sec): 3 clusters Score: Raw -824618.273223 + Penalty 870.740243 = -823747.532980 nChanged 27 SP:Iteration 38Q (2032.750000 sec): 3 clusters Score: Raw -824622.349150 + Penalty 870.740243 = -823751.608907 nChanged 15 SP:Iteration 39Q (2032.950000 sec): 3 clusters Score: Raw -824624.177684 + Penalty 870.740243 = -823753.437441 nChanged 12 SP:Iteration 40F (2033.150000 sec): 3 clusters Score: Raw -824626.195591 + Penalty 870.740243 = -823755.455348 nChanged 10 SP:Iteration 41Q (2033.350000 sec): 3 clusters Score: Raw -824628.102566 + Penalty 870.740243 = -823757.362323 nChanged 11 SP:Iteration 42Q (2033.520000 sec): 3 clusters Score: Raw -824629.671177 + Penalty 870.740243 = -823758.930934 nChanged 10 SP:Iteration 43Q (2033.710000 sec): 3 clusters Score: Raw -824631.591580 + Penalty 870.740243 = -823760.851337 nChanged 11 SP:Iteration 44Q (2033.930000 sec): 3 clusters Score: Raw -824633.162884 + Penalty 870.740243 = -823762.422641 nChanged 11 SP:Iteration 45Q (2034.150000 sec): 3 clusters Score: Raw -824634.600864 + Penalty 870.740243 = -823763.860621 nChanged 12 SP:Iteration 46Q (2034.370000 sec): 3 clusters Score: Raw -824636.424073 + Penalty 870.740243 = -823765.683830 nChanged 11 SP:Iteration 47Q (2034.550000 sec): 3 clusters Score: Raw -824637.963149 + Penalty 870.740243 = -823767.222906 nChanged 9 SP:Iteration 48Q (2034.810000 sec): 3 clusters Score: Raw -824639.001913 + Penalty 870.740243 = -823768.261670 nChanged 6 SP:Iteration 49Q (2035.030000 sec): 3 clusters Score: Raw -824640.080766 + Penalty 870.740243 = -823769.340523 nChanged 7 SP:Iteration 50Q (2035.220000 sec): 3 clusters Score: Raw -824640.917136 + Penalty 870.740243 = -823770.176893 nChanged 4 SP:Iteration 51Q (2035.400000 sec): 3 clusters Score: Raw -824641.267688 + Penalty 870.740243 = -823770.527445 nChanged 2 SP:Iteration 52Q (2035.610000 sec): 3 clusters Score: Raw -824641.372778 + Penalty 870.740243 = -823770.632535 nChanged 5 SP:Iteration 53Q (2035.800000 sec): 3 clusters Score: Raw -824641.916133 + Penalty 870.740243 = -823771.175889 nChanged 7 SP:Iteration 54Q (2036.040000 sec): 3 clusters Score: Raw -824642.727837 + Penalty 870.740243 = -823771.987594 nChanged 6 SP:Iteration 55Q (2036.250000 sec): 3 clusters Score: Raw -824643.661038 + Penalty 870.740243 = -823772.920795 nChanged 6 SP:Iteration 56Q (2036.470000 sec): 3 clusters Score: Raw -824644.444831 + Penalty 870.740243 = -823773.704587 nChanged 6 SP:Iteration 57Q (2036.650000 sec): 3 clusters Score: Raw -824645.197299 + Penalty 870.740243 = -823774.457056 nChanged 7 SP:Iteration 58Q (2036.850000 sec): 3 clusters Score: Raw -824646.020289 + Penalty 870.740243 = -823775.280046 nChanged 7 SP:Iteration 59Q (2037.090000 sec): 3 clusters Score: Raw -824646.836426 + Penalty 870.740243 = -823776.096183 nChanged 6 SP:Iteration 60F (2037.250000 sec): 3 clusters Score: Raw -824647.971633 + Penalty 870.740243 = -823777.231390 nChanged 4 SP:Iteration 61Q (2037.490000 sec): 3 clusters Score: Raw -824649.019042 + Penalty 870.740243 = -823778.278799 nChanged 5 SP:Iteration 62Q (2037.670000 sec): 3 clusters Score: Raw -824650.834987 + Penalty 870.740243 = -823780.094744 nChanged 7 SP:Iteration 63Q (2037.890000 sec): 3 clusters Score: Raw -824652.433060 + Penalty 870.740243 = -823781.692817 nChanged 4 SP:Iteration 64Q (2038.080000 sec): 3 clusters Score: Raw -824652.968011 + Penalty 870.740243 = -823782.227768 nChanged 7 SP:Iteration 65Q (2038.310000 sec): 3 clusters Score: Raw -824654.386975 + Penalty 870.740243 = -823783.646732 nChanged 5 SP:Iteration 66Q (2038.500000 sec): 3 clusters Score: Raw -824655.648722 + Penalty 870.740243 = -823784.908479 nChanged 10 SP:Iteration 67Q (2038.670000 sec): 3 clusters Score: Raw -824657.747095 + Penalty 870.740243 = -823787.006852 nChanged 6 SP:Iteration 68Q (2038.860000 sec): 3 clusters Score: Raw -824658.515733 + Penalty 870.740243 = -823787.775489 nChanged 2 SP:Iteration 69Q (2039.050000 sec): 3 clusters Score: Raw -824658.727060 + Penalty 870.740243 = -823787.986817 nChanged 2 SP:Iteration 70Q (2039.280000 sec): 3 clusters Score: Raw -824658.837257 + Penalty 870.740243 = -823788.097014 nChanged 2 SP:Iteration 71Q (2039.470000 sec): 3 clusters Score: Raw -824658.921204 + Penalty 870.740243 = -823788.180961 nChanged 1 SP:Iteration 72Q (2039.650000 sec): 3 clusters Score: Raw -824659.011098 + Penalty 870.740243 = -823788.270855 nChanged 2 SP:Iteration 73Q (2039.860000 sec): 3 clusters Score: Raw -824659.251775 + Penalty 870.740243 = -823788.511531 nChanged 2 SP:Iteration 74Q (2040.040000 sec): 3 clusters Score: Raw -824659.440154 + Penalty 870.740243 = -823788.699911 nChanged 3 SP:Iteration 75Q (2040.250000 sec): 3 clusters Score: Raw -824659.627554 + Penalty 870.740243 = -823788.887310 nChanged 1 SP:Iteration 76Q (2040.470000 sec): 3 clusters Score: Raw -824659.795583 + Penalty 870.740243 = -823789.055340 nChanged 1 SP:Iteration 77Q (2040.670000 sec): 3 clusters Score: Raw -824659.882588 + Penalty 870.740243 = -823789.142345 nChanged 1 SP:Iteration 78Q (2040.840000 sec): 3 clusters Score: Raw -824659.937076 + Penalty 870.740243 = -823789.196832 nChanged 0 SP:Iteration 79F (2041.030000 sec): 3 clusters Score: Raw -824659.937076 + Penalty 870.740243 = -823789.196832 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.130000 sec): 2 clusters Score: Raw -870468.271802 + Penalty 434.480612 = -870033.791190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.360000 sec): 3 clusters Score: Raw -861479.743721 + Penalty 868.961225 = -860610.782496 nChanged 6575 SP:Iteration 1F (2041.580000 sec): 3 clusters Score: Raw -865394.215416 + Penalty 868.961225 = -864525.254192 nChanged 817 SP:Iteration 2F (2041.790000 sec): 3 clusters Score: Raw -865875.222032 + Penalty 868.961225 = -865006.260807 nChanged 1077 SP:Iteration 3F (2041.990000 sec): 3 clusters Score: Raw -866650.723358 + Penalty 868.961225 = -865781.762133 nChanged 1273 SP:Iteration 4F (2042.170000 sec): 3 clusters Score: Raw -867816.728980 + Penalty 868.961225 = -866947.767755 nChanged 1280 SP:Iteration 5F (2042.380000 sec): 3 clusters Score: Raw -869135.150996 + Penalty 868.961225 = -868266.189771 nChanged 849 SP:Iteration 6F (2042.590000 sec): 3 clusters Score: Raw -869993.234364 + Penalty 868.961225 = -869124.273140 nChanged 353 SP:Iteration 7Q (2042.800000 sec): 3 clusters Score: Raw -870347.293045 + Penalty 868.961225 = -869478.331821 nChanged 100 SP:Iteration 8Q (2043.040000 sec): 3 clusters Score: Raw -870463.756105 + Penalty 868.961225 = -869594.794881 nChanged 22 SP:Iteration 9Q (2043.210000 sec): 3 clusters Score: Raw -870499.263408 + Penalty 868.961225 = -869630.302184 nChanged 8 SP:Iteration 10Q (2043.390000 sec): 3 clusters Score: Raw -870512.812008 + Penalty 868.961225 = -869643.850783 nChanged 2 SP:Iteration 11Q (2043.590000 sec): 3 clusters Score: Raw -870520.210130 + Penalty 868.961225 = -869651.248905 nChanged 3 SP:Iteration 12Q (2043.770000 sec): 3 clusters Score: Raw -870524.247309 + Penalty 868.961225 = -869655.286085 nChanged 1 SP:Iteration 13Q (2044.000000 sec): 3 clusters Score: Raw -870529.046870 + Penalty 868.961225 = -869660.085645 nChanged 3 SP:Iteration 14Q (2044.170000 sec): 3 clusters Score: Raw -870535.335254 + Penalty 868.961225 = -869666.374030 nChanged 0 SP:Iteration 15F (2044.360000 sec): 3 clusters Score: Raw -870535.335254 + Penalty 868.961225 = -869666.374030 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2044.460000 sec): 2 clusters Score: Raw -7750.260228 + Penalty 224.518564 = -7525.741664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2044.620000 sec): 3 clusters Score: Raw -7737.097519 + Penalty 449.037128 = -7288.060391 nChanged 32 SP:Iteration 1F (2044.770000 sec): 3 clusters Score: Raw -7785.963740 + Penalty 449.037128 = -7336.926613 nChanged 6 SP:Iteration 2Q (2044.950000 sec): 3 clusters Score: Raw -7799.651866 + Penalty 449.037128 = -7350.614738 nChanged 1 SP:Iteration 3Q (2045.050000 sec): 3 clusters Score: Raw -7803.364551 + Penalty 449.037128 = -7354.327423 nChanged 2 SP:Iteration 4Q (2045.210000 sec): 3 clusters Score: Raw -7809.771169 + Penalty 449.037128 = -7360.734041 nChanged 2 SP:Iteration 5Q (2045.390000 sec): 3 clusters Score: Raw -7816.233410 + Penalty 449.037128 = -7367.196282 nChanged 3 SP:Iteration 6Q (2045.560000 sec): 3 clusters Score: Raw -7830.822839 + Penalty 449.037128 = -7381.785711 nChanged 2 SP:Iteration 7Q (2045.730000 sec): 3 clusters Score: Raw -7836.546302 + Penalty 449.037128 = -7387.509174 nChanged 2 SP:Iteration 8Q (2045.900000 sec): 3 clusters Score: Raw -7839.889908 + Penalty 449.037128 = -7390.852780 nChanged 0 SP:Iteration 9F (2046.110000 sec): 3 clusters Score: Raw -7839.889908 + Penalty 449.037128 = -7390.852780 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 13 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2046.220000 sec): 2 clusters Score: Raw -225486.189380 + Penalty 377.966947 = -225108.222433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2046.370000 sec): 3 clusters Score: Raw -223106.448653 + Penalty 755.933894 = -222350.514760 nChanged 1798 SP:Iteration 1F (2046.550000 sec): 3 clusters Score: Raw -224124.019740 + Penalty 755.933894 = -223368.085846 nChanged 278 SP:Iteration 2F (2046.750000 sec): 3 clusters Score: Raw -224246.749058 + Penalty 755.933894 = -223490.815164 nChanged 244 SP:Iteration 3F (2046.920000 sec): 3 clusters Score: Raw -224362.768140 + Penalty 755.933894 = -223606.834247 nChanged 250 SP:Iteration 4F (2047.120000 sec): 3 clusters Score: Raw -224508.706101 + Penalty 755.933894 = -223752.772207 nChanged 297 SP:Iteration 5F (2047.260000 sec): 3 clusters Score: Raw -224712.303323 + Penalty 755.933894 = -223956.369429 nChanged 277 SP:Iteration 6F (2047.450000 sec): 3 clusters Score: Raw -224914.898880 + Penalty 755.933894 = -224158.964986 nChanged 244 SP:Iteration 7F (2047.630000 sec): 3 clusters Score: Raw -225113.772603 + Penalty 755.933894 = -224357.838709 nChanged 178 SP:Iteration 8Q (2047.820000 sec): 3 clusters Score: Raw -225265.204857 + Penalty 755.933894 = -224509.270963 nChanged 134 SP:Iteration 9Q (2048.010000 sec): 3 clusters Score: Raw -225388.821978 + Penalty 755.933894 = -224632.888084 nChanged 78 SP:Iteration 10Q (2048.190000 sec): 3 clusters Score: Raw -225458.441788 + Penalty 755.933894 = -224702.507895 nChanged 33 SP:Iteration 11Q (2048.350000 sec): 3 clusters Score: Raw -225489.513874 + Penalty 755.933894 = -224733.579981 nChanged 16 SP:Iteration 12Q (2048.550000 sec): 3 clusters Score: Raw -225507.234514 + Penalty 755.933894 = -224751.300620 nChanged 5 SP:Iteration 13Q (2048.730000 sec): 3 clusters Score: Raw -225516.013703 + Penalty 755.933894 = -224760.079809 nChanged 6 SP:Iteration 14Q (2048.910000 sec): 3 clusters Score: Raw -225522.989880 + Penalty 755.933894 = -224767.055987 nChanged 4 SP:Iteration 15Q (2049.110000 sec): 3 clusters Score: Raw -225527.041800 + Penalty 755.933894 = -224771.107907 nChanged 2 SP:Iteration 16Q (2049.300000 sec): 3 clusters Score: Raw -225528.561050 + Penalty 755.933894 = -224772.627157 nChanged 1 SP:Iteration 17Q (2049.410000 sec): 3 clusters Score: Raw -225528.708438 + Penalty 755.933894 = -224772.774544 nChanged 0 SP:Iteration 18F (2049.560000 sec): 3 clusters Score: Raw -225528.708438 + Penalty 755.933894 = -224772.774544 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 14 (966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2049.660000 sec): 2 clusters Score: Raw -50813.512188 + Penalty 312.728954 = -50500.783234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2049.790000 sec): 3 clusters Score: Raw -50332.537852 + Penalty 625.457909 = -49707.079943 nChanged 372 SP:Iteration 1F (2049.950000 sec): 3 clusters Score: Raw -50568.150117 + Penalty 625.457909 = -49942.692208 nChanged 96 SP:Iteration 2F (2050.120000 sec): 3 clusters Score: Raw -50683.498944 + Penalty 625.457909 = -50058.041035 nChanged 75 SP:Iteration 3F (2050.280000 sec): 3 clusters Score: Raw -50775.290302 + Penalty 625.457909 = -50149.832393 nChanged 55 SP:Iteration 4F (2050.470000 sec): 3 clusters Score: Raw -50815.911479 + Penalty 625.457909 = -50190.453570 nChanged 38 SP:Iteration 5Q (2050.640000 sec): 3 clusters Score: Raw -50838.681458 + Penalty 625.457909 = -50213.223549 nChanged 31 SP:Iteration 6Q (2050.810000 sec): 3 clusters Score: Raw -50855.026669 + Penalty 625.457909 = -50229.568761 nChanged 20 SP:Iteration 7Q (2051.000000 sec): 3 clusters Score: Raw -50865.477573 + Penalty 625.457909 = -50240.019664 nChanged 13 SP:Iteration 8Q (2051.160000 sec): 3 clusters Score: Raw -50870.773474 + Penalty 625.457909 = -50245.315565 nChanged 11 SP:Iteration 9Q (2051.340000 sec): 3 clusters Score: Raw -50875.147643 + Penalty 625.457909 = -50249.689734 nChanged 9 SP:Iteration 10Q (2051.500000 sec): 3 clusters Score: Raw -50876.696653 + Penalty 625.457909 = -50251.238744 nChanged 5 SP:Iteration 11Q (2051.670000 sec): 3 clusters Score: Raw -50877.805268 + Penalty 625.457909 = -50252.347359 nChanged 5 SP:Iteration 12Q (2051.850000 sec): 3 clusters Score: Raw -50878.834377 + Penalty 625.457909 = -50253.376468 nChanged 4 SP:Iteration 13Q (2052.020000 sec): 3 clusters Score: Raw -50879.290313 + Penalty 625.457909 = -50253.832404 nChanged 4 SP:Iteration 14Q (2052.190000 sec): 3 clusters Score: Raw -50879.789516 + Penalty 625.457909 = -50254.331607 nChanged 3 SP:Iteration 15Q (2052.410000 sec): 3 clusters Score: Raw -50880.292698 + Penalty 625.457909 = -50254.834789 nChanged 4 SP:Iteration 16Q (2052.590000 sec): 3 clusters Score: Raw -50881.239042 + Penalty 625.457909 = -50255.781133 nChanged 4 SP:Iteration 17Q (2052.750000 sec): 3 clusters Score: Raw -50882.573549 + Penalty 625.457909 = -50257.115640 nChanged 5 SP:Iteration 18Q (2052.920000 sec): 3 clusters Score: Raw -50883.923316 + Penalty 625.457909 = -50258.465407 nChanged 3 SP:Iteration 19Q (2053.020000 sec): 3 clusters Score: Raw -50884.336468 + Penalty 625.457909 = -50258.878559 nChanged 2 SP:Iteration 20F (2053.190000 sec): 3 clusters Score: Raw -50884.462551 + Penalty 625.457909 = -50259.004642 nChanged 2 SP:Iteration 21Q (2053.390000 sec): 3 clusters Score: Raw -50884.577514 + Penalty 625.457909 = -50259.119605 nChanged 2 SP:Iteration 22Q (2053.560000 sec): 3 clusters Score: Raw -50884.652820 + Penalty 625.457909 = -50259.194911 nChanged 0 SP:Iteration 23F (2053.710000 sec): 3 clusters Score: Raw -50884.652820 + Penalty 625.457909 = -50259.194911 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.780000 sec): 2 clusters Score: Raw -20758.582651 + Penalty 272.611637 = -20485.971015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.010000 sec): 3 clusters Score: Raw -20617.996266 + Penalty 545.223274 = -20072.772993 nChanged 144 SP:Iteration 1F (2054.180000 sec): 3 clusters Score: Raw -20768.311682 + Penalty 545.223274 = -20223.088408 nChanged 39 SP:Iteration 2F (2054.330000 sec): 3 clusters Score: Raw -20813.674367 + Penalty 545.223274 = -20268.451093 nChanged 20 SP:Iteration 3Q (2054.550000 sec): 3 clusters Score: Raw -20836.871817 + Penalty 545.223274 = -20291.648543 nChanged 14 SP:Iteration 4Q (2054.740000 sec): 3 clusters Score: Raw -20854.736001 + Penalty 545.223274 = -20309.512727 nChanged 7 SP:Iteration 5Q (2054.920000 sec): 3 clusters Score: Raw -20862.921460 + Penalty 545.223274 = -20317.698186 nChanged 4 SP:Iteration 6Q (2055.080000 sec): 3 clusters Score: Raw -20866.813659 + Penalty 545.223274 = -20321.590385 nChanged 4 SP:Iteration 7Q (2055.260000 sec): 3 clusters Score: Raw -20873.134674 + Penalty 545.223274 = -20327.911400 nChanged 6 SP:Iteration 8Q (2055.450000 sec): 3 clusters Score: Raw -20882.840476 + Penalty 545.223274 = -20337.617202 nChanged 6 SP:Iteration 9Q (2055.610000 sec): 3 clusters Score: Raw -20890.528243 + Penalty 545.223274 = -20345.304969 nChanged 11 SP:Iteration 10Q (2055.820000 sec): 3 clusters Score: Raw -20910.074050 + Penalty 545.223274 = -20364.850776 nChanged 11 SP:Iteration 11Q (2055.990000 sec): 3 clusters Score: Raw -20932.523218 + Penalty 545.223274 = -20387.299944 nChanged 13 SP:Iteration 12Q (2056.140000 sec): 3 clusters Score: Raw -20946.110143 + Penalty 545.223274 = -20400.886869 nChanged 8 SP:Iteration 13Q (2056.350000 sec): 3 clusters Score: Raw -20954.869431 + Penalty 545.223274 = -20409.646157 nChanged 7 SP:Iteration 14Q (2056.540000 sec): 3 clusters Score: Raw -20964.859432 + Penalty 545.223274 = -20419.636158 nChanged 9 SP:Iteration 15Q (2056.680000 sec): 3 clusters Score: Raw -20977.774189 + Penalty 545.223274 = -20432.550915 nChanged 11 SP:Iteration 16Q (2056.860000 sec): 3 clusters Score: Raw -20998.765688 + Penalty 545.223274 = -20453.542415 nChanged 6 SP:Iteration 17Q (2057.010000 sec): 3 clusters Score: Raw -21006.999644 + Penalty 545.223274 = -20461.776370 nChanged 3 SP:Iteration 18Q (2057.170000 sec): 3 clusters Score: Raw -21009.029680 + Penalty 545.223274 = -20463.806407 nChanged 2 SP:Iteration 19Q (2057.350000 sec): 3 clusters Score: Raw -21010.728285 + Penalty 545.223274 = -20465.505011 nChanged 3 SP:Iteration 20F (2057.540000 sec): 3 clusters Score: Raw -21013.434323 + Penalty 545.223274 = -20468.211049 nChanged 4 SP:Iteration 21Q (2057.710000 sec): 3 clusters Score: Raw -21018.376216 + Penalty 545.223274 = -20473.152942 nChanged 1 SP:Iteration 22Q (2057.880000 sec): 3 clusters Score: Raw -21018.869299 + Penalty 545.223274 = -20473.646025 nChanged 0 SP:Iteration 23F (2058.040000 sec): 3 clusters Score: Raw -21018.869299 + Penalty 545.223274 = -20473.646025 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 16 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.130000 sec): 2 clusters Score: Raw -100617.002392 + Penalty 338.392890 = -100278.609502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.300000 sec): 3 clusters Score: Raw -99702.595013 + Penalty 676.785779 = -99025.809233 nChanged 718 SP:Iteration 1F (2058.480000 sec): 3 clusters Score: Raw -100097.519168 + Penalty 676.785779 = -99420.733388 nChanged 107 SP:Iteration 2F (2058.640000 sec): 3 clusters Score: Raw -100162.191523 + Penalty 676.785779 = -99485.405744 nChanged 94 SP:Iteration 3F (2058.800000 sec): 3 clusters Score: Raw -100220.641401 + Penalty 676.785779 = -99543.855622 nChanged 79 SP:Iteration 4Q (2059.000000 sec): 3 clusters Score: Raw -100274.351564 + Penalty 676.785779 = -99597.565785 nChanged 77 SP:Iteration 5Q (2059.150000 sec): 3 clusters Score: Raw -100334.897870 + Penalty 676.785779 = -99658.112091 nChanged 77 SP:Iteration 6Q (2059.340000 sec): 3 clusters Score: Raw -100404.200890 + Penalty 676.785779 = -99727.415111 nChanged 80 SP:Iteration 7Q (2059.510000 sec): 3 clusters Score: Raw -100466.082213 + Penalty 676.785779 = -99789.296434 nChanged 53 SP:Iteration 8Q (2059.700000 sec): 3 clusters Score: Raw -100510.857394 + Penalty 676.785779 = -99834.071614 nChanged 51 SP:Iteration 9Q (2059.860000 sec): 3 clusters Score: Raw -100557.899372 + Penalty 676.785779 = -99881.113593 nChanged 37 SP:Iteration 10Q (2060.030000 sec): 3 clusters Score: Raw -100586.244066 + Penalty 676.785779 = -99909.458287 nChanged 35 SP:Iteration 11Q (2060.220000 sec): 3 clusters Score: Raw -100620.024978 + Penalty 676.785779 = -99943.239199 nChanged 24 SP:Iteration 12Q (2060.400000 sec): 3 clusters Score: Raw -100646.148641 + Penalty 676.785779 = -99969.362862 nChanged 14 SP:Iteration 13Q (2060.530000 sec): 3 clusters Score: Raw -100661.699958 + Penalty 676.785779 = -99984.914179 nChanged 9 SP:Iteration 14Q (2060.700000 sec): 3 clusters Score: Raw -100668.369989 + Penalty 676.785779 = -99991.584210 nChanged 5 SP:Iteration 15Q (2060.910000 sec): 3 clusters Score: Raw -100672.853651 + Penalty 676.785779 = -99996.067871 nChanged 5 SP:Iteration 16Q (2061.060000 sec): 3 clusters Score: Raw -100675.414885 + Penalty 676.785779 = -99998.629106 nChanged 6 SP:Iteration 17Q (2061.230000 sec): 3 clusters Score: Raw -100679.415073 + Penalty 676.785779 = -100002.629294 nChanged 5 SP:Iteration 18Q (2061.420000 sec): 3 clusters Score: Raw -100684.476255 + Penalty 676.785779 = -100007.690475 nChanged 2 SP:Iteration 19Q (2061.580000 sec): 3 clusters Score: Raw -100686.471001 + Penalty 676.785779 = -100009.685222 nChanged 4 SP:Iteration 20F (2061.760000 sec): 3 clusters Score: Raw -100689.919324 + Penalty 676.785779 = -100013.133545 nChanged 1 SP:Iteration 21Q (2061.930000 sec): 3 clusters Score: Raw -100690.215986 + Penalty 676.785779 = -100013.430206 nChanged 0 SP:Iteration 22F (2062.100000 sec): 3 clusters Score: Raw -100690.215986 + Penalty 676.785779 = -100013.430206 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 17 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2062.240000 sec): 2 clusters Score: Raw -70394.604436 + Penalty 320.859431 = -70073.745005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.400000 sec): 3 clusters Score: Raw -69807.433103 + Penalty 641.718862 = -69165.714241 nChanged 476 SP:Iteration 1F (2062.590000 sec): 3 clusters Score: Raw -70091.649229 + Penalty 641.718862 = -69449.930367 nChanged 97 SP:Iteration 2F (2062.740000 sec): 3 clusters Score: Raw -70149.824282 + Penalty 641.718862 = -69508.105420 nChanged 50 SP:Iteration 3Q (2062.940000 sec): 3 clusters Score: Raw -70186.523995 + Penalty 641.718862 = -69544.805134 nChanged 52 SP:Iteration 4Q (2063.080000 sec): 3 clusters Score: Raw -70224.118637 + Penalty 641.718862 = -69582.399775 nChanged 54 SP:Iteration 5Q (2063.260000 sec): 3 clusters Score: Raw -70277.369673 + Penalty 641.718862 = -69635.650811 nChanged 54 SP:Iteration 6Q (2063.450000 sec): 3 clusters Score: Raw -70321.926120 + Penalty 641.718862 = -69680.207258 nChanged 39 SP:Iteration 7Q (2063.620000 sec): 3 clusters Score: Raw -70345.644214 + Penalty 641.718862 = -69703.925353 nChanged 29 SP:Iteration 8Q (2063.810000 sec): 3 clusters Score: Raw -70371.116216 + Penalty 641.718862 = -69729.397354 nChanged 35 SP:Iteration 9Q (2063.950000 sec): 3 clusters Score: Raw -70399.065392 + Penalty 641.718862 = -69757.346531 nChanged 31 SP:Iteration 10Q (2064.160000 sec): 3 clusters Score: Raw -70415.607441 + Penalty 641.718862 = -69773.888579 nChanged 17 SP:Iteration 11Q (2064.300000 sec): 3 clusters Score: Raw -70421.062836 + Penalty 641.718862 = -69779.343974 nChanged 9 SP:Iteration 12Q (2064.510000 sec): 3 clusters Score: Raw -70425.865653 + Penalty 641.718862 = -69784.146791 nChanged 13 SP:Iteration 13Q (2064.680000 sec): 3 clusters Score: Raw -70432.193607 + Penalty 641.718862 = -69790.474746 nChanged 10 SP:Iteration 14Q (2064.830000 sec): 3 clusters Score: Raw -70436.305733 + Penalty 641.718862 = -69794.586871 nChanged 13 SP:Iteration 15Q (2065.000000 sec): 3 clusters Score: Raw -70446.500912 + Penalty 641.718862 = -69804.782051 nChanged 11 SP:Iteration 16Q (2065.150000 sec): 3 clusters Score: Raw -70454.559803 + Penalty 641.718862 = -69812.840941 nChanged 18 SP:Iteration 17Q (2065.250000 sec): 3 clusters Score: Raw -70466.553852 + Penalty 641.718862 = -69824.834991 nChanged 15 SP:Iteration 18Q (2065.440000 sec): 3 clusters Score: Raw -70475.083468 + Penalty 641.718862 = -69833.364606 nChanged 17 SP:Iteration 19Q (2065.570000 sec): 3 clusters Score: Raw -70485.613464 + Penalty 641.718862 = -69843.894602 nChanged 18 SP:Iteration 20F (2065.750000 sec): 3 clusters Score: Raw -70495.709785 + Penalty 641.718862 = -69853.990923 nChanged 16 SP:Iteration 21Q (2065.930000 sec): 3 clusters Score: Raw -70504.705080 + Penalty 641.718862 = -69862.986219 nChanged 21 SP:Iteration 22Q (2066.110000 sec): 3 clusters Score: Raw -70513.268312 + Penalty 641.718862 = -69871.549450 nChanged 11 SP:Iteration 23Q (2066.280000 sec): 3 clusters Score: Raw -70520.247109 + Penalty 641.718862 = -69878.528248 nChanged 12 SP:Iteration 24Q (2066.470000 sec): 3 clusters Score: Raw -70525.447992 + Penalty 641.718862 = -69883.729130 nChanged 12 SP:Iteration 25Q (2066.630000 sec): 3 clusters Score: Raw -70530.556631 + Penalty 641.718862 = -69888.837769 nChanged 10 SP:Iteration 26Q (2066.820000 sec): 3 clusters Score: Raw -70538.039493 + Penalty 641.718862 = -69896.320631 nChanged 13 SP:Iteration 27Q (2067.000000 sec): 3 clusters Score: Raw -70548.416153 + Penalty 641.718862 = -69906.697291 nChanged 16 SP:Iteration 28Q (2067.170000 sec): 3 clusters Score: Raw -70556.020675 + Penalty 641.718862 = -69914.301813 nChanged 13 SP:Iteration 29Q (2067.340000 sec): 3 clusters Score: Raw -70562.467275 + Penalty 641.718862 = -69920.748414 nChanged 16 SP:Iteration 30Q (2067.440000 sec): 3 clusters Score: Raw -70575.889029 + Penalty 641.718862 = -69934.170167 nChanged 15 SP:Iteration 31Q (2067.570000 sec): 3 clusters Score: Raw -70586.700133 + Penalty 641.718862 = -69944.981272 nChanged 14 SP:Iteration 32Q (2067.700000 sec): 3 clusters Score: Raw -70594.463420 + Penalty 641.718862 = -69952.744558 nChanged 15 SP:Iteration 33Q (2067.830000 sec): 3 clusters Score: Raw -70602.088661 + Penalty 641.718862 = -69960.369800 nChanged 8 SP:Iteration 34Q (2067.960000 sec): 3 clusters Score: Raw -70605.905263 + Penalty 641.718862 = -69964.186402 nChanged 7 SP:Iteration 35Q (2068.090000 sec): 3 clusters Score: Raw -70610.815196 + Penalty 641.718862 = -69969.096334 nChanged 3 SP:Iteration 36Q (2068.220000 sec): 3 clusters Score: Raw -70612.191559 + Penalty 641.718862 = -69970.472697 nChanged 4 SP:Iteration 37Q (2068.360000 sec): 3 clusters Score: Raw -70612.836656 + Penalty 641.718862 = -69971.117794 nChanged 0 SP:Iteration 38F (2068.480000 sec): 3 clusters Score: Raw -70613.990896 + Penalty 641.718862 = -69972.272035 nChanged 1 SP:Iteration 39Q (2068.620000 sec): 3 clusters Score: Raw -70614.889487 + Penalty 641.718862 = -69973.170626 nChanged 4 SP:Iteration 40F (2068.750000 sec): 3 clusters Score: Raw -70615.528576 + Penalty 641.718862 = -69973.809714 nChanged 1 SP:Iteration 41Q (2068.880000 sec): 3 clusters Score: Raw -70615.561173 + Penalty 641.718862 = -69973.842311 nChanged 0 SP:Iteration 42F (2069.000000 sec): 3 clusters Score: Raw -70615.561173 + Penalty 641.718862 = -69973.842311 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 18 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2069.060000 sec): 2 clusters Score: Raw -14995.506704 + Penalty 254.389908 = -14741.116796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2069.170000 sec): 3 clusters Score: Raw -14925.662437 + Penalty 508.779815 = -14416.882621 nChanged 90 SP:Iteration 1F (2069.290000 sec): 3 clusters Score: Raw -14993.643458 + Penalty 508.779815 = -14484.863642 nChanged 14 SP:Iteration 2F (2069.400000 sec): 3 clusters Score: Raw -15010.361162 + Penalty 508.779815 = -14501.581347 nChanged 10 SP:Iteration 3Q (2069.590000 sec): 3 clusters Score: Raw -15017.293304 + Penalty 508.779815 = -14508.513489 nChanged 2 SP:Iteration 4Q (2069.730000 sec): 3 clusters Score: Raw -15018.954929 + Penalty 508.779815 = -14510.175114 nChanged 1 SP:Iteration 5Q (2069.910000 sec): 3 clusters Score: Raw -15019.697794 + Penalty 508.779815 = -14510.917979 nChanged 0 SP:Iteration 6F (2070.070000 sec): 3 clusters Score: Raw -15019.697794 + Penalty 508.779815 = -14510.917979 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 19 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2070.160000 sec): 2 clusters Score: Raw -3713.882711 + Penalty 200.505726 = -3513.376985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2070.350000 sec): 3 clusters Score: Raw -3779.270471 + Penalty 401.011452 = -3378.259020 nChanged 14 SP:Iteration 1F (2070.470000 sec): 3 clusters Score: Raw -3820.502920 + Penalty 401.011452 = -3419.491468 nChanged 1 SP:Iteration 2Q (2070.560000 sec): 3 clusters Score: Raw -3824.357345 + Penalty 401.011452 = -3423.345894 nChanged 0 SP:Iteration 3F (2070.680000 sec): 3 clusters Score: Raw -3824.357345 + Penalty 401.011452 = -3423.345894 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 20 (14783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2070.840000 sec): 2 clusters Score: Raw -914918.343616 + Penalty 436.856108 = -914481.487508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2071.060000 sec): 3 clusters Score: Raw -905480.688069 + Penalty 873.712217 = -904606.975852 nChanged 6972 SP:Iteration 1F (2071.240000 sec): 3 clusters Score: Raw -909625.223980 + Penalty 873.712217 = -908751.511763 nChanged 825 SP:Iteration 2F (2071.440000 sec): 3 clusters Score: Raw -909981.042465 + Penalty 873.712217 = -909107.330248 nChanged 856 SP:Iteration 3F (2071.630000 sec): 3 clusters Score: Raw -910377.228386 + Penalty 873.712217 = -909503.516169 nChanged 834 SP:Iteration 4F (2071.840000 sec): 3 clusters Score: Raw -910766.692425 + Penalty 873.712217 = -909892.980208 nChanged 845 SP:Iteration 5F (2072.050000 sec): 3 clusters Score: Raw -911177.901459 + Penalty 873.712217 = -910304.189242 nChanged 762 SP:Iteration 6F (2072.270000 sec): 3 clusters Score: Raw -911563.118421 + Penalty 873.712217 = -910689.406204 nChanged 670 SP:Iteration 7Q (2072.510000 sec): 3 clusters Score: Raw -911945.664209 + Penalty 873.712217 = -911071.951992 nChanged 617 SP:Iteration 8Q (2072.740000 sec): 3 clusters Score: Raw -912340.043595 + Penalty 873.712217 = -911466.331379 nChanged 583 SP:Iteration 9Q (2072.930000 sec): 3 clusters Score: Raw -912719.593470 + Penalty 873.712217 = -911845.881253 nChanged 496 SP:Iteration 10Q (2073.170000 sec): 3 clusters Score: Raw -913059.377733 + Penalty 873.712217 = -912185.665516 nChanged 467 SP:Iteration 11Q (2073.400000 sec): 3 clusters Score: Raw -913339.628275 + Penalty 873.712217 = -912465.916059 nChanged 416 SP:Iteration 12Q (2073.630000 sec): 3 clusters Score: Raw -913572.319905 + Penalty 873.712217 = -912698.607689 nChanged 368 SP:Iteration 13Q (2073.870000 sec): 3 clusters Score: Raw -913779.617365 + Penalty 873.712217 = -912905.905148 nChanged 326 SP:Iteration 14Q (2074.100000 sec): 3 clusters Score: Raw -913968.247218 + Penalty 873.712217 = -913094.535001 nChanged 289 SP:Iteration 15Q (2074.320000 sec): 3 clusters Score: Raw -914144.042856 + Penalty 873.712217 = -913270.330639 nChanged 268 SP:Iteration 16Q (2074.530000 sec): 3 clusters Score: Raw -914317.046797 + Penalty 873.712217 = -913443.334580 nChanged 234 SP:Iteration 17Q (2074.750000 sec): 3 clusters Score: Raw -914466.670670 + Penalty 873.712217 = -913592.958454 nChanged 193 SP:Iteration 18Q (2075.030000 sec): 3 clusters Score: Raw -914590.723892 + Penalty 873.712217 = -913717.011675 nChanged 145 SP:Iteration 19Q (2075.300000 sec): 3 clusters Score: Raw -914683.970916 + Penalty 873.712217 = -913810.258699 nChanged 119 SP:Iteration 20F (2075.480000 sec): 3 clusters Score: Raw -914760.017306 + Penalty 873.712217 = -913886.305090 nChanged 82 SP:Iteration 21Q (2075.690000 sec): 3 clusters Score: Raw -914812.848746 + Penalty 873.712217 = -913939.136529 nChanged 60 SP:Iteration 22Q (2075.860000 sec): 3 clusters Score: Raw -914859.754034 + Penalty 873.712217 = -913986.041818 nChanged 41 SP:Iteration 23Q (2076.010000 sec): 3 clusters Score: Raw -914885.652391 + Penalty 873.712217 = -914011.940175 nChanged 35 SP:Iteration 24Q (2076.170000 sec): 3 clusters Score: Raw -914906.188557 + Penalty 873.712217 = -914032.476340 nChanged 23 SP:Iteration 25Q (2076.320000 sec): 3 clusters Score: Raw -914918.168816 + Penalty 873.712217 = -914044.456599 nChanged 16 SP:Iteration 26Q (2076.490000 sec): 3 clusters Score: Raw -914927.177577 + Penalty 873.712217 = -914053.465360 nChanged 13 SP:Iteration 27Q (2076.670000 sec): 3 clusters Score: Raw -914937.826292 + Penalty 873.712217 = -914064.114076 nChanged 17 SP:Iteration 28Q (2076.910000 sec): 3 clusters Score: Raw -914950.139401 + Penalty 873.712217 = -914076.427184 nChanged 12 SP:Iteration 29Q (2077.090000 sec): 3 clusters Score: Raw -914959.073313 + Penalty 873.712217 = -914085.361096 nChanged 9 SP:Iteration 30Q (2077.310000 sec): 3 clusters Score: Raw -914964.071914 + Penalty 873.712217 = -914090.359697 nChanged 5 SP:Iteration 31Q (2077.480000 sec): 3 clusters Score: Raw -914967.005475 + Penalty 873.712217 = -914093.293258 nChanged 2 SP:Iteration 32Q (2077.620000 sec): 3 clusters Score: Raw -914969.998020 + Penalty 873.712217 = -914096.285803 nChanged 1 SP:Iteration 33Q (2077.760000 sec): 3 clusters Score: Raw -914970.542472 + Penalty 873.712217 = -914096.830256 nChanged 0 SP:Iteration 34F (2077.930000 sec): 3 clusters Score: Raw -914970.542472 + Penalty 873.712217 = -914096.830256 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 21 (124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.000000 sec): 2 clusters Score: Raw -6659.042880 + Penalty 219.322811 = -6439.720069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.200000 sec): 3 clusters Score: Raw -6649.138683 + Penalty 438.645622 = -6210.493060 nChanged 29 SP:Iteration 1F (2078.310000 sec): 3 clusters Score: Raw -6693.200415 + Penalty 438.645622 = -6254.554792 nChanged 8 SP:Iteration 2F (2078.430000 sec): 3 clusters Score: Raw -6710.187152 + Penalty 438.645622 = -6271.541529 nChanged 3 SP:Iteration 3Q (2078.550000 sec): 3 clusters Score: Raw -6715.768389 + Penalty 438.645622 = -6277.122766 nChanged 2 SP:Iteration 4Q (2078.700000 sec): 3 clusters Score: Raw -6720.145939 + Penalty 438.645622 = -6281.500316 nChanged 2 SP:Iteration 5Q (2078.900000 sec): 3 clusters Score: Raw -6722.020818 + Penalty 438.645622 = -6283.375196 nChanged 0 SP:Iteration 6F (2079.050000 sec): 3 clusters Score: Raw -6722.020818 + Penalty 438.645622 = -6283.375196 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 22 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.130000 sec): 2 clusters Score: Raw -2059.228291 + Penalty 177.997047 = -1881.231244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.310000 sec): 3 clusters Score: Raw -2116.586816 + Penalty 355.994093 = -1760.592723 nChanged 5 SP:Iteration 1F (2079.450000 sec): 3 clusters Score: Raw -2130.277804 + Penalty 355.994093 = -1774.283710 nChanged 1 SP:Iteration 2Q (2079.550000 sec): 3 clusters Score: Raw -2131.785648 + Penalty 355.994093 = -1775.791554 nChanged 0 SP:Iteration 3F (2079.670000 sec): 3 clusters Score: Raw -2131.785648 + Penalty 355.994093 = -1775.791554 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 23 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2079.770000 sec): 2 clusters Score: Raw -12403.676651 + Penalty 243.724675 = -12159.951975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2079.890000 sec): 3 clusters Score: Raw -12352.728211 + Penalty 487.449351 = -11865.278860 nChanged 49 SP:Iteration 1F (2080.070000 sec): 3 clusters Score: Raw -12396.679600 + Penalty 487.449351 = -11909.230249 nChanged 16 SP:Iteration 2F (2080.190000 sec): 3 clusters Score: Raw -12419.946716 + Penalty 487.449351 = -11932.497365 nChanged 10 SP:Iteration 3Q (2080.340000 sec): 3 clusters Score: Raw -12439.894057 + Penalty 487.449351 = -11952.444706 nChanged 10 SP:Iteration 4Q (2080.470000 sec): 3 clusters Score: Raw -12454.559227 + Penalty 487.449351 = -11967.109876 nChanged 5 SP:Iteration 5Q (2080.600000 sec): 3 clusters Score: Raw -12459.941257 + Penalty 487.449351 = -11972.491906 nChanged 2 SP:Iteration 6Q (2080.730000 sec): 3 clusters Score: Raw -12462.237768 + Penalty 487.449351 = -11974.788417 nChanged 2 SP:Iteration 7Q (2080.910000 sec): 3 clusters Score: Raw -12465.662359 + Penalty 487.449351 = -11978.213008 nChanged 3 SP:Iteration 8Q (2081.110000 sec): 3 clusters Score: Raw -12480.923103 + Penalty 487.449351 = -11993.473752 nChanged 5 SP:Iteration 9Q (2081.300000 sec): 3 clusters Score: Raw -12497.290492 + Penalty 487.449351 = -12009.841141 nChanged 8 SP:Iteration 10Q (2081.500000 sec): 3 clusters Score: Raw -12508.973813 + Penalty 487.449351 = -12021.524462 nChanged 6 SP:Iteration 11Q (2081.680000 sec): 3 clusters Score: Raw -12518.127996 + Penalty 487.449351 = -12030.678645 nChanged 3 SP:Iteration 12Q (2081.810000 sec): 3 clusters Score: Raw -12520.073886 + Penalty 487.449351 = -12032.624535 nChanged 2 SP:Iteration 13Q (2081.910000 sec): 3 clusters Score: Raw -12522.292149 + Penalty 487.449351 = -12034.842798 nChanged 2 SP:Iteration 14Q (2082.020000 sec): 3 clusters Score: Raw -12524.899604 + Penalty 487.449351 = -12037.450253 nChanged 4 SP:Iteration 15Q (2082.150000 sec): 3 clusters Score: Raw -12528.097361 + Penalty 487.449351 = -12040.648010 nChanged 1 SP:Iteration 16Q (2082.300000 sec): 3 clusters Score: Raw -12528.942750 + Penalty 487.449351 = -12041.493399 nChanged 0 SP:Iteration 17F (2082.480000 sec): 3 clusters Score: Raw -12528.942750 + Penalty 487.449351 = -12041.493399 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 25 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2082.540000 sec): 2 clusters Score: Raw -12646.692803 + Penalty 245.821821 = -12400.870982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2082.690000 sec): 3 clusters Score: Raw -12590.725619 + Penalty 491.643642 = -12099.081977 nChanged 61 SP:Iteration 1F (2082.860000 sec): 3 clusters Score: Raw -12650.879303 + Penalty 491.643642 = -12159.235662 nChanged 6 SP:Iteration 2Q (2082.990000 sec): 3 clusters Score: Raw -12656.661136 + Penalty 491.643642 = -12165.017495 nChanged 7 SP:Iteration 3Q (2083.110000 sec): 3 clusters Score: Raw -12662.818096 + Penalty 491.643642 = -12171.174454 nChanged 0 SP:Iteration 4F (2083.240000 sec): 3 clusters Score: Raw -12662.818096 + Penalty 491.643642 = -12171.174454 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 26 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.320000 sec): 2 clusters Score: Raw -12141.342327 + Penalty 243.509545 = -11897.832782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.440000 sec): 3 clusters Score: Raw -12099.897836 + Penalty 487.019090 = -11612.878746 nChanged 65 SP:Iteration 1F (2083.670000 sec): 3 clusters Score: Raw -12153.087521 + Penalty 487.019090 = -11666.068431 nChanged 15 SP:Iteration 2F (2083.810000 sec): 3 clusters Score: Raw -12165.218463 + Penalty 487.019090 = -11678.199373 nChanged 7 SP:Iteration 3Q (2084.010000 sec): 3 clusters Score: Raw -12172.368746 + Penalty 487.019090 = -11685.349656 nChanged 9 SP:Iteration 4Q (2084.150000 sec): 3 clusters Score: Raw -12181.462027 + Penalty 487.019090 = -11694.442937 nChanged 5 SP:Iteration 5Q (2084.310000 sec): 3 clusters Score: Raw -12188.018230 + Penalty 487.019090 = -11700.999140 nChanged 6 SP:Iteration 6Q (2084.440000 sec): 3 clusters Score: Raw -12201.697739 + Penalty 487.019090 = -11714.678649 nChanged 6 SP:Iteration 7Q (2084.570000 sec): 3 clusters Score: Raw -12214.007243 + Penalty 487.019090 = -11726.988153 nChanged 7 SP:Iteration 8Q (2084.700000 sec): 3 clusters Score: Raw -12230.345116 + Penalty 487.019090 = -11743.326025 nChanged 7 SP:Iteration 9Q (2084.830000 sec): 3 clusters Score: Raw -12244.137078 + Penalty 487.019090 = -11757.117988 nChanged 8 SP:Iteration 10Q (2084.990000 sec): 3 clusters Score: Raw -12251.531256 + Penalty 487.019090 = -11764.512166 nChanged 5 SP:Iteration 11Q (2085.150000 sec): 3 clusters Score: Raw -12261.021824 + Penalty 487.019090 = -11774.002734 nChanged 2 SP:Iteration 12Q (2085.260000 sec): 3 clusters Score: Raw -12263.229949 + Penalty 487.019090 = -11776.210859 nChanged 0 SP:Iteration 13F (2085.410000 sec): 3 clusters Score: Raw -12263.229949 + Penalty 487.019090 = -11776.210859 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 27 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2085.470000 sec): 2 clusters Score: Raw -30840.254041 + Penalty 288.164223 = -30552.089818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2085.630000 sec): 3 clusters Score: Raw -30579.013064 + Penalty 576.328446 = -30002.684618 nChanged 207 SP:Iteration 1F (2085.750000 sec): 3 clusters Score: Raw -30756.961439 + Penalty 576.328446 = -30180.632993 nChanged 59 SP:Iteration 2F (2085.980000 sec): 3 clusters Score: Raw -30829.990223 + Penalty 576.328446 = -30253.661777 nChanged 44 SP:Iteration 3F (2086.110000 sec): 3 clusters Score: Raw -30874.169052 + Penalty 576.328446 = -30297.840605 nChanged 22 SP:Iteration 4Q (2086.280000 sec): 3 clusters Score: Raw -30892.565505 + Penalty 576.328446 = -30316.237059 nChanged 21 SP:Iteration 5Q (2086.440000 sec): 3 clusters Score: Raw -30916.373757 + Penalty 576.328446 = -30340.045311 nChanged 17 SP:Iteration 6Q (2086.630000 sec): 3 clusters Score: Raw -30931.454257 + Penalty 576.328446 = -30355.125811 nChanged 16 SP:Iteration 7Q (2086.830000 sec): 3 clusters Score: Raw -30948.258515 + Penalty 576.328446 = -30371.930069 nChanged 16 SP:Iteration 8Q (2086.960000 sec): 3 clusters Score: Raw -30964.141062 + Penalty 576.328446 = -30387.812616 nChanged 15 SP:Iteration 9Q (2087.130000 sec): 3 clusters Score: Raw -30980.250110 + Penalty 576.328446 = -30403.921664 nChanged 11 SP:Iteration 10Q (2087.260000 sec): 3 clusters Score: Raw -30990.708206 + Penalty 576.328446 = -30414.379760 nChanged 11 SP:Iteration 11Q (2087.390000 sec): 3 clusters Score: Raw -31001.655011 + Penalty 576.328446 = -30425.326565 nChanged 9 SP:Iteration 12Q (2087.520000 sec): 3 clusters Score: Raw -31017.181695 + Penalty 576.328446 = -30440.853249 nChanged 8 SP:Iteration 13Q (2087.650000 sec): 3 clusters Score: Raw -31031.298497 + Penalty 576.328446 = -30454.970051 nChanged 6 SP:Iteration 14Q (2087.790000 sec): 3 clusters Score: Raw -31033.243984 + Penalty 576.328446 = -30456.915538 nChanged 4 SP:Iteration 15Q (2087.950000 sec): 3 clusters Score: Raw -31036.036535 + Penalty 576.328446 = -30459.708089 nChanged 1 SP:Iteration 16Q (2088.150000 sec): 3 clusters Score: Raw -31036.723443 + Penalty 576.328446 = -30460.394997 nChanged 2 SP:Iteration 17Q (2088.350000 sec): 3 clusters Score: Raw -31038.157659 + Penalty 576.328446 = -30461.829213 nChanged 0 SP:Iteration 18F (2088.500000 sec): 3 clusters Score: Raw -31038.157659 + Penalty 576.328446 = -30461.829213 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 28 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2088.600000 sec): 2 clusters Score: Raw -3827.628132 + Penalty 193.951934 = -3633.676198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2088.780000 sec): 3 clusters Score: Raw -3835.789981 + Penalty 387.903869 = -3447.886113 nChanged 4 SP:Iteration 1F (2088.890000 sec): 3 clusters Score: Raw -3850.151699 + Penalty 387.903869 = -3462.247830 nChanged 3 SP:Iteration 2Q (2089.000000 sec): 3 clusters Score: Raw -3856.303900 + Penalty 387.903869 = -3468.400031 nChanged 1 SP:Iteration 3Q (2089.110000 sec): 3 clusters Score: Raw -3862.436047 + Penalty 387.903869 = -3474.532178 nChanged 1 SP:Iteration 4Q (2089.230000 sec): 3 clusters Score: Raw -3865.351742 + Penalty 387.903869 = -3477.447873 nChanged 0 SP:Iteration 5F (2089.390000 sec): 3 clusters Score: Raw -3865.351742 + Penalty 387.903869 = -3477.447873 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 29 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2089.440000 sec): 2 clusters Score: Raw -6065.587307 + Penalty 218.954388 = -5846.632919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2089.590000 sec): 3 clusters Score: Raw -6118.649164 + Penalty 437.908776 = -5680.740387 nChanged 26 SP:Iteration 1F (2089.740000 sec): 3 clusters Score: Raw -6180.986391 + Penalty 437.908776 = -5743.077615 nChanged 6 SP:Iteration 2Q (2089.860000 sec): 3 clusters Score: Raw -6197.470124 + Penalty 437.908776 = -5759.561348 nChanged 1 SP:Iteration 3Q (2089.980000 sec): 3 clusters Score: Raw -6200.268178 + Penalty 437.908776 = -5762.359402 nChanged 0 SP:Iteration 4F (2090.110000 sec): 3 clusters Score: Raw -6200.268178 + Penalty 437.908776 = -5762.359402 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 30 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2090.160000 sec): 2 clusters Score: Raw -37952.302422 + Penalty 295.120316 = -37657.182106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2090.270000 sec): 3 clusters Score: Raw -37664.472869 + Penalty 590.240632 = -37074.232237 nChanged 247 SP:Iteration 1F (2090.390000 sec): 3 clusters Score: Raw -37800.329085 + Penalty 590.240632 = -37210.088453 nChanged 52 SP:Iteration 2F (2090.510000 sec): 3 clusters Score: Raw -37827.523998 + Penalty 590.240632 = -37237.283367 nChanged 32 SP:Iteration 3Q (2090.670000 sec): 3 clusters Score: Raw -37851.967257 + Penalty 590.240632 = -37261.726625 nChanged 18 SP:Iteration 4Q (2090.850000 sec): 3 clusters Score: Raw -37860.263690 + Penalty 590.240632 = -37270.023058 nChanged 13 SP:Iteration 5Q (2091.030000 sec): 3 clusters Score: Raw -37871.193046 + Penalty 590.240632 = -37280.952414 nChanged 10 SP:Iteration 6Q (2091.250000 sec): 3 clusters Score: Raw -37884.052751 + Penalty 590.240632 = -37293.812119 nChanged 14 SP:Iteration 7Q (2091.370000 sec): 3 clusters Score: Raw -37892.857236 + Penalty 590.240632 = -37302.616605 nChanged 10 SP:Iteration 8Q (2091.570000 sec): 3 clusters Score: Raw -37897.235373 + Penalty 590.240632 = -37306.994741 nChanged 10 SP:Iteration 9Q (2091.690000 sec): 3 clusters Score: Raw -37899.952900 + Penalty 590.240632 = -37309.712268 nChanged 6 SP:Iteration 10Q (2091.840000 sec): 3 clusters Score: Raw -37901.868291 + Penalty 590.240632 = -37311.627660 nChanged 2 SP:Iteration 11Q (2091.960000 sec): 3 clusters Score: Raw -37903.558994 + Penalty 590.240632 = -37313.318362 nChanged 1 SP:Iteration 12Q (2092.090000 sec): 3 clusters Score: Raw -37903.789509 + Penalty 590.240632 = -37313.548877 nChanged 1 SP:Iteration 13Q (2092.230000 sec): 3 clusters Score: Raw -37903.860316 + Penalty 590.240632 = -37313.619684 nChanged 0 SP:Iteration 14F (2092.370000 sec): 3 clusters Score: Raw -37903.860316 + Penalty 590.240632 = -37313.619684 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 31 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2092.460000 sec): 2 clusters Score: Raw -33107.485534 + Penalty 291.662957 = -32815.822577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2092.600000 sec): 3 clusters Score: Raw -32838.984089 + Penalty 583.325914 = -32255.658175 nChanged 230 SP:Iteration 1F (2092.760000 sec): 3 clusters Score: Raw -33031.563426 + Penalty 583.325914 = -32448.237512 nChanged 55 SP:Iteration 2F (2092.870000 sec): 3 clusters Score: Raw -33078.398855 + Penalty 583.325914 = -32495.072941 nChanged 31 SP:Iteration 3F (2092.990000 sec): 3 clusters Score: Raw -33101.502442 + Penalty 583.325914 = -32518.176528 nChanged 16 SP:Iteration 4Q (2093.110000 sec): 3 clusters Score: Raw -33114.544747 + Penalty 583.325914 = -32531.218832 nChanged 17 SP:Iteration 5Q (2093.260000 sec): 3 clusters Score: Raw -33125.065392 + Penalty 583.325914 = -32541.739477 nChanged 10 SP:Iteration 6Q (2093.430000 sec): 3 clusters Score: Raw -33129.325836 + Penalty 583.325914 = -32545.999922 nChanged 8 SP:Iteration 7Q (2093.630000 sec): 3 clusters Score: Raw -33135.023735 + Penalty 583.325914 = -32551.697821 nChanged 8 SP:Iteration 8Q (2093.780000 sec): 3 clusters Score: Raw -33141.102907 + Penalty 583.325914 = -32557.776993 nChanged 10 SP:Iteration 9Q (2093.910000 sec): 3 clusters Score: Raw -33149.368643 + Penalty 583.325914 = -32566.042729 nChanged 8 SP:Iteration 10Q (2094.050000 sec): 3 clusters Score: Raw -33153.346754 + Penalty 583.325914 = -32570.020840 nChanged 3 SP:Iteration 11Q (2094.190000 sec): 3 clusters Score: Raw -33154.135226 + Penalty 583.325914 = -32570.809311 nChanged 0 SP:Iteration 12F (2094.370000 sec): 3 clusters Score: Raw -33154.135226 + Penalty 583.325914 = -32570.809311 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 32 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2094.480000 sec): 2 clusters Score: Raw -14856.135898 + Penalty 254.049082 = -14602.086816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2094.640000 sec): 3 clusters Score: Raw -14790.611470 + Penalty 508.098164 = -14282.513306 nChanged 81 SP:Iteration 1F (2094.810000 sec): 3 clusters Score: Raw -14868.799658 + Penalty 508.098164 = -14360.701494 nChanged 15 SP:Iteration 2F (2094.960000 sec): 3 clusters Score: Raw -14884.748839 + Penalty 508.098164 = -14376.650675 nChanged 5 SP:Iteration 3Q (2095.060000 sec): 3 clusters Score: Raw -14889.281620 + Penalty 508.098164 = -14381.183456 nChanged 5 SP:Iteration 4Q (2095.190000 sec): 3 clusters Score: Raw -14893.531290 + Penalty 508.098164 = -14385.433126 nChanged 6 SP:Iteration 5Q (2095.320000 sec): 3 clusters Score: Raw -14902.231669 + Penalty 508.098164 = -14394.133505 nChanged 6 SP:Iteration 6Q (2095.470000 sec): 3 clusters Score: Raw -14909.534375 + Penalty 508.098164 = -14401.436211 nChanged 9 SP:Iteration 7Q (2095.620000 sec): 3 clusters Score: Raw -14918.643109 + Penalty 508.098164 = -14410.544945 nChanged 6 SP:Iteration 8Q (2095.760000 sec): 3 clusters Score: Raw -14924.901096 + Penalty 508.098164 = -14416.802932 nChanged 2 SP:Iteration 9Q (2095.940000 sec): 3 clusters Score: Raw -14927.685185 + Penalty 508.098164 = -14419.587020 nChanged 1 SP:Iteration 10Q (2096.110000 sec): 3 clusters Score: Raw -14928.246314 + Penalty 508.098164 = -14420.148150 nChanged 0 SP:Iteration 11F (2096.300000 sec): 3 clusters Score: Raw -14928.246314 + Penalty 508.098164 = -14420.148150 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 33 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2096.350000 sec): 2 clusters Score: Raw -25518.956699 + Penalty 277.666416 = -25241.290283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2096.490000 sec): 3 clusters Score: Raw -25329.308066 + Penalty 555.332832 = -24773.975234 nChanged 155 SP:Iteration 1F (2096.620000 sec): 3 clusters Score: Raw -25446.278620 + Penalty 555.332832 = -24890.945788 nChanged 40 SP:Iteration 2F (2096.780000 sec): 3 clusters Score: Raw -25470.704178 + Penalty 555.332832 = -24915.371346 nChanged 16 SP:Iteration 3Q (2096.980000 sec): 3 clusters Score: Raw -25478.781037 + Penalty 555.332832 = -24923.448205 nChanged 5 SP:Iteration 4Q (2097.100000 sec): 3 clusters Score: Raw -25481.074627 + Penalty 555.332832 = -24925.741795 nChanged 3 SP:Iteration 5Q (2097.230000 sec): 3 clusters Score: Raw -25482.714380 + Penalty 555.332832 = -24927.381548 nChanged 1 SP:Iteration 6Q (2097.360000 sec): 3 clusters Score: Raw -25483.307968 + Penalty 555.332832 = -24927.975136 nChanged 1 SP:Iteration 7Q (2097.480000 sec): 3 clusters Score: Raw -25483.435757 + Penalty 555.332832 = -24928.102925 nChanged 1 SP:Iteration 8Q (2097.610000 sec): 3 clusters Score: Raw -25483.699938 + Penalty 555.332832 = -24928.367106 nChanged 0 SP:Iteration 9F (2097.770000 sec): 3 clusters Score: Raw -25483.699938 + Penalty 555.332832 = -24928.367106 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 34 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2097.860000 sec): 2 clusters Score: Raw -11927.985757 + Penalty 243.293393 = -11684.692364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2097.990000 sec): 3 clusters Score: Raw -11868.469181 + Penalty 486.586785 = -11381.882396 nChanged 50 SP:Iteration 1F (2098.160000 sec): 3 clusters Score: Raw -11934.267460 + Penalty 486.586785 = -11447.680675 nChanged 15 SP:Iteration 2F (2098.300000 sec): 3 clusters Score: Raw -11960.975162 + Penalty 486.586785 = -11474.388377 nChanged 8 SP:Iteration 3Q (2098.460000 sec): 3 clusters Score: Raw -11984.114087 + Penalty 486.586785 = -11497.527302 nChanged 10 SP:Iteration 4Q (2098.640000 sec): 3 clusters Score: Raw -12004.519715 + Penalty 486.586785 = -11517.932929 nChanged 5 SP:Iteration 5Q (2098.820000 sec): 3 clusters Score: Raw -12014.480228 + Penalty 486.586785 = -11527.893442 nChanged 2 SP:Iteration 6Q (2098.970000 sec): 3 clusters Score: Raw -12019.478050 + Penalty 486.586785 = -11532.891265 nChanged 3 SP:Iteration 7Q (2099.080000 sec): 3 clusters Score: Raw -12024.791819 + Penalty 486.586785 = -11538.205033 nChanged 5 SP:Iteration 8Q (2099.200000 sec): 3 clusters Score: Raw -12037.894302 + Penalty 486.586785 = -11551.307517 nChanged 5 SP:Iteration 9Q (2099.320000 sec): 3 clusters Score: Raw -12055.372971 + Penalty 486.586785 = -11568.786186 nChanged 5 SP:Iteration 10Q (2099.430000 sec): 3 clusters Score: Raw -12068.241385 + Penalty 486.586785 = -11581.654599 nChanged 3 SP:Iteration 11Q (2099.600000 sec): 3 clusters Score: Raw -12071.738363 + Penalty 486.586785 = -11585.151578 nChanged 1 SP:Iteration 12Q (2099.800000 sec): 3 clusters Score: Raw -12075.293931 + Penalty 486.586785 = -11588.707146 nChanged 1 SP:Iteration 13Q (2099.940000 sec): 3 clusters Score: Raw -12077.090440 + Penalty 486.586785 = -11590.503655 nChanged 1 SP:Iteration 14Q (2100.050000 sec): 3 clusters Score: Raw -12077.628118 + Penalty 486.586785 = -11591.041332 nChanged 0 SP:Iteration 15F (2100.160000 sec): 3 clusters Score: Raw -12077.628118 + Penalty 486.586785 = -11591.041332 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 35 (357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2100.220000 sec): 2 clusters Score: Raw -20396.891520 + Penalty 267.436978 = -20129.454542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2100.330000 sec): 3 clusters Score: Raw -20257.507682 + Penalty 534.873956 = -19722.633726 nChanged 120 SP:Iteration 1F (2100.440000 sec): 3 clusters Score: Raw -20383.993617 + Penalty 534.873956 = -19849.119660 nChanged 35 SP:Iteration 2F (2100.550000 sec): 3 clusters Score: Raw -20446.131687 + Penalty 534.873956 = -19911.257731 nChanged 22 SP:Iteration 3F (2100.720000 sec): 3 clusters Score: Raw -20480.828905 + Penalty 534.873956 = -19945.954949 nChanged 18 SP:Iteration 4F (2100.930000 sec): 3 clusters Score: Raw -20508.364184 + Penalty 534.873956 = -19973.490228 nChanged 11 SP:Iteration 5Q (2101.110000 sec): 3 clusters Score: Raw -20523.056886 + Penalty 534.873956 = -19988.182930 nChanged 8 SP:Iteration 6Q (2101.290000 sec): 3 clusters Score: Raw -20532.268728 + Penalty 534.873956 = -19997.394772 nChanged 7 SP:Iteration 7Q (2101.410000 sec): 3 clusters Score: Raw -20542.466187 + Penalty 534.873956 = -20007.592231 nChanged 9 SP:Iteration 8Q (2101.560000 sec): 3 clusters Score: Raw -20553.800255 + Penalty 534.873956 = -20018.926299 nChanged 4 SP:Iteration 9Q (2101.670000 sec): 3 clusters Score: Raw -20556.689103 + Penalty 534.873956 = -20021.815147 nChanged 3 SP:Iteration 10Q (2101.780000 sec): 3 clusters Score: Raw -20559.107296 + Penalty 534.873956 = -20024.233340 nChanged 3 SP:Iteration 11Q (2101.890000 sec): 3 clusters Score: Raw -20561.889861 + Penalty 534.873956 = -20027.015905 nChanged 5 SP:Iteration 12Q (2102.010000 sec): 3 clusters Score: Raw -20567.423732 + Penalty 534.873956 = -20032.549775 nChanged 5 SP:Iteration 13Q (2102.120000 sec): 3 clusters Score: Raw -20577.730708 + Penalty 534.873956 = -20042.856751 nChanged 10 SP:Iteration 14Q (2102.280000 sec): 3 clusters Score: Raw -20601.894823 + Penalty 534.873956 = -20067.020867 nChanged 13 SP:Iteration 15Q (2102.450000 sec): 3 clusters Score: Raw -20620.804565 + Penalty 534.873956 = -20085.930609 nChanged 4 SP:Iteration 16Q (2102.610000 sec): 3 clusters Score: Raw -20634.182157 + Penalty 534.873956 = -20099.308201 nChanged 3 SP:Iteration 17Q (2102.690000 sec): 3 clusters Score: Raw -20640.105954 + Penalty 534.873956 = -20105.231998 nChanged 2 SP:Iteration 18Q (2102.880000 sec): 3 clusters Score: Raw -20640.675596 + Penalty 534.873956 = -20105.801640 nChanged 0 SP:Iteration 19F (2103.060000 sec): 3 clusters Score: Raw -20642.837793 + Penalty 534.873956 = -20107.963837 nChanged 1 SP:Iteration 20F (2103.190000 sec): 3 clusters Score: Raw -20647.910282 + Penalty 534.873956 = -20113.036326 nChanged 2 SP:Iteration 21Q (2103.380000 sec): 3 clusters Score: Raw -20649.602484 + Penalty 534.873956 = -20114.728528 nChanged 0 SP:Iteration 22F (2103.510000 sec): 3 clusters Score: Raw -20649.602484 + Penalty 534.873956 = -20114.728528 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 36 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.550000 sec): 2 clusters Score: Raw -12258.495140 + Penalty 242.638705 = -12015.856435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.670000 sec): 3 clusters Score: Raw -12201.533326 + Penalty 485.277410 = -11716.255916 nChanged 60 SP:Iteration 1F (2103.790000 sec): 3 clusters Score: Raw -12251.718621 + Penalty 485.277410 = -11766.441211 nChanged 9 SP:Iteration 2Q (2103.900000 sec): 3 clusters Score: Raw -12261.882040 + Penalty 485.277410 = -11776.604630 nChanged 6 SP:Iteration 3Q (2104.020000 sec): 3 clusters Score: Raw -12267.660301 + Penalty 485.277410 = -11782.382891 nChanged 3 SP:Iteration 4Q (2104.180000 sec): 3 clusters Score: Raw -12270.425983 + Penalty 485.277410 = -11785.148573 nChanged 2 SP:Iteration 5Q (2104.340000 sec): 3 clusters Score: Raw -12271.708631 + Penalty 485.277410 = -11786.431221 nChanged 1 SP:Iteration 6Q (2104.510000 sec): 3 clusters Score: Raw -12271.950547 + Penalty 485.277410 = -11786.673137 nChanged 1 SP:Iteration 7Q (2104.640000 sec): 3 clusters Score: Raw -12272.615310 + Penalty 485.277410 = -11787.337900 nChanged 2 SP:Iteration 8Q (2104.770000 sec): 3 clusters Score: Raw -12275.584128 + Penalty 485.277410 = -11790.306718 nChanged 1 SP:Iteration 9Q (2104.910000 sec): 3 clusters Score: Raw -12276.410633 + Penalty 485.277410 = -11791.133223 nChanged 0 SP:Iteration 10F (2105.040000 sec): 3 clusters Score: Raw -12276.410633 + Penalty 485.277410 = -11791.133223 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 37 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2105.100000 sec): 2 clusters Score: Raw -12578.833396 + Penalty 244.994525 = -12333.838870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2105.260000 sec): 3 clusters Score: Raw -12531.054977 + Penalty 489.989051 = -12041.065926 nChanged 71 SP:Iteration 1F (2105.460000 sec): 3 clusters Score: Raw -12603.571181 + Penalty 489.989051 = -12113.582130 nChanged 16 SP:Iteration 2F (2105.650000 sec): 3 clusters Score: Raw -12619.560016 + Penalty 489.989051 = -12129.570965 nChanged 3 SP:Iteration 3Q (2105.800000 sec): 3 clusters Score: Raw -12622.516070 + Penalty 489.989051 = -12132.527020 nChanged 2 SP:Iteration 4Q (2105.980000 sec): 3 clusters Score: Raw -12624.098440 + Penalty 489.989051 = -12134.109390 nChanged 2 SP:Iteration 5Q (2106.120000 sec): 3 clusters Score: Raw -12625.922574 + Penalty 489.989051 = -12135.933523 nChanged 2 SP:Iteration 6Q (2106.250000 sec): 3 clusters Score: Raw -12627.654709 + Penalty 489.989051 = -12137.665659 nChanged 1 SP:Iteration 7Q (2106.380000 sec): 3 clusters Score: Raw -12628.127875 + Penalty 489.989051 = -12138.138824 nChanged 1 SP:Iteration 8Q (2106.540000 sec): 3 clusters Score: Raw -12628.284085 + Penalty 489.989051 = -12138.295035 nChanged 0 SP:Iteration 9F (2106.700000 sec): 3 clusters Score: Raw -12628.284085 + Penalty 489.989051 = -12138.295035 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 38 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2106.730000 sec): 2 clusters Score: Raw -19753.597051 + Penalty 265.350653 = -19488.246398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2106.940000 sec): 3 clusters Score: Raw -19650.246259 + Penalty 530.701305 = -19119.544953 nChanged 109 SP:Iteration 1F (2107.070000 sec): 3 clusters Score: Raw -19769.996284 + Penalty 530.701305 = -19239.294978 nChanged 24 SP:Iteration 2F (2107.250000 sec): 3 clusters Score: Raw -19797.368437 + Penalty 530.701305 = -19266.667131 nChanged 9 SP:Iteration 3Q (2107.430000 sec): 3 clusters Score: Raw -19805.219900 + Penalty 530.701305 = -19274.518595 nChanged 6 SP:Iteration 4Q (2107.550000 sec): 3 clusters Score: Raw -19809.360416 + Penalty 530.701305 = -19278.659111 nChanged 4 SP:Iteration 5Q (2107.750000 sec): 3 clusters Score: Raw -19813.028212 + Penalty 530.701305 = -19282.326906 nChanged 2 SP:Iteration 6Q (2107.870000 sec): 3 clusters Score: Raw -19816.931287 + Penalty 530.701305 = -19286.229981 nChanged 4 SP:Iteration 7Q (2108.070000 sec): 3 clusters Score: Raw -19819.763034 + Penalty 530.701305 = -19289.061729 nChanged 4 SP:Iteration 8Q (2108.200000 sec): 3 clusters Score: Raw -19822.544322 + Penalty 530.701305 = -19291.843017 nChanged 3 SP:Iteration 9Q (2108.300000 sec): 3 clusters Score: Raw -19827.853849 + Penalty 530.701305 = -19297.152544 nChanged 3 SP:Iteration 10Q (2108.420000 sec): 3 clusters Score: Raw -19831.116137 + Penalty 530.701305 = -19300.414832 nChanged 5 SP:Iteration 11Q (2108.540000 sec): 3 clusters Score: Raw -19837.553418 + Penalty 530.701305 = -19306.852112 nChanged 4 SP:Iteration 12Q (2108.670000 sec): 3 clusters Score: Raw -19841.244582 + Penalty 530.701305 = -19310.543276 nChanged 2 SP:Iteration 13Q (2108.870000 sec): 3 clusters Score: Raw -19842.905447 + Penalty 530.701305 = -19312.204142 nChanged 0 SP:Iteration 14F (2109.020000 sec): 3 clusters Score: Raw -19842.905447 + Penalty 530.701305 = -19312.204142 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 39 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2109.070000 sec): 2 clusters Score: Raw -89025.871675 + Penalty 332.048457 = -88693.823219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2109.190000 sec): 3 clusters Score: Raw -88228.975791 + Penalty 664.096914 = -87564.878877 nChanged 632 SP:Iteration 1F (2109.290000 sec): 3 clusters Score: Raw -88577.610277 + Penalty 664.096914 = -87913.513363 nChanged 88 SP:Iteration 2F (2109.410000 sec): 3 clusters Score: Raw -88621.228952 + Penalty 664.096914 = -87957.132038 nChanged 60 SP:Iteration 3Q (2109.520000 sec): 3 clusters Score: Raw -88654.465721 + Penalty 664.096914 = -87990.368808 nChanged 61 SP:Iteration 4Q (2109.660000 sec): 3 clusters Score: Raw -88680.979975 + Penalty 664.096914 = -88016.883061 nChanged 49 SP:Iteration 5Q (2109.860000 sec): 3 clusters Score: Raw -88699.898092 + Penalty 664.096914 = -88035.801178 nChanged 27 SP:Iteration 6Q (2110.010000 sec): 3 clusters Score: Raw -88709.167134 + Penalty 664.096914 = -88045.070220 nChanged 35 SP:Iteration 7Q (2110.190000 sec): 3 clusters Score: Raw -88720.194294 + Penalty 664.096914 = -88056.097380 nChanged 34 SP:Iteration 8Q (2110.400000 sec): 3 clusters Score: Raw -88733.657054 + Penalty 664.096914 = -88069.560141 nChanged 26 SP:Iteration 9Q (2110.590000 sec): 3 clusters Score: Raw -88742.895054 + Penalty 664.096914 = -88078.798140 nChanged 23 SP:Iteration 10Q (2110.740000 sec): 3 clusters Score: Raw -88750.206500 + Penalty 664.096914 = -88086.109586 nChanged 24 SP:Iteration 11Q (2110.860000 sec): 3 clusters Score: Raw -88755.878030 + Penalty 664.096914 = -88091.781116 nChanged 26 SP:Iteration 12Q (2110.990000 sec): 3 clusters Score: Raw -88764.707167 + Penalty 664.096914 = -88100.610254 nChanged 32 SP:Iteration 13Q (2111.130000 sec): 3 clusters Score: Raw -88773.094254 + Penalty 664.096914 = -88108.997340 nChanged 18 SP:Iteration 14Q (2111.250000 sec): 3 clusters Score: Raw -88779.113477 + Penalty 664.096914 = -88115.016563 nChanged 21 SP:Iteration 15Q (2111.380000 sec): 3 clusters Score: Raw -88783.039966 + Penalty 664.096914 = -88118.943052 nChanged 8 SP:Iteration 16Q (2111.580000 sec): 3 clusters Score: Raw -88785.103653 + Penalty 664.096914 = -88121.006739 nChanged 12 SP:Iteration 17Q (2111.750000 sec): 3 clusters Score: Raw -88788.593621 + Penalty 664.096914 = -88124.496708 nChanged 13 SP:Iteration 18Q (2111.910000 sec): 3 clusters Score: Raw -88790.888422 + Penalty 664.096914 = -88126.791508 nChanged 7 SP:Iteration 19Q (2112.050000 sec): 3 clusters Score: Raw -88792.554584 + Penalty 664.096914 = -88128.457671 nChanged 7 SP:Iteration 20F (2112.190000 sec): 3 clusters Score: Raw -88794.085785 + Penalty 664.096914 = -88129.988871 nChanged 13 SP:Iteration 21Q (2112.320000 sec): 3 clusters Score: Raw -88796.831210 + Penalty 664.096914 = -88132.734297 nChanged 15 SP:Iteration 22Q (2112.500000 sec): 3 clusters Score: Raw -88800.663030 + Penalty 664.096914 = -88136.566117 nChanged 13 SP:Iteration 23Q (2112.700000 sec): 3 clusters Score: Raw -88805.049682 + Penalty 664.096914 = -88140.952768 nChanged 17 SP:Iteration 24Q (2112.870000 sec): 3 clusters Score: Raw -88812.302316 + Penalty 664.096914 = -88148.205402 nChanged 20 SP:Iteration 25Q (2113.020000 sec): 3 clusters Score: Raw -88821.577230 + Penalty 664.096914 = -88157.480316 nChanged 30 SP:Iteration 26Q (2113.150000 sec): 3 clusters Score: Raw -88834.394941 + Penalty 664.096914 = -88170.298028 nChanged 22 SP:Iteration 27Q (2113.280000 sec): 3 clusters Score: Raw -88842.048423 + Penalty 664.096914 = -88177.951509 nChanged 20 SP:Iteration 28Q (2113.410000 sec): 3 clusters Score: Raw -88851.147613 + Penalty 664.096914 = -88187.050699 nChanged 14 SP:Iteration 29Q (2113.540000 sec): 3 clusters Score: Raw -88856.824938 + Penalty 664.096914 = -88192.728024 nChanged 8 SP:Iteration 30Q (2113.710000 sec): 3 clusters Score: Raw -88859.740226 + Penalty 664.096914 = -88195.643312 nChanged 8 SP:Iteration 31Q (2113.890000 sec): 3 clusters Score: Raw -88861.951591 + Penalty 664.096914 = -88197.854677 nChanged 8 SP:Iteration 32Q (2114.040000 sec): 3 clusters Score: Raw -88863.822027 + Penalty 664.096914 = -88199.725113 nChanged 6 SP:Iteration 33Q (2114.190000 sec): 3 clusters Score: Raw -88865.046919 + Penalty 664.096914 = -88200.950005 nChanged 6 SP:Iteration 34Q (2114.330000 sec): 3 clusters Score: Raw -88866.072538 + Penalty 664.096914 = -88201.975625 nChanged 5 SP:Iteration 35Q (2114.440000 sec): 3 clusters Score: Raw -88867.129500 + Penalty 664.096914 = -88203.032586 nChanged 4 SP:Iteration 36Q (2114.560000 sec): 3 clusters Score: Raw -88867.688651 + Penalty 664.096914 = -88203.591737 nChanged 4 SP:Iteration 37Q (2114.720000 sec): 3 clusters Score: Raw -88868.701623 + Penalty 664.096914 = -88204.604709 nChanged 3 SP:Iteration 38Q (2114.940000 sec): 3 clusters Score: Raw -88869.521763 + Penalty 664.096914 = -88205.424850 nChanged 4 SP:Iteration 39Q (2115.090000 sec): 3 clusters Score: Raw -88870.300776 + Penalty 664.096914 = -88206.203862 nChanged 3 SP:Iteration 40F (2115.250000 sec): 3 clusters Score: Raw -88871.491274 + Penalty 664.096914 = -88207.394360 nChanged 6 SP:Iteration 41Q (2115.450000 sec): 3 clusters Score: Raw -88872.911699 + Penalty 664.096914 = -88208.814786 nChanged 7 SP:Iteration 42Q (2115.610000 sec): 3 clusters Score: Raw -88874.755317 + Penalty 664.096914 = -88210.658404 nChanged 9 SP:Iteration 43Q (2115.740000 sec): 3 clusters Score: Raw -88876.156532 + Penalty 664.096914 = -88212.059618 nChanged 3 SP:Iteration 44Q (2115.880000 sec): 3 clusters Score: Raw -88876.605000 + Penalty 664.096914 = -88212.508087 nChanged 2 SP:Iteration 45Q (2116.030000 sec): 3 clusters Score: Raw -88877.366732 + Penalty 664.096914 = -88213.269818 nChanged 0 SP:Iteration 46F (2116.190000 sec): 3 clusters Score: Raw -88877.366732 + Penalty 664.096914 = -88213.269818 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 40 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2116.240000 sec): 2 clusters Score: Raw -4124.606610 + Penalty 208.149350 = -3916.457260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2116.400000 sec): 3 clusters Score: Raw -4155.324438 + Penalty 416.298699 = -3739.025739 nChanged 22 SP:Iteration 1F (2116.520000 sec): 3 clusters Score: Raw -4204.375728 + Penalty 416.298699 = -3788.077029 nChanged 5 SP:Iteration 2F (2116.630000 sec): 3 clusters Score: Raw -4226.373567 + Penalty 416.298699 = -3810.074868 nChanged 1 SP:Iteration 3Q (2116.750000 sec): 3 clusters Score: Raw -4241.216755 + Penalty 416.298699 = -3824.918056 nChanged 2 SP:Iteration 4Q (2116.860000 sec): 3 clusters Score: Raw -4246.506736 + Penalty 416.298699 = -3830.208037 nChanged 0 SP:Iteration 5F (2116.980000 sec): 3 clusters Score: Raw -4246.506736 + Penalty 416.298699 = -3830.208037 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 41 (192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2117.080000 sec): 2 clusters Score: Raw -10443.409682 + Penalty 239.216039 = -10204.193642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2117.270000 sec): 3 clusters Score: Raw -10404.048309 + Penalty 478.432079 = -9925.616230 nChanged 44 SP:Iteration 1F (2117.420000 sec): 3 clusters Score: Raw -10473.248579 + Penalty 478.432079 = -9994.816500 nChanged 14 SP:Iteration 2F (2117.560000 sec): 3 clusters Score: Raw -10489.901671 + Penalty 478.432079 = -10011.469593 nChanged 6 SP:Iteration 3Q (2117.700000 sec): 3 clusters Score: Raw -10496.675372 + Penalty 478.432079 = -10018.243293 nChanged 5 SP:Iteration 4Q (2117.890000 sec): 3 clusters Score: Raw -10501.821571 + Penalty 478.432079 = -10023.389492 nChanged 3 SP:Iteration 5Q (2118.070000 sec): 3 clusters Score: Raw -10505.393071 + Penalty 478.432079 = -10026.960992 nChanged 4 SP:Iteration 6Q (2118.200000 sec): 3 clusters Score: Raw -10508.822964 + Penalty 478.432079 = -10030.390885 nChanged 3 SP:Iteration 7Q (2118.330000 sec): 3 clusters Score: Raw -10511.301748 + Penalty 478.432079 = -10032.869669 nChanged 2 SP:Iteration 8Q (2118.460000 sec): 3 clusters Score: Raw -10513.432620 + Penalty 478.432079 = -10035.000541 nChanged 2 SP:Iteration 9Q (2118.590000 sec): 3 clusters Score: Raw -10514.586394 + Penalty 478.432079 = -10036.154315 nChanged 1 SP:Iteration 10Q (2118.720000 sec): 3 clusters Score: Raw -10515.004079 + Penalty 478.432079 = -10036.572000 nChanged 1 SP:Iteration 11Q (2118.860000 sec): 3 clusters Score: Raw -10515.618968 + Penalty 478.432079 = -10037.186889 nChanged 0 SP:Iteration 12F (2119.000000 sec): 3 clusters Score: Raw -10515.618968 + Penalty 478.432079 = -10037.186889 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 42 (314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2119.080000 sec): 2 clusters Score: Raw -17829.947867 + Penalty 261.597381 = -17568.350486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2119.280000 sec): 3 clusters Score: Raw -17750.210506 + Penalty 523.194762 = -17227.015744 nChanged 107 SP:Iteration 1F (2119.460000 sec): 3 clusters Score: Raw -17905.157414 + Penalty 523.194762 = -17381.962652 nChanged 24 SP:Iteration 2F (2119.630000 sec): 3 clusters Score: Raw -17949.355909 + Penalty 523.194762 = -17426.161147 nChanged 9 SP:Iteration 3Q (2119.800000 sec): 3 clusters Score: Raw -17962.077444 + Penalty 523.194762 = -17438.882682 nChanged 10 SP:Iteration 4Q (2120.000000 sec): 3 clusters Score: Raw -17977.386097 + Penalty 523.194762 = -17454.191335 nChanged 6 SP:Iteration 5Q (2120.120000 sec): 3 clusters Score: Raw -17982.049480 + Penalty 523.194762 = -17458.854719 nChanged 4 SP:Iteration 6Q (2120.260000 sec): 3 clusters Score: Raw -17988.951627 + Penalty 523.194762 = -17465.756865 nChanged 5 SP:Iteration 7Q (2120.360000 sec): 3 clusters Score: Raw -17994.954747 + Penalty 523.194762 = -17471.759985 nChanged 5 SP:Iteration 8Q (2120.460000 sec): 3 clusters Score: Raw -17998.478777 + Penalty 523.194762 = -17475.284015 nChanged 2 SP:Iteration 9Q (2120.550000 sec): 3 clusters Score: Raw -17999.490847 + Penalty 523.194762 = -17476.296085 nChanged 2 SP:Iteration 10Q (2120.650000 sec): 3 clusters Score: Raw -18001.061696 + Penalty 523.194762 = -17477.866934 nChanged 2 SP:Iteration 11Q (2120.750000 sec): 3 clusters Score: Raw -18003.159977 + Penalty 523.194762 = -17479.965216 nChanged 1 SP:Iteration 12Q (2120.900000 sec): 3 clusters Score: Raw -18003.631792 + Penalty 523.194762 = -17480.437031 nChanged 2 SP:Iteration 13Q (2121.060000 sec): 3 clusters Score: Raw -18004.637634 + Penalty 523.194762 = -17481.442872 nChanged 1 SP:Iteration 14Q (2121.220000 sec): 3 clusters Score: Raw -18005.709860 + Penalty 523.194762 = -17482.515098 nChanged 1 SP:Iteration 15Q (2121.340000 sec): 3 clusters Score: Raw -18006.449094 + Penalty 523.194762 = -17483.254332 nChanged 2 SP:Iteration 16Q (2121.470000 sec): 3 clusters Score: Raw -18007.627152 + Penalty 523.194762 = -17484.432390 nChanged 0 SP:Iteration 17F (2121.600000 sec): 3 clusters Score: Raw -18007.627152 + Penalty 523.194762 = -17484.432390 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 43 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2121.660000 sec): 2 clusters Score: Raw -51883.182287 + Penalty 309.102709 = -51574.079578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2121.810000 sec): 3 clusters Score: Raw -51495.117099 + Penalty 618.205418 = -50876.911681 nChanged 331 SP:Iteration 1F (2121.960000 sec): 3 clusters Score: Raw -51722.608628 + Penalty 618.205418 = -51104.403210 nChanged 74 SP:Iteration 2F (2122.110000 sec): 3 clusters Score: Raw -51781.759671 + Penalty 618.205418 = -51163.554253 nChanged 44 SP:Iteration 3Q (2122.300000 sec): 3 clusters Score: Raw -51809.398318 + Penalty 618.205418 = -51191.192900 nChanged 29 SP:Iteration 4Q (2122.450000 sec): 3 clusters Score: Raw -51827.065045 + Penalty 618.205418 = -51208.859627 nChanged 20 SP:Iteration 5Q (2122.630000 sec): 3 clusters Score: Raw -51840.285554 + Penalty 618.205418 = -51222.080136 nChanged 22 SP:Iteration 6Q (2122.830000 sec): 3 clusters Score: Raw -51857.809027 + Penalty 618.205418 = -51239.603609 nChanged 21 SP:Iteration 7Q (2122.950000 sec): 3 clusters Score: Raw -51880.107300 + Penalty 618.205418 = -51261.901882 nChanged 22 SP:Iteration 8Q (2123.100000 sec): 3 clusters Score: Raw -51895.784836 + Penalty 618.205418 = -51277.579417 nChanged 24 SP:Iteration 9Q (2123.240000 sec): 3 clusters Score: Raw -51912.601852 + Penalty 618.205418 = -51294.396434 nChanged 18 SP:Iteration 10Q (2123.370000 sec): 3 clusters Score: Raw -51925.581267 + Penalty 618.205418 = -51307.375849 nChanged 11 SP:Iteration 11Q (2123.500000 sec): 3 clusters Score: Raw -51934.339284 + Penalty 618.205418 = -51316.133866 nChanged 10 SP:Iteration 12Q (2123.660000 sec): 3 clusters Score: Raw -51941.154878 + Penalty 618.205418 = -51322.949460 nChanged 7 SP:Iteration 13Q (2123.830000 sec): 3 clusters Score: Raw -51944.166400 + Penalty 618.205418 = -51325.960982 nChanged 4 SP:Iteration 14Q (2124.000000 sec): 3 clusters Score: Raw -51946.170619 + Penalty 618.205418 = -51327.965201 nChanged 4 SP:Iteration 15Q (2124.190000 sec): 3 clusters Score: Raw -51948.566903 + Penalty 618.205418 = -51330.361485 nChanged 2 SP:Iteration 16Q (2124.350000 sec): 3 clusters Score: Raw -51950.443580 + Penalty 618.205418 = -51332.238162 nChanged 1 SP:Iteration 17Q (2124.470000 sec): 3 clusters Score: Raw -51950.713041 + Penalty 618.205418 = -51332.507623 nChanged 1 SP:Iteration 18Q (2124.610000 sec): 3 clusters Score: Raw -51951.147183 + Penalty 618.205418 = -51332.941765 nChanged 1 SP:Iteration 19Q (2124.730000 sec): 3 clusters Score: Raw -51951.344959 + Penalty 618.205418 = -51333.139540 nChanged 0 SP:Iteration 20F (2124.860000 sec): 3 clusters Score: Raw -51951.344959 + Penalty 618.205418 = -51333.139540 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 44 (101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2124.940000 sec): 2 clusters Score: Raw -5513.053732 + Penalty 209.987984 = -5303.065749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.100000 sec): 3 clusters Score: Raw -5520.536489 + Penalty 419.975967 = -5100.560522 nChanged 21 SP:Iteration 1F (2125.310000 sec): 3 clusters Score: Raw -5558.719987 + Penalty 419.975967 = -5138.744020 nChanged 2 SP:Iteration 2Q (2125.460000 sec): 3 clusters Score: Raw -5566.453061 + Penalty 419.975967 = -5146.477094 nChanged 3 SP:Iteration 3Q (2125.600000 sec): 3 clusters Score: Raw -5578.191269 + Penalty 419.975967 = -5158.215302 nChanged 4 SP:Iteration 4Q (2125.780000 sec): 3 clusters Score: Raw -5587.059174 + Penalty 419.975967 = -5167.083207 nChanged 2 SP:Iteration 5Q (2125.940000 sec): 3 clusters Score: Raw -5596.608435 + Penalty 419.975967 = -5176.632468 nChanged 1 SP:Iteration 6Q (2126.110000 sec): 3 clusters Score: Raw -5597.714584 + Penalty 419.975967 = -5177.738617 nChanged 0 SP:Iteration 7F (2126.260000 sec): 3 clusters Score: Raw -5597.714584 + Penalty 419.975967 = -5177.738617 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 45 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.370000 sec): 2 clusters Score: Raw -4092.791059 + Penalty 206.233277 = -3886.557782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.510000 sec): 3 clusters Score: Raw -4121.588322 + Penalty 412.466554 = -3709.121768 nChanged 21 SP:Iteration 1F (2126.720000 sec): 3 clusters Score: Raw -4178.753488 + Penalty 412.466554 = -3766.286934 nChanged 4 SP:Iteration 2Q (2126.870000 sec): 3 clusters Score: Raw -4188.629562 + Penalty 412.466554 = -3776.163008 nChanged 1 SP:Iteration 3Q (2127.040000 sec): 3 clusters Score: Raw -4194.400128 + Penalty 412.466554 = -3781.933574 nChanged 1 SP:Iteration 4Q (2127.240000 sec): 3 clusters Score: Raw -4195.646026 + Penalty 412.466554 = -3783.179472 nChanged 2 SP:Iteration 5Q (2127.420000 sec): 3 clusters Score: Raw -4199.038600 + Penalty 412.466554 = -3786.572046 nChanged 1 SP:Iteration 6Q (2127.590000 sec): 3 clusters Score: Raw -4201.611309 + Penalty 412.466554 = -3789.144755 nChanged 1 SP:Iteration 7Q (2127.760000 sec): 3 clusters Score: Raw -4203.294041 + Penalty 412.466554 = -3790.827487 nChanged 0 SP:Iteration 8F (2127.910000 sec): 3 clusters Score: Raw -4203.294041 + Penalty 412.466554 = -3790.827487 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 46 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.990000 sec): 2 clusters Score: Raw -6077.732138 + Penalty 214.283624 = -5863.448514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2128.190000 sec): 3 clusters Score: Raw -6082.189409 + Penalty 428.567248 = -5653.622161 nChanged 26 SP:Iteration 1F (2128.390000 sec): 3 clusters Score: Raw -6141.083248 + Penalty 428.567248 = -5712.516000 nChanged 6 SP:Iteration 2F (2128.550000 sec): 3 clusters Score: Raw -6156.768838 + Penalty 428.567248 = -5728.201590 nChanged 1 SP:Iteration 3Q (2128.700000 sec): 3 clusters Score: Raw -6159.342496 + Penalty 428.567248 = -5730.775248 nChanged 0 SP:Iteration 4F (2128.870000 sec): 3 clusters Score: Raw -6159.342496 + Penalty 428.567248 = -5730.775248 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 47 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2128.940000 sec): 2 clusters Score: Raw -7304.039511 + Penalty 223.859132 = -7080.180379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.110000 sec): 3 clusters Score: Raw -7302.960874 + Penalty 447.718264 = -6855.242610 nChanged 35 SP:Iteration 1F (2129.280000 sec): 3 clusters Score: Raw -7378.088049 + Penalty 447.718264 = -6930.369785 nChanged 8 SP:Iteration 2F (2129.440000 sec): 3 clusters Score: Raw -7402.197860 + Penalty 447.718264 = -6954.479595 nChanged 4 SP:Iteration 3Q (2129.600000 sec): 3 clusters Score: Raw -7425.421755 + Penalty 447.718264 = -6977.703491 nChanged 2 SP:Iteration 4Q (2129.770000 sec): 3 clusters Score: Raw -7429.548954 + Penalty 447.718264 = -6981.830690 nChanged 2 SP:Iteration 5Q (2129.940000 sec): 3 clusters Score: Raw -7433.126412 + Penalty 447.718264 = -6985.408148 nChanged 0 SP:Iteration 6F (2130.130000 sec): 3 clusters Score: Raw -7433.126412 + Penalty 447.718264 = -6985.408148 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 48 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.220000 sec): 2 clusters Score: Raw -6554.878897 + Penalty 218.954388 = -6335.924508 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2130.340000 sec): 3 clusters Score: Raw -6560.269698 + Penalty 437.908776 = -6122.360921 nChanged 23 SP:Iteration 1F (2130.500000 sec): 3 clusters Score: Raw -6629.053120 + Penalty 437.908776 = -6191.144344 nChanged 11 SP:Iteration 2F (2130.630000 sec): 3 clusters Score: Raw -6701.235351 + Penalty 437.908776 = -6263.326575 nChanged 11 SP:Iteration 3F (2130.810000 sec): 3 clusters Score: Raw -6756.448738 + Penalty 437.908776 = -6318.539961 nChanged 2 SP:Iteration 4Q (2130.940000 sec): 3 clusters Score: Raw -6762.576681 + Penalty 437.908776 = -6324.667904 nChanged 3 SP:Iteration 5Q (2131.160000 sec): 3 clusters Score: Raw -6769.058399 + Penalty 437.908776 = -6331.149623 nChanged 2 SP:Iteration 6Q (2131.300000 sec): 3 clusters Score: Raw -6774.648995 + Penalty 437.908776 = -6336.740219 nChanged 0 SP:Iteration 7F (2131.490000 sec): 3 clusters Score: Raw -6774.648995 + Penalty 437.908776 = -6336.740219 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 1.55 GB. Trying to split cluster 49 (324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2131.540000 sec): 2 clusters Score: Raw -18321.646058 + Penalty 263.023830 = -18058.622228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.750000 sec): 3 clusters Score: Raw -18204.548168 + Penalty 526.047660 = -17678.500508 nChanged 97 SP:Iteration 1F (2131.880000 sec): 3 clusters Score: Raw -18276.910379 + Penalty 526.047660 = -17750.862720 nChanged 22 SP:Iteration 2F (2132.030000 sec): 3 clusters Score: Raw -18296.007697 + Penalty 526.047660 = -17769.960037 nChanged 15 SP:Iteration 3Q (2132.190000 sec): 3 clusters Score: Raw -18309.056291 + Penalty 526.047660 = -17783.008631 nChanged 8 SP:Iteration 4Q (2132.360000 sec): 3 clusters Score: Raw -18316.538615 + Penalty 526.047660 = -17790.490955 nChanged 10 SP:Iteration 5Q (2132.520000 sec): 3 clusters Score: Raw -18334.259295 + Penalty 526.047660 = -17808.211635 nChanged 5 SP:Iteration 6Q (2132.690000 sec): 3 clusters Score: Raw -18345.703866 + Penalty 526.047660 = -17819.656206 nChanged 9 SP:Iteration 7Q (2132.830000 sec): 3 clusters Score: Raw -18361.066687 + Penalty 526.047660 = -17835.019028 nChanged 15 SP:Iteration 8Q (2133.030000 sec): 3 clusters Score: Raw -18380.994533 + Penalty 526.047660 = -17854.946873 nChanged 17 SP:Iteration 9F (2133.190000 sec): 3 clusters Score: Raw -18402.296310 + Penalty 526.047660 = -17876.248650 nChanged 12 SP:Iteration 10Q (2133.360000 sec): 3 clusters Score: Raw -18420.940624 + Penalty 526.047660 = -17894.892964 nChanged 11 SP:Iteration 11Q (2133.510000 sec): 3 clusters Score: Raw -18440.879658 + Penalty 526.047660 = -17914.831998 nChanged 16 SP:Iteration 12Q (2133.690000 sec): 3 clusters Score: Raw -18483.515154 + Penalty 526.047660 = -17957.467494 nChanged 14 SP:Iteration 13Q (2133.840000 sec): 3 clusters Score: Raw -18530.219836 + Penalty 526.047660 = -18004.172176 nChanged 9 SP:Iteration 14Q (2134.020000 sec): 3 clusters Score: Raw -18590.073417 + Penalty 526.047660 = -18064.025757 nChanged 8 SP:Iteration 15Q (2134.190000 sec): 3 clusters Score: Raw -18611.395718 + Penalty 526.047660 = -18085.348058 nChanged 4 SP:Iteration 16Q (2134.350000 sec): 3 clusters Score: Raw -18625.214984 + Penalty 526.047660 = -18099.167324 nChanged 4 SP:Iteration 17Q (2134.520000 sec): 3 clusters Score: Raw -18633.151785 + Penalty 526.047660 = -18107.104125 nChanged 2 SP:Iteration 18Q (2134.700000 sec): 3 clusters Score: Raw -18634.796795 + Penalty 526.047660 = -18108.749135 nChanged 1 SP:Iteration 19Q (2134.880000 sec): 3 clusters Score: Raw -18635.339843 + Penalty 526.047660 = -18109.292183 nChanged 0 SP:Iteration 20F (2135.060000 sec): 3 clusters Score: Raw -18635.339843 + Penalty 526.047660 = -18109.292183 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 50. Iteration 115F (2157.090000 sec): 51 clusters Score: Raw -13143759.318156 + Penalty 28102.810186 = -13115656.507970 nChanged 24 Iteration 116F (2179.430000 sec): 51 clusters Score: Raw -13143783.417520 + Penalty 28102.810186 = -13115680.607334 nChanged 10 Iteration 117Q (2199.460000 sec): 51 clusters Score: Raw -13143791.508136 + Penalty 28102.810186 = -13115688.697950 nChanged 6 Iteration 118Q (2216.520000 sec): 51 clusters Score: Raw -13143797.772161 + Penalty 28102.810186 = -13115694.961976 nChanged 4 Iteration 119Q (2233.800000 sec): 51 clusters Score: Raw -13143803.679690 + Penalty 28102.810186 = -13115700.869504 nChanged 1 Iteration 120F (2252.840000 sec): 51 clusters Score: Raw -13143803.831384 + Penalty 28102.810186 = -13115701.021198 nChanged 0 Writing temp clu file Because OldScore, -13115700.869504, is greater than current (better) Score,-13115701.021198 Compute initial score before splitting: Score: Raw -13143803.831384 + Penalty 28102.810186 = -13115701.021198 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 1 (1145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2252.950000 sec): 2 clusters Score: Raw -64412.956515 + Penalty 320.463776 = -64092.492739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2253.100000 sec): 3 clusters Score: Raw -63834.814158 + Penalty 640.927552 = -63193.886606 nChanged 438 SP:Iteration 1F (2253.260000 sec): 3 clusters Score: Raw -64136.865613 + Penalty 640.927552 = -63495.938060 nChanged 97 SP:Iteration 2F (2253.410000 sec): 3 clusters Score: Raw -64213.015421 + Penalty 640.927552 = -63572.087869 nChanged 54 SP:Iteration 3Q (2253.540000 sec): 3 clusters Score: Raw -64246.173827 + Penalty 640.927552 = -63605.246275 nChanged 54 SP:Iteration 4Q (2253.670000 sec): 3 clusters Score: Raw -64277.524592 + Penalty 640.927552 = -63636.597040 nChanged 50 SP:Iteration 5Q (2253.800000 sec): 3 clusters Score: Raw -64307.761704 + Penalty 640.927552 = -63666.834152 nChanged 42 SP:Iteration 6Q (2253.950000 sec): 3 clusters Score: Raw -64342.469149 + Penalty 640.927552 = -63701.541596 nChanged 47 SP:Iteration 7Q (2254.120000 sec): 3 clusters Score: Raw -64374.479480 + Penalty 640.927552 = -63733.551928 nChanged 41 SP:Iteration 8Q (2254.290000 sec): 3 clusters Score: Raw -64398.428851 + Penalty 640.927552 = -63757.501298 nChanged 28 SP:Iteration 9Q (2254.450000 sec): 3 clusters Score: Raw -64412.529298 + Penalty 640.927552 = -63771.601746 nChanged 28 SP:Iteration 10Q (2254.630000 sec): 3 clusters Score: Raw -64425.819593 + Penalty 640.927552 = -63784.892040 nChanged 15 SP:Iteration 11Q (2254.810000 sec): 3 clusters Score: Raw -64432.369866 + Penalty 640.927552 = -63791.442313 nChanged 13 SP:Iteration 12Q (2254.990000 sec): 3 clusters Score: Raw -64437.840197 + Penalty 640.927552 = -63796.912645 nChanged 7 SP:Iteration 13Q (2255.180000 sec): 3 clusters Score: Raw -64441.460018 + Penalty 640.927552 = -63800.532466 nChanged 9 SP:Iteration 14Q (2255.300000 sec): 3 clusters Score: Raw -64446.600983 + Penalty 640.927552 = -63805.673431 nChanged 13 SP:Iteration 15Q (2255.430000 sec): 3 clusters Score: Raw -64452.363704 + Penalty 640.927552 = -63811.436151 nChanged 13 SP:Iteration 16Q (2255.560000 sec): 3 clusters Score: Raw -64457.130174 + Penalty 640.927552 = -63816.202622 nChanged 7 SP:Iteration 17Q (2255.680000 sec): 3 clusters Score: Raw -64460.058742 + Penalty 640.927552 = -63819.131190 nChanged 12 SP:Iteration 18Q (2255.790000 sec): 3 clusters Score: Raw -64464.489306 + Penalty 640.927552 = -63823.561754 nChanged 12 SP:Iteration 19Q (2255.940000 sec): 3 clusters Score: Raw -64467.770347 + Penalty 640.927552 = -63826.842795 nChanged 6 SP:Iteration 20F (2256.150000 sec): 3 clusters Score: Raw -64469.561895 + Penalty 640.927552 = -63828.634342 nChanged 2 SP:Iteration 21Q (2256.290000 sec): 3 clusters Score: Raw -64470.045623 + Penalty 640.927552 = -63829.118070 nChanged 2 SP:Iteration 22Q (2256.400000 sec): 3 clusters Score: Raw -64471.029443 + Penalty 640.927552 = -63830.101890 nChanged 2 SP:Iteration 23Q (2256.580000 sec): 3 clusters Score: Raw -64471.394525 + Penalty 640.927552 = -63830.466973 nChanged 0 SP:Iteration 24F (2256.760000 sec): 3 clusters Score: Raw -64471.394525 + Penalty 640.927552 = -63830.466973 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 2 (159253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2257.400000 sec): 2 clusters Score: Raw -9445220.762670 + Penalty 545.010348 = -9444675.752321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2258.180000 sec): 3 clusters Score: Raw -9337425.565491 + Penalty 1090.020696 = -9336335.544795 nChanged 78304 SP:Iteration 1F (2258.890000 sec): 3 clusters Score: Raw -9384892.502928 + Penalty 1090.020696 = -9383802.482232 nChanged 5662 SP:Iteration 2Q (2259.620000 sec): 3 clusters Score: Raw -9386734.783350 + Penalty 1090.020696 = -9385644.762653 nChanged 6729 SP:Iteration 3Q (2260.380000 sec): 3 clusters Score: Raw -9389716.603476 + Penalty 1090.020696 = -9388626.582780 nChanged 8448 SP:Iteration 4F (2261.170000 sec): 3 clusters Score: Raw -9394403.090608 + Penalty 1090.020696 = -9393313.069911 nChanged 9838 SP:Iteration 5F (2261.880000 sec): 3 clusters Score: Raw -9401177.759540 + Penalty 1090.020696 = -9400087.738844 nChanged 10471 SP:Iteration 6F (2262.400000 sec): 3 clusters Score: Raw -9409206.188131 + Penalty 1090.020696 = -9408116.167435 nChanged 9701 SP:Iteration 7F (2263.060000 sec): 3 clusters Score: Raw -9416169.353391 + Penalty 1090.020696 = -9415079.332695 nChanged 7967 SP:Iteration 8F (2263.860000 sec): 3 clusters Score: Raw -9420760.287788 + Penalty 1090.020696 = -9419670.267092 nChanged 5832 SP:Iteration 9Q (2264.540000 sec): 3 clusters Score: Raw -9423430.102711 + Penalty 1090.020696 = -9422340.082015 nChanged 4514 SP:Iteration 10Q (2265.330000 sec): 3 clusters Score: Raw -9425383.845294 + Penalty 1090.020696 = -9424293.824597 nChanged 3917 SP:Iteration 11Q (2266.040000 sec): 3 clusters Score: Raw -9427174.720597 + Penalty 1090.020696 = -9426084.699901 nChanged 3753 SP:Iteration 12Q (2266.820000 sec): 3 clusters Score: Raw -9429021.936307 + Penalty 1090.020696 = -9427931.915611 nChanged 3697 SP:Iteration 13Q (2267.550000 sec): 3 clusters Score: Raw -9430998.614860 + Penalty 1090.020696 = -9429908.594164 nChanged 3573 SP:Iteration 14Q (2268.220000 sec): 3 clusters Score: Raw -9433051.903799 + Penalty 1090.020696 = -9431961.883102 nChanged 3341 SP:Iteration 15Q (2268.890000 sec): 3 clusters Score: Raw -9435122.651409 + Penalty 1090.020696 = -9434032.630713 nChanged 3077 SP:Iteration 16Q (2269.580000 sec): 3 clusters Score: Raw -9437139.529676 + Penalty 1090.020696 = -9436049.508979 nChanged 2643 SP:Iteration 17Q (2270.320000 sec): 3 clusters Score: Raw -9438841.320946 + Penalty 1090.020696 = -9437751.300250 nChanged 2312 SP:Iteration 18Q (2271.230000 sec): 3 clusters Score: Raw -9440313.543624 + Penalty 1090.020696 = -9439223.522928 nChanged 1992 SP:Iteration 19Q (2272.110000 sec): 3 clusters Score: Raw -9441567.144902 + Penalty 1090.020696 = -9440477.124206 nChanged 1633 SP:Iteration 20F (2272.790000 sec): 3 clusters Score: Raw -9442614.377551 + Penalty 1090.020696 = -9441524.356854 nChanged 1300 SP:Iteration 21Q (2273.330000 sec): 3 clusters Score: Raw -9443428.819388 + Penalty 1090.020696 = -9442338.798691 nChanged 977 SP:Iteration 22Q (2273.770000 sec): 3 clusters Score: Raw -9444017.174733 + Penalty 1090.020696 = -9442927.154036 nChanged 708 SP:Iteration 23Q (2274.420000 sec): 3 clusters Score: Raw -9444424.273861 + Penalty 1090.020696 = -9443334.253165 nChanged 496 SP:Iteration 24Q (2275.210000 sec): 3 clusters Score: Raw -9444715.571039 + Penalty 1090.020696 = -9443625.550343 nChanged 339 SP:Iteration 25Q (2275.950000 sec): 3 clusters Score: Raw -9444916.785321 + Penalty 1090.020696 = -9443826.764624 nChanged 222 SP:Iteration 26Q (2276.650000 sec): 3 clusters Score: Raw -9445046.676831 + Penalty 1090.020696 = -9443956.656134 nChanged 153 SP:Iteration 27Q (2277.320000 sec): 3 clusters Score: Raw -9445134.274016 + Penalty 1090.020696 = -9444044.253319 nChanged 87 SP:Iteration 28Q (2277.930000 sec): 3 clusters Score: Raw -9445178.722596 + Penalty 1090.020696 = -9444088.701899 nChanged 67 SP:Iteration 29Q (2278.480000 sec): 3 clusters Score: Raw -9445210.376925 + Penalty 1090.020696 = -9444120.356229 nChanged 43 SP:Iteration 30Q (2279.150000 sec): 3 clusters Score: Raw -9445230.384626 + Penalty 1090.020696 = -9444140.363930 nChanged 37 SP:Iteration 31Q (2279.830000 sec): 3 clusters Score: Raw -9445246.075856 + Penalty 1090.020696 = -9444156.055159 nChanged 31 SP:Iteration 32Q (2280.500000 sec): 3 clusters Score: Raw -9445262.580886 + Penalty 1090.020696 = -9444172.560190 nChanged 25 SP:Iteration 33Q (2281.180000 sec): 3 clusters Score: Raw -9445276.935548 + Penalty 1090.020696 = -9444186.914852 nChanged 17 SP:Iteration 34Q (2281.790000 sec): 3 clusters Score: Raw -9445286.626935 + Penalty 1090.020696 = -9444196.606239 nChanged 14 SP:Iteration 35Q (2282.550000 sec): 3 clusters Score: Raw -9445295.600770 + Penalty 1090.020696 = -9444205.580074 nChanged 11 SP:Iteration 36Q (2283.270000 sec): 3 clusters Score: Raw -9445301.837728 + Penalty 1090.020696 = -9444211.817031 nChanged 9 SP:Iteration 37Q (2284.010000 sec): 3 clusters Score: Raw -9445306.533177 + Penalty 1090.020696 = -9444216.512480 nChanged 7 SP:Iteration 38Q (2284.770000 sec): 3 clusters Score: Raw -9445309.166341 + Penalty 1090.020696 = -9444219.145645 nChanged 2 SP:Iteration 39Q (2285.600000 sec): 3 clusters Score: Raw -9445309.898774 + Penalty 1090.020696 = -9444219.878078 nChanged 2 SP:Iteration 40F (2286.420000 sec): 3 clusters Score: Raw -9445311.164837 + Penalty 1090.020696 = -9444221.144140 nChanged 5 SP:Iteration 41Q (2287.050000 sec): 3 clusters Score: Raw -9445312.531155 + Penalty 1090.020696 = -9444222.510459 nChanged 3 SP:Iteration 42Q (2287.770000 sec): 3 clusters Score: Raw -9445313.377680 + Penalty 1090.020696 = -9444223.356984 nChanged 4 SP:Iteration 43Q (2288.540000 sec): 3 clusters Score: Raw -9445314.400979 + Penalty 1090.020696 = -9444224.380283 nChanged 3 SP:Iteration 44Q (2289.340000 sec): 3 clusters Score: Raw -9445315.016582 + Penalty 1090.020696 = -9444224.995885 nChanged 3 SP:Iteration 45Q (2290.020000 sec): 3 clusters Score: Raw -9445315.654079 + Penalty 1090.020696 = -9444225.633383 nChanged 3 SP:Iteration 46Q (2290.710000 sec): 3 clusters Score: Raw -9445316.824919 + Penalty 1090.020696 = -9444226.804222 nChanged 4 SP:Iteration 47Q (2291.350000 sec): 3 clusters Score: Raw -9445317.762120 + Penalty 1090.020696 = -9444227.741423 nChanged 0 SP:Iteration 48F (2292.080000 sec): 3 clusters Score: Raw -9445317.762120 + Penalty 1090.020696 = -9444227.741423 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 3 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2292.230000 sec): 2 clusters Score: Raw -10791.301095 + Penalty 241.974460 = -10549.326636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2292.410000 sec): 3 clusters Score: Raw -10746.215438 + Penalty 483.948919 = -10262.266518 nChanged 61 SP:Iteration 1F (2292.640000 sec): 3 clusters Score: Raw -10819.953199 + Penalty 483.948919 = -10336.004279 nChanged 22 SP:Iteration 2F (2292.820000 sec): 3 clusters Score: Raw -10862.192064 + Penalty 483.948919 = -10378.243145 nChanged 5 SP:Iteration 3Q (2293.010000 sec): 3 clusters Score: Raw -10867.820504 + Penalty 483.948919 = -10383.871585 nChanged 2 SP:Iteration 4Q (2293.170000 sec): 3 clusters Score: Raw -10868.501598 + Penalty 483.948919 = -10384.552678 nChanged 1 SP:Iteration 5Q (2293.360000 sec): 3 clusters Score: Raw -10870.734910 + Penalty 483.948919 = -10386.785990 nChanged 1 SP:Iteration 6Q (2293.530000 sec): 3 clusters Score: Raw -10871.352803 + Penalty 483.948919 = -10387.403883 nChanged 1 SP:Iteration 7Q (2293.700000 sec): 3 clusters Score: Raw -10873.494948 + Penalty 483.948919 = -10389.546029 nChanged 1 SP:Iteration 8Q (2293.920000 sec): 3 clusters Score: Raw -10874.358303 + Penalty 483.948919 = -10390.409384 nChanged 0 SP:Iteration 9F (2294.110000 sec): 3 clusters Score: Raw -10874.358303 + Penalty 483.948919 = -10390.409384 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 4 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.160000 sec): 2 clusters Score: Raw -3088.978824 + Penalty 195.215905 = -2893.762919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.360000 sec): 3 clusters Score: Raw -3136.263153 + Penalty 390.431809 = -2745.831343 nChanged 15 SP:Iteration 1F (2294.540000 sec): 3 clusters Score: Raw -3166.490621 + Penalty 390.431809 = -2776.058812 nChanged 4 SP:Iteration 2F (2294.720000 sec): 3 clusters Score: Raw -3191.027090 + Penalty 390.431809 = -2800.595280 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 5 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2294.800000 sec): 2 clusters Score: Raw -196470.290500 + Penalty 365.825672 = -196104.464828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2294.980000 sec): 3 clusters Score: Raw -194729.509690 + Penalty 731.651344 = -193997.858346 nChanged 1309 SP:Iteration 1F (2295.160000 sec): 3 clusters Score: Raw -195402.416457 + Penalty 731.651344 = -194670.765113 nChanged 176 SP:Iteration 2F (2295.280000 sec): 3 clusters Score: Raw -195464.946985 + Penalty 731.651344 = -194733.295641 nChanged 133 SP:Iteration 3Q (2295.460000 sec): 3 clusters Score: Raw -195511.377842 + Penalty 731.651344 = -194779.726498 nChanged 111 SP:Iteration 4Q (2295.700000 sec): 3 clusters Score: Raw -195549.647534 + Penalty 731.651344 = -194817.996189 nChanged 111 SP:Iteration 5Q (2295.840000 sec): 3 clusters Score: Raw -195595.497964 + Penalty 731.651344 = -194863.846619 nChanged 99 SP:Iteration 6Q (2296.010000 sec): 3 clusters Score: Raw -195642.308256 + Penalty 731.651344 = -194910.656911 nChanged 108 SP:Iteration 7Q (2296.190000 sec): 3 clusters Score: Raw -195695.100401 + Penalty 731.651344 = -194963.449057 nChanged 111 SP:Iteration 8Q (2296.380000 sec): 3 clusters Score: Raw -195740.342079 + Penalty 731.651344 = -195008.690734 nChanged 104 SP:Iteration 9Q (2296.550000 sec): 3 clusters Score: Raw -195787.915976 + Penalty 731.651344 = -195056.264631 nChanged 100 SP:Iteration 10Q (2296.740000 sec): 3 clusters Score: Raw -195838.198175 + Penalty 731.651344 = -195106.546831 nChanged 105 SP:Iteration 11Q (2296.890000 sec): 3 clusters Score: Raw -195898.759466 + Penalty 731.651344 = -195167.108122 nChanged 110 SP:Iteration 12Q (2297.090000 sec): 3 clusters Score: Raw -195975.879592 + Penalty 731.651344 = -195244.228247 nChanged 117 SP:Iteration 13Q (2297.280000 sec): 3 clusters Score: Raw -196044.332054 + Penalty 731.651344 = -195312.680709 nChanged 83 SP:Iteration 14Q (2297.460000 sec): 3 clusters Score: Raw -196075.247552 + Penalty 731.651344 = -195343.596207 nChanged 42 SP:Iteration 15Q (2297.610000 sec): 3 clusters Score: Raw -196086.726800 + Penalty 731.651344 = -195355.075456 nChanged 36 SP:Iteration 16Q (2297.800000 sec): 3 clusters Score: Raw -196095.179758 + Penalty 731.651344 = -195363.528414 nChanged 23 SP:Iteration 17Q (2297.960000 sec): 3 clusters Score: Raw -196100.784776 + Penalty 731.651344 = -195369.133431 nChanged 24 SP:Iteration 18Q (2298.140000 sec): 3 clusters Score: Raw -196107.057671 + Penalty 731.651344 = -195375.406327 nChanged 25 SP:Iteration 19Q (2298.310000 sec): 3 clusters Score: Raw -196111.995982 + Penalty 731.651344 = -195380.344638 nChanged 27 SP:Iteration 20F (2298.500000 sec): 3 clusters Score: Raw -196119.590531 + Penalty 731.651344 = -195387.939187 nChanged 27 SP:Iteration 21Q (2298.630000 sec): 3 clusters Score: Raw -196127.150822 + Penalty 731.651344 = -195395.499477 nChanged 32 SP:Iteration 22Q (2298.850000 sec): 3 clusters Score: Raw -196136.651485 + Penalty 731.651344 = -195405.000141 nChanged 21 SP:Iteration 23Q (2299.030000 sec): 3 clusters Score: Raw -196141.603320 + Penalty 731.651344 = -195409.951976 nChanged 23 SP:Iteration 24Q (2299.210000 sec): 3 clusters Score: Raw -196147.056847 + Penalty 731.651344 = -195415.405502 nChanged 21 SP:Iteration 25Q (2299.370000 sec): 3 clusters Score: Raw -196151.041821 + Penalty 731.651344 = -195419.390476 nChanged 20 SP:Iteration 26Q (2299.620000 sec): 3 clusters Score: Raw -196155.125914 + Penalty 731.651344 = -195423.474569 nChanged 15 SP:Iteration 27Q (2299.810000 sec): 3 clusters Score: Raw -196157.994575 + Penalty 731.651344 = -195426.343231 nChanged 15 SP:Iteration 28Q (2299.990000 sec): 3 clusters Score: Raw -196160.843928 + Penalty 731.651344 = -195429.192583 nChanged 14 SP:Iteration 29Q (2300.170000 sec): 3 clusters Score: Raw -196165.473818 + Penalty 731.651344 = -195433.822473 nChanged 15 SP:Iteration 30Q (2300.330000 sec): 3 clusters Score: Raw -196167.884370 + Penalty 731.651344 = -195436.233026 nChanged 12 SP:Iteration 31Q (2300.470000 sec): 3 clusters Score: Raw -196169.254639 + Penalty 731.651344 = -195437.603295 nChanged 8 SP:Iteration 32Q (2300.640000 sec): 3 clusters Score: Raw -196170.198901 + Penalty 731.651344 = -195438.547557 nChanged 7 SP:Iteration 33Q (2300.850000 sec): 3 clusters Score: Raw -196171.103986 + Penalty 731.651344 = -195439.452642 nChanged 6 SP:Iteration 34Q (2301.010000 sec): 3 clusters Score: Raw -196171.874805 + Penalty 731.651344 = -195440.223460 nChanged 3 SP:Iteration 35Q (2301.240000 sec): 3 clusters Score: Raw -196172.166192 + Penalty 731.651344 = -195440.514848 nChanged 1 SP:Iteration 36Q (2301.390000 sec): 3 clusters Score: Raw -196172.185880 + Penalty 731.651344 = -195440.534535 nChanged 1 SP:Iteration 37Q (2301.550000 sec): 3 clusters Score: Raw -196172.244620 + Penalty 731.651344 = -195440.593275 nChanged 1 SP:Iteration 38Q (2301.740000 sec): 3 clusters Score: Raw -196172.319530 + Penalty 731.651344 = -195440.668186 nChanged 3 SP:Iteration 39Q (2301.890000 sec): 3 clusters Score: Raw -196172.642355 + Penalty 731.651344 = -195440.991010 nChanged 4 SP:Iteration 40F (2302.080000 sec): 3 clusters Score: Raw -196173.160274 + Penalty 731.651344 = -195441.508930 nChanged 9 SP:Iteration 41Q (2302.270000 sec): 3 clusters Score: Raw -196174.583711 + Penalty 731.651344 = -195442.932367 nChanged 8 SP:Iteration 42Q (2302.460000 sec): 3 clusters Score: Raw -196175.904225 + Penalty 731.651344 = -195444.252881 nChanged 5 SP:Iteration 43Q (2302.660000 sec): 3 clusters Score: Raw -196176.477785 + Penalty 731.651344 = -195444.826441 nChanged 7 SP:Iteration 44Q (2302.830000 sec): 3 clusters Score: Raw -196177.238536 + Penalty 731.651344 = -195445.587192 nChanged 5 SP:Iteration 45Q (2303.030000 sec): 3 clusters Score: Raw -196177.841418 + Penalty 731.651344 = -195446.190073 nChanged 3 SP:Iteration 46Q (2303.180000 sec): 3 clusters Score: Raw -196178.017461 + Penalty 731.651344 = -195446.366117 nChanged 1 SP:Iteration 47Q (2303.410000 sec): 3 clusters Score: Raw -196178.100455 + Penalty 731.651344 = -195446.449110 nChanged 2 SP:Iteration 48Q (2303.600000 sec): 3 clusters Score: Raw -196178.222422 + Penalty 731.651344 = -195446.571078 nChanged 3 SP:Iteration 49Q (2303.800000 sec): 3 clusters Score: Raw -196178.563235 + Penalty 731.651344 = -195446.911891 nChanged 2 SP:Iteration 50Q (2304.000000 sec): 3 clusters Score: Raw -196178.672323 + Penalty 731.651344 = -195447.020978 nChanged 0 SP:Iteration 51F (2304.150000 sec): 3 clusters Score: Raw -196178.672323 + Penalty 731.651344 = -195447.020978 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 6 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2304.220000 sec): 2 clusters Score: Raw -4832.834928 + Penalty 213.036971 = -4619.797957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2304.360000 sec): 3 clusters Score: Raw -4823.171790 + Penalty 426.073942 = -4397.097848 nChanged 24 SP:Iteration 1F (2304.560000 sec): 3 clusters Score: Raw -4872.537492 + Penalty 426.073942 = -4446.463550 nChanged 6 SP:Iteration 2F (2304.770000 sec): 3 clusters Score: Raw -4912.593986 + Penalty 426.073942 = -4486.520045 nChanged 4 SP:Iteration 3Q (2304.910000 sec): 3 clusters Score: Raw -4918.689299 + Penalty 426.073942 = -4492.615357 nChanged 4 SP:Iteration 4Q (2305.020000 sec): 3 clusters Score: Raw -4922.199140 + Penalty 426.073942 = -4496.125198 nChanged 1 SP:Iteration 5Q (2305.130000 sec): 3 clusters Score: Raw -4922.723986 + Penalty 426.073942 = -4496.650044 nChanged 1 SP:Iteration 6Q (2305.280000 sec): 3 clusters Score: Raw -4924.750278 + Penalty 426.073942 = -4498.676336 nChanged 1 SP:Iteration 7Q (2305.480000 sec): 3 clusters Score: Raw -4927.321684 + Penalty 426.073942 = -4501.247742 nChanged 0 SP:Iteration 8F (2305.640000 sec): 3 clusters Score: Raw -4927.321684 + Penalty 426.073942 = -4501.247742 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 7 (425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2305.700000 sec): 2 clusters Score: Raw -24272.143597 + Penalty 275.370057 = -23996.773540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2305.830000 sec): 3 clusters Score: Raw -24116.076000 + Penalty 550.740114 = -23565.335885 nChanged 152 SP:Iteration 1F (2305.950000 sec): 3 clusters Score: Raw -24229.216660 + Penalty 550.740114 = -23678.476546 nChanged 39 SP:Iteration 2F (2306.080000 sec): 3 clusters Score: Raw -24253.851571 + Penalty 550.740114 = -23703.111457 nChanged 13 SP:Iteration 3Q (2306.210000 sec): 3 clusters Score: Raw -24265.622684 + Penalty 550.740114 = -23714.882569 nChanged 11 SP:Iteration 4Q (2306.390000 sec): 3 clusters Score: Raw -24272.263179 + Penalty 550.740114 = -23721.523064 nChanged 10 SP:Iteration 5Q (2306.530000 sec): 3 clusters Score: Raw -24278.864089 + Penalty 550.740114 = -23728.123975 nChanged 4 SP:Iteration 6Q (2306.690000 sec): 3 clusters Score: Raw -24281.601181 + Penalty 550.740114 = -23730.861066 nChanged 4 SP:Iteration 7Q (2306.830000 sec): 3 clusters Score: Raw -24284.829838 + Penalty 550.740114 = -23734.089724 nChanged 2 SP:Iteration 8Q (2306.960000 sec): 3 clusters Score: Raw -24285.843371 + Penalty 550.740114 = -23735.103257 nChanged 1 SP:Iteration 9Q (2307.090000 sec): 3 clusters Score: Raw -24285.918166 + Penalty 550.740114 = -23735.178051 nChanged 0 SP:Iteration 10F (2307.220000 sec): 3 clusters Score: Raw -24285.918166 + Penalty 550.740114 = -23735.178051 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 8 (226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2307.280000 sec): 2 clusters Score: Raw -12109.001426 + Penalty 246.634342 = -11862.367084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2307.400000 sec): 3 clusters Score: Raw -12051.763912 + Penalty 493.268685 = -11558.495227 nChanged 69 SP:Iteration 1F (2307.590000 sec): 3 clusters Score: Raw -12119.794665 + Penalty 493.268685 = -11626.525980 nChanged 8 SP:Iteration 2Q (2307.740000 sec): 3 clusters Score: Raw -12131.299168 + Penalty 493.268685 = -11638.030483 nChanged 3 SP:Iteration 3Q (2307.880000 sec): 3 clusters Score: Raw -12135.030863 + Penalty 493.268685 = -11641.762178 nChanged 1 SP:Iteration 4Q (2308.050000 sec): 3 clusters Score: Raw -12136.500637 + Penalty 493.268685 = -11643.231952 nChanged 2 SP:Iteration 5Q (2308.180000 sec): 3 clusters Score: Raw -12138.527807 + Penalty 493.268685 = -11645.259122 nChanged 1 SP:Iteration 6Q (2308.300000 sec): 3 clusters Score: Raw -12138.944107 + Penalty 493.268685 = -11645.675422 nChanged 0 SP:Iteration 7F (2308.440000 sec): 3 clusters Score: Raw -12138.944107 + Penalty 493.268685 = -11645.675422 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 9 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2308.500000 sec): 2 clusters Score: Raw -111414.531862 + Penalty 345.314780 = -111069.217082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2308.680000 sec): 3 clusters Score: Raw -110286.011851 + Penalty 690.629560 = -109595.382292 nChanged 868 SP:Iteration 1F (2308.900000 sec): 3 clusters Score: Raw -110819.677614 + Penalty 690.629560 = -110129.048054 nChanged 147 SP:Iteration 2F (2309.150000 sec): 3 clusters Score: Raw -110911.070532 + Penalty 690.629560 = -110220.440972 nChanged 110 SP:Iteration 3F (2309.320000 sec): 3 clusters Score: Raw -110984.302080 + Penalty 690.629560 = -110293.672521 nChanged 80 SP:Iteration 4Q (2309.530000 sec): 3 clusters Score: Raw -111030.547387 + Penalty 690.629560 = -110339.917827 nChanged 72 SP:Iteration 5Q (2309.750000 sec): 3 clusters Score: Raw -111068.531227 + Penalty 690.629560 = -110377.901667 nChanged 65 SP:Iteration 6Q (2309.900000 sec): 3 clusters Score: Raw -111105.701804 + Penalty 690.629560 = -110415.072244 nChanged 59 SP:Iteration 7Q (2310.040000 sec): 3 clusters Score: Raw -111145.853023 + Penalty 690.629560 = -110455.223463 nChanged 67 SP:Iteration 8Q (2310.210000 sec): 3 clusters Score: Raw -111184.966441 + Penalty 690.629560 = -110494.336881 nChanged 51 SP:Iteration 9Q (2310.380000 sec): 3 clusters Score: Raw -111221.774662 + Penalty 690.629560 = -110531.145103 nChanged 51 SP:Iteration 10Q (2310.550000 sec): 3 clusters Score: Raw -111249.230857 + Penalty 690.629560 = -110558.601297 nChanged 47 SP:Iteration 11Q (2310.700000 sec): 3 clusters Score: Raw -111273.728657 + Penalty 690.629560 = -110583.099097 nChanged 39 SP:Iteration 12Q (2310.900000 sec): 3 clusters Score: Raw -111298.130932 + Penalty 690.629560 = -110607.501372 nChanged 43 SP:Iteration 13Q (2311.040000 sec): 3 clusters Score: Raw -111324.235678 + Penalty 690.629560 = -110633.606118 nChanged 38 SP:Iteration 14Q (2311.210000 sec): 3 clusters Score: Raw -111345.117663 + Penalty 690.629560 = -110654.488103 nChanged 29 SP:Iteration 15Q (2311.400000 sec): 3 clusters Score: Raw -111358.417097 + Penalty 690.629560 = -110667.787537 nChanged 25 SP:Iteration 16Q (2311.580000 sec): 3 clusters Score: Raw -111370.282142 + Penalty 690.629560 = -110679.652582 nChanged 27 SP:Iteration 17Q (2311.720000 sec): 3 clusters Score: Raw -111392.108429 + Penalty 690.629560 = -110701.478869 nChanged 29 SP:Iteration 18Q (2311.910000 sec): 3 clusters Score: Raw -111412.622858 + Penalty 690.629560 = -110721.993298 nChanged 26 SP:Iteration 19Q (2312.080000 sec): 3 clusters Score: Raw -111425.835361 + Penalty 690.629560 = -110735.205801 nChanged 22 SP:Iteration 20F (2312.270000 sec): 3 clusters Score: Raw -111436.564129 + Penalty 690.629560 = -110745.934569 nChanged 24 SP:Iteration 21Q (2312.400000 sec): 3 clusters Score: Raw -111453.089413 + Penalty 690.629560 = -110762.459853 nChanged 26 SP:Iteration 22Q (2312.550000 sec): 3 clusters Score: Raw -111474.053527 + Penalty 690.629560 = -110783.423967 nChanged 25 SP:Iteration 23Q (2312.750000 sec): 3 clusters Score: Raw -111494.762535 + Penalty 690.629560 = -110804.132976 nChanged 13 SP:Iteration 24Q (2312.950000 sec): 3 clusters Score: Raw -111505.719675 + Penalty 690.629560 = -110815.090115 nChanged 17 SP:Iteration 25Q (2313.110000 sec): 3 clusters Score: Raw -111512.994288 + Penalty 690.629560 = -110822.364728 nChanged 13 SP:Iteration 26Q (2313.260000 sec): 3 clusters Score: Raw -111517.900021 + Penalty 690.629560 = -110827.270461 nChanged 8 SP:Iteration 27Q (2313.430000 sec): 3 clusters Score: Raw -111521.284087 + Penalty 690.629560 = -110830.654527 nChanged 7 SP:Iteration 28Q (2313.640000 sec): 3 clusters Score: Raw -111526.534402 + Penalty 690.629560 = -110835.904842 nChanged 7 SP:Iteration 29Q (2313.830000 sec): 3 clusters Score: Raw -111530.560741 + Penalty 690.629560 = -110839.931181 nChanged 5 SP:Iteration 30Q (2313.980000 sec): 3 clusters Score: Raw -111532.655121 + Penalty 690.629560 = -110842.025561 nChanged 2 SP:Iteration 31Q (2314.140000 sec): 3 clusters Score: Raw -111533.171029 + Penalty 690.629560 = -110842.541470 nChanged 0 SP:Iteration 32F (2314.350000 sec): 3 clusters Score: Raw -111533.171029 + Penalty 690.629560 = -110842.541470 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 10 (14308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2314.500000 sec): 2 clusters Score: Raw -824566.204209 + Penalty 435.370122 = -824130.834087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2314.700000 sec): 3 clusters Score: Raw -815418.059990 + Penalty 870.740243 = -814547.319747 nChanged 6794 SP:Iteration 1F (2314.910000 sec): 3 clusters Score: Raw -819592.419049 + Penalty 870.740243 = -818721.678806 nChanged 866 SP:Iteration 2F (2315.130000 sec): 3 clusters Score: Raw -820059.349297 + Penalty 870.740243 = -819188.609054 nChanged 897 SP:Iteration 3F (2315.350000 sec): 3 clusters Score: Raw -820575.528162 + Penalty 870.740243 = -819704.787919 nChanged 866 SP:Iteration 4F (2315.580000 sec): 3 clusters Score: Raw -821150.154437 + Penalty 870.740243 = -820279.414194 nChanged 909 SP:Iteration 5F (2315.810000 sec): 3 clusters Score: Raw -821740.676362 + Penalty 870.740243 = -820869.936119 nChanged 808 SP:Iteration 6F (2316.010000 sec): 3 clusters Score: Raw -822224.809182 + Penalty 870.740243 = -821354.068939 nChanged 707 SP:Iteration 7Q (2316.270000 sec): 3 clusters Score: Raw -822636.756458 + Penalty 870.740243 = -821766.016215 nChanged 605 SP:Iteration 8Q (2316.460000 sec): 3 clusters Score: Raw -822926.401662 + Penalty 870.740243 = -822055.661419 nChanged 458 SP:Iteration 9Q (2316.730000 sec): 3 clusters Score: Raw -823095.535809 + Penalty 870.740243 = -822224.795566 nChanged 350 SP:Iteration 10Q (2316.880000 sec): 3 clusters Score: Raw -823201.883868 + Penalty 870.740243 = -822331.143625 nChanged 291 SP:Iteration 11Q (2317.090000 sec): 3 clusters Score: Raw -823260.487614 + Penalty 870.740243 = -822389.747371 nChanged 193 SP:Iteration 12Q (2317.310000 sec): 3 clusters Score: Raw -823290.068350 + Penalty 870.740243 = -822419.328107 nChanged 165 SP:Iteration 13Q (2317.490000 sec): 3 clusters Score: Raw -823316.434662 + Penalty 870.740243 = -822445.694419 nChanged 151 SP:Iteration 14Q (2317.750000 sec): 3 clusters Score: Raw -823339.348283 + Penalty 870.740243 = -822468.608040 nChanged 159 SP:Iteration 15Q (2317.990000 sec): 3 clusters Score: Raw -823364.005980 + Penalty 870.740243 = -822493.265737 nChanged 148 SP:Iteration 16Q (2318.220000 sec): 3 clusters Score: Raw -823384.974736 + Penalty 870.740243 = -822514.234493 nChanged 124 SP:Iteration 17Q (2318.370000 sec): 3 clusters Score: Raw -823400.922159 + Penalty 870.740243 = -822530.181916 nChanged 134 SP:Iteration 18Q (2318.620000 sec): 3 clusters Score: Raw -823419.002056 + Penalty 870.740243 = -822548.261813 nChanged 115 SP:Iteration 19Q (2318.890000 sec): 3 clusters Score: Raw -823433.654217 + Penalty 870.740243 = -822562.913974 nChanged 110 SP:Iteration 20F (2319.070000 sec): 3 clusters Score: Raw -823449.491751 + Penalty 870.740243 = -822578.751508 nChanged 106 SP:Iteration 21Q (2319.250000 sec): 3 clusters Score: Raw -823464.691514 + Penalty 870.740243 = -822593.951270 nChanged 128 SP:Iteration 22Q (2319.440000 sec): 3 clusters Score: Raw -823483.985957 + Penalty 870.740243 = -822613.245714 nChanged 119 SP:Iteration 23Q (2319.730000 sec): 3 clusters Score: Raw -823501.581510 + Penalty 870.740243 = -822630.841267 nChanged 133 SP:Iteration 24Q (2320.010000 sec): 3 clusters Score: Raw -823521.969912 + Penalty 870.740243 = -822651.229668 nChanged 129 SP:Iteration 25Q (2320.220000 sec): 3 clusters Score: Raw -823541.922021 + Penalty 870.740243 = -822671.181778 nChanged 114 SP:Iteration 26Q (2320.470000 sec): 3 clusters Score: Raw -823557.742337 + Penalty 870.740243 = -822687.002094 nChanged 114 SP:Iteration 27Q (2320.690000 sec): 3 clusters Score: Raw -823573.566755 + Penalty 870.740243 = -822702.826512 nChanged 121 SP:Iteration 28Q (2320.860000 sec): 3 clusters Score: Raw -823591.407518 + Penalty 870.740243 = -822720.667275 nChanged 125 SP:Iteration 29Q (2321.090000 sec): 3 clusters Score: Raw -823611.150048 + Penalty 870.740243 = -822740.409804 nChanged 132 SP:Iteration 30Q (2321.310000 sec): 3 clusters Score: Raw -823631.252683 + Penalty 870.740243 = -822760.512440 nChanged 131 SP:Iteration 31Q (2321.540000 sec): 3 clusters Score: Raw -823649.612353 + Penalty 870.740243 = -822778.872110 nChanged 140 SP:Iteration 32Q (2321.760000 sec): 3 clusters Score: Raw -823670.045193 + Penalty 870.740243 = -822799.304950 nChanged 138 SP:Iteration 33Q (2321.960000 sec): 3 clusters Score: Raw -823691.963522 + Penalty 870.740243 = -822821.223279 nChanged 133 SP:Iteration 34Q (2322.210000 sec): 3 clusters Score: Raw -823713.742109 + Penalty 870.740243 = -822843.001866 nChanged 137 SP:Iteration 35Q (2322.460000 sec): 3 clusters Score: Raw -823737.033504 + Penalty 870.740243 = -822866.293261 nChanged 144 SP:Iteration 36Q (2322.690000 sec): 3 clusters Score: Raw -823762.720225 + Penalty 870.740243 = -822891.979982 nChanged 153 SP:Iteration 37Q (2322.940000 sec): 3 clusters Score: Raw -823791.570267 + Penalty 870.740243 = -822920.830024 nChanged 169 SP:Iteration 38Q (2323.160000 sec): 3 clusters Score: Raw -823824.960085 + Penalty 870.740243 = -822954.219842 nChanged 157 SP:Iteration 39Q (2323.400000 sec): 3 clusters Score: Raw -823856.788168 + Penalty 870.740243 = -822986.047924 nChanged 144 SP:Iteration 40F (2323.630000 sec): 3 clusters Score: Raw -823886.646519 + Penalty 870.740243 = -823015.906276 nChanged 154 SP:Iteration 41Q (2323.870000 sec): 3 clusters Score: Raw -823919.229536 + Penalty 870.740243 = -823048.489292 nChanged 158 SP:Iteration 42Q (2324.120000 sec): 3 clusters Score: Raw -823954.572539 + Penalty 870.740243 = -823083.832296 nChanged 154 SP:Iteration 43Q (2324.340000 sec): 3 clusters Score: Raw -823987.092702 + Penalty 870.740243 = -823116.352459 nChanged 124 SP:Iteration 44Q (2324.560000 sec): 3 clusters Score: Raw -824011.180572 + Penalty 870.740243 = -823140.440329 nChanged 111 SP:Iteration 45Q (2324.730000 sec): 3 clusters Score: Raw -824031.915937 + Penalty 870.740243 = -823161.175694 nChanged 110 SP:Iteration 46Q (2324.920000 sec): 3 clusters Score: Raw -824052.460672 + Penalty 870.740243 = -823181.720428 nChanged 94 SP:Iteration 47Q (2325.150000 sec): 3 clusters Score: Raw -824068.810244 + Penalty 870.740243 = -823198.070001 nChanged 97 SP:Iteration 48Q (2325.330000 sec): 3 clusters Score: Raw -824085.262313 + Penalty 870.740243 = -823214.522070 nChanged 102 SP:Iteration 49Q (2325.550000 sec): 3 clusters Score: Raw -824103.256595 + Penalty 870.740243 = -823232.516352 nChanged 106 SP:Iteration 50Q (2325.740000 sec): 3 clusters Score: Raw -824123.578187 + Penalty 870.740243 = -823252.837944 nChanged 109 SP:Iteration 51Q (2325.950000 sec): 3 clusters Score: Raw -824146.951854 + Penalty 870.740243 = -823276.211611 nChanged 113 SP:Iteration 52Q (2326.140000 sec): 3 clusters Score: Raw -824175.310362 + Penalty 870.740243 = -823304.570119 nChanged 124 SP:Iteration 53Q (2326.350000 sec): 3 clusters Score: Raw -824206.655653 + Penalty 870.740243 = -823335.915410 nChanged 99 SP:Iteration 54Q (2326.540000 sec): 3 clusters Score: Raw -824229.352912 + Penalty 870.740243 = -823358.612669 nChanged 114 SP:Iteration 55Q (2326.750000 sec): 3 clusters Score: Raw -824261.979775 + Penalty 870.740243 = -823391.239532 nChanged 117 SP:Iteration 56Q (2326.960000 sec): 3 clusters Score: Raw -824301.219097 + Penalty 870.740243 = -823430.478854 nChanged 114 SP:Iteration 57Q (2327.170000 sec): 3 clusters Score: Raw -824340.386439 + Penalty 870.740243 = -823469.646196 nChanged 127 SP:Iteration 58Q (2327.390000 sec): 3 clusters Score: Raw -824395.019225 + Penalty 870.740243 = -823524.278982 nChanged 102 SP:Iteration 59Q (2327.580000 sec): 3 clusters Score: Raw -824440.871219 + Penalty 870.740243 = -823570.130976 nChanged 84 SP:Iteration 60F (2327.790000 sec): 3 clusters Score: Raw -824472.675457 + Penalty 870.740243 = -823601.935213 nChanged 99 SP:Iteration 61Q (2327.970000 sec): 3 clusters Score: Raw -824518.572346 + Penalty 870.740243 = -823647.832103 nChanged 82 SP:Iteration 62Q (2328.190000 sec): 3 clusters Score: Raw -824555.177137 + Penalty 870.740243 = -823684.436894 nChanged 64 SP:Iteration 63Q (2328.410000 sec): 3 clusters Score: Raw -824580.249025 + Penalty 870.740243 = -823709.508782 nChanged 63 SP:Iteration 64Q (2328.610000 sec): 3 clusters Score: Raw -824600.513817 + Penalty 870.740243 = -823729.773574 nChanged 46 SP:Iteration 65Q (2328.840000 sec): 3 clusters Score: Raw -824614.609992 + Penalty 870.740243 = -823743.869749 nChanged 43 SP:Iteration 66Q (2329.050000 sec): 3 clusters Score: Raw -824627.742390 + Penalty 870.740243 = -823757.002147 nChanged 38 SP:Iteration 67Q (2329.290000 sec): 3 clusters Score: Raw -824640.363822 + Penalty 870.740243 = -823769.623579 nChanged 31 SP:Iteration 68Q (2329.540000 sec): 3 clusters Score: Raw -824647.779964 + Penalty 870.740243 = -823777.039721 nChanged 26 SP:Iteration 69Q (2329.760000 sec): 3 clusters Score: Raw -824655.863094 + Penalty 870.740243 = -823785.122851 nChanged 22 SP:Iteration 70Q (2329.970000 sec): 3 clusters Score: Raw -824662.180233 + Penalty 870.740243 = -823791.439989 nChanged 17 SP:Iteration 71Q (2330.170000 sec): 3 clusters Score: Raw -824666.820927 + Penalty 870.740243 = -823796.080683 nChanged 18 SP:Iteration 72Q (2330.390000 sec): 3 clusters Score: Raw -824670.780617 + Penalty 870.740243 = -823800.040374 nChanged 12 SP:Iteration 73Q (2330.620000 sec): 3 clusters Score: Raw -824675.012594 + Penalty 870.740243 = -823804.272351 nChanged 11 SP:Iteration 74Q (2330.780000 sec): 3 clusters Score: Raw -824677.304414 + Penalty 870.740243 = -823806.564171 nChanged 14 SP:Iteration 75Q (2331.010000 sec): 3 clusters Score: Raw -824679.998401 + Penalty 870.740243 = -823809.258157 nChanged 11 SP:Iteration 76Q (2331.240000 sec): 3 clusters Score: Raw -824681.298281 + Penalty 870.740243 = -823810.558038 nChanged 6 SP:Iteration 77Q (2331.440000 sec): 3 clusters Score: Raw -824682.442477 + Penalty 870.740243 = -823811.702233 nChanged 9 SP:Iteration 78Q (2331.650000 sec): 3 clusters Score: Raw -824684.144437 + Penalty 870.740243 = -823813.404194 nChanged 9 SP:Iteration 79Q (2331.840000 sec): 3 clusters Score: Raw -824685.694559 + Penalty 870.740243 = -823814.954315 nChanged 5 SP:Iteration 80F (2332.080000 sec): 3 clusters Score: Raw -824686.256331 + Penalty 870.740243 = -823815.516088 nChanged 2 SP:Iteration 81Q (2332.300000 sec): 3 clusters Score: Raw -824686.569521 + Penalty 870.740243 = -823815.829278 nChanged 3 SP:Iteration 82Q (2332.490000 sec): 3 clusters Score: Raw -824686.756685 + Penalty 870.740243 = -823816.016442 nChanged 0 SP:Iteration 83F (2332.760000 sec): 3 clusters Score: Raw -824686.756685 + Penalty 870.740243 = -823816.016442 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 11 (14030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2332.900000 sec): 2 clusters Score: Raw -870405.207330 + Penalty 434.477369 = -869970.729961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2333.120000 sec): 3 clusters Score: Raw -861491.338172 + Penalty 868.954739 = -860622.383434 nChanged 6602 SP:Iteration 1F (2333.310000 sec): 3 clusters Score: Raw -865384.674826 + Penalty 868.954739 = -864515.720087 nChanged 875 SP:Iteration 2F (2333.540000 sec): 3 clusters Score: Raw -865784.082428 + Penalty 868.954739 = -864915.127689 nChanged 922 SP:Iteration 3F (2333.740000 sec): 3 clusters Score: Raw -866304.684570 + Penalty 868.954739 = -865435.729832 nChanged 1003 SP:Iteration 4F (2333.990000 sec): 3 clusters Score: Raw -867013.326640 + Penalty 868.954739 = -866144.371901 nChanged 1065 SP:Iteration 5F (2334.190000 sec): 3 clusters Score: Raw -867912.516706 + Penalty 868.954739 = -867043.561968 nChanged 1015 SP:Iteration 6F (2334.390000 sec): 3 clusters Score: Raw -868885.846876 + Penalty 868.954739 = -868016.892137 nChanged 800 SP:Iteration 7F (2334.620000 sec): 3 clusters Score: Raw -869643.689556 + Penalty 868.954739 = -868774.734818 nChanged 435 SP:Iteration 8Q (2334.800000 sec): 3 clusters Score: Raw -870056.262616 + Penalty 868.954739 = -869187.307877 nChanged 230 SP:Iteration 9Q (2335.020000 sec): 3 clusters Score: Raw -870276.145942 + Penalty 868.954739 = -869407.191203 nChanged 89 SP:Iteration 10Q (2335.240000 sec): 3 clusters Score: Raw -870358.680798 + Penalty 868.954739 = -869489.726059 nChanged 38 SP:Iteration 11Q (2335.470000 sec): 3 clusters Score: Raw -870393.543113 + Penalty 868.954739 = -869524.588375 nChanged 19 SP:Iteration 12Q (2335.690000 sec): 3 clusters Score: Raw -870420.019816 + Penalty 868.954739 = -869551.065077 nChanged 13 SP:Iteration 13Q (2335.880000 sec): 3 clusters Score: Raw -870438.104359 + Penalty 868.954739 = -869569.149620 nChanged 9 SP:Iteration 14Q (2336.080000 sec): 3 clusters Score: Raw -870445.325086 + Penalty 868.954739 = -869576.370348 nChanged 3 SP:Iteration 15Q (2336.300000 sec): 3 clusters Score: Raw -870446.374098 + Penalty 868.954739 = -869577.419359 nChanged 1 SP:Iteration 16Q (2336.460000 sec): 3 clusters Score: Raw -870446.571326 + Penalty 868.954739 = -869577.616587 nChanged 0 SP:Iteration 17F (2336.700000 sec): 3 clusters Score: Raw -870446.571326 + Penalty 868.954739 = -869577.616587 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 12 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2336.790000 sec): 2 clusters Score: Raw -7750.260228 + Penalty 224.518564 = -7525.741664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2337.030000 sec): 3 clusters Score: Raw -7735.275726 + Penalty 449.037128 = -7286.238598 nChanged 32 SP:Iteration 1F (2337.180000 sec): 3 clusters Score: Raw -7789.778680 + Penalty 449.037128 = -7340.741552 nChanged 6 SP:Iteration 2Q (2337.380000 sec): 3 clusters Score: Raw -7801.758642 + Penalty 449.037128 = -7352.721514 nChanged 2 SP:Iteration 3Q (2337.650000 sec): 3 clusters Score: Raw -7802.608146 + Penalty 449.037128 = -7353.571018 nChanged 0 SP:Iteration 4F (2337.820000 sec): 3 clusters Score: Raw -7802.608146 + Penalty 449.037128 = -7353.571018 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 13 (4055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2337.890000 sec): 2 clusters Score: Raw -225656.449392 + Penalty 378.000621 = -225278.448770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2338.070000 sec): 3 clusters Score: Raw -223222.047545 + Penalty 756.001243 = -222466.046302 nChanged 1819 SP:Iteration 1F (2338.270000 sec): 3 clusters Score: Raw -224221.068835 + Penalty 756.001243 = -223465.067592 nChanged 267 SP:Iteration 2F (2338.430000 sec): 3 clusters Score: Raw -224367.837845 + Penalty 756.001243 = -223611.836602 nChanged 234 SP:Iteration 3F (2338.620000 sec): 3 clusters Score: Raw -224481.759839 + Penalty 756.001243 = -223725.758596 nChanged 208 SP:Iteration 4F (2338.770000 sec): 3 clusters Score: Raw -224578.816035 + Penalty 756.001243 = -223822.814792 nChanged 197 SP:Iteration 5Q (2338.990000 sec): 3 clusters Score: Raw -224667.853685 + Penalty 756.001243 = -223911.852442 nChanged 177 SP:Iteration 6Q (2339.190000 sec): 3 clusters Score: Raw -224749.496118 + Penalty 756.001243 = -223993.494875 nChanged 147 SP:Iteration 7Q (2339.380000 sec): 3 clusters Score: Raw -224816.308664 + Penalty 756.001243 = -224060.307421 nChanged 136 SP:Iteration 8Q (2339.520000 sec): 3 clusters Score: Raw -224873.772179 + Penalty 756.001243 = -224117.770936 nChanged 147 SP:Iteration 9Q (2339.670000 sec): 3 clusters Score: Raw -224948.130075 + Penalty 756.001243 = -224192.128832 nChanged 147 SP:Iteration 10Q (2339.870000 sec): 3 clusters Score: Raw -225025.685521 + Penalty 756.001243 = -224269.684278 nChanged 162 SP:Iteration 11Q (2340.060000 sec): 3 clusters Score: Raw -225116.751974 + Penalty 756.001243 = -224360.750731 nChanged 143 SP:Iteration 12Q (2340.270000 sec): 3 clusters Score: Raw -225195.782039 + Penalty 756.001243 = -224439.780796 nChanged 137 SP:Iteration 13Q (2340.470000 sec): 3 clusters Score: Raw -225273.375359 + Penalty 756.001243 = -224517.374116 nChanged 114 SP:Iteration 14Q (2340.710000 sec): 3 clusters Score: Raw -225332.800993 + Penalty 756.001243 = -224576.799750 nChanged 91 SP:Iteration 15Q (2340.920000 sec): 3 clusters Score: Raw -225378.955447 + Penalty 756.001243 = -224622.954204 nChanged 75 SP:Iteration 16Q (2341.090000 sec): 3 clusters Score: Raw -225415.430761 + Penalty 756.001243 = -224659.429519 nChanged 67 SP:Iteration 17Q (2341.320000 sec): 3 clusters Score: Raw -225448.415052 + Penalty 756.001243 = -224692.413810 nChanged 62 SP:Iteration 18Q (2341.480000 sec): 3 clusters Score: Raw -225480.158385 + Penalty 756.001243 = -224724.157142 nChanged 57 SP:Iteration 19Q (2341.670000 sec): 3 clusters Score: Raw -225514.786417 + Penalty 756.001243 = -224758.785174 nChanged 64 SP:Iteration 20F (2341.820000 sec): 3 clusters Score: Raw -225565.862218 + Penalty 756.001243 = -224809.860975 nChanged 52 SP:Iteration 21Q (2342.010000 sec): 3 clusters Score: Raw -225608.602968 + Penalty 756.001243 = -224852.601726 nChanged 45 SP:Iteration 22Q (2342.160000 sec): 3 clusters Score: Raw -225641.893881 + Penalty 756.001243 = -224885.892638 nChanged 40 SP:Iteration 23Q (2342.340000 sec): 3 clusters Score: Raw -225673.539643 + Penalty 756.001243 = -224917.538400 nChanged 28 SP:Iteration 24Q (2342.490000 sec): 3 clusters Score: Raw -225696.054795 + Penalty 756.001243 = -224940.053552 nChanged 21 SP:Iteration 25Q (2342.690000 sec): 3 clusters Score: Raw -225718.538881 + Penalty 756.001243 = -224962.537638 nChanged 12 SP:Iteration 26Q (2342.840000 sec): 3 clusters Score: Raw -225728.883395 + Penalty 756.001243 = -224972.882152 nChanged 9 SP:Iteration 27Q (2342.980000 sec): 3 clusters Score: Raw -225734.321006 + Penalty 756.001243 = -224978.319763 nChanged 6 SP:Iteration 28Q (2343.130000 sec): 3 clusters Score: Raw -225736.000322 + Penalty 756.001243 = -224979.999079 nChanged 3 SP:Iteration 29Q (2343.310000 sec): 3 clusters Score: Raw -225737.290293 + Penalty 756.001243 = -224981.289050 nChanged 1 SP:Iteration 30Q (2343.450000 sec): 3 clusters Score: Raw -225737.742667 + Penalty 756.001243 = -224981.741424 nChanged 0 SP:Iteration 31F (2343.630000 sec): 3 clusters Score: Raw -225737.742667 + Penalty 756.001243 = -224981.741424 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 14 (965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2343.720000 sec): 2 clusters Score: Raw -50762.978032 + Penalty 312.681829 = -50450.296204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2343.880000 sec): 3 clusters Score: Raw -50340.684871 + Penalty 625.363657 = -49715.321214 nChanged 356 SP:Iteration 1F (2344.050000 sec): 3 clusters Score: Raw -50605.498276 + Penalty 625.363657 = -49980.134618 nChanged 78 SP:Iteration 2F (2344.200000 sec): 3 clusters Score: Raw -50671.150683 + Penalty 625.363657 = -50045.787026 nChanged 61 SP:Iteration 3F (2344.350000 sec): 3 clusters Score: Raw -50728.454619 + Penalty 625.363657 = -50103.090962 nChanged 58 SP:Iteration 4F (2344.480000 sec): 3 clusters Score: Raw -50777.002266 + Penalty 625.363657 = -50151.638609 nChanged 34 SP:Iteration 5Q (2344.610000 sec): 3 clusters Score: Raw -50803.829804 + Penalty 625.363657 = -50178.466147 nChanged 25 SP:Iteration 6Q (2344.740000 sec): 3 clusters Score: Raw -50812.745063 + Penalty 625.363657 = -50187.381406 nChanged 15 SP:Iteration 7Q (2344.880000 sec): 3 clusters Score: Raw -50819.395835 + Penalty 625.363657 = -50194.032178 nChanged 10 SP:Iteration 8Q (2345.040000 sec): 3 clusters Score: Raw -50822.736568 + Penalty 625.363657 = -50197.372911 nChanged 10 SP:Iteration 9Q (2345.240000 sec): 3 clusters Score: Raw -50826.991936 + Penalty 625.363657 = -50201.628279 nChanged 7 SP:Iteration 10Q (2345.380000 sec): 3 clusters Score: Raw -50829.852806 + Penalty 625.363657 = -50204.489149 nChanged 3 SP:Iteration 11Q (2345.510000 sec): 3 clusters Score: Raw -50831.111513 + Penalty 625.363657 = -50205.747856 nChanged 3 SP:Iteration 12Q (2345.640000 sec): 3 clusters Score: Raw -50831.981937 + Penalty 625.363657 = -50206.618280 nChanged 3 SP:Iteration 13Q (2345.770000 sec): 3 clusters Score: Raw -50833.036785 + Penalty 625.363657 = -50207.673127 nChanged 4 SP:Iteration 14Q (2345.900000 sec): 3 clusters Score: Raw -50835.956769 + Penalty 625.363657 = -50210.593112 nChanged 11 SP:Iteration 15Q (2346.090000 sec): 3 clusters Score: Raw -50841.284883 + Penalty 625.363657 = -50215.921225 nChanged 7 SP:Iteration 16Q (2346.210000 sec): 3 clusters Score: Raw -50844.443682 + Penalty 625.363657 = -50219.080024 nChanged 7 SP:Iteration 17Q (2346.340000 sec): 3 clusters Score: Raw -50845.929629 + Penalty 625.363657 = -50220.565972 nChanged 2 SP:Iteration 18Q (2346.490000 sec): 3 clusters Score: Raw -50846.105795 + Penalty 625.363657 = -50220.742138 nChanged 1 SP:Iteration 19Q (2346.630000 sec): 3 clusters Score: Raw -50846.354294 + Penalty 625.363657 = -50220.990637 nChanged 3 SP:Iteration 20F (2346.810000 sec): 3 clusters Score: Raw -50848.602255 + Penalty 625.363657 = -50223.238598 nChanged 7 SP:Iteration 21Q (2347.010000 sec): 3 clusters Score: Raw -50851.718450 + Penalty 625.363657 = -50226.354793 nChanged 3 SP:Iteration 22Q (2347.240000 sec): 3 clusters Score: Raw -50852.443509 + Penalty 625.363657 = -50227.079852 nChanged 4 SP:Iteration 23Q (2347.410000 sec): 3 clusters Score: Raw -50853.428431 + Penalty 625.363657 = -50228.064774 nChanged 2 SP:Iteration 24Q (2347.530000 sec): 3 clusters Score: Raw -50854.034859 + Penalty 625.363657 = -50228.671202 nChanged 2 SP:Iteration 25Q (2347.660000 sec): 3 clusters Score: Raw -50854.556203 + Penalty 625.363657 = -50229.192545 nChanged 2 SP:Iteration 26Q (2347.790000 sec): 3 clusters Score: Raw -50855.596621 + Penalty 625.363657 = -50230.232963 nChanged 4 SP:Iteration 27Q (2348.030000 sec): 3 clusters Score: Raw -50856.521642 + Penalty 625.363657 = -50231.157984 nChanged 3 SP:Iteration 28Q (2348.230000 sec): 3 clusters Score: Raw -50857.114007 + Penalty 625.363657 = -50231.750350 nChanged 1 SP:Iteration 29Q (2348.380000 sec): 3 clusters Score: Raw -50857.532161 + Penalty 625.363657 = -50232.168504 nChanged 0 SP:Iteration 30F (2348.530000 sec): 3 clusters Score: Raw -50857.532161 + Penalty 625.363657 = -50232.168504 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 15 (400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.680000 sec): 2 clusters Score: Raw -20758.582651 + Penalty 272.611637 = -20485.971015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2348.860000 sec): 3 clusters Score: Raw -20606.137219 + Penalty 545.223274 = -20060.913946 nChanged 145 SP:Iteration 1F (2349.030000 sec): 3 clusters Score: Raw -20713.519401 + Penalty 545.223274 = -20168.296127 nChanged 34 SP:Iteration 2F (2349.210000 sec): 3 clusters Score: Raw -20762.858480 + Penalty 545.223274 = -20217.635207 nChanged 24 SP:Iteration 3F (2349.410000 sec): 3 clusters Score: Raw -20786.887927 + Penalty 545.223274 = -20241.664653 nChanged 18 SP:Iteration 4Q (2349.580000 sec): 3 clusters Score: Raw -20814.679422 + Penalty 545.223274 = -20269.456148 nChanged 22 SP:Iteration 5F (2349.780000 sec): 3 clusters Score: Raw -20855.020408 + Penalty 545.223274 = -20309.797134 nChanged 20 SP:Iteration 6Q (2350.010000 sec): 3 clusters Score: Raw -20894.217684 + Penalty 545.223274 = -20348.994410 nChanged 15 SP:Iteration 7Q (2350.190000 sec): 3 clusters Score: Raw -20936.195681 + Penalty 545.223274 = -20390.972407 nChanged 24 SP:Iteration 8F (2350.360000 sec): 3 clusters Score: Raw -20989.672541 + Penalty 545.223274 = -20444.449267 nChanged 9 SP:Iteration 9Q (2350.570000 sec): 3 clusters Score: Raw -21011.292338 + Penalty 545.223274 = -20466.069064 nChanged 6 SP:Iteration 10Q (2350.770000 sec): 3 clusters Score: Raw -21017.194948 + Penalty 545.223274 = -20471.971675 nChanged 3 SP:Iteration 11Q (2350.980000 sec): 3 clusters Score: Raw -21022.955702 + Penalty 545.223274 = -20477.732428 nChanged 1 SP:Iteration 12Q (2351.120000 sec): 3 clusters Score: Raw -21023.881270 + Penalty 545.223274 = -20478.657996 nChanged 0 SP:Iteration 13F (2351.350000 sec): 3 clusters Score: Raw -21023.881270 + Penalty 545.223274 = -20478.657996 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 16 (1698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.410000 sec): 2 clusters Score: Raw -100617.002392 + Penalty 338.392890 = -100278.609502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.630000 sec): 3 clusters Score: Raw -99711.653365 + Penalty 676.785779 = -99034.867585 nChanged 705 SP:Iteration 1F (2351.810000 sec): 3 clusters Score: Raw -100093.062306 + Penalty 676.785779 = -99416.276526 nChanged 127 SP:Iteration 2F (2352.010000 sec): 3 clusters Score: Raw -100169.205381 + Penalty 676.785779 = -99492.419602 nChanged 90 SP:Iteration 3F (2352.130000 sec): 3 clusters Score: Raw -100214.228972 + Penalty 676.785779 = -99537.443192 nChanged 76 SP:Iteration 4Q (2352.330000 sec): 3 clusters Score: Raw -100259.341074 + Penalty 676.785779 = -99582.555295 nChanged 64 SP:Iteration 5Q (2352.550000 sec): 3 clusters Score: Raw -100300.936516 + Penalty 676.785779 = -99624.150736 nChanged 66 SP:Iteration 6Q (2352.700000 sec): 3 clusters Score: Raw -100329.435950 + Penalty 676.785779 = -99652.650171 nChanged 53 SP:Iteration 7Q (2352.850000 sec): 3 clusters Score: Raw -100351.740600 + Penalty 676.785779 = -99674.954821 nChanged 45 SP:Iteration 8Q (2353.030000 sec): 3 clusters Score: Raw -100373.894272 + Penalty 676.785779 = -99697.108493 nChanged 40 SP:Iteration 9Q (2353.240000 sec): 3 clusters Score: Raw -100394.066170 + Penalty 676.785779 = -99717.280390 nChanged 41 SP:Iteration 10Q (2353.450000 sec): 3 clusters Score: Raw -100415.098654 + Penalty 676.785779 = -99738.312874 nChanged 48 SP:Iteration 11Q (2353.610000 sec): 3 clusters Score: Raw -100443.717519 + Penalty 676.785779 = -99766.931740 nChanged 52 SP:Iteration 12Q (2353.760000 sec): 3 clusters Score: Raw -100478.609700 + Penalty 676.785779 = -99801.823920 nChanged 53 SP:Iteration 13Q (2353.930000 sec): 3 clusters Score: Raw -100522.622694 + Penalty 676.785779 = -99845.836914 nChanged 39 SP:Iteration 14Q (2354.120000 sec): 3 clusters Score: Raw -100559.224400 + Penalty 676.785779 = -99882.438620 nChanged 28 SP:Iteration 15Q (2354.310000 sec): 3 clusters Score: Raw -100582.150499 + Penalty 676.785779 = -99905.364720 nChanged 16 SP:Iteration 16Q (2354.470000 sec): 3 clusters Score: Raw -100593.692101 + Penalty 676.785779 = -99916.906322 nChanged 14 SP:Iteration 17Q (2354.640000 sec): 3 clusters Score: Raw -100602.946932 + Penalty 676.785779 = -99926.161152 nChanged 13 SP:Iteration 18Q (2354.850000 sec): 3 clusters Score: Raw -100612.727781 + Penalty 676.785779 = -99935.942002 nChanged 16 SP:Iteration 19Q (2355.010000 sec): 3 clusters Score: Raw -100624.350801 + Penalty 676.785779 = -99947.565022 nChanged 14 SP:Iteration 20F (2355.200000 sec): 3 clusters Score: Raw -100632.274333 + Penalty 676.785779 = -99955.488554 nChanged 11 SP:Iteration 21Q (2355.370000 sec): 3 clusters Score: Raw -100643.963296 + Penalty 676.785779 = -99967.177516 nChanged 11 SP:Iteration 22Q (2355.510000 sec): 3 clusters Score: Raw -100653.977280 + Penalty 676.785779 = -99977.191500 nChanged 4 SP:Iteration 23Q (2355.690000 sec): 3 clusters Score: Raw -100660.239377 + Penalty 676.785779 = -99983.453597 nChanged 7 SP:Iteration 24Q (2355.850000 sec): 3 clusters Score: Raw -100666.486051 + Penalty 676.785779 = -99989.700271 nChanged 4 SP:Iteration 25Q (2356.000000 sec): 3 clusters Score: Raw -100669.617523 + Penalty 676.785779 = -99992.831744 nChanged 1 SP:Iteration 26Q (2356.190000 sec): 3 clusters Score: Raw -100671.437148 + Penalty 676.785779 = -99994.651369 nChanged 1 SP:Iteration 27Q (2356.400000 sec): 3 clusters Score: Raw -100674.791660 + Penalty 676.785779 = -99998.005881 nChanged 2 SP:Iteration 28Q (2356.610000 sec): 3 clusters Score: Raw -100677.879554 + Penalty 676.785779 = -100001.093774 nChanged 3 SP:Iteration 29Q (2356.770000 sec): 3 clusters Score: Raw -100679.883554 + Penalty 676.785779 = -100003.097775 nChanged 1 SP:Iteration 30Q (2356.920000 sec): 3 clusters Score: Raw -100680.636872 + Penalty 676.785779 = -100003.851093 nChanged 0 SP:Iteration 31F (2357.120000 sec): 3 clusters Score: Raw -100680.636872 + Penalty 676.785779 = -100003.851093 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 17 (1155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2357.210000 sec): 2 clusters Score: Raw -70394.604436 + Penalty 320.859431 = -70073.745005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2357.380000 sec): 3 clusters Score: Raw -69838.067200 + Penalty 641.718862 = -69196.348338 nChanged 465 SP:Iteration 1F (2357.550000 sec): 3 clusters Score: Raw -70132.559886 + Penalty 641.718862 = -69490.841024 nChanged 67 SP:Iteration 2F (2357.750000 sec): 3 clusters Score: Raw -70170.895572 + Penalty 641.718862 = -69529.176710 nChanged 47 SP:Iteration 3Q (2357.990000 sec): 3 clusters Score: Raw -70201.458766 + Penalty 641.718862 = -69559.739904 nChanged 41 SP:Iteration 4Q (2358.190000 sec): 3 clusters Score: Raw -70234.393033 + Penalty 641.718862 = -69592.674171 nChanged 42 SP:Iteration 5Q (2358.400000 sec): 3 clusters Score: Raw -70260.602263 + Penalty 641.718862 = -69618.883401 nChanged 37 SP:Iteration 6Q (2358.600000 sec): 3 clusters Score: Raw -70289.631061 + Penalty 641.718862 = -69647.912199 nChanged 37 SP:Iteration 7Q (2358.810000 sec): 3 clusters Score: Raw -70314.268197 + Penalty 641.718862 = -69672.549335 nChanged 28 SP:Iteration 8Q (2359.020000 sec): 3 clusters Score: Raw -70330.056847 + Penalty 641.718862 = -69688.337985 nChanged 25 SP:Iteration 9Q (2359.210000 sec): 3 clusters Score: Raw -70344.734092 + Penalty 641.718862 = -69703.015230 nChanged 22 SP:Iteration 10Q (2359.340000 sec): 3 clusters Score: Raw -70361.404002 + Penalty 641.718862 = -69719.685140 nChanged 29 SP:Iteration 11Q (2359.530000 sec): 3 clusters Score: Raw -70385.271570 + Penalty 641.718862 = -69743.552708 nChanged 22 SP:Iteration 12Q (2359.740000 sec): 3 clusters Score: Raw -70397.371216 + Penalty 641.718862 = -69755.652354 nChanged 20 SP:Iteration 13Q (2359.910000 sec): 3 clusters Score: Raw -70409.622617 + Penalty 641.718862 = -69767.903755 nChanged 15 SP:Iteration 14Q (2360.050000 sec): 3 clusters Score: Raw -70428.152751 + Penalty 641.718862 = -69786.433890 nChanged 24 SP:Iteration 15Q (2360.200000 sec): 3 clusters Score: Raw -70447.499082 + Penalty 641.718862 = -69805.780221 nChanged 19 SP:Iteration 16Q (2360.330000 sec): 3 clusters Score: Raw -70461.346218 + Penalty 641.718862 = -69819.627356 nChanged 21 SP:Iteration 17Q (2360.550000 sec): 3 clusters Score: Raw -70472.945167 + Penalty 641.718862 = -69831.226305 nChanged 16 SP:Iteration 18Q (2360.690000 sec): 3 clusters Score: Raw -70478.719450 + Penalty 641.718862 = -69837.000588 nChanged 11 SP:Iteration 19Q (2360.910000 sec): 3 clusters Score: Raw -70484.846564 + Penalty 641.718862 = -69843.127702 nChanged 13 SP:Iteration 20F (2361.080000 sec): 3 clusters Score: Raw -70492.111313 + Penalty 641.718862 = -69850.392452 nChanged 20 SP:Iteration 21Q (2361.260000 sec): 3 clusters Score: Raw -70507.520363 + Penalty 641.718862 = -69865.801501 nChanged 14 SP:Iteration 22Q (2361.460000 sec): 3 clusters Score: Raw -70517.354755 + Penalty 641.718862 = -69875.635893 nChanged 13 SP:Iteration 23Q (2361.630000 sec): 3 clusters Score: Raw -70523.748721 + Penalty 641.718862 = -69882.029859 nChanged 11 SP:Iteration 24Q (2361.820000 sec): 3 clusters Score: Raw -70529.513903 + Penalty 641.718862 = -69887.795041 nChanged 10 SP:Iteration 25Q (2362.060000 sec): 3 clusters Score: Raw -70534.107588 + Penalty 641.718862 = -69892.388726 nChanged 7 SP:Iteration 26Q (2362.220000 sec): 3 clusters Score: Raw -70536.089018 + Penalty 641.718862 = -69894.370156 nChanged 5 SP:Iteration 27Q (2362.360000 sec): 3 clusters Score: Raw -70537.692224 + Penalty 641.718862 = -69895.973362 nChanged 5 SP:Iteration 28Q (2362.510000 sec): 3 clusters Score: Raw -70538.915491 + Penalty 641.718862 = -69897.196629 nChanged 3 SP:Iteration 29Q (2362.640000 sec): 3 clusters Score: Raw -70539.955171 + Penalty 641.718862 = -69898.236310 nChanged 3 SP:Iteration 30Q (2362.760000 sec): 3 clusters Score: Raw -70541.686915 + Penalty 641.718862 = -69899.968054 nChanged 5 SP:Iteration 31Q (2362.890000 sec): 3 clusters Score: Raw -70543.679847 + Penalty 641.718862 = -69901.960986 nChanged 5 SP:Iteration 32Q (2363.020000 sec): 3 clusters Score: Raw -70546.231678 + Penalty 641.718862 = -69904.512817 nChanged 14 SP:Iteration 33Q (2363.150000 sec): 3 clusters Score: Raw -70552.619091 + Penalty 641.718862 = -69910.900229 nChanged 8 SP:Iteration 34Q (2363.280000 sec): 3 clusters Score: Raw -70555.405949 + Penalty 641.718862 = -69913.687087 nChanged 7 SP:Iteration 35Q (2363.400000 sec): 3 clusters Score: Raw -70557.557801 + Penalty 641.718862 = -69915.838939 nChanged 9 SP:Iteration 36Q (2363.530000 sec): 3 clusters Score: Raw -70562.676776 + Penalty 641.718862 = -69920.957914 nChanged 7 SP:Iteration 37Q (2363.660000 sec): 3 clusters Score: Raw -70566.755218 + Penalty 641.718862 = -69925.036356 nChanged 4 SP:Iteration 38Q (2363.780000 sec): 3 clusters Score: Raw -70569.884464 + Penalty 641.718862 = -69928.165602 nChanged 3 SP:Iteration 39Q (2363.910000 sec): 3 clusters Score: Raw -70570.722882 + Penalty 641.718862 = -69929.004020 nChanged 3 SP:Iteration 40F (2364.040000 sec): 3 clusters Score: Raw -70572.539250 + Penalty 641.718862 = -69930.820388 nChanged 5 SP:Iteration 41Q (2364.170000 sec): 3 clusters Score: Raw -70575.669184 + Penalty 641.718862 = -69933.950322 nChanged 7 SP:Iteration 42Q (2364.300000 sec): 3 clusters Score: Raw -70578.772347 + Penalty 641.718862 = -69937.053485 nChanged 4 SP:Iteration 43Q (2364.440000 sec): 3 clusters Score: Raw -70579.927260 + Penalty 641.718862 = -69938.208399 nChanged 3 SP:Iteration 44Q (2364.610000 sec): 3 clusters Score: Raw -70580.750816 + Penalty 641.718862 = -69939.031955 nChanged 1 SP:Iteration 45Q (2364.740000 sec): 3 clusters Score: Raw -70581.112077 + Penalty 641.718862 = -69939.393216 nChanged 0 SP:Iteration 46F (2364.870000 sec): 3 clusters Score: Raw -70581.112077 + Penalty 641.718862 = -69939.393216 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 18 (268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2364.930000 sec): 2 clusters Score: Raw -14995.506704 + Penalty 254.389908 = -14741.116796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.050000 sec): 3 clusters Score: Raw -14922.700776 + Penalty 508.779815 = -14413.920961 nChanged 80 SP:Iteration 1F (2365.180000 sec): 3 clusters Score: Raw -15011.398686 + Penalty 508.779815 = -14502.618871 nChanged 19 SP:Iteration 2F (2365.310000 sec): 3 clusters Score: Raw -15044.728555 + Penalty 508.779815 = -14535.948740 nChanged 11 SP:Iteration 3Q (2365.440000 sec): 3 clusters Score: Raw -15057.319751 + Penalty 508.779815 = -14548.539936 nChanged 9 SP:Iteration 4Q (2365.540000 sec): 3 clusters Score: Raw -15067.698331 + Penalty 508.779815 = -14558.918516 nChanged 6 SP:Iteration 5Q (2365.690000 sec): 3 clusters Score: Raw -15072.992054 + Penalty 508.779815 = -14564.212239 nChanged 3 SP:Iteration 6Q (2365.820000 sec): 3 clusters Score: Raw -15077.785531 + Penalty 508.779815 = -14569.005716 nChanged 3 SP:Iteration 7Q (2365.970000 sec): 3 clusters Score: Raw -15080.389633 + Penalty 508.779815 = -14571.609818 nChanged 0 SP:Iteration 8F (2366.100000 sec): 3 clusters Score: Raw -15080.389633 + Penalty 508.779815 = -14571.609818 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 19 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.160000 sec): 2 clusters Score: Raw -3713.882711 + Penalty 200.505726 = -3513.376985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.290000 sec): 3 clusters Score: Raw -3767.102207 + Penalty 401.011452 = -3366.090756 nChanged 15 SP:Iteration 1F (2366.420000 sec): 3 clusters Score: Raw -3846.923790 + Penalty 401.011452 = -3445.912339 nChanged 4 SP:Iteration 2Q (2366.540000 sec): 3 clusters Score: Raw -3894.945701 + Penalty 401.011452 = -3493.934250 nChanged 1 SP:Iteration 3Q (2366.670000 sec): 3 clusters Score: Raw -3908.566555 + Penalty 401.011452 = -3507.555103 nChanged 0 SP:Iteration 4F (2366.800000 sec): 3 clusters Score: Raw -3908.566555 + Penalty 401.011452 = -3507.555103 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 20 (14786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.930000 sec): 2 clusters Score: Raw -915094.917217 + Penalty 436.865341 = -914658.051876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2367.160000 sec): 3 clusters Score: Raw -905570.646124 + Penalty 873.730682 = -904696.915442 nChanged 7012 SP:Iteration 1F (2367.340000 sec): 3 clusters Score: Raw -909603.533993 + Penalty 873.730682 = -908729.803311 nChanged 873 SP:Iteration 2F (2367.580000 sec): 3 clusters Score: Raw -910094.687815 + Penalty 873.730682 = -909220.957133 nChanged 1184 SP:Iteration 3F (2367.790000 sec): 3 clusters Score: Raw -910975.497837 + Penalty 873.730682 = -910101.767155 nChanged 1314 SP:Iteration 4F (2368.040000 sec): 3 clusters Score: Raw -911928.253189 + Penalty 873.730682 = -911054.522507 nChanged 1101 SP:Iteration 5F (2368.290000 sec): 3 clusters Score: Raw -912638.795862 + Penalty 873.730682 = -911765.065180 nChanged 800 SP:Iteration 6F (2368.510000 sec): 3 clusters Score: Raw -913085.116479 + Penalty 873.730682 = -912211.385797 nChanged 581 SP:Iteration 7Q (2368.740000 sec): 3 clusters Score: Raw -913424.341249 + Penalty 873.730682 = -912550.610567 nChanged 458 SP:Iteration 8Q (2369.000000 sec): 3 clusters Score: Raw -913757.434778 + Penalty 873.730682 = -912883.704096 nChanged 409 SP:Iteration 9Q (2369.260000 sec): 3 clusters Score: Raw -914059.521828 + Penalty 873.730682 = -913185.791146 nChanged 326 SP:Iteration 10Q (2369.510000 sec): 3 clusters Score: Raw -914320.645541 + Penalty 873.730682 = -913446.914859 nChanged 267 SP:Iteration 11Q (2369.780000 sec): 3 clusters Score: Raw -914510.524438 + Penalty 873.730682 = -913636.793756 nChanged 213 SP:Iteration 12Q (2369.990000 sec): 3 clusters Score: Raw -914656.711304 + Penalty 873.730682 = -913782.980622 nChanged 187 SP:Iteration 13Q (2370.180000 sec): 3 clusters Score: Raw -914778.669798 + Penalty 873.730682 = -913904.939116 nChanged 130 SP:Iteration 14Q (2370.410000 sec): 3 clusters Score: Raw -914868.536799 + Penalty 873.730682 = -913994.806117 nChanged 98 SP:Iteration 15Q (2370.620000 sec): 3 clusters Score: Raw -914928.164283 + Penalty 873.730682 = -914054.433601 nChanged 78 SP:Iteration 16Q (2370.780000 sec): 3 clusters Score: Raw -914966.472784 + Penalty 873.730682 = -914092.742102 nChanged 47 SP:Iteration 17Q (2370.960000 sec): 3 clusters Score: Raw -914982.961596 + Penalty 873.730682 = -914109.230914 nChanged 33 SP:Iteration 18Q (2371.190000 sec): 3 clusters Score: Raw -914995.183223 + Penalty 873.730682 = -914121.452541 nChanged 34 SP:Iteration 19Q (2371.350000 sec): 3 clusters Score: Raw -915011.159398 + Penalty 873.730682 = -914137.428716 nChanged 43 SP:Iteration 20F (2371.580000 sec): 3 clusters Score: Raw -915028.145995 + Penalty 873.730682 = -914154.415313 nChanged 34 SP:Iteration 21Q (2371.800000 sec): 3 clusters Score: Raw -915043.075600 + Penalty 873.730682 = -914169.344918 nChanged 30 SP:Iteration 22Q (2371.980000 sec): 3 clusters Score: Raw -915060.614919 + Penalty 873.730682 = -914186.884237 nChanged 17 SP:Iteration 23Q (2372.210000 sec): 3 clusters Score: Raw -915069.176535 + Penalty 873.730682 = -914195.445853 nChanged 13 SP:Iteration 24Q (2372.400000 sec): 3 clusters Score: Raw -915073.977399 + Penalty 873.730682 = -914200.246717 nChanged 10 SP:Iteration 25Q (2372.560000 sec): 3 clusters Score: Raw -915079.972157 + Penalty 873.730682 = -914206.241475 nChanged 14 SP:Iteration 26Q (2372.780000 sec): 3 clusters Score: Raw -915086.525398 + Penalty 873.730682 = -914212.794716 nChanged 11 SP:Iteration 27Q (2372.990000 sec): 3 clusters Score: Raw -915091.141764 + Penalty 873.730682 = -914217.411082 nChanged 14 SP:Iteration 28Q (2373.210000 sec): 3 clusters Score: Raw -915097.077165 + Penalty 873.730682 = -914223.346483 nChanged 13 SP:Iteration 29Q (2373.420000 sec): 3 clusters Score: Raw -915103.607399 + Penalty 873.730682 = -914229.876717 nChanged 12 SP:Iteration 30Q (2373.670000 sec): 3 clusters Score: Raw -915109.778506 + Penalty 873.730682 = -914236.047824 nChanged 16 SP:Iteration 31Q (2373.840000 sec): 3 clusters Score: Raw -915119.432998 + Penalty 873.730682 = -914245.702316 nChanged 12 SP:Iteration 32Q (2374.050000 sec): 3 clusters Score: Raw -915124.121057 + Penalty 873.730682 = -914250.390375 nChanged 13 SP:Iteration 33Q (2374.270000 sec): 3 clusters Score: Raw -915128.069171 + Penalty 873.730682 = -914254.338489 nChanged 5 SP:Iteration 34Q (2374.480000 sec): 3 clusters Score: Raw -915129.953591 + Penalty 873.730682 = -914256.222909 nChanged 4 SP:Iteration 35Q (2374.680000 sec): 3 clusters Score: Raw -915131.236968 + Penalty 873.730682 = -914257.506286 nChanged 5 SP:Iteration 36Q (2374.850000 sec): 3 clusters Score: Raw -915132.800722 + Penalty 873.730682 = -914259.070040 nChanged 3 SP:Iteration 37Q (2375.050000 sec): 3 clusters Score: Raw -915133.567264 + Penalty 873.730682 = -914259.836582 nChanged 1 SP:Iteration 38Q (2375.240000 sec): 3 clusters Score: Raw -915133.648837 + Penalty 873.730682 = -914259.918155 nChanged 0 SP:Iteration 39F (2375.460000 sec): 3 clusters Score: Raw -915133.648837 + Penalty 873.730682 = -914259.918155 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 21 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2375.570000 sec): 2 clusters Score: Raw -6609.940933 + Penalty 218.954388 = -6390.986545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2375.750000 sec): 3 clusters Score: Raw -6621.711005 + Penalty 437.908776 = -6183.802229 nChanged 32 SP:Iteration 1F (2375.930000 sec): 3 clusters Score: Raw -6666.246513 + Penalty 437.908776 = -6228.337737 nChanged 3 SP:Iteration 2Q (2376.150000 sec): 3 clusters Score: Raw -6670.929919 + Penalty 437.908776 = -6233.021143 nChanged 1 SP:Iteration 3Q (2376.290000 sec): 3 clusters Score: Raw -6672.515939 + Penalty 437.908776 = -6234.607163 nChanged 0 SP:Iteration 4F (2376.470000 sec): 3 clusters Score: Raw -6672.515939 + Penalty 437.908776 = -6234.607163 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 22 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.570000 sec): 2 clusters Score: Raw -2059.228291 + Penalty 177.997047 = -1881.231244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.790000 sec): 3 clusters Score: Raw -2115.084894 + Penalty 355.994093 = -1759.090800 nChanged 2 SP:Iteration 1Q (2376.980000 sec): 3 clusters Score: Raw -2131.957837 + Penalty 355.994093 = -1775.963744 nChanged 0 SP:Iteration 2F (2377.120000 sec): 3 clusters Score: Raw -2131.957837 + Penalty 355.994093 = -1775.963744 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 23 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.230000 sec): 2 clusters Score: Raw -12403.676651 + Penalty 243.724675 = -12159.951975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.380000 sec): 3 clusters Score: Raw -12347.762513 + Penalty 487.449351 = -11860.313162 nChanged 52 SP:Iteration 1F (2377.570000 sec): 3 clusters Score: Raw -12412.226302 + Penalty 487.449351 = -11924.776951 nChanged 12 SP:Iteration 2F (2377.740000 sec): 3 clusters Score: Raw -12426.160924 + Penalty 487.449351 = -11938.711573 nChanged 3 SP:Iteration 3Q (2377.930000 sec): 3 clusters Score: Raw -12430.540806 + Penalty 487.449351 = -11943.091455 nChanged 2 SP:Iteration 4Q (2378.120000 sec): 3 clusters Score: Raw -12431.911551 + Penalty 487.449351 = -11944.462200 nChanged 1 SP:Iteration 5Q (2378.330000 sec): 3 clusters Score: Raw -12433.856494 + Penalty 487.449351 = -11946.407143 nChanged 1 SP:Iteration 6Q (2378.520000 sec): 3 clusters Score: Raw -12435.091911 + Penalty 487.449351 = -11947.642560 nChanged 1 SP:Iteration 7Q (2378.660000 sec): 3 clusters Score: Raw -12436.973548 + Penalty 487.449351 = -11949.524197 nChanged 1 SP:Iteration 8Q (2378.840000 sec): 3 clusters Score: Raw -12438.862548 + Penalty 487.449351 = -11951.413197 nChanged 0 SP:Iteration 9F (2379.020000 sec): 3 clusters Score: Raw -12438.862548 + Penalty 487.449351 = -11951.413197 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 24 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.130000 sec): 2 clusters Score: Raw -4701.087254 + Penalty 200.505726 = -4500.581528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.270000 sec): 3 clusters Score: Raw -4704.449591 + Penalty 401.011452 = -4303.438140 nChanged 12 SP:Iteration 1F (2379.490000 sec): 3 clusters Score: Raw -4726.877920 + Penalty 401.011452 = -4325.866469 nChanged 2 SP:Iteration 2Q (2379.640000 sec): 3 clusters Score: Raw -4732.316628 + Penalty 401.011452 = -4331.305176 nChanged 1 SP:Iteration 3Q (2379.840000 sec): 3 clusters Score: Raw -4735.458336 + Penalty 401.011452 = -4334.446884 nChanged 1 SP:Iteration 4Q (2380.030000 sec): 3 clusters Score: Raw -4739.720909 + Penalty 401.011452 = -4338.709458 nChanged 1 SP:Iteration 5Q (2380.200000 sec): 3 clusters Score: Raw -4743.960589 + Penalty 401.011452 = -4342.949137 nChanged 3 SP:Iteration 6Q (2380.370000 sec): 3 clusters Score: Raw -4752.650242 + Penalty 401.011452 = -4351.638790 nChanged 1 SP:Iteration 7Q (2380.540000 sec): 3 clusters Score: Raw -4755.929206 + Penalty 401.011452 = -4354.917755 nChanged 0 SP:Iteration 8F (2380.740000 sec): 3 clusters Score: Raw -4755.929206 + Penalty 401.011452 = -4354.917755 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 25 (222 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.810000 sec): 2 clusters Score: Raw -12646.692803 + Penalty 245.821821 = -12400.870982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2381.010000 sec): 3 clusters Score: Raw -12576.813611 + Penalty 491.643642 = -12085.169969 nChanged 60 SP:Iteration 1F (2381.210000 sec): 3 clusters Score: Raw -12632.030424 + Penalty 491.643642 = -12140.386782 nChanged 15 SP:Iteration 2F (2381.390000 sec): 3 clusters Score: Raw -12648.642793 + Penalty 491.643642 = -12156.999151 nChanged 8 SP:Iteration 3Q (2381.540000 sec): 3 clusters Score: Raw -12658.157569 + Penalty 491.643642 = -12166.513927 nChanged 8 SP:Iteration 4Q (2381.730000 sec): 3 clusters Score: Raw -12668.066596 + Penalty 491.643642 = -12176.422954 nChanged 4 SP:Iteration 5Q (2381.960000 sec): 3 clusters Score: Raw -12673.514930 + Penalty 491.643642 = -12181.871288 nChanged 4 SP:Iteration 6Q (2382.130000 sec): 3 clusters Score: Raw -12678.500757 + Penalty 491.643642 = -12186.857115 nChanged 4 SP:Iteration 7Q (2382.300000 sec): 3 clusters Score: Raw -12685.023961 + Penalty 491.643642 = -12193.380319 nChanged 1 SP:Iteration 8Q (2382.450000 sec): 3 clusters Score: Raw -12685.407431 + Penalty 491.643642 = -12193.763789 nChanged 1 SP:Iteration 9Q (2382.610000 sec): 3 clusters Score: Raw -12687.167939 + Penalty 491.643642 = -12195.524298 nChanged 3 SP:Iteration 10Q (2382.840000 sec): 3 clusters Score: Raw -12695.863990 + Penalty 491.643642 = -12204.220348 nChanged 3 SP:Iteration 11Q (2383.010000 sec): 3 clusters Score: Raw -12702.916229 + Penalty 491.643642 = -12211.272587 nChanged 3 SP:Iteration 12Q (2383.200000 sec): 3 clusters Score: Raw -12706.367709 + Penalty 491.643642 = -12214.724067 nChanged 1 SP:Iteration 13Q (2383.370000 sec): 3 clusters Score: Raw -12707.157712 + Penalty 491.643642 = -12215.514071 nChanged 0 SP:Iteration 14F (2383.580000 sec): 3 clusters Score: Raw -12707.157712 + Penalty 491.643642 = -12215.514071 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 26 (211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2383.670000 sec): 2 clusters Score: Raw -12141.342327 + Penalty 243.509545 = -11897.832782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2383.820000 sec): 3 clusters Score: Raw -12124.490197 + Penalty 487.019090 = -11637.471106 nChanged 58 SP:Iteration 1F (2384.010000 sec): 3 clusters Score: Raw -12208.176691 + Penalty 487.019090 = -11721.157601 nChanged 18 SP:Iteration 2F (2384.170000 sec): 3 clusters Score: Raw -12228.417364 + Penalty 487.019090 = -11741.398274 nChanged 7 SP:Iteration 3Q (2384.320000 sec): 3 clusters Score: Raw -12234.787585 + Penalty 487.019090 = -11747.768494 nChanged 2 SP:Iteration 4Q (2384.480000 sec): 3 clusters Score: Raw -12236.975592 + Penalty 487.019090 = -11749.956502 nChanged 5 SP:Iteration 5Q (2384.630000 sec): 3 clusters Score: Raw -12241.119323 + Penalty 487.019090 = -11754.100233 nChanged 1 SP:Iteration 6Q (2384.740000 sec): 3 clusters Score: Raw -12241.696893 + Penalty 487.019090 = -11754.677803 nChanged 0 SP:Iteration 7F (2384.900000 sec): 3 clusters Score: Raw -12241.696893 + Penalty 487.019090 = -11754.677803 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 27 (562 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.950000 sec): 2 clusters Score: Raw -30789.432521 + Penalty 288.083334 = -30501.349187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.100000 sec): 3 clusters Score: Raw -30557.508817 + Penalty 576.166668 = -29981.342148 nChanged 205 SP:Iteration 1F (2385.240000 sec): 3 clusters Score: Raw -30728.706084 + Penalty 576.166668 = -30152.539416 nChanged 60 SP:Iteration 2F (2385.430000 sec): 3 clusters Score: Raw -30801.970526 + Penalty 576.166668 = -30225.803857 nChanged 38 SP:Iteration 3F (2385.630000 sec): 3 clusters Score: Raw -30855.537765 + Penalty 576.166668 = -30279.371097 nChanged 24 SP:Iteration 4Q (2385.800000 sec): 3 clusters Score: Raw -30893.664629 + Penalty 576.166668 = -30317.497960 nChanged 17 SP:Iteration 5Q (2385.940000 sec): 3 clusters Score: Raw -30920.850717 + Penalty 576.166668 = -30344.684049 nChanged 11 SP:Iteration 6Q (2386.110000 sec): 3 clusters Score: Raw -30942.347319 + Penalty 576.166668 = -30366.180651 nChanged 6 SP:Iteration 7Q (2386.290000 sec): 3 clusters Score: Raw -30946.329476 + Penalty 576.166668 = -30370.162808 nChanged 11 SP:Iteration 8Q (2386.460000 sec): 3 clusters Score: Raw -30953.356765 + Penalty 576.166668 = -30377.190097 nChanged 7 SP:Iteration 9Q (2386.610000 sec): 3 clusters Score: Raw -30957.685548 + Penalty 576.166668 = -30381.518880 nChanged 5 SP:Iteration 10Q (2386.790000 sec): 3 clusters Score: Raw -30962.922717 + Penalty 576.166668 = -30386.756048 nChanged 4 SP:Iteration 11Q (2386.980000 sec): 3 clusters Score: Raw -30967.081695 + Penalty 576.166668 = -30390.915027 nChanged 5 SP:Iteration 12Q (2387.190000 sec): 3 clusters Score: Raw -30970.156155 + Penalty 576.166668 = -30393.989487 nChanged 9 SP:Iteration 13Q (2387.350000 sec): 3 clusters Score: Raw -30978.579827 + Penalty 576.166668 = -30402.413158 nChanged 10 SP:Iteration 14Q (2387.540000 sec): 3 clusters Score: Raw -30985.825622 + Penalty 576.166668 = -30409.658953 nChanged 10 SP:Iteration 15Q (2387.720000 sec): 3 clusters Score: Raw -30990.114575 + Penalty 576.166668 = -30413.947906 nChanged 7 SP:Iteration 16Q (2387.880000 sec): 3 clusters Score: Raw -30993.066795 + Penalty 576.166668 = -30416.900127 nChanged 6 SP:Iteration 17Q (2388.040000 sec): 3 clusters Score: Raw -30997.799058 + Penalty 576.166668 = -30421.632389 nChanged 7 SP:Iteration 18Q (2388.230000 sec): 3 clusters Score: Raw -31006.336071 + Penalty 576.166668 = -30430.169403 nChanged 10 SP:Iteration 19Q (2388.410000 sec): 3 clusters Score: Raw -31013.877951 + Penalty 576.166668 = -30437.711283 nChanged 7 SP:Iteration 20F (2388.570000 sec): 3 clusters Score: Raw -31022.828654 + Penalty 576.166668 = -30446.661985 nChanged 10 SP:Iteration 21Q (2388.780000 sec): 3 clusters Score: Raw -31030.047133 + Penalty 576.166668 = -30453.880465 nChanged 9 SP:Iteration 22Q (2388.920000 sec): 3 clusters Score: Raw -31043.665387 + Penalty 576.166668 = -30467.498719 nChanged 12 SP:Iteration 23Q (2389.080000 sec): 3 clusters Score: Raw -31057.018674 + Penalty 576.166668 = -30480.852005 nChanged 11 SP:Iteration 24Q (2389.270000 sec): 3 clusters Score: Raw -31064.294161 + Penalty 576.166668 = -30488.127493 nChanged 6 SP:Iteration 25Q (2389.430000 sec): 3 clusters Score: Raw -31070.920240 + Penalty 576.166668 = -30494.753571 nChanged 2 SP:Iteration 26Q (2389.640000 sec): 3 clusters Score: Raw -31071.836004 + Penalty 576.166668 = -30495.669336 nChanged 1 SP:Iteration 27Q (2389.780000 sec): 3 clusters Score: Raw -31072.159281 + Penalty 576.166668 = -30495.992613 nChanged 1 SP:Iteration 28Q (2389.920000 sec): 3 clusters Score: Raw -31072.278917 + Penalty 576.166668 = -30496.112249 nChanged 0 SP:Iteration 29F (2390.110000 sec): 3 clusters Score: Raw -31072.278917 + Penalty 576.166668 = -30496.112249 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 28 (71 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2390.180000 sec): 2 clusters Score: Raw -3827.628132 + Penalty 193.951934 = -3633.676198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2390.360000 sec): 3 clusters Score: Raw -3847.713848 + Penalty 387.903869 = -3459.809980 nChanged 9 SP:Iteration 1F (2390.560000 sec): 3 clusters Score: Raw -3870.354306 + Penalty 387.903869 = -3482.450437 nChanged 1 SP:Iteration 2Q (2390.710000 sec): 3 clusters Score: Raw -3875.828253 + Penalty 387.903869 = -3487.924384 nChanged 0 SP:Iteration 3F (2390.880000 sec): 3 clusters Score: Raw -3875.828253 + Penalty 387.903869 = -3487.924384 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 29 (123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2390.980000 sec): 2 clusters Score: Raw -6065.587307 + Penalty 218.954388 = -5846.632919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2391.170000 sec): 3 clusters Score: Raw -6086.446390 + Penalty 437.908776 = -5648.537613 nChanged 31 SP:Iteration 1F (2391.320000 sec): 3 clusters Score: Raw -6144.122071 + Penalty 437.908776 = -5706.213294 nChanged 4 SP:Iteration 2Q (2391.520000 sec): 3 clusters Score: Raw -6166.724299 + Penalty 437.908776 = -5728.815523 nChanged 4 SP:Iteration 3Q (2391.660000 sec): 3 clusters Score: Raw -6184.637333 + Penalty 437.908776 = -5746.728556 nChanged 3 SP:Iteration 4Q (2391.840000 sec): 3 clusters Score: Raw -6192.781382 + Penalty 437.908776 = -5754.872605 nChanged 1 SP:Iteration 5Q (2392.020000 sec): 3 clusters Score: Raw -6196.290263 + Penalty 437.908776 = -5758.381486 nChanged 0 SP:Iteration 6F (2392.220000 sec): 3 clusters Score: Raw -6196.290263 + Penalty 437.908776 = -5758.381486 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 30 (656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2392.310000 sec): 2 clusters Score: Raw -37952.302422 + Penalty 295.120316 = -37657.182106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2392.500000 sec): 3 clusters Score: Raw -37635.940256 + Penalty 590.240632 = -37045.699624 nChanged 256 SP:Iteration 1F (2392.660000 sec): 3 clusters Score: Raw -37816.654190 + Penalty 590.240632 = -37226.413558 nChanged 63 SP:Iteration 2F (2392.840000 sec): 3 clusters Score: Raw -37863.099880 + Penalty 590.240632 = -37272.859248 nChanged 32 SP:Iteration 3Q (2393.000000 sec): 3 clusters Score: Raw -37884.039937 + Penalty 590.240632 = -37293.799305 nChanged 24 SP:Iteration 4Q (2393.180000 sec): 3 clusters Score: Raw -37901.156555 + Penalty 590.240632 = -37310.915923 nChanged 21 SP:Iteration 5Q (2393.350000 sec): 3 clusters Score: Raw -37911.604274 + Penalty 590.240632 = -37321.363642 nChanged 10 SP:Iteration 6Q (2393.540000 sec): 3 clusters Score: Raw -37919.777959 + Penalty 590.240632 = -37329.537327 nChanged 11 SP:Iteration 7Q (2393.730000 sec): 3 clusters Score: Raw -37928.174045 + Penalty 590.240632 = -37337.933413 nChanged 9 SP:Iteration 8Q (2393.920000 sec): 3 clusters Score: Raw -37933.305125 + Penalty 590.240632 = -37343.064493 nChanged 7 SP:Iteration 9Q (2394.100000 sec): 3 clusters Score: Raw -37936.545694 + Penalty 590.240632 = -37346.305062 nChanged 5 SP:Iteration 10Q (2394.310000 sec): 3 clusters Score: Raw -37938.636398 + Penalty 590.240632 = -37348.395766 nChanged 4 SP:Iteration 11Q (2394.460000 sec): 3 clusters Score: Raw -37940.501483 + Penalty 590.240632 = -37350.260851 nChanged 3 SP:Iteration 12Q (2394.630000 sec): 3 clusters Score: Raw -37941.223766 + Penalty 590.240632 = -37350.983134 nChanged 1 SP:Iteration 13Q (2394.860000 sec): 3 clusters Score: Raw -37941.418742 + Penalty 590.240632 = -37351.178110 nChanged 1 SP:Iteration 14Q (2395.020000 sec): 3 clusters Score: Raw -37941.587428 + Penalty 590.240632 = -37351.346796 nChanged 1 SP:Iteration 15Q (2395.210000 sec): 3 clusters Score: Raw -37941.943854 + Penalty 590.240632 = -37351.703222 nChanged 1 SP:Iteration 16Q (2395.400000 sec): 3 clusters Score: Raw -37942.446980 + Penalty 590.240632 = -37352.206349 nChanged 3 SP:Iteration 17Q (2395.620000 sec): 3 clusters Score: Raw -37944.036072 + Penalty 590.240632 = -37353.795440 nChanged 3 SP:Iteration 18Q (2395.770000 sec): 3 clusters Score: Raw -37947.068856 + Penalty 590.240632 = -37356.828224 nChanged 4 SP:Iteration 19Q (2395.900000 sec): 3 clusters Score: Raw -37948.777694 + Penalty 590.240632 = -37358.537062 nChanged 4 SP:Iteration 20F (2396.120000 sec): 3 clusters Score: Raw -37950.221288 + Penalty 590.240632 = -37359.980656 nChanged 2 SP:Iteration 21Q (2396.300000 sec): 3 clusters Score: Raw -37950.901766 + Penalty 590.240632 = -37360.661134 nChanged 4 SP:Iteration 22Q (2396.520000 sec): 3 clusters Score: Raw -37952.153749 + Penalty 590.240632 = -37361.913117 nChanged 0 SP:Iteration 23F (2396.660000 sec): 3 clusters Score: Raw -37952.153749 + Penalty 590.240632 = -37361.913117 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 31 (608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.760000 sec): 2 clusters Score: Raw -33107.485534 + Penalty 291.662957 = -32815.822577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.920000 sec): 3 clusters Score: Raw -32870.015035 + Penalty 583.325914 = -32286.689121 nChanged 207 SP:Iteration 1F (2397.120000 sec): 3 clusters Score: Raw -32999.728290 + Penalty 583.325914 = -32416.402375 nChanged 53 SP:Iteration 2F (2397.300000 sec): 3 clusters Score: Raw -33042.388262 + Penalty 583.325914 = -32459.062347 nChanged 29 SP:Iteration 3Q (2397.470000 sec): 3 clusters Score: Raw -33066.062269 + Penalty 583.325914 = -32482.736354 nChanged 26 SP:Iteration 4Q (2397.700000 sec): 3 clusters Score: Raw -33085.225901 + Penalty 583.325914 = -32501.899987 nChanged 18 SP:Iteration 5Q (2397.840000 sec): 3 clusters Score: Raw -33097.284068 + Penalty 583.325914 = -32513.958154 nChanged 15 SP:Iteration 6Q (2398.060000 sec): 3 clusters Score: Raw -33111.254349 + Penalty 583.325914 = -32527.928435 nChanged 16 SP:Iteration 7Q (2398.270000 sec): 3 clusters Score: Raw -33121.307317 + Penalty 583.325914 = -32537.981403 nChanged 12 SP:Iteration 8Q (2398.430000 sec): 3 clusters Score: Raw -33130.645716 + Penalty 583.325914 = -32547.319802 nChanged 8 SP:Iteration 9Q (2398.600000 sec): 3 clusters Score: Raw -33141.426609 + Penalty 583.325914 = -32558.100695 nChanged 11 SP:Iteration 10Q (2398.760000 sec): 3 clusters Score: Raw -33149.486886 + Penalty 583.325914 = -32566.160972 nChanged 8 SP:Iteration 11Q (2398.940000 sec): 3 clusters Score: Raw -33153.964407 + Penalty 583.325914 = -32570.638493 nChanged 7 SP:Iteration 12Q (2399.090000 sec): 3 clusters Score: Raw -33159.816816 + Penalty 583.325914 = -32576.490902 nChanged 4 SP:Iteration 13Q (2399.280000 sec): 3 clusters Score: Raw -33165.057997 + Penalty 583.325914 = -32581.732083 nChanged 5 SP:Iteration 14Q (2399.440000 sec): 3 clusters Score: Raw -33167.248473 + Penalty 583.325914 = -32583.922558 nChanged 6 SP:Iteration 15Q (2399.630000 sec): 3 clusters Score: Raw -33172.646969 + Penalty 583.325914 = -32589.321055 nChanged 8 SP:Iteration 16Q (2399.850000 sec): 3 clusters Score: Raw -33177.660523 + Penalty 583.325914 = -32594.334609 nChanged 8 SP:Iteration 17Q (2400.070000 sec): 3 clusters Score: Raw -33183.912388 + Penalty 583.325914 = -32600.586474 nChanged 10 SP:Iteration 18Q (2400.230000 sec): 3 clusters Score: Raw -33191.688899 + Penalty 583.325914 = -32608.362984 nChanged 4 SP:Iteration 19Q (2400.420000 sec): 3 clusters Score: Raw -33193.264634 + Penalty 583.325914 = -32609.938720 nChanged 1 SP:Iteration 20F (2400.620000 sec): 3 clusters Score: Raw -33193.892328 + Penalty 583.325914 = -32610.566414 nChanged 2 SP:Iteration 21Q (2400.770000 sec): 3 clusters Score: Raw -33195.662680 + Penalty 583.325914 = -32612.336765 nChanged 1 SP:Iteration 22Q (2400.980000 sec): 3 clusters Score: Raw -33196.944044 + Penalty 583.325914 = -32613.618130 nChanged 2 SP:Iteration 23Q (2401.110000 sec): 3 clusters Score: Raw -33198.100429 + Penalty 583.325914 = -32614.774514 nChanged 0 SP:Iteration 24F (2401.300000 sec): 3 clusters Score: Raw -33198.100429 + Penalty 583.325914 = -32614.774514 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 32 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2401.410000 sec): 2 clusters Score: Raw -14856.135898 + Penalty 254.049082 = -14602.086816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2401.550000 sec): 3 clusters Score: Raw -14779.148829 + Penalty 508.098164 = -14271.050664 nChanged 69 SP:Iteration 1F (2401.720000 sec): 3 clusters Score: Raw -14845.129203 + Penalty 508.098164 = -14337.031039 nChanged 19 SP:Iteration 2F (2401.940000 sec): 3 clusters Score: Raw -14879.382637 + Penalty 508.098164 = -14371.284473 nChanged 9 SP:Iteration 3Q (2402.070000 sec): 3 clusters Score: Raw -14886.058838 + Penalty 508.098164 = -14377.960674 nChanged 5 SP:Iteration 4Q (2402.240000 sec): 3 clusters Score: Raw -14892.693651 + Penalty 508.098164 = -14384.595487 nChanged 2 SP:Iteration 5Q (2402.380000 sec): 3 clusters Score: Raw -14895.414562 + Penalty 508.098164 = -14387.316398 nChanged 1 SP:Iteration 6Q (2402.560000 sec): 3 clusters Score: Raw -14897.807853 + Penalty 508.098164 = -14389.709689 nChanged 1 SP:Iteration 7Q (2402.700000 sec): 3 clusters Score: Raw -14898.837781 + Penalty 508.098164 = -14390.739617 nChanged 0 SP:Iteration 8F (2402.880000 sec): 3 clusters Score: Raw -14898.837781 + Penalty 508.098164 = -14390.739617 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 33 (447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.010000 sec): 2 clusters Score: Raw -25518.956699 + Penalty 277.666416 = -25241.290283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.140000 sec): 3 clusters Score: Raw -25330.762196 + Penalty 555.332832 = -24775.429364 nChanged 161 SP:Iteration 1F (2403.350000 sec): 3 clusters Score: Raw -25436.324742 + Penalty 555.332832 = -24880.991910 nChanged 37 SP:Iteration 2F (2403.520000 sec): 3 clusters Score: Raw -25469.084647 + Penalty 555.332832 = -24913.751814 nChanged 27 SP:Iteration 3F (2403.710000 sec): 3 clusters Score: Raw -25502.000564 + Penalty 555.332832 = -24946.667732 nChanged 13 SP:Iteration 4Q (2403.860000 sec): 3 clusters Score: Raw -25513.963852 + Penalty 555.332832 = -24958.631020 nChanged 5 SP:Iteration 5Q (2404.060000 sec): 3 clusters Score: Raw -25516.901586 + Penalty 555.332832 = -24961.568753 nChanged 1 SP:Iteration 6Q (2404.160000 sec): 3 clusters Score: Raw -25517.200441 + Penalty 555.332832 = -24961.867609 nChanged 2 SP:Iteration 7Q (2404.290000 sec): 3 clusters Score: Raw -25518.307366 + Penalty 555.332832 = -24962.974534 nChanged 5 SP:Iteration 8Q (2404.490000 sec): 3 clusters Score: Raw -25522.715832 + Penalty 555.332832 = -24967.383000 nChanged 3 SP:Iteration 9Q (2404.630000 sec): 3 clusters Score: Raw -25526.692367 + Penalty 555.332832 = -24971.359535 nChanged 2 SP:Iteration 10Q (2404.760000 sec): 3 clusters Score: Raw -25530.463688 + Penalty 555.332832 = -24975.130856 nChanged 6 SP:Iteration 11Q (2404.920000 sec): 3 clusters Score: Raw -25532.676464 + Penalty 555.332832 = -24977.343632 nChanged 2 SP:Iteration 12Q (2405.040000 sec): 3 clusters Score: Raw -25533.915722 + Penalty 555.332832 = -24978.582890 nChanged 1 SP:Iteration 13Q (2405.210000 sec): 3 clusters Score: Raw -25534.914975 + Penalty 555.332832 = -24979.582143 nChanged 1 SP:Iteration 14Q (2405.380000 sec): 3 clusters Score: Raw -25535.122448 + Penalty 555.332832 = -24979.789616 nChanged 0 SP:Iteration 15F (2405.560000 sec): 3 clusters Score: Raw -25535.122448 + Penalty 555.332832 = -24979.789616 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 34 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2405.650000 sec): 2 clusters Score: Raw -11927.985757 + Penalty 243.293393 = -11684.692364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2405.840000 sec): 3 clusters Score: Raw -11890.756690 + Penalty 486.586785 = -11404.169905 nChanged 57 SP:Iteration 1F (2406.010000 sec): 3 clusters Score: Raw -11989.266681 + Penalty 486.586785 = -11502.679896 nChanged 17 SP:Iteration 2F (2406.170000 sec): 3 clusters Score: Raw -12018.585755 + Penalty 486.586785 = -11531.998970 nChanged 8 SP:Iteration 3Q (2406.390000 sec): 3 clusters Score: Raw -12030.341300 + Penalty 486.586785 = -11543.754514 nChanged 3 SP:Iteration 4Q (2406.590000 sec): 3 clusters Score: Raw -12039.347667 + Penalty 486.586785 = -11552.760882 nChanged 5 SP:Iteration 5Q (2406.720000 sec): 3 clusters Score: Raw -12051.403036 + Penalty 486.586785 = -11564.816251 nChanged 3 SP:Iteration 6Q (2406.930000 sec): 3 clusters Score: Raw -12054.936783 + Penalty 486.586785 = -11568.349998 nChanged 0 SP:Iteration 7F (2407.100000 sec): 3 clusters Score: Raw -12054.936783 + Penalty 486.586785 = -11568.349998 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 35 (352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2407.250000 sec): 2 clusters Score: Raw -20127.057580 + Penalty 266.795218 = -19860.262361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2407.440000 sec): 3 clusters Score: Raw -20010.546499 + Penalty 533.590437 = -19476.956062 nChanged 109 SP:Iteration 1F (2407.590000 sec): 3 clusters Score: Raw -20089.285671 + Penalty 533.590437 = -19555.695234 nChanged 25 SP:Iteration 2F (2407.780000 sec): 3 clusters Score: Raw -20107.819728 + Penalty 533.590437 = -19574.229291 nChanged 14 SP:Iteration 3Q (2407.970000 sec): 3 clusters Score: Raw -20120.661831 + Penalty 533.590437 = -19587.071394 nChanged 9 SP:Iteration 4Q (2408.170000 sec): 3 clusters Score: Raw -20138.297955 + Penalty 533.590437 = -19604.707518 nChanged 9 SP:Iteration 5Q (2408.370000 sec): 3 clusters Score: Raw -20151.882656 + Penalty 533.590437 = -19618.292219 nChanged 8 SP:Iteration 6Q (2408.550000 sec): 3 clusters Score: Raw -20164.563405 + Penalty 533.590437 = -19630.972968 nChanged 11 SP:Iteration 7Q (2408.740000 sec): 3 clusters Score: Raw -20185.451777 + Penalty 533.590437 = -19651.861340 nChanged 11 SP:Iteration 8Q (2408.900000 sec): 3 clusters Score: Raw -20202.087720 + Penalty 533.590437 = -19668.497283 nChanged 8 SP:Iteration 9Q (2409.070000 sec): 3 clusters Score: Raw -20211.326621 + Penalty 533.590437 = -19677.736184 nChanged 7 SP:Iteration 10Q (2409.230000 sec): 3 clusters Score: Raw -20219.263897 + Penalty 533.590437 = -19685.673460 nChanged 4 SP:Iteration 11Q (2409.410000 sec): 3 clusters Score: Raw -20226.322061 + Penalty 533.590437 = -19692.731624 nChanged 5 SP:Iteration 12Q (2409.550000 sec): 3 clusters Score: Raw -20230.368965 + Penalty 533.590437 = -19696.778528 nChanged 5 SP:Iteration 13Q (2409.690000 sec): 3 clusters Score: Raw -20235.252857 + Penalty 533.590437 = -19701.662420 nChanged 1 SP:Iteration 14Q (2409.890000 sec): 3 clusters Score: Raw -20235.826240 + Penalty 533.590437 = -19702.235803 nChanged 1 SP:Iteration 15Q (2410.070000 sec): 3 clusters Score: Raw -20236.639164 + Penalty 533.590437 = -19703.048727 nChanged 1 SP:Iteration 16Q (2410.240000 sec): 3 clusters Score: Raw -20236.993212 + Penalty 533.590437 = -19703.402775 nChanged 0 SP:Iteration 17F (2410.400000 sec): 3 clusters Score: Raw -20236.993212 + Penalty 533.590437 = -19703.402775 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 36 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2410.480000 sec): 2 clusters Score: Raw -12258.495140 + Penalty 242.638705 = -12015.856435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2410.670000 sec): 3 clusters Score: Raw -12199.011475 + Penalty 485.277410 = -11713.734065 nChanged 61 SP:Iteration 1F (2410.830000 sec): 3 clusters Score: Raw -12243.826123 + Penalty 485.277410 = -11758.548713 nChanged 11 SP:Iteration 2F (2411.000000 sec): 3 clusters Score: Raw -12257.492817 + Penalty 485.277410 = -11772.215407 nChanged 5 SP:Iteration 3Q (2411.170000 sec): 3 clusters Score: Raw -12264.814557 + Penalty 485.277410 = -11779.537147 nChanged 2 SP:Iteration 4Q (2411.340000 sec): 3 clusters Score: Raw -12267.250856 + Penalty 485.277410 = -11781.973446 nChanged 1 SP:Iteration 5Q (2411.480000 sec): 3 clusters Score: Raw -12268.420811 + Penalty 485.277410 = -11783.143401 nChanged 0 SP:Iteration 6F (2411.640000 sec): 3 clusters Score: Raw -12268.420811 + Penalty 485.277410 = -11783.143401 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 37 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.720000 sec): 2 clusters Score: Raw -12578.833396 + Penalty 244.994525 = -12333.838870 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.950000 sec): 3 clusters Score: Raw -12504.549281 + Penalty 489.989051 = -12014.560230 nChanged 71 SP:Iteration 1F (2412.110000 sec): 3 clusters Score: Raw -12584.917702 + Penalty 489.989051 = -12094.928651 nChanged 19 SP:Iteration 2F (2412.290000 sec): 3 clusters Score: Raw -12606.302542 + Penalty 489.989051 = -12116.313491 nChanged 10 SP:Iteration 3Q (2412.410000 sec): 3 clusters Score: Raw -12628.502760 + Penalty 489.989051 = -12138.513710 nChanged 7 SP:Iteration 4Q (2412.590000 sec): 3 clusters Score: Raw -12640.339810 + Penalty 489.989051 = -12150.350759 nChanged 5 SP:Iteration 5Q (2412.780000 sec): 3 clusters Score: Raw -12645.477525 + Penalty 489.989051 = -12155.488474 nChanged 5 SP:Iteration 6Q (2412.980000 sec): 3 clusters Score: Raw -12656.611810 + Penalty 489.989051 = -12166.622759 nChanged 5 SP:Iteration 7Q (2413.130000 sec): 3 clusters Score: Raw -12664.096648 + Penalty 489.989051 = -12174.107597 nChanged 0 SP:Iteration 8F (2413.310000 sec): 3 clusters Score: Raw -12664.096648 + Penalty 489.989051 = -12174.107597 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 38 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.380000 sec): 2 clusters Score: Raw -19753.597051 + Penalty 265.350653 = -19488.246398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.600000 sec): 3 clusters Score: Raw -19621.314413 + Penalty 530.701305 = -19090.613107 nChanged 122 SP:Iteration 1F (2413.800000 sec): 3 clusters Score: Raw -19750.422071 + Penalty 530.701305 = -19219.720766 nChanged 23 SP:Iteration 2F (2413.970000 sec): 3 clusters Score: Raw -19795.825879 + Penalty 530.701305 = -19265.124574 nChanged 14 SP:Iteration 3Q (2414.090000 sec): 3 clusters Score: Raw -19826.877764 + Penalty 530.701305 = -19296.176458 nChanged 16 SP:Iteration 4Q (2414.250000 sec): 3 clusters Score: Raw -19846.595986 + Penalty 530.701305 = -19315.894681 nChanged 13 SP:Iteration 5Q (2414.420000 sec): 3 clusters Score: Raw -19863.689061 + Penalty 530.701305 = -19332.987755 nChanged 8 SP:Iteration 6Q (2414.560000 sec): 3 clusters Score: Raw -19872.585980 + Penalty 530.701305 = -19341.884675 nChanged 9 SP:Iteration 7Q (2414.720000 sec): 3 clusters Score: Raw -19882.631753 + Penalty 530.701305 = -19351.930447 nChanged 7 SP:Iteration 8Q (2414.910000 sec): 3 clusters Score: Raw -19888.574812 + Penalty 530.701305 = -19357.873507 nChanged 7 SP:Iteration 9Q (2415.080000 sec): 3 clusters Score: Raw -19895.029694 + Penalty 530.701305 = -19364.328389 nChanged 4 SP:Iteration 10Q (2415.290000 sec): 3 clusters Score: Raw -19897.053152 + Penalty 530.701305 = -19366.351846 nChanged 2 SP:Iteration 11Q (2415.420000 sec): 3 clusters Score: Raw -19899.059320 + Penalty 530.701305 = -19368.358015 nChanged 2 SP:Iteration 12Q (2415.630000 sec): 3 clusters Score: Raw -19900.490834 + Penalty 530.701305 = -19369.789528 nChanged 3 SP:Iteration 13Q (2415.780000 sec): 3 clusters Score: Raw -19902.071893 + Penalty 530.701305 = -19371.370588 nChanged 1 SP:Iteration 14Q (2415.980000 sec): 3 clusters Score: Raw -19902.665541 + Penalty 530.701305 = -19371.964236 nChanged 0 SP:Iteration 15F (2416.160000 sec): 3 clusters Score: Raw -19902.665541 + Penalty 530.701305 = -19371.964236 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 39 (1477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.260000 sec): 2 clusters Score: Raw -89025.871675 + Penalty 332.048457 = -88693.823219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.430000 sec): 3 clusters Score: Raw -88248.707459 + Penalty 664.096914 = -87584.610545 nChanged 588 SP:Iteration 1F (2416.630000 sec): 3 clusters Score: Raw -88537.436129 + Penalty 664.096914 = -87873.339215 nChanged 94 SP:Iteration 2F (2416.780000 sec): 3 clusters Score: Raw -88581.590735 + Penalty 664.096914 = -87917.493821 nChanged 75 SP:Iteration 3F (2416.970000 sec): 3 clusters Score: Raw -88615.066074 + Penalty 664.096914 = -87950.969161 nChanged 63 SP:Iteration 4Q (2417.140000 sec): 3 clusters Score: Raw -88652.987871 + Penalty 664.096914 = -87988.890957 nChanged 48 SP:Iteration 5Q (2417.290000 sec): 3 clusters Score: Raw -88681.258217 + Penalty 664.096914 = -88017.161303 nChanged 43 SP:Iteration 6Q (2417.450000 sec): 3 clusters Score: Raw -88703.546437 + Penalty 664.096914 = -88039.449524 nChanged 45 SP:Iteration 7Q (2417.610000 sec): 3 clusters Score: Raw -88727.336891 + Penalty 664.096914 = -88063.239977 nChanged 44 SP:Iteration 8Q (2417.800000 sec): 3 clusters Score: Raw -88760.468192 + Penalty 664.096914 = -88096.371278 nChanged 53 SP:Iteration 9Q (2417.950000 sec): 3 clusters Score: Raw -88801.347595 + Penalty 664.096914 = -88137.250681 nChanged 44 SP:Iteration 10Q (2418.110000 sec): 3 clusters Score: Raw -88839.407322 + Penalty 664.096914 = -88175.310408 nChanged 37 SP:Iteration 11Q (2418.290000 sec): 3 clusters Score: Raw -88868.708909 + Penalty 664.096914 = -88204.611995 nChanged 29 SP:Iteration 12Q (2418.450000 sec): 3 clusters Score: Raw -88890.781708 + Penalty 664.096914 = -88226.684795 nChanged 25 SP:Iteration 13Q (2418.600000 sec): 3 clusters Score: Raw -88912.627477 + Penalty 664.096914 = -88248.530563 nChanged 20 SP:Iteration 14Q (2418.780000 sec): 3 clusters Score: Raw -88923.863121 + Penalty 664.096914 = -88259.766207 nChanged 11 SP:Iteration 15Q (2418.910000 sec): 3 clusters Score: Raw -88931.029968 + Penalty 664.096914 = -88266.933054 nChanged 16 SP:Iteration 16Q (2419.030000 sec): 3 clusters Score: Raw -88940.738484 + Penalty 664.096914 = -88276.641571 nChanged 15 SP:Iteration 17Q (2419.160000 sec): 3 clusters Score: Raw -88950.151021 + Penalty 664.096914 = -88286.054107 nChanged 13 SP:Iteration 18Q (2419.310000 sec): 3 clusters Score: Raw -88957.598375 + Penalty 664.096914 = -88293.501461 nChanged 11 SP:Iteration 19Q (2419.480000 sec): 3 clusters Score: Raw -88965.674005 + Penalty 664.096914 = -88301.577091 nChanged 11 SP:Iteration 20F (2419.690000 sec): 3 clusters Score: Raw -88975.083807 + Penalty 664.096914 = -88310.986893 nChanged 14 SP:Iteration 21Q (2419.860000 sec): 3 clusters Score: Raw -88986.029450 + Penalty 664.096914 = -88321.932537 nChanged 8 SP:Iteration 22Q (2420.020000 sec): 3 clusters Score: Raw -88988.801610 + Penalty 664.096914 = -88324.704696 nChanged 11 SP:Iteration 23Q (2420.180000 sec): 3 clusters Score: Raw -88993.402248 + Penalty 664.096914 = -88329.305334 nChanged 11 SP:Iteration 24Q (2420.380000 sec): 3 clusters Score: Raw -89000.274363 + Penalty 664.096914 = -88336.177449 nChanged 8 SP:Iteration 25Q (2420.560000 sec): 3 clusters Score: Raw -89004.577750 + Penalty 664.096914 = -88340.480836 nChanged 6 SP:Iteration 26Q (2420.760000 sec): 3 clusters Score: Raw -89008.287394 + Penalty 664.096914 = -88344.190481 nChanged 7 SP:Iteration 27Q (2420.910000 sec): 3 clusters Score: Raw -89013.231911 + Penalty 664.096914 = -88349.134997 nChanged 7 SP:Iteration 28Q (2421.160000 sec): 3 clusters Score: Raw -89018.739199 + Penalty 664.096914 = -88354.642285 nChanged 5 SP:Iteration 29Q (2421.290000 sec): 3 clusters Score: Raw -89024.486116 + Penalty 664.096914 = -88360.389202 nChanged 7 SP:Iteration 30Q (2421.520000 sec): 3 clusters Score: Raw -89028.487370 + Penalty 664.096914 = -88364.390456 nChanged 2 SP:Iteration 31Q (2421.700000 sec): 3 clusters Score: Raw -89029.771406 + Penalty 664.096914 = -88365.674492 nChanged 2 SP:Iteration 32Q (2421.870000 sec): 3 clusters Score: Raw -89030.405620 + Penalty 664.096914 = -88366.308707 nChanged 1 SP:Iteration 33Q (2422.040000 sec): 3 clusters Score: Raw -89030.897011 + Penalty 664.096914 = -88366.800097 nChanged 1 SP:Iteration 34Q (2422.250000 sec): 3 clusters Score: Raw -89031.610663 + Penalty 664.096914 = -88367.513750 nChanged 2 SP:Iteration 35Q (2422.420000 sec): 3 clusters Score: Raw -89032.323841 + Penalty 664.096914 = -88368.226927 nChanged 0 SP:Iteration 36F (2422.590000 sec): 3 clusters Score: Raw -89032.323841 + Penalty 664.096914 = -88368.226927 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 40 (97 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.670000 sec): 2 clusters Score: Raw -4124.606610 + Penalty 208.149350 = -3916.457260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.850000 sec): 3 clusters Score: Raw -4156.014026 + Penalty 416.298699 = -3739.715327 nChanged 26 SP:Iteration 1F (2423.050000 sec): 3 clusters Score: Raw -4238.941416 + Penalty 416.298699 = -3822.642717 nChanged 6 SP:Iteration 2F (2423.190000 sec): 3 clusters Score: Raw -4254.595156 + Penalty 416.298699 = -3838.296456 nChanged 1 SP:Iteration 3Q (2423.370000 sec): 3 clusters Score: Raw -4258.619767 + Penalty 416.298699 = -3842.321068 nChanged 0 SP:Iteration 4F (2423.560000 sec): 3 clusters Score: Raw -4258.619767 + Penalty 416.298699 = -3842.321068 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 41 (193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2423.650000 sec): 2 clusters Score: Raw -10498.863120 + Penalty 239.452404 = -10259.410716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2423.830000 sec): 3 clusters Score: Raw -10467.633355 + Penalty 478.904807 = -9988.728548 nChanged 51 SP:Iteration 1F (2424.000000 sec): 3 clusters Score: Raw -10541.343284 + Penalty 478.904807 = -10062.438476 nChanged 9 SP:Iteration 2Q (2424.170000 sec): 3 clusters Score: Raw -10559.331943 + Penalty 478.904807 = -10080.427136 nChanged 5 SP:Iteration 3Q (2424.300000 sec): 3 clusters Score: Raw -10563.317467 + Penalty 478.904807 = -10084.412660 nChanged 3 SP:Iteration 4Q (2424.460000 sec): 3 clusters Score: Raw -10566.543084 + Penalty 478.904807 = -10087.638277 nChanged 3 SP:Iteration 5Q (2424.630000 sec): 3 clusters Score: Raw -10568.920279 + Penalty 478.904807 = -10090.015472 nChanged 3 SP:Iteration 6Q (2424.800000 sec): 3 clusters Score: Raw -10570.195820 + Penalty 478.904807 = -10091.291012 nChanged 0 SP:Iteration 7F (2424.980000 sec): 3 clusters Score: Raw -10570.195820 + Penalty 478.904807 = -10091.291012 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 42 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2425.100000 sec): 2 clusters Score: Raw -17720.876187 + Penalty 261.306645 = -17459.569542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2425.250000 sec): 3 clusters Score: Raw -17616.927941 + Penalty 522.613290 = -17094.314651 nChanged 94 SP:Iteration 1F (2425.460000 sec): 3 clusters Score: Raw -17695.799874 + Penalty 522.613290 = -17173.186584 nChanged 23 SP:Iteration 2F (2425.630000 sec): 3 clusters Score: Raw -17726.533090 + Penalty 522.613290 = -17203.919800 nChanged 19 SP:Iteration 3F (2425.810000 sec): 3 clusters Score: Raw -17782.877842 + Penalty 522.613290 = -17260.264552 nChanged 15 SP:Iteration 4Q (2425.970000 sec): 3 clusters Score: Raw -17801.090249 + Penalty 522.613290 = -17278.476959 nChanged 10 SP:Iteration 5Q (2426.150000 sec): 3 clusters Score: Raw -17813.134237 + Penalty 522.613290 = -17290.520947 nChanged 7 SP:Iteration 6Q (2426.310000 sec): 3 clusters Score: Raw -17820.532673 + Penalty 522.613290 = -17297.919383 nChanged 7 SP:Iteration 7Q (2426.490000 sec): 3 clusters Score: Raw -17833.348564 + Penalty 522.613290 = -17310.735273 nChanged 4 SP:Iteration 8Q (2426.650000 sec): 3 clusters Score: Raw -17840.763355 + Penalty 522.613290 = -17318.150065 nChanged 4 SP:Iteration 9Q (2426.830000 sec): 3 clusters Score: Raw -17846.659868 + Penalty 522.613290 = -17324.046578 nChanged 4 SP:Iteration 10Q (2427.030000 sec): 3 clusters Score: Raw -17855.770735 + Penalty 522.613290 = -17333.157445 nChanged 2 SP:Iteration 11Q (2427.210000 sec): 3 clusters Score: Raw -17862.925293 + Penalty 522.613290 = -17340.312003 nChanged 2 SP:Iteration 12Q (2427.350000 sec): 3 clusters Score: Raw -17869.082479 + Penalty 522.613290 = -17346.469189 nChanged 0 SP:Iteration 13F (2427.510000 sec): 3 clusters Score: Raw -17869.082479 + Penalty 522.613290 = -17346.469189 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 43 (892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2427.600000 sec): 2 clusters Score: Raw -51883.182287 + Penalty 309.102709 = -51574.079578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2427.830000 sec): 3 clusters Score: Raw -51472.289551 + Penalty 618.205418 = -50854.084132 nChanged 362 SP:Iteration 1F (2427.980000 sec): 3 clusters Score: Raw -51713.767821 + Penalty 618.205418 = -51095.562403 nChanged 93 SP:Iteration 2F (2428.180000 sec): 3 clusters Score: Raw -51788.525985 + Penalty 618.205418 = -51170.320567 nChanged 54 SP:Iteration 3F (2428.320000 sec): 3 clusters Score: Raw -51828.288035 + Penalty 618.205418 = -51210.082617 nChanged 43 SP:Iteration 4Q (2428.560000 sec): 3 clusters Score: Raw -51867.669478 + Penalty 618.205418 = -51249.464060 nChanged 40 SP:Iteration 5Q (2428.690000 sec): 3 clusters Score: Raw -51903.986183 + Penalty 618.205418 = -51285.780765 nChanged 27 SP:Iteration 6Q (2428.910000 sec): 3 clusters Score: Raw -51920.156697 + Penalty 618.205418 = -51301.951279 nChanged 15 SP:Iteration 7Q (2429.100000 sec): 3 clusters Score: Raw -51928.139514 + Penalty 618.205418 = -51309.934096 nChanged 11 SP:Iteration 8Q (2429.230000 sec): 3 clusters Score: Raw -51936.549356 + Penalty 618.205418 = -51318.343937 nChanged 10 SP:Iteration 9Q (2429.410000 sec): 3 clusters Score: Raw -51941.937764 + Penalty 618.205418 = -51323.732346 nChanged 6 SP:Iteration 10Q (2429.580000 sec): 3 clusters Score: Raw -51944.985645 + Penalty 618.205418 = -51326.780227 nChanged 4 SP:Iteration 11Q (2429.780000 sec): 3 clusters Score: Raw -51947.147927 + Penalty 618.205418 = -51328.942509 nChanged 4 SP:Iteration 12Q (2429.920000 sec): 3 clusters Score: Raw -51949.118958 + Penalty 618.205418 = -51330.913540 nChanged 2 SP:Iteration 13Q (2430.100000 sec): 3 clusters Score: Raw -51950.704810 + Penalty 618.205418 = -51332.499392 nChanged 3 SP:Iteration 14Q (2430.250000 sec): 3 clusters Score: Raw -51954.188217 + Penalty 618.205418 = -51335.982799 nChanged 4 SP:Iteration 15Q (2430.420000 sec): 3 clusters Score: Raw -51956.779240 + Penalty 618.205418 = -51338.573822 nChanged 2 SP:Iteration 16Q (2430.590000 sec): 3 clusters Score: Raw -51958.183940 + Penalty 618.205418 = -51339.978522 nChanged 3 SP:Iteration 17Q (2430.780000 sec): 3 clusters Score: Raw -51960.409949 + Penalty 618.205418 = -51342.204531 nChanged 1 SP:Iteration 18Q (2430.960000 sec): 3 clusters Score: Raw -51960.666714 + Penalty 618.205418 = -51342.461296 nChanged 1 SP:Iteration 19Q (2431.140000 sec): 3 clusters Score: Raw -51961.679145 + Penalty 618.205418 = -51343.473727 nChanged 1 SP:Iteration 20F (2431.350000 sec): 3 clusters Score: Raw -51962.448741 + Penalty 618.205418 = -51344.243323 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 44 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.450000 sec): 2 clusters Score: Raw -5206.617291 + Penalty 207.201399 = -4999.415892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.630000 sec): 3 clusters Score: Raw -5227.864682 + Penalty 414.402797 = -4813.461885 nChanged 17 SP:Iteration 1F (2431.810000 sec): 3 clusters Score: Raw -5258.444022 + Penalty 414.402797 = -4844.041225 nChanged 6 SP:Iteration 2F (2431.990000 sec): 3 clusters Score: Raw -5270.568048 + Penalty 414.402797 = -4856.165251 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 45 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2432.070000 sec): 2 clusters Score: Raw -4092.791059 + Penalty 206.233277 = -3886.557782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2432.250000 sec): 3 clusters Score: Raw -4105.840412 + Penalty 412.466554 = -3693.373858 nChanged 27 SP:Iteration 1F (2432.450000 sec): 3 clusters Score: Raw -4157.783488 + Penalty 412.466554 = -3745.316934 nChanged 6 SP:Iteration 2F (2432.620000 sec): 3 clusters Score: Raw -4175.288474 + Penalty 412.466554 = -3762.821920 nChanged 3 SP:Iteration 3Q (2432.790000 sec): 3 clusters Score: Raw -4185.254490 + Penalty 412.466554 = -3772.787936 nChanged 3 SP:Iteration 4Q (2432.970000 sec): 3 clusters Score: Raw -4193.733345 + Penalty 412.466554 = -3781.266791 nChanged 1 SP:Iteration 5Q (2433.170000 sec): 3 clusters Score: Raw -4195.078798 + Penalty 412.466554 = -3782.612244 nChanged 0 SP:Iteration 6F (2433.320000 sec): 3 clusters Score: Raw -4195.078798 + Penalty 412.466554 = -3782.612244 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 46 (111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2433.410000 sec): 2 clusters Score: Raw -6077.732138 + Penalty 214.283624 = -5863.448514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2433.600000 sec): 3 clusters Score: Raw -6081.808706 + Penalty 428.567248 = -5653.241458 nChanged 27 SP:Iteration 1F (2433.770000 sec): 3 clusters Score: Raw -6133.494896 + Penalty 428.567248 = -5704.927648 nChanged 10 SP:Iteration 2F (2433.960000 sec): 3 clusters Score: Raw -6158.580910 + Penalty 428.567248 = -5730.013662 nChanged 4 SP:Iteration 3Q (2434.150000 sec): 3 clusters Score: Raw -6163.669262 + Penalty 428.567248 = -5735.102013 nChanged 2 SP:Iteration 4Q (2434.340000 sec): 3 clusters Score: Raw -6167.302876 + Penalty 428.567248 = -5738.735628 nChanged 2 SP:Iteration 5Q (2434.520000 sec): 3 clusters Score: Raw -6172.024034 + Penalty 428.567248 = -5743.456786 nChanged 1 SP:Iteration 6Q (2434.730000 sec): 3 clusters Score: Raw -6174.453590 + Penalty 428.567248 = -5745.886342 nChanged 0 SP:Iteration 7F (2434.900000 sec): 3 clusters Score: Raw -6174.453590 + Penalty 428.567248 = -5745.886342 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 47 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2434.990000 sec): 2 clusters Score: Raw -7304.039511 + Penalty 223.859132 = -7080.180379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.160000 sec): 3 clusters Score: Raw -7297.412534 + Penalty 447.718264 = -6849.694270 nChanged 32 SP:Iteration 1F (2435.350000 sec): 3 clusters Score: Raw -7348.329566 + Penalty 447.718264 = -6900.611302 nChanged 8 SP:Iteration 2F (2435.540000 sec): 3 clusters Score: Raw -7369.107767 + Penalty 447.718264 = -6921.389503 nChanged 4 SP:Iteration 3Q (2435.700000 sec): 3 clusters Score: Raw -7376.706615 + Penalty 447.718264 = -6928.988350 nChanged 2 SP:Iteration 4Q (2435.900000 sec): 3 clusters Score: Raw -7381.141454 + Penalty 447.718264 = -6933.423190 nChanged 1 SP:Iteration 5Q (2436.060000 sec): 3 clusters Score: Raw -7382.956305 + Penalty 447.718264 = -6935.238040 nChanged 0 SP:Iteration 6F (2436.260000 sec): 3 clusters Score: Raw -7382.956305 + Penalty 447.718264 = -6935.238040 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 48 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.340000 sec): 2 clusters Score: Raw -2541.088320 + Penalty 176.139646 = -2364.948674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2436.500000 sec): 3 clusters Score: Raw -2565.730596 + Penalty 352.279292 = -2213.451304 nChanged 2 SP:Iteration 1Q (2436.670000 sec): 3 clusters Score: Raw -2574.751473 + Penalty 352.279292 = -2222.472181 nChanged 0 SP:Iteration 2F (2436.890000 sec): 3 clusters Score: Raw -2574.751473 + Penalty 352.279292 = -2222.472181 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 49 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.960000 sec): 2 clusters Score: Raw -11420.887228 + Penalty 241.300373 = -11179.586854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2437.130000 sec): 3 clusters Score: Raw -11402.391167 + Penalty 482.600747 = -10919.790420 nChanged 51 SP:Iteration 1F (2437.310000 sec): 3 clusters Score: Raw -11487.315003 + Penalty 482.600747 = -11004.714256 nChanged 11 SP:Iteration 2F (2437.510000 sec): 3 clusters Score: Raw -11545.774667 + Penalty 482.600747 = -11063.173920 nChanged 15 SP:Iteration 3F (2437.690000 sec): 3 clusters Score: Raw -11583.439358 + Penalty 482.600747 = -11100.838611 nChanged 7 SP:Iteration 4Q (2437.840000 sec): 3 clusters Score: Raw -11592.303719 + Penalty 482.600747 = -11109.702972 nChanged 2 SP:Iteration 5Q (2438.030000 sec): 3 clusters Score: Raw -11595.711966 + Penalty 482.600747 = -11113.111219 nChanged 2 SP:Iteration 6Q (2438.190000 sec): 3 clusters Score: Raw -11597.420137 + Penalty 482.600747 = -11114.819391 nChanged 1 SP:Iteration 7Q (2438.360000 sec): 3 clusters Score: Raw -11599.611201 + Penalty 482.600747 = -11117.010454 nChanged 0 SP:Iteration 8F (2438.540000 sec): 3 clusters Score: Raw -11599.611201 + Penalty 482.600747 = -11117.010454 nChanged 0 Memory request: 0.00 GB would take us to total of 1.55 GB. Trying to split cluster 50 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.600000 sec): 2 clusters Score: Raw -7712.081265 + Penalty 220.767377 = -7491.313888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.790000 sec): 3 clusters Score: Raw -7685.916498 + Penalty 441.534754 = -7244.381744 nChanged 30 SP:Iteration 1F (2439.000000 sec): 3 clusters Score: Raw -7729.672339 + Penalty 441.534754 = -7288.137585 nChanged 7 SP:Iteration 2F (2439.160000 sec): 3 clusters Score: Raw -7746.870727 + Penalty 441.534754 = -7305.335973 nChanged 2 SP:Iteration 3Q (2439.320000 sec): 3 clusters Score: Raw -7753.430401 + Penalty 441.534754 = -7311.895647 nChanged 1 SP:Iteration 4Q (2439.480000 sec): 3 clusters Score: Raw -7756.632451 + Penalty 441.534754 = -7315.097697 nChanged 1 SP:Iteration 5Q (2439.660000 sec): 3 clusters Score: Raw -7759.983379 + Penalty 441.534754 = -7318.448625 nChanged 1 SP:Iteration 6Q (2439.850000 sec): 3 clusters Score: Raw -7763.519344 + Penalty 441.534754 = -7321.984590 nChanged 2 SP:Iteration 7Q (2440.030000 sec): 3 clusters Score: Raw -7768.338701 + Penalty 441.534754 = -7326.803947 nChanged 0 SP:Iteration 8F (2440.210000 sec): 3 clusters Score: Raw -7768.338701 + Penalty 441.534754 = -7326.803947 nChanged 0 ------ Evaluating fit on full set of 694882 points ------ Score: Raw -39407832.670119 + Penalty 30602.156417 = -39377230.513703 Time taken for this iteration:2474.940000 seconds. 20->51 Clusters: Score -39377230.513703, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 0.39 GB would take us to total of 1.54 GB. ------ Running on subset of 231627 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 12 (4 points): Lose 0.016272 but Gain 562.056204 Iteration 0F (2489.620000 sec): 20 clusters Score: Raw -8783443.818141 + Penalty 10679.067871 = -8772764.750270 nChanged 220108 Deleting Class 1 (33 points): Lose 211.857527 but Gain 562.056204 Iteration 1F (2495.970000 sec): 18 clusters Score: Raw -12693622.881216 + Penalty 9554.955463 = -12684067.925753 nChanged 59359 Iteration 2F (2501.660000 sec): 18 clusters Score: Raw -12993363.729229 + Penalty 9554.955463 = -12983808.773766 nChanged 19637 Iteration 3F (2507.470000 sec): 18 clusters Score: Raw -13054234.902160 + Penalty 9554.955463 = -13044679.946697 nChanged 12913 Iteration 4F (2513.890000 sec): 18 clusters Score: Raw -13090981.526296 + Penalty 9554.955463 = -13081426.570833 nChanged 8127 Iteration 5Q (2518.480000 sec): 18 clusters Score: Raw -13108392.495982 + Penalty 9554.955463 = -13098837.540519 nChanged 4560 Iteration 6Q (2522.760000 sec): 18 clusters Score: Raw -13112058.388614 + Penalty 9554.955463 = -13102503.433151 nChanged 2963 Iteration 7Q (2526.880000 sec): 18 clusters Score: Raw -13113911.362188 + Penalty 9554.955463 = -13104356.406725 nChanged 1978 Iteration 8Q (2530.930000 sec): 18 clusters Score: Raw -13114916.842448 + Penalty 9554.955463 = -13105361.886984 nChanged 1342 Iteration 9Q (2534.900000 sec): 18 clusters Score: Raw -13115505.433130 + Penalty 9554.955463 = -13105950.477667 nChanged 1091 Iteration 10Q (2538.980000 sec): 18 clusters Score: Raw -13115999.603908 + Penalty 9554.955463 = -13106444.648445 nChanged 1016 Iteration 11Q (2543.540000 sec): 18 clusters Score: Raw -13116441.885963 + Penalty 9554.955463 = -13106886.930499 nChanged 999 Iteration 12Q (2548.970000 sec): 18 clusters Score: Raw -13116873.787254 + Penalty 9554.955463 = -13107318.831791 nChanged 954 Iteration 13Q (2553.590000 sec): 18 clusters Score: Raw -13117348.687597 + Penalty 9554.955463 = -13107793.732134 nChanged 925 Iteration 14Q (2558.230000 sec): 18 clusters Score: Raw -13117861.964103 + Penalty 9554.955463 = -13108307.008640 nChanged 918 Iteration 15Q (2563.630000 sec): 18 clusters Score: Raw -13118355.155552 + Penalty 9554.955463 = -13108800.200089 nChanged 902 Iteration 16Q (2569.860000 sec): 18 clusters Score: Raw -13118833.403017 + Penalty 9554.955463 = -13109278.447554 nChanged 824 Iteration 17Q (2574.580000 sec): 18 clusters Score: Raw -13119184.754995 + Penalty 9554.955463 = -13109629.799532 nChanged 684 Iteration 18Q (2579.710000 sec): 18 clusters Score: Raw -13119387.532792 + Penalty 9554.955463 = -13109832.577329 nChanged 615 Iteration 19Q (2585.250000 sec): 18 clusters Score: Raw -13119528.719927 + Penalty 9554.955463 = -13109973.764464 nChanged 521 Writing temp clu file Because OldScore, -13109832.577329, is greater than current (better) Score,-13109973.764464 Compute initial score before splitting: Score: Raw -13119528.719927 + Penalty 9554.955463 = -13109973.764464 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2585.390000 sec): 2 clusters Score: Raw -29129.317155 + Penalty 290.372629 = -28838.944526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2585.520000 sec): 3 clusters Score: Raw -28855.095887 + Penalty 580.745258 = -28274.350629 nChanged 237 SP:Iteration 1F (2585.650000 sec): 3 clusters Score: Raw -29044.157660 + Penalty 580.745258 = -28463.412402 nChanged 70 SP:Iteration 2F (2585.780000 sec): 3 clusters Score: Raw -29129.271851 + Penalty 580.745258 = -28548.526593 nChanged 47 SP:Iteration 3F (2585.930000 sec): 3 clusters Score: Raw -29201.676913 + Penalty 580.745258 = -28620.931656 nChanged 41 SP:Iteration 4F (2586.100000 sec): 3 clusters Score: Raw -29276.674188 + Penalty 580.745258 = -28695.928930 nChanged 29 SP:Iteration 5Q (2586.190000 sec): 3 clusters Score: Raw -29355.256399 + Penalty 580.745258 = -28774.511141 nChanged 30 SP:Iteration 6F (2586.310000 sec): 3 clusters Score: Raw -29417.553146 + Penalty 580.745258 = -28836.807888 nChanged 38 SP:Iteration 7F (2586.440000 sec): 3 clusters Score: Raw -29535.734836 + Penalty 580.745258 = -28954.989579 nChanged 55 SP:Iteration 8F (2586.600000 sec): 3 clusters Score: Raw -29773.472450 + Penalty 580.745258 = -29192.727192 nChanged 57 SP:Iteration 9F (2586.770000 sec): 3 clusters Score: Raw -30208.313117 + Penalty 580.745258 = -29627.567859 nChanged 61 SP:Iteration 10F (2586.900000 sec): 3 clusters Score: Raw -30649.102544 + Penalty 580.745258 = -30068.357287 nChanged 29 SP:Iteration 11Q (2587.030000 sec): 3 clusters Score: Raw -31034.088729 + Penalty 580.745258 = -30453.343471 nChanged 1 SP:Iteration 12Q (2587.220000 sec): 3 clusters Score: Raw -31088.113529 + Penalty 580.745258 = -30507.368272 nChanged 0 SP:Iteration 13F (2587.340000 sec): 3 clusters Score: Raw -31088.113529 + Penalty 580.745258 = -30507.368272 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 1. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2587.410000 sec): 2 clusters Score: Raw -16112.992256 + Penalty 256.545137 = -15856.447118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2587.560000 sec): 3 clusters Score: Raw -16012.938735 + Penalty 513.090275 = -15499.848460 nChanged 92 SP:Iteration 1F (2587.730000 sec): 3 clusters Score: Raw -16093.194322 + Penalty 513.090275 = -15580.104047 nChanged 14 SP:Iteration 2Q (2587.860000 sec): 3 clusters Score: Raw -16109.461552 + Penalty 513.090275 = -15596.371277 nChanged 9 SP:Iteration 3Q (2587.970000 sec): 3 clusters Score: Raw -16118.476098 + Penalty 513.090275 = -15605.385823 nChanged 8 SP:Iteration 4Q (2588.150000 sec): 3 clusters Score: Raw -16131.807957 + Penalty 513.090275 = -15618.717682 nChanged 5 SP:Iteration 5Q (2588.330000 sec): 3 clusters Score: Raw -16138.947076 + Penalty 513.090275 = -15625.856801 nChanged 5 SP:Iteration 6Q (2588.550000 sec): 3 clusters Score: Raw -16145.626502 + Penalty 513.090275 = -15632.536227 nChanged 6 SP:Iteration 7Q (2588.710000 sec): 3 clusters Score: Raw -16149.898576 + Penalty 513.090275 = -15636.808301 nChanged 3 SP:Iteration 8Q (2588.920000 sec): 3 clusters Score: Raw -16152.687785 + Penalty 513.090275 = -15639.597511 nChanged 3 SP:Iteration 9Q (2589.110000 sec): 3 clusters Score: Raw -16153.749046 + Penalty 513.090275 = -15640.658771 nChanged 0 SP:Iteration 10F (2589.270000 sec): 3 clusters Score: Raw -16153.749046 + Penalty 513.090275 = -15640.658771 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (4474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2589.390000 sec): 2 clusters Score: Raw -265277.615829 + Penalty 382.474735 = -264895.141093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2589.570000 sec): 3 clusters Score: Raw -262567.687885 + Penalty 764.949471 = -261802.738414 nChanged 2075 SP:Iteration 1F (2589.800000 sec): 3 clusters Score: Raw -263985.366011 + Penalty 764.949471 = -263220.416540 nChanged 407 SP:Iteration 2F (2589.980000 sec): 3 clusters Score: Raw -264228.448763 + Penalty 764.949471 = -263463.499292 nChanged 311 SP:Iteration 3F (2590.130000 sec): 3 clusters Score: Raw -264400.606160 + Penalty 764.949471 = -263635.656689 nChanged 233 SP:Iteration 4F (2590.320000 sec): 3 clusters Score: Raw -264551.792917 + Penalty 764.949471 = -263786.843446 nChanged 221 SP:Iteration 5Q (2590.500000 sec): 3 clusters Score: Raw -264705.108866 + Penalty 764.949471 = -263940.159396 nChanged 184 SP:Iteration 6Q (2590.700000 sec): 3 clusters Score: Raw -264854.986976 + Penalty 764.949471 = -264090.037506 nChanged 167 SP:Iteration 7Q (2590.890000 sec): 3 clusters Score: Raw -264997.716973 + Penalty 764.949471 = -264232.767502 nChanged 161 SP:Iteration 8Q (2591.060000 sec): 3 clusters Score: Raw -265105.013363 + Penalty 764.949471 = -264340.063892 nChanged 124 SP:Iteration 9Q (2591.220000 sec): 3 clusters Score: Raw -265172.766857 + Penalty 764.949471 = -264407.817387 nChanged 99 SP:Iteration 10Q (2591.350000 sec): 3 clusters Score: Raw -265217.793499 + Penalty 764.949471 = -264452.844028 nChanged 71 SP:Iteration 11Q (2591.540000 sec): 3 clusters Score: Raw -265244.464313 + Penalty 764.949471 = -264479.514842 nChanged 62 SP:Iteration 12Q (2591.710000 sec): 3 clusters Score: Raw -265265.935076 + Penalty 764.949471 = -264500.985605 nChanged 46 SP:Iteration 13Q (2591.880000 sec): 3 clusters Score: Raw -265280.493439 + Penalty 764.949471 = -264515.543968 nChanged 46 SP:Iteration 14Q (2592.080000 sec): 3 clusters Score: Raw -265296.645157 + Penalty 764.949471 = -264531.695686 nChanged 44 SP:Iteration 15Q (2592.240000 sec): 3 clusters Score: Raw -265313.871359 + Penalty 764.949471 = -264548.921888 nChanged 45 SP:Iteration 16Q (2592.420000 sec): 3 clusters Score: Raw -265330.621021 + Penalty 764.949471 = -264565.671550 nChanged 51 SP:Iteration 17Q (2592.570000 sec): 3 clusters Score: Raw -265351.860020 + Penalty 764.949471 = -264586.910549 nChanged 54 SP:Iteration 18Q (2592.760000 sec): 3 clusters Score: Raw -265376.910328 + Penalty 764.949471 = -264611.960857 nChanged 45 SP:Iteration 19Q (2592.970000 sec): 3 clusters Score: Raw -265399.340792 + Penalty 764.949471 = -264634.391321 nChanged 42 SP:Iteration 20F (2593.170000 sec): 3 clusters Score: Raw -265422.913207 + Penalty 764.949471 = -264657.963736 nChanged 40 SP:Iteration 21Q (2593.340000 sec): 3 clusters Score: Raw -265442.044599 + Penalty 764.949471 = -264677.095128 nChanged 36 SP:Iteration 22Q (2593.540000 sec): 3 clusters Score: Raw -265455.665727 + Penalty 764.949471 = -264690.716256 nChanged 26 SP:Iteration 23Q (2593.700000 sec): 3 clusters Score: Raw -265464.983074 + Penalty 764.949471 = -264700.033604 nChanged 21 SP:Iteration 24Q (2593.850000 sec): 3 clusters Score: Raw -265473.441335 + Penalty 764.949471 = -264708.491864 nChanged 24 SP:Iteration 25Q (2594.050000 sec): 3 clusters Score: Raw -265481.961456 + Penalty 764.949471 = -264717.011986 nChanged 12 SP:Iteration 26Q (2594.200000 sec): 3 clusters Score: Raw -265484.852653 + Penalty 764.949471 = -264719.903182 nChanged 11 SP:Iteration 27Q (2594.360000 sec): 3 clusters Score: Raw -265487.653794 + Penalty 764.949471 = -264722.704323 nChanged 6 SP:Iteration 28Q (2594.500000 sec): 3 clusters Score: Raw -265489.202389 + Penalty 764.949471 = -264724.252918 nChanged 5 SP:Iteration 29Q (2594.680000 sec): 3 clusters Score: Raw -265490.344331 + Penalty 764.949471 = -264725.394860 nChanged 5 SP:Iteration 30Q (2594.870000 sec): 3 clusters Score: Raw -265491.979476 + Penalty 764.949471 = -264727.030005 nChanged 4 SP:Iteration 31Q (2595.050000 sec): 3 clusters Score: Raw -265492.841656 + Penalty 764.949471 = -264727.892185 nChanged 1 SP:Iteration 32Q (2595.180000 sec): 3 clusters Score: Raw -265493.067195 + Penalty 764.949471 = -264728.117724 nChanged 0 SP:Iteration 33F (2595.370000 sec): 3 clusters Score: Raw -265493.067195 + Penalty 764.949471 = -264728.117724 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.460000 sec): 2 clusters Score: Raw -19886.706455 + Penalty 268.941247 = -19617.765207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.640000 sec): 3 clusters Score: Raw -19748.596620 + Penalty 537.882495 = -19210.714125 nChanged 131 SP:Iteration 1F (2595.810000 sec): 3 clusters Score: Raw -19868.967515 + Penalty 537.882495 = -19331.085021 nChanged 32 SP:Iteration 2F (2596.020000 sec): 3 clusters Score: Raw -19900.545371 + Penalty 537.882495 = -19362.662876 nChanged 23 SP:Iteration 3F (2596.180000 sec): 3 clusters Score: Raw -19950.716941 + Penalty 537.882495 = -19412.834446 nChanged 9 SP:Iteration 4Q (2596.330000 sec): 3 clusters Score: Raw -19976.107697 + Penalty 537.882495 = -19438.225202 nChanged 15 SP:Iteration 5Q (2596.530000 sec): 3 clusters Score: Raw -20024.775901 + Penalty 537.882495 = -19486.893407 nChanged 13 SP:Iteration 6Q (2596.690000 sec): 3 clusters Score: Raw -20041.691044 + Penalty 537.882495 = -19503.808549 nChanged 11 SP:Iteration 7Q (2596.910000 sec): 3 clusters Score: Raw -20051.113732 + Penalty 537.882495 = -19513.231238 nChanged 11 SP:Iteration 8Q (2597.130000 sec): 3 clusters Score: Raw -20059.571343 + Penalty 537.882495 = -19521.688848 nChanged 9 SP:Iteration 9Q (2597.290000 sec): 3 clusters Score: Raw -20073.797417 + Penalty 537.882495 = -19535.914922 nChanged 16 SP:Iteration 10Q (2597.500000 sec): 3 clusters Score: Raw -20088.157809 + Penalty 537.882495 = -19550.275315 nChanged 9 SP:Iteration 11Q (2597.620000 sec): 3 clusters Score: Raw -20097.262914 + Penalty 537.882495 = -19559.380419 nChanged 8 SP:Iteration 12Q (2597.850000 sec): 3 clusters Score: Raw -20101.862894 + Penalty 537.882495 = -19563.980399 nChanged 3 SP:Iteration 13Q (2598.050000 sec): 3 clusters Score: Raw -20103.843504 + Penalty 537.882495 = -19565.961010 nChanged 2 SP:Iteration 14Q (2598.250000 sec): 3 clusters Score: Raw -20104.956081 + Penalty 537.882495 = -19567.073586 nChanged 1 SP:Iteration 15Q (2598.400000 sec): 3 clusters Score: Raw -20105.534973 + Penalty 537.882495 = -19567.652478 nChanged 1 SP:Iteration 16Q (2598.610000 sec): 3 clusters Score: Raw -20105.810469 + Penalty 537.882495 = -19567.927974 nChanged 0 SP:Iteration 17F (2598.810000 sec): 3 clusters Score: Raw -20105.810469 + Penalty 537.882495 = -19567.927974 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (7436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2598.930000 sec): 2 clusters Score: Raw -401336.559049 + Penalty 405.591020 = -400930.968029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2599.200000 sec): 3 clusters Score: Raw -396802.841920 + Penalty 811.182040 = -395991.659880 nChanged 3446 SP:Iteration 1F (2599.410000 sec): 3 clusters Score: Raw -399403.488057 + Penalty 811.182040 = -398592.306017 nChanged 949 SP:Iteration 2F (2599.580000 sec): 3 clusters Score: Raw -400718.356912 + Penalty 811.182040 = -399907.174872 nChanged 903 SP:Iteration 3F (2599.780000 sec): 3 clusters Score: Raw -401875.000688 + Penalty 811.182040 = -401063.818649 nChanged 593 SP:Iteration 4F (2600.050000 sec): 3 clusters Score: Raw -402528.253364 + Penalty 811.182040 = -401717.071324 nChanged 293 SP:Iteration 5Q (2600.230000 sec): 3 clusters Score: Raw -402750.520341 + Penalty 811.182040 = -401939.338302 nChanged 144 SP:Iteration 6Q (2600.410000 sec): 3 clusters Score: Raw -402812.376872 + Penalty 811.182040 = -402001.194832 nChanged 61 SP:Iteration 7Q (2600.580000 sec): 3 clusters Score: Raw -402831.840890 + Penalty 811.182040 = -402020.658850 nChanged 27 SP:Iteration 8Q (2600.760000 sec): 3 clusters Score: Raw -402837.848392 + Penalty 811.182040 = -402026.666352 nChanged 15 SP:Iteration 9Q (2600.900000 sec): 3 clusters Score: Raw -402843.745989 + Penalty 811.182040 = -402032.563949 nChanged 20 SP:Iteration 10Q (2601.130000 sec): 3 clusters Score: Raw -402853.735013 + Penalty 811.182040 = -402042.552973 nChanged 23 SP:Iteration 11Q (2601.310000 sec): 3 clusters Score: Raw -402863.281078 + Penalty 811.182040 = -402052.099039 nChanged 25 SP:Iteration 12Q (2601.490000 sec): 3 clusters Score: Raw -402872.922168 + Penalty 811.182040 = -402061.740129 nChanged 25 SP:Iteration 13Q (2601.670000 sec): 3 clusters Score: Raw -402890.596194 + Penalty 811.182040 = -402079.414154 nChanged 30 SP:Iteration 14Q (2601.850000 sec): 3 clusters Score: Raw -402914.923908 + Penalty 811.182040 = -402103.741869 nChanged 34 SP:Iteration 15Q (2602.050000 sec): 3 clusters Score: Raw -402958.045668 + Penalty 811.182040 = -402146.863628 nChanged 54 SP:Iteration 16Q (2602.250000 sec): 3 clusters Score: Raw -403014.951630 + Penalty 811.182040 = -402203.769590 nChanged 48 SP:Iteration 17Q (2602.440000 sec): 3 clusters Score: Raw -403053.515503 + Penalty 811.182040 = -402242.333463 nChanged 45 SP:Iteration 18Q (2602.620000 sec): 3 clusters Score: Raw -403090.167441 + Penalty 811.182040 = -402278.985401 nChanged 36 SP:Iteration 19Q (2602.830000 sec): 3 clusters Score: Raw -403108.500532 + Penalty 811.182040 = -402297.318492 nChanged 31 SP:Iteration 20F (2603.030000 sec): 3 clusters Score: Raw -403125.374004 + Penalty 811.182040 = -402314.191964 nChanged 25 SP:Iteration 21Q (2603.170000 sec): 3 clusters Score: Raw -403143.539682 + Penalty 811.182040 = -402332.357642 nChanged 26 SP:Iteration 22Q (2603.290000 sec): 3 clusters Score: Raw -403151.492234 + Penalty 811.182040 = -402340.310194 nChanged 13 SP:Iteration 23Q (2603.420000 sec): 3 clusters Score: Raw -403154.174924 + Penalty 811.182040 = -402342.992884 nChanged 6 SP:Iteration 24Q (2603.550000 sec): 3 clusters Score: Raw -403154.913547 + Penalty 811.182040 = -402343.731507 nChanged 3 SP:Iteration 25Q (2603.730000 sec): 3 clusters Score: Raw -403155.171828 + Penalty 811.182040 = -402343.989788 nChanged 3 SP:Iteration 26Q (2603.900000 sec): 3 clusters Score: Raw -403155.342099 + Penalty 811.182040 = -402344.160059 nChanged 1 SP:Iteration 27Q (2604.040000 sec): 3 clusters Score: Raw -403155.430423 + Penalty 811.182040 = -402344.248384 nChanged 2 SP:Iteration 28Q (2604.170000 sec): 3 clusters Score: Raw -403155.515155 + Penalty 811.182040 = -402344.333115 nChanged 1 SP:Iteration 29Q (2604.320000 sec): 3 clusters Score: Raw -403155.578615 + Penalty 811.182040 = -402344.396575 nChanged 0 SP:Iteration 30F (2604.540000 sec): 3 clusters Score: Raw -403155.578615 + Penalty 811.182040 = -402344.396575 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 1.54 GB. Trying to split cluster 7 (176531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.360000 sec): 2 clusters Score: Raw -10435847.445824 + Penalty 549.696956 = -10435297.748868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2606.260000 sec): 3 clusters Score: Raw -10316751.539152 + Penalty 1099.393912 = -10315652.145240 nChanged 86544 SP:Iteration 1F (2607.140000 sec): 3 clusters Score: Raw -10368789.118533 + Penalty 1099.393912 = -10367689.724621 nChanged 7368 SP:Iteration 2Q (2608.010000 sec): 3 clusters Score: Raw -10371195.002302 + Penalty 1099.393912 = -10370095.608390 nChanged 8633 SP:Iteration 3Q (2608.890000 sec): 3 clusters Score: Raw -10374836.301771 + Penalty 1099.393912 = -10373736.907859 nChanged 10457 SP:Iteration 4F (2609.830000 sec): 3 clusters Score: Raw -10380703.737767 + Penalty 1099.393912 = -10379604.343855 nChanged 12750 SP:Iteration 5F (2610.750000 sec): 3 clusters Score: Raw -10389717.530365 + Penalty 1099.393912 = -10388618.136453 nChanged 13529 SP:Iteration 6F (2611.390000 sec): 3 clusters Score: Raw -10401360.378387 + Penalty 1099.393912 = -10400260.984475 nChanged 12281 SP:Iteration 7F (2612.060000 sec): 3 clusters Score: Raw -10412992.865944 + Penalty 1099.393912 = -10411893.472032 nChanged 8932 SP:Iteration 8F (2612.780000 sec): 3 clusters Score: Raw -10421142.665799 + Penalty 1099.393912 = -10420043.271888 nChanged 6000 SP:Iteration 9Q (2613.530000 sec): 3 clusters Score: Raw -10426232.509312 + Penalty 1099.393912 = -10425133.115401 nChanged 4212 SP:Iteration 10Q (2614.200000 sec): 3 clusters Score: Raw -10429551.009065 + Penalty 1099.393912 = -10428451.615153 nChanged 2925 SP:Iteration 11Q (2614.850000 sec): 3 clusters Score: Raw -10431764.048096 + Penalty 1099.393912 = -10430664.654184 nChanged 2130 SP:Iteration 12Q (2615.470000 sec): 3 clusters Score: Raw -10433327.209120 + Penalty 1099.393912 = -10432227.815208 nChanged 1510 SP:Iteration 13Q (2616.000000 sec): 3 clusters Score: Raw -10434433.283287 + Penalty 1099.393912 = -10433333.889375 nChanged 931 SP:Iteration 14Q (2616.550000 sec): 3 clusters Score: Raw -10435088.965533 + Penalty 1099.393912 = -10433989.571621 nChanged 564 SP:Iteration 15Q (2617.140000 sec): 3 clusters Score: Raw -10435460.383294 + Penalty 1099.393912 = -10434360.989383 nChanged 343 SP:Iteration 16Q (2617.720000 sec): 3 clusters Score: Raw -10435672.990617 + Penalty 1099.393912 = -10434573.596705 nChanged 196 SP:Iteration 17Q (2618.520000 sec): 3 clusters Score: Raw -10435795.913169 + Penalty 1099.393912 = -10434696.519257 nChanged 129 SP:Iteration 18Q (2619.260000 sec): 3 clusters Score: Raw -10435883.124371 + Penalty 1099.393912 = -10434783.730459 nChanged 107 SP:Iteration 19Q (2619.900000 sec): 3 clusters Score: Raw -10435947.804924 + Penalty 1099.393912 = -10434848.411012 nChanged 67 SP:Iteration 20F (2620.610000 sec): 3 clusters Score: Raw -10435993.285534 + Penalty 1099.393912 = -10434893.891622 nChanged 62 SP:Iteration 21Q (2621.240000 sec): 3 clusters Score: Raw -10436028.269477 + Penalty 1099.393912 = -10434928.875566 nChanged 48 SP:Iteration 22Q (2621.820000 sec): 3 clusters Score: Raw -10436062.846023 + Penalty 1099.393912 = -10434963.452111 nChanged 40 SP:Iteration 23Q (2622.410000 sec): 3 clusters Score: Raw -10436087.154985 + Penalty 1099.393912 = -10434987.761074 nChanged 38 SP:Iteration 24Q (2623.010000 sec): 3 clusters Score: Raw -10436109.581496 + Penalty 1099.393912 = -10435010.187584 nChanged 35 SP:Iteration 25Q (2623.570000 sec): 3 clusters Score: Raw -10436129.317627 + Penalty 1099.393912 = -10435029.923715 nChanged 31 SP:Iteration 26Q (2624.140000 sec): 3 clusters Score: Raw -10436144.903066 + Penalty 1099.393912 = -10435045.509155 nChanged 27 SP:Iteration 27Q (2624.750000 sec): 3 clusters Score: Raw -10436156.875931 + Penalty 1099.393912 = -10435057.482019 nChanged 23 SP:Iteration 28Q (2625.410000 sec): 3 clusters Score: Raw -10436168.439151 + Penalty 1099.393912 = -10435069.045239 nChanged 22 SP:Iteration 29Q (2626.030000 sec): 3 clusters Score: Raw -10436178.190299 + Penalty 1099.393912 = -10435078.796387 nChanged 20 SP:Iteration 30Q (2626.660000 sec): 3 clusters Score: Raw -10436186.736593 + Penalty 1099.393912 = -10435087.342682 nChanged 17 SP:Iteration 31Q (2627.290000 sec): 3 clusters Score: Raw -10436193.750011 + Penalty 1099.393912 = -10435094.356099 nChanged 18 SP:Iteration 32Q (2627.870000 sec): 3 clusters Score: Raw -10436199.272516 + Penalty 1099.393912 = -10435099.878605 nChanged 14 SP:Iteration 33Q (2628.520000 sec): 3 clusters Score: Raw -10436202.420638 + Penalty 1099.393912 = -10435103.026726 nChanged 10 SP:Iteration 34Q (2629.120000 sec): 3 clusters Score: Raw -10436204.231703 + Penalty 1099.393912 = -10435104.837791 nChanged 5 SP:Iteration 35Q (2629.680000 sec): 3 clusters Score: Raw -10436205.192244 + Penalty 1099.393912 = -10435105.798332 nChanged 3 SP:Iteration 36Q (2630.270000 sec): 3 clusters Score: Raw -10436206.665371 + Penalty 1099.393912 = -10435107.271459 nChanged 6 SP:Iteration 37Q (2630.820000 sec): 3 clusters Score: Raw -10436209.213816 + Penalty 1099.393912 = -10435109.819904 nChanged 8 SP:Iteration 38Q (2631.380000 sec): 3 clusters Score: Raw -10436211.073674 + Penalty 1099.393912 = -10435111.679762 nChanged 6 SP:Iteration 39Q (2632.000000 sec): 3 clusters Score: Raw -10436212.282248 + Penalty 1099.393912 = -10435112.888337 nChanged 5 SP:Iteration 40F (2632.660000 sec): 3 clusters Score: Raw -10436220.487882 + Penalty 1099.393912 = -10435121.093970 nChanged 13 SP:Iteration 41Q (2633.250000 sec): 3 clusters Score: Raw -10436225.275176 + Penalty 1099.393912 = -10435125.881264 nChanged 8 SP:Iteration 42Q (2633.830000 sec): 3 clusters Score: Raw -10436227.582909 + Penalty 1099.393912 = -10435128.188998 nChanged 11 SP:Iteration 43Q (2634.440000 sec): 3 clusters Score: Raw -10436230.232148 + Penalty 1099.393912 = -10435130.838236 nChanged 8 SP:Iteration 44Q (2635.080000 sec): 3 clusters Score: Raw -10436232.163755 + Penalty 1099.393912 = -10435132.769843 nChanged 7 SP:Iteration 45Q (2635.640000 sec): 3 clusters Score: Raw -10436234.132183 + Penalty 1099.393912 = -10435134.738271 nChanged 7 SP:Iteration 46Q (2636.210000 sec): 3 clusters Score: Raw -10436235.451120 + Penalty 1099.393912 = -10435136.057208 nChanged 7 SP:Iteration 47Q (2636.690000 sec): 3 clusters Score: Raw -10436237.041665 + Penalty 1099.393912 = -10435137.647753 nChanged 8 SP:Iteration 48Q (2637.210000 sec): 3 clusters Score: Raw -10436238.260242 + Penalty 1099.393912 = -10435138.866330 nChanged 4 SP:Iteration 49Q (2637.740000 sec): 3 clusters Score: Raw -10436238.802286 + Penalty 1099.393912 = -10435139.408374 nChanged 8 SP:Iteration 50Q (2638.360000 sec): 3 clusters Score: Raw -10436240.556723 + Penalty 1099.393912 = -10435141.162811 nChanged 7 SP:Iteration 51Q (2638.970000 sec): 3 clusters Score: Raw -10436242.104657 + Penalty 1099.393912 = -10435142.710745 nChanged 8 SP:Iteration 52Q (2639.550000 sec): 3 clusters Score: Raw -10436243.866528 + Penalty 1099.393912 = -10435144.472616 nChanged 7 SP:Iteration 53Q (2640.140000 sec): 3 clusters Score: Raw -10436245.533722 + Penalty 1099.393912 = -10435146.139810 nChanged 12 SP:Iteration 54Q (2640.760000 sec): 3 clusters Score: Raw -10436247.365536 + Penalty 1099.393912 = -10435147.971624 nChanged 3 SP:Iteration 55Q (2641.400000 sec): 3 clusters Score: Raw -10436247.581859 + Penalty 1099.393912 = -10435148.187947 nChanged 2 SP:Iteration 56Q (2642.060000 sec): 3 clusters Score: Raw -10436247.826635 + Penalty 1099.393912 = -10435148.432723 nChanged 2 SP:Iteration 57Q (2642.790000 sec): 3 clusters Score: Raw -10436248.052612 + Penalty 1099.393912 = -10435148.658700 nChanged 2 SP:Iteration 58Q (2643.410000 sec): 3 clusters Score: Raw -10436248.374875 + Penalty 1099.393912 = -10435148.980963 nChanged 3 SP:Iteration 59Q (2643.910000 sec): 3 clusters Score: Raw -10436248.870292 + Penalty 1099.393912 = -10435149.476380 nChanged 3 SP:Iteration 60F (2644.580000 sec): 3 clusters Score: Raw -10436249.435105 + Penalty 1099.393912 = -10435150.041193 nChanged 3 SP:Iteration 61Q (2645.220000 sec): 3 clusters Score: Raw -10436250.002935 + Penalty 1099.393912 = -10435150.609024 nChanged 5 SP:Iteration 62Q (2645.860000 sec): 3 clusters Score: Raw -10436250.944120 + Penalty 1099.393912 = -10435151.550208 nChanged 5 SP:Iteration 63Q (2646.560000 sec): 3 clusters Score: Raw -10436251.720707 + Penalty 1099.393912 = -10435152.326795 nChanged 3 SP:Iteration 64Q (2647.180000 sec): 3 clusters Score: Raw -10436252.100701 + Penalty 1099.393912 = -10435152.706789 nChanged 1 SP:Iteration 65Q (2647.880000 sec): 3 clusters Score: Raw -10436252.177844 + Penalty 1099.393912 = -10435152.783932 nChanged 1 SP:Iteration 66Q (2648.500000 sec): 3 clusters Score: Raw -10436252.263482 + Penalty 1099.393912 = -10435152.869570 nChanged 0 SP:Iteration 67F (2649.180000 sec): 3 clusters Score: Raw -10436252.263482 + Penalty 1099.393912 = -10435152.869570 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2649.350000 sec): 2 clusters Score: Raw -23751.039080 + Penalty 273.401000 = -23477.638080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2649.500000 sec): 3 clusters Score: Raw -23601.894874 + Penalty 546.802000 = -23055.092874 nChanged 130 SP:Iteration 1F (2649.680000 sec): 3 clusters Score: Raw -23738.013430 + Penalty 546.802000 = -23191.211430 nChanged 43 SP:Iteration 2F (2649.860000 sec): 3 clusters Score: Raw -23776.163585 + Penalty 546.802000 = -23229.361585 nChanged 20 SP:Iteration 3Q (2650.040000 sec): 3 clusters Score: Raw -23800.006854 + Penalty 546.802000 = -23253.204854 nChanged 21 SP:Iteration 4F (2650.220000 sec): 3 clusters Score: Raw -23830.362198 + Penalty 546.802000 = -23283.560198 nChanged 13 SP:Iteration 5Q (2650.400000 sec): 3 clusters Score: Raw -23849.829838 + Penalty 546.802000 = -23303.027838 nChanged 10 SP:Iteration 6Q (2650.560000 sec): 3 clusters Score: Raw -23858.630087 + Penalty 546.802000 = -23311.828087 nChanged 7 SP:Iteration 7Q (2650.740000 sec): 3 clusters Score: Raw -23868.760707 + Penalty 546.802000 = -23321.958707 nChanged 6 SP:Iteration 8Q (2650.940000 sec): 3 clusters Score: Raw -23874.998435 + Penalty 546.802000 = -23328.196435 nChanged 1 SP:Iteration 9Q (2651.080000 sec): 3 clusters Score: Raw -23875.390611 + Penalty 546.802000 = -23328.588611 nChanged 0 SP:Iteration 10F (2651.310000 sec): 3 clusters Score: Raw -23875.390611 + Penalty 546.802000 = -23328.588611 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2651.390000 sec): 2 clusters Score: Raw -75986.794611 + Penalty 336.168918 = -75650.625694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2651.540000 sec): 3 clusters Score: Raw -75176.924292 + Penalty 672.337835 = -74504.586456 nChanged 699 SP:Iteration 1F (2651.730000 sec): 3 clusters Score: Raw -76516.596028 + Penalty 672.337835 = -75844.258193 nChanged 250 SP:Iteration 2F (2651.920000 sec): 3 clusters Score: Raw -77227.937330 + Penalty 672.337835 = -76555.599495 nChanged 200 SP:Iteration 3F (2652.110000 sec): 3 clusters Score: Raw -77898.612483 + Penalty 672.337835 = -77226.274648 nChanged 136 SP:Iteration 4F (2652.260000 sec): 3 clusters Score: Raw -78575.856351 + Penalty 672.337835 = -77903.518516 nChanged 53 SP:Iteration 5Q (2652.440000 sec): 3 clusters Score: Raw -78767.308780 + Penalty 672.337835 = -78094.970945 nChanged 32 SP:Iteration 6Q (2652.630000 sec): 3 clusters Score: Raw -78821.133558 + Penalty 672.337835 = -78148.795723 nChanged 18 SP:Iteration 7Q (2652.830000 sec): 3 clusters Score: Raw -78838.133457 + Penalty 672.337835 = -78165.795622 nChanged 10 SP:Iteration 8Q (2652.970000 sec): 3 clusters Score: Raw -78843.881896 + Penalty 672.337835 = -78171.544061 nChanged 6 SP:Iteration 9Q (2653.160000 sec): 3 clusters Score: Raw -78851.913321 + Penalty 672.337835 = -78179.575486 nChanged 8 SP:Iteration 10Q (2653.360000 sec): 3 clusters Score: Raw -78863.946754 + Penalty 672.337835 = -78191.608918 nChanged 10 SP:Iteration 11Q (2653.510000 sec): 3 clusters Score: Raw -78873.683516 + Penalty 672.337835 = -78201.345681 nChanged 14 SP:Iteration 12Q (2653.700000 sec): 3 clusters Score: Raw -78886.674520 + Penalty 672.337835 = -78214.336685 nChanged 13 SP:Iteration 13Q (2653.920000 sec): 3 clusters Score: Raw -78893.546632 + Penalty 672.337835 = -78221.208797 nChanged 8 SP:Iteration 14Q (2654.090000 sec): 3 clusters Score: Raw -78896.420617 + Penalty 672.337835 = -78224.082782 nChanged 5 SP:Iteration 15Q (2654.250000 sec): 3 clusters Score: Raw -78899.118757 + Penalty 672.337835 = -78226.780921 nChanged 8 SP:Iteration 16Q (2654.440000 sec): 3 clusters Score: Raw -78902.944756 + Penalty 672.337835 = -78230.606921 nChanged 6 SP:Iteration 17Q (2654.630000 sec): 3 clusters Score: Raw -78905.752728 + Penalty 672.337835 = -78233.414893 nChanged 6 SP:Iteration 18Q (2654.800000 sec): 3 clusters Score: Raw -78909.680728 + Penalty 672.337835 = -78237.342892 nChanged 6 SP:Iteration 19Q (2655.010000 sec): 3 clusters Score: Raw -78913.254016 + Penalty 672.337835 = -78240.916181 nChanged 11 SP:Iteration 20F (2655.170000 sec): 3 clusters Score: Raw -78928.607890 + Penalty 672.337835 = -78256.270055 nChanged 9 SP:Iteration 21Q (2655.340000 sec): 3 clusters Score: Raw -78951.098182 + Penalty 672.337835 = -78278.760347 nChanged 12 SP:Iteration 22Q (2655.550000 sec): 3 clusters Score: Raw -78956.992424 + Penalty 672.337835 = -78284.654589 nChanged 7 SP:Iteration 23Q (2655.740000 sec): 3 clusters Score: Raw -78964.023442 + Penalty 672.337835 = -78291.685606 nChanged 9 SP:Iteration 24Q (2655.900000 sec): 3 clusters Score: Raw -78978.970715 + Penalty 672.337835 = -78306.632880 nChanged 10 SP:Iteration 25Q (2656.040000 sec): 3 clusters Score: Raw -78982.129892 + Penalty 672.337835 = -78309.792057 nChanged 3 SP:Iteration 26Q (2656.220000 sec): 3 clusters Score: Raw -78982.585225 + Penalty 672.337835 = -78310.247390 nChanged 1 SP:Iteration 27Q (2656.400000 sec): 3 clusters Score: Raw -78982.992015 + Penalty 672.337835 = -78310.654180 nChanged 1 SP:Iteration 28Q (2656.580000 sec): 3 clusters Score: Raw -78984.445037 + Penalty 672.337835 = -78312.107202 nChanged 3 SP:Iteration 29Q (2656.780000 sec): 3 clusters Score: Raw -78985.660270 + Penalty 672.337835 = -78313.322435 nChanged 3 SP:Iteration 30Q (2656.940000 sec): 3 clusters Score: Raw -78989.387939 + Penalty 672.337835 = -78317.050104 nChanged 6 SP:Iteration 31Q (2657.120000 sec): 3 clusters Score: Raw -78998.934724 + Penalty 672.337835 = -78326.596889 nChanged 10 SP:Iteration 32Q (2657.340000 sec): 3 clusters Score: Raw -79027.243072 + Penalty 672.337835 = -78354.905236 nChanged 9 SP:Iteration 33Q (2657.480000 sec): 3 clusters Score: Raw -79044.241687 + Penalty 672.337835 = -78371.903852 nChanged 6 SP:Iteration 34Q (2657.680000 sec): 3 clusters Score: Raw -79046.300573 + Penalty 672.337835 = -78373.962738 nChanged 2 SP:Iteration 35Q (2657.870000 sec): 3 clusters Score: Raw -79046.681394 + Penalty 672.337835 = -78374.343559 nChanged 0 SP:Iteration 36F (2658.070000 sec): 3 clusters Score: Raw -79046.681394 + Penalty 672.337835 = -78374.343559 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 12. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2658.160000 sec): 2 clusters Score: Raw -17209.189628 + Penalty 268.817774 = -16940.371854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2658.380000 sec): 3 clusters Score: Raw -17115.205656 + Penalty 537.635547 = -16577.570108 nChanged 137 SP:Iteration 1F (2658.520000 sec): 3 clusters Score: Raw -17423.306390 + Penalty 537.635547 = -16885.670843 nChanged 45 SP:Iteration 2F (2658.710000 sec): 3 clusters Score: Raw -17527.070168 + Penalty 537.635547 = -16989.434620 nChanged 14 SP:Iteration 3Q (2658.900000 sec): 3 clusters Score: Raw -17553.203869 + Penalty 537.635547 = -17015.568322 nChanged 4 SP:Iteration 4Q (2659.090000 sec): 3 clusters Score: Raw -17559.568925 + Penalty 537.635547 = -17021.933377 nChanged 6 SP:Iteration 5Q (2659.260000 sec): 3 clusters Score: Raw -17582.937548 + Penalty 537.635547 = -17045.302000 nChanged 6 SP:Iteration 6Q (2659.440000 sec): 3 clusters Score: Raw -17670.627246 + Penalty 537.635547 = -17132.991698 nChanged 8 SP:Iteration 7Q (2659.580000 sec): 3 clusters Score: Raw -17879.395493 + Penalty 537.635547 = -17341.759945 nChanged 29 SP:Iteration 8F (2659.760000 sec): 3 clusters Score: Raw -18022.960867 + Penalty 537.635547 = -17485.325319 nChanged 24 SP:Iteration 9F (2659.950000 sec): 3 clusters Score: Raw -18104.805477 + Penalty 537.635547 = -17567.169929 nChanged 17 SP:Iteration 10Q (2660.120000 sec): 3 clusters Score: Raw -18154.762692 + Penalty 537.635547 = -17617.127145 nChanged 20 SP:Iteration 11F (2660.290000 sec): 3 clusters Score: Raw -18220.023567 + Penalty 537.635547 = -17682.388020 nChanged 18 SP:Iteration 12Q (2660.480000 sec): 3 clusters Score: Raw -18281.452918 + Penalty 537.635547 = -17743.817371 nChanged 6 SP:Iteration 13Q (2660.670000 sec): 3 clusters Score: Raw -18311.895154 + Penalty 537.635547 = -17774.259606 nChanged 3 SP:Iteration 14Q (2660.830000 sec): 3 clusters Score: Raw -18348.152599 + Penalty 537.635547 = -17810.517051 nChanged 4 SP:Iteration 15Q (2660.990000 sec): 3 clusters Score: Raw -18379.034564 + Penalty 537.635547 = -17841.399016 nChanged 4 SP:Iteration 16Q (2661.150000 sec): 3 clusters Score: Raw -18384.717890 + Penalty 537.635547 = -17847.082343 nChanged 0 SP:Iteration 17F (2661.370000 sec): 3 clusters Score: Raw -18384.717890 + Penalty 537.635547 = -17847.082343 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 1.54 GB. Trying to split cluster 13 (15044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.480000 sec): 2 clusters Score: Raw -927479.085979 + Penalty 437.652421 = -927041.433558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.700000 sec): 3 clusters Score: Raw -918034.779043 + Penalty 875.304841 = -917159.474202 nChanged 7134 SP:Iteration 1F (2661.930000 sec): 3 clusters Score: Raw -923377.151570 + Penalty 875.304841 = -922501.846729 nChanged 1503 SP:Iteration 2F (2662.110000 sec): 3 clusters Score: Raw -924692.203708 + Penalty 875.304841 = -923816.898867 nChanged 1446 SP:Iteration 3F (2662.330000 sec): 3 clusters Score: Raw -926082.721419 + Penalty 875.304841 = -925207.416577 nChanged 1232 SP:Iteration 4F (2662.520000 sec): 3 clusters Score: Raw -927340.277008 + Penalty 875.304841 = -926464.972167 nChanged 829 SP:Iteration 5F (2662.770000 sec): 3 clusters Score: Raw -928154.481452 + Penalty 875.304841 = -927279.176610 nChanged 480 SP:Iteration 6Q (2663.000000 sec): 3 clusters Score: Raw -928575.465430 + Penalty 875.304841 = -927700.160589 nChanged 257 SP:Iteration 7Q (2663.200000 sec): 3 clusters Score: Raw -928753.197350 + Penalty 875.304841 = -927877.892508 nChanged 103 SP:Iteration 8Q (2663.390000 sec): 3 clusters Score: Raw -928801.409446 + Penalty 875.304841 = -927926.104604 nChanged 59 SP:Iteration 9Q (2663.630000 sec): 3 clusters Score: Raw -928825.492220 + Penalty 875.304841 = -927950.187379 nChanged 29 SP:Iteration 10Q (2663.820000 sec): 3 clusters Score: Raw -928834.965800 + Penalty 875.304841 = -927959.660958 nChanged 17 SP:Iteration 11Q (2664.070000 sec): 3 clusters Score: Raw -928841.088214 + Penalty 875.304841 = -927965.783373 nChanged 10 SP:Iteration 12Q (2664.250000 sec): 3 clusters Score: Raw -928843.707029 + Penalty 875.304841 = -927968.402187 nChanged 2 SP:Iteration 13Q (2664.460000 sec): 3 clusters Score: Raw -928844.003270 + Penalty 875.304841 = -927968.698428 nChanged 1 SP:Iteration 14Q (2664.720000 sec): 3 clusters Score: Raw -928844.389732 + Penalty 875.304841 = -927969.084891 nChanged 2 SP:Iteration 15Q (2664.890000 sec): 3 clusters Score: Raw -928844.634728 + Penalty 875.304841 = -927969.329886 nChanged 1 SP:Iteration 16Q (2665.140000 sec): 3 clusters Score: Raw -928844.742572 + Penalty 875.304841 = -927969.437731 nChanged 0 SP:Iteration 17F (2665.310000 sec): 3 clusters Score: Raw -928844.742572 + Penalty 875.304841 = -927969.437731 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 1.54 GB. Trying to split cluster 14 (7575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2665.410000 sec): 2 clusters Score: Raw -445632.114425 + Penalty 406.433693 = -445225.680733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2665.630000 sec): 3 clusters Score: Raw -440960.247921 + Penalty 812.867385 = -440147.380536 nChanged 3505 SP:Iteration 1F (2665.790000 sec): 3 clusters Score: Raw -442981.810871 + Penalty 812.867385 = -442168.943485 nChanged 393 SP:Iteration 2F (2665.940000 sec): 3 clusters Score: Raw -443161.417903 + Penalty 812.867385 = -442348.550518 nChanged 378 SP:Iteration 3Q (2666.120000 sec): 3 clusters Score: Raw -443336.633604 + Penalty 812.867385 = -442523.766218 nChanged 390 SP:Iteration 4F (2666.290000 sec): 3 clusters Score: Raw -443556.901616 + Penalty 812.867385 = -442744.034230 nChanged 444 SP:Iteration 5F (2666.450000 sec): 3 clusters Score: Raw -443870.744294 + Penalty 812.867385 = -443057.876909 nChanged 484 SP:Iteration 6F (2666.660000 sec): 3 clusters Score: Raw -444261.022824 + Penalty 812.867385 = -443448.155438 nChanged 448 SP:Iteration 7F (2666.830000 sec): 3 clusters Score: Raw -444657.002473 + Penalty 812.867385 = -443844.135087 nChanged 398 SP:Iteration 8F (2667.060000 sec): 3 clusters Score: Raw -444979.009442 + Penalty 812.867385 = -444166.142056 nChanged 285 SP:Iteration 9Q (2667.240000 sec): 3 clusters Score: Raw -445161.674977 + Penalty 812.867385 = -444348.807592 nChanged 198 SP:Iteration 10Q (2667.480000 sec): 3 clusters Score: Raw -445283.211768 + Penalty 812.867385 = -444470.344382 nChanged 153 SP:Iteration 11Q (2667.670000 sec): 3 clusters Score: Raw -445371.966786 + Penalty 812.867385 = -444559.099401 nChanged 122 SP:Iteration 12Q (2667.870000 sec): 3 clusters Score: Raw -445438.176345 + Penalty 812.867385 = -444625.308960 nChanged 103 SP:Iteration 13Q (2668.020000 sec): 3 clusters Score: Raw -445498.366845 + Penalty 812.867385 = -444685.499460 nChanged 71 SP:Iteration 14Q (2668.260000 sec): 3 clusters Score: Raw -445534.037004 + Penalty 812.867385 = -444721.169619 nChanged 74 SP:Iteration 15Q (2668.470000 sec): 3 clusters Score: Raw -445572.357755 + Penalty 812.867385 = -444759.490369 nChanged 66 SP:Iteration 16Q (2668.620000 sec): 3 clusters Score: Raw -445608.116475 + Penalty 812.867385 = -444795.249089 nChanged 47 SP:Iteration 17Q (2668.800000 sec): 3 clusters Score: Raw -445629.582703 + Penalty 812.867385 = -444816.715318 nChanged 45 SP:Iteration 18Q (2668.990000 sec): 3 clusters Score: Raw -445645.623996 + Penalty 812.867385 = -444832.756610 nChanged 36 SP:Iteration 19Q (2669.160000 sec): 3 clusters Score: Raw -445655.231925 + Penalty 812.867385 = -444842.364539 nChanged 34 SP:Iteration 20F (2669.380000 sec): 3 clusters Score: Raw -445663.814504 + Penalty 812.867385 = -444850.947118 nChanged 31 SP:Iteration 21Q (2669.530000 sec): 3 clusters Score: Raw -445672.124572 + Penalty 812.867385 = -444859.257186 nChanged 32 SP:Iteration 22Q (2669.710000 sec): 3 clusters Score: Raw -445680.412494 + Penalty 812.867385 = -444867.545109 nChanged 28 SP:Iteration 23Q (2669.910000 sec): 3 clusters Score: Raw -445688.175708 + Penalty 812.867385 = -444875.308323 nChanged 32 SP:Iteration 24Q (2670.070000 sec): 3 clusters Score: Raw -445700.005881 + Penalty 812.867385 = -444887.138495 nChanged 31 SP:Iteration 25Q (2670.280000 sec): 3 clusters Score: Raw -445709.108047 + Penalty 812.867385 = -444896.240662 nChanged 31 SP:Iteration 26Q (2670.370000 sec): 3 clusters Score: Raw -445722.137216 + Penalty 812.867385 = -444909.269830 nChanged 33 SP:Iteration 27Q (2670.530000 sec): 3 clusters Score: Raw -445735.286720 + Penalty 812.867385 = -444922.419334 nChanged 23 SP:Iteration 28Q (2670.740000 sec): 3 clusters Score: Raw -445742.983666 + Penalty 812.867385 = -444930.116281 nChanged 17 SP:Iteration 29Q (2670.880000 sec): 3 clusters Score: Raw -445747.848662 + Penalty 812.867385 = -444934.981277 nChanged 13 SP:Iteration 30Q (2671.090000 sec): 3 clusters Score: Raw -445750.148022 + Penalty 812.867385 = -444937.280636 nChanged 7 SP:Iteration 31Q (2671.250000 sec): 3 clusters Score: Raw -445751.204972 + Penalty 812.867385 = -444938.337586 nChanged 9 SP:Iteration 32Q (2671.420000 sec): 3 clusters Score: Raw -445753.231094 + Penalty 812.867385 = -444940.363708 nChanged 7 SP:Iteration 33Q (2671.620000 sec): 3 clusters Score: Raw -445754.073646 + Penalty 812.867385 = -444941.206261 nChanged 3 SP:Iteration 34Q (2671.780000 sec): 3 clusters Score: Raw -445754.752166 + Penalty 812.867385 = -444941.884781 nChanged 6 SP:Iteration 35Q (2671.960000 sec): 3 clusters Score: Raw -445756.129272 + Penalty 812.867385 = -444943.261886 nChanged 6 SP:Iteration 36Q (2672.150000 sec): 3 clusters Score: Raw -445757.276041 + Penalty 812.867385 = -444944.408656 nChanged 7 SP:Iteration 37Q (2672.290000 sec): 3 clusters Score: Raw -445759.892995 + Penalty 812.867385 = -444947.025609 nChanged 3 SP:Iteration 38Q (2672.460000 sec): 3 clusters Score: Raw -445761.331216 + Penalty 812.867385 = -444948.463830 nChanged 3 SP:Iteration 39Q (2672.610000 sec): 3 clusters Score: Raw -445762.558752 + Penalty 812.867385 = -444949.691367 nChanged 4 SP:Iteration 40F (2672.810000 sec): 3 clusters Score: Raw -445763.322365 + Penalty 812.867385 = -444950.454980 nChanged 1 SP:Iteration 41Q (2672.950000 sec): 3 clusters Score: Raw -445763.431290 + Penalty 812.867385 = -444950.563904 nChanged 0 SP:Iteration 42F (2673.170000 sec): 3 clusters Score: Raw -445763.431290 + Penalty 812.867385 = -444950.563904 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (1887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2673.240000 sec): 2 clusters Score: Raw -90739.524301 + Penalty 343.194831 = -90396.329470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2673.390000 sec): 3 clusters Score: Raw -89783.426990 + Penalty 686.389663 = -89097.037327 nChanged 816 SP:Iteration 1F (2673.580000 sec): 3 clusters Score: Raw -91304.165785 + Penalty 686.389663 = -90617.776122 nChanged 264 SP:Iteration 2F (2673.720000 sec): 3 clusters Score: Raw -91742.058959 + Penalty 686.389663 = -91055.669297 nChanged 136 SP:Iteration 3F (2673.910000 sec): 3 clusters Score: Raw -91904.674175 + Penalty 686.389663 = -91218.284513 nChanged 86 SP:Iteration 4Q (2674.070000 sec): 3 clusters Score: Raw -92011.795650 + Penalty 686.389663 = -91325.405987 nChanged 65 SP:Iteration 5Q (2674.260000 sec): 3 clusters Score: Raw -92071.368232 + Penalty 686.389663 = -91384.978569 nChanged 38 SP:Iteration 6Q (2674.420000 sec): 3 clusters Score: Raw -92118.265266 + Penalty 686.389663 = -91431.875603 nChanged 49 SP:Iteration 7Q (2674.610000 sec): 3 clusters Score: Raw -92165.232057 + Penalty 686.389663 = -91478.842394 nChanged 35 SP:Iteration 8Q (2674.790000 sec): 3 clusters Score: Raw -92186.994886 + Penalty 686.389663 = -91500.605223 nChanged 28 SP:Iteration 9Q (2674.960000 sec): 3 clusters Score: Raw -92205.000283 + Penalty 686.389663 = -91518.610620 nChanged 25 SP:Iteration 10Q (2675.140000 sec): 3 clusters Score: Raw -92219.106755 + Penalty 686.389663 = -91532.717093 nChanged 19 SP:Iteration 11Q (2675.310000 sec): 3 clusters Score: Raw -92235.226615 + Penalty 686.389663 = -91548.836953 nChanged 29 SP:Iteration 12Q (2675.500000 sec): 3 clusters Score: Raw -92291.260744 + Penalty 686.389663 = -91604.871082 nChanged 32 SP:Iteration 13Q (2675.640000 sec): 3 clusters Score: Raw -92424.147746 + Penalty 686.389663 = -91737.758084 nChanged 52 SP:Iteration 14Q (2675.800000 sec): 3 clusters Score: Raw -92660.247584 + Penalty 686.389663 = -91973.857921 nChanged 65 SP:Iteration 15Q (2675.980000 sec): 3 clusters Score: Raw -92822.463828 + Penalty 686.389663 = -92136.074165 nChanged 58 SP:Iteration 16Q (2676.210000 sec): 3 clusters Score: Raw -92863.139405 + Penalty 686.389663 = -92176.749742 nChanged 57 SP:Iteration 17Q (2676.370000 sec): 3 clusters Score: Raw -92906.840924 + Penalty 686.389663 = -92220.451261 nChanged 47 SP:Iteration 18Q (2676.590000 sec): 3 clusters Score: Raw -92949.181394 + Penalty 686.389663 = -92262.791731 nChanged 52 SP:Iteration 19Q (2676.720000 sec): 3 clusters Score: Raw -93002.016324 + Penalty 686.389663 = -92315.626661 nChanged 46 SP:Iteration 20F (2676.930000 sec): 3 clusters Score: Raw -93052.538303 + Penalty 686.389663 = -92366.148640 nChanged 47 SP:Iteration 21Q (2677.120000 sec): 3 clusters Score: Raw -93097.049377 + Penalty 686.389663 = -92410.659714 nChanged 57 SP:Iteration 22Q (2677.270000 sec): 3 clusters Score: Raw -93166.370444 + Penalty 686.389663 = -92479.980781 nChanged 72 SP:Iteration 23Q (2677.480000 sec): 3 clusters Score: Raw -93266.989438 + Penalty 686.389663 = -92580.599775 nChanged 63 SP:Iteration 24Q (2677.650000 sec): 3 clusters Score: Raw -93422.307510 + Penalty 686.389663 = -92735.917848 nChanged 38 SP:Iteration 25Q (2677.800000 sec): 3 clusters Score: Raw -93447.742741 + Penalty 686.389663 = -92761.353078 nChanged 22 SP:Iteration 26Q (2677.970000 sec): 3 clusters Score: Raw -93461.937794 + Penalty 686.389663 = -92775.548132 nChanged 28 SP:Iteration 27Q (2678.170000 sec): 3 clusters Score: Raw -93487.450211 + Penalty 686.389663 = -92801.060548 nChanged 36 SP:Iteration 28Q (2678.330000 sec): 3 clusters Score: Raw -93528.818819 + Penalty 686.389663 = -92842.429156 nChanged 40 SP:Iteration 29Q (2678.440000 sec): 3 clusters Score: Raw -93625.088491 + Penalty 686.389663 = -92938.698829 nChanged 39 SP:Iteration 30Q (2678.630000 sec): 3 clusters Score: Raw -93931.662978 + Penalty 686.389663 = -93245.273316 nChanged 12 SP:Iteration 31Q (2678.740000 sec): 3 clusters Score: Raw -94093.800950 + Penalty 686.389663 = -93407.411288 nChanged 8 SP:Iteration 32Q (2678.950000 sec): 3 clusters Score: Raw -94100.310930 + Penalty 686.389663 = -93413.921267 nChanged 2 SP:Iteration 33Q (2679.110000 sec): 3 clusters Score: Raw -94101.343913 + Penalty 686.389663 = -93414.954250 nChanged 1 SP:Iteration 34Q (2679.290000 sec): 3 clusters Score: Raw -94101.531711 + Penalty 686.389663 = -93415.142049 nChanged 1 SP:Iteration 35Q (2679.500000 sec): 3 clusters Score: Raw -94101.744090 + Penalty 686.389663 = -93415.354428 nChanged 0 SP:Iteration 36F (2679.650000 sec): 3 clusters Score: Raw -94101.744090 + Penalty 686.389663 = -93415.354428 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 1.54 GB. Trying to split cluster 16 (5263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2679.740000 sec): 2 clusters Score: Raw -288320.257499 + Penalty 389.864770 = -287930.392729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2679.930000 sec): 3 clusters Score: Raw -285134.125290 + Penalty 779.729540 = -284354.395750 nChanged 2413 SP:Iteration 1F (2680.150000 sec): 3 clusters Score: Raw -286965.690697 + Penalty 779.729540 = -286185.961157 nChanged 423 SP:Iteration 2F (2680.340000 sec): 3 clusters Score: Raw -287311.406822 + Penalty 779.729540 = -286531.677282 nChanged 413 SP:Iteration 3F (2680.500000 sec): 3 clusters Score: Raw -287632.167000 + Penalty 779.729540 = -286852.437460 nChanged 361 SP:Iteration 4F (2680.660000 sec): 3 clusters Score: Raw -287919.458980 + Penalty 779.729540 = -287139.729440 nChanged 319 SP:Iteration 5F (2680.850000 sec): 3 clusters Score: Raw -288177.304579 + Penalty 779.729540 = -287397.575039 nChanged 255 SP:Iteration 6Q (2681.040000 sec): 3 clusters Score: Raw -288398.564338 + Penalty 779.729540 = -287618.834798 nChanged 195 SP:Iteration 7Q (2681.210000 sec): 3 clusters Score: Raw -288545.847738 + Penalty 779.729540 = -287766.118198 nChanged 190 SP:Iteration 8Q (2681.390000 sec): 3 clusters Score: Raw -288695.084618 + Penalty 779.729540 = -287915.355077 nChanged 162 SP:Iteration 9Q (2681.570000 sec): 3 clusters Score: Raw -288873.182710 + Penalty 779.729540 = -288093.453170 nChanged 117 SP:Iteration 10Q (2681.800000 sec): 3 clusters Score: Raw -289020.456006 + Penalty 779.729540 = -288240.726466 nChanged 73 SP:Iteration 11Q (2681.990000 sec): 3 clusters Score: Raw -289104.898737 + Penalty 779.729540 = -288325.169197 nChanged 40 SP:Iteration 12Q (2682.160000 sec): 3 clusters Score: Raw -289139.839206 + Penalty 779.729540 = -288360.109666 nChanged 20 SP:Iteration 13Q (2682.390000 sec): 3 clusters Score: Raw -289150.186730 + Penalty 779.729540 = -288370.457190 nChanged 14 SP:Iteration 14Q (2682.530000 sec): 3 clusters Score: Raw -289154.749707 + Penalty 779.729540 = -288375.020167 nChanged 6 SP:Iteration 15Q (2682.730000 sec): 3 clusters Score: Raw -289155.856249 + Penalty 779.729540 = -288376.126708 nChanged 4 SP:Iteration 16Q (2682.930000 sec): 3 clusters Score: Raw -289156.073983 + Penalty 779.729540 = -288376.344443 nChanged 1 SP:Iteration 17Q (2683.070000 sec): 3 clusters Score: Raw -289156.141672 + Penalty 779.729540 = -288376.412132 nChanged 1 SP:Iteration 18Q (2683.220000 sec): 3 clusters Score: Raw -289156.220012 + Penalty 779.729540 = -288376.490472 nChanged 0 SP:Iteration 19F (2683.410000 sec): 3 clusters Score: Raw -289156.220012 + Penalty 779.729540 = -288376.490472 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 1.54 GB. Trying to split cluster 17 (1284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2683.500000 sec): 2 clusters Score: Raw -38803.879774 + Penalty 325.676965 = -38478.202809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2683.630000 sec): 3 clusters Score: Raw -38258.978744 + Penalty 651.353929 = -37607.624815 nChanged 540 SP:Iteration 1F (2683.800000 sec): 3 clusters Score: Raw -39856.416650 + Penalty 651.353929 = -39205.062721 nChanged 170 SP:Iteration 2F (2683.980000 sec): 3 clusters Score: Raw -40954.689265 + Penalty 651.353929 = -40303.335336 nChanged 122 SP:Iteration 3F (2684.150000 sec): 3 clusters Score: Raw -42025.286662 + Penalty 651.353929 = -41373.932733 nChanged 68 SP:Iteration 4F (2684.330000 sec): 3 clusters Score: Raw -42840.703226 + Penalty 651.353929 = -42189.349297 nChanged 40 SP:Iteration 5Q (2684.550000 sec): 3 clusters Score: Raw -43231.290019 + Penalty 651.353929 = -42579.936090 nChanged 24 SP:Iteration 6Q (2684.730000 sec): 3 clusters Score: Raw -43295.158383 + Penalty 651.353929 = -42643.804454 nChanged 17 SP:Iteration 7Q (2684.950000 sec): 3 clusters Score: Raw -43340.891285 + Penalty 651.353929 = -42689.537356 nChanged 13 SP:Iteration 8Q (2685.100000 sec): 3 clusters Score: Raw -43363.839732 + Penalty 651.353929 = -42712.485803 nChanged 5 SP:Iteration 9Q (2685.340000 sec): 3 clusters Score: Raw -43388.577634 + Penalty 651.353929 = -42737.223705 nChanged 5 SP:Iteration 10Q (2685.500000 sec): 3 clusters Score: Raw -43421.741698 + Penalty 651.353929 = -42770.387769 nChanged 3 SP:Iteration 11Q (2685.680000 sec): 3 clusters Score: Raw -43427.667536 + Penalty 651.353929 = -42776.313607 nChanged 2 SP:Iteration 12Q (2685.850000 sec): 3 clusters Score: Raw -43429.928182 + Penalty 651.353929 = -42778.574253 nChanged 3 SP:Iteration 13Q (2686.020000 sec): 3 clusters Score: Raw -43433.389081 + Penalty 651.353929 = -42782.035152 nChanged 2 SP:Iteration 14Q (2686.190000 sec): 3 clusters Score: Raw -43435.568439 + Penalty 651.353929 = -42784.214510 nChanged 3 SP:Iteration 15Q (2686.400000 sec): 3 clusters Score: Raw -43437.890915 + Penalty 651.353929 = -42786.536986 nChanged 2 SP:Iteration 16Q (2686.570000 sec): 3 clusters Score: Raw -43439.236420 + Penalty 651.353929 = -42787.882491 nChanged 1 SP:Iteration 17Q (2686.720000 sec): 3 clusters Score: Raw -43439.532337 + Penalty 651.353929 = -42788.178408 nChanged 1 SP:Iteration 18Q (2686.890000 sec): 3 clusters Score: Raw -43439.867602 + Penalty 651.353929 = -42788.513673 nChanged 0 SP:Iteration 19F (2687.070000 sec): 3 clusters Score: Raw -43446.989346 + Penalty 651.353929 = -42795.635417 nChanged 5 SP:Iteration 20F (2687.200000 sec): 3 clusters Score: Raw -43458.169515 + Penalty 651.353929 = -42806.815586 nChanged 3 SP:Iteration 21Q (2687.370000 sec): 3 clusters Score: Raw -43463.140951 + Penalty 651.353929 = -42811.787022 nChanged 1 SP:Iteration 22Q (2687.550000 sec): 3 clusters Score: Raw -43464.893572 + Penalty 651.353929 = -42813.539643 nChanged 2 SP:Iteration 23Q (2687.740000 sec): 3 clusters Score: Raw -43469.806714 + Penalty 651.353929 = -42818.452785 nChanged 3 SP:Iteration 24Q (2687.920000 sec): 3 clusters Score: Raw -43475.853858 + Penalty 651.353929 = -42824.499929 nChanged 2 SP:Iteration 25Q (2688.060000 sec): 3 clusters Score: Raw -43478.162049 + Penalty 651.353929 = -42826.808120 nChanged 1 SP:Iteration 26Q (2688.280000 sec): 3 clusters Score: Raw -43480.377465 + Penalty 651.353929 = -42829.023536 nChanged 1 SP:Iteration 27Q (2688.450000 sec): 3 clusters Score: Raw -43483.705389 + Penalty 651.353929 = -42832.351460 nChanged 1 SP:Iteration 28Q (2688.690000 sec): 3 clusters Score: Raw -43485.055977 + Penalty 651.353929 = -42833.702048 nChanged 1 SP:Iteration 29Q (2688.880000 sec): 3 clusters Score: Raw -43486.451765 + Penalty 651.353929 = -42835.097836 nChanged 0 SP:Iteration 30F (2689.110000 sec): 3 clusters Score: Raw -43487.729355 + Penalty 651.353929 = -42836.375426 nChanged 1 SP:Iteration 31Q (2689.270000 sec): 3 clusters Score: Raw -43488.754715 + Penalty 651.353929 = -42837.400786 nChanged 0 SP:Iteration 32F (2689.460000 sec): 3 clusters Score: Raw -43488.754715 + Penalty 651.353929 = -42837.400786 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 1.54 GB. Trying to split cluster 18 (484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2689.550000 sec): 2 clusters Score: Raw -26519.228105 + Penalty 281.284863 = -26237.943242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2689.760000 sec): 3 clusters Score: Raw -26318.449853 + Penalty 562.569727 = -25755.880127 nChanged 168 SP:Iteration 1F (2689.970000 sec): 3 clusters Score: Raw -26447.460617 + Penalty 562.569727 = -25884.890891 nChanged 55 SP:Iteration 2F (2690.180000 sec): 3 clusters Score: Raw -26530.355920 + Penalty 562.569727 = -25967.786194 nChanged 39 SP:Iteration 3F (2690.340000 sec): 3 clusters Score: Raw -26611.426736 + Penalty 562.569727 = -26048.857009 nChanged 46 SP:Iteration 4F (2690.520000 sec): 3 clusters Score: Raw -26745.911192 + Penalty 562.569727 = -26183.341466 nChanged 46 SP:Iteration 5F (2690.670000 sec): 3 clusters Score: Raw -26905.647071 + Penalty 562.569727 = -26343.077345 nChanged 32 SP:Iteration 6F (2690.860000 sec): 3 clusters Score: Raw -27000.528746 + Penalty 562.569727 = -26437.959019 nChanged 15 SP:Iteration 7Q (2691.060000 sec): 3 clusters Score: Raw -27048.347950 + Penalty 562.569727 = -26485.778223 nChanged 8 SP:Iteration 8Q (2691.240000 sec): 3 clusters Score: Raw -27086.727857 + Penalty 562.569727 = -26524.158130 nChanged 4 SP:Iteration 9Q (2691.460000 sec): 3 clusters Score: Raw -27092.627469 + Penalty 562.569727 = -26530.057742 nChanged 1 SP:Iteration 10Q (2691.690000 sec): 3 clusters Score: Raw -27093.078248 + Penalty 562.569727 = -26530.508522 nChanged 0 SP:Iteration 11F (2691.870000 sec): 3 clusters Score: Raw -27093.078248 + Penalty 562.569727 = -26530.508522 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 1.54 GB. Trying to split cluster 19 (3003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2692.020000 sec): 2 clusters Score: Raw -190120.186308 + Penalty 364.335202 = -189755.851107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2692.180000 sec): 3 clusters Score: Raw -188454.976339 + Penalty 728.670403 = -187726.305936 nChanged 1255 SP:Iteration 1F (2692.340000 sec): 3 clusters Score: Raw -189185.730476 + Penalty 728.670403 = -188457.060073 nChanged 204 SP:Iteration 2F (2692.510000 sec): 3 clusters Score: Raw -189298.090370 + Penalty 728.670403 = -188569.419967 nChanged 188 SP:Iteration 3F (2692.730000 sec): 3 clusters Score: Raw -189415.788397 + Penalty 728.670403 = -188687.117994 nChanged 202 SP:Iteration 4F (2692.880000 sec): 3 clusters Score: Raw -189568.108602 + Penalty 728.670403 = -188839.438199 nChanged 215 SP:Iteration 5F (2693.070000 sec): 3 clusters Score: Raw -189737.930536 + Penalty 728.670403 = -189009.260133 nChanged 179 SP:Iteration 6F (2693.260000 sec): 3 clusters Score: Raw -189887.858366 + Penalty 728.670403 = -189159.187963 nChanged 131 SP:Iteration 7Q (2693.500000 sec): 3 clusters Score: Raw -189999.129774 + Penalty 728.670403 = -189270.459371 nChanged 81 SP:Iteration 8Q (2693.680000 sec): 3 clusters Score: Raw -190079.616557 + Penalty 728.670403 = -189350.946153 nChanged 51 SP:Iteration 9Q (2693.830000 sec): 3 clusters Score: Raw -190129.831998 + Penalty 728.670403 = -189401.161594 nChanged 22 SP:Iteration 10Q (2694.020000 sec): 3 clusters Score: Raw -190148.624628 + Penalty 728.670403 = -189419.954225 nChanged 7 SP:Iteration 11Q (2694.210000 sec): 3 clusters Score: Raw -190156.638640 + Penalty 728.670403 = -189427.968237 nChanged 8 SP:Iteration 12Q (2694.410000 sec): 3 clusters Score: Raw -190167.281389 + Penalty 728.670403 = -189438.610986 nChanged 4 SP:Iteration 13Q (2694.550000 sec): 3 clusters Score: Raw -190173.373958 + Penalty 728.670403 = -189444.703555 nChanged 3 SP:Iteration 14Q (2694.660000 sec): 3 clusters Score: Raw -190177.052885 + Penalty 728.670403 = -189448.382482 nChanged 1 SP:Iteration 15Q (2694.820000 sec): 3 clusters Score: Raw -190177.798787 + Penalty 728.670403 = -189449.128384 nChanged 0 SP:Iteration 16F (2694.990000 sec): 3 clusters Score: Raw -190177.798787 + Penalty 728.670403 = -189449.128384 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (1437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2695.050000 sec): 2 clusters Score: Raw -80332.543176 + Penalty 330.799236 = -80001.743940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.220000 sec): 3 clusters Score: Raw -79589.355413 + Penalty 661.598473 = -78927.756940 nChanged 589 SP:Iteration 1F (2695.360000 sec): 3 clusters Score: Raw -80123.744629 + Penalty 661.598473 = -79462.146156 nChanged 169 SP:Iteration 2F (2695.490000 sec): 3 clusters Score: Raw -80364.900059 + Penalty 661.598473 = -79703.301586 nChanged 143 SP:Iteration 3F (2695.650000 sec): 3 clusters Score: Raw -80609.206251 + Penalty 661.598473 = -79947.607779 nChanged 123 SP:Iteration 4F (2695.780000 sec): 3 clusters Score: Raw -80932.658588 + Penalty 661.598473 = -80271.060115 nChanged 108 SP:Iteration 5F (2695.940000 sec): 3 clusters Score: Raw -81151.451785 + Penalty 661.598473 = -80489.853312 nChanged 61 SP:Iteration 6Q (2696.120000 sec): 3 clusters Score: Raw -81249.143465 + Penalty 661.598473 = -80587.544993 nChanged 32 SP:Iteration 7Q (2696.220000 sec): 3 clusters Score: Raw -81286.078968 + Penalty 661.598473 = -80624.480495 nChanged 15 SP:Iteration 8Q (2696.420000 sec): 3 clusters Score: Raw -81296.277543 + Penalty 661.598473 = -80634.679070 nChanged 10 SP:Iteration 9Q (2696.550000 sec): 3 clusters Score: Raw -81301.067803 + Penalty 661.598473 = -80639.469330 nChanged 4 SP:Iteration 10Q (2696.660000 sec): 3 clusters Score: Raw -81302.290542 + Penalty 661.598473 = -80640.692069 nChanged 1 SP:Iteration 11Q (2696.810000 sec): 3 clusters Score: Raw -81302.480829 + Penalty 661.598473 = -80640.882356 nChanged 2 SP:Iteration 12Q (2696.940000 sec): 3 clusters Score: Raw -81303.134792 + Penalty 661.598473 = -80641.536320 nChanged 1 SP:Iteration 13Q (2697.090000 sec): 3 clusters Score: Raw -81303.194468 + Penalty 661.598473 = -80641.595996 nChanged 0 SP:Iteration 14F (2697.200000 sec): 3 clusters Score: Raw -81303.194468 + Penalty 661.598473 = -80641.595996 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Iteration 20F (2708.770000 sec): 28 clusters Score: Raw -13152056.544225 + Penalty 15175.517500 = -13136881.026725 nChanged 3044 Iteration 21Q (2716.990000 sec): 28 clusters Score: Raw -13164870.875253 + Penalty 15175.517500 = -13149695.357752 nChanged 1455 Iteration 22Q (2724.110000 sec): 28 clusters Score: Raw -13165790.530299 + Penalty 15175.517500 = -13150615.012799 nChanged 946 Iteration 23Q (2730.530000 sec): 28 clusters Score: Raw -13166172.992601 + Penalty 15175.517500 = -13150997.475100 nChanged 681 Iteration 24Q (2736.990000 sec): 28 clusters Score: Raw -13166398.990421 + Penalty 15175.517500 = -13151223.472921 nChanged 541 Iteration 25Q (2743.450000 sec): 28 clusters Score: Raw -13166526.868689 + Penalty 15175.517500 = -13151351.351189 nChanged 452 Iteration 26Q (2750.380000 sec): 28 clusters Score: Raw -13166615.471698 + Penalty 15175.517500 = -13151439.954198 nChanged 397 Iteration 27Q (2757.840000 sec): 28 clusters Score: Raw -13166692.564464 + Penalty 15175.517500 = -13151517.046964 nChanged 406 Iteration 28Q (2764.290000 sec): 28 clusters Score: Raw -13166779.999086 + Penalty 15175.517500 = -13151604.481586 nChanged 432 Iteration 29Q (2772.590000 sec): 28 clusters Score: Raw -13166870.426488 + Penalty 15175.517500 = -13151694.908988 nChanged 459 Iteration 30Q (2780.010000 sec): 28 clusters Score: Raw -13166964.095693 + Penalty 15175.517500 = -13151788.578193 nChanged 501 Iteration 31Q (2787.090000 sec): 28 clusters Score: Raw -13167078.361137 + Penalty 15175.517500 = -13151902.843636 nChanged 523 Iteration 32Q (2793.430000 sec): 28 clusters Score: Raw -13167223.716069 + Penalty 15175.517500 = -13152048.198569 nChanged 555 Iteration 33Q (2800.470000 sec): 28 clusters Score: Raw -13167535.569649 + Penalty 15175.517500 = -13152360.052149 nChanged 524 Iteration 34Q (2810.040000 sec): 28 clusters Score: Raw -13167759.543005 + Penalty 15175.517500 = -13152584.025505 nChanged 530 Iteration 35Q (2818.240000 sec): 28 clusters Score: Raw -13167864.559995 + Penalty 15175.517500 = -13152689.042495 nChanged 516 Iteration 36Q (2826.350000 sec): 28 clusters Score: Raw -13167936.536273 + Penalty 15175.517500 = -13152761.018773 nChanged 495 Iteration 37Q (2835.970000 sec): 28 clusters Score: Raw -13168005.036567 + Penalty 15175.517500 = -13152829.519066 nChanged 501 Iteration 38Q (2844.930000 sec): 28 clusters Score: Raw -13168081.384188 + Penalty 15175.517500 = -13152905.866688 nChanged 508 Iteration 39Q (2856.420000 sec): 28 clusters Score: Raw -13168162.894504 + Penalty 15175.517500 = -13152987.377004 nChanged 504 Iteration 40F (2866.110000 sec): 28 clusters Score: Raw -13175453.510968 + Penalty 15175.517500 = -13160277.993468 nChanged 994 Iteration 41Q (2873.140000 sec): 28 clusters Score: Raw -13178118.599129 + Penalty 15175.517500 = -13162943.081628 nChanged 702 Iteration 42Q (2880.610000 sec): 28 clusters Score: Raw -13178597.149660 + Penalty 15175.517500 = -13163421.632160 nChanged 668 Iteration 43Q (2887.830000 sec): 28 clusters Score: Raw -13178874.857891 + Penalty 15175.517500 = -13163699.340391 nChanged 671 Iteration 44Q (2895.470000 sec): 28 clusters Score: Raw -13179105.281251 + Penalty 15175.517500 = -13163929.763751 nChanged 691 Iteration 45Q (2902.540000 sec): 28 clusters Score: Raw -13179264.602876 + Penalty 15175.517500 = -13164089.085376 nChanged 692 Iteration 46Q (2910.060000 sec): 28 clusters Score: Raw -13179424.720399 + Penalty 15175.517500 = -13164249.202899 nChanged 710 Iteration 47Q (2917.530000 sec): 28 clusters Score: Raw -13179592.108082 + Penalty 15175.517500 = -13164416.590581 nChanged 678 Iteration 48Q (2923.830000 sec): 28 clusters Score: Raw -13179769.723507 + Penalty 15175.517500 = -13164594.206007 nChanged 715 Iteration 49Q (2930.920000 sec): 28 clusters Score: Raw -13180014.352448 + Penalty 15175.517500 = -13164838.834948 nChanged 796 Iteration 50Q (2938.190000 sec): 28 clusters Score: Raw -13180377.688773 + Penalty 15175.517500 = -13165202.171272 nChanged 851 Iteration 51Q (2945.520000 sec): 28 clusters Score: Raw -13180670.497147 + Penalty 15175.517500 = -13165494.979647 nChanged 893 Iteration 52Q (2952.780000 sec): 28 clusters Score: Raw -13180951.969927 + Penalty 15175.517500 = -13165776.452427 nChanged 966 Iteration 53Q (2961.010000 sec): 28 clusters Score: Raw -13181293.595017 + Penalty 15175.517500 = -13166118.077516 nChanged 1044 Iteration 54Q (2970.890000 sec): 28 clusters Score: Raw -13181704.266137 + Penalty 15175.517500 = -13166528.748637 nChanged 1080 Iteration 55Q (2979.100000 sec): 28 clusters Score: Raw -13182184.049676 + Penalty 15175.517500 = -13167008.532176 nChanged 1109 Iteration 56Q (2986.910000 sec): 28 clusters Score: Raw -13182584.324025 + Penalty 15175.517500 = -13167408.806524 nChanged 1050 Iteration 57Q (2996.190000 sec): 28 clusters Score: Raw -13182916.193300 + Penalty 15175.517500 = -13167740.675800 nChanged 985 Iteration 58Q (3004.460000 sec): 28 clusters Score: Raw -13183193.146402 + Penalty 15175.517500 = -13168017.628901 nChanged 885 Writing temp clu file Because OldScore, -13167740.675800, is greater than current (better) Score,-13168017.628901 Compute initial score before splitting: Score: Raw -13183193.146402 + Penalty 15175.517500 = -13168017.628901 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3004.550000 sec): 2 clusters Score: Raw -17807.418441 + Penalty 262.458605 = -17544.959836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3004.750000 sec): 3 clusters Score: Raw -17726.212058 + Penalty 524.917211 = -17201.294848 nChanged 103 SP:Iteration 1F (3005.010000 sec): 3 clusters Score: Raw -17833.743731 + Penalty 524.917211 = -17308.826520 nChanged 34 SP:Iteration 2F (3005.150000 sec): 3 clusters Score: Raw -17866.252219 + Penalty 524.917211 = -17341.335008 nChanged 17 SP:Iteration 3F (3005.350000 sec): 3 clusters Score: Raw -17882.634397 + Penalty 524.917211 = -17357.717186 nChanged 12 SP:Iteration 4Q (3005.500000 sec): 3 clusters Score: Raw -17892.822748 + Penalty 524.917211 = -17367.905537 nChanged 10 SP:Iteration 5Q (3005.690000 sec): 3 clusters Score: Raw -17901.233505 + Penalty 524.917211 = -17376.316294 nChanged 3 SP:Iteration 6Q (3005.900000 sec): 3 clusters Score: Raw -17904.870661 + Penalty 524.917211 = -17379.953451 nChanged 1 SP:Iteration 7Q (3006.050000 sec): 3 clusters Score: Raw -17905.942166 + Penalty 524.917211 = -17381.024955 nChanged 1 SP:Iteration 8Q (3006.250000 sec): 3 clusters Score: Raw -17907.314429 + Penalty 524.917211 = -17382.397219 nChanged 2 SP:Iteration 9Q (3006.440000 sec): 3 clusters Score: Raw -17908.491421 + Penalty 524.917211 = -17383.574210 nChanged 2 SP:Iteration 10Q (3006.600000 sec): 3 clusters Score: Raw -17910.179407 + Penalty 524.917211 = -17385.262197 nChanged 2 SP:Iteration 11Q (3006.800000 sec): 3 clusters Score: Raw -17910.962992 + Penalty 524.917211 = -17386.045781 nChanged 0 SP:Iteration 12F (3006.950000 sec): 3 clusters Score: Raw -17910.962992 + Penalty 524.917211 = -17386.045781 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (1194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3007.100000 sec): 2 clusters Score: Raw -62645.470353 + Penalty 322.370425 = -62323.099928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3007.260000 sec): 3 clusters Score: Raw -62039.334400 + Penalty 644.740851 = -61394.593549 nChanged 483 SP:Iteration 1F (3007.450000 sec): 3 clusters Score: Raw -62382.476217 + Penalty 644.740851 = -61737.735366 nChanged 96 SP:Iteration 2F (3007.560000 sec): 3 clusters Score: Raw -62445.932132 + Penalty 644.740851 = -61801.191281 nChanged 71 SP:Iteration 3F (3007.770000 sec): 3 clusters Score: Raw -62508.034601 + Penalty 644.740851 = -61863.293750 nChanged 77 SP:Iteration 4F (3007.900000 sec): 3 clusters Score: Raw -62582.248837 + Penalty 644.740851 = -61937.507986 nChanged 76 SP:Iteration 5F (3008.040000 sec): 3 clusters Score: Raw -62656.782546 + Penalty 644.740851 = -62012.041695 nChanged 53 SP:Iteration 6Q (3008.180000 sec): 3 clusters Score: Raw -62709.108011 + Penalty 644.740851 = -62064.367160 nChanged 43 SP:Iteration 7Q (3008.370000 sec): 3 clusters Score: Raw -62746.571685 + Penalty 644.740851 = -62101.830834 nChanged 30 SP:Iteration 8Q (3008.550000 sec): 3 clusters Score: Raw -62775.053226 + Penalty 644.740851 = -62130.312375 nChanged 18 SP:Iteration 9Q (3008.750000 sec): 3 clusters Score: Raw -62789.436366 + Penalty 644.740851 = -62144.695515 nChanged 15 SP:Iteration 10Q (3008.900000 sec): 3 clusters Score: Raw -62797.509366 + Penalty 644.740851 = -62152.768515 nChanged 7 SP:Iteration 11Q (3009.060000 sec): 3 clusters Score: Raw -62800.048198 + Penalty 644.740851 = -62155.307347 nChanged 6 SP:Iteration 12Q (3009.190000 sec): 3 clusters Score: Raw -62802.337454 + Penalty 644.740851 = -62157.596603 nChanged 3 SP:Iteration 13Q (3009.320000 sec): 3 clusters Score: Raw -62803.436143 + Penalty 644.740851 = -62158.695292 nChanged 2 SP:Iteration 14Q (3009.440000 sec): 3 clusters Score: Raw -62804.798663 + Penalty 644.740851 = -62160.057812 nChanged 6 SP:Iteration 15Q (3009.560000 sec): 3 clusters Score: Raw -62807.843691 + Penalty 644.740851 = -62163.102840 nChanged 3 SP:Iteration 16Q (3009.680000 sec): 3 clusters Score: Raw -62810.111624 + Penalty 644.740851 = -62165.370773 nChanged 3 SP:Iteration 17Q (3009.790000 sec): 3 clusters Score: Raw -62812.421912 + Penalty 644.740851 = -62167.681062 nChanged 3 SP:Iteration 18Q (3009.910000 sec): 3 clusters Score: Raw -62814.615032 + Penalty 644.740851 = -62169.874181 nChanged 0 SP:Iteration 19F (3010.020000 sec): 3 clusters Score: Raw -62814.615032 + Penalty 644.740851 = -62169.874181 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (1617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3010.070000 sec): 2 clusters Score: Raw -94080.601134 + Penalty 336.168918 = -93744.432216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3010.190000 sec): 3 clusters Score: Raw -93281.299374 + Penalty 672.337835 = -92608.961539 nChanged 668 SP:Iteration 1F (3010.300000 sec): 3 clusters Score: Raw -93931.994784 + Penalty 672.337835 = -93259.656949 nChanged 245 SP:Iteration 2F (3010.420000 sec): 3 clusters Score: Raw -94305.211594 + Penalty 672.337835 = -93632.873759 nChanged 181 SP:Iteration 3F (3010.580000 sec): 3 clusters Score: Raw -94611.790047 + Penalty 672.337835 = -93939.452212 nChanged 112 SP:Iteration 4F (3010.720000 sec): 3 clusters Score: Raw -94798.289571 + Penalty 672.337835 = -94125.951735 nChanged 64 SP:Iteration 5Q (3010.850000 sec): 3 clusters Score: Raw -94873.919592 + Penalty 672.337835 = -94201.581757 nChanged 32 SP:Iteration 6Q (3011.040000 sec): 3 clusters Score: Raw -94910.686095 + Penalty 672.337835 = -94238.348260 nChanged 29 SP:Iteration 7Q (3011.250000 sec): 3 clusters Score: Raw -94950.781391 + Penalty 672.337835 = -94278.443556 nChanged 16 SP:Iteration 8Q (3011.390000 sec): 3 clusters Score: Raw -94981.851362 + Penalty 672.337835 = -94309.513527 nChanged 12 SP:Iteration 9Q (3011.560000 sec): 3 clusters Score: Raw -94998.845787 + Penalty 672.337835 = -94326.507951 nChanged 10 SP:Iteration 10Q (3011.710000 sec): 3 clusters Score: Raw -95002.732237 + Penalty 672.337835 = -94330.394401 nChanged 5 SP:Iteration 11Q (3011.870000 sec): 3 clusters Score: Raw -95004.931131 + Penalty 672.337835 = -94332.593296 nChanged 6 SP:Iteration 12Q (3012.030000 sec): 3 clusters Score: Raw -95007.177835 + Penalty 672.337835 = -94334.840000 nChanged 4 SP:Iteration 13Q (3012.200000 sec): 3 clusters Score: Raw -95008.701880 + Penalty 672.337835 = -94336.364045 nChanged 3 SP:Iteration 14Q (3012.350000 sec): 3 clusters Score: Raw -95009.686074 + Penalty 672.337835 = -94337.348239 nChanged 3 SP:Iteration 15Q (3012.520000 sec): 3 clusters Score: Raw -95010.306930 + Penalty 672.337835 = -94337.969095 nChanged 1 SP:Iteration 16Q (3012.700000 sec): 3 clusters Score: Raw -95010.538445 + Penalty 672.337835 = -94338.200610 nChanged 1 SP:Iteration 17Q (3012.860000 sec): 3 clusters Score: Raw -95010.637927 + Penalty 672.337835 = -94338.300092 nChanged 0 SP:Iteration 18F (3013.030000 sec): 3 clusters Score: Raw -95010.637927 + Penalty 672.337835 = -94338.300092 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 1.54 GB. Trying to split cluster 4 (13165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3013.110000 sec): 2 clusters Score: Raw -808107.083617 + Penalty 431.581927 = -807675.501690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3013.350000 sec): 3 clusters Score: Raw -799865.871218 + Penalty 863.163854 = -799002.707364 nChanged 6167 SP:Iteration 1F (3013.560000 sec): 3 clusters Score: Raw -803579.886678 + Penalty 863.163854 = -802716.722825 nChanged 924 SP:Iteration 2F (3013.790000 sec): 3 clusters Score: Raw -804114.435704 + Penalty 863.163854 = -803251.271851 nChanged 1001 SP:Iteration 3F (3014.050000 sec): 3 clusters Score: Raw -804722.734451 + Penalty 863.163854 = -803859.570597 nChanged 882 SP:Iteration 4F (3014.280000 sec): 3 clusters Score: Raw -805275.578898 + Penalty 863.163854 = -804412.415045 nChanged 777 SP:Iteration 5F (3014.450000 sec): 3 clusters Score: Raw -805798.181774 + Penalty 863.163854 = -804935.017920 nChanged 736 SP:Iteration 6F (3014.650000 sec): 3 clusters Score: Raw -806381.768658 + Penalty 863.163854 = -805518.604805 nChanged 680 SP:Iteration 7F (3014.840000 sec): 3 clusters Score: Raw -806981.960882 + Penalty 863.163854 = -806118.797028 nChanged 554 SP:Iteration 8Q (3015.080000 sec): 3 clusters Score: Raw -807504.142729 + Penalty 863.163854 = -806640.978876 nChanged 372 SP:Iteration 9Q (3015.310000 sec): 3 clusters Score: Raw -807863.707640 + Penalty 863.163854 = -807000.543786 nChanged 208 SP:Iteration 10Q (3015.550000 sec): 3 clusters Score: Raw -808047.113032 + Penalty 863.163854 = -807183.949178 nChanged 88 SP:Iteration 11Q (3015.750000 sec): 3 clusters Score: Raw -808124.686802 + Penalty 863.163854 = -807261.522949 nChanged 39 SP:Iteration 12Q (3016.010000 sec): 3 clusters Score: Raw -808166.470416 + Penalty 863.163854 = -807303.306562 nChanged 18 SP:Iteration 13Q (3016.180000 sec): 3 clusters Score: Raw -808183.836710 + Penalty 863.163854 = -807320.672856 nChanged 14 SP:Iteration 14Q (3016.340000 sec): 3 clusters Score: Raw -808203.195189 + Penalty 863.163854 = -807340.031336 nChanged 14 SP:Iteration 15Q (3016.530000 sec): 3 clusters Score: Raw -808229.934727 + Penalty 863.163854 = -807366.770874 nChanged 27 SP:Iteration 16Q (3016.750000 sec): 3 clusters Score: Raw -808285.255488 + Penalty 863.163854 = -807422.091635 nChanged 31 SP:Iteration 17Q (3016.940000 sec): 3 clusters Score: Raw -808350.495009 + Penalty 863.163854 = -807487.331155 nChanged 39 SP:Iteration 18Q (3017.150000 sec): 3 clusters Score: Raw -808418.121524 + Penalty 863.163854 = -807554.957670 nChanged 47 SP:Iteration 19Q (3017.330000 sec): 3 clusters Score: Raw -808503.730998 + Penalty 863.163854 = -807640.567144 nChanged 61 SP:Iteration 20F (3017.580000 sec): 3 clusters Score: Raw -808634.785059 + Penalty 863.163854 = -807771.621206 nChanged 70 SP:Iteration 21Q (3017.770000 sec): 3 clusters Score: Raw -808731.774101 + Penalty 863.163854 = -807868.610248 nChanged 50 SP:Iteration 22Q (3017.990000 sec): 3 clusters Score: Raw -808777.993519 + Penalty 863.163854 = -807914.829666 nChanged 30 SP:Iteration 23Q (3018.180000 sec): 3 clusters Score: Raw -808795.678928 + Penalty 863.163854 = -807932.515074 nChanged 21 SP:Iteration 24Q (3018.380000 sec): 3 clusters Score: Raw -808806.423615 + Penalty 863.163854 = -807943.259761 nChanged 11 SP:Iteration 25Q (3018.610000 sec): 3 clusters Score: Raw -808812.124922 + Penalty 863.163854 = -807948.961068 nChanged 15 SP:Iteration 26Q (3018.770000 sec): 3 clusters Score: Raw -808817.650609 + Penalty 863.163854 = -807954.486755 nChanged 10 SP:Iteration 27Q (3019.020000 sec): 3 clusters Score: Raw -808820.018769 + Penalty 863.163854 = -807956.854915 nChanged 4 SP:Iteration 28Q (3019.230000 sec): 3 clusters Score: Raw -808821.987088 + Penalty 863.163854 = -807958.823235 nChanged 4 SP:Iteration 29Q (3019.440000 sec): 3 clusters Score: Raw -808823.072647 + Penalty 863.163854 = -807959.908794 nChanged 1 SP:Iteration 30Q (3019.590000 sec): 3 clusters Score: Raw -808823.453084 + Penalty 863.163854 = -807960.289231 nChanged 2 SP:Iteration 31Q (3019.850000 sec): 3 clusters Score: Raw -808824.049001 + Penalty 863.163854 = -807960.885148 nChanged 2 SP:Iteration 32Q (3020.050000 sec): 3 clusters Score: Raw -808824.402424 + Penalty 863.163854 = -807961.238571 nChanged 0 SP:Iteration 33F (3020.250000 sec): 3 clusters Score: Raw -808826.652906 + Penalty 863.163854 = -807963.489052 nChanged 1 SP:Iteration 34Q (3020.510000 sec): 3 clusters Score: Raw -808828.040732 + Penalty 863.163854 = -807964.876878 nChanged 3 SP:Iteration 35Q (3020.740000 sec): 3 clusters Score: Raw -808829.052531 + Penalty 863.163854 = -807965.888677 nChanged 1 SP:Iteration 36Q (3020.910000 sec): 3 clusters Score: Raw -808829.455416 + Penalty 863.163854 = -807966.291562 nChanged 2 SP:Iteration 37Q (3021.130000 sec): 3 clusters Score: Raw -808830.159391 + Penalty 863.163854 = -807966.995537 nChanged 2 SP:Iteration 38Q (3021.300000 sec): 3 clusters Score: Raw -808831.041729 + Penalty 863.163854 = -807967.877875 nChanged 2 SP:Iteration 39Q (3021.510000 sec): 3 clusters Score: Raw -808831.636547 + Penalty 863.163854 = -807968.472694 nChanged 1 SP:Iteration 40F (3021.740000 sec): 3 clusters Score: Raw -808831.941929 + Penalty 863.163854 = -807968.778075 nChanged 1 SP:Iteration 41Q (3021.960000 sec): 3 clusters Score: Raw -808831.973207 + Penalty 863.163854 = -807968.809353 nChanged 0 SP:Iteration 42F (3022.190000 sec): 3 clusters Score: Raw -808831.973207 + Penalty 863.163854 = -807968.809353 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 1.54 GB. Trying to split cluster 5 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3022.320000 sec): 2 clusters Score: Raw -17891.095347 + Penalty 263.996386 = -17627.098961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3022.470000 sec): 3 clusters Score: Raw -17767.276286 + Penalty 527.992772 = -17239.283514 nChanged 110 SP:Iteration 1F (3022.660000 sec): 3 clusters Score: Raw -17869.179981 + Penalty 527.992772 = -17341.187209 nChanged 35 SP:Iteration 2F (3022.840000 sec): 3 clusters Score: Raw -17935.100092 + Penalty 527.992772 = -17407.107320 nChanged 24 SP:Iteration 3F (3023.000000 sec): 3 clusters Score: Raw -17969.548370 + Penalty 527.992772 = -17441.555597 nChanged 16 SP:Iteration 4Q (3023.180000 sec): 3 clusters Score: Raw -17996.386034 + Penalty 527.992772 = -17468.393262 nChanged 23 SP:Iteration 5F (3023.370000 sec): 3 clusters Score: Raw -18027.032637 + Penalty 527.992772 = -17499.039865 nChanged 11 SP:Iteration 6Q (3023.560000 sec): 3 clusters Score: Raw -18057.691546 + Penalty 527.992772 = -17529.698774 nChanged 9 SP:Iteration 7Q (3023.660000 sec): 3 clusters Score: Raw -18103.783485 + Penalty 527.992772 = -17575.790713 nChanged 8 SP:Iteration 8Q (3023.830000 sec): 3 clusters Score: Raw -18130.946945 + Penalty 527.992772 = -17602.954173 nChanged 2 SP:Iteration 9Q (3023.940000 sec): 3 clusters Score: Raw -18135.298377 + Penalty 527.992772 = -17607.305605 nChanged 2 SP:Iteration 10Q (3024.140000 sec): 3 clusters Score: Raw -18141.125927 + Penalty 527.992772 = -17613.133155 nChanged 3 SP:Iteration 11Q (3024.360000 sec): 3 clusters Score: Raw -18150.495218 + Penalty 527.992772 = -17622.502446 nChanged 1 SP:Iteration 12Q (3024.540000 sec): 3 clusters Score: Raw -18152.353432 + Penalty 527.992772 = -17624.360659 nChanged 0 SP:Iteration 13F (3024.780000 sec): 3 clusters Score: Raw -18152.353432 + Penalty 527.992772 = -17624.360659 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3024.850000 sec): 2 clusters Score: Raw -170417.212980 + Penalty 364.441139 = -170052.771841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.090000 sec): 3 clusters Score: Raw -168709.968188 + Penalty 728.882278 = -167981.085911 nChanged 1332 SP:Iteration 1F (3025.240000 sec): 3 clusters Score: Raw -169599.349702 + Penalty 728.882278 = -168870.467424 nChanged 277 SP:Iteration 2F (3025.430000 sec): 3 clusters Score: Raw -169802.275561 + Penalty 728.882278 = -169073.393283 nChanged 215 SP:Iteration 3F (3025.580000 sec): 3 clusters Score: Raw -169958.937311 + Penalty 728.882278 = -169230.055033 nChanged 192 SP:Iteration 4F (3025.740000 sec): 3 clusters Score: Raw -170094.292951 + Penalty 728.882278 = -169365.410674 nChanged 153 SP:Iteration 5F (3025.930000 sec): 3 clusters Score: Raw -170189.029219 + Penalty 728.882278 = -169460.146941 nChanged 118 SP:Iteration 6Q (3026.090000 sec): 3 clusters Score: Raw -170265.541093 + Penalty 728.882278 = -169536.658816 nChanged 106 SP:Iteration 7Q (3026.250000 sec): 3 clusters Score: Raw -170331.247940 + Penalty 728.882278 = -169602.365662 nChanged 81 SP:Iteration 8Q (3026.380000 sec): 3 clusters Score: Raw -170377.299195 + Penalty 728.882278 = -169648.416918 nChanged 57 SP:Iteration 9Q (3026.640000 sec): 3 clusters Score: Raw -170412.454693 + Penalty 728.882278 = -169683.572415 nChanged 54 SP:Iteration 10Q (3026.840000 sec): 3 clusters Score: Raw -170434.742975 + Penalty 728.882278 = -169705.860698 nChanged 45 SP:Iteration 11Q (3026.980000 sec): 3 clusters Score: Raw -170454.090306 + Penalty 728.882278 = -169725.208028 nChanged 45 SP:Iteration 12Q (3027.140000 sec): 3 clusters Score: Raw -170474.280628 + Penalty 728.882278 = -169745.398350 nChanged 38 SP:Iteration 13Q (3027.340000 sec): 3 clusters Score: Raw -170488.488747 + Penalty 728.882278 = -169759.606469 nChanged 32 SP:Iteration 14Q (3027.530000 sec): 3 clusters Score: Raw -170500.758826 + Penalty 728.882278 = -169771.876549 nChanged 47 SP:Iteration 15Q (3027.660000 sec): 3 clusters Score: Raw -170521.130840 + Penalty 728.882278 = -169792.248562 nChanged 40 SP:Iteration 16Q (3027.850000 sec): 3 clusters Score: Raw -170538.590092 + Penalty 728.882278 = -169809.707815 nChanged 39 SP:Iteration 17Q (3028.010000 sec): 3 clusters Score: Raw -170559.298261 + Penalty 728.882278 = -169830.415984 nChanged 27 SP:Iteration 18Q (3028.220000 sec): 3 clusters Score: Raw -170574.916753 + Penalty 728.882278 = -169846.034475 nChanged 17 SP:Iteration 19Q (3028.400000 sec): 3 clusters Score: Raw -170578.765429 + Penalty 728.882278 = -169849.883152 nChanged 6 SP:Iteration 20F (3028.560000 sec): 3 clusters Score: Raw -170580.080920 + Penalty 728.882278 = -169851.198643 nChanged 9 SP:Iteration 21Q (3028.740000 sec): 3 clusters Score: Raw -170581.973699 + Penalty 728.882278 = -169853.091421 nChanged 7 SP:Iteration 22Q (3028.930000 sec): 3 clusters Score: Raw -170583.629011 + Penalty 728.882278 = -169854.746733 nChanged 4 SP:Iteration 23Q (3029.090000 sec): 3 clusters Score: Raw -170584.798284 + Penalty 728.882278 = -169855.916006 nChanged 8 SP:Iteration 24Q (3029.280000 sec): 3 clusters Score: Raw -170589.867388 + Penalty 728.882278 = -169860.985110 nChanged 13 SP:Iteration 25Q (3029.470000 sec): 3 clusters Score: Raw -170597.580800 + Penalty 728.882278 = -169868.698522 nChanged 4 SP:Iteration 26Q (3029.620000 sec): 3 clusters Score: Raw -170598.888145 + Penalty 728.882278 = -169870.005867 nChanged 6 SP:Iteration 27Q (3029.850000 sec): 3 clusters Score: Raw -170600.558211 + Penalty 728.882278 = -169871.675934 nChanged 3 SP:Iteration 28Q (3030.040000 sec): 3 clusters Score: Raw -170601.555037 + Penalty 728.882278 = -169872.672759 nChanged 3 SP:Iteration 29Q (3030.180000 sec): 3 clusters Score: Raw -170602.521276 + Penalty 728.882278 = -169873.638998 nChanged 3 SP:Iteration 30Q (3030.370000 sec): 3 clusters Score: Raw -170603.492293 + Penalty 728.882278 = -169874.610016 nChanged 1 SP:Iteration 31Q (3030.540000 sec): 3 clusters Score: Raw -170603.820506 + Penalty 728.882278 = -169874.938229 nChanged 1 SP:Iteration 32Q (3030.740000 sec): 3 clusters Score: Raw -170604.460715 + Penalty 728.882278 = -169875.578437 nChanged 3 SP:Iteration 33Q (3030.860000 sec): 3 clusters Score: Raw -170605.581403 + Penalty 728.882278 = -169876.699126 nChanged 2 SP:Iteration 34Q (3031.010000 sec): 3 clusters Score: Raw -170606.373853 + Penalty 728.882278 = -169877.491576 nChanged 0 SP:Iteration 35F (3031.150000 sec): 3 clusters Score: Raw -170606.373853 + Penalty 728.882278 = -169877.491576 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (162198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3031.830000 sec): 2 clusters Score: Raw -9619181.469349 + Penalty 545.844076 = -9618635.625274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.580000 sec): 3 clusters Score: Raw -9509803.475950 + Penalty 1091.688151 = -9508711.787799 nChanged 79749 SP:Iteration 1F (3033.590000 sec): 3 clusters Score: Raw -9559159.908899 + Penalty 1091.688151 = -9558068.220748 nChanged 6104 SP:Iteration 2Q (3034.450000 sec): 3 clusters Score: Raw -9561221.538826 + Penalty 1091.688151 = -9560129.850675 nChanged 7183 SP:Iteration 3Q (3035.390000 sec): 3 clusters Score: Raw -9564319.697279 + Penalty 1091.688151 = -9563228.009128 nChanged 8382 SP:Iteration 4F (3036.220000 sec): 3 clusters Score: Raw -9569167.262070 + Penalty 1091.688151 = -9568075.573919 nChanged 9732 SP:Iteration 5F (3037.270000 sec): 3 clusters Score: Raw -9576138.809869 + Penalty 1091.688151 = -9575047.121718 nChanged 10381 SP:Iteration 6F (3038.070000 sec): 3 clusters Score: Raw -9583754.158421 + Penalty 1091.688151 = -9582662.470270 nChanged 9011 SP:Iteration 7F (3038.880000 sec): 3 clusters Score: Raw -9588526.542771 + Penalty 1091.688151 = -9587434.854620 nChanged 5834 SP:Iteration 8Q (3039.860000 sec): 3 clusters Score: Raw -9590101.463595 + Penalty 1091.688151 = -9589009.775444 nChanged 2923 SP:Iteration 9Q (3040.750000 sec): 3 clusters Score: Raw -9590486.315603 + Penalty 1091.688151 = -9589394.627452 nChanged 1533 SP:Iteration 10Q (3041.630000 sec): 3 clusters Score: Raw -9590644.466166 + Penalty 1091.688151 = -9589552.778015 nChanged 1126 SP:Iteration 11Q (3042.590000 sec): 3 clusters Score: Raw -9590765.954195 + Penalty 1091.688151 = -9589674.266043 nChanged 1062 SP:Iteration 12Q (3043.420000 sec): 3 clusters Score: Raw -9590884.752841 + Penalty 1091.688151 = -9589793.064690 nChanged 1043 SP:Iteration 13Q (3044.420000 sec): 3 clusters Score: Raw -9591002.204505 + Penalty 1091.688151 = -9589910.516354 nChanged 1065 SP:Iteration 14Q (3045.360000 sec): 3 clusters Score: Raw -9591124.915394 + Penalty 1091.688151 = -9590033.227243 nChanged 1083 SP:Iteration 15Q (3046.120000 sec): 3 clusters Score: Raw -9591257.863283 + Penalty 1091.688151 = -9590166.175132 nChanged 1140 SP:Iteration 16Q (3047.080000 sec): 3 clusters Score: Raw -9591409.133171 + Penalty 1091.688151 = -9590317.445020 nChanged 1181 SP:Iteration 17Q (3047.890000 sec): 3 clusters Score: Raw -9591555.650983 + Penalty 1091.688151 = -9590463.962832 nChanged 1194 SP:Iteration 18Q (3048.920000 sec): 3 clusters Score: Raw -9591705.746446 + Penalty 1091.688151 = -9590614.058295 nChanged 1233 SP:Iteration 19Q (3049.980000 sec): 3 clusters Score: Raw -9591872.778472 + Penalty 1091.688151 = -9590781.090321 nChanged 1356 SP:Iteration 20F (3050.850000 sec): 3 clusters Score: Raw -9592079.807652 + Penalty 1091.688151 = -9590988.119501 nChanged 1419 SP:Iteration 21Q (3051.760000 sec): 3 clusters Score: Raw -9592310.409594 + Penalty 1091.688151 = -9591218.721442 nChanged 1525 SP:Iteration 22Q (3052.590000 sec): 3 clusters Score: Raw -9592595.171917 + Penalty 1091.688151 = -9591503.483765 nChanged 1686 SP:Iteration 23Q (3053.600000 sec): 3 clusters Score: Raw -9592921.072113 + Penalty 1091.688151 = -9591829.383962 nChanged 1738 SP:Iteration 24Q (3054.320000 sec): 3 clusters Score: Raw -9593278.011582 + Penalty 1091.688151 = -9592186.323431 nChanged 1896 SP:Iteration 25Q (3055.290000 sec): 3 clusters Score: Raw -9593699.416322 + Penalty 1091.688151 = -9592607.728171 nChanged 2052 SP:Iteration 26Q (3055.970000 sec): 3 clusters Score: Raw -9594190.017656 + Penalty 1091.688151 = -9593098.329505 nChanged 2193 SP:Iteration 27Q (3056.960000 sec): 3 clusters Score: Raw -9594734.541793 + Penalty 1091.688151 = -9593642.853642 nChanged 2302 SP:Iteration 28Q (3057.870000 sec): 3 clusters Score: Raw -9595355.128629 + Penalty 1091.688151 = -9594263.440478 nChanged 2518 SP:Iteration 29Q (3058.970000 sec): 3 clusters Score: Raw -9596087.068820 + Penalty 1091.688151 = -9594995.380669 nChanged 2561 SP:Iteration 30Q (3059.630000 sec): 3 clusters Score: Raw -9596851.127573 + Penalty 1091.688151 = -9595759.439421 nChanged 2640 SP:Iteration 31Q (3060.430000 sec): 3 clusters Score: Raw -9597662.379668 + Penalty 1091.688151 = -9596570.691517 nChanged 2689 SP:Iteration 32Q (3061.410000 sec): 3 clusters Score: Raw -9598533.405380 + Penalty 1091.688151 = -9597441.717229 nChanged 2737 SP:Iteration 33Q (3062.200000 sec): 3 clusters Score: Raw -9599433.892639 + Penalty 1091.688151 = -9598342.204488 nChanged 2875 SP:Iteration 34Q (3063.100000 sec): 3 clusters Score: Raw -9600417.021854 + Penalty 1091.688151 = -9599325.333702 nChanged 2903 SP:Iteration 35Q (3064.010000 sec): 3 clusters Score: Raw -9601418.709774 + Penalty 1091.688151 = -9600327.021622 nChanged 2792 SP:Iteration 36Q (3064.780000 sec): 3 clusters Score: Raw -9602399.007947 + Penalty 1091.688151 = -9601307.319795 nChanged 2756 SP:Iteration 37Q (3065.730000 sec): 3 clusters Score: Raw -9603379.670913 + Penalty 1091.688151 = -9602287.982761 nChanged 2822 SP:Iteration 38Q (3066.430000 sec): 3 clusters Score: Raw -9604418.515139 + Penalty 1091.688151 = -9603326.826987 nChanged 2763 SP:Iteration 39Q (3067.490000 sec): 3 clusters Score: Raw -9605470.972547 + Penalty 1091.688151 = -9604379.284396 nChanged 2795 SP:Iteration 40F (3068.390000 sec): 3 clusters Score: Raw -9606672.474853 + Penalty 1091.688151 = -9605580.786702 nChanged 2896 SP:Iteration 41Q (3069.340000 sec): 3 clusters Score: Raw -9607982.351436 + Penalty 1091.688151 = -9606890.663284 nChanged 2731 SP:Iteration 42Q (3070.010000 sec): 3 clusters Score: Raw -9609278.599908 + Penalty 1091.688151 = -9608186.911757 nChanged 2679 SP:Iteration 43Q (3071.050000 sec): 3 clusters Score: Raw -9610620.023188 + Penalty 1091.688151 = -9609528.335037 nChanged 2535 SP:Iteration 44Q (3071.750000 sec): 3 clusters Score: Raw -9611977.087102 + Penalty 1091.688151 = -9610885.398951 nChanged 2378 SP:Iteration 45Q (3072.790000 sec): 3 clusters Score: Raw -9613333.262981 + Penalty 1091.688151 = -9612241.574830 nChanged 2135 SP:Iteration 46Q (3073.530000 sec): 3 clusters Score: Raw -9614614.082181 + Penalty 1091.688151 = -9613522.394030 nChanged 1845 SP:Iteration 47Q (3074.350000 sec): 3 clusters Score: Raw -9615763.779474 + Penalty 1091.688151 = -9614672.091323 nChanged 1493 SP:Iteration 48Q (3075.030000 sec): 3 clusters Score: Raw -9616707.533146 + Penalty 1091.688151 = -9615615.844995 nChanged 1248 SP:Iteration 49Q (3075.830000 sec): 3 clusters Score: Raw -9617533.282707 + Penalty 1091.688151 = -9616441.594556 nChanged 919 SP:Iteration 50Q (3076.480000 sec): 3 clusters Score: Raw -9618170.280396 + Penalty 1091.688151 = -9617078.592245 nChanged 656 SP:Iteration 51Q (3077.240000 sec): 3 clusters Score: Raw -9618646.381672 + Penalty 1091.688151 = -9617554.693521 nChanged 421 SP:Iteration 52Q (3078.180000 sec): 3 clusters Score: Raw -9618962.139061 + Penalty 1091.688151 = -9617870.450910 nChanged 198 SP:Iteration 53Q (3078.840000 sec): 3 clusters Score: Raw -9619104.855483 + Penalty 1091.688151 = -9618013.167332 nChanged 93 SP:Iteration 54Q (3079.820000 sec): 3 clusters Score: Raw -9619176.963455 + Penalty 1091.688151 = -9618085.275304 nChanged 47 SP:Iteration 55Q (3080.530000 sec): 3 clusters Score: Raw -9619208.717462 + Penalty 1091.688151 = -9618117.029311 nChanged 26 SP:Iteration 56Q (3081.380000 sec): 3 clusters Score: Raw -9619227.829542 + Penalty 1091.688151 = -9618136.141391 nChanged 15 SP:Iteration 57Q (3082.220000 sec): 3 clusters Score: Raw -9619236.952711 + Penalty 1091.688151 = -9618145.264560 nChanged 11 SP:Iteration 58Q (3082.870000 sec): 3 clusters Score: Raw -9619248.722564 + Penalty 1091.688151 = -9618157.034412 nChanged 8 SP:Iteration 59Q (3083.580000 sec): 3 clusters Score: Raw -9619253.132855 + Penalty 1091.688151 = -9618161.444704 nChanged 8 SP:Iteration 60F (3084.690000 sec): 3 clusters Score: Raw -9619259.286831 + Penalty 1091.688151 = -9618167.598680 nChanged 5 SP:Iteration 61Q (3085.610000 sec): 3 clusters Score: Raw -9619263.249839 + Penalty 1091.688151 = -9618171.561687 nChanged 1 SP:Iteration 62Q (3086.300000 sec): 3 clusters Score: Raw -9619263.691503 + Penalty 1091.688151 = -9618172.003352 nChanged 0 SP:Iteration 63F (3087.300000 sec): 3 clusters Score: Raw -9619263.691503 + Penalty 1091.688151 = -9618172.003352 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3087.490000 sec): 2 clusters Score: Raw -46611.521087 + Penalty 303.921763 = -46307.599324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3087.620000 sec): 3 clusters Score: Raw -46242.269185 + Penalty 607.843526 = -45634.425660 nChanged 290 SP:Iteration 1F (3087.780000 sec): 3 clusters Score: Raw -46434.408587 + Penalty 607.843526 = -45826.565061 nChanged 57 SP:Iteration 2F (3087.940000 sec): 3 clusters Score: Raw -46461.605485 + Penalty 607.843526 = -45853.761959 nChanged 18 SP:Iteration 3Q (3088.120000 sec): 3 clusters Score: Raw -46469.099858 + Penalty 607.843526 = -45861.256332 nChanged 15 SP:Iteration 4Q (3088.250000 sec): 3 clusters Score: Raw -46476.277369 + Penalty 607.843526 = -45868.433843 nChanged 15 SP:Iteration 5Q (3088.400000 sec): 3 clusters Score: Raw -46484.524961 + Penalty 607.843526 = -45876.681435 nChanged 13 SP:Iteration 6Q (3088.560000 sec): 3 clusters Score: Raw -46493.923711 + Penalty 607.843526 = -45886.080185 nChanged 12 SP:Iteration 7Q (3088.690000 sec): 3 clusters Score: Raw -46500.258067 + Penalty 607.843526 = -45892.414541 nChanged 16 SP:Iteration 8Q (3088.820000 sec): 3 clusters Score: Raw -46509.007004 + Penalty 607.843526 = -45901.163478 nChanged 18 SP:Iteration 9Q (3089.010000 sec): 3 clusters Score: Raw -46518.776708 + Penalty 607.843526 = -45910.933182 nChanged 20 SP:Iteration 10Q (3089.170000 sec): 3 clusters Score: Raw -46530.520447 + Penalty 607.843526 = -45922.676921 nChanged 16 SP:Iteration 11Q (3089.340000 sec): 3 clusters Score: Raw -46540.175788 + Penalty 607.843526 = -45932.332262 nChanged 17 SP:Iteration 12Q (3089.480000 sec): 3 clusters Score: Raw -46551.534998 + Penalty 607.843526 = -45943.691472 nChanged 13 SP:Iteration 13Q (3089.650000 sec): 3 clusters Score: Raw -46559.824742 + Penalty 607.843526 = -45951.981216 nChanged 12 SP:Iteration 14Q (3089.810000 sec): 3 clusters Score: Raw -46565.641881 + Penalty 607.843526 = -45957.798355 nChanged 11 SP:Iteration 15Q (3090.010000 sec): 3 clusters Score: Raw -46570.200682 + Penalty 607.843526 = -45962.357156 nChanged 9 SP:Iteration 16Q (3090.170000 sec): 3 clusters Score: Raw -46573.924020 + Penalty 607.843526 = -45966.080494 nChanged 14 SP:Iteration 17Q (3090.330000 sec): 3 clusters Score: Raw -46583.328017 + Penalty 607.843526 = -45975.484491 nChanged 13 SP:Iteration 18Q (3090.490000 sec): 3 clusters Score: Raw -46590.304739 + Penalty 607.843526 = -45982.461213 nChanged 13 SP:Iteration 19Q (3090.640000 sec): 3 clusters Score: Raw -46602.294479 + Penalty 607.843526 = -45994.450953 nChanged 15 SP:Iteration 20F (3090.810000 sec): 3 clusters Score: Raw -46611.889759 + Penalty 607.843526 = -46004.046233 nChanged 10 SP:Iteration 21Q (3090.940000 sec): 3 clusters Score: Raw -46620.766719 + Penalty 607.843526 = -46012.923193 nChanged 11 SP:Iteration 22Q (3091.070000 sec): 3 clusters Score: Raw -46628.315183 + Penalty 607.843526 = -46020.471657 nChanged 6 SP:Iteration 23Q (3091.210000 sec): 3 clusters Score: Raw -46631.749194 + Penalty 607.843526 = -46023.905668 nChanged 5 SP:Iteration 24Q (3091.330000 sec): 3 clusters Score: Raw -46638.211875 + Penalty 607.843526 = -46030.368349 nChanged 6 SP:Iteration 25Q (3091.470000 sec): 3 clusters Score: Raw -46644.837205 + Penalty 607.843526 = -46036.993679 nChanged 4 SP:Iteration 26Q (3091.600000 sec): 3 clusters Score: Raw -46649.373471 + Penalty 607.843526 = -46041.529945 nChanged 5 SP:Iteration 27Q (3091.730000 sec): 3 clusters Score: Raw -46653.433285 + Penalty 607.843526 = -46045.589759 nChanged 2 SP:Iteration 28Q (3091.890000 sec): 3 clusters Score: Raw -46655.050545 + Penalty 607.843526 = -46047.207019 nChanged 2 SP:Iteration 29Q (3092.050000 sec): 3 clusters Score: Raw -46655.654580 + Penalty 607.843526 = -46047.811054 nChanged 1 SP:Iteration 30Q (3092.250000 sec): 3 clusters Score: Raw -46656.151607 + Penalty 607.843526 = -46048.308081 nChanged 1 SP:Iteration 31Q (3092.420000 sec): 3 clusters Score: Raw -46656.399941 + Penalty 607.843526 = -46048.556415 nChanged 0 SP:Iteration 32F (3092.550000 sec): 3 clusters Score: Raw -46656.399941 + Penalty 607.843526 = -46048.556415 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3092.620000 sec): 2 clusters Score: Raw -28412.698413 + Penalty 290.984403 = -28121.714010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3092.750000 sec): 3 clusters Score: Raw -28170.128788 + Penalty 581.968805 = -27588.159983 nChanged 229 SP:Iteration 1F (3092.880000 sec): 3 clusters Score: Raw -28631.702481 + Penalty 581.968805 = -28049.733676 nChanged 87 SP:Iteration 2F (3093.010000 sec): 3 clusters Score: Raw -29031.568271 + Penalty 581.968805 = -28449.599465 nChanged 56 SP:Iteration 3F (3093.140000 sec): 3 clusters Score: Raw -29324.061737 + Penalty 581.968805 = -28742.092932 nChanged 41 SP:Iteration 4F (3093.270000 sec): 3 clusters Score: Raw -29444.152695 + Penalty 581.968805 = -28862.183890 nChanged 17 SP:Iteration 5Q (3093.410000 sec): 3 clusters Score: Raw -29485.128245 + Penalty 581.968805 = -28903.159440 nChanged 14 SP:Iteration 6Q (3093.540000 sec): 3 clusters Score: Raw -29540.442476 + Penalty 581.968805 = -28958.473670 nChanged 8 SP:Iteration 7Q (3093.680000 sec): 3 clusters Score: Raw -29578.251476 + Penalty 581.968805 = -28996.282671 nChanged 6 SP:Iteration 8Q (3093.830000 sec): 3 clusters Score: Raw -29596.081781 + Penalty 581.968805 = -29014.112976 nChanged 6 SP:Iteration 9Q (3094.040000 sec): 3 clusters Score: Raw -29606.640042 + Penalty 581.968805 = -29024.671236 nChanged 1 SP:Iteration 10Q (3094.210000 sec): 3 clusters Score: Raw -29606.949637 + Penalty 581.968805 = -29024.980831 nChanged 0 SP:Iteration 11F (3094.410000 sec): 3 clusters Score: Raw -29606.949637 + Penalty 581.968805 = -29024.980831 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 1.54 GB. Trying to split cluster 10 (281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3094.470000 sec): 2 clusters Score: Raw -14294.988296 + Penalty 256.545137 = -14038.443158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3094.590000 sec): 3 clusters Score: Raw -14198.461090 + Penalty 513.090275 = -13685.370815 nChanged 94 SP:Iteration 1F (3094.720000 sec): 3 clusters Score: Raw -14355.485857 + Penalty 513.090275 = -13842.395582 nChanged 30 SP:Iteration 2F (3094.850000 sec): 3 clusters Score: Raw -14424.434946 + Penalty 513.090275 = -13911.344671 nChanged 19 SP:Iteration 3F (3094.980000 sec): 3 clusters Score: Raw -14495.432917 + Penalty 513.090275 = -13982.342642 nChanged 14 SP:Iteration 4Q (3095.110000 sec): 3 clusters Score: Raw -14542.599947 + Penalty 513.090275 = -14029.509672 nChanged 7 SP:Iteration 5Q (3095.230000 sec): 3 clusters Score: Raw -14571.160959 + Penalty 513.090275 = -14058.070684 nChanged 4 SP:Iteration 6Q (3095.360000 sec): 3 clusters Score: Raw -14577.795294 + Penalty 513.090275 = -14064.705019 nChanged 5 SP:Iteration 7Q (3095.490000 sec): 3 clusters Score: Raw -14585.513112 + Penalty 513.090275 = -14072.422837 nChanged 2 SP:Iteration 8Q (3095.680000 sec): 3 clusters Score: Raw -14588.743735 + Penalty 513.090275 = -14075.653460 nChanged 1 SP:Iteration 9Q (3095.850000 sec): 3 clusters Score: Raw -14590.075008 + Penalty 513.090275 = -14076.984733 nChanged 1 SP:Iteration 10Q (3096.010000 sec): 3 clusters Score: Raw -14591.713866 + Penalty 513.090275 = -14078.623592 nChanged 0 SP:Iteration 11F (3096.200000 sec): 3 clusters Score: Raw -14591.713866 + Penalty 513.090275 = -14078.623592 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 1.54 GB. Trying to split cluster 11 (1558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3096.290000 sec): 2 clusters Score: Raw -82922.491102 + Penalty 334.477699 = -82588.013403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3096.440000 sec): 3 clusters Score: Raw -82105.375909 + Penalty 668.955399 = -81436.420510 nChanged 649 SP:Iteration 1F (3096.580000 sec): 3 clusters Score: Raw -82806.657026 + Penalty 668.955399 = -82137.701627 nChanged 200 SP:Iteration 2F (3096.790000 sec): 3 clusters Score: Raw -83030.986072 + Penalty 668.955399 = -82362.030673 nChanged 147 SP:Iteration 3F (3096.930000 sec): 3 clusters Score: Raw -83171.338926 + Penalty 668.955399 = -82502.383528 nChanged 78 SP:Iteration 4F (3097.110000 sec): 3 clusters Score: Raw -83237.601085 + Penalty 668.955399 = -82568.645687 nChanged 42 SP:Iteration 5Q (3097.230000 sec): 3 clusters Score: Raw -83273.289974 + Penalty 668.955399 = -82604.334575 nChanged 32 SP:Iteration 6Q (3097.410000 sec): 3 clusters Score: Raw -83298.768399 + Penalty 668.955399 = -82629.813000 nChanged 19 SP:Iteration 7Q (3097.570000 sec): 3 clusters Score: Raw -83317.596880 + Penalty 668.955399 = -82648.641482 nChanged 18 SP:Iteration 8Q (3097.790000 sec): 3 clusters Score: Raw -83350.542811 + Penalty 668.955399 = -82681.587412 nChanged 18 SP:Iteration 9Q (3097.960000 sec): 3 clusters Score: Raw -83374.704839 + Penalty 668.955399 = -82705.749440 nChanged 13 SP:Iteration 10Q (3098.140000 sec): 3 clusters Score: Raw -83385.574701 + Penalty 668.955399 = -82716.619302 nChanged 10 SP:Iteration 11Q (3098.250000 sec): 3 clusters Score: Raw -83397.451335 + Penalty 668.955399 = -82728.495937 nChanged 6 SP:Iteration 12Q (3098.380000 sec): 3 clusters Score: Raw -83407.679318 + Penalty 668.955399 = -82738.723919 nChanged 7 SP:Iteration 13Q (3098.510000 sec): 3 clusters Score: Raw -83413.588384 + Penalty 668.955399 = -82744.632985 nChanged 6 SP:Iteration 14Q (3098.640000 sec): 3 clusters Score: Raw -83416.495353 + Penalty 668.955399 = -82747.539954 nChanged 4 SP:Iteration 15Q (3098.760000 sec): 3 clusters Score: Raw -83419.611585 + Penalty 668.955399 = -82750.656187 nChanged 5 SP:Iteration 16Q (3098.890000 sec): 3 clusters Score: Raw -83427.574958 + Penalty 668.955399 = -82758.619559 nChanged 5 SP:Iteration 17Q (3099.020000 sec): 3 clusters Score: Raw -83434.512586 + Penalty 668.955399 = -82765.557188 nChanged 6 SP:Iteration 18Q (3099.150000 sec): 3 clusters Score: Raw -83437.193633 + Penalty 668.955399 = -82768.238234 nChanged 2 SP:Iteration 19Q (3099.310000 sec): 3 clusters Score: Raw -83440.989423 + Penalty 668.955399 = -82772.034024 nChanged 4 SP:Iteration 20F (3099.470000 sec): 3 clusters Score: Raw -83442.372618 + Penalty 668.955399 = -82773.417220 nChanged 5 SP:Iteration 21Q (3099.670000 sec): 3 clusters Score: Raw -83446.559012 + Penalty 668.955399 = -82777.603614 nChanged 6 SP:Iteration 22Q (3099.860000 sec): 3 clusters Score: Raw -83452.618050 + Penalty 668.955399 = -82783.662651 nChanged 6 SP:Iteration 23Q (3100.050000 sec): 3 clusters Score: Raw -83460.671241 + Penalty 668.955399 = -82791.715842 nChanged 12 SP:Iteration 24Q (3100.190000 sec): 3 clusters Score: Raw -83467.459453 + Penalty 668.955399 = -82798.504055 nChanged 7 SP:Iteration 25Q (3100.310000 sec): 3 clusters Score: Raw -83470.451335 + Penalty 668.955399 = -82801.495936 nChanged 5 SP:Iteration 26Q (3100.440000 sec): 3 clusters Score: Raw -83471.470821 + Penalty 668.955399 = -82802.515423 nChanged 2 SP:Iteration 27Q (3100.570000 sec): 3 clusters Score: Raw -83471.902878 + Penalty 668.955399 = -82802.947479 nChanged 1 SP:Iteration 28Q (3100.700000 sec): 3 clusters Score: Raw -83472.108772 + Penalty 668.955399 = -82803.153373 nChanged 0 SP:Iteration 29F (3100.870000 sec): 3 clusters Score: Raw -83472.108772 + Penalty 668.955399 = -82803.153373 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 1.54 GB. Trying to split cluster 12 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.950000 sec): 2 clusters Score: Raw -28160.591753 + Penalty 284.636627 = -27875.955126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3101.110000 sec): 3 clusters Score: Raw -27957.134995 + Penalty 569.273254 = -27387.861741 nChanged 185 SP:Iteration 1F (3101.260000 sec): 3 clusters Score: Raw -28196.626506 + Penalty 569.273254 = -27627.353252 nChanged 69 SP:Iteration 2F (3101.430000 sec): 3 clusters Score: Raw -28312.240136 + Penalty 569.273254 = -27742.966882 nChanged 46 SP:Iteration 3F (3101.570000 sec): 3 clusters Score: Raw -28412.069232 + Penalty 569.273254 = -27842.795979 nChanged 28 SP:Iteration 4F (3101.770000 sec): 3 clusters Score: Raw -28615.142879 + Penalty 569.273254 = -28045.869625 nChanged 32 SP:Iteration 5F (3101.910000 sec): 3 clusters Score: Raw -28801.118544 + Penalty 569.273254 = -28231.845290 nChanged 46 SP:Iteration 6F (3102.110000 sec): 3 clusters Score: Raw -28955.246190 + Penalty 569.273254 = -28385.972936 nChanged 21 SP:Iteration 7Q (3102.260000 sec): 3 clusters Score: Raw -29193.697584 + Penalty 569.273254 = -28624.424330 nChanged 3 SP:Iteration 8Q (3102.410000 sec): 3 clusters Score: Raw -29282.397446 + Penalty 569.273254 = -28713.124192 nChanged 0 SP:Iteration 9F (3102.510000 sec): 3 clusters Score: Raw -29282.397446 + Penalty 569.273254 = -28713.124192 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 1.54 GB. Trying to split cluster 13 (14378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3102.650000 sec): 2 clusters Score: Raw -890733.850710 + Penalty 435.592182 = -890298.258528 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.850000 sec): 3 clusters Score: Raw -881665.670961 + Penalty 871.184363 = -880794.486597 nChanged 6782 SP:Iteration 1F (3103.110000 sec): 3 clusters Score: Raw -885796.779592 + Penalty 871.184363 = -884925.595229 nChanged 1072 SP:Iteration 2F (3103.310000 sec): 3 clusters Score: Raw -886462.506212 + Penalty 871.184363 = -885591.321849 nChanged 1206 SP:Iteration 3F (3103.540000 sec): 3 clusters Score: Raw -887440.805824 + Penalty 871.184363 = -886569.621461 nChanged 1250 SP:Iteration 4F (3103.780000 sec): 3 clusters Score: Raw -888632.419185 + Penalty 871.184363 = -887761.234822 nChanged 1013 SP:Iteration 5F (3104.000000 sec): 3 clusters Score: Raw -889669.431357 + Penalty 871.184363 = -888798.246994 nChanged 600 SP:Iteration 6Q (3104.160000 sec): 3 clusters Score: Raw -890299.496491 + Penalty 871.184363 = -889428.312128 nChanged 294 SP:Iteration 7Q (3104.300000 sec): 3 clusters Score: Raw -890623.342876 + Penalty 871.184363 = -889752.158513 nChanged 81 SP:Iteration 8Q (3104.440000 sec): 3 clusters Score: Raw -890725.337574 + Penalty 871.184363 = -889854.153211 nChanged 30 SP:Iteration 9Q (3104.580000 sec): 3 clusters Score: Raw -890764.067598 + Penalty 871.184363 = -889892.883235 nChanged 21 SP:Iteration 10Q (3104.790000 sec): 3 clusters Score: Raw -890787.036633 + Penalty 871.184363 = -889915.852270 nChanged 14 SP:Iteration 11Q (3104.970000 sec): 3 clusters Score: Raw -890798.246344 + Penalty 871.184363 = -889927.061981 nChanged 8 SP:Iteration 12Q (3105.160000 sec): 3 clusters Score: Raw -890805.493483 + Penalty 871.184363 = -889934.309120 nChanged 4 SP:Iteration 13Q (3105.360000 sec): 3 clusters Score: Raw -890814.039476 + Penalty 871.184363 = -889942.855113 nChanged 6 SP:Iteration 14Q (3105.610000 sec): 3 clusters Score: Raw -890819.337862 + Penalty 871.184363 = -889948.153499 nChanged 3 SP:Iteration 15Q (3105.750000 sec): 3 clusters Score: Raw -890822.687347 + Penalty 871.184363 = -889951.502984 nChanged 3 SP:Iteration 16Q (3105.940000 sec): 3 clusters Score: Raw -890824.304404 + Penalty 871.184363 = -889953.120041 nChanged 1 SP:Iteration 17Q (3106.090000 sec): 3 clusters Score: Raw -890824.373275 + Penalty 871.184363 = -889953.188912 nChanged 0 SP:Iteration 18F (3106.330000 sec): 3 clusters Score: Raw -890824.373275 + Penalty 871.184363 = -889953.188912 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3106.430000 sec): 2 clusters Score: Raw -808438.929339 + Penalty 434.444927 = -808004.484412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3106.620000 sec): 3 clusters Score: Raw -799568.875831 + Penalty 868.889855 = -798699.985976 nChanged 6590 SP:Iteration 1F (3106.820000 sec): 3 clusters Score: Raw -803638.185752 + Penalty 868.889855 = -802769.295897 nChanged 887 SP:Iteration 2F (3107.050000 sec): 3 clusters Score: Raw -804135.525310 + Penalty 868.889855 = -803266.635456 nChanged 928 SP:Iteration 3F (3107.240000 sec): 3 clusters Score: Raw -804730.121846 + Penalty 868.889855 = -803861.231991 nChanged 932 SP:Iteration 4F (3107.460000 sec): 3 clusters Score: Raw -805433.295368 + Penalty 868.889855 = -804564.405513 nChanged 863 SP:Iteration 5F (3107.670000 sec): 3 clusters Score: Raw -806124.274728 + Penalty 868.889855 = -805255.384873 nChanged 737 SP:Iteration 6F (3107.860000 sec): 3 clusters Score: Raw -806677.306204 + Penalty 868.889855 = -805808.416349 nChanged 511 SP:Iteration 7Q (3108.040000 sec): 3 clusters Score: Raw -807008.934907 + Penalty 868.889855 = -806140.045053 nChanged 378 SP:Iteration 8Q (3108.230000 sec): 3 clusters Score: Raw -807217.559583 + Penalty 868.889855 = -806348.669729 nChanged 309 SP:Iteration 9Q (3108.410000 sec): 3 clusters Score: Raw -807395.245385 + Penalty 868.889855 = -806526.355530 nChanged 322 SP:Iteration 10Q (3108.600000 sec): 3 clusters Score: Raw -807602.806918 + Penalty 868.889855 = -806733.917064 nChanged 312 SP:Iteration 11Q (3108.850000 sec): 3 clusters Score: Raw -807831.881343 + Penalty 868.889855 = -806962.991488 nChanged 311 SP:Iteration 12Q (3109.060000 sec): 3 clusters Score: Raw -808067.782827 + Penalty 868.889855 = -807198.892973 nChanged 256 SP:Iteration 13Q (3109.270000 sec): 3 clusters Score: Raw -808244.399384 + Penalty 868.889855 = -807375.509529 nChanged 203 SP:Iteration 14Q (3109.480000 sec): 3 clusters Score: Raw -808384.153015 + Penalty 868.889855 = -807515.263161 nChanged 166 SP:Iteration 15Q (3109.730000 sec): 3 clusters Score: Raw -808484.481407 + Penalty 868.889855 = -807615.591552 nChanged 136 SP:Iteration 16Q (3109.960000 sec): 3 clusters Score: Raw -808553.101709 + Penalty 868.889855 = -807684.211854 nChanged 99 SP:Iteration 17Q (3110.200000 sec): 3 clusters Score: Raw -808591.249891 + Penalty 868.889855 = -807722.360036 nChanged 78 SP:Iteration 18Q (3110.440000 sec): 3 clusters Score: Raw -808619.265060 + Penalty 868.889855 = -807750.375206 nChanged 65 SP:Iteration 19Q (3110.680000 sec): 3 clusters Score: Raw -808638.937167 + Penalty 868.889855 = -807770.047312 nChanged 61 SP:Iteration 20F (3110.890000 sec): 3 clusters Score: Raw -808656.361088 + Penalty 868.889855 = -807787.471233 nChanged 60 SP:Iteration 21Q (3111.100000 sec): 3 clusters Score: Raw -808671.287018 + Penalty 868.889855 = -807802.397163 nChanged 44 SP:Iteration 22Q (3111.340000 sec): 3 clusters Score: Raw -808680.563017 + Penalty 868.889855 = -807811.673162 nChanged 30 SP:Iteration 23Q (3111.520000 sec): 3 clusters Score: Raw -808685.228240 + Penalty 868.889855 = -807816.338386 nChanged 24 SP:Iteration 24Q (3111.710000 sec): 3 clusters Score: Raw -808688.391254 + Penalty 868.889855 = -807819.501400 nChanged 22 SP:Iteration 25Q (3111.870000 sec): 3 clusters Score: Raw -808691.660706 + Penalty 868.889855 = -807822.770852 nChanged 24 SP:Iteration 26Q (3112.080000 sec): 3 clusters Score: Raw -808696.269724 + Penalty 868.889855 = -807827.379870 nChanged 20 SP:Iteration 27Q (3112.260000 sec): 3 clusters Score: Raw -808699.347264 + Penalty 868.889855 = -807830.457410 nChanged 18 SP:Iteration 28Q (3112.420000 sec): 3 clusters Score: Raw -808701.672456 + Penalty 868.889855 = -807832.782601 nChanged 18 SP:Iteration 29Q (3112.640000 sec): 3 clusters Score: Raw -808705.057179 + Penalty 868.889855 = -807836.167324 nChanged 19 SP:Iteration 30Q (3112.840000 sec): 3 clusters Score: Raw -808708.068277 + Penalty 868.889855 = -807839.178422 nChanged 17 SP:Iteration 31Q (3113.090000 sec): 3 clusters Score: Raw -808710.641781 + Penalty 868.889855 = -807841.751926 nChanged 16 SP:Iteration 32Q (3113.320000 sec): 3 clusters Score: Raw -808712.645740 + Penalty 868.889855 = -807843.755885 nChanged 5 SP:Iteration 33Q (3113.530000 sec): 3 clusters Score: Raw -808713.127844 + Penalty 868.889855 = -807844.237990 nChanged 3 SP:Iteration 34Q (3113.740000 sec): 3 clusters Score: Raw -808713.436700 + Penalty 868.889855 = -807844.546845 nChanged 6 SP:Iteration 35Q (3113.960000 sec): 3 clusters Score: Raw -808714.055714 + Penalty 868.889855 = -807845.165859 nChanged 6 SP:Iteration 36Q (3114.120000 sec): 3 clusters Score: Raw -808715.340061 + Penalty 868.889855 = -807846.450207 nChanged 11 SP:Iteration 37Q (3114.360000 sec): 3 clusters Score: Raw -808716.887799 + Penalty 868.889855 = -807847.997944 nChanged 10 SP:Iteration 38Q (3114.550000 sec): 3 clusters Score: Raw -808718.447394 + Penalty 868.889855 = -807849.557540 nChanged 12 SP:Iteration 39Q (3114.760000 sec): 3 clusters Score: Raw -808719.969839 + Penalty 868.889855 = -807851.079985 nChanged 8 SP:Iteration 40F (3114.970000 sec): 3 clusters Score: Raw -808720.989111 + Penalty 868.889855 = -807852.099257 nChanged 6 SP:Iteration 41Q (3115.240000 sec): 3 clusters Score: Raw -808721.595031 + Penalty 868.889855 = -807852.705176 nChanged 4 SP:Iteration 42Q (3115.460000 sec): 3 clusters Score: Raw -808721.918868 + Penalty 868.889855 = -807853.029014 nChanged 5 SP:Iteration 43Q (3115.660000 sec): 3 clusters Score: Raw -808722.320918 + Penalty 868.889855 = -807853.431063 nChanged 6 SP:Iteration 44Q (3115.830000 sec): 3 clusters Score: Raw -808722.783215 + Penalty 868.889855 = -807853.893361 nChanged 5 SP:Iteration 45Q (3116.080000 sec): 3 clusters Score: Raw -808723.160590 + Penalty 868.889855 = -807854.270736 nChanged 7 SP:Iteration 46Q (3116.230000 sec): 3 clusters Score: Raw -808723.929401 + Penalty 868.889855 = -807855.039546 nChanged 5 SP:Iteration 47Q (3116.380000 sec): 3 clusters Score: Raw -808724.354866 + Penalty 868.889855 = -807855.465012 nChanged 1 SP:Iteration 48Q (3116.530000 sec): 3 clusters Score: Raw -808724.418575 + Penalty 868.889855 = -807855.528721 nChanged 3 SP:Iteration 49Q (3116.690000 sec): 3 clusters Score: Raw -808724.707788 + Penalty 868.889855 = -807855.817934 nChanged 1 SP:Iteration 50Q (3116.850000 sec): 3 clusters Score: Raw -808724.806124 + Penalty 868.889855 = -807855.916270 nChanged 2 SP:Iteration 51Q (3117.070000 sec): 3 clusters Score: Raw -808724.946495 + Penalty 868.889855 = -807856.056640 nChanged 1 SP:Iteration 52Q (3117.250000 sec): 3 clusters Score: Raw -808724.987125 + Penalty 868.889855 = -807856.097270 nChanged 1 SP:Iteration 53Q (3117.470000 sec): 3 clusters Score: Raw -808725.020948 + Penalty 868.889855 = -807856.131093 nChanged 1 SP:Iteration 54Q (3117.690000 sec): 3 clusters Score: Raw -808725.086477 + Penalty 868.889855 = -807856.196622 nChanged 1 SP:Iteration 55Q (3117.890000 sec): 3 clusters Score: Raw -808725.135346 + Penalty 868.889855 = -807856.245491 nChanged 1 SP:Iteration 56Q (3118.030000 sec): 3 clusters Score: Raw -808725.165155 + Penalty 868.889855 = -807856.275300 nChanged 0 SP:Iteration 57F (3118.220000 sec): 3 clusters Score: Raw -808725.165155 + Penalty 868.889855 = -807856.275300 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (1564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3118.330000 sec): 2 clusters Score: Raw -77744.607500 + Penalty 334.652587 = -77409.954912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3118.480000 sec): 3 clusters Score: Raw -77024.340977 + Penalty 669.305175 = -76355.035802 nChanged 686 SP:Iteration 1F (3118.650000 sec): 3 clusters Score: Raw -78554.171900 + Penalty 669.305175 = -77884.866725 nChanged 259 SP:Iteration 2F (3118.820000 sec): 3 clusters Score: Raw -79080.581977 + Penalty 669.305175 = -78411.276802 nChanged 75 SP:Iteration 3Q (3118.980000 sec): 3 clusters Score: Raw -79336.064113 + Penalty 669.305175 = -78666.758938 nChanged 52 SP:Iteration 4Q (3119.180000 sec): 3 clusters Score: Raw -79509.490983 + Penalty 669.305175 = -78840.185808 nChanged 32 SP:Iteration 5Q (3119.330000 sec): 3 clusters Score: Raw -79568.309994 + Penalty 669.305175 = -78899.004819 nChanged 19 SP:Iteration 6Q (3119.490000 sec): 3 clusters Score: Raw -79596.435962 + Penalty 669.305175 = -78927.130787 nChanged 19 SP:Iteration 7Q (3119.630000 sec): 3 clusters Score: Raw -79623.577368 + Penalty 669.305175 = -78954.272193 nChanged 11 SP:Iteration 8Q (3119.850000 sec): 3 clusters Score: Raw -79641.638796 + Penalty 669.305175 = -78972.333622 nChanged 10 SP:Iteration 9Q (3119.940000 sec): 3 clusters Score: Raw -79652.602097 + Penalty 669.305175 = -78983.296922 nChanged 10 SP:Iteration 10Q (3120.100000 sec): 3 clusters Score: Raw -79662.744165 + Penalty 669.305175 = -78993.438990 nChanged 9 SP:Iteration 11Q (3120.290000 sec): 3 clusters Score: Raw -79673.624615 + Penalty 669.305175 = -79004.319440 nChanged 9 SP:Iteration 12Q (3120.470000 sec): 3 clusters Score: Raw -79697.083129 + Penalty 669.305175 = -79027.777954 nChanged 4 SP:Iteration 13Q (3120.670000 sec): 3 clusters Score: Raw -79719.039714 + Penalty 669.305175 = -79049.734539 nChanged 4 SP:Iteration 14Q (3120.800000 sec): 3 clusters Score: Raw -79733.335490 + Penalty 669.305175 = -79064.030315 nChanged 2 SP:Iteration 15Q (3120.980000 sec): 3 clusters Score: Raw -79741.663661 + Penalty 669.305175 = -79072.358486 nChanged 3 SP:Iteration 16Q (3121.070000 sec): 3 clusters Score: Raw -79742.753214 + Penalty 669.305175 = -79073.448039 nChanged 0 SP:Iteration 17F (3121.230000 sec): 3 clusters Score: Raw -79752.808411 + Penalty 669.305175 = -79083.503237 nChanged 3 SP:Iteration 18Q (3121.430000 sec): 3 clusters Score: Raw -79761.967244 + Penalty 669.305175 = -79092.662069 nChanged 1 SP:Iteration 19Q (3121.580000 sec): 3 clusters Score: Raw -79772.265079 + Penalty 669.305175 = -79102.959904 nChanged 6 SP:Iteration 20F (3121.790000 sec): 3 clusters Score: Raw -79781.052481 + Penalty 669.305175 = -79111.747306 nChanged 1 SP:Iteration 21Q (3121.930000 sec): 3 clusters Score: Raw -79781.827521 + Penalty 669.305175 = -79112.522346 nChanged 0 SP:Iteration 22F (3122.060000 sec): 3 clusters Score: Raw -79781.827521 + Penalty 669.305175 = -79112.522346 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 1.54 GB. Trying to split cluster 16 (746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3122.120000 sec): 2 clusters Score: Raw -40849.126156 + Penalty 300.970015 = -40548.156141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3122.250000 sec): 3 clusters Score: Raw -40482.319239 + Penalty 601.940030 = -39880.379210 nChanged 296 SP:Iteration 1F (3122.390000 sec): 3 clusters Score: Raw -40690.354103 + Penalty 601.940030 = -40088.414073 nChanged 77 SP:Iteration 2F (3122.550000 sec): 3 clusters Score: Raw -40779.740302 + Penalty 601.940030 = -40177.800272 nChanged 58 SP:Iteration 3F (3122.680000 sec): 3 clusters Score: Raw -40856.340132 + Penalty 601.940030 = -40254.400102 nChanged 56 SP:Iteration 4F (3122.800000 sec): 3 clusters Score: Raw -40995.268079 + Penalty 601.940030 = -40393.328049 nChanged 56 SP:Iteration 5F (3122.950000 sec): 3 clusters Score: Raw -41164.783896 + Penalty 601.940030 = -40562.843867 nChanged 50 SP:Iteration 6F (3123.150000 sec): 3 clusters Score: Raw -41328.831931 + Penalty 601.940030 = -40726.891901 nChanged 31 SP:Iteration 7Q (3123.290000 sec): 3 clusters Score: Raw -41423.227699 + Penalty 601.940030 = -40821.287669 nChanged 13 SP:Iteration 8Q (3123.500000 sec): 3 clusters Score: Raw -41445.084195 + Penalty 601.940030 = -40843.144166 nChanged 7 SP:Iteration 9Q (3123.620000 sec): 3 clusters Score: Raw -41459.595637 + Penalty 601.940030 = -40857.655608 nChanged 9 SP:Iteration 10Q (3123.820000 sec): 3 clusters Score: Raw -41487.912564 + Penalty 601.940030 = -40885.972534 nChanged 8 SP:Iteration 11Q (3123.950000 sec): 3 clusters Score: Raw -41514.470565 + Penalty 601.940030 = -40912.530536 nChanged 3 SP:Iteration 12Q (3124.170000 sec): 3 clusters Score: Raw -41518.913689 + Penalty 601.940030 = -40916.973660 nChanged 1 SP:Iteration 13Q (3124.320000 sec): 3 clusters Score: Raw -41519.327338 + Penalty 601.940030 = -40917.387308 nChanged 0 SP:Iteration 14F (3124.440000 sec): 3 clusters Score: Raw -41519.327338 + Penalty 601.940030 = -40917.387308 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 1.54 GB. Trying to split cluster 17 (1180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3124.500000 sec): 2 clusters Score: Raw -41043.190937 + Penalty 321.833772 = -40721.357164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3124.640000 sec): 3 clusters Score: Raw -40522.213568 + Penalty 643.667544 = -39878.546023 nChanged 492 SP:Iteration 1F (3124.770000 sec): 3 clusters Score: Raw -41332.211644 + Penalty 643.667544 = -40688.544100 nChanged 158 SP:Iteration 2F (3124.900000 sec): 3 clusters Score: Raw -42207.234165 + Penalty 643.667544 = -41563.566621 nChanged 121 SP:Iteration 3F (3125.030000 sec): 3 clusters Score: Raw -42741.219548 + Penalty 643.667544 = -42097.552004 nChanged 96 SP:Iteration 4F (3125.160000 sec): 3 clusters Score: Raw -43270.287546 + Penalty 643.667544 = -42626.620002 nChanged 76 SP:Iteration 5F (3125.300000 sec): 3 clusters Score: Raw -43613.234731 + Penalty 643.667544 = -42969.567187 nChanged 36 SP:Iteration 6Q (3125.430000 sec): 3 clusters Score: Raw -43806.713392 + Penalty 643.667544 = -43163.045847 nChanged 20 SP:Iteration 7Q (3125.550000 sec): 3 clusters Score: Raw -43934.871506 + Penalty 643.667544 = -43291.203961 nChanged 10 SP:Iteration 8Q (3125.720000 sec): 3 clusters Score: Raw -43995.013818 + Penalty 643.667544 = -43351.346274 nChanged 4 SP:Iteration 9Q (3125.920000 sec): 3 clusters Score: Raw -44010.150746 + Penalty 643.667544 = -43366.483202 nChanged 0 SP:Iteration 10F (3126.130000 sec): 3 clusters Score: Raw -44031.171114 + Penalty 643.667544 = -43387.503570 nChanged 4 SP:Iteration 11Q (3126.260000 sec): 3 clusters Score: Raw -44102.298571 + Penalty 643.667544 = -43458.631026 nChanged 0 SP:Iteration 12F (3126.370000 sec): 3 clusters Score: Raw -44102.298571 + Penalty 643.667544 = -43458.631026 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 1.54 GB. Trying to split cluster 18 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3126.430000 sec): 2 clusters Score: Raw -17553.312003 + Penalty 260.571573 = -17292.740431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3126.540000 sec): 3 clusters Score: Raw -17451.962701 + Penalty 521.143145 = -16930.819556 nChanged 93 SP:Iteration 1F (3126.660000 sec): 3 clusters Score: Raw -17550.301792 + Penalty 521.143145 = -17029.158647 nChanged 29 SP:Iteration 2F (3126.780000 sec): 3 clusters Score: Raw -17597.704289 + Penalty 521.143145 = -17076.561144 nChanged 26 SP:Iteration 3F (3126.890000 sec): 3 clusters Score: Raw -17643.284003 + Penalty 521.143145 = -17122.140858 nChanged 22 SP:Iteration 4F (3127.010000 sec): 3 clusters Score: Raw -17696.003457 + Penalty 521.143145 = -17174.860312 nChanged 19 SP:Iteration 5F (3127.120000 sec): 3 clusters Score: Raw -17739.745341 + Penalty 521.143145 = -17218.602196 nChanged 9 SP:Iteration 6Q (3127.270000 sec): 3 clusters Score: Raw -17757.086040 + Penalty 521.143145 = -17235.942895 nChanged 2 SP:Iteration 7Q (3127.450000 sec): 3 clusters Score: Raw -17758.273496 + Penalty 521.143145 = -17237.130351 nChanged 0 SP:Iteration 8F (3127.660000 sec): 3 clusters Score: Raw -17758.273496 + Penalty 521.143145 = -17237.130351 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3127.720000 sec): 2 clusters Score: Raw -204287.577269 + Penalty 367.650802 = -203919.926467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3127.900000 sec): 3 clusters Score: Raw -202452.690330 + Penalty 735.301605 = -201717.388726 nChanged 1422 SP:Iteration 1F (3128.050000 sec): 3 clusters Score: Raw -203274.236413 + Penalty 735.301605 = -202538.934809 nChanged 238 SP:Iteration 2F (3128.200000 sec): 3 clusters Score: Raw -203411.560254 + Penalty 735.301605 = -202676.258649 nChanged 188 SP:Iteration 3F (3128.350000 sec): 3 clusters Score: Raw -203517.021926 + Penalty 735.301605 = -202781.720321 nChanged 188 SP:Iteration 4F (3128.480000 sec): 3 clusters Score: Raw -203637.168724 + Penalty 735.301605 = -202901.867119 nChanged 181 SP:Iteration 5F (3128.630000 sec): 3 clusters Score: Raw -203766.720448 + Penalty 735.301605 = -203031.418843 nChanged 176 SP:Iteration 6F (3128.820000 sec): 3 clusters Score: Raw -203900.393832 + Penalty 735.301605 = -203165.092227 nChanged 155 SP:Iteration 7Q (3128.920000 sec): 3 clusters Score: Raw -204021.391989 + Penalty 735.301605 = -203286.090384 nChanged 124 SP:Iteration 8Q (3129.120000 sec): 3 clusters Score: Raw -204128.538085 + Penalty 735.301605 = -203393.236480 nChanged 103 SP:Iteration 9Q (3129.260000 sec): 3 clusters Score: Raw -204213.774813 + Penalty 735.301605 = -203478.473208 nChanged 58 SP:Iteration 10Q (3129.460000 sec): 3 clusters Score: Raw -204256.888907 + Penalty 735.301605 = -203521.587302 nChanged 43 SP:Iteration 11Q (3129.680000 sec): 3 clusters Score: Raw -204294.835348 + Penalty 735.301605 = -203559.533743 nChanged 23 SP:Iteration 12Q (3129.830000 sec): 3 clusters Score: Raw -204315.401538 + Penalty 735.301605 = -203580.099933 nChanged 14 SP:Iteration 13Q (3129.970000 sec): 3 clusters Score: Raw -204328.492304 + Penalty 735.301605 = -203593.190699 nChanged 8 SP:Iteration 14Q (3130.180000 sec): 3 clusters Score: Raw -204334.632373 + Penalty 735.301605 = -203599.330768 nChanged 3 SP:Iteration 15Q (3130.340000 sec): 3 clusters Score: Raw -204337.578914 + Penalty 735.301605 = -203602.277309 nChanged 1 SP:Iteration 16Q (3130.460000 sec): 3 clusters Score: Raw -204338.635710 + Penalty 735.301605 = -203603.334105 nChanged 1 SP:Iteration 17Q (3130.580000 sec): 3 clusters Score: Raw -204339.085669 + Penalty 735.301605 = -203603.784064 nChanged 1 SP:Iteration 18Q (3130.720000 sec): 3 clusters Score: Raw -204340.303493 + Penalty 735.301605 = -203605.001889 nChanged 2 SP:Iteration 19Q (3130.880000 sec): 3 clusters Score: Raw -204341.277521 + Penalty 735.301605 = -203605.975916 nChanged 1 SP:Iteration 20F (3131.010000 sec): 3 clusters Score: Raw -204343.261090 + Penalty 735.301605 = -203607.959486 nChanged 2 SP:Iteration 21Q (3131.160000 sec): 3 clusters Score: Raw -204344.500252 + Penalty 735.301605 = -203609.198647 nChanged 0 SP:Iteration 22F (3131.310000 sec): 3 clusters Score: Raw -204344.500252 + Penalty 735.301605 = -203609.198647 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3131.400000 sec): 2 clusters Score: Raw -28793.528883 + Penalty 283.843770 = -28509.685113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.580000 sec): 3 clusters Score: Raw -28601.363202 + Penalty 567.687541 = -28033.675661 nChanged 181 SP:Iteration 1F (3131.740000 sec): 3 clusters Score: Raw -28732.108819 + Penalty 567.687541 = -28164.421278 nChanged 32 SP:Iteration 2F (3131.950000 sec): 3 clusters Score: Raw -28754.684728 + Penalty 567.687541 = -28186.997187 nChanged 20 SP:Iteration 3Q (3132.100000 sec): 3 clusters Score: Raw -28789.897907 + Penalty 567.687541 = -28222.210366 nChanged 22 SP:Iteration 4Q (3132.260000 sec): 3 clusters Score: Raw -28955.919682 + Penalty 567.687541 = -28388.232141 nChanged 37 SP:Iteration 5F (3132.400000 sec): 3 clusters Score: Raw -29048.035202 + Penalty 567.687541 = -28480.347661 nChanged 42 SP:Iteration 6F (3132.540000 sec): 3 clusters Score: Raw -29099.838505 + Penalty 567.687541 = -28532.150964 nChanged 35 SP:Iteration 7F (3132.660000 sec): 3 clusters Score: Raw -29156.689533 + Penalty 567.687541 = -28589.001992 nChanged 28 SP:Iteration 8F (3132.790000 sec): 3 clusters Score: Raw -29209.794156 + Penalty 567.687541 = -28642.106615 nChanged 23 SP:Iteration 9Q (3132.930000 sec): 3 clusters Score: Raw -29255.492388 + Penalty 567.687541 = -28687.804847 nChanged 15 SP:Iteration 10Q (3133.100000 sec): 3 clusters Score: Raw -29278.525509 + Penalty 567.687541 = -28710.837968 nChanged 9 SP:Iteration 11Q (3133.300000 sec): 3 clusters Score: Raw -29287.246343 + Penalty 567.687541 = -28719.558802 nChanged 5 SP:Iteration 12Q (3133.440000 sec): 3 clusters Score: Raw -29291.568501 + Penalty 567.687541 = -28723.880960 nChanged 3 SP:Iteration 13Q (3133.640000 sec): 3 clusters Score: Raw -29296.905013 + Penalty 567.687541 = -28729.217472 nChanged 4 SP:Iteration 14Q (3133.870000 sec): 3 clusters Score: Raw -29305.159754 + Penalty 567.687541 = -28737.472213 nChanged 3 SP:Iteration 15Q (3133.970000 sec): 3 clusters Score: Raw -29308.906438 + Penalty 567.687541 = -28741.218897 nChanged 2 SP:Iteration 16Q (3134.110000 sec): 3 clusters Score: Raw -29311.258595 + Penalty 567.687541 = -28743.571054 nChanged 2 SP:Iteration 17Q (3134.250000 sec): 3 clusters Score: Raw -29313.549629 + Penalty 567.687541 = -28745.862089 nChanged 0 SP:Iteration 18F (3134.460000 sec): 3 clusters Score: Raw -29313.549629 + Penalty 567.687541 = -28745.862089 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 1.54 GB. Trying to split cluster 21 (197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3134.510000 sec): 2 clusters Score: Raw -8604.477008 + Penalty 240.385770 = -8364.091239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3134.640000 sec): 3 clusters Score: Raw -8577.642989 + Penalty 480.771539 = -8096.871449 nChanged 65 SP:Iteration 1F (3134.760000 sec): 3 clusters Score: Raw -8670.248168 + Penalty 480.771539 = -8189.476629 nChanged 12 SP:Iteration 2F (3134.890000 sec): 3 clusters Score: Raw -8698.342080 + Penalty 480.771539 = -8217.570541 nChanged 12 SP:Iteration 3F (3135.020000 sec): 3 clusters Score: Raw -8717.530562 + Penalty 480.771539 = -8236.759023 nChanged 11 SP:Iteration 4F (3135.170000 sec): 3 clusters Score: Raw -8739.918251 + Penalty 480.771539 = -8259.146712 nChanged 8 SP:Iteration 5Q (3135.390000 sec): 3 clusters Score: Raw -8789.207223 + Penalty 480.771539 = -8308.435683 nChanged 10 SP:Iteration 6F (3135.500000 sec): 3 clusters Score: Raw -8884.568869 + Penalty 480.771539 = -8403.797330 nChanged 8 SP:Iteration 7Q (3135.710000 sec): 3 clusters Score: Raw -8927.913353 + Penalty 480.771539 = -8447.141813 nChanged 5 SP:Iteration 8Q (3135.870000 sec): 3 clusters Score: Raw -8971.356753 + Penalty 480.771539 = -8490.585214 nChanged 4 SP:Iteration 9Q (3136.000000 sec): 3 clusters Score: Raw -8994.898282 + Penalty 480.771539 = -8514.126742 nChanged 1 SP:Iteration 10Q (3136.130000 sec): 3 clusters Score: Raw -9001.600834 + Penalty 480.771539 = -8520.829295 nChanged 2 SP:Iteration 11Q (3136.270000 sec): 3 clusters Score: Raw -9007.864542 + Penalty 480.771539 = -8527.093003 nChanged 0 SP:Iteration 12F (3136.390000 sec): 3 clusters Score: Raw -9007.864542 + Penalty 480.771539 = -8527.093003 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 1.54 GB. Trying to split cluster 22 (312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3136.460000 sec): 2 clusters Score: Raw -17546.101418 + Penalty 261.306645 = -17284.794773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3136.590000 sec): 3 clusters Score: Raw -17453.686542 + Penalty 522.613290 = -16931.073252 nChanged 109 SP:Iteration 1F (3136.750000 sec): 3 clusters Score: Raw -17561.016194 + Penalty 522.613290 = -17038.402904 nChanged 21 SP:Iteration 2F (3136.880000 sec): 3 clusters Score: Raw -17589.064160 + Penalty 522.613290 = -17066.450870 nChanged 8 SP:Iteration 3Q (3137.010000 sec): 3 clusters Score: Raw -17603.386963 + Penalty 522.613290 = -17080.773673 nChanged 10 SP:Iteration 4Q (3137.130000 sec): 3 clusters Score: Raw -17614.234795 + Penalty 522.613290 = -17091.621504 nChanged 8 SP:Iteration 5Q (3137.260000 sec): 3 clusters Score: Raw -17621.422212 + Penalty 522.613290 = -17098.808922 nChanged 7 SP:Iteration 6Q (3137.410000 sec): 3 clusters Score: Raw -17629.511591 + Penalty 522.613290 = -17106.898301 nChanged 4 SP:Iteration 7Q (3137.580000 sec): 3 clusters Score: Raw -17634.435149 + Penalty 522.613290 = -17111.821858 nChanged 2 SP:Iteration 8Q (3137.810000 sec): 3 clusters Score: Raw -17639.658369 + Penalty 522.613290 = -17117.045079 nChanged 7 SP:Iteration 9Q (3137.970000 sec): 3 clusters Score: Raw -17645.364898 + Penalty 522.613290 = -17122.751608 nChanged 2 SP:Iteration 10Q (3138.100000 sec): 3 clusters Score: Raw -17647.137886 + Penalty 522.613290 = -17124.524596 nChanged 2 SP:Iteration 11Q (3138.230000 sec): 3 clusters Score: Raw -17648.023374 + Penalty 522.613290 = -17125.410084 nChanged 1 SP:Iteration 12Q (3138.360000 sec): 3 clusters Score: Raw -17648.483030 + Penalty 522.613290 = -17125.869740 nChanged 2 SP:Iteration 13Q (3138.490000 sec): 3 clusters Score: Raw -17649.487484 + Penalty 522.613290 = -17126.874194 nChanged 2 SP:Iteration 14Q (3138.630000 sec): 3 clusters Score: Raw -17650.892999 + Penalty 522.613290 = -17128.279709 nChanged 2 SP:Iteration 15Q (3138.790000 sec): 3 clusters Score: Raw -17652.043233 + Penalty 522.613290 = -17129.429943 nChanged 0 SP:Iteration 16F (3138.970000 sec): 3 clusters Score: Raw -17652.043233 + Penalty 522.613290 = -17129.429943 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3139.050000 sec): 2 clusters Score: Raw -21298.689775 + Penalty 270.516638 = -21028.173137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3139.200000 sec): 3 clusters Score: Raw -21183.531368 + Penalty 541.033275 = -20642.498092 nChanged 137 SP:Iteration 1F (3139.410000 sec): 3 clusters Score: Raw -21298.507476 + Penalty 541.033275 = -20757.474200 nChanged 26 SP:Iteration 2F (3139.560000 sec): 3 clusters Score: Raw -21331.835253 + Penalty 541.033275 = -20790.801978 nChanged 19 SP:Iteration 3Q (3139.740000 sec): 3 clusters Score: Raw -21360.667186 + Penalty 541.033275 = -20819.633911 nChanged 13 SP:Iteration 4Q (3139.840000 sec): 3 clusters Score: Raw -21386.141728 + Penalty 541.033275 = -20845.108452 nChanged 26 SP:Iteration 5F (3140.000000 sec): 3 clusters Score: Raw -21437.121851 + Penalty 541.033275 = -20896.088576 nChanged 17 SP:Iteration 6Q (3140.190000 sec): 3 clusters Score: Raw -21494.951317 + Penalty 541.033275 = -20953.918042 nChanged 21 SP:Iteration 7F (3140.340000 sec): 3 clusters Score: Raw -21561.532173 + Penalty 541.033275 = -21020.498898 nChanged 16 SP:Iteration 8Q (3140.520000 sec): 3 clusters Score: Raw -21644.873345 + Penalty 541.033275 = -21103.840070 nChanged 19 SP:Iteration 9Q (3140.640000 sec): 3 clusters Score: Raw -21691.857067 + Penalty 541.033275 = -21150.823792 nChanged 9 SP:Iteration 10Q (3140.780000 sec): 3 clusters Score: Raw -21708.799048 + Penalty 541.033275 = -21167.765773 nChanged 3 SP:Iteration 11Q (3140.910000 sec): 3 clusters Score: Raw -21710.614902 + Penalty 541.033275 = -21169.581627 nChanged 1 SP:Iteration 12Q (3141.040000 sec): 3 clusters Score: Raw -21710.950091 + Penalty 541.033275 = -21169.916816 nChanged 3 SP:Iteration 13Q (3141.200000 sec): 3 clusters Score: Raw -21714.576009 + Penalty 541.033275 = -21173.542734 nChanged 6 SP:Iteration 14Q (3141.340000 sec): 3 clusters Score: Raw -21722.057859 + Penalty 541.033275 = -21181.024584 nChanged 3 SP:Iteration 15Q (3141.520000 sec): 3 clusters Score: Raw -21724.625163 + Penalty 541.033275 = -21183.591887 nChanged 3 SP:Iteration 16Q (3141.640000 sec): 3 clusters Score: Raw -21727.321145 + Penalty 541.033275 = -21186.287869 nChanged 1 SP:Iteration 17Q (3141.770000 sec): 3 clusters Score: Raw -21727.503092 + Penalty 541.033275 = -21186.469817 nChanged 0 SP:Iteration 18F (3141.900000 sec): 3 clusters Score: Raw -21727.503092 + Penalty 541.033275 = -21186.469817 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 1.54 GB. Trying to split cluster 24 (4548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3141.990000 sec): 2 clusters Score: Raw -252551.565744 + Penalty 383.221150 = -252168.344594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3142.120000 sec): 3 clusters Score: Raw -249829.167807 + Penalty 766.442300 = -249062.725508 nChanged 1990 SP:Iteration 1F (3142.260000 sec): 3 clusters Score: Raw -250896.984152 + Penalty 766.442300 = -250130.541852 nChanged 306 SP:Iteration 2F (3142.380000 sec): 3 clusters Score: Raw -251028.208822 + Penalty 766.442300 = -250261.766522 nChanged 257 SP:Iteration 3F (3142.530000 sec): 3 clusters Score: Raw -251140.625925 + Penalty 766.442300 = -250374.183625 nChanged 221 SP:Iteration 4Q (3142.650000 sec): 3 clusters Score: Raw -251235.289895 + Penalty 766.442300 = -250468.847595 nChanged 212 SP:Iteration 5Q (3142.780000 sec): 3 clusters Score: Raw -251337.478920 + Penalty 766.442300 = -250571.036620 nChanged 224 SP:Iteration 6Q (3142.910000 sec): 3 clusters Score: Raw -251444.709111 + Penalty 766.442300 = -250678.266811 nChanged 216 SP:Iteration 7Q (3143.130000 sec): 3 clusters Score: Raw -251544.952201 + Penalty 766.442300 = -250778.509902 nChanged 199 SP:Iteration 8Q (3143.290000 sec): 3 clusters Score: Raw -251648.448168 + Penalty 766.442300 = -250882.005868 nChanged 190 SP:Iteration 9Q (3143.480000 sec): 3 clusters Score: Raw -251765.175527 + Penalty 766.442300 = -250998.733227 nChanged 198 SP:Iteration 10Q (3143.640000 sec): 3 clusters Score: Raw -251902.669689 + Penalty 766.442300 = -251136.227390 nChanged 168 SP:Iteration 11Q (3143.750000 sec): 3 clusters Score: Raw -252030.665379 + Penalty 766.442300 = -251264.223080 nChanged 153 SP:Iteration 12Q (3143.880000 sec): 3 clusters Score: Raw -252154.393362 + Penalty 766.442300 = -251387.951063 nChanged 135 SP:Iteration 13Q (3144.020000 sec): 3 clusters Score: Raw -252271.886427 + Penalty 766.442300 = -251505.444128 nChanged 115 SP:Iteration 14Q (3144.180000 sec): 3 clusters Score: Raw -252383.343294 + Penalty 766.442300 = -251616.900994 nChanged 104 SP:Iteration 15Q (3144.310000 sec): 3 clusters Score: Raw -252468.411271 + Penalty 766.442300 = -251701.968971 nChanged 87 SP:Iteration 16Q (3144.510000 sec): 3 clusters Score: Raw -252537.914217 + Penalty 766.442300 = -251771.471917 nChanged 63 SP:Iteration 17Q (3144.700000 sec): 3 clusters Score: Raw -252589.058497 + Penalty 766.442300 = -251822.616197 nChanged 47 SP:Iteration 18Q (3144.840000 sec): 3 clusters Score: Raw -252624.949834 + Penalty 766.442300 = -251858.507534 nChanged 35 SP:Iteration 19Q (3145.030000 sec): 3 clusters Score: Raw -252649.744872 + Penalty 766.442300 = -251883.302572 nChanged 24 SP:Iteration 20F (3145.200000 sec): 3 clusters Score: Raw -252675.509512 + Penalty 766.442300 = -251909.067212 nChanged 20 SP:Iteration 21Q (3145.380000 sec): 3 clusters Score: Raw -252696.484232 + Penalty 766.442300 = -251930.041932 nChanged 15 SP:Iteration 22Q (3145.600000 sec): 3 clusters Score: Raw -252707.675345 + Penalty 766.442300 = -251941.233045 nChanged 11 SP:Iteration 23Q (3145.730000 sec): 3 clusters Score: Raw -252714.996942 + Penalty 766.442300 = -251948.554643 nChanged 11 SP:Iteration 24Q (3145.840000 sec): 3 clusters Score: Raw -252718.051924 + Penalty 766.442300 = -251951.609624 nChanged 4 SP:Iteration 25Q (3145.960000 sec): 3 clusters Score: Raw -252718.851055 + Penalty 766.442300 = -251952.408755 nChanged 1 SP:Iteration 26Q (3146.090000 sec): 3 clusters Score: Raw -252719.007475 + Penalty 766.442300 = -251952.565175 nChanged 2 SP:Iteration 27Q (3146.220000 sec): 3 clusters Score: Raw -252719.485151 + Penalty 766.442300 = -251953.042851 nChanged 2 SP:Iteration 28Q (3146.350000 sec): 3 clusters Score: Raw -252720.713044 + Penalty 766.442300 = -251954.270744 nChanged 3 SP:Iteration 29Q (3146.480000 sec): 3 clusters Score: Raw -252722.636595 + Penalty 766.442300 = -251956.194295 nChanged 5 SP:Iteration 30Q (3146.610000 sec): 3 clusters Score: Raw -252725.032236 + Penalty 766.442300 = -251958.589936 nChanged 3 SP:Iteration 31Q (3146.790000 sec): 3 clusters Score: Raw -252726.193043 + Penalty 766.442300 = -251959.750743 nChanged 4 SP:Iteration 32Q (3146.960000 sec): 3 clusters Score: Raw -252727.678145 + Penalty 766.442300 = -251961.235845 nChanged 5 SP:Iteration 33Q (3147.160000 sec): 3 clusters Score: Raw -252729.808999 + Penalty 766.442300 = -251963.366699 nChanged 7 SP:Iteration 34Q (3147.360000 sec): 3 clusters Score: Raw -252732.363221 + Penalty 766.442300 = -251965.920921 nChanged 8 SP:Iteration 35Q (3147.500000 sec): 3 clusters Score: Raw -252735.050076 + Penalty 766.442300 = -251968.607776 nChanged 3 SP:Iteration 36Q (3147.620000 sec): 3 clusters Score: Raw -252735.874393 + Penalty 766.442300 = -251969.432093 nChanged 1 SP:Iteration 37Q (3147.750000 sec): 3 clusters Score: Raw -252736.343823 + Penalty 766.442300 = -251969.901523 nChanged 1 SP:Iteration 38Q (3147.880000 sec): 3 clusters Score: Raw -252737.030996 + Penalty 766.442300 = -251970.588696 nChanged 1 SP:Iteration 39Q (3148.010000 sec): 3 clusters Score: Raw -252737.174374 + Penalty 766.442300 = -251970.732074 nChanged 0 SP:Iteration 40F (3148.150000 sec): 3 clusters Score: Raw -252737.174374 + Penalty 766.442300 = -251970.732074 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3148.210000 sec): 2 clusters Score: Raw -31309.137448 + Penalty 316.218469 = -30992.918979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3148.350000 sec): 3 clusters Score: Raw -31041.182965 + Penalty 632.436937 = -30408.746027 nChanged 452 SP:Iteration 1F (3148.470000 sec): 3 clusters Score: Raw -32649.330362 + Penalty 632.436937 = -32016.893424 nChanged 126 SP:Iteration 2F (3148.600000 sec): 3 clusters Score: Raw -33469.280638 + Penalty 632.436937 = -32836.843701 nChanged 73 SP:Iteration 3F (3148.770000 sec): 3 clusters Score: Raw -34386.971148 + Penalty 632.436937 = -33754.534210 nChanged 35 SP:Iteration 4Q (3148.960000 sec): 3 clusters Score: Raw -35249.872517 + Penalty 632.436937 = -34617.435580 nChanged 12 SP:Iteration 5Q (3149.150000 sec): 3 clusters Score: Raw -35740.776519 + Penalty 632.436937 = -35108.339582 nChanged 12 SP:Iteration 6Q (3149.360000 sec): 3 clusters Score: Raw -36222.287904 + Penalty 632.436937 = -35589.850966 nChanged 0 SP:Iteration 7F (3149.540000 sec): 3 clusters Score: Raw -36242.902686 + Penalty 632.436937 = -35610.465749 nChanged 1 SP:Iteration 8Q (3149.760000 sec): 3 clusters Score: Raw -36262.257578 + Penalty 632.436937 = -35629.820641 nChanged 2 SP:Iteration 9Q (3149.890000 sec): 3 clusters Score: Raw -36292.987977 + Penalty 632.436937 = -35660.551039 nChanged 4 SP:Iteration 10Q (3150.070000 sec): 3 clusters Score: Raw -36309.245339 + Penalty 632.436937 = -35676.808402 nChanged 2 SP:Iteration 11Q (3150.200000 sec): 3 clusters Score: Raw -36313.989843 + Penalty 632.436937 = -35681.552905 nChanged 0 SP:Iteration 12F (3150.310000 sec): 3 clusters Score: Raw -36332.920963 + Penalty 632.436937 = -35700.484025 nChanged 3 SP:Iteration 13Q (3150.420000 sec): 3 clusters Score: Raw -36367.576241 + Penalty 632.436937 = -35735.139303 nChanged 5 SP:Iteration 14Q (3150.580000 sec): 3 clusters Score: Raw -36439.208287 + Penalty 632.436937 = -35806.771349 nChanged 4 SP:Iteration 15Q (3150.770000 sec): 3 clusters Score: Raw -36479.582775 + Penalty 632.436937 = -35847.145837 nChanged 1 SP:Iteration 16Q (3151.010000 sec): 3 clusters Score: Raw -36482.771953 + Penalty 632.436937 = -35850.335016 nChanged 1 SP:Iteration 17Q (3151.170000 sec): 3 clusters Score: Raw -36485.092773 + Penalty 632.436937 = -35852.655836 nChanged 1 SP:Iteration 18Q (3151.310000 sec): 3 clusters Score: Raw -36488.753321 + Penalty 632.436937 = -35856.316383 nChanged 2 SP:Iteration 19Q (3151.410000 sec): 3 clusters Score: Raw -36499.023774 + Penalty 632.436937 = -35866.586837 nChanged 1 SP:Iteration 20F (3151.550000 sec): 3 clusters Score: Raw -36513.124684 + Penalty 632.436937 = -35880.687747 nChanged 1 SP:Iteration 21Q (3151.720000 sec): 3 clusters Score: Raw -36516.135478 + Penalty 632.436937 = -35883.698541 nChanged 0 SP:Iteration 22F (3151.840000 sec): 3 clusters Score: Raw -36516.135478 + Penalty 632.436937 = -35883.698541 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 1.54 GB. Trying to split cluster 26 (180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3151.910000 sec): 2 clusters Score: Raw -10042.501447 + Penalty 236.279537 = -9806.221910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3152.110000 sec): 3 clusters Score: Raw -10018.651173 + Penalty 472.559073 = -9546.092099 nChanged 52 SP:Iteration 1F (3152.260000 sec): 3 clusters Score: Raw -10095.972636 + Penalty 472.559073 = -9623.413563 nChanged 11 SP:Iteration 2F (3152.440000 sec): 3 clusters Score: Raw -10110.976371 + Penalty 472.559073 = -9638.417297 nChanged 8 SP:Iteration 3Q (3152.550000 sec): 3 clusters Score: Raw -10119.965728 + Penalty 472.559073 = -9647.406654 nChanged 4 SP:Iteration 4Q (3152.740000 sec): 3 clusters Score: Raw -10128.645649 + Penalty 472.559073 = -9656.086576 nChanged 3 SP:Iteration 5Q (3152.910000 sec): 3 clusters Score: Raw -10133.971536 + Penalty 472.559073 = -9661.412462 nChanged 2 SP:Iteration 6Q (3153.080000 sec): 3 clusters Score: Raw -10139.728634 + Penalty 472.559073 = -9667.169561 nChanged 1 SP:Iteration 7Q (3153.200000 sec): 3 clusters Score: Raw -10141.742991 + Penalty 472.559073 = -9669.183918 nChanged 1 SP:Iteration 8Q (3153.350000 sec): 3 clusters Score: Raw -10142.723281 + Penalty 472.559073 = -9670.164208 nChanged 1 SP:Iteration 9Q (3153.550000 sec): 3 clusters Score: Raw -10143.054550 + Penalty 472.559073 = -9670.495477 nChanged 1 SP:Iteration 10Q (3153.720000 sec): 3 clusters Score: Raw -10143.285039 + Penalty 472.559073 = -9670.725965 nChanged 1 SP:Iteration 11Q (3153.930000 sec): 3 clusters Score: Raw -10144.161772 + Penalty 472.559073 = -9671.602698 nChanged 1 SP:Iteration 12Q (3154.090000 sec): 3 clusters Score: Raw -10144.520754 + Penalty 472.559073 = -9671.961681 nChanged 0 SP:Iteration 13F (3154.320000 sec): 3 clusters Score: Raw -10144.520754 + Penalty 472.559073 = -9671.961681 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3154.390000 sec): 2 clusters Score: Raw -53870.488346 + Penalty 310.804778 = -53559.683568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3154.560000 sec): 3 clusters Score: Raw -53414.345494 + Penalty 621.609555 = -52792.735939 nChanged 347 SP:Iteration 1F (3154.710000 sec): 3 clusters Score: Raw -53611.716976 + Penalty 621.609555 = -52990.107421 nChanged 80 SP:Iteration 2F (3154.850000 sec): 3 clusters Score: Raw -53676.178481 + Penalty 621.609555 = -53054.568925 nChanged 64 SP:Iteration 3F (3155.060000 sec): 3 clusters Score: Raw -53726.863344 + Penalty 621.609555 = -53105.253789 nChanged 60 SP:Iteration 4F (3155.260000 sec): 3 clusters Score: Raw -53776.317570 + Penalty 621.609555 = -53154.708015 nChanged 48 SP:Iteration 5F (3155.440000 sec): 3 clusters Score: Raw -53811.014495 + Penalty 621.609555 = -53189.404940 nChanged 28 SP:Iteration 6Q (3155.600000 sec): 3 clusters Score: Raw -53827.805647 + Penalty 621.609555 = -53206.196092 nChanged 24 SP:Iteration 7Q (3155.810000 sec): 3 clusters Score: Raw -53837.267035 + Penalty 621.609555 = -53215.657479 nChanged 9 SP:Iteration 8Q (3155.940000 sec): 3 clusters Score: Raw -53839.874523 + Penalty 621.609555 = -53218.264967 nChanged 7 SP:Iteration 9Q (3156.090000 sec): 3 clusters Score: Raw -53842.228967 + Penalty 621.609555 = -53220.619412 nChanged 7 SP:Iteration 10Q (3156.260000 sec): 3 clusters Score: Raw -53846.696092 + Penalty 621.609555 = -53225.086537 nChanged 12 SP:Iteration 11Q (3156.380000 sec): 3 clusters Score: Raw -53851.732460 + Penalty 621.609555 = -53230.122904 nChanged 11 SP:Iteration 12Q (3156.560000 sec): 3 clusters Score: Raw -53857.248608 + Penalty 621.609555 = -53235.639052 nChanged 11 SP:Iteration 13Q (3156.740000 sec): 3 clusters Score: Raw -53861.586196 + Penalty 621.609555 = -53239.976641 nChanged 9 SP:Iteration 14Q (3156.920000 sec): 3 clusters Score: Raw -53865.647231 + Penalty 621.609555 = -53244.037675 nChanged 10 SP:Iteration 15Q (3157.130000 sec): 3 clusters Score: Raw -53870.624452 + Penalty 621.609555 = -53249.014897 nChanged 12 SP:Iteration 16Q (3157.250000 sec): 3 clusters Score: Raw -53876.435112 + Penalty 621.609555 = -53254.825556 nChanged 15 SP:Iteration 17Q (3157.440000 sec): 3 clusters Score: Raw -53886.131726 + Penalty 621.609555 = -53264.522171 nChanged 9 SP:Iteration 18Q (3157.580000 sec): 3 clusters Score: Raw -53890.864459 + Penalty 621.609555 = -53269.254904 nChanged 8 SP:Iteration 19Q (3157.760000 sec): 3 clusters Score: Raw -53899.068657 + Penalty 621.609555 = -53277.459102 nChanged 9 SP:Iteration 20F (3157.970000 sec): 3 clusters Score: Raw -53906.582502 + Penalty 621.609555 = -53284.972947 nChanged 10 SP:Iteration 21Q (3158.100000 sec): 3 clusters Score: Raw -53912.531260 + Penalty 621.609555 = -53290.921705 nChanged 2 SP:Iteration 22Q (3158.260000 sec): 3 clusters Score: Raw -53913.273307 + Penalty 621.609555 = -53291.663752 nChanged 1 SP:Iteration 23Q (3158.480000 sec): 3 clusters Score: Raw -53913.584097 + Penalty 621.609555 = -53291.974541 nChanged 2 SP:Iteration 24Q (3158.660000 sec): 3 clusters Score: Raw -53914.231901 + Penalty 621.609555 = -53292.622346 nChanged 1 SP:Iteration 25Q (3158.850000 sec): 3 clusters Score: Raw -53914.483289 + Penalty 621.609555 = -53292.873733 nChanged 1 SP:Iteration 26Q (3159.020000 sec): 3 clusters Score: Raw -53914.763872 + Penalty 621.609555 = -53293.154316 nChanged 0 SP:Iteration 27F (3159.180000 sec): 3 clusters Score: Raw -53914.763872 + Penalty 621.609555 = -53293.154316 nChanged 0 Iteration 59Q (3171.860000 sec): 41 clusters Score: Raw -13202380.201567 + Penalty 22482.248149 = -13179897.953418 nChanged 1645 Deleting Class 20 (115 points): Lose 386.522322 but Gain 562.056204 Iteration 60F (3189.700000 sec): 40 clusters Score: Raw -13204703.965928 + Penalty 21920.191945 = -13182783.773983 nChanged 1483 Iteration 61Q (3203.180000 sec): 40 clusters Score: Raw -13206154.449895 + Penalty 21920.191945 = -13184234.257950 nChanged 953 Iteration 62Q (3217.040000 sec): 40 clusters Score: Raw -13206596.404653 + Penalty 21920.191945 = -13184676.212708 nChanged 673 Iteration 63Q (3231.050000 sec): 40 clusters Score: Raw -13206859.805243 + Penalty 21920.191945 = -13184939.613298 nChanged 531 Iteration 64Q (3244.770000 sec): 40 clusters Score: Raw -13207035.765000 + Penalty 21920.191945 = -13185115.573055 nChanged 414 Iteration 65Q (3257.900000 sec): 40 clusters Score: Raw -13207105.935624 + Penalty 21920.191945 = -13185185.743679 nChanged 319 Iteration 66Q (3271.590000 sec): 40 clusters Score: Raw -13207151.258394 + Penalty 21920.191945 = -13185231.066449 nChanged 229 Iteration 67Q (3286.380000 sec): 40 clusters Score: Raw -13207172.739421 + Penalty 21920.191945 = -13185252.547476 nChanged 164 Iteration 68Q (3296.010000 sec): 40 clusters Score: Raw -13207186.050503 + Penalty 21920.191945 = -13185265.858558 nChanged 135 Iteration 69Q (3305.650000 sec): 40 clusters Score: Raw -13207194.914010 + Penalty 21920.191945 = -13185274.722065 nChanged 95 Iteration 70Q (3316.630000 sec): 40 clusters Score: Raw -13207200.961259 + Penalty 21920.191945 = -13185280.769314 nChanged 69 Iteration 71Q (3326.330000 sec): 40 clusters Score: Raw -13207204.562680 + Penalty 21920.191945 = -13185284.370735 nChanged 40 Iteration 72Q (3337.190000 sec): 40 clusters Score: Raw -13207205.608196 + Penalty 21920.191945 = -13185285.416251 nChanged 22 Iteration 73Q (3346.890000 sec): 40 clusters Score: Raw -13207206.284119 + Penalty 21920.191945 = -13185286.092174 nChanged 20 Iteration 74Q (3357.060000 sec): 40 clusters Score: Raw -13207206.766473 + Penalty 21920.191945 = -13185286.574528 nChanged 14 Iteration 75Q (3367.200000 sec): 40 clusters Score: Raw -13207206.895366 + Penalty 21920.191945 = -13185286.703421 nChanged 15 Iteration 76Q (3379.800000 sec): 40 clusters Score: Raw -13207207.091564 + Penalty 21920.191945 = -13185286.899619 nChanged 13 Iteration 77Q (3391.600000 sec): 40 clusters Score: Raw -13207207.348736 + Penalty 21920.191945 = -13185287.156791 nChanged 6 Iteration 78Q (3405.090000 sec): 40 clusters Score: Raw -13207207.521808 + Penalty 21920.191945 = -13185287.329863 nChanged 5 Iteration 79Q (3417.830000 sec): 40 clusters Score: Raw -13207207.564334 + Penalty 21920.191945 = -13185287.372389 nChanged 8 Iteration 80F (3433.100000 sec): 40 clusters Score: Raw -13207484.666732 + Penalty 21920.191945 = -13185564.474787 nChanged 45 Iteration 81Q (3443.130000 sec): 40 clusters Score: Raw -13207624.533300 + Penalty 21920.191945 = -13185704.341355 nChanged 32 Iteration 82Q (3452.310000 sec): 40 clusters Score: Raw -13207662.790681 + Penalty 21920.191945 = -13185742.598736 nChanged 28 Iteration 83Q (3462.230000 sec): 40 clusters Score: Raw -13207677.240424 + Penalty 21920.191945 = -13185757.048479 nChanged 31 Iteration 84Q (3472.660000 sec): 40 clusters Score: Raw -13207698.146852 + Penalty 21920.191945 = -13185777.954907 nChanged 25 Iteration 85Q (3481.430000 sec): 40 clusters Score: Raw -13207704.194128 + Penalty 21920.191945 = -13185784.002183 nChanged 29 Iteration 86Q (3490.980000 sec): 40 clusters Score: Raw -13207708.971591 + Penalty 21920.191945 = -13185788.779646 nChanged 22 Iteration 87Q (3501.230000 sec): 40 clusters Score: Raw -13207712.198485 + Penalty 21920.191945 = -13185792.006540 nChanged 14 Iteration 88Q (3512.980000 sec): 40 clusters Score: Raw -13207713.922990 + Penalty 21920.191945 = -13185793.731045 nChanged 9 Iteration 89Q (3523.520000 sec): 40 clusters Score: Raw -13207714.226085 + Penalty 21920.191945 = -13185794.034140 nChanged 6 Iteration 90Q (3535.010000 sec): 40 clusters Score: Raw -13207715.083929 + Penalty 21920.191945 = -13185794.891984 nChanged 2 Iteration 91Q (3549.420000 sec): 40 clusters Score: Raw -13207715.120223 + Penalty 21920.191945 = -13185794.928278 nChanged 4 Iteration 92Q (3560.030000 sec): 40 clusters Score: Raw -13207715.226762 + Penalty 21920.191945 = -13185795.034817 nChanged 2 Iteration 93Q (3570.420000 sec): 40 clusters Score: Raw -13207715.238758 + Penalty 21920.191945 = -13185795.046813 nChanged 3 Iteration 94Q (3580.100000 sec): 40 clusters Score: Raw -13207715.248460 + Penalty 21920.191945 = -13185795.056515 nChanged 2 Iteration 95Q (3591.330000 sec): 40 clusters Score: Raw -13207715.253129 + Penalty 21920.191945 = -13185795.061184 nChanged 2 Iteration 96Q (3601.060000 sec): 40 clusters Score: Raw -13207715.267491 + Penalty 21920.191945 = -13185795.075546 nChanged 4 Iteration 97Q (3611.350000 sec): 40 clusters Score: Raw -13207715.289069 + Penalty 21920.191945 = -13185795.097124 nChanged 5 Iteration 98Q (3622.020000 sec): 40 clusters Score: Raw -13207715.317259 + Penalty 21920.191945 = -13185795.125314 nChanged 4 Writing temp clu file Because OldScore, -13185795.097124, is greater than current (better) Score,-13185795.125314 Compute initial score before splitting: Score: Raw -13207715.317259 + Penalty 21920.191945 = -13185795.125314 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3622.160000 sec): 2 clusters Score: Raw -17914.412616 + Penalty 262.742095 = -17651.670521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3622.330000 sec): 3 clusters Score: Raw -17810.791439 + Penalty 525.484191 = -17285.307248 nChanged 116 SP:Iteration 1F (3622.500000 sec): 3 clusters Score: Raw -17924.195257 + Penalty 525.484191 = -17398.711066 nChanged 28 SP:Iteration 2F (3622.700000 sec): 3 clusters Score: Raw -17968.215667 + Penalty 525.484191 = -17442.731476 nChanged 11 SP:Iteration 3Q (3622.880000 sec): 3 clusters Score: Raw -17976.279697 + Penalty 525.484191 = -17450.795507 nChanged 7 SP:Iteration 4Q (3623.060000 sec): 3 clusters Score: Raw -17984.237620 + Penalty 525.484191 = -17458.753429 nChanged 9 SP:Iteration 5Q (3623.280000 sec): 3 clusters Score: Raw -17997.989269 + Penalty 525.484191 = -17472.505078 nChanged 3 SP:Iteration 6Q (3623.430000 sec): 3 clusters Score: Raw -18002.517643 + Penalty 525.484191 = -17477.033452 nChanged 3 SP:Iteration 7Q (3623.600000 sec): 3 clusters Score: Raw -18008.750998 + Penalty 525.484191 = -17483.266807 nChanged 2 SP:Iteration 8Q (3623.760000 sec): 3 clusters Score: Raw -18011.001865 + Penalty 525.484191 = -17485.517675 nChanged 2 SP:Iteration 9Q (3623.890000 sec): 3 clusters Score: Raw -18012.978999 + Penalty 525.484191 = -17487.494809 nChanged 0 SP:Iteration 10F (3624.060000 sec): 3 clusters Score: Raw -18012.978999 + Penalty 525.484191 = -17487.494809 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3624.160000 sec): 2 clusters Score: Raw -52336.049360 + Penalty 314.166160 = -52021.883200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.340000 sec): 3 clusters Score: Raw -51860.019184 + Penalty 628.332320 = -51231.686864 nChanged 404 SP:Iteration 1F (3624.520000 sec): 3 clusters Score: Raw -52119.724240 + Penalty 628.332320 = -51491.391920 nChanged 79 SP:Iteration 2F (3624.680000 sec): 3 clusters Score: Raw -52168.619449 + Penalty 628.332320 = -51540.287129 nChanged 47 SP:Iteration 3Q (3624.840000 sec): 3 clusters Score: Raw -52198.938273 + Penalty 628.332320 = -51570.605953 nChanged 33 SP:Iteration 4Q (3625.030000 sec): 3 clusters Score: Raw -52218.927941 + Penalty 628.332320 = -51590.595621 nChanged 38 SP:Iteration 5Q (3625.180000 sec): 3 clusters Score: Raw -52243.418760 + Penalty 628.332320 = -51615.086440 nChanged 35 SP:Iteration 6Q (3625.380000 sec): 3 clusters Score: Raw -52270.285086 + Penalty 628.332320 = -51641.952766 nChanged 32 SP:Iteration 7Q (3625.570000 sec): 3 clusters Score: Raw -52307.870989 + Penalty 628.332320 = -51679.538669 nChanged 35 SP:Iteration 8Q (3625.730000 sec): 3 clusters Score: Raw -52331.502302 + Penalty 628.332320 = -51703.169982 nChanged 31 SP:Iteration 9Q (3625.960000 sec): 3 clusters Score: Raw -52353.005669 + Penalty 628.332320 = -51724.673349 nChanged 26 SP:Iteration 10Q (3626.130000 sec): 3 clusters Score: Raw -52379.876346 + Penalty 628.332320 = -51751.544026 nChanged 30 SP:Iteration 11Q (3626.320000 sec): 3 clusters Score: Raw -52413.080104 + Penalty 628.332320 = -51784.747783 nChanged 29 SP:Iteration 12Q (3626.510000 sec): 3 clusters Score: Raw -52439.762522 + Penalty 628.332320 = -51811.430202 nChanged 13 SP:Iteration 13Q (3626.660000 sec): 3 clusters Score: Raw -52450.976095 + Penalty 628.332320 = -51822.643774 nChanged 8 SP:Iteration 14Q (3626.830000 sec): 3 clusters Score: Raw -52455.915562 + Penalty 628.332320 = -51827.583242 nChanged 6 SP:Iteration 15Q (3626.980000 sec): 3 clusters Score: Raw -52460.215576 + Penalty 628.332320 = -51831.883256 nChanged 6 SP:Iteration 16Q (3627.140000 sec): 3 clusters Score: Raw -52463.616497 + Penalty 628.332320 = -51835.284177 nChanged 3 SP:Iteration 17Q (3627.300000 sec): 3 clusters Score: Raw -52467.654206 + Penalty 628.332320 = -51839.321886 nChanged 3 SP:Iteration 18Q (3627.460000 sec): 3 clusters Score: Raw -52469.400339 + Penalty 628.332320 = -51841.068019 nChanged 4 SP:Iteration 19Q (3627.630000 sec): 3 clusters Score: Raw -52470.491335 + Penalty 628.332320 = -51842.159015 nChanged 2 SP:Iteration 20F (3627.810000 sec): 3 clusters Score: Raw -52471.330984 + Penalty 628.332320 = -51842.998664 nChanged 2 SP:Iteration 21Q (3627.990000 sec): 3 clusters Score: Raw -52476.336274 + Penalty 628.332320 = -51848.003954 nChanged 5 SP:Iteration 22Q (3628.170000 sec): 3 clusters Score: Raw -52478.082361 + Penalty 628.332320 = -51849.750041 nChanged 2 SP:Iteration 23Q (3628.390000 sec): 3 clusters Score: Raw -52478.436932 + Penalty 628.332320 = -51850.104612 nChanged 2 SP:Iteration 24Q (3628.530000 sec): 3 clusters Score: Raw -52478.961107 + Penalty 628.332320 = -51850.628787 nChanged 1 SP:Iteration 25Q (3628.730000 sec): 3 clusters Score: Raw -52479.129147 + Penalty 628.332320 = -51850.796827 nChanged 0 SP:Iteration 26F (3628.920000 sec): 3 clusters Score: Raw -52479.129147 + Penalty 628.332320 = -51850.796827 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3628.970000 sec): 2 clusters Score: Raw -122355.985146 + Penalty 346.697452 = -122009.287694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3629.190000 sec): 3 clusters Score: Raw -121202.798091 + Penalty 693.394903 = -120509.403188 nChanged 882 SP:Iteration 1F (3629.380000 sec): 3 clusters Score: Raw -121712.921143 + Penalty 693.394903 = -121019.526239 nChanged 144 SP:Iteration 2F (3629.520000 sec): 3 clusters Score: Raw -121777.072954 + Penalty 693.394903 = -121083.678051 nChanged 97 SP:Iteration 3Q (3629.720000 sec): 3 clusters Score: Raw -121832.989841 + Penalty 693.394903 = -121139.594938 nChanged 96 SP:Iteration 4Q (3629.910000 sec): 3 clusters Score: Raw -121887.749448 + Penalty 693.394903 = -121194.354544 nChanged 82 SP:Iteration 5Q (3630.070000 sec): 3 clusters Score: Raw -121946.619725 + Penalty 693.394903 = -121253.224822 nChanged 88 SP:Iteration 6Q (3630.250000 sec): 3 clusters Score: Raw -122024.502914 + Penalty 693.394903 = -121331.108011 nChanged 91 SP:Iteration 7Q (3630.450000 sec): 3 clusters Score: Raw -122114.048030 + Penalty 693.394903 = -121420.653127 nChanged 89 SP:Iteration 8Q (3630.600000 sec): 3 clusters Score: Raw -122184.688513 + Penalty 693.394903 = -121491.293610 nChanged 75 SP:Iteration 9Q (3630.770000 sec): 3 clusters Score: Raw -122229.721915 + Penalty 693.394903 = -121536.327011 nChanged 59 SP:Iteration 10Q (3630.960000 sec): 3 clusters Score: Raw -122264.473959 + Penalty 693.394903 = -121571.079056 nChanged 52 SP:Iteration 11Q (3631.130000 sec): 3 clusters Score: Raw -122295.436376 + Penalty 693.394903 = -121602.041473 nChanged 49 SP:Iteration 12Q (3631.360000 sec): 3 clusters Score: Raw -122327.301789 + Penalty 693.394903 = -121633.906886 nChanged 43 SP:Iteration 13Q (3631.550000 sec): 3 clusters Score: Raw -122368.368786 + Penalty 693.394903 = -121674.973883 nChanged 56 SP:Iteration 14Q (3631.720000 sec): 3 clusters Score: Raw -122435.834586 + Penalty 693.394903 = -121742.439682 nChanged 52 SP:Iteration 15Q (3631.860000 sec): 3 clusters Score: Raw -122488.198602 + Penalty 693.394903 = -121794.803699 nChanged 33 SP:Iteration 16Q (3632.050000 sec): 3 clusters Score: Raw -122514.193202 + Penalty 693.394903 = -121820.798298 nChanged 17 SP:Iteration 17Q (3632.240000 sec): 3 clusters Score: Raw -122523.914194 + Penalty 693.394903 = -121830.519290 nChanged 11 SP:Iteration 18Q (3632.420000 sec): 3 clusters Score: Raw -122529.342949 + Penalty 693.394903 = -121835.948045 nChanged 10 SP:Iteration 19Q (3632.650000 sec): 3 clusters Score: Raw -122531.067613 + Penalty 693.394903 = -121837.672710 nChanged 3 SP:Iteration 20F (3632.750000 sec): 3 clusters Score: Raw -122531.567368 + Penalty 693.394903 = -121838.172464 nChanged 2 SP:Iteration 21Q (3632.960000 sec): 3 clusters Score: Raw -122531.940182 + Penalty 693.394903 = -121838.545278 nChanged 0 SP:Iteration 22F (3633.140000 sec): 3 clusters Score: Raw -122531.940182 + Penalty 693.394903 = -121838.545278 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3633.280000 sec): 2 clusters Score: Raw -894532.201451 + Penalty 435.810014 = -894096.391438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3633.480000 sec): 3 clusters Score: Raw -885305.847031 + Penalty 871.620027 = -884434.227004 nChanged 6851 SP:Iteration 1F (3633.720000 sec): 3 clusters Score: Raw -889126.416990 + Penalty 871.620027 = -888254.796963 nChanged 889 SP:Iteration 2F (3633.930000 sec): 3 clusters Score: Raw -889564.490597 + Penalty 871.620027 = -888692.870569 nChanged 1028 SP:Iteration 3F (3634.170000 sec): 3 clusters Score: Raw -890158.379431 + Penalty 871.620027 = -889286.759404 nChanged 1086 SP:Iteration 4F (3634.350000 sec): 3 clusters Score: Raw -890860.180048 + Penalty 871.620027 = -889988.560021 nChanged 1057 SP:Iteration 5F (3634.570000 sec): 3 clusters Score: Raw -891522.230168 + Penalty 871.620027 = -890650.610141 nChanged 908 SP:Iteration 6F (3634.760000 sec): 3 clusters Score: Raw -892088.221034 + Penalty 871.620027 = -891216.601006 nChanged 781 SP:Iteration 7F (3634.970000 sec): 3 clusters Score: Raw -892628.014767 + Penalty 871.620027 = -891756.394739 nChanged 706 SP:Iteration 8Q (3635.160000 sec): 3 clusters Score: Raw -893132.407041 + Penalty 871.620027 = -892260.787014 nChanged 539 SP:Iteration 9Q (3635.350000 sec): 3 clusters Score: Raw -893533.303076 + Penalty 871.620027 = -892661.683048 nChanged 410 SP:Iteration 10Q (3635.540000 sec): 3 clusters Score: Raw -893851.752073 + Penalty 871.620027 = -892980.132045 nChanged 301 SP:Iteration 11Q (3635.740000 sec): 3 clusters Score: Raw -894101.355971 + Penalty 871.620027 = -893229.735943 nChanged 204 SP:Iteration 12Q (3635.950000 sec): 3 clusters Score: Raw -894244.292121 + Penalty 871.620027 = -893372.672093 nChanged 148 SP:Iteration 13Q (3636.160000 sec): 3 clusters Score: Raw -894353.123605 + Penalty 871.620027 = -893481.503578 nChanged 125 SP:Iteration 14Q (3636.370000 sec): 3 clusters Score: Raw -894444.813541 + Penalty 871.620027 = -893573.193514 nChanged 80 SP:Iteration 15Q (3636.580000 sec): 3 clusters Score: Raw -894493.115929 + Penalty 871.620027 = -893621.495901 nChanged 51 SP:Iteration 16Q (3636.780000 sec): 3 clusters Score: Raw -894522.383365 + Penalty 871.620027 = -893650.763338 nChanged 41 SP:Iteration 17Q (3636.950000 sec): 3 clusters Score: Raw -894545.691597 + Penalty 871.620027 = -893674.071569 nChanged 34 SP:Iteration 18Q (3637.190000 sec): 3 clusters Score: Raw -894572.434263 + Penalty 871.620027 = -893700.814235 nChanged 27 SP:Iteration 19Q (3637.370000 sec): 3 clusters Score: Raw -894592.296674 + Penalty 871.620027 = -893720.676647 nChanged 21 SP:Iteration 20F (3637.590000 sec): 3 clusters Score: Raw -894603.852464 + Penalty 871.620027 = -893732.232437 nChanged 17 SP:Iteration 21Q (3637.820000 sec): 3 clusters Score: Raw -894610.430561 + Penalty 871.620027 = -893738.810534 nChanged 12 SP:Iteration 22Q (3638.050000 sec): 3 clusters Score: Raw -894614.081837 + Penalty 871.620027 = -893742.461810 nChanged 5 SP:Iteration 23Q (3638.250000 sec): 3 clusters Score: Raw -894615.991196 + Penalty 871.620027 = -893744.371168 nChanged 4 SP:Iteration 24Q (3638.450000 sec): 3 clusters Score: Raw -894618.620909 + Penalty 871.620027 = -893747.000882 nChanged 6 SP:Iteration 25Q (3638.680000 sec): 3 clusters Score: Raw -894620.257013 + Penalty 871.620027 = -893748.636986 nChanged 4 SP:Iteration 26Q (3638.900000 sec): 3 clusters Score: Raw -894621.516259 + Penalty 871.620027 = -893749.896232 nChanged 5 SP:Iteration 27Q (3639.080000 sec): 3 clusters Score: Raw -894622.809675 + Penalty 871.620027 = -893751.189648 nChanged 5 SP:Iteration 28Q (3639.300000 sec): 3 clusters Score: Raw -894623.818828 + Penalty 871.620027 = -893752.198801 nChanged 2 SP:Iteration 29Q (3639.530000 sec): 3 clusters Score: Raw -894624.162077 + Penalty 871.620027 = -893752.542050 nChanged 1 SP:Iteration 30Q (3639.720000 sec): 3 clusters Score: Raw -894624.576937 + Penalty 871.620027 = -893752.956910 nChanged 1 SP:Iteration 31Q (3639.890000 sec): 3 clusters Score: Raw -894624.782720 + Penalty 871.620027 = -893753.162693 nChanged 0 SP:Iteration 32F (3640.090000 sec): 3 clusters Score: Raw -894624.782720 + Penalty 871.620027 = -893753.162693 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3640.220000 sec): 2 clusters Score: Raw -18413.853048 + Penalty 265.483889 = -18148.369160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3640.360000 sec): 3 clusters Score: Raw -18320.081272 + Penalty 530.967777 = -17789.113495 nChanged 108 SP:Iteration 1F (3640.570000 sec): 3 clusters Score: Raw -18463.980273 + Penalty 530.967777 = -17933.012496 nChanged 31 SP:Iteration 2F (3640.720000 sec): 3 clusters Score: Raw -18560.849306 + Penalty 530.967777 = -18029.881529 nChanged 18 SP:Iteration 3F (3640.910000 sec): 3 clusters Score: Raw -18588.990752 + Penalty 530.967777 = -18058.022975 nChanged 14 SP:Iteration 4Q (3641.100000 sec): 3 clusters Score: Raw -18604.163954 + Penalty 530.967777 = -18073.196177 nChanged 9 SP:Iteration 5Q (3641.260000 sec): 3 clusters Score: Raw -18622.051737 + Penalty 530.967777 = -18091.083960 nChanged 4 SP:Iteration 6Q (3641.430000 sec): 3 clusters Score: Raw -18629.176075 + Penalty 530.967777 = -18098.208298 nChanged 5 SP:Iteration 7Q (3641.610000 sec): 3 clusters Score: Raw -18638.978799 + Penalty 530.967777 = -18108.011022 nChanged 3 SP:Iteration 8Q (3641.750000 sec): 3 clusters Score: Raw -18643.207590 + Penalty 530.967777 = -18112.239813 nChanged 2 SP:Iteration 9Q (3641.950000 sec): 3 clusters Score: Raw -18647.886359 + Penalty 530.967777 = -18116.918582 nChanged 0 SP:Iteration 10F (3642.100000 sec): 3 clusters Score: Raw -18647.886359 + Penalty 530.967777 = -18116.918582 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3642.180000 sec): 2 clusters Score: Raw -172591.036849 + Penalty 364.997031 = -172226.039817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3642.380000 sec): 3 clusters Score: Raw -170854.642680 + Penalty 729.994063 = -170124.648617 nChanged 1362 SP:Iteration 1F (3642.520000 sec): 3 clusters Score: Raw -171684.280239 + Penalty 729.994063 = -170954.286177 nChanged 275 SP:Iteration 2F (3642.690000 sec): 3 clusters Score: Raw -171919.859393 + Penalty 729.994063 = -171189.865330 nChanged 264 SP:Iteration 3F (3642.860000 sec): 3 clusters Score: Raw -172138.644378 + Penalty 729.994063 = -171408.650315 nChanged 207 SP:Iteration 4F (3643.020000 sec): 3 clusters Score: Raw -172279.250070 + Penalty 729.994063 = -171549.256007 nChanged 150 SP:Iteration 5Q (3643.210000 sec): 3 clusters Score: Raw -172366.080515 + Penalty 729.994063 = -171636.086452 nChanged 104 SP:Iteration 6Q (3643.390000 sec): 3 clusters Score: Raw -172439.302867 + Penalty 729.994063 = -171709.308805 nChanged 96 SP:Iteration 7Q (3643.580000 sec): 3 clusters Score: Raw -172505.178237 + Penalty 729.994063 = -171775.184174 nChanged 70 SP:Iteration 8Q (3643.740000 sec): 3 clusters Score: Raw -172539.525053 + Penalty 729.994063 = -171809.530991 nChanged 58 SP:Iteration 9Q (3643.870000 sec): 3 clusters Score: Raw -172563.763260 + Penalty 729.994063 = -171833.769198 nChanged 39 SP:Iteration 10Q (3644.050000 sec): 3 clusters Score: Raw -172578.721841 + Penalty 729.994063 = -171848.727779 nChanged 37 SP:Iteration 11Q (3644.210000 sec): 3 clusters Score: Raw -172587.480194 + Penalty 729.994063 = -171857.486131 nChanged 27 SP:Iteration 12Q (3644.380000 sec): 3 clusters Score: Raw -172593.153484 + Penalty 729.994063 = -171863.159421 nChanged 15 SP:Iteration 13Q (3644.550000 sec): 3 clusters Score: Raw -172596.570832 + Penalty 729.994063 = -171866.576770 nChanged 14 SP:Iteration 14Q (3644.730000 sec): 3 clusters Score: Raw -172599.980362 + Penalty 729.994063 = -171869.986299 nChanged 16 SP:Iteration 15Q (3644.910000 sec): 3 clusters Score: Raw -172603.815877 + Penalty 729.994063 = -171873.821814 nChanged 18 SP:Iteration 16Q (3645.100000 sec): 3 clusters Score: Raw -172608.354634 + Penalty 729.994063 = -171878.360571 nChanged 13 SP:Iteration 17Q (3645.270000 sec): 3 clusters Score: Raw -172612.531534 + Penalty 729.994063 = -171882.537471 nChanged 16 SP:Iteration 18Q (3645.420000 sec): 3 clusters Score: Raw -172615.946824 + Penalty 729.994063 = -171885.952761 nChanged 9 SP:Iteration 19Q (3645.600000 sec): 3 clusters Score: Raw -172618.003613 + Penalty 729.994063 = -171888.009550 nChanged 5 SP:Iteration 20F (3645.800000 sec): 3 clusters Score: Raw -172619.116966 + Penalty 729.994063 = -171889.122903 nChanged 7 SP:Iteration 21Q (3645.930000 sec): 3 clusters Score: Raw -172621.632642 + Penalty 729.994063 = -171891.638579 nChanged 6 SP:Iteration 22Q (3646.070000 sec): 3 clusters Score: Raw -172625.041048 + Penalty 729.994063 = -171895.046985 nChanged 9 SP:Iteration 23Q (3646.240000 sec): 3 clusters Score: Raw -172628.553818 + Penalty 729.994063 = -171898.559755 nChanged 6 SP:Iteration 24Q (3646.430000 sec): 3 clusters Score: Raw -172629.645126 + Penalty 729.994063 = -171899.651063 nChanged 6 SP:Iteration 25Q (3646.610000 sec): 3 clusters Score: Raw -172630.327310 + Penalty 729.994063 = -171900.333247 nChanged 4 SP:Iteration 26Q (3646.760000 sec): 3 clusters Score: Raw -172630.762946 + Penalty 729.994063 = -171900.768883 nChanged 3 SP:Iteration 27Q (3646.950000 sec): 3 clusters Score: Raw -172631.023108 + Penalty 729.994063 = -171901.029045 nChanged 1 SP:Iteration 28Q (3647.110000 sec): 3 clusters Score: Raw -172631.089270 + Penalty 729.994063 = -171901.095207 nChanged 1 SP:Iteration 29Q (3647.310000 sec): 3 clusters Score: Raw -172631.733196 + Penalty 729.994063 = -171901.739133 nChanged 1 SP:Iteration 30Q (3647.450000 sec): 3 clusters Score: Raw -172631.850609 + Penalty 729.994063 = -171901.856546 nChanged 2 SP:Iteration 31Q (3647.630000 sec): 3 clusters Score: Raw -172632.011133 + Penalty 729.994063 = -171902.017070 nChanged 1 SP:Iteration 32Q (3647.790000 sec): 3 clusters Score: Raw -172632.039535 + Penalty 729.994063 = -171902.045472 nChanged 0 SP:Iteration 33F (3647.930000 sec): 3 clusters Score: Raw -172632.039535 + Penalty 729.994063 = -171902.045472 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3648.530000 sec): 2 clusters Score: Raw -9456764.569440 + Penalty 545.061747 = -9456219.507693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3649.280000 sec): 3 clusters Score: Raw -9348825.084817 + Penalty 1090.123494 = -9347734.961323 nChanged 78409 SP:Iteration 1F (3650.060000 sec): 3 clusters Score: Raw -9399977.896843 + Penalty 1090.123494 = -9398887.773349 nChanged 8590 SP:Iteration 2F (3650.810000 sec): 3 clusters Score: Raw -9404741.978956 + Penalty 1090.123494 = -9403651.855462 nChanged 9801 SP:Iteration 3F (3651.600000 sec): 3 clusters Score: Raw -9411330.212953 + Penalty 1090.123494 = -9410240.089460 nChanged 10490 SP:Iteration 4F (3652.420000 sec): 3 clusters Score: Raw -9419030.450653 + Penalty 1090.123494 = -9417940.327160 nChanged 10014 SP:Iteration 5F (3653.240000 sec): 3 clusters Score: Raw -9425804.384245 + Penalty 1090.123494 = -9424714.260752 nChanged 8096 SP:Iteration 6F (3653.970000 sec): 3 clusters Score: Raw -9429761.789561 + Penalty 1090.123494 = -9428671.666067 nChanged 5170 SP:Iteration 7Q (3654.760000 sec): 3 clusters Score: Raw -9431180.532119 + Penalty 1090.123494 = -9430090.408626 nChanged 2837 SP:Iteration 8Q (3655.500000 sec): 3 clusters Score: Raw -9431649.066806 + Penalty 1090.123494 = -9430558.943312 nChanged 1671 SP:Iteration 9Q (3656.310000 sec): 3 clusters Score: Raw -9431875.111364 + Penalty 1090.123494 = -9430784.987870 nChanged 1261 SP:Iteration 10Q (3657.140000 sec): 3 clusters Score: Raw -9432028.455415 + Penalty 1090.123494 = -9430938.331921 nChanged 1138 SP:Iteration 11Q (3657.990000 sec): 3 clusters Score: Raw -9432162.631618 + Penalty 1090.123494 = -9431072.508124 nChanged 1056 SP:Iteration 12Q (3658.650000 sec): 3 clusters Score: Raw -9432279.500163 + Penalty 1090.123494 = -9431189.376670 nChanged 1031 SP:Iteration 13Q (3659.320000 sec): 3 clusters Score: Raw -9432394.552228 + Penalty 1090.123494 = -9431304.428734 nChanged 985 SP:Iteration 14Q (3660.020000 sec): 3 clusters Score: Raw -9432503.818677 + Penalty 1090.123494 = -9431413.695184 nChanged 973 SP:Iteration 15Q (3660.790000 sec): 3 clusters Score: Raw -9432609.347181 + Penalty 1090.123494 = -9431519.223688 nChanged 940 SP:Iteration 16Q (3661.530000 sec): 3 clusters Score: Raw -9432701.934806 + Penalty 1090.123494 = -9431611.811312 nChanged 875 SP:Iteration 17Q (3662.230000 sec): 3 clusters Score: Raw -9432791.237219 + Penalty 1090.123494 = -9431701.113726 nChanged 877 SP:Iteration 18Q (3662.910000 sec): 3 clusters Score: Raw -9432880.317287 + Penalty 1090.123494 = -9431790.193793 nChanged 878 SP:Iteration 19Q (3663.580000 sec): 3 clusters Score: Raw -9432968.661957 + Penalty 1090.123494 = -9431878.538463 nChanged 851 SP:Iteration 20F (3664.170000 sec): 3 clusters Score: Raw -9433060.599250 + Penalty 1090.123494 = -9431970.475757 nChanged 877 SP:Iteration 21Q (3664.760000 sec): 3 clusters Score: Raw -9433149.178875 + Penalty 1090.123494 = -9432059.055381 nChanged 864 SP:Iteration 22Q (3665.340000 sec): 3 clusters Score: Raw -9433228.938199 + Penalty 1090.123494 = -9432138.814705 nChanged 757 SP:Iteration 23Q (3665.940000 sec): 3 clusters Score: Raw -9433296.527132 + Penalty 1090.123494 = -9432206.403638 nChanged 748 SP:Iteration 24Q (3666.540000 sec): 3 clusters Score: Raw -9433358.110211 + Penalty 1090.123494 = -9432267.986717 nChanged 701 SP:Iteration 25Q (3667.150000 sec): 3 clusters Score: Raw -9433414.879586 + Penalty 1090.123494 = -9432324.756092 nChanged 663 SP:Iteration 26Q (3667.750000 sec): 3 clusters Score: Raw -9433467.350739 + Penalty 1090.123494 = -9432377.227245 nChanged 637 SP:Iteration 27Q (3668.310000 sec): 3 clusters Score: Raw -9433518.632024 + Penalty 1090.123494 = -9432428.508530 nChanged 629 SP:Iteration 28Q (3668.850000 sec): 3 clusters Score: Raw -9433565.300383 + Penalty 1090.123494 = -9432475.176889 nChanged 590 SP:Iteration 29Q (3669.400000 sec): 3 clusters Score: Raw -9433606.767032 + Penalty 1090.123494 = -9432516.643538 nChanged 553 SP:Iteration 30Q (3669.870000 sec): 3 clusters Score: Raw -9433641.414771 + Penalty 1090.123494 = -9432551.291278 nChanged 520 SP:Iteration 31Q (3670.340000 sec): 3 clusters Score: Raw -9433674.716373 + Penalty 1090.123494 = -9432584.592880 nChanged 545 SP:Iteration 32Q (3670.940000 sec): 3 clusters Score: Raw -9433712.312147 + Penalty 1090.123494 = -9432622.188654 nChanged 564 SP:Iteration 33Q (3671.440000 sec): 3 clusters Score: Raw -9433752.096458 + Penalty 1090.123494 = -9432661.972965 nChanged 585 SP:Iteration 34Q (3671.930000 sec): 3 clusters Score: Raw -9433794.241881 + Penalty 1090.123494 = -9432704.118388 nChanged 559 SP:Iteration 35Q (3672.460000 sec): 3 clusters Score: Raw -9433836.696264 + Penalty 1090.123494 = -9432746.572771 nChanged 580 SP:Iteration 36Q (3673.000000 sec): 3 clusters Score: Raw -9433882.194198 + Penalty 1090.123494 = -9432792.070705 nChanged 605 SP:Iteration 37Q (3673.640000 sec): 3 clusters Score: Raw -9433924.326834 + Penalty 1090.123494 = -9432834.203340 nChanged 549 SP:Iteration 38Q (3674.420000 sec): 3 clusters Score: Raw -9433964.053620 + Penalty 1090.123494 = -9432873.930126 nChanged 597 SP:Iteration 39Q (3675.120000 sec): 3 clusters Score: Raw -9434006.320516 + Penalty 1090.123494 = -9432916.197022 nChanged 589 SP:Iteration 40F (3675.810000 sec): 3 clusters Score: Raw -9434048.468395 + Penalty 1090.123494 = -9432958.344902 nChanged 571 SP:Iteration 41Q (3676.450000 sec): 3 clusters Score: Raw -9434091.625461 + Penalty 1090.123494 = -9433001.501967 nChanged 603 SP:Iteration 42Q (3677.140000 sec): 3 clusters Score: Raw -9434138.350863 + Penalty 1090.123494 = -9433048.227369 nChanged 646 SP:Iteration 43Q (3677.860000 sec): 3 clusters Score: Raw -9434186.979938 + Penalty 1090.123494 = -9433096.856445 nChanged 596 SP:Iteration 44Q (3678.540000 sec): 3 clusters Score: Raw -9434230.589313 + Penalty 1090.123494 = -9433140.465820 nChanged 627 SP:Iteration 45Q (3679.290000 sec): 3 clusters Score: Raw -9434276.135523 + Penalty 1090.123494 = -9433186.012029 nChanged 617 SP:Iteration 46Q (3679.950000 sec): 3 clusters Score: Raw -9434322.450540 + Penalty 1090.123494 = -9433232.327046 nChanged 656 SP:Iteration 47Q (3680.730000 sec): 3 clusters Score: Raw -9434374.000562 + Penalty 1090.123494 = -9433283.877068 nChanged 693 SP:Iteration 48Q (3681.470000 sec): 3 clusters Score: Raw -9434429.715512 + Penalty 1090.123494 = -9433339.592018 nChanged 721 SP:Iteration 49Q (3682.110000 sec): 3 clusters Score: Raw -9434490.872374 + Penalty 1090.123494 = -9433400.748880 nChanged 752 SP:Iteration 50Q (3682.650000 sec): 3 clusters Score: Raw -9434557.364494 + Penalty 1090.123494 = -9433467.241001 nChanged 809 SP:Iteration 51Q (3683.190000 sec): 3 clusters Score: Raw -9434633.430936 + Penalty 1090.123494 = -9433543.307443 nChanged 846 SP:Iteration 52Q (3683.680000 sec): 3 clusters Score: Raw -9434716.983543 + Penalty 1090.123494 = -9433626.860050 nChanged 920 SP:Iteration 53Q (3684.270000 sec): 3 clusters Score: Raw -9434816.338988 + Penalty 1090.123494 = -9433726.215494 nChanged 969 SP:Iteration 54Q (3684.810000 sec): 3 clusters Score: Raw -9434926.601916 + Penalty 1090.123494 = -9433836.478422 nChanged 1019 SP:Iteration 55Q (3685.430000 sec): 3 clusters Score: Raw -9435047.167872 + Penalty 1090.123494 = -9433957.044378 nChanged 1071 SP:Iteration 56Q (3686.080000 sec): 3 clusters Score: Raw -9435171.221752 + Penalty 1090.123494 = -9434081.098258 nChanged 1072 SP:Iteration 57Q (3686.790000 sec): 3 clusters Score: Raw -9435302.030771 + Penalty 1090.123494 = -9434211.907278 nChanged 1090 SP:Iteration 58Q (3687.440000 sec): 3 clusters Score: Raw -9435438.619497 + Penalty 1090.123494 = -9434348.496003 nChanged 1121 SP:Iteration 59Q (3688.120000 sec): 3 clusters Score: Raw -9435580.839980 + Penalty 1090.123494 = -9434490.716487 nChanged 1168 SP:Iteration 60F (3688.750000 sec): 3 clusters Score: Raw -9435730.725411 + Penalty 1090.123494 = -9434640.601918 nChanged 1243 SP:Iteration 61Q (3689.340000 sec): 3 clusters Score: Raw -9435904.008317 + Penalty 1090.123494 = -9434813.884824 nChanged 1360 SP:Iteration 62Q (3689.960000 sec): 3 clusters Score: Raw -9436106.976256 + Penalty 1090.123494 = -9435016.852762 nChanged 1417 SP:Iteration 63Q (3690.730000 sec): 3 clusters Score: Raw -9436331.697293 + Penalty 1090.123494 = -9435241.573800 nChanged 1519 SP:Iteration 64Q (3691.400000 sec): 3 clusters Score: Raw -9436581.994342 + Penalty 1090.123494 = -9435491.870849 nChanged 1542 SP:Iteration 65Q (3692.130000 sec): 3 clusters Score: Raw -9436841.470054 + Penalty 1090.123494 = -9435751.346560 nChanged 1606 SP:Iteration 66Q (3692.800000 sec): 3 clusters Score: Raw -9437123.149476 + Penalty 1090.123494 = -9436033.025983 nChanged 1633 SP:Iteration 67Q (3693.480000 sec): 3 clusters Score: Raw -9437420.322982 + Penalty 1090.123494 = -9436330.199488 nChanged 1694 SP:Iteration 68Q (3694.190000 sec): 3 clusters Score: Raw -9437732.025991 + Penalty 1090.123494 = -9436641.902497 nChanged 1762 SP:Iteration 69Q (3694.790000 sec): 3 clusters Score: Raw -9438070.540680 + Penalty 1090.123494 = -9436980.417187 nChanged 1758 SP:Iteration 70Q (3695.440000 sec): 3 clusters Score: Raw -9438404.257185 + Penalty 1090.123494 = -9437314.133692 nChanged 1803 SP:Iteration 71Q (3696.040000 sec): 3 clusters Score: Raw -9438763.554941 + Penalty 1090.123494 = -9437673.431447 nChanged 1918 SP:Iteration 72Q (3696.620000 sec): 3 clusters Score: Raw -9439163.175899 + Penalty 1090.123494 = -9438073.052406 nChanged 1942 SP:Iteration 73Q (3697.340000 sec): 3 clusters Score: Raw -9439601.112226 + Penalty 1090.123494 = -9438510.988733 nChanged 2056 SP:Iteration 74Q (3698.060000 sec): 3 clusters Score: Raw -9440086.300741 + Penalty 1090.123494 = -9438996.177248 nChanged 2125 SP:Iteration 75Q (3698.780000 sec): 3 clusters Score: Raw -9440604.604414 + Penalty 1090.123494 = -9439514.480921 nChanged 2192 SP:Iteration 76Q (3699.530000 sec): 3 clusters Score: Raw -9441152.682875 + Penalty 1090.123494 = -9440062.559382 nChanged 2201 SP:Iteration 77Q (3700.230000 sec): 3 clusters Score: Raw -9441703.287506 + Penalty 1090.123494 = -9440613.164012 nChanged 2164 SP:Iteration 78Q (3700.860000 sec): 3 clusters Score: Raw -9442248.684040 + Penalty 1090.123494 = -9441158.560546 nChanged 2135 SP:Iteration 79Q (3701.460000 sec): 3 clusters Score: Raw -9442807.179233 + Penalty 1090.123494 = -9441717.055740 nChanged 2202 SP:Iteration 80F (3702.050000 sec): 3 clusters Score: Raw -9443410.311533 + Penalty 1090.123494 = -9442320.188039 nChanged 2163 SP:Iteration 81Q (3702.720000 sec): 3 clusters Score: Raw -9444013.282171 + Penalty 1090.123494 = -9442923.158677 nChanged 2158 SP:Iteration 82Q (3703.380000 sec): 3 clusters Score: Raw -9444627.500137 + Penalty 1090.123494 = -9443537.376644 nChanged 2139 SP:Iteration 83Q (3703.990000 sec): 3 clusters Score: Raw -9445255.971600 + Penalty 1090.123494 = -9444165.848106 nChanged 2041 SP:Iteration 84Q (3704.700000 sec): 3 clusters Score: Raw -9445866.205113 + Penalty 1090.123494 = -9444776.081619 nChanged 2068 SP:Iteration 85Q (3705.390000 sec): 3 clusters Score: Raw -9446526.561306 + Penalty 1090.123494 = -9445436.437812 nChanged 2086 SP:Iteration 86Q (3706.060000 sec): 3 clusters Score: Raw -9447239.008978 + Penalty 1090.123494 = -9446148.885485 nChanged 2088 SP:Iteration 87Q (3706.760000 sec): 3 clusters Score: Raw -9448004.605631 + Penalty 1090.123494 = -9446914.482137 nChanged 2076 SP:Iteration 88Q (3707.430000 sec): 3 clusters Score: Raw -9448815.655193 + Penalty 1090.123494 = -9447725.531699 nChanged 2021 SP:Iteration 89Q (3708.030000 sec): 3 clusters Score: Raw -9449652.652532 + Penalty 1090.123494 = -9448562.529038 nChanged 1964 SP:Iteration 90Q (3708.580000 sec): 3 clusters Score: Raw -9450502.873469 + Penalty 1090.123494 = -9449412.749975 nChanged 1859 SP:Iteration 91Q (3709.070000 sec): 3 clusters Score: Raw -9451352.108114 + Penalty 1090.123494 = -9450261.984620 nChanged 1740 SP:Iteration 92Q (3709.580000 sec): 3 clusters Score: Raw -9452155.679152 + Penalty 1090.123494 = -9451065.555659 nChanged 1568 SP:Iteration 93Q (3710.110000 sec): 3 clusters Score: Raw -9452900.411118 + Penalty 1090.123494 = -9451810.287624 nChanged 1432 SP:Iteration 94Q (3710.640000 sec): 3 clusters Score: Raw -9453601.870105 + Penalty 1090.123494 = -9452511.746612 nChanged 1292 SP:Iteration 95Q (3711.110000 sec): 3 clusters Score: Raw -9454256.525180 + Penalty 1090.123494 = -9453166.401687 nChanged 1085 SP:Iteration 96Q (3711.670000 sec): 3 clusters Score: Raw -9454805.416749 + Penalty 1090.123494 = -9453715.293256 nChanged 918 SP:Iteration 97Q (3712.160000 sec): 3 clusters Score: Raw -9455272.973153 + Penalty 1090.123494 = -9454182.849659 nChanged 776 SP:Iteration 98Q (3712.660000 sec): 3 clusters Score: Raw -9455669.129046 + Penalty 1090.123494 = -9454579.005553 nChanged 607 SP:Iteration 99Q (3713.210000 sec): 3 clusters Score: Raw -9455979.599581 + Penalty 1090.123494 = -9454889.476088 nChanged 445 SP:Iteration 100F (3713.830000 sec): 3 clusters Score: Raw -9456210.189597 + Penalty 1090.123494 = -9455120.066103 nChanged 342 SP:Iteration 101Q (3714.350000 sec): 3 clusters Score: Raw -9456395.782908 + Penalty 1090.123494 = -9455305.659414 nChanged 263 SP:Iteration 102Q (3714.930000 sec): 3 clusters Score: Raw -9456529.588991 + Penalty 1090.123494 = -9455439.465498 nChanged 170 SP:Iteration 103Q (3715.440000 sec): 3 clusters Score: Raw -9456624.150339 + Penalty 1090.123494 = -9455534.026845 nChanged 111 SP:Iteration 104Q (3715.930000 sec): 3 clusters Score: Raw -9456676.623109 + Penalty 1090.123494 = -9455586.499616 nChanged 85 SP:Iteration 105Q (3716.540000 sec): 3 clusters Score: Raw -9456709.219993 + Penalty 1090.123494 = -9455619.096500 nChanged 55 SP:Iteration 106Q (3717.070000 sec): 3 clusters Score: Raw -9456736.554272 + Penalty 1090.123494 = -9455646.430778 nChanged 37 SP:Iteration 107Q (3717.640000 sec): 3 clusters Score: Raw -9456759.111672 + Penalty 1090.123494 = -9455668.988179 nChanged 35 SP:Iteration 108Q (3718.270000 sec): 3 clusters Score: Raw -9456781.219581 + Penalty 1090.123494 = -9455691.096088 nChanged 27 SP:Iteration 109Q (3718.930000 sec): 3 clusters Score: Raw -9456796.598980 + Penalty 1090.123494 = -9455706.475486 nChanged 23 SP:Iteration 110Q (3719.660000 sec): 3 clusters Score: Raw -9456808.617445 + Penalty 1090.123494 = -9455718.493951 nChanged 18 SP:Iteration 111Q (3720.280000 sec): 3 clusters Score: Raw -9456819.194861 + Penalty 1090.123494 = -9455729.071367 nChanged 15 SP:Iteration 112Q (3720.880000 sec): 3 clusters Score: Raw -9456823.664667 + Penalty 1090.123494 = -9455733.541173 nChanged 6 SP:Iteration 113Q (3721.530000 sec): 3 clusters Score: Raw -9456826.363191 + Penalty 1090.123494 = -9455736.239698 nChanged 6 SP:Iteration 114Q (3722.190000 sec): 3 clusters Score: Raw -9456827.953487 + Penalty 1090.123494 = -9455737.829994 nChanged 2 SP:Iteration 115Q (3722.740000 sec): 3 clusters Score: Raw -9456828.244275 + Penalty 1090.123494 = -9455738.120781 nChanged 2 SP:Iteration 116Q (3723.290000 sec): 3 clusters Score: Raw -9456828.609279 + Penalty 1090.123494 = -9455738.485786 nChanged 1 SP:Iteration 117Q (3723.970000 sec): 3 clusters Score: Raw -9456829.023561 + Penalty 1090.123494 = -9455738.900068 nChanged 2 SP:Iteration 118Q (3724.620000 sec): 3 clusters Score: Raw -9456829.477893 + Penalty 1090.123494 = -9455739.354399 nChanged 1 SP:Iteration 119Q (3725.180000 sec): 3 clusters Score: Raw -9456829.812141 + Penalty 1090.123494 = -9455739.688647 nChanged 0 SP:Iteration 120F (3725.760000 sec): 3 clusters Score: Raw -9456829.812141 + Penalty 1090.123494 = -9455739.688647 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3725.900000 sec): 2 clusters Score: Raw -46650.326331 + Penalty 304.035941 = -46346.290390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3726.060000 sec): 3 clusters Score: Raw -46286.331563 + Penalty 608.071882 = -45678.259680 nChanged 298 SP:Iteration 1F (3726.250000 sec): 3 clusters Score: Raw -46502.519025 + Penalty 608.071882 = -45894.447142 nChanged 72 SP:Iteration 2F (3726.400000 sec): 3 clusters Score: Raw -46559.905577 + Penalty 608.071882 = -45951.833695 nChanged 49 SP:Iteration 3F (3726.620000 sec): 3 clusters Score: Raw -46598.783684 + Penalty 608.071882 = -45990.711802 nChanged 29 SP:Iteration 4Q (3726.780000 sec): 3 clusters Score: Raw -46618.451487 + Penalty 608.071882 = -46010.379604 nChanged 24 SP:Iteration 5Q (3726.960000 sec): 3 clusters Score: Raw -46631.382587 + Penalty 608.071882 = -46023.310704 nChanged 12 SP:Iteration 6Q (3727.110000 sec): 3 clusters Score: Raw -46640.041832 + Penalty 608.071882 = -46031.969949 nChanged 16 SP:Iteration 7Q (3727.310000 sec): 3 clusters Score: Raw -46652.642459 + Penalty 608.071882 = -46044.570577 nChanged 16 SP:Iteration 8Q (3727.490000 sec): 3 clusters Score: Raw -46662.708230 + Penalty 608.071882 = -46054.636348 nChanged 15 SP:Iteration 9Q (3727.680000 sec): 3 clusters Score: Raw -46673.580453 + Penalty 608.071882 = -46065.508571 nChanged 10 SP:Iteration 10Q (3727.840000 sec): 3 clusters Score: Raw -46679.515944 + Penalty 608.071882 = -46071.444061 nChanged 10 SP:Iteration 11Q (3727.980000 sec): 3 clusters Score: Raw -46684.372687 + Penalty 608.071882 = -46076.300805 nChanged 9 SP:Iteration 12Q (3728.190000 sec): 3 clusters Score: Raw -46689.412634 + Penalty 608.071882 = -46081.340752 nChanged 6 SP:Iteration 13Q (3728.350000 sec): 3 clusters Score: Raw -46695.500450 + Penalty 608.071882 = -46087.428567 nChanged 5 SP:Iteration 14Q (3728.530000 sec): 3 clusters Score: Raw -46699.135828 + Penalty 608.071882 = -46091.063946 nChanged 5 SP:Iteration 15Q (3728.730000 sec): 3 clusters Score: Raw -46703.558263 + Penalty 608.071882 = -46095.486381 nChanged 7 SP:Iteration 16Q (3728.920000 sec): 3 clusters Score: Raw -46709.374781 + Penalty 608.071882 = -46101.302898 nChanged 2 SP:Iteration 17Q (3729.110000 sec): 3 clusters Score: Raw -46711.026806 + Penalty 608.071882 = -46102.954923 nChanged 3 SP:Iteration 18Q (3729.300000 sec): 3 clusters Score: Raw -46712.951118 + Penalty 608.071882 = -46104.879236 nChanged 2 SP:Iteration 19Q (3729.480000 sec): 3 clusters Score: Raw -46714.186240 + Penalty 608.071882 = -46106.114357 nChanged 2 SP:Iteration 20F (3729.690000 sec): 3 clusters Score: Raw -46715.232726 + Penalty 608.071882 = -46107.160844 nChanged 1 SP:Iteration 21Q (3729.840000 sec): 3 clusters Score: Raw -46717.096850 + Penalty 608.071882 = -46109.024967 nChanged 3 SP:Iteration 22Q (3730.000000 sec): 3 clusters Score: Raw -46718.389181 + Penalty 608.071882 = -46110.317298 nChanged 3 SP:Iteration 23Q (3730.210000 sec): 3 clusters Score: Raw -46719.842820 + Penalty 608.071882 = -46111.770938 nChanged 2 SP:Iteration 24Q (3730.370000 sec): 3 clusters Score: Raw -46721.255807 + Penalty 608.071882 = -46113.183925 nChanged 1 SP:Iteration 25Q (3730.520000 sec): 3 clusters Score: Raw -46721.993133 + Penalty 608.071882 = -46113.921251 nChanged 0 SP:Iteration 26F (3730.730000 sec): 3 clusters Score: Raw -46721.993133 + Penalty 608.071882 = -46113.921251 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3730.780000 sec): 2 clusters Score: Raw -15639.802829 + Penalty 260.423122 = -15379.379706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3730.970000 sec): 3 clusters Score: Raw -15520.243582 + Penalty 520.846244 = -14999.397337 nChanged 108 SP:Iteration 1F (3731.160000 sec): 3 clusters Score: Raw -15612.527358 + Penalty 520.846244 = -15091.681113 nChanged 27 SP:Iteration 2F (3731.340000 sec): 3 clusters Score: Raw -15674.783342 + Penalty 520.846244 = -15153.937098 nChanged 24 SP:Iteration 3F (3731.520000 sec): 3 clusters Score: Raw -15750.473207 + Penalty 520.846244 = -15229.626962 nChanged 13 SP:Iteration 4Q (3731.740000 sec): 3 clusters Score: Raw -15797.501227 + Penalty 520.846244 = -15276.654983 nChanged 14 SP:Iteration 5Q (3731.890000 sec): 3 clusters Score: Raw -15855.966787 + Penalty 520.846244 = -15335.120542 nChanged 13 SP:Iteration 6Q (3732.060000 sec): 3 clusters Score: Raw -15906.830941 + Penalty 520.846244 = -15385.984697 nChanged 7 SP:Iteration 7Q (3732.210000 sec): 3 clusters Score: Raw -15913.099664 + Penalty 520.846244 = -15392.253420 nChanged 7 SP:Iteration 8Q (3732.400000 sec): 3 clusters Score: Raw -15925.478892 + Penalty 520.846244 = -15404.632648 nChanged 7 SP:Iteration 9Q (3732.560000 sec): 3 clusters Score: Raw -15941.455422 + Penalty 520.846244 = -15420.609178 nChanged 4 SP:Iteration 10Q (3732.740000 sec): 3 clusters Score: Raw -15952.458488 + Penalty 520.846244 = -15431.612244 nChanged 7 SP:Iteration 11Q (3732.940000 sec): 3 clusters Score: Raw -15971.833438 + Penalty 520.846244 = -15450.987193 nChanged 3 SP:Iteration 12Q (3733.120000 sec): 3 clusters Score: Raw -15976.384836 + Penalty 520.846244 = -15455.538592 nChanged 2 SP:Iteration 13Q (3733.290000 sec): 3 clusters Score: Raw -15981.055718 + Penalty 520.846244 = -15460.209473 nChanged 4 SP:Iteration 14Q (3733.450000 sec): 3 clusters Score: Raw -15993.080804 + Penalty 520.846244 = -15472.234560 nChanged 6 SP:Iteration 15Q (3733.630000 sec): 3 clusters Score: Raw -16008.404118 + Penalty 520.846244 = -15487.557874 nChanged 8 SP:Iteration 16Q (3733.770000 sec): 3 clusters Score: Raw -16035.368590 + Penalty 520.846244 = -15514.522346 nChanged 10 SP:Iteration 17Q (3733.900000 sec): 3 clusters Score: Raw -16113.709768 + Penalty 520.846244 = -15592.863524 nChanged 6 SP:Iteration 18Q (3734.060000 sec): 3 clusters Score: Raw -16212.120877 + Penalty 520.846244 = -15691.274633 nChanged 1 SP:Iteration 19Q (3734.180000 sec): 3 clusters Score: Raw -16227.121252 + Penalty 520.846244 = -15706.275008 nChanged 2 SP:Iteration 20F (3734.330000 sec): 3 clusters Score: Raw -16293.758407 + Penalty 520.846244 = -15772.912162 nChanged 6 SP:Iteration 21Q (3734.500000 sec): 3 clusters Score: Raw -16457.669484 + Penalty 520.846244 = -15936.823240 nChanged 0 SP:Iteration 22F (3734.640000 sec): 3 clusters Score: Raw -16457.669484 + Penalty 520.846244 = -15936.823240 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 1.54 GB. Trying to split cluster 10 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3734.740000 sec): 2 clusters Score: Raw -10632.495976 + Penalty 242.418366 = -10390.077610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3734.880000 sec): 3 clusters Score: Raw -10574.234134 + Penalty 484.836731 = -10089.397403 nChanged 63 SP:Iteration 1F (3735.060000 sec): 3 clusters Score: Raw -10727.041806 + Penalty 484.836731 = -10242.205074 nChanged 26 SP:Iteration 2F (3735.240000 sec): 3 clusters Score: Raw -10879.899996 + Penalty 484.836731 = -10395.063265 nChanged 10 SP:Iteration 3Q (3735.420000 sec): 3 clusters Score: Raw -10922.543593 + Penalty 484.836731 = -10437.706862 nChanged 9 SP:Iteration 4Q (3735.640000 sec): 3 clusters Score: Raw -10947.105194 + Penalty 484.836731 = -10462.268463 nChanged 4 SP:Iteration 5Q (3735.810000 sec): 3 clusters Score: Raw -10960.600772 + Penalty 484.836731 = -10475.764041 nChanged 2 SP:Iteration 6Q (3735.960000 sec): 3 clusters Score: Raw -10969.690035 + Penalty 484.836731 = -10484.853303 nChanged 1 SP:Iteration 7Q (3736.200000 sec): 3 clusters Score: Raw -10972.330477 + Penalty 484.836731 = -10487.493746 nChanged 0 SP:Iteration 8F (3736.340000 sec): 3 clusters Score: Raw -10972.853966 + Penalty 484.836731 = -10488.017235 nChanged 1 SP:Iteration 9Q (3736.570000 sec): 3 clusters Score: Raw -10976.810254 + Penalty 484.836731 = -10491.973522 nChanged 0 SP:Iteration 10F (3736.770000 sec): 3 clusters Score: Raw -10976.810254 + Penalty 484.836731 = -10491.973522 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 1.54 GB. Trying to split cluster 11 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3736.820000 sec): 2 clusters Score: Raw -64303.947410 + Penalty 321.212602 = -63982.734808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3737.040000 sec): 3 clusters Score: Raw -63756.375616 + Penalty 642.425204 = -63113.950412 nChanged 429 SP:Iteration 1F (3737.210000 sec): 3 clusters Score: Raw -64057.486196 + Penalty 642.425204 = -63415.060992 nChanged 112 SP:Iteration 2F (3737.340000 sec): 3 clusters Score: Raw -64195.381068 + Penalty 642.425204 = -63552.955864 nChanged 102 SP:Iteration 3F (3737.520000 sec): 3 clusters Score: Raw -64317.357059 + Penalty 642.425204 = -63674.931855 nChanged 77 SP:Iteration 4F (3737.730000 sec): 3 clusters Score: Raw -64384.723300 + Penalty 642.425204 = -63742.298096 nChanged 58 SP:Iteration 5Q (3737.890000 sec): 3 clusters Score: Raw -64422.353186 + Penalty 642.425204 = -63779.927982 nChanged 46 SP:Iteration 6Q (3738.110000 sec): 3 clusters Score: Raw -64451.027282 + Penalty 642.425204 = -63808.602077 nChanged 41 SP:Iteration 7Q (3738.320000 sec): 3 clusters Score: Raw -64477.967325 + Penalty 642.425204 = -63835.542121 nChanged 33 SP:Iteration 8Q (3738.440000 sec): 3 clusters Score: Raw -64497.409639 + Penalty 642.425204 = -63854.984435 nChanged 18 SP:Iteration 9Q (3738.570000 sec): 3 clusters Score: Raw -64505.225269 + Penalty 642.425204 = -63862.800064 nChanged 17 SP:Iteration 10Q (3738.700000 sec): 3 clusters Score: Raw -64511.530153 + Penalty 642.425204 = -63869.104949 nChanged 14 SP:Iteration 11Q (3738.820000 sec): 3 clusters Score: Raw -64516.991417 + Penalty 642.425204 = -63874.566213 nChanged 14 SP:Iteration 12Q (3738.950000 sec): 3 clusters Score: Raw -64521.780429 + Penalty 642.425204 = -63879.355225 nChanged 5 SP:Iteration 13Q (3739.070000 sec): 3 clusters Score: Raw -64523.549984 + Penalty 642.425204 = -63881.124780 nChanged 5 SP:Iteration 14Q (3739.230000 sec): 3 clusters Score: Raw -64525.067986 + Penalty 642.425204 = -63882.642782 nChanged 5 SP:Iteration 15Q (3739.360000 sec): 3 clusters Score: Raw -64526.368173 + Penalty 642.425204 = -63883.942969 nChanged 2 SP:Iteration 16Q (3739.480000 sec): 3 clusters Score: Raw -64526.840373 + Penalty 642.425204 = -63884.415169 nChanged 4 SP:Iteration 17Q (3739.610000 sec): 3 clusters Score: Raw -64528.062610 + Penalty 642.425204 = -63885.637406 nChanged 1 SP:Iteration 18Q (3739.740000 sec): 3 clusters Score: Raw -64528.411556 + Penalty 642.425204 = -63885.986352 nChanged 2 SP:Iteration 19Q (3739.860000 sec): 3 clusters Score: Raw -64529.073988 + Penalty 642.425204 = -63886.648784 nChanged 2 SP:Iteration 20F (3739.990000 sec): 3 clusters Score: Raw -64529.611480 + Penalty 642.425204 = -63887.186276 nChanged 1 SP:Iteration 21Q (3740.120000 sec): 3 clusters Score: Raw -64530.171669 + Penalty 642.425204 = -63887.746465 nChanged 1 SP:Iteration 22Q (3740.250000 sec): 3 clusters Score: Raw -64531.175864 + Penalty 642.425204 = -63888.750659 nChanged 0 SP:Iteration 23F (3740.380000 sec): 3 clusters Score: Raw -64531.175864 + Penalty 642.425204 = -63888.750659 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3740.440000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3740.570000 sec): 3 clusters Score: Raw -16110.610370 + Penalty 515.644829 = -15594.965541 nChanged 101 SP:Iteration 1F (3740.700000 sec): 3 clusters Score: Raw -16219.179530 + Penalty 515.644829 = -15703.534701 nChanged 29 SP:Iteration 2F (3740.820000 sec): 3 clusters Score: Raw -16262.804346 + Penalty 515.644829 = -15747.159518 nChanged 12 SP:Iteration 3Q (3740.950000 sec): 3 clusters Score: Raw -16279.859473 + Penalty 515.644829 = -15764.214645 nChanged 7 SP:Iteration 4Q (3741.080000 sec): 3 clusters Score: Raw -16295.681682 + Penalty 515.644829 = -15780.036854 nChanged 3 SP:Iteration 5Q (3741.210000 sec): 3 clusters Score: Raw -16298.150250 + Penalty 515.644829 = -15782.505421 nChanged 2 SP:Iteration 6Q (3741.340000 sec): 3 clusters Score: Raw -16299.380312 + Penalty 515.644829 = -15783.735484 nChanged 2 SP:Iteration 7Q (3741.470000 sec): 3 clusters Score: Raw -16300.743514 + Penalty 515.644829 = -15785.098685 nChanged 4 SP:Iteration 8Q (3741.590000 sec): 3 clusters Score: Raw -16303.249698 + Penalty 515.644829 = -15787.604869 nChanged 1 SP:Iteration 9Q (3741.720000 sec): 3 clusters Score: Raw -16304.073850 + Penalty 515.644829 = -15788.429021 nChanged 1 SP:Iteration 10Q (3741.850000 sec): 3 clusters Score: Raw -16305.479658 + Penalty 515.644829 = -15789.834830 nChanged 1 SP:Iteration 11Q (3741.980000 sec): 3 clusters Score: Raw -16305.746780 + Penalty 515.644829 = -15790.101951 nChanged 0 SP:Iteration 12F (3742.100000 sec): 3 clusters Score: Raw -16305.746780 + Penalty 515.644829 = -15790.101951 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3742.220000 sec): 2 clusters Score: Raw -873915.689242 + Penalty 434.716724 = -873480.972518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3742.410000 sec): 3 clusters Score: Raw -865062.851234 + Penalty 869.433449 = -864193.417785 nChanged 6537 SP:Iteration 1F (3742.600000 sec): 3 clusters Score: Raw -868981.007492 + Penalty 869.433449 = -868111.574043 nChanged 884 SP:Iteration 2F (3742.790000 sec): 3 clusters Score: Raw -869443.658534 + Penalty 869.433449 = -868574.225085 nChanged 896 SP:Iteration 3F (3742.980000 sec): 3 clusters Score: Raw -869946.516557 + Penalty 869.433449 = -869077.083108 nChanged 863 SP:Iteration 4F (3743.170000 sec): 3 clusters Score: Raw -870498.880622 + Penalty 869.433449 = -869629.447173 nChanged 761 SP:Iteration 5F (3743.360000 sec): 3 clusters Score: Raw -871053.893765 + Penalty 869.433449 = -870184.460316 nChanged 684 SP:Iteration 6Q (3743.550000 sec): 3 clusters Score: Raw -871570.212338 + Penalty 869.433449 = -870700.778890 nChanged 592 SP:Iteration 7Q (3743.730000 sec): 3 clusters Score: Raw -871932.157311 + Penalty 869.433449 = -871062.723862 nChanged 428 SP:Iteration 8Q (3743.890000 sec): 3 clusters Score: Raw -872121.437024 + Penalty 869.433449 = -871252.003575 nChanged 301 SP:Iteration 9Q (3744.040000 sec): 3 clusters Score: Raw -872240.374682 + Penalty 869.433449 = -871370.941233 nChanged 227 SP:Iteration 10Q (3744.250000 sec): 3 clusters Score: Raw -872313.867809 + Penalty 869.433449 = -871444.434360 nChanged 191 SP:Iteration 11Q (3744.530000 sec): 3 clusters Score: Raw -872369.677898 + Penalty 869.433449 = -871500.244449 nChanged 219 SP:Iteration 12Q (3744.750000 sec): 3 clusters Score: Raw -872435.793975 + Penalty 869.433449 = -871566.360526 nChanged 219 SP:Iteration 13Q (3744.970000 sec): 3 clusters Score: Raw -872507.551700 + Penalty 869.433449 = -871638.118251 nChanged 220 SP:Iteration 14Q (3745.210000 sec): 3 clusters Score: Raw -872584.180087 + Penalty 869.433449 = -871714.746638 nChanged 224 SP:Iteration 15Q (3745.470000 sec): 3 clusters Score: Raw -872663.666782 + Penalty 869.433449 = -871794.233333 nChanged 204 SP:Iteration 16Q (3745.700000 sec): 3 clusters Score: Raw -872733.769653 + Penalty 869.433449 = -871864.336204 nChanged 225 SP:Iteration 17Q (3745.890000 sec): 3 clusters Score: Raw -872817.824357 + Penalty 869.433449 = -871948.390908 nChanged 217 SP:Iteration 18Q (3746.120000 sec): 3 clusters Score: Raw -872907.574001 + Penalty 869.433449 = -872038.140552 nChanged 229 SP:Iteration 19Q (3746.300000 sec): 3 clusters Score: Raw -873019.734729 + Penalty 869.433449 = -872150.301280 nChanged 251 SP:Iteration 20F (3746.530000 sec): 3 clusters Score: Raw -873157.026566 + Penalty 869.433449 = -872287.593117 nChanged 234 SP:Iteration 21Q (3746.710000 sec): 3 clusters Score: Raw -873298.342272 + Penalty 869.433449 = -872428.908823 nChanged 223 SP:Iteration 22Q (3746.940000 sec): 3 clusters Score: Raw -873432.250106 + Penalty 869.433449 = -872562.816657 nChanged 195 SP:Iteration 23Q (3747.160000 sec): 3 clusters Score: Raw -873557.862715 + Penalty 869.433449 = -872688.429267 nChanged 169 SP:Iteration 24Q (3747.390000 sec): 3 clusters Score: Raw -873671.693601 + Penalty 869.433449 = -872802.260152 nChanged 140 SP:Iteration 25Q (3747.590000 sec): 3 clusters Score: Raw -873777.385072 + Penalty 869.433449 = -872907.951623 nChanged 100 SP:Iteration 26Q (3747.820000 sec): 3 clusters Score: Raw -873851.754446 + Penalty 869.433449 = -872982.320997 nChanged 62 SP:Iteration 27Q (3748.030000 sec): 3 clusters Score: Raw -873900.104590 + Penalty 869.433449 = -873030.671141 nChanged 35 SP:Iteration 28Q (3748.210000 sec): 3 clusters Score: Raw -873927.466932 + Penalty 869.433449 = -873058.033484 nChanged 25 SP:Iteration 29Q (3748.430000 sec): 3 clusters Score: Raw -873946.065720 + Penalty 869.433449 = -873076.632271 nChanged 15 SP:Iteration 30Q (3748.640000 sec): 3 clusters Score: Raw -873961.179404 + Penalty 869.433449 = -873091.745955 nChanged 14 SP:Iteration 31Q (3748.900000 sec): 3 clusters Score: Raw -873978.973298 + Penalty 869.433449 = -873109.539849 nChanged 9 SP:Iteration 32Q (3749.080000 sec): 3 clusters Score: Raw -873989.569641 + Penalty 869.433449 = -873120.136192 nChanged 8 SP:Iteration 33Q (3749.270000 sec): 3 clusters Score: Raw -874000.166917 + Penalty 869.433449 = -873130.733468 nChanged 8 SP:Iteration 34Q (3749.460000 sec): 3 clusters Score: Raw -874016.649119 + Penalty 869.433449 = -873147.215670 nChanged 8 SP:Iteration 35Q (3749.670000 sec): 3 clusters Score: Raw -874029.627116 + Penalty 869.433449 = -873160.193667 nChanged 8 SP:Iteration 36Q (3749.940000 sec): 3 clusters Score: Raw -874035.308305 + Penalty 869.433449 = -873165.874856 nChanged 3 SP:Iteration 37Q (3750.160000 sec): 3 clusters Score: Raw -874037.778367 + Penalty 869.433449 = -873168.344918 nChanged 0 SP:Iteration 38F (3750.360000 sec): 3 clusters Score: Raw -874037.778367 + Penalty 869.433449 = -873168.344918 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3750.500000 sec): 2 clusters Score: Raw -845371.216305 + Penalty 436.519379 = -844934.696926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3750.730000 sec): 3 clusters Score: Raw -836098.004496 + Penalty 873.038757 = -835224.965738 nChanged 6848 SP:Iteration 1F (3750.940000 sec): 3 clusters Score: Raw -839801.822447 + Penalty 873.038757 = -838928.783690 nChanged 596 SP:Iteration 2Q (3751.140000 sec): 3 clusters Score: Raw -840070.749207 + Penalty 873.038757 = -839197.710449 nChanged 732 SP:Iteration 3Q (3751.400000 sec): 3 clusters Score: Raw -840458.303885 + Penalty 873.038757 = -839585.265127 nChanged 829 SP:Iteration 4F (3751.640000 sec): 3 clusters Score: Raw -841007.354439 + Penalty 873.038757 = -840134.315681 nChanged 959 SP:Iteration 5F (3751.840000 sec): 3 clusters Score: Raw -841658.859674 + Penalty 873.038757 = -840785.820917 nChanged 1000 SP:Iteration 6F (3752.040000 sec): 3 clusters Score: Raw -842371.832861 + Penalty 873.038757 = -841498.794104 nChanged 951 SP:Iteration 7F (3752.280000 sec): 3 clusters Score: Raw -843063.356782 + Penalty 873.038757 = -842190.318024 nChanged 786 SP:Iteration 8F (3752.500000 sec): 3 clusters Score: Raw -843572.004664 + Penalty 873.038757 = -842698.965907 nChanged 583 SP:Iteration 9Q (3752.760000 sec): 3 clusters Score: Raw -843867.365200 + Penalty 873.038757 = -842994.326442 nChanged 432 SP:Iteration 10Q (3752.960000 sec): 3 clusters Score: Raw -844006.769452 + Penalty 873.038757 = -843133.730694 nChanged 287 SP:Iteration 11Q (3753.180000 sec): 3 clusters Score: Raw -844089.550849 + Penalty 873.038757 = -843216.512091 nChanged 245 SP:Iteration 12Q (3753.400000 sec): 3 clusters Score: Raw -844147.532891 + Penalty 873.038757 = -843274.494133 nChanged 203 SP:Iteration 13Q (3753.680000 sec): 3 clusters Score: Raw -844194.111353 + Penalty 873.038757 = -843321.072596 nChanged 179 SP:Iteration 14Q (3753.820000 sec): 3 clusters Score: Raw -844230.934197 + Penalty 873.038757 = -843357.895440 nChanged 145 SP:Iteration 15Q (3754.020000 sec): 3 clusters Score: Raw -844257.747499 + Penalty 873.038757 = -843384.708741 nChanged 134 SP:Iteration 16Q (3754.280000 sec): 3 clusters Score: Raw -844282.699094 + Penalty 873.038757 = -843409.660337 nChanged 136 SP:Iteration 17Q (3754.470000 sec): 3 clusters Score: Raw -844304.579424 + Penalty 873.038757 = -843431.540666 nChanged 118 SP:Iteration 18Q (3754.680000 sec): 3 clusters Score: Raw -844323.635611 + Penalty 873.038757 = -843450.596853 nChanged 117 SP:Iteration 19Q (3754.910000 sec): 3 clusters Score: Raw -844340.493368 + Penalty 873.038757 = -843467.454610 nChanged 114 SP:Iteration 20F (3755.140000 sec): 3 clusters Score: Raw -844356.928152 + Penalty 873.038757 = -843483.889395 nChanged 102 SP:Iteration 21Q (3755.330000 sec): 3 clusters Score: Raw -844373.177395 + Penalty 873.038757 = -843500.138637 nChanged 109 SP:Iteration 22Q (3755.600000 sec): 3 clusters Score: Raw -844389.932690 + Penalty 873.038757 = -843516.893932 nChanged 112 SP:Iteration 23Q (3755.820000 sec): 3 clusters Score: Raw -844409.593233 + Penalty 873.038757 = -843536.554475 nChanged 120 SP:Iteration 24Q (3756.010000 sec): 3 clusters Score: Raw -844429.969512 + Penalty 873.038757 = -843556.930754 nChanged 133 SP:Iteration 25Q (3756.300000 sec): 3 clusters Score: Raw -844452.172412 + Penalty 873.038757 = -843579.133655 nChanged 140 SP:Iteration 26Q (3756.500000 sec): 3 clusters Score: Raw -844475.123657 + Penalty 873.038757 = -843602.084899 nChanged 139 SP:Iteration 27Q (3756.750000 sec): 3 clusters Score: Raw -844498.653767 + Penalty 873.038757 = -843625.615009 nChanged 138 SP:Iteration 28Q (3756.990000 sec): 3 clusters Score: Raw -844520.824063 + Penalty 873.038757 = -843647.785305 nChanged 133 SP:Iteration 29Q (3757.220000 sec): 3 clusters Score: Raw -844540.714788 + Penalty 873.038757 = -843667.676030 nChanged 122 SP:Iteration 30Q (3757.410000 sec): 3 clusters Score: Raw -844560.712395 + Penalty 873.038757 = -843687.673637 nChanged 140 SP:Iteration 31Q (3757.650000 sec): 3 clusters Score: Raw -844585.837105 + Penalty 873.038757 = -843712.798348 nChanged 137 SP:Iteration 32Q (3757.850000 sec): 3 clusters Score: Raw -844614.518659 + Penalty 873.038757 = -843741.479902 nChanged 167 SP:Iteration 33Q (3758.020000 sec): 3 clusters Score: Raw -844652.257248 + Penalty 873.038757 = -843779.218490 nChanged 158 SP:Iteration 34Q (3758.210000 sec): 3 clusters Score: Raw -844686.167124 + Penalty 873.038757 = -843813.128366 nChanged 164 SP:Iteration 35Q (3758.470000 sec): 3 clusters Score: Raw -844722.253179 + Penalty 873.038757 = -843849.214422 nChanged 162 SP:Iteration 36Q (3758.620000 sec): 3 clusters Score: Raw -844762.353217 + Penalty 873.038757 = -843889.314459 nChanged 165 SP:Iteration 37Q (3758.840000 sec): 3 clusters Score: Raw -844803.260211 + Penalty 873.038757 = -843930.221454 nChanged 167 SP:Iteration 38Q (3759.030000 sec): 3 clusters Score: Raw -844847.410768 + Penalty 873.038757 = -843974.372011 nChanged 177 SP:Iteration 39Q (3759.270000 sec): 3 clusters Score: Raw -844898.061879 + Penalty 873.038757 = -844025.023121 nChanged 170 SP:Iteration 40F (3759.470000 sec): 3 clusters Score: Raw -844949.077158 + Penalty 873.038757 = -844076.038401 nChanged 169 SP:Iteration 41Q (3759.660000 sec): 3 clusters Score: Raw -845002.805041 + Penalty 873.038757 = -844129.766284 nChanged 170 SP:Iteration 42Q (3759.850000 sec): 3 clusters Score: Raw -845056.085963 + Penalty 873.038757 = -844183.047206 nChanged 120 SP:Iteration 43Q (3760.060000 sec): 3 clusters Score: Raw -845092.085547 + Penalty 873.038757 = -844219.046789 nChanged 115 SP:Iteration 44Q (3760.270000 sec): 3 clusters Score: Raw -845127.773438 + Penalty 873.038757 = -844254.734681 nChanged 121 SP:Iteration 45Q (3760.500000 sec): 3 clusters Score: Raw -845164.555474 + Penalty 873.038757 = -844291.516717 nChanged 108 SP:Iteration 46Q (3760.650000 sec): 3 clusters Score: Raw -845194.422411 + Penalty 873.038757 = -844321.383653 nChanged 106 SP:Iteration 47Q (3760.850000 sec): 3 clusters Score: Raw -845224.820051 + Penalty 873.038757 = -844351.781294 nChanged 101 SP:Iteration 48Q (3761.050000 sec): 3 clusters Score: Raw -845251.964738 + Penalty 873.038757 = -844378.925980 nChanged 86 SP:Iteration 49Q (3761.240000 sec): 3 clusters Score: Raw -845274.084695 + Penalty 873.038757 = -844401.045938 nChanged 90 SP:Iteration 50Q (3761.490000 sec): 3 clusters Score: Raw -845297.957613 + Penalty 873.038757 = -844424.918856 nChanged 77 SP:Iteration 51Q (3761.700000 sec): 3 clusters Score: Raw -845325.068066 + Penalty 873.038757 = -844452.029309 nChanged 79 SP:Iteration 52Q (3761.880000 sec): 3 clusters Score: Raw -845354.757228 + Penalty 873.038757 = -844481.718471 nChanged 65 SP:Iteration 53Q (3762.130000 sec): 3 clusters Score: Raw -845378.261525 + Penalty 873.038757 = -844505.222767 nChanged 57 SP:Iteration 54Q (3762.310000 sec): 3 clusters Score: Raw -845400.038565 + Penalty 873.038757 = -844526.999808 nChanged 47 SP:Iteration 55Q (3762.520000 sec): 3 clusters Score: Raw -845418.432522 + Penalty 873.038757 = -844545.393765 nChanged 40 SP:Iteration 56Q (3762.760000 sec): 3 clusters Score: Raw -845427.521229 + Penalty 873.038757 = -844554.482471 nChanged 28 SP:Iteration 57Q (3762.930000 sec): 3 clusters Score: Raw -845433.442537 + Penalty 873.038757 = -844560.403779 nChanged 32 SP:Iteration 58Q (3763.150000 sec): 3 clusters Score: Raw -845440.681408 + Penalty 873.038757 = -844567.642650 nChanged 26 SP:Iteration 59Q (3763.330000 sec): 3 clusters Score: Raw -845447.576446 + Penalty 873.038757 = -844574.537689 nChanged 18 SP:Iteration 60F (3763.530000 sec): 3 clusters Score: Raw -845450.997164 + Penalty 873.038757 = -844577.958407 nChanged 22 SP:Iteration 61Q (3763.750000 sec): 3 clusters Score: Raw -845456.854377 + Penalty 873.038757 = -844583.815619 nChanged 28 SP:Iteration 62Q (3763.960000 sec): 3 clusters Score: Raw -845468.411508 + Penalty 873.038757 = -844595.372750 nChanged 27 SP:Iteration 63Q (3764.160000 sec): 3 clusters Score: Raw -845476.576149 + Penalty 873.038757 = -844603.537391 nChanged 20 SP:Iteration 64Q (3764.380000 sec): 3 clusters Score: Raw -845482.540932 + Penalty 873.038757 = -844609.502175 nChanged 34 SP:Iteration 65Q (3764.560000 sec): 3 clusters Score: Raw -845493.222068 + Penalty 873.038757 = -844620.183310 nChanged 30 SP:Iteration 66Q (3764.790000 sec): 3 clusters Score: Raw -845501.753689 + Penalty 873.038757 = -844628.714932 nChanged 23 SP:Iteration 67Q (3764.940000 sec): 3 clusters Score: Raw -845508.471575 + Penalty 873.038757 = -844635.432818 nChanged 24 SP:Iteration 68Q (3765.160000 sec): 3 clusters Score: Raw -845517.350379 + Penalty 873.038757 = -844644.311622 nChanged 23 SP:Iteration 69Q (3765.360000 sec): 3 clusters Score: Raw -845526.573354 + Penalty 873.038757 = -844653.534597 nChanged 27 SP:Iteration 70Q (3765.580000 sec): 3 clusters Score: Raw -845540.709512 + Penalty 873.038757 = -844667.670755 nChanged 26 SP:Iteration 71Q (3765.780000 sec): 3 clusters Score: Raw -845554.693150 + Penalty 873.038757 = -844681.654392 nChanged 20 SP:Iteration 72Q (3765.980000 sec): 3 clusters Score: Raw -845560.370744 + Penalty 873.038757 = -844687.331987 nChanged 15 SP:Iteration 73Q (3766.200000 sec): 3 clusters Score: Raw -845564.381961 + Penalty 873.038757 = -844691.343204 nChanged 18 SP:Iteration 74Q (3766.370000 sec): 3 clusters Score: Raw -845570.869437 + Penalty 873.038757 = -844697.830680 nChanged 19 SP:Iteration 75Q (3766.580000 sec): 3 clusters Score: Raw -845576.198618 + Penalty 873.038757 = -844703.159861 nChanged 15 SP:Iteration 76Q (3766.790000 sec): 3 clusters Score: Raw -845579.859773 + Penalty 873.038757 = -844706.821016 nChanged 13 SP:Iteration 77Q (3766.950000 sec): 3 clusters Score: Raw -845582.281300 + Penalty 873.038757 = -844709.242542 nChanged 7 SP:Iteration 78Q (3767.180000 sec): 3 clusters Score: Raw -845584.046168 + Penalty 873.038757 = -844711.007411 nChanged 5 SP:Iteration 79Q (3767.350000 sec): 3 clusters Score: Raw -845585.624271 + Penalty 873.038757 = -844712.585513 nChanged 5 SP:Iteration 80F (3767.580000 sec): 3 clusters Score: Raw -845586.712777 + Penalty 873.038757 = -844713.674020 nChanged 5 SP:Iteration 81Q (3767.770000 sec): 3 clusters Score: Raw -845588.100050 + Penalty 873.038757 = -844715.061292 nChanged 1 SP:Iteration 82Q (3767.980000 sec): 3 clusters Score: Raw -845588.166389 + Penalty 873.038757 = -844715.127632 nChanged 0 SP:Iteration 83F (3768.160000 sec): 3 clusters Score: Raw -845588.166389 + Penalty 873.038757 = -844715.127632 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (1240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.280000 sec): 2 clusters Score: Raw -64544.625625 + Penalty 324.090433 = -64220.535192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.470000 sec): 3 clusters Score: Raw -63948.381738 + Penalty 648.180866 = -63300.200872 nChanged 501 SP:Iteration 1F (3768.650000 sec): 3 clusters Score: Raw -64384.815692 + Penalty 648.180866 = -63736.634826 nChanged 120 SP:Iteration 2F (3768.780000 sec): 3 clusters Score: Raw -64571.959243 + Penalty 648.180866 = -63923.778377 nChanged 112 SP:Iteration 3F (3768.990000 sec): 3 clusters Score: Raw -64747.416024 + Penalty 648.180866 = -64099.235158 nChanged 95 SP:Iteration 4F (3769.170000 sec): 3 clusters Score: Raw -64926.290518 + Penalty 648.180866 = -64278.109652 nChanged 102 SP:Iteration 5F (3769.340000 sec): 3 clusters Score: Raw -65151.594040 + Penalty 648.180866 = -64503.413174 nChanged 74 SP:Iteration 6F (3769.520000 sec): 3 clusters Score: Raw -65302.418977 + Penalty 648.180866 = -64654.238111 nChanged 54 SP:Iteration 7Q (3769.680000 sec): 3 clusters Score: Raw -65426.346312 + Penalty 648.180866 = -64778.165446 nChanged 52 SP:Iteration 8Q (3769.840000 sec): 3 clusters Score: Raw -65558.257125 + Penalty 648.180866 = -64910.076259 nChanged 23 SP:Iteration 9Q (3770.020000 sec): 3 clusters Score: Raw -65609.115075 + Penalty 648.180866 = -64960.934209 nChanged 11 SP:Iteration 10Q (3770.200000 sec): 3 clusters Score: Raw -65631.542163 + Penalty 648.180866 = -64983.361297 nChanged 11 SP:Iteration 11Q (3770.390000 sec): 3 clusters Score: Raw -65741.287556 + Penalty 648.180866 = -65093.106690 nChanged 14 SP:Iteration 12Q (3770.530000 sec): 3 clusters Score: Raw -65845.598972 + Penalty 648.180866 = -65197.418106 nChanged 13 SP:Iteration 13Q (3770.720000 sec): 3 clusters Score: Raw -65884.368210 + Penalty 648.180866 = -65236.187344 nChanged 7 SP:Iteration 14Q (3770.930000 sec): 3 clusters Score: Raw -65901.330112 + Penalty 648.180866 = -65253.149246 nChanged 5 SP:Iteration 15Q (3771.070000 sec): 3 clusters Score: Raw -65905.379781 + Penalty 648.180866 = -65257.198915 nChanged 2 SP:Iteration 16Q (3771.220000 sec): 3 clusters Score: Raw -65906.416107 + Penalty 648.180866 = -65258.235241 nChanged 1 SP:Iteration 17Q (3771.420000 sec): 3 clusters Score: Raw -65906.661481 + Penalty 648.180866 = -65258.480615 nChanged 0 SP:Iteration 18F (3771.560000 sec): 3 clusters Score: Raw -65918.804828 + Penalty 648.180866 = -65270.623962 nChanged 4 SP:Iteration 19Q (3771.730000 sec): 3 clusters Score: Raw -65992.475708 + Penalty 648.180866 = -65344.294842 nChanged 6 SP:Iteration 20F (3771.930000 sec): 3 clusters Score: Raw -66014.776510 + Penalty 648.180866 = -65366.595644 nChanged 3 SP:Iteration 21Q (3772.090000 sec): 3 clusters Score: Raw -66022.216927 + Penalty 648.180866 = -65374.036061 nChanged 0 SP:Iteration 22F (3772.270000 sec): 3 clusters Score: Raw -66022.216927 + Penalty 648.180866 = -65374.036061 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 1.54 GB. Trying to split cluster 16 (315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3772.340000 sec): 2 clusters Score: Raw -18068.877960 + Penalty 261.742055 = -17807.135905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3772.530000 sec): 3 clusters Score: Raw -17970.415343 + Penalty 523.484110 = -17446.931233 nChanged 106 SP:Iteration 1F (3772.700000 sec): 3 clusters Score: Raw -18133.179454 + Penalty 523.484110 = -17609.695343 nChanged 29 SP:Iteration 2F (3772.880000 sec): 3 clusters Score: Raw -18177.845821 + Penalty 523.484110 = -17654.361711 nChanged 13 SP:Iteration 3Q (3773.060000 sec): 3 clusters Score: Raw -18214.205769 + Penalty 523.484110 = -17690.721659 nChanged 14 SP:Iteration 4Q (3773.260000 sec): 3 clusters Score: Raw -18241.874088 + Penalty 523.484110 = -17718.389978 nChanged 12 SP:Iteration 5Q (3773.450000 sec): 3 clusters Score: Raw -18277.044495 + Penalty 523.484110 = -17753.560385 nChanged 16 SP:Iteration 6F (3773.660000 sec): 3 clusters Score: Raw -18294.648777 + Penalty 523.484110 = -17771.164667 nChanged 13 SP:Iteration 7Q (3773.820000 sec): 3 clusters Score: Raw -18310.941236 + Penalty 523.484110 = -17787.457126 nChanged 11 SP:Iteration 8Q (3773.990000 sec): 3 clusters Score: Raw -18322.698691 + Penalty 523.484110 = -17799.214581 nChanged 7 SP:Iteration 9Q (3774.210000 sec): 3 clusters Score: Raw -18332.572447 + Penalty 523.484110 = -17809.088337 nChanged 10 SP:Iteration 10Q (3774.360000 sec): 3 clusters Score: Raw -18356.225571 + Penalty 523.484110 = -17832.741461 nChanged 11 SP:Iteration 11Q (3774.570000 sec): 3 clusters Score: Raw -18394.076274 + Penalty 523.484110 = -17870.592163 nChanged 8 SP:Iteration 12Q (3774.740000 sec): 3 clusters Score: Raw -18437.875175 + Penalty 523.484110 = -17914.391065 nChanged 3 SP:Iteration 13Q (3774.940000 sec): 3 clusters Score: Raw -18450.962097 + Penalty 523.484110 = -17927.477987 nChanged 2 SP:Iteration 14Q (3775.070000 sec): 3 clusters Score: Raw -18465.009821 + Penalty 523.484110 = -17941.525711 nChanged 3 SP:Iteration 15Q (3775.240000 sec): 3 clusters Score: Raw -18481.749434 + Penalty 523.484110 = -17958.265324 nChanged 1 SP:Iteration 16Q (3775.420000 sec): 3 clusters Score: Raw -18489.205339 + Penalty 523.484110 = -17965.721229 nChanged 1 SP:Iteration 17Q (3775.590000 sec): 3 clusters Score: Raw -18491.239924 + Penalty 523.484110 = -17967.755814 nChanged 0 SP:Iteration 18F (3775.780000 sec): 3 clusters Score: Raw -18491.239924 + Penalty 523.484110 = -17967.755814 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 1.54 GB. Trying to split cluster 17 (804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3775.860000 sec): 2 clusters Score: Raw -29759.397464 + Penalty 304.376767 = -29455.020697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3776.050000 sec): 3 clusters Score: Raw -29468.396587 + Penalty 608.753533 = -28859.643053 nChanged 333 SP:Iteration 1F (3776.230000 sec): 3 clusters Score: Raw -30050.040638 + Penalty 608.753533 = -29441.287105 nChanged 79 SP:Iteration 2F (3776.400000 sec): 3 clusters Score: Raw -30218.364730 + Penalty 608.753533 = -29609.611197 nChanged 51 SP:Iteration 3F (3776.590000 sec): 3 clusters Score: Raw -30328.479193 + Penalty 608.753533 = -29719.725660 nChanged 37 SP:Iteration 4Q (3776.760000 sec): 3 clusters Score: Raw -30400.313382 + Penalty 608.753533 = -29791.559848 nChanged 37 SP:Iteration 5Q (3776.920000 sec): 3 clusters Score: Raw -30520.997124 + Penalty 608.753533 = -29912.243590 nChanged 28 SP:Iteration 6Q (3777.120000 sec): 3 clusters Score: Raw -30561.036850 + Penalty 608.753533 = -29952.283317 nChanged 17 SP:Iteration 7Q (3777.290000 sec): 3 clusters Score: Raw -30591.269146 + Penalty 608.753533 = -29982.515612 nChanged 16 SP:Iteration 8Q (3777.420000 sec): 3 clusters Score: Raw -30621.639679 + Penalty 608.753533 = -30012.886146 nChanged 19 SP:Iteration 9Q (3777.580000 sec): 3 clusters Score: Raw -30647.520625 + Penalty 608.753533 = -30038.767092 nChanged 9 SP:Iteration 10Q (3777.760000 sec): 3 clusters Score: Raw -30658.479273 + Penalty 608.753533 = -30049.725740 nChanged 5 SP:Iteration 11Q (3777.940000 sec): 3 clusters Score: Raw -30661.399198 + Penalty 608.753533 = -30052.645664 nChanged 8 SP:Iteration 12Q (3778.120000 sec): 3 clusters Score: Raw -30666.382458 + Penalty 608.753533 = -30057.628925 nChanged 3 SP:Iteration 13Q (3778.300000 sec): 3 clusters Score: Raw -30668.657017 + Penalty 608.753533 = -30059.903483 nChanged 3 SP:Iteration 14Q (3778.460000 sec): 3 clusters Score: Raw -30670.479738 + Penalty 608.753533 = -30061.726205 nChanged 3 SP:Iteration 15Q (3778.650000 sec): 3 clusters Score: Raw -30671.424924 + Penalty 608.753533 = -30062.671390 nChanged 2 SP:Iteration 16Q (3778.840000 sec): 3 clusters Score: Raw -30672.734487 + Penalty 608.753533 = -30063.980953 nChanged 3 SP:Iteration 17Q (3778.990000 sec): 3 clusters Score: Raw -30676.066851 + Penalty 608.753533 = -30067.313317 nChanged 1 SP:Iteration 18Q (3779.210000 sec): 3 clusters Score: Raw -30676.448787 + Penalty 608.753533 = -30067.695254 nChanged 2 SP:Iteration 19Q (3779.390000 sec): 3 clusters Score: Raw -30677.626439 + Penalty 608.753533 = -30068.872905 nChanged 3 SP:Iteration 20F (3779.540000 sec): 3 clusters Score: Raw -30681.597474 + Penalty 608.753533 = -30072.843941 nChanged 2 SP:Iteration 21Q (3779.760000 sec): 3 clusters Score: Raw -30683.910974 + Penalty 608.753533 = -30075.157440 nChanged 3 SP:Iteration 22Q (3779.910000 sec): 3 clusters Score: Raw -30685.424161 + Penalty 608.753533 = -30076.670628 nChanged 1 SP:Iteration 23Q (3780.140000 sec): 3 clusters Score: Raw -30686.062090 + Penalty 608.753533 = -30077.308557 nChanged 1 SP:Iteration 24Q (3780.280000 sec): 3 clusters Score: Raw -30689.692286 + Penalty 608.753533 = -30080.938753 nChanged 1 SP:Iteration 25Q (3780.480000 sec): 3 clusters Score: Raw -30690.527756 + Penalty 608.753533 = -30081.774223 nChanged 3 SP:Iteration 26Q (3780.650000 sec): 3 clusters Score: Raw -30693.993361 + Penalty 608.753533 = -30085.239827 nChanged 3 SP:Iteration 27Q (3780.850000 sec): 3 clusters Score: Raw -30699.435015 + Penalty 608.753533 = -30090.681481 nChanged 5 SP:Iteration 28Q (3781.010000 sec): 3 clusters Score: Raw -30723.704359 + Penalty 608.753533 = -30114.950825 nChanged 10 SP:Iteration 29Q (3781.200000 sec): 3 clusters Score: Raw -30795.583769 + Penalty 608.753533 = -30186.830235 nChanged 6 SP:Iteration 30Q (3781.380000 sec): 3 clusters Score: Raw -30816.715741 + Penalty 608.753533 = -30207.962207 nChanged 0 SP:Iteration 31F (3781.600000 sec): 3 clusters Score: Raw -30816.715741 + Penalty 608.753533 = -30207.962207 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 1.54 GB. Trying to split cluster 18 (307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3781.670000 sec): 2 clusters Score: Raw -17553.312003 + Penalty 260.571573 = -17292.740431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3781.850000 sec): 3 clusters Score: Raw -17471.011461 + Penalty 521.143145 = -16949.868316 nChanged 98 SP:Iteration 1F (3782.040000 sec): 3 clusters Score: Raw -17578.927462 + Penalty 521.143145 = -17057.784317 nChanged 29 SP:Iteration 2F (3782.240000 sec): 3 clusters Score: Raw -17630.884599 + Penalty 521.143145 = -17109.741454 nChanged 20 SP:Iteration 3F (3782.430000 sec): 3 clusters Score: Raw -17660.335824 + Penalty 521.143145 = -17139.192679 nChanged 14 SP:Iteration 4Q (3782.630000 sec): 3 clusters Score: Raw -17677.668674 + Penalty 521.143145 = -17156.525529 nChanged 6 SP:Iteration 5Q (3782.830000 sec): 3 clusters Score: Raw -17684.685453 + Penalty 521.143145 = -17163.542308 nChanged 3 SP:Iteration 6Q (3783.010000 sec): 3 clusters Score: Raw -17688.508100 + Penalty 521.143145 = -17167.364955 nChanged 5 SP:Iteration 7Q (3783.190000 sec): 3 clusters Score: Raw -17696.380983 + Penalty 521.143145 = -17175.237838 nChanged 6 SP:Iteration 8Q (3783.380000 sec): 3 clusters Score: Raw -17702.603285 + Penalty 521.143145 = -17181.460140 nChanged 2 SP:Iteration 9Q (3783.550000 sec): 3 clusters Score: Raw -17704.412426 + Penalty 521.143145 = -17183.269281 nChanged 2 SP:Iteration 10Q (3783.760000 sec): 3 clusters Score: Raw -17706.820653 + Penalty 521.143145 = -17185.677508 nChanged 1 SP:Iteration 11Q (3783.900000 sec): 3 clusters Score: Raw -17707.616981 + Penalty 521.143145 = -17186.473836 nChanged 0 SP:Iteration 12F (3784.130000 sec): 3 clusters Score: Raw -17707.616981 + Penalty 521.143145 = -17186.473836 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3784.220000 sec): 2 clusters Score: Raw -201012.280035 + Penalty 366.912334 = -200645.367701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3784.350000 sec): 3 clusters Score: Raw -199172.041580 + Penalty 733.824669 = -198438.216911 nChanged 1384 SP:Iteration 1F (3784.560000 sec): 3 clusters Score: Raw -199924.335314 + Penalty 733.824669 = -199190.510646 nChanged 187 SP:Iteration 2F (3784.700000 sec): 3 clusters Score: Raw -200010.369291 + Penalty 733.824669 = -199276.544622 nChanged 147 SP:Iteration 3Q (3784.920000 sec): 3 clusters Score: Raw -200077.124700 + Penalty 733.824669 = -199343.300032 nChanged 135 SP:Iteration 4Q (3785.130000 sec): 3 clusters Score: Raw -200158.771116 + Penalty 733.824669 = -199424.946447 nChanged 161 SP:Iteration 5F (3785.290000 sec): 3 clusters Score: Raw -200250.268953 + Penalty 733.824669 = -199516.444284 nChanged 154 SP:Iteration 6Q (3785.480000 sec): 3 clusters Score: Raw -200336.059266 + Penalty 733.824669 = -199602.234598 nChanged 119 SP:Iteration 7Q (3785.670000 sec): 3 clusters Score: Raw -200406.035317 + Penalty 733.824669 = -199672.210649 nChanged 123 SP:Iteration 8Q (3785.840000 sec): 3 clusters Score: Raw -200475.472899 + Penalty 733.824669 = -199741.648231 nChanged 111 SP:Iteration 9Q (3786.030000 sec): 3 clusters Score: Raw -200551.073953 + Penalty 733.824669 = -199817.249284 nChanged 118 SP:Iteration 10Q (3786.210000 sec): 3 clusters Score: Raw -200623.686114 + Penalty 733.824669 = -199889.861445 nChanged 94 SP:Iteration 11Q (3786.410000 sec): 3 clusters Score: Raw -200679.700325 + Penalty 733.824669 = -199945.875657 nChanged 77 SP:Iteration 12Q (3786.630000 sec): 3 clusters Score: Raw -200722.252680 + Penalty 733.824669 = -199988.428012 nChanged 69 SP:Iteration 13Q (3786.770000 sec): 3 clusters Score: Raw -200755.496149 + Penalty 733.824669 = -200021.671480 nChanged 52 SP:Iteration 14Q (3786.920000 sec): 3 clusters Score: Raw -200782.259068 + Penalty 733.824669 = -200048.434399 nChanged 47 SP:Iteration 15Q (3787.130000 sec): 3 clusters Score: Raw -200810.993004 + Penalty 733.824669 = -200077.168336 nChanged 44 SP:Iteration 16Q (3787.330000 sec): 3 clusters Score: Raw -200833.164595 + Penalty 733.824669 = -200099.339927 nChanged 43 SP:Iteration 17Q (3787.500000 sec): 3 clusters Score: Raw -200862.863502 + Penalty 733.824669 = -200129.038833 nChanged 37 SP:Iteration 18Q (3787.740000 sec): 3 clusters Score: Raw -200886.182302 + Penalty 733.824669 = -200152.357634 nChanged 34 SP:Iteration 19Q (3787.900000 sec): 3 clusters Score: Raw -200911.782206 + Penalty 733.824669 = -200177.957537 nChanged 38 SP:Iteration 20F (3788.110000 sec): 3 clusters Score: Raw -200941.517441 + Penalty 733.824669 = -200207.692772 nChanged 30 SP:Iteration 21Q (3788.270000 sec): 3 clusters Score: Raw -200958.652633 + Penalty 733.824669 = -200224.827964 nChanged 18 SP:Iteration 22Q (3788.490000 sec): 3 clusters Score: Raw -200968.749254 + Penalty 733.824669 = -200234.924585 nChanged 22 SP:Iteration 23Q (3788.670000 sec): 3 clusters Score: Raw -200983.199392 + Penalty 733.824669 = -200249.374724 nChanged 14 SP:Iteration 24Q (3788.830000 sec): 3 clusters Score: Raw -200990.981326 + Penalty 733.824669 = -200257.156657 nChanged 11 SP:Iteration 25Q (3789.010000 sec): 3 clusters Score: Raw -200996.871712 + Penalty 733.824669 = -200263.047043 nChanged 12 SP:Iteration 26Q (3789.220000 sec): 3 clusters Score: Raw -201007.535428 + Penalty 733.824669 = -200273.710760 nChanged 12 SP:Iteration 27Q (3789.410000 sec): 3 clusters Score: Raw -201014.407079 + Penalty 733.824669 = -200280.582410 nChanged 13 SP:Iteration 28Q (3789.620000 sec): 3 clusters Score: Raw -201021.440221 + Penalty 733.824669 = -200287.615553 nChanged 6 SP:Iteration 29Q (3789.810000 sec): 3 clusters Score: Raw -201024.407102 + Penalty 733.824669 = -200290.582433 nChanged 4 SP:Iteration 30Q (3790.010000 sec): 3 clusters Score: Raw -201025.560970 + Penalty 733.824669 = -200291.736302 nChanged 3 SP:Iteration 31Q (3790.210000 sec): 3 clusters Score: Raw -201028.910734 + Penalty 733.824669 = -200295.086065 nChanged 9 SP:Iteration 32Q (3790.360000 sec): 3 clusters Score: Raw -201038.324519 + Penalty 733.824669 = -200304.499850 nChanged 2 SP:Iteration 33Q (3790.580000 sec): 3 clusters Score: Raw -201040.680667 + Penalty 733.824669 = -200306.855998 nChanged 4 SP:Iteration 34Q (3790.750000 sec): 3 clusters Score: Raw -201044.395972 + Penalty 733.824669 = -200310.571304 nChanged 2 SP:Iteration 35Q (3790.940000 sec): 3 clusters Score: Raw -201046.058696 + Penalty 733.824669 = -200312.234027 nChanged 1 SP:Iteration 36Q (3791.100000 sec): 3 clusters Score: Raw -201046.394919 + Penalty 733.824669 = -200312.570250 nChanged 0 SP:Iteration 37F (3791.280000 sec): 3 clusters Score: Raw -201046.394919 + Penalty 733.824669 = -200312.570250 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3791.370000 sec): 2 clusters Score: Raw -6069.333986 + Penalty 220.410512 = -5848.923474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3791.570000 sec): 3 clusters Score: Raw -6089.987205 + Penalty 440.821025 = -5649.166180 nChanged 35 SP:Iteration 1F (3791.750000 sec): 3 clusters Score: Raw -6139.987587 + Penalty 440.821025 = -5699.166562 nChanged 6 SP:Iteration 2Q (3791.930000 sec): 3 clusters Score: Raw -6148.251122 + Penalty 440.821025 = -5707.430097 nChanged 2 SP:Iteration 3Q (3792.120000 sec): 3 clusters Score: Raw -6153.916145 + Penalty 440.821025 = -5713.095121 nChanged 2 SP:Iteration 4Q (3792.290000 sec): 3 clusters Score: Raw -6155.918558 + Penalty 440.821025 = -5715.097533 nChanged 1 SP:Iteration 5Q (3792.490000 sec): 3 clusters Score: Raw -6157.254140 + Penalty 440.821025 = -5716.433115 nChanged 1 SP:Iteration 6Q (3792.660000 sec): 3 clusters Score: Raw -6159.746018 + Penalty 440.821025 = -5718.924993 nChanged 0 SP:Iteration 7F (3792.850000 sec): 3 clusters Score: Raw -6159.746018 + Penalty 440.821025 = -5718.924993 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3792.890000 sec): 2 clusters Score: Raw -19083.549596 + Penalty 265.083005 = -18818.466591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3793.110000 sec): 3 clusters Score: Raw -18976.700986 + Penalty 530.166010 = -18446.534976 nChanged 123 SP:Iteration 1F (3793.290000 sec): 3 clusters Score: Raw -19086.161026 + Penalty 530.166010 = -18555.995016 nChanged 42 SP:Iteration 2F (3793.460000 sec): 3 clusters Score: Raw -19132.484298 + Penalty 530.166010 = -18602.318289 nChanged 22 SP:Iteration 3F (3793.590000 sec): 3 clusters Score: Raw -19146.980724 + Penalty 530.166010 = -18616.814714 nChanged 8 SP:Iteration 4Q (3793.800000 sec): 3 clusters Score: Raw -19153.230268 + Penalty 530.166010 = -18623.064258 nChanged 7 SP:Iteration 5Q (3793.970000 sec): 3 clusters Score: Raw -19159.034004 + Penalty 530.166010 = -18628.867995 nChanged 5 SP:Iteration 6Q (3794.170000 sec): 3 clusters Score: Raw -19161.881010 + Penalty 530.166010 = -18631.715000 nChanged 5 SP:Iteration 7Q (3794.340000 sec): 3 clusters Score: Raw -19165.698380 + Penalty 530.166010 = -18635.532371 nChanged 1 SP:Iteration 8Q (3794.520000 sec): 3 clusters Score: Raw -19166.169667 + Penalty 530.166010 = -18636.003657 nChanged 0 SP:Iteration 9F (3794.660000 sec): 3 clusters Score: Raw -19166.169667 + Penalty 530.166010 = -18636.003657 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3794.750000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3794.970000 sec): 3 clusters Score: Raw -11794.306716 + Penalty 484.836731 = -11309.469984 nChanged 67 SP:Iteration 1F (3795.140000 sec): 3 clusters Score: Raw -11861.798428 + Penalty 484.836731 = -11376.961696 nChanged 14 SP:Iteration 2F (3795.290000 sec): 3 clusters Score: Raw -11876.642866 + Penalty 484.836731 = -11391.806135 nChanged 9 SP:Iteration 3Q (3795.500000 sec): 3 clusters Score: Raw -11890.707531 + Penalty 484.836731 = -11405.870800 nChanged 14 SP:Iteration 4F (3795.650000 sec): 3 clusters Score: Raw -11914.487368 + Penalty 484.836731 = -11429.650636 nChanged 2 SP:Iteration 5Q (3795.810000 sec): 3 clusters Score: Raw -11918.872750 + Penalty 484.836731 = -11434.036019 nChanged 3 SP:Iteration 6Q (3795.960000 sec): 3 clusters Score: Raw -11927.890252 + Penalty 484.836731 = -11443.053521 nChanged 2 SP:Iteration 7Q (3796.160000 sec): 3 clusters Score: Raw -11937.633559 + Penalty 484.836731 = -11452.796828 nChanged 1 SP:Iteration 8Q (3796.300000 sec): 3 clusters Score: Raw -11938.509116 + Penalty 484.836731 = -11453.672385 nChanged 2 SP:Iteration 9Q (3796.470000 sec): 3 clusters Score: Raw -11939.847658 + Penalty 484.836731 = -11455.010927 nChanged 0 SP:Iteration 10F (3796.620000 sec): 3 clusters Score: Raw -11939.847658 + Penalty 484.836731 = -11455.010927 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3796.710000 sec): 2 clusters Score: Raw -244436.590808 + Penalty 381.777875 = -244054.812933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3796.910000 sec): 3 clusters Score: Raw -241823.160040 + Penalty 763.555750 = -241059.604290 nChanged 1971 SP:Iteration 1F (3797.100000 sec): 3 clusters Score: Raw -243029.740424 + Penalty 763.555750 = -242266.184674 nChanged 296 SP:Iteration 2F (3797.260000 sec): 3 clusters Score: Raw -243169.304330 + Penalty 763.555750 = -242405.748580 nChanged 233 SP:Iteration 3F (3797.460000 sec): 3 clusters Score: Raw -243272.853418 + Penalty 763.555750 = -242509.297668 nChanged 209 SP:Iteration 4Q (3797.610000 sec): 3 clusters Score: Raw -243358.461645 + Penalty 763.555750 = -242594.905895 nChanged 170 SP:Iteration 5Q (3797.800000 sec): 3 clusters Score: Raw -243428.039980 + Penalty 763.555750 = -242664.484230 nChanged 155 SP:Iteration 6Q (3797.980000 sec): 3 clusters Score: Raw -243493.122885 + Penalty 763.555750 = -242729.567135 nChanged 151 SP:Iteration 7Q (3798.130000 sec): 3 clusters Score: Raw -243547.423649 + Penalty 763.555750 = -242783.867899 nChanged 124 SP:Iteration 8Q (3798.350000 sec): 3 clusters Score: Raw -243598.459111 + Penalty 763.555750 = -242834.903361 nChanged 127 SP:Iteration 9Q (3798.510000 sec): 3 clusters Score: Raw -243661.718687 + Penalty 763.555750 = -242898.162937 nChanged 117 SP:Iteration 10Q (3798.740000 sec): 3 clusters Score: Raw -243721.001212 + Penalty 763.555750 = -242957.445462 nChanged 112 SP:Iteration 11Q (3798.920000 sec): 3 clusters Score: Raw -243800.339073 + Penalty 763.555750 = -243036.783323 nChanged 117 SP:Iteration 12Q (3799.070000 sec): 3 clusters Score: Raw -243874.763121 + Penalty 763.555750 = -243111.207371 nChanged 103 SP:Iteration 13Q (3799.250000 sec): 3 clusters Score: Raw -243928.540111 + Penalty 763.555750 = -243164.984361 nChanged 84 SP:Iteration 14Q (3799.440000 sec): 3 clusters Score: Raw -243966.716781 + Penalty 763.555750 = -243203.161031 nChanged 67 SP:Iteration 15Q (3799.630000 sec): 3 clusters Score: Raw -243989.979750 + Penalty 763.555750 = -243226.424000 nChanged 63 SP:Iteration 16Q (3799.860000 sec): 3 clusters Score: Raw -244021.082592 + Penalty 763.555750 = -243257.526842 nChanged 60 SP:Iteration 17Q (3800.010000 sec): 3 clusters Score: Raw -244057.631551 + Penalty 763.555750 = -243294.075801 nChanged 62 SP:Iteration 18Q (3800.200000 sec): 3 clusters Score: Raw -244088.340868 + Penalty 763.555750 = -243324.785118 nChanged 57 SP:Iteration 19Q (3800.380000 sec): 3 clusters Score: Raw -244115.803113 + Penalty 763.555750 = -243352.247363 nChanged 59 SP:Iteration 20F (3800.560000 sec): 3 clusters Score: Raw -244159.727652 + Penalty 763.555750 = -243396.171902 nChanged 64 SP:Iteration 21Q (3800.760000 sec): 3 clusters Score: Raw -244199.354776 + Penalty 763.555750 = -243435.799026 nChanged 55 SP:Iteration 22Q (3800.960000 sec): 3 clusters Score: Raw -244226.788751 + Penalty 763.555750 = -243463.233001 nChanged 56 SP:Iteration 23Q (3801.170000 sec): 3 clusters Score: Raw -244253.964682 + Penalty 763.555750 = -243490.408932 nChanged 47 SP:Iteration 24Q (3801.360000 sec): 3 clusters Score: Raw -244275.995313 + Penalty 763.555750 = -243512.439563 nChanged 49 SP:Iteration 25Q (3801.500000 sec): 3 clusters Score: Raw -244303.471030 + Penalty 763.555750 = -243539.915280 nChanged 44 SP:Iteration 26Q (3801.700000 sec): 3 clusters Score: Raw -244329.350923 + Penalty 763.555750 = -243565.795173 nChanged 45 SP:Iteration 27Q (3801.880000 sec): 3 clusters Score: Raw -244357.736189 + Penalty 763.555750 = -243594.180439 nChanged 41 SP:Iteration 28Q (3802.030000 sec): 3 clusters Score: Raw -244379.764766 + Penalty 763.555750 = -243616.209016 nChanged 25 SP:Iteration 29Q (3802.230000 sec): 3 clusters Score: Raw -244398.476967 + Penalty 763.555750 = -243634.921217 nChanged 22 SP:Iteration 30Q (3802.450000 sec): 3 clusters Score: Raw -244411.760619 + Penalty 763.555750 = -243648.204869 nChanged 21 SP:Iteration 31Q (3802.600000 sec): 3 clusters Score: Raw -244427.636788 + Penalty 763.555750 = -243664.081038 nChanged 20 SP:Iteration 32Q (3802.820000 sec): 3 clusters Score: Raw -244446.424145 + Penalty 763.555750 = -243682.868395 nChanged 12 SP:Iteration 33Q (3802.980000 sec): 3 clusters Score: Raw -244458.518831 + Penalty 763.555750 = -243694.963081 nChanged 9 SP:Iteration 34Q (3803.170000 sec): 3 clusters Score: Raw -244470.505174 + Penalty 763.555750 = -243706.949424 nChanged 6 SP:Iteration 35Q (3803.350000 sec): 3 clusters Score: Raw -244475.039059 + Penalty 763.555750 = -243711.483309 nChanged 2 SP:Iteration 36Q (3803.540000 sec): 3 clusters Score: Raw -244475.840199 + Penalty 763.555750 = -243712.284449 nChanged 1 SP:Iteration 37Q (3803.720000 sec): 3 clusters Score: Raw -244477.149148 + Penalty 763.555750 = -243713.593398 nChanged 1 SP:Iteration 38Q (3803.890000 sec): 3 clusters Score: Raw -244478.811954 + Penalty 763.555750 = -243715.256204 nChanged 2 SP:Iteration 39Q (3804.080000 sec): 3 clusters Score: Raw -244479.523799 + Penalty 763.555750 = -243715.968049 nChanged 2 SP:Iteration 40F (3804.240000 sec): 3 clusters Score: Raw -244480.199012 + Penalty 763.555750 = -243716.643262 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.330000 sec): 2 clusters Score: Raw -29693.097849 + Penalty 302.054834 = -29391.043015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3804.490000 sec): 3 clusters Score: Raw -29431.425516 + Penalty 604.109669 = -28827.315847 nChanged 307 SP:Iteration 1F (3804.660000 sec): 3 clusters Score: Raw -30009.074096 + Penalty 604.109669 = -29404.964428 nChanged 88 SP:Iteration 2F (3804.840000 sec): 3 clusters Score: Raw -30280.425813 + Penalty 604.109669 = -29676.316144 nChanged 50 SP:Iteration 3F (3805.020000 sec): 3 clusters Score: Raw -30402.093310 + Penalty 604.109669 = -29797.983641 nChanged 30 SP:Iteration 4Q (3805.180000 sec): 3 clusters Score: Raw -30444.339647 + Penalty 604.109669 = -29840.229978 nChanged 12 SP:Iteration 5Q (3805.400000 sec): 3 clusters Score: Raw -30453.555916 + Penalty 604.109669 = -29849.446247 nChanged 6 SP:Iteration 6Q (3805.550000 sec): 3 clusters Score: Raw -30456.359617 + Penalty 604.109669 = -29852.249948 nChanged 4 SP:Iteration 7Q (3805.730000 sec): 3 clusters Score: Raw -30458.985423 + Penalty 604.109669 = -29854.875754 nChanged 4 SP:Iteration 8Q (3805.910000 sec): 3 clusters Score: Raw -30460.443148 + Penalty 604.109669 = -29856.333480 nChanged 0 SP:Iteration 9F (3806.090000 sec): 3 clusters Score: Raw -30460.443148 + Penalty 604.109669 = -29856.333480 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 1.54 GB. Trying to split cluster 26 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3806.180000 sec): 2 clusters Score: Raw -9987.305180 + Penalty 236.026054 = -9751.279126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3806.370000 sec): 3 clusters Score: Raw -9970.572587 + Penalty 472.052108 = -9498.520479 nChanged 44 SP:Iteration 1F (3806.540000 sec): 3 clusters Score: Raw -10038.095542 + Penalty 472.052108 = -9566.043434 nChanged 12 SP:Iteration 2F (3806.650000 sec): 3 clusters Score: Raw -10056.569265 + Penalty 472.052108 = -9584.517156 nChanged 8 SP:Iteration 3Q (3806.820000 sec): 3 clusters Score: Raw -10065.342765 + Penalty 472.052108 = -9593.290657 nChanged 0 SP:Iteration 4F (3807.000000 sec): 3 clusters Score: Raw -10065.342765 + Penalty 472.052108 = -9593.290657 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3807.100000 sec): 2 clusters Score: Raw -49912.812673 + Penalty 307.175117 = -49605.637556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3807.230000 sec): 3 clusters Score: Raw -49490.643957 + Penalty 614.350234 = -48876.293724 nChanged 326 SP:Iteration 1F (3807.420000 sec): 3 clusters Score: Raw -49718.813546 + Penalty 614.350234 = -49104.463312 nChanged 69 SP:Iteration 2F (3807.590000 sec): 3 clusters Score: Raw -49764.172518 + Penalty 614.350234 = -49149.822284 nChanged 43 SP:Iteration 3F (3807.780000 sec): 3 clusters Score: Raw -49795.725077 + Penalty 614.350234 = -49181.374843 nChanged 34 SP:Iteration 4Q (3807.980000 sec): 3 clusters Score: Raw -49827.010084 + Penalty 614.350234 = -49212.659850 nChanged 25 SP:Iteration 5Q (3808.160000 sec): 3 clusters Score: Raw -49852.307882 + Penalty 614.350234 = -49237.957648 nChanged 22 SP:Iteration 6Q (3808.340000 sec): 3 clusters Score: Raw -49869.900523 + Penalty 614.350234 = -49255.550289 nChanged 15 SP:Iteration 7Q (3808.490000 sec): 3 clusters Score: Raw -49885.353422 + Penalty 614.350234 = -49271.003188 nChanged 22 SP:Iteration 8Q (3808.680000 sec): 3 clusters Score: Raw -49902.187548 + Penalty 614.350234 = -49287.837315 nChanged 19 SP:Iteration 9Q (3808.900000 sec): 3 clusters Score: Raw -49913.102865 + Penalty 614.350234 = -49298.752631 nChanged 7 SP:Iteration 10Q (3809.030000 sec): 3 clusters Score: Raw -49918.695265 + Penalty 614.350234 = -49304.345031 nChanged 6 SP:Iteration 11Q (3809.230000 sec): 3 clusters Score: Raw -49922.560844 + Penalty 614.350234 = -49308.210610 nChanged 7 SP:Iteration 12Q (3809.360000 sec): 3 clusters Score: Raw -49925.569720 + Penalty 614.350234 = -49311.219487 nChanged 6 SP:Iteration 13Q (3809.530000 sec): 3 clusters Score: Raw -49930.708988 + Penalty 614.350234 = -49316.358754 nChanged 6 SP:Iteration 14Q (3809.710000 sec): 3 clusters Score: Raw -49938.506005 + Penalty 614.350234 = -49324.155771 nChanged 8 SP:Iteration 15Q (3809.900000 sec): 3 clusters Score: Raw -49946.594084 + Penalty 614.350234 = -49332.243850 nChanged 7 SP:Iteration 16Q (3810.090000 sec): 3 clusters Score: Raw -49950.037667 + Penalty 614.350234 = -49335.687433 nChanged 2 SP:Iteration 17Q (3810.260000 sec): 3 clusters Score: Raw -49951.604716 + Penalty 614.350234 = -49337.254483 nChanged 4 SP:Iteration 18Q (3810.450000 sec): 3 clusters Score: Raw -49954.788607 + Penalty 614.350234 = -49340.438374 nChanged 4 SP:Iteration 19Q (3810.630000 sec): 3 clusters Score: Raw -49956.302577 + Penalty 614.350234 = -49341.952343 nChanged 1 SP:Iteration 20F (3810.800000 sec): 3 clusters Score: Raw -49956.503070 + Penalty 614.350234 = -49342.152837 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3810.900000 sec): 2 clusters Score: Raw -19900.545766 + Penalty 267.817733 = -19632.728032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3811.040000 sec): 3 clusters Score: Raw -19785.686175 + Penalty 535.635467 = -19250.050708 nChanged 128 SP:Iteration 1F (3811.210000 sec): 3 clusters Score: Raw -19916.679803 + Penalty 535.635467 = -19381.044336 nChanged 28 SP:Iteration 2F (3811.400000 sec): 3 clusters Score: Raw -19938.823575 + Penalty 535.635467 = -19403.188108 nChanged 11 SP:Iteration 3Q (3811.560000 sec): 3 clusters Score: Raw -19946.851517 + Penalty 535.635467 = -19411.216050 nChanged 6 SP:Iteration 4Q (3811.780000 sec): 3 clusters Score: Raw -19953.497903 + Penalty 535.635467 = -19417.862436 nChanged 5 SP:Iteration 5Q (3811.900000 sec): 3 clusters Score: Raw -19959.780131 + Penalty 535.635467 = -19424.144665 nChanged 3 SP:Iteration 6Q (3812.120000 sec): 3 clusters Score: Raw -19961.860323 + Penalty 535.635467 = -19426.224856 nChanged 0 SP:Iteration 7F (3812.280000 sec): 3 clusters Score: Raw -19961.860323 + Penalty 535.635467 = -19426.224856 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (713 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3812.360000 sec): 2 clusters Score: Raw -43782.430529 + Penalty 298.911405 = -43483.519125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3812.540000 sec): 3 clusters Score: Raw -43457.403194 + Penalty 597.822809 = -42859.580385 nChanged 268 SP:Iteration 1F (3812.740000 sec): 3 clusters Score: Raw -43614.954572 + Penalty 597.822809 = -43017.131763 nChanged 56 SP:Iteration 2F (3812.910000 sec): 3 clusters Score: Raw -43655.533802 + Penalty 597.822809 = -43057.710993 nChanged 31 SP:Iteration 3Q (3813.130000 sec): 3 clusters Score: Raw -43671.561131 + Penalty 597.822809 = -43073.738322 nChanged 20 SP:Iteration 4Q (3813.290000 sec): 3 clusters Score: Raw -43680.072319 + Penalty 597.822809 = -43082.249510 nChanged 12 SP:Iteration 5Q (3813.500000 sec): 3 clusters Score: Raw -43683.252490 + Penalty 597.822809 = -43085.429681 nChanged 4 SP:Iteration 6Q (3813.640000 sec): 3 clusters Score: Raw -43684.289238 + Penalty 597.822809 = -43086.466428 nChanged 7 SP:Iteration 7Q (3813.850000 sec): 3 clusters Score: Raw -43686.598433 + Penalty 597.822809 = -43088.775624 nChanged 7 SP:Iteration 8Q (3814.010000 sec): 3 clusters Score: Raw -43688.360812 + Penalty 597.822809 = -43090.538002 nChanged 4 SP:Iteration 9Q (3814.150000 sec): 3 clusters Score: Raw -43689.930986 + Penalty 597.822809 = -43092.108177 nChanged 8 SP:Iteration 10Q (3814.310000 sec): 3 clusters Score: Raw -43692.724254 + Penalty 597.822809 = -43094.901445 nChanged 13 SP:Iteration 11Q (3814.530000 sec): 3 clusters Score: Raw -43699.627463 + Penalty 597.822809 = -43101.804654 nChanged 11 SP:Iteration 12Q (3814.660000 sec): 3 clusters Score: Raw -43704.916159 + Penalty 597.822809 = -43107.093350 nChanged 10 SP:Iteration 13Q (3814.850000 sec): 3 clusters Score: Raw -43710.951740 + Penalty 597.822809 = -43113.128930 nChanged 15 SP:Iteration 14Q (3815.000000 sec): 3 clusters Score: Raw -43718.879481 + Penalty 597.822809 = -43121.056671 nChanged 10 SP:Iteration 15Q (3815.200000 sec): 3 clusters Score: Raw -43725.302386 + Penalty 597.822809 = -43127.479576 nChanged 12 SP:Iteration 16Q (3815.410000 sec): 3 clusters Score: Raw -43731.373966 + Penalty 597.822809 = -43133.551157 nChanged 10 SP:Iteration 17Q (3815.550000 sec): 3 clusters Score: Raw -43736.098197 + Penalty 597.822809 = -43138.275388 nChanged 9 SP:Iteration 18Q (3815.730000 sec): 3 clusters Score: Raw -43742.956890 + Penalty 597.822809 = -43145.134081 nChanged 11 SP:Iteration 19Q (3815.920000 sec): 3 clusters Score: Raw -43754.795946 + Penalty 597.822809 = -43156.973136 nChanged 18 SP:Iteration 20F (3816.070000 sec): 3 clusters Score: Raw -43767.315569 + Penalty 597.822809 = -43169.492760 nChanged 15 SP:Iteration 21Q (3816.250000 sec): 3 clusters Score: Raw -43777.054351 + Penalty 597.822809 = -43179.231542 nChanged 7 SP:Iteration 22Q (3816.430000 sec): 3 clusters Score: Raw -43782.797343 + Penalty 597.822809 = -43184.974534 nChanged 11 SP:Iteration 23Q (3816.610000 sec): 3 clusters Score: Raw -43794.005466 + Penalty 597.822809 = -43196.182657 nChanged 10 SP:Iteration 24Q (3816.790000 sec): 3 clusters Score: Raw -43803.946064 + Penalty 597.822809 = -43206.123255 nChanged 8 SP:Iteration 25Q (3816.960000 sec): 3 clusters Score: Raw -43810.167157 + Penalty 597.822809 = -43212.344348 nChanged 3 SP:Iteration 26Q (3817.110000 sec): 3 clusters Score: Raw -43811.985093 + Penalty 597.822809 = -43214.162284 nChanged 0 SP:Iteration 27F (3817.270000 sec): 3 clusters Score: Raw -43811.985093 + Penalty 597.822809 = -43214.162284 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (279 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3817.390000 sec): 2 clusters Score: Raw -13474.479282 + Penalty 256.220136 = -13218.259146 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3817.540000 sec): 3 clusters Score: Raw -13396.418139 + Penalty 512.440272 = -12883.977867 nChanged 92 SP:Iteration 1F (3817.710000 sec): 3 clusters Score: Raw -13509.233280 + Penalty 512.440272 = -12996.793008 nChanged 32 SP:Iteration 2F (3817.920000 sec): 3 clusters Score: Raw -13579.068349 + Penalty 512.440272 = -13066.628077 nChanged 16 SP:Iteration 3F (3818.090000 sec): 3 clusters Score: Raw -13611.987742 + Penalty 512.440272 = -13099.547470 nChanged 12 SP:Iteration 4Q (3818.270000 sec): 3 clusters Score: Raw -13653.999548 + Penalty 512.440272 = -13141.559276 nChanged 11 SP:Iteration 5Q (3818.420000 sec): 3 clusters Score: Raw -13694.545755 + Penalty 512.440272 = -13182.105482 nChanged 9 SP:Iteration 6Q (3818.630000 sec): 3 clusters Score: Raw -13747.972174 + Penalty 512.440272 = -13235.531902 nChanged 11 SP:Iteration 7Q (3818.810000 sec): 3 clusters Score: Raw -13809.194190 + Penalty 512.440272 = -13296.753918 nChanged 8 SP:Iteration 8Q (3819.010000 sec): 3 clusters Score: Raw -13874.896632 + Penalty 512.440272 = -13362.456360 nChanged 4 SP:Iteration 9Q (3819.170000 sec): 3 clusters Score: Raw -13893.127945 + Penalty 512.440272 = -13380.687673 nChanged 5 SP:Iteration 10Q (3819.330000 sec): 3 clusters Score: Raw -13929.540951 + Penalty 512.440272 = -13417.100679 nChanged 4 SP:Iteration 11Q (3819.510000 sec): 3 clusters Score: Raw -13942.531650 + Penalty 512.440272 = -13430.091378 nChanged 2 SP:Iteration 12Q (3819.680000 sec): 3 clusters Score: Raw -13947.323288 + Penalty 512.440272 = -13434.883016 nChanged 4 SP:Iteration 13Q (3819.880000 sec): 3 clusters Score: Raw -13963.045268 + Penalty 512.440272 = -13450.604996 nChanged 2 SP:Iteration 14Q (3820.050000 sec): 3 clusters Score: Raw -13973.597802 + Penalty 512.440272 = -13461.157530 nChanged 3 SP:Iteration 15Q (3820.260000 sec): 3 clusters Score: Raw -14000.349151 + Penalty 512.440272 = -13487.908879 nChanged 0 SP:Iteration 16F (3820.400000 sec): 3 clusters Score: Raw -14000.349151 + Penalty 512.440272 = -13487.908879 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 1.54 GB. Trying to split cluster 31 (91 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3820.500000 sec): 2 clusters Score: Raw -4848.337886 + Penalty 205.244108 = -4643.093779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3820.680000 sec): 3 clusters Score: Raw -4869.032200 + Penalty 410.488215 = -4458.543985 nChanged 6 SP:Iteration 1F (3820.840000 sec): 3 clusters Score: Raw -4884.165674 + Penalty 410.488215 = -4473.677458 nChanged 2 SP:Iteration 2Q (3821.020000 sec): 3 clusters Score: Raw -4890.362419 + Penalty 410.488215 = -4479.874204 nChanged 2 SP:Iteration 3Q (3821.220000 sec): 3 clusters Score: Raw -4895.077642 + Penalty 410.488215 = -4484.589427 nChanged 0 SP:Iteration 4F (3821.370000 sec): 3 clusters Score: Raw -4895.077642 + Penalty 410.488215 = -4484.589427 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3821.470000 sec): 2 clusters Score: Raw -15765.904128 + Penalty 259.370183 = -15506.533945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3821.600000 sec): 3 clusters Score: Raw -15665.996403 + Penalty 518.740365 = -15147.256037 nChanged 103 SP:Iteration 1F (3821.780000 sec): 3 clusters Score: Raw -15798.644896 + Penalty 518.740365 = -15279.904531 nChanged 37 SP:Iteration 2F (3821.960000 sec): 3 clusters Score: Raw -15866.504271 + Penalty 518.740365 = -15347.763906 nChanged 24 SP:Iteration 3F (3822.140000 sec): 3 clusters Score: Raw -15918.639539 + Penalty 518.740365 = -15399.899174 nChanged 10 SP:Iteration 4Q (3822.330000 sec): 3 clusters Score: Raw -15931.757500 + Penalty 518.740365 = -15413.017134 nChanged 6 SP:Iteration 5Q (3822.540000 sec): 3 clusters Score: Raw -15935.352489 + Penalty 518.740365 = -15416.612124 nChanged 4 SP:Iteration 6Q (3822.730000 sec): 3 clusters Score: Raw -15942.729471 + Penalty 518.740365 = -15423.989106 nChanged 1 SP:Iteration 7Q (3822.900000 sec): 3 clusters Score: Raw -15944.161278 + Penalty 518.740365 = -15425.420913 nChanged 1 SP:Iteration 8Q (3823.070000 sec): 3 clusters Score: Raw -15944.424851 + Penalty 518.740365 = -15425.684485 nChanged 0 SP:Iteration 9F (3823.260000 sec): 3 clusters Score: Raw -15944.424851 + Penalty 518.740365 = -15425.684485 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3823.360000 sec): 2 clusters Score: Raw -23656.634022 + Penalty 273.735151 = -23382.898872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3823.530000 sec): 3 clusters Score: Raw -23478.830617 + Penalty 547.470302 = -22931.360316 nChanged 137 SP:Iteration 1F (3823.720000 sec): 3 clusters Score: Raw -23566.902695 + Penalty 547.470302 = -23019.432393 nChanged 38 SP:Iteration 2F (3823.930000 sec): 3 clusters Score: Raw -23606.264031 + Penalty 547.470302 = -23058.793730 nChanged 16 SP:Iteration 3Q (3824.100000 sec): 3 clusters Score: Raw -23627.981556 + Penalty 547.470302 = -23080.511254 nChanged 13 SP:Iteration 4Q (3824.290000 sec): 3 clusters Score: Raw -23636.909321 + Penalty 547.470302 = -23089.439019 nChanged 8 SP:Iteration 5Q (3824.480000 sec): 3 clusters Score: Raw -23645.370606 + Penalty 547.470302 = -23097.900304 nChanged 11 SP:Iteration 6Q (3824.660000 sec): 3 clusters Score: Raw -23655.886389 + Penalty 547.470302 = -23108.416087 nChanged 13 SP:Iteration 7Q (3824.830000 sec): 3 clusters Score: Raw -23667.769876 + Penalty 547.470302 = -23120.299574 nChanged 13 SP:Iteration 8Q (3825.000000 sec): 3 clusters Score: Raw -23681.674000 + Penalty 547.470302 = -23134.203699 nChanged 14 SP:Iteration 9Q (3825.180000 sec): 3 clusters Score: Raw -23696.040976 + Penalty 547.470302 = -23148.570674 nChanged 10 SP:Iteration 10Q (3825.340000 sec): 3 clusters Score: Raw -23712.834639 + Penalty 547.470302 = -23165.364338 nChanged 13 SP:Iteration 11Q (3825.500000 sec): 3 clusters Score: Raw -23726.677540 + Penalty 547.470302 = -23179.207239 nChanged 11 SP:Iteration 12Q (3825.660000 sec): 3 clusters Score: Raw -23739.319708 + Penalty 547.470302 = -23191.849407 nChanged 12 SP:Iteration 13Q (3825.880000 sec): 3 clusters Score: Raw -23753.238659 + Penalty 547.470302 = -23205.768357 nChanged 8 SP:Iteration 14Q (3826.020000 sec): 3 clusters Score: Raw -23760.827052 + Penalty 547.470302 = -23213.356750 nChanged 8 SP:Iteration 15Q (3826.180000 sec): 3 clusters Score: Raw -23774.679456 + Penalty 547.470302 = -23227.209154 nChanged 9 SP:Iteration 16Q (3826.340000 sec): 3 clusters Score: Raw -23784.265952 + Penalty 547.470302 = -23236.795651 nChanged 3 SP:Iteration 17Q (3826.500000 sec): 3 clusters Score: Raw -23787.863693 + Penalty 547.470302 = -23240.393391 nChanged 4 SP:Iteration 18Q (3826.670000 sec): 3 clusters Score: Raw -23791.330261 + Penalty 547.470302 = -23243.859960 nChanged 3 SP:Iteration 19Q (3826.830000 sec): 3 clusters Score: Raw -23794.570601 + Penalty 547.470302 = -23247.100300 nChanged 2 SP:Iteration 20F (3827.000000 sec): 3 clusters Score: Raw -23795.978319 + Penalty 547.470302 = -23248.508017 nChanged 3 SP:Iteration 21Q (3827.160000 sec): 3 clusters Score: Raw -23798.397881 + Penalty 547.470302 = -23250.927580 nChanged 1 SP:Iteration 22Q (3827.330000 sec): 3 clusters Score: Raw -23799.253276 + Penalty 547.470302 = -23251.782975 nChanged 0 SP:Iteration 23F (3827.500000 sec): 3 clusters Score: Raw -23799.253276 + Penalty 547.470302 = -23251.782975 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3827.580000 sec): 2 clusters Score: Raw -14962.429456 + Penalty 260.124760 = -14702.304696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3827.760000 sec): 3 clusters Score: Raw -14910.031365 + Penalty 520.249521 = -14389.781844 nChanged 110 SP:Iteration 1F (3827.960000 sec): 3 clusters Score: Raw -15116.200491 + Penalty 520.249521 = -14595.950970 nChanged 39 SP:Iteration 2F (3828.180000 sec): 3 clusters Score: Raw -15195.569707 + Penalty 520.249521 = -14675.320186 nChanged 8 SP:Iteration 3Q (3828.340000 sec): 3 clusters Score: Raw -15207.587874 + Penalty 520.249521 = -14687.338353 nChanged 5 SP:Iteration 4Q (3828.530000 sec): 3 clusters Score: Raw -15220.138231 + Penalty 520.249521 = -14699.888710 nChanged 3 SP:Iteration 5Q (3828.720000 sec): 3 clusters Score: Raw -15225.975844 + Penalty 520.249521 = -14705.726323 nChanged 3 SP:Iteration 6Q (3828.850000 sec): 3 clusters Score: Raw -15241.856624 + Penalty 520.249521 = -14721.607103 nChanged 3 SP:Iteration 7Q (3829.070000 sec): 3 clusters Score: Raw -15244.092310 + Penalty 520.249521 = -14723.842789 nChanged 0 SP:Iteration 8F (3829.230000 sec): 3 clusters Score: Raw -15244.092310 + Penalty 520.249521 = -14723.842789 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 1.54 GB. Trying to split cluster 35 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3829.330000 sec): 2 clusters Score: Raw -23922.735662 + Penalty 275.155434 = -23647.580228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3829.540000 sec): 3 clusters Score: Raw -23768.054606 + Penalty 550.310868 = -23217.743738 nChanged 138 SP:Iteration 1F (3829.690000 sec): 3 clusters Score: Raw -23946.776737 + Penalty 550.310868 = -23396.465869 nChanged 39 SP:Iteration 2F (3829.850000 sec): 3 clusters Score: Raw -24019.851670 + Penalty 550.310868 = -23469.540802 nChanged 30 SP:Iteration 3F (3829.980000 sec): 3 clusters Score: Raw -24074.453128 + Penalty 550.310868 = -23524.142260 nChanged 23 SP:Iteration 4F (3830.200000 sec): 3 clusters Score: Raw -24122.099637 + Penalty 550.310868 = -23571.788769 nChanged 19 SP:Iteration 5Q (3830.320000 sec): 3 clusters Score: Raw -24154.997369 + Penalty 550.310868 = -23604.686501 nChanged 13 SP:Iteration 6Q (3830.500000 sec): 3 clusters Score: Raw -24165.415421 + Penalty 550.310868 = -23615.104553 nChanged 11 SP:Iteration 7Q (3830.670000 sec): 3 clusters Score: Raw -24173.995084 + Penalty 550.310868 = -23623.684215 nChanged 5 SP:Iteration 8Q (3830.840000 sec): 3 clusters Score: Raw -24177.747677 + Penalty 550.310868 = -23627.436809 nChanged 4 SP:Iteration 9Q (3831.010000 sec): 3 clusters Score: Raw -24180.825469 + Penalty 550.310868 = -23630.514601 nChanged 6 SP:Iteration 10Q (3831.230000 sec): 3 clusters Score: Raw -24184.587803 + Penalty 550.310868 = -23634.276934 nChanged 1 SP:Iteration 11Q (3831.410000 sec): 3 clusters Score: Raw -24185.107802 + Penalty 550.310868 = -23634.796934 nChanged 0 SP:Iteration 12F (3831.600000 sec): 3 clusters Score: Raw -24185.107802 + Penalty 550.310868 = -23634.796934 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3831.700000 sec): 2 clusters Score: Raw -15449.417906 + Penalty 271.342860 = -15178.075046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3831.860000 sec): 3 clusters Score: Raw -15351.884327 + Penalty 542.685720 = -14809.198607 nChanged 139 SP:Iteration 1F (3832.030000 sec): 3 clusters Score: Raw -15518.139364 + Penalty 542.685720 = -14975.453643 nChanged 41 SP:Iteration 2F (3832.150000 sec): 3 clusters Score: Raw -15602.236086 + Penalty 542.685720 = -15059.550366 nChanged 34 SP:Iteration 3F (3832.330000 sec): 3 clusters Score: Raw -15693.489110 + Penalty 542.685720 = -15150.803389 nChanged 23 SP:Iteration 4F (3832.420000 sec): 3 clusters Score: Raw -15864.540147 + Penalty 542.685720 = -15321.854427 nChanged 14 SP:Iteration 5Q (3832.580000 sec): 3 clusters Score: Raw -16081.693410 + Penalty 542.685720 = -15539.007689 nChanged 8 SP:Iteration 6Q (3832.720000 sec): 3 clusters Score: Raw -16180.490718 + Penalty 542.685720 = -15637.804998 nChanged 9 SP:Iteration 7Q (3832.850000 sec): 3 clusters Score: Raw -16269.375507 + Penalty 542.685720 = -15726.689787 nChanged 12 SP:Iteration 8Q (3833.000000 sec): 3 clusters Score: Raw -16406.756069 + Penalty 542.685720 = -15864.070349 nChanged 4 SP:Iteration 9Q (3833.170000 sec): 3 clusters Score: Raw -16455.688957 + Penalty 542.685720 = -15913.003237 nChanged 9 SP:Iteration 10Q (3833.300000 sec): 3 clusters Score: Raw -16657.464195 + Penalty 542.685720 = -16114.778475 nChanged 2 SP:Iteration 11Q (3833.500000 sec): 3 clusters Score: Raw -16719.041169 + Penalty 542.685720 = -16176.355449 nChanged 0 SP:Iteration 12F (3833.670000 sec): 3 clusters Score: Raw -16719.041169 + Penalty 542.685720 = -16176.355449 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 48. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3833.760000 sec): 2 clusters Score: Raw -24911.391066 + Penalty 276.323526 = -24635.067540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3833.910000 sec): 3 clusters Score: Raw -24747.102749 + Penalty 552.647053 = -24194.455696 nChanged 139 SP:Iteration 1F (3834.030000 sec): 3 clusters Score: Raw -24844.373878 + Penalty 552.647053 = -24291.726825 nChanged 32 SP:Iteration 2F (3834.190000 sec): 3 clusters Score: Raw -24868.453429 + Penalty 552.647053 = -24315.806377 nChanged 18 SP:Iteration 3Q (3834.360000 sec): 3 clusters Score: Raw -24880.859042 + Penalty 552.647053 = -24328.211989 nChanged 12 SP:Iteration 4Q (3834.540000 sec): 3 clusters Score: Raw -24887.273916 + Penalty 552.647053 = -24334.626864 nChanged 8 SP:Iteration 5Q (3834.740000 sec): 3 clusters Score: Raw -24893.954567 + Penalty 552.647053 = -24341.307514 nChanged 6 SP:Iteration 6Q (3834.880000 sec): 3 clusters Score: Raw -24899.638481 + Penalty 552.647053 = -24346.991428 nChanged 4 SP:Iteration 7Q (3835.050000 sec): 3 clusters Score: Raw -24903.576828 + Penalty 552.647053 = -24350.929775 nChanged 6 SP:Iteration 8Q (3835.150000 sec): 3 clusters Score: Raw -24907.304376 + Penalty 552.647053 = -24354.657323 nChanged 4 SP:Iteration 9Q (3835.320000 sec): 3 clusters Score: Raw -24909.193130 + Penalty 552.647053 = -24356.546077 nChanged 0 SP:Iteration 10F (3835.510000 sec): 3 clusters Score: Raw -24909.193130 + Penalty 552.647053 = -24356.546077 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3835.600000 sec): 2 clusters Score: Raw -6523.743454 + Penalty 230.059184 = -6293.684270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3835.700000 sec): 3 clusters Score: Raw -6536.441963 + Penalty 460.118368 = -6076.323595 nChanged 46 SP:Iteration 1F (3835.900000 sec): 3 clusters Score: Raw -6658.327104 + Penalty 460.118368 = -6198.208736 nChanged 12 SP:Iteration 2F (3836.060000 sec): 3 clusters Score: Raw -6692.297993 + Penalty 460.118368 = -6232.179625 nChanged 8 SP:Iteration 3F (3836.270000 sec): 3 clusters Score: Raw -6711.083250 + Penalty 460.118368 = -6250.964881 nChanged 4 SP:Iteration 4Q (3836.440000 sec): 3 clusters Score: Raw -6729.175042 + Penalty 460.118368 = -6269.056674 nChanged 2 SP:Iteration 5Q (3836.660000 sec): 3 clusters Score: Raw -6732.435742 + Penalty 460.118368 = -6272.317374 nChanged 1 SP:Iteration 6Q (3836.840000 sec): 3 clusters Score: Raw -6735.723459 + Penalty 460.118368 = -6275.605091 nChanged 0 SP:Iteration 7F (3837.030000 sec): 3 clusters Score: Raw -6735.723459 + Penalty 460.118368 = -6275.605091 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.100000 sec): 2 clusters Score: Raw -11542.498471 + Penalty 241.300373 = -11301.198098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3837.260000 sec): 3 clusters Score: Raw -11489.084473 + Penalty 482.600747 = -11006.483726 nChanged 56 SP:Iteration 1F (3837.490000 sec): 3 clusters Score: Raw -11549.356059 + Penalty 482.600747 = -11066.755313 nChanged 17 SP:Iteration 2F (3837.640000 sec): 3 clusters Score: Raw -11572.953632 + Penalty 482.600747 = -11090.352886 nChanged 11 SP:Iteration 3F (3837.820000 sec): 3 clusters Score: Raw -11585.460308 + Penalty 482.600747 = -11102.859561 nChanged 6 SP:Iteration 4Q (3838.020000 sec): 3 clusters Score: Raw -11593.490112 + Penalty 482.600747 = -11110.889365 nChanged 7 SP:Iteration 5Q (3838.250000 sec): 3 clusters Score: Raw -11603.690319 + Penalty 482.600747 = -11121.089573 nChanged 5 SP:Iteration 6Q (3838.440000 sec): 3 clusters Score: Raw -11608.615160 + Penalty 482.600747 = -11126.014413 nChanged 2 SP:Iteration 7Q (3838.610000 sec): 3 clusters Score: Raw -11611.612993 + Penalty 482.600747 = -11129.012246 nChanged 0 SP:Iteration 8F (3838.780000 sec): 3 clusters Score: Raw -11611.612993 + Penalty 482.600747 = -11129.012246 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3838.850000 sec): 2 clusters Score: Raw -7993.108616 + Penalty 263.720628 = -7729.387988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3839.060000 sec): 3 clusters Score: Raw -7992.975876 + Penalty 527.441255 = -7465.534621 nChanged 112 SP:Iteration 1F (3839.240000 sec): 3 clusters Score: Raw -8316.732746 + Penalty 527.441255 = -7789.291490 nChanged 23 SP:Iteration 2F (3839.430000 sec): 3 clusters Score: Raw -8397.253115 + Penalty 527.441255 = -7869.811859 nChanged 15 SP:Iteration 3Q (3839.600000 sec): 3 clusters Score: Raw -8471.390119 + Penalty 527.441255 = -7943.948863 nChanged 12 SP:Iteration 4Q (3839.740000 sec): 3 clusters Score: Raw -8568.399783 + Penalty 527.441255 = -8040.958528 nChanged 10 SP:Iteration 5Q (3839.910000 sec): 3 clusters Score: Raw -8711.129426 + Penalty 527.441255 = -8183.688171 nChanged 10 SP:Iteration 6Q (3840.050000 sec): 3 clusters Score: Raw -8739.443603 + Penalty 527.441255 = -8212.002347 nChanged 1 SP:Iteration 7Q (3840.270000 sec): 3 clusters Score: Raw -8740.351624 + Penalty 527.441255 = -8212.910369 nChanged 1 SP:Iteration 8Q (3840.410000 sec): 3 clusters Score: Raw -8741.539697 + Penalty 527.441255 = -8214.098442 nChanged 0 SP:Iteration 9F (3840.600000 sec): 3 clusters Score: Raw -8741.539697 + Penalty 527.441255 = -8214.098442 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 49. Iteration 99Q (3854.700000 sec): 50 clusters Score: Raw -13215586.461129 + Penalty 27540.753982 = -13188045.707147 nChanged 75 Iteration 100F (3871.290000 sec): 50 clusters Score: Raw -13215954.156990 + Penalty 27540.753982 = -13188413.403008 nChanged 94 Iteration 101Q (3885.780000 sec): 50 clusters Score: Raw -13216229.462827 + Penalty 27540.753982 = -13188688.708845 nChanged 40 Iteration 102Q (3898.710000 sec): 50 clusters Score: Raw -13216294.348175 + Penalty 27540.753982 = -13188753.594193 nChanged 31 Iteration 103Q (3911.380000 sec): 50 clusters Score: Raw -13216322.241957 + Penalty 27540.753982 = -13188781.487975 nChanged 22 Iteration 104Q (3923.050000 sec): 50 clusters Score: Raw -13216339.024710 + Penalty 27540.753982 = -13188798.270727 nChanged 21 Iteration 105Q (3936.410000 sec): 50 clusters Score: Raw -13216348.260691 + Penalty 27540.753982 = -13188807.506709 nChanged 16 Iteration 106Q (3952.750000 sec): 50 clusters Score: Raw -13216370.334681 + Penalty 27540.753982 = -13188829.580699 nChanged 16 Iteration 107Q (3967.980000 sec): 50 clusters Score: Raw -13216381.427001 + Penalty 27540.753982 = -13188840.673019 nChanged 17 Iteration 108Q (3981.330000 sec): 50 clusters Score: Raw -13216395.823270 + Penalty 27540.753982 = -13188855.069288 nChanged 9 Iteration 109Q (3996.460000 sec): 50 clusters Score: Raw -13216397.242774 + Penalty 27540.753982 = -13188856.488792 nChanged 7 Iteration 110Q (4010.920000 sec): 50 clusters Score: Raw -13216397.632462 + Penalty 27540.753982 = -13188856.878480 nChanged 10 Iteration 111Q (4024.990000 sec): 50 clusters Score: Raw -13216398.055660 + Penalty 27540.753982 = -13188857.301678 nChanged 8 Iteration 112Q (4037.890000 sec): 50 clusters Score: Raw -13216398.196138 + Penalty 27540.753982 = -13188857.442156 nChanged 6 Iteration 113Q (4050.560000 sec): 50 clusters Score: Raw -13216398.235371 + Penalty 27540.753982 = -13188857.481388 nChanged 5 Iteration 114Q (4064.830000 sec): 50 clusters Score: Raw -13216398.258276 + Penalty 27540.753982 = -13188857.504294 nChanged 3 Iteration 115Q (4079.460000 sec): 50 clusters Score: Raw -13216398.274910 + Penalty 27540.753982 = -13188857.520928 nChanged 3 Iteration 116Q (4094.370000 sec): 50 clusters Score: Raw -13216398.285753 + Penalty 27540.753982 = -13188857.531770 nChanged 3 Iteration 117Q (4108.490000 sec): 50 clusters Score: Raw -13216398.294576 + Penalty 27540.753982 = -13188857.540594 nChanged 2 Iteration 118Q (4123.370000 sec): 50 clusters Score: Raw -13216398.297943 + Penalty 27540.753982 = -13188857.543961 nChanged 0 Iteration 119F (4141.770000 sec): 50 clusters Score: Raw -13216412.730578 + Penalty 27540.753982 = -13188871.976596 nChanged 5 Iteration 120F (4159.650000 sec): 50 clusters Score: Raw -13216440.037302 + Penalty 27540.753982 = -13188899.283320 nChanged 5 Iteration 121Q (4174.760000 sec): 50 clusters Score: Raw -13216459.758555 + Penalty 27540.753982 = -13188919.004573 nChanged 9 Iteration 122Q (4189.200000 sec): 50 clusters Score: Raw -13216474.789637 + Penalty 27540.753982 = -13188934.035654 nChanged 7 Iteration 123Q (4202.970000 sec): 50 clusters Score: Raw -13216485.721145 + Penalty 27540.753982 = -13188944.967163 nChanged 13 Iteration 124Q (4215.120000 sec): 50 clusters Score: Raw -13216497.930442 + Penalty 27540.753982 = -13188957.176460 nChanged 10 Iteration 125Q (4230.030000 sec): 50 clusters Score: Raw -13216505.888995 + Penalty 27540.753982 = -13188965.135013 nChanged 9 Iteration 126Q (4244.650000 sec): 50 clusters Score: Raw -13216508.537064 + Penalty 27540.753982 = -13188967.783082 nChanged 3 Iteration 127Q (4257.670000 sec): 50 clusters Score: Raw -13216509.863042 + Penalty 27540.753982 = -13188969.109060 nChanged 6 Iteration 128Q (4269.690000 sec): 50 clusters Score: Raw -13216511.574850 + Penalty 27540.753982 = -13188970.820868 nChanged 6 Iteration 129Q (4282.820000 sec): 50 clusters Score: Raw -13216515.120296 + Penalty 27540.753982 = -13188974.366314 nChanged 8 Iteration 130Q (4295.900000 sec): 50 clusters Score: Raw -13216517.749285 + Penalty 27540.753982 = -13188976.995303 nChanged 11 Iteration 131Q (4309.800000 sec): 50 clusters Score: Raw -13216520.716382 + Penalty 27540.753982 = -13188979.962399 nChanged 10 Iteration 132Q (4322.390000 sec): 50 clusters Score: Raw -13216526.498254 + Penalty 27540.753982 = -13188985.744271 nChanged 6 Iteration 133Q (4341.670000 sec): 50 clusters Score: Raw -13216527.941402 + Penalty 27540.753982 = -13188987.187420 nChanged 3 Iteration 134Q (4359.810000 sec): 50 clusters Score: Raw -13216531.295117 + Penalty 27540.753982 = -13188990.541135 nChanged 3 Iteration 135Q (4375.310000 sec): 50 clusters Score: Raw -13216532.602397 + Penalty 27540.753982 = -13188991.848415 nChanged 2 Iteration 136Q (4389.840000 sec): 50 clusters Score: Raw -13216533.529930 + Penalty 27540.753982 = -13188992.775948 nChanged 2 Iteration 137Q (4404.330000 sec): 50 clusters Score: Raw -13216534.512670 + Penalty 27540.753982 = -13188993.758688 nChanged 2 Iteration 138Q (4417.660000 sec): 50 clusters Score: Raw -13216534.977778 + Penalty 27540.753982 = -13188994.223796 nChanged 1 Writing temp clu file Because OldScore, -13188993.758688, is greater than current (better) Score,-13188994.223796 Compute initial score before splitting: Score: Raw -13216534.977778 + Penalty 27540.753982 = -13188994.223796 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4417.760000 sec): 2 clusters Score: Raw -17914.412616 + Penalty 262.742095 = -17651.670521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4417.940000 sec): 3 clusters Score: Raw -17830.405733 + Penalty 525.484191 = -17304.921542 nChanged 99 SP:Iteration 1F (4418.120000 sec): 3 clusters Score: Raw -17917.481252 + Penalty 525.484191 = -17391.997061 nChanged 23 SP:Iteration 2F (4418.300000 sec): 3 clusters Score: Raw -17941.972967 + Penalty 525.484191 = -17416.488777 nChanged 16 SP:Iteration 3Q (4418.520000 sec): 3 clusters Score: Raw -17961.951696 + Penalty 525.484191 = -17436.467505 nChanged 13 SP:Iteration 4Q (4418.710000 sec): 3 clusters Score: Raw -17979.896874 + Penalty 525.484191 = -17454.412684 nChanged 10 SP:Iteration 5Q (4418.900000 sec): 3 clusters Score: Raw -17990.174370 + Penalty 525.484191 = -17464.690180 nChanged 5 SP:Iteration 6Q (4419.080000 sec): 3 clusters Score: Raw -17994.997825 + Penalty 525.484191 = -17469.513634 nChanged 3 SP:Iteration 7Q (4419.280000 sec): 3 clusters Score: Raw -18002.380090 + Penalty 525.484191 = -17476.895899 nChanged 5 SP:Iteration 8Q (4419.420000 sec): 3 clusters Score: Raw -18006.500706 + Penalty 525.484191 = -17481.016516 nChanged 4 SP:Iteration 9Q (4419.610000 sec): 3 clusters Score: Raw -18008.751618 + Penalty 525.484191 = -17483.267427 nChanged 3 SP:Iteration 10Q (4419.850000 sec): 3 clusters Score: Raw -18010.867310 + Penalty 525.484191 = -17485.383120 nChanged 0 SP:Iteration 11F (4420.010000 sec): 3 clusters Score: Raw -18010.867310 + Penalty 525.484191 = -17485.383120 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4420.060000 sec): 2 clusters Score: Raw -51724.812140 + Penalty 313.568978 = -51411.243162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4420.290000 sec): 3 clusters Score: Raw -51262.448759 + Penalty 627.137957 = -50635.310803 nChanged 379 SP:Iteration 1F (4420.480000 sec): 3 clusters Score: Raw -51534.585759 + Penalty 627.137957 = -50907.447802 nChanged 96 SP:Iteration 2F (4420.690000 sec): 3 clusters Score: Raw -51614.287751 + Penalty 627.137957 = -50987.149795 nChanged 54 SP:Iteration 3F (4420.860000 sec): 3 clusters Score: Raw -51655.865727 + Penalty 627.137957 = -51028.727770 nChanged 42 SP:Iteration 4Q (4421.090000 sec): 3 clusters Score: Raw -51691.568086 + Penalty 627.137957 = -51064.430130 nChanged 36 SP:Iteration 5Q (4421.270000 sec): 3 clusters Score: Raw -51723.015371 + Penalty 627.137957 = -51095.877414 nChanged 24 SP:Iteration 6Q (4421.440000 sec): 3 clusters Score: Raw -51741.013262 + Penalty 627.137957 = -51113.875306 nChanged 19 SP:Iteration 7Q (4421.630000 sec): 3 clusters Score: Raw -51757.884783 + Penalty 627.137957 = -51130.746826 nChanged 20 SP:Iteration 8Q (4421.870000 sec): 3 clusters Score: Raw -51782.998614 + Penalty 627.137957 = -51155.860658 nChanged 14 SP:Iteration 9Q (4422.050000 sec): 3 clusters Score: Raw -51795.972889 + Penalty 627.137957 = -51168.834932 nChanged 12 SP:Iteration 10Q (4422.240000 sec): 3 clusters Score: Raw -51804.087754 + Penalty 627.137957 = -51176.949798 nChanged 13 SP:Iteration 11Q (4422.460000 sec): 3 clusters Score: Raw -51814.288007 + Penalty 627.137957 = -51187.150050 nChanged 9 SP:Iteration 12Q (4422.690000 sec): 3 clusters Score: Raw -51819.649550 + Penalty 627.137957 = -51192.511594 nChanged 8 SP:Iteration 13Q (4422.910000 sec): 3 clusters Score: Raw -51827.322231 + Penalty 627.137957 = -51200.184275 nChanged 4 SP:Iteration 14Q (4423.090000 sec): 3 clusters Score: Raw -51828.818991 + Penalty 627.137957 = -51201.681035 nChanged 2 SP:Iteration 15Q (4423.290000 sec): 3 clusters Score: Raw -51830.654857 + Penalty 627.137957 = -51203.516900 nChanged 3 SP:Iteration 16Q (4423.470000 sec): 3 clusters Score: Raw -51833.293717 + Penalty 627.137957 = -51206.155760 nChanged 2 SP:Iteration 17Q (4423.660000 sec): 3 clusters Score: Raw -51835.524139 + Penalty 627.137957 = -51208.386183 nChanged 4 SP:Iteration 18Q (4423.830000 sec): 3 clusters Score: Raw -51837.109917 + Penalty 627.137957 = -51209.971960 nChanged 1 SP:Iteration 19Q (4424.000000 sec): 3 clusters Score: Raw -51837.426661 + Penalty 627.137957 = -51210.288704 nChanged 0 SP:Iteration 20F (4424.240000 sec): 3 clusters Score: Raw -51837.426661 + Penalty 627.137957 = -51210.288704 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4424.330000 sec): 2 clusters Score: Raw -124059.578613 + Penalty 347.340337 = -123712.238276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4424.550000 sec): 3 clusters Score: Raw -122878.542091 + Penalty 694.680674 = -122183.861417 nChanged 880 SP:Iteration 1F (4424.740000 sec): 3 clusters Score: Raw -123376.978827 + Penalty 694.680674 = -122682.298153 nChanged 109 SP:Iteration 2F (4424.950000 sec): 3 clusters Score: Raw -123426.573948 + Penalty 694.680674 = -122731.893274 nChanged 99 SP:Iteration 3Q (4425.150000 sec): 3 clusters Score: Raw -123472.621111 + Penalty 694.680674 = -122777.940437 nChanged 91 SP:Iteration 4Q (4425.360000 sec): 3 clusters Score: Raw -123517.156046 + Penalty 694.680674 = -122822.475372 nChanged 92 SP:Iteration 5Q (4425.540000 sec): 3 clusters Score: Raw -123569.304393 + Penalty 694.680674 = -122874.623719 nChanged 84 SP:Iteration 6Q (4425.680000 sec): 3 clusters Score: Raw -123623.366243 + Penalty 694.680674 = -122928.685569 nChanged 103 SP:Iteration 7Q (4425.860000 sec): 3 clusters Score: Raw -123716.624430 + Penalty 694.680674 = -123021.943756 nChanged 117 SP:Iteration 8F (4426.000000 sec): 3 clusters Score: Raw -123835.387580 + Penalty 694.680674 = -123140.706906 nChanged 119 SP:Iteration 9F (4426.160000 sec): 3 clusters Score: Raw -123954.060682 + Penalty 694.680674 = -123259.380008 nChanged 84 SP:Iteration 10Q (4426.340000 sec): 3 clusters Score: Raw -124028.669412 + Penalty 694.680674 = -123333.988738 nChanged 71 SP:Iteration 11Q (4426.510000 sec): 3 clusters Score: Raw -124086.329287 + Penalty 694.680674 = -123391.648613 nChanged 55 SP:Iteration 12Q (4426.700000 sec): 3 clusters Score: Raw -124117.228432 + Penalty 694.680674 = -123422.547758 nChanged 32 SP:Iteration 13Q (4426.900000 sec): 3 clusters Score: Raw -124131.137687 + Penalty 694.680674 = -123436.457013 nChanged 18 SP:Iteration 14Q (4427.060000 sec): 3 clusters Score: Raw -124138.003612 + Penalty 694.680674 = -123443.322939 nChanged 12 SP:Iteration 15Q (4427.150000 sec): 3 clusters Score: Raw -124141.291489 + Penalty 694.680674 = -123446.610815 nChanged 8 SP:Iteration 16Q (4427.290000 sec): 3 clusters Score: Raw -124142.871627 + Penalty 694.680674 = -123448.190953 nChanged 5 SP:Iteration 17Q (4427.430000 sec): 3 clusters Score: Raw -124143.706281 + Penalty 694.680674 = -123449.025607 nChanged 2 SP:Iteration 18Q (4427.570000 sec): 3 clusters Score: Raw -124144.217820 + Penalty 694.680674 = -123449.537147 nChanged 0 SP:Iteration 19F (4427.790000 sec): 3 clusters Score: Raw -124144.217820 + Penalty 694.680674 = -123449.537147 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4427.940000 sec): 2 clusters Score: Raw -898959.919100 + Penalty 436.033076 = -898523.886024 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4428.190000 sec): 3 clusters Score: Raw -889793.330088 + Penalty 872.066153 = -888921.263935 nChanged 6837 SP:Iteration 1F (4428.420000 sec): 3 clusters Score: Raw -893619.500799 + Penalty 872.066153 = -892747.434646 nChanged 619 SP:Iteration 2Q (4428.710000 sec): 3 clusters Score: Raw -893807.944192 + Penalty 872.066153 = -892935.878039 nChanged 737 SP:Iteration 3F (4428.910000 sec): 3 clusters Score: Raw -894106.345590 + Penalty 872.066153 = -893234.279437 nChanged 904 SP:Iteration 4F (4429.160000 sec): 3 clusters Score: Raw -894609.217360 + Penalty 872.066153 = -893737.151207 nChanged 1057 SP:Iteration 5F (4429.410000 sec): 3 clusters Score: Raw -895363.892880 + Penalty 872.066153 = -894491.826727 nChanged 1126 SP:Iteration 6F (4429.590000 sec): 3 clusters Score: Raw -896317.159680 + Penalty 872.066153 = -895445.093527 nChanged 1034 SP:Iteration 7F (4429.820000 sec): 3 clusters Score: Raw -897247.076994 + Penalty 872.066153 = -896375.010841 nChanged 805 SP:Iteration 8F (4430.110000 sec): 3 clusters Score: Raw -897994.859843 + Penalty 872.066153 = -897122.793690 nChanged 576 SP:Iteration 9Q (4430.310000 sec): 3 clusters Score: Raw -898527.218152 + Penalty 872.066153 = -897655.151999 nChanged 316 SP:Iteration 10Q (4430.570000 sec): 3 clusters Score: Raw -898813.229728 + Penalty 872.066153 = -897941.163575 nChanged 134 SP:Iteration 11Q (4430.810000 sec): 3 clusters Score: Raw -898927.879788 + Penalty 872.066153 = -898055.813635 nChanged 57 SP:Iteration 12Q (4430.980000 sec): 3 clusters Score: Raw -898983.278499 + Penalty 872.066153 = -898111.212346 nChanged 28 SP:Iteration 13Q (4431.200000 sec): 3 clusters Score: Raw -899007.587388 + Penalty 872.066153 = -898135.521235 nChanged 13 SP:Iteration 14Q (4431.400000 sec): 3 clusters Score: Raw -899019.091695 + Penalty 872.066153 = -898147.025542 nChanged 10 SP:Iteration 15Q (4431.650000 sec): 3 clusters Score: Raw -899027.903253 + Penalty 872.066153 = -898155.837100 nChanged 8 SP:Iteration 16Q (4431.850000 sec): 3 clusters Score: Raw -899035.094661 + Penalty 872.066153 = -898163.028508 nChanged 6 SP:Iteration 17Q (4432.050000 sec): 3 clusters Score: Raw -899041.671068 + Penalty 872.066153 = -898169.604915 nChanged 5 SP:Iteration 18Q (4432.280000 sec): 3 clusters Score: Raw -899046.765591 + Penalty 872.066153 = -898174.699438 nChanged 5 SP:Iteration 19Q (4432.450000 sec): 3 clusters Score: Raw -899051.279100 + Penalty 872.066153 = -898179.212947 nChanged 3 SP:Iteration 20F (4432.660000 sec): 3 clusters Score: Raw -899054.811803 + Penalty 872.066153 = -898182.745650 nChanged 2 SP:Iteration 21Q (4432.860000 sec): 3 clusters Score: Raw -899056.943311 + Penalty 872.066153 = -898184.877158 nChanged 2 SP:Iteration 22Q (4433.080000 sec): 3 clusters Score: Raw -899057.351373 + Penalty 872.066153 = -898185.285220 nChanged 0 SP:Iteration 23F (4433.290000 sec): 3 clusters Score: Raw -899057.351373 + Penalty 872.066153 = -898185.285220 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4433.440000 sec): 2 clusters Score: Raw -18371.294508 + Penalty 265.350653 = -18105.943855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4433.610000 sec): 3 clusters Score: Raw -18277.129187 + Penalty 530.701305 = -17746.427882 nChanged 114 SP:Iteration 1F (4433.760000 sec): 3 clusters Score: Raw -18425.115036 + Penalty 530.701305 = -17894.413731 nChanged 34 SP:Iteration 2F (4433.960000 sec): 3 clusters Score: Raw -18512.907643 + Penalty 530.701305 = -17982.206338 nChanged 30 SP:Iteration 3F (4434.100000 sec): 3 clusters Score: Raw -18567.121316 + Penalty 530.701305 = -18036.420010 nChanged 10 SP:Iteration 4Q (4434.360000 sec): 3 clusters Score: Raw -18592.732726 + Penalty 530.701305 = -18062.031421 nChanged 15 SP:Iteration 5Q (4434.500000 sec): 3 clusters Score: Raw -18620.714475 + Penalty 530.701305 = -18090.013170 nChanged 5 SP:Iteration 6Q (4434.680000 sec): 3 clusters Score: Raw -18626.706002 + Penalty 530.701305 = -18096.004697 nChanged 3 SP:Iteration 7Q (4434.880000 sec): 3 clusters Score: Raw -18628.507542 + Penalty 530.701305 = -18097.806236 nChanged 0 SP:Iteration 8F (4435.050000 sec): 3 clusters Score: Raw -18628.507542 + Penalty 530.701305 = -18097.806236 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4435.180000 sec): 2 clusters Score: Raw -172750.414242 + Penalty 365.041808 = -172385.372435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4435.380000 sec): 3 clusters Score: Raw -170964.631327 + Penalty 730.083615 = -170234.547712 nChanged 1352 SP:Iteration 1F (4435.590000 sec): 3 clusters Score: Raw -171807.851635 + Penalty 730.083615 = -171077.768020 nChanged 231 SP:Iteration 2F (4435.790000 sec): 3 clusters Score: Raw -172003.928633 + Penalty 730.083615 = -171273.845018 nChanged 212 SP:Iteration 3F (4435.990000 sec): 3 clusters Score: Raw -172202.670478 + Penalty 730.083615 = -171472.586863 nChanged 183 SP:Iteration 4F (4436.200000 sec): 3 clusters Score: Raw -172371.627584 + Penalty 730.083615 = -171641.543969 nChanged 131 SP:Iteration 5Q (4436.350000 sec): 3 clusters Score: Raw -172487.679323 + Penalty 730.083615 = -171757.595708 nChanged 103 SP:Iteration 6Q (4436.560000 sec): 3 clusters Score: Raw -172548.194023 + Penalty 730.083615 = -171818.110408 nChanged 75 SP:Iteration 7Q (4436.740000 sec): 3 clusters Score: Raw -172572.662650 + Penalty 730.083615 = -171842.579034 nChanged 39 SP:Iteration 8Q (4436.910000 sec): 3 clusters Score: Raw -172583.329892 + Penalty 730.083615 = -171853.246277 nChanged 33 SP:Iteration 9Q (4437.120000 sec): 3 clusters Score: Raw -172592.246306 + Penalty 730.083615 = -171862.162691 nChanged 22 SP:Iteration 10Q (4437.280000 sec): 3 clusters Score: Raw -172598.533498 + Penalty 730.083615 = -171868.449883 nChanged 16 SP:Iteration 11Q (4437.490000 sec): 3 clusters Score: Raw -172602.806929 + Penalty 730.083615 = -171872.723314 nChanged 13 SP:Iteration 12Q (4437.670000 sec): 3 clusters Score: Raw -172605.599863 + Penalty 730.083615 = -171875.516248 nChanged 11 SP:Iteration 13Q (4437.830000 sec): 3 clusters Score: Raw -172608.452787 + Penalty 730.083615 = -171878.369172 nChanged 9 SP:Iteration 14Q (4438.020000 sec): 3 clusters Score: Raw -172609.380365 + Penalty 730.083615 = -171879.296750 nChanged 6 SP:Iteration 15Q (4438.190000 sec): 3 clusters Score: Raw -172609.854288 + Penalty 730.083615 = -171879.770673 nChanged 3 SP:Iteration 16Q (4438.360000 sec): 3 clusters Score: Raw -172610.115516 + Penalty 730.083615 = -171880.031901 nChanged 2 SP:Iteration 17Q (4438.580000 sec): 3 clusters Score: Raw -172610.267663 + Penalty 730.083615 = -171880.184048 nChanged 1 SP:Iteration 18Q (4438.740000 sec): 3 clusters Score: Raw -172610.460450 + Penalty 730.083615 = -171880.376835 nChanged 2 SP:Iteration 19Q (4438.960000 sec): 3 clusters Score: Raw -172610.601917 + Penalty 730.083615 = -171880.518302 nChanged 3 SP:Iteration 20F (4439.140000 sec): 3 clusters Score: Raw -172611.015369 + Penalty 730.083615 = -171880.931754 nChanged 4 SP:Iteration 21Q (4439.370000 sec): 3 clusters Score: Raw -172611.492935 + Penalty 730.083615 = -171881.409320 nChanged 6 SP:Iteration 22Q (4439.630000 sec): 3 clusters Score: Raw -172612.309034 + Penalty 730.083615 = -171882.225419 nChanged 4 SP:Iteration 23Q (4439.820000 sec): 3 clusters Score: Raw -172612.605688 + Penalty 730.083615 = -171882.522072 nChanged 2 SP:Iteration 24Q (4440.030000 sec): 3 clusters Score: Raw -172612.820531 + Penalty 730.083615 = -171882.736916 nChanged 1 SP:Iteration 25Q (4440.240000 sec): 3 clusters Score: Raw -172612.930483 + Penalty 730.083615 = -171882.846868 nChanged 0 SP:Iteration 26F (4440.450000 sec): 3 clusters Score: Raw -172612.930483 + Penalty 730.083615 = -171882.846868 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4441.080000 sec): 2 clusters Score: Raw -9451725.224405 + Penalty 545.037197 = -9451180.187208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4441.770000 sec): 3 clusters Score: Raw -9343767.757880 + Penalty 1090.074394 = -9342677.683486 nChanged 78372 SP:Iteration 1F (4442.410000 sec): 3 clusters Score: Raw -9391467.725563 + Penalty 1090.074394 = -9390377.651170 nChanged 6059 SP:Iteration 2Q (4443.120000 sec): 3 clusters Score: Raw -9393494.702340 + Penalty 1090.074394 = -9392404.627946 nChanged 7064 SP:Iteration 3Q (4443.960000 sec): 3 clusters Score: Raw -9396365.169791 + Penalty 1090.074394 = -9395275.095397 nChanged 8093 SP:Iteration 4F (4444.720000 sec): 3 clusters Score: Raw -9400239.373004 + Penalty 1090.074394 = -9399149.298610 nChanged 8942 SP:Iteration 5F (4445.410000 sec): 3 clusters Score: Raw -9405059.100458 + Penalty 1090.074394 = -9403969.026064 nChanged 9394 SP:Iteration 6F (4446.110000 sec): 3 clusters Score: Raw -9410785.782922 + Penalty 1090.074394 = -9409695.708528 nChanged 9228 SP:Iteration 7F (4446.890000 sec): 3 clusters Score: Raw -9417281.557465 + Penalty 1090.074394 = -9416191.483071 nChanged 8311 SP:Iteration 8F (4447.600000 sec): 3 clusters Score: Raw -9423765.406310 + Penalty 1090.074394 = -9422675.331916 nChanged 6864 SP:Iteration 9Q (4448.350000 sec): 3 clusters Score: Raw -9428496.525221 + Penalty 1090.074394 = -9427406.450827 nChanged 4965 SP:Iteration 10Q (4449.020000 sec): 3 clusters Score: Raw -9430967.022657 + Penalty 1090.074394 = -9429876.948263 nChanged 3648 SP:Iteration 11Q (4449.650000 sec): 3 clusters Score: Raw -9432599.241476 + Penalty 1090.074394 = -9431509.167082 nChanged 3570 SP:Iteration 12Q (4450.350000 sec): 3 clusters Score: Raw -9434208.413582 + Penalty 1090.074394 = -9433118.339188 nChanged 3529 SP:Iteration 13Q (4451.140000 sec): 3 clusters Score: Raw -9435912.149611 + Penalty 1090.074394 = -9434822.075217 nChanged 3492 SP:Iteration 14Q (4451.940000 sec): 3 clusters Score: Raw -9437670.106304 + Penalty 1090.074394 = -9436580.031911 nChanged 3278 SP:Iteration 15Q (4452.660000 sec): 3 clusters Score: Raw -9439344.833479 + Penalty 1090.074394 = -9438254.759085 nChanged 3033 SP:Iteration 16Q (4453.290000 sec): 3 clusters Score: Raw -9440911.891891 + Penalty 1090.074394 = -9439821.817497 nChanged 2861 SP:Iteration 17Q (4454.180000 sec): 3 clusters Score: Raw -9442452.990394 + Penalty 1090.074394 = -9441362.916000 nChanged 2636 SP:Iteration 18Q (4455.010000 sec): 3 clusters Score: Raw -9443837.266559 + Penalty 1090.074394 = -9442747.192165 nChanged 2249 SP:Iteration 19Q (4455.860000 sec): 3 clusters Score: Raw -9444934.717344 + Penalty 1090.074394 = -9443844.642950 nChanged 1981 SP:Iteration 20F (4456.660000 sec): 3 clusters Score: Raw -9445880.845091 + Penalty 1090.074394 = -9444790.770697 nChanged 1764 SP:Iteration 21Q (4457.390000 sec): 3 clusters Score: Raw -9446734.980853 + Penalty 1090.074394 = -9445644.906459 nChanged 1536 SP:Iteration 22Q (4458.130000 sec): 3 clusters Score: Raw -9447442.808769 + Penalty 1090.074394 = -9446352.734375 nChanged 1323 SP:Iteration 23Q (4458.890000 sec): 3 clusters Score: Raw -9448028.537776 + Penalty 1090.074394 = -9446938.463382 nChanged 1122 SP:Iteration 24Q (4459.540000 sec): 3 clusters Score: Raw -9448512.016085 + Penalty 1090.074394 = -9447421.941691 nChanged 968 SP:Iteration 25Q (4460.150000 sec): 3 clusters Score: Raw -9448912.879357 + Penalty 1090.074394 = -9447822.804963 nChanged 868 SP:Iteration 26Q (4460.790000 sec): 3 clusters Score: Raw -9449272.201545 + Penalty 1090.074394 = -9448182.127151 nChanged 753 SP:Iteration 27Q (4461.480000 sec): 3 clusters Score: Raw -9449583.938941 + Penalty 1090.074394 = -9448493.864547 nChanged 680 SP:Iteration 28Q (4462.270000 sec): 3 clusters Score: Raw -9449863.576127 + Penalty 1090.074394 = -9448773.501733 nChanged 611 SP:Iteration 29Q (4463.030000 sec): 3 clusters Score: Raw -9450103.239246 + Penalty 1090.074394 = -9449013.164852 nChanged 514 SP:Iteration 30Q (4463.810000 sec): 3 clusters Score: Raw -9450303.843958 + Penalty 1090.074394 = -9449213.769564 nChanged 465 SP:Iteration 31Q (4464.550000 sec): 3 clusters Score: Raw -9450483.240619 + Penalty 1090.074394 = -9449393.166225 nChanged 428 SP:Iteration 32Q (4465.240000 sec): 3 clusters Score: Raw -9450647.738897 + Penalty 1090.074394 = -9449557.664504 nChanged 385 SP:Iteration 33Q (4465.970000 sec): 3 clusters Score: Raw -9450798.646221 + Penalty 1090.074394 = -9449708.571827 nChanged 381 SP:Iteration 34Q (4466.770000 sec): 3 clusters Score: Raw -9450953.636880 + Penalty 1090.074394 = -9449863.562486 nChanged 317 SP:Iteration 35Q (4467.550000 sec): 3 clusters Score: Raw -9451081.894491 + Penalty 1090.074394 = -9449991.820097 nChanged 274 SP:Iteration 36Q (4468.410000 sec): 3 clusters Score: Raw -9451202.010083 + Penalty 1090.074394 = -9450111.935689 nChanged 257 SP:Iteration 37Q (4469.280000 sec): 3 clusters Score: Raw -9451316.719592 + Penalty 1090.074394 = -9450226.645198 nChanged 227 SP:Iteration 38Q (4470.030000 sec): 3 clusters Score: Raw -9451416.652223 + Penalty 1090.074394 = -9450326.577829 nChanged 178 SP:Iteration 39Q (4470.880000 sec): 3 clusters Score: Raw -9451493.247144 + Penalty 1090.074394 = -9450403.172751 nChanged 154 SP:Iteration 40F (4471.640000 sec): 3 clusters Score: Raw -9451565.061694 + Penalty 1090.074394 = -9450474.987301 nChanged 142 SP:Iteration 41Q (4472.370000 sec): 3 clusters Score: Raw -9451630.041192 + Penalty 1090.074394 = -9450539.966798 nChanged 111 SP:Iteration 42Q (4473.020000 sec): 3 clusters Score: Raw -9451679.594713 + Penalty 1090.074394 = -9450589.520319 nChanged 77 SP:Iteration 43Q (4473.630000 sec): 3 clusters Score: Raw -9451717.038385 + Penalty 1090.074394 = -9450626.963991 nChanged 86 SP:Iteration 44Q (4474.330000 sec): 3 clusters Score: Raw -9451752.396191 + Penalty 1090.074394 = -9450662.321798 nChanged 66 SP:Iteration 45Q (4475.070000 sec): 3 clusters Score: Raw -9451779.693973 + Penalty 1090.074394 = -9450689.619579 nChanged 53 SP:Iteration 46Q (4475.910000 sec): 3 clusters Score: Raw -9451803.190980 + Penalty 1090.074394 = -9450713.116586 nChanged 46 SP:Iteration 47Q (4476.590000 sec): 3 clusters Score: Raw -9451823.927163 + Penalty 1090.074394 = -9450733.852769 nChanged 28 SP:Iteration 48Q (4477.330000 sec): 3 clusters Score: Raw -9451833.511910 + Penalty 1090.074394 = -9450743.437516 nChanged 29 SP:Iteration 49Q (4478.040000 sec): 3 clusters Score: Raw -9451843.355819 + Penalty 1090.074394 = -9450753.281425 nChanged 25 SP:Iteration 50Q (4478.800000 sec): 3 clusters Score: Raw -9451851.170303 + Penalty 1090.074394 = -9450761.095909 nChanged 22 SP:Iteration 51Q (4479.380000 sec): 3 clusters Score: Raw -9451858.738392 + Penalty 1090.074394 = -9450768.663998 nChanged 19 SP:Iteration 52Q (4480.020000 sec): 3 clusters Score: Raw -9451866.927442 + Penalty 1090.074394 = -9450776.853048 nChanged 21 SP:Iteration 53Q (4480.500000 sec): 3 clusters Score: Raw -9451875.357750 + Penalty 1090.074394 = -9450785.283356 nChanged 24 SP:Iteration 54Q (4480.980000 sec): 3 clusters Score: Raw -9451882.460337 + Penalty 1090.074394 = -9450792.385943 nChanged 18 SP:Iteration 55Q (4481.480000 sec): 3 clusters Score: Raw -9451887.857130 + Penalty 1090.074394 = -9450797.782736 nChanged 14 SP:Iteration 56Q (4482.140000 sec): 3 clusters Score: Raw -9451892.618846 + Penalty 1090.074394 = -9450802.544452 nChanged 10 SP:Iteration 57Q (4482.740000 sec): 3 clusters Score: Raw -9451895.074971 + Penalty 1090.074394 = -9450805.000577 nChanged 7 SP:Iteration 58Q (4483.470000 sec): 3 clusters Score: Raw -9451896.956572 + Penalty 1090.074394 = -9450806.882178 nChanged 5 SP:Iteration 59Q (4484.160000 sec): 3 clusters Score: Raw -9451897.746529 + Penalty 1090.074394 = -9450807.672135 nChanged 0 SP:Iteration 60F (4484.850000 sec): 3 clusters Score: Raw -9451897.746529 + Penalty 1090.074394 = -9450807.672135 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4485.020000 sec): 2 clusters Score: Raw -46650.326331 + Penalty 304.035941 = -46346.290390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4485.200000 sec): 3 clusters Score: Raw -46298.668596 + Penalty 608.071882 = -45690.596713 nChanged 295 SP:Iteration 1F (4485.390000 sec): 3 clusters Score: Raw -46511.399992 + Penalty 608.071882 = -45903.328109 nChanged 60 SP:Iteration 2F (4485.560000 sec): 3 clusters Score: Raw -46560.099066 + Penalty 608.071882 = -45952.027183 nChanged 49 SP:Iteration 3F (4485.750000 sec): 3 clusters Score: Raw -46602.081075 + Penalty 608.071882 = -45994.009193 nChanged 31 SP:Iteration 4Q (4485.930000 sec): 3 clusters Score: Raw -46627.613276 + Penalty 608.071882 = -46019.541394 nChanged 20 SP:Iteration 5Q (4486.130000 sec): 3 clusters Score: Raw -46642.094106 + Penalty 608.071882 = -46034.022223 nChanged 22 SP:Iteration 6Q (4486.330000 sec): 3 clusters Score: Raw -46668.838225 + Penalty 608.071882 = -46060.766342 nChanged 18 SP:Iteration 7Q (4486.480000 sec): 3 clusters Score: Raw -46682.907498 + Penalty 608.071882 = -46074.835616 nChanged 7 SP:Iteration 8Q (4486.700000 sec): 3 clusters Score: Raw -46686.574654 + Penalty 608.071882 = -46078.502772 nChanged 5 SP:Iteration 9Q (4486.920000 sec): 3 clusters Score: Raw -46689.909177 + Penalty 608.071882 = -46081.837294 nChanged 4 SP:Iteration 10Q (4487.110000 sec): 3 clusters Score: Raw -46691.691903 + Penalty 608.071882 = -46083.620021 nChanged 6 SP:Iteration 11Q (4487.370000 sec): 3 clusters Score: Raw -46697.213094 + Penalty 608.071882 = -46089.141211 nChanged 5 SP:Iteration 12Q (4487.550000 sec): 3 clusters Score: Raw -46699.102386 + Penalty 608.071882 = -46091.030503 nChanged 1 SP:Iteration 13Q (4487.770000 sec): 3 clusters Score: Raw -46699.475816 + Penalty 608.071882 = -46091.403934 nChanged 1 SP:Iteration 14Q (4487.950000 sec): 3 clusters Score: Raw -46699.904402 + Penalty 608.071882 = -46091.832519 nChanged 1 SP:Iteration 15Q (4488.150000 sec): 3 clusters Score: Raw -46700.083877 + Penalty 608.071882 = -46092.011994 nChanged 1 SP:Iteration 16Q (4488.320000 sec): 3 clusters Score: Raw -46700.156614 + Penalty 608.071882 = -46092.084732 nChanged 0 SP:Iteration 17F (4488.490000 sec): 3 clusters Score: Raw -46700.156614 + Penalty 608.071882 = -46092.084732 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4488.610000 sec): 2 clusters Score: Raw -10669.795602 + Penalty 239.921480 = -10429.874122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4488.800000 sec): 3 clusters Score: Raw -10627.912338 + Penalty 479.842960 = -10148.069378 nChanged 52 SP:Iteration 1F (4488.990000 sec): 3 clusters Score: Raw -10687.551615 + Penalty 479.842960 = -10207.708655 nChanged 16 SP:Iteration 2F (4489.220000 sec): 3 clusters Score: Raw -10720.185364 + Penalty 479.842960 = -10240.342404 nChanged 9 SP:Iteration 3Q (4489.410000 sec): 3 clusters Score: Raw -10747.924332 + Penalty 479.842960 = -10268.081372 nChanged 8 SP:Iteration 4Q (4489.560000 sec): 3 clusters Score: Raw -10769.575802 + Penalty 479.842960 = -10289.732842 nChanged 7 SP:Iteration 5Q (4489.790000 sec): 3 clusters Score: Raw -10835.935062 + Penalty 479.842960 = -10356.092102 nChanged 10 SP:Iteration 6F (4489.970000 sec): 3 clusters Score: Raw -10856.093340 + Penalty 479.842960 = -10376.250380 nChanged 5 SP:Iteration 7Q (4490.090000 sec): 3 clusters Score: Raw -10866.404786 + Penalty 479.842960 = -10386.561826 nChanged 4 SP:Iteration 8Q (4490.310000 sec): 3 clusters Score: Raw -10871.164189 + Penalty 479.842960 = -10391.321229 nChanged 3 SP:Iteration 9Q (4490.460000 sec): 3 clusters Score: Raw -10876.116154 + Penalty 479.842960 = -10396.273194 nChanged 3 SP:Iteration 10Q (4490.680000 sec): 3 clusters Score: Raw -10880.727390 + Penalty 479.842960 = -10400.884430 nChanged 1 SP:Iteration 11Q (4490.830000 sec): 3 clusters Score: Raw -10883.778105 + Penalty 479.842960 = -10403.935145 nChanged 2 SP:Iteration 12Q (4491.040000 sec): 3 clusters Score: Raw -10888.675667 + Penalty 479.842960 = -10408.832707 nChanged 1 SP:Iteration 13Q (4491.230000 sec): 3 clusters Score: Raw -10889.836290 + Penalty 479.842960 = -10409.993330 nChanged 1 SP:Iteration 14Q (4491.450000 sec): 3 clusters Score: Raw -10892.364973 + Penalty 479.842960 = -10412.522013 nChanged 0 SP:Iteration 15F (4491.640000 sec): 3 clusters Score: Raw -10892.364973 + Penalty 479.842960 = -10412.522013 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4491.680000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4491.830000 sec): 3 clusters Score: Raw -7343.516254 + Penalty 445.703422 = -6897.812832 nChanged 25 SP:Iteration 1F (4492.030000 sec): 3 clusters Score: Raw -7388.857634 + Penalty 445.703422 = -6943.154212 nChanged 12 SP:Iteration 2F (4492.280000 sec): 3 clusters Score: Raw -7420.738923 + Penalty 445.703422 = -6975.035501 nChanged 5 SP:Iteration 3Q (4492.460000 sec): 3 clusters Score: Raw -7437.462403 + Penalty 445.703422 = -6991.758981 nChanged 2 SP:Iteration 4Q (4492.630000 sec): 3 clusters Score: Raw -7439.503350 + Penalty 445.703422 = -6993.799928 nChanged 0 SP:Iteration 5F (4492.890000 sec): 3 clusters Score: Raw -7439.503350 + Penalty 445.703422 = -6993.799928 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4492.970000 sec): 2 clusters Score: Raw -64303.947410 + Penalty 321.212602 = -63982.734808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4493.110000 sec): 3 clusters Score: Raw -63725.923795 + Penalty 642.425204 = -63083.498591 nChanged 473 SP:Iteration 1F (4493.310000 sec): 3 clusters Score: Raw -64052.569476 + Penalty 642.425204 = -63410.144272 nChanged 131 SP:Iteration 2F (4493.520000 sec): 3 clusters Score: Raw -64188.168358 + Penalty 642.425204 = -63545.743154 nChanged 136 SP:Iteration 3F (4493.690000 sec): 3 clusters Score: Raw -64346.391523 + Penalty 642.425204 = -63703.966318 nChanged 76 SP:Iteration 4F (4493.890000 sec): 3 clusters Score: Raw -64422.735881 + Penalty 642.425204 = -63780.310677 nChanged 43 SP:Iteration 5Q (4494.120000 sec): 3 clusters Score: Raw -64473.690715 + Penalty 642.425204 = -63831.265511 nChanged 36 SP:Iteration 6Q (4494.290000 sec): 3 clusters Score: Raw -64510.369617 + Penalty 642.425204 = -63867.944413 nChanged 26 SP:Iteration 7Q (4494.460000 sec): 3 clusters Score: Raw -64526.735437 + Penalty 642.425204 = -63884.310233 nChanged 10 SP:Iteration 8Q (4494.670000 sec): 3 clusters Score: Raw -64535.088088 + Penalty 642.425204 = -63892.662884 nChanged 7 SP:Iteration 9Q (4494.850000 sec): 3 clusters Score: Raw -64540.396072 + Penalty 642.425204 = -63897.970868 nChanged 6 SP:Iteration 10Q (4494.990000 sec): 3 clusters Score: Raw -64542.902374 + Penalty 642.425204 = -63900.477170 nChanged 0 SP:Iteration 11F (4495.170000 sec): 3 clusters Score: Raw -64542.902374 + Penalty 642.425204 = -63900.477170 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4495.280000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4495.440000 sec): 3 clusters Score: Raw -16109.157237 + Penalty 515.644829 = -15593.512409 nChanged 88 SP:Iteration 1F (4495.620000 sec): 3 clusters Score: Raw -16186.097556 + Penalty 515.644829 = -15670.452727 nChanged 25 SP:Iteration 2F (4495.790000 sec): 3 clusters Score: Raw -16210.500182 + Penalty 515.644829 = -15694.855353 nChanged 18 SP:Iteration 3F (4496.010000 sec): 3 clusters Score: Raw -16229.707409 + Penalty 515.644829 = -15714.062580 nChanged 10 SP:Iteration 4Q (4496.200000 sec): 3 clusters Score: Raw -16258.097019 + Penalty 515.644829 = -15742.452190 nChanged 10 SP:Iteration 5Q (4496.400000 sec): 3 clusters Score: Raw -16289.831015 + Penalty 515.644829 = -15774.186187 nChanged 13 SP:Iteration 6Q (4496.630000 sec): 3 clusters Score: Raw -16315.186812 + Penalty 515.644829 = -15799.541983 nChanged 15 SP:Iteration 7F (4496.850000 sec): 3 clusters Score: Raw -16342.282390 + Penalty 515.644829 = -15826.637562 nChanged 11 SP:Iteration 8Q (4497.040000 sec): 3 clusters Score: Raw -16356.718750 + Penalty 515.644829 = -15841.073922 nChanged 11 SP:Iteration 9Q (4497.270000 sec): 3 clusters Score: Raw -16380.784129 + Penalty 515.644829 = -15865.139300 nChanged 9 SP:Iteration 10Q (4497.500000 sec): 3 clusters Score: Raw -16393.144867 + Penalty 515.644829 = -15877.500038 nChanged 4 SP:Iteration 11Q (4497.710000 sec): 3 clusters Score: Raw -16403.383645 + Penalty 515.644829 = -15887.738817 nChanged 3 SP:Iteration 12Q (4497.870000 sec): 3 clusters Score: Raw -16411.418703 + Penalty 515.644829 = -15895.773875 nChanged 2 SP:Iteration 13Q (4498.060000 sec): 3 clusters Score: Raw -16414.804008 + Penalty 515.644829 = -15899.159180 nChanged 1 SP:Iteration 14Q (4498.200000 sec): 3 clusters Score: Raw -16417.229804 + Penalty 515.644829 = -15901.584975 nChanged 0 SP:Iteration 15F (4498.410000 sec): 3 clusters Score: Raw -16417.229804 + Penalty 515.644829 = -15901.584975 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4498.550000 sec): 2 clusters Score: Raw -873319.103728 + Penalty 434.684453 = -872884.419276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4498.800000 sec): 3 clusters Score: Raw -864299.302246 + Penalty 869.368905 = -863429.933341 nChanged 6725 SP:Iteration 1F (4498.990000 sec): 3 clusters Score: Raw -868210.061297 + Penalty 869.368905 = -867340.692391 nChanged 778 SP:Iteration 2F (4499.210000 sec): 3 clusters Score: Raw -868583.706121 + Penalty 869.368905 = -867714.337216 nChanged 932 SP:Iteration 3F (4499.440000 sec): 3 clusters Score: Raw -869135.785330 + Penalty 869.368905 = -868266.416425 nChanged 1095 SP:Iteration 4F (4499.640000 sec): 3 clusters Score: Raw -869946.334969 + Penalty 869.368905 = -869076.966063 nChanged 1175 SP:Iteration 5F (4499.880000 sec): 3 clusters Score: Raw -870986.547646 + Penalty 869.368905 = -870117.178741 nChanged 1018 SP:Iteration 6F (4500.110000 sec): 3 clusters Score: Raw -871948.485330 + Penalty 869.368905 = -871079.116425 nChanged 707 SP:Iteration 7F (4500.320000 sec): 3 clusters Score: Raw -872619.880890 + Penalty 869.368905 = -871750.511985 nChanged 421 SP:Iteration 8Q (4500.520000 sec): 3 clusters Score: Raw -873012.946892 + Penalty 869.368905 = -872143.577987 nChanged 202 SP:Iteration 9Q (4500.770000 sec): 3 clusters Score: Raw -873201.618373 + Penalty 869.368905 = -872332.249468 nChanged 93 SP:Iteration 10Q (4500.960000 sec): 3 clusters Score: Raw -873294.127192 + Penalty 869.368905 = -872424.758287 nChanged 28 SP:Iteration 11Q (4501.180000 sec): 3 clusters Score: Raw -873323.420063 + Penalty 869.368905 = -872454.051158 nChanged 14 SP:Iteration 12Q (4501.380000 sec): 3 clusters Score: Raw -873347.453548 + Penalty 869.368905 = -872478.084643 nChanged 9 SP:Iteration 13Q (4501.580000 sec): 3 clusters Score: Raw -873368.029723 + Penalty 869.368905 = -872498.660817 nChanged 6 SP:Iteration 14Q (4501.790000 sec): 3 clusters Score: Raw -873380.827928 + Penalty 869.368905 = -872511.459023 nChanged 1 SP:Iteration 15Q (4502.010000 sec): 3 clusters Score: Raw -873384.359186 + Penalty 869.368905 = -872514.990281 nChanged 0 SP:Iteration 16F (4502.220000 sec): 3 clusters Score: Raw -873384.359186 + Penalty 869.368905 = -872514.990281 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4502.380000 sec): 2 clusters Score: Raw -845676.990655 + Penalty 436.534880 = -845240.455775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4502.610000 sec): 3 clusters Score: Raw -836381.705354 + Penalty 873.069759 = -835508.635594 nChanged 6803 SP:Iteration 1F (4502.870000 sec): 3 clusters Score: Raw -840275.425117 + Penalty 873.069759 = -839402.355357 nChanged 797 SP:Iteration 2F (4503.080000 sec): 3 clusters Score: Raw -840703.443719 + Penalty 873.069759 = -839830.373960 nChanged 886 SP:Iteration 3F (4503.360000 sec): 3 clusters Score: Raw -841356.700757 + Penalty 873.069759 = -840483.630997 nChanged 1034 SP:Iteration 4F (4503.560000 sec): 3 clusters Score: Raw -842336.715805 + Penalty 873.069759 = -841463.646046 nChanged 1103 SP:Iteration 5F (4503.790000 sec): 3 clusters Score: Raw -843327.708102 + Penalty 873.069759 = -842454.638343 nChanged 977 SP:Iteration 6F (4504.060000 sec): 3 clusters Score: Raw -843962.423174 + Penalty 873.069759 = -843089.353414 nChanged 711 SP:Iteration 7Q (4504.270000 sec): 3 clusters Score: Raw -844247.048155 + Penalty 873.069759 = -843373.978396 nChanged 451 SP:Iteration 8Q (4504.530000 sec): 3 clusters Score: Raw -844389.950187 + Penalty 873.069759 = -843516.880427 nChanged 365 SP:Iteration 9Q (4504.700000 sec): 3 clusters Score: Raw -844491.684929 + Penalty 873.069759 = -843618.615170 nChanged 293 SP:Iteration 10Q (4504.910000 sec): 3 clusters Score: Raw -844573.440470 + Penalty 873.069759 = -843700.370711 nChanged 264 SP:Iteration 11Q (4505.130000 sec): 3 clusters Score: Raw -844649.638526 + Penalty 873.069759 = -843776.568767 nChanged 270 SP:Iteration 12Q (4505.340000 sec): 3 clusters Score: Raw -844730.334422 + Penalty 873.069759 = -843857.264663 nChanged 272 SP:Iteration 13Q (4505.530000 sec): 3 clusters Score: Raw -844815.861231 + Penalty 873.069759 = -843942.791472 nChanged 263 SP:Iteration 14Q (4505.750000 sec): 3 clusters Score: Raw -844892.361199 + Penalty 873.069759 = -844019.291439 nChanged 235 SP:Iteration 15Q (4505.950000 sec): 3 clusters Score: Raw -844960.789196 + Penalty 873.069759 = -844087.719437 nChanged 241 SP:Iteration 16Q (4506.170000 sec): 3 clusters Score: Raw -845035.481313 + Penalty 873.069759 = -844162.411554 nChanged 224 SP:Iteration 17Q (4506.360000 sec): 3 clusters Score: Raw -845111.860508 + Penalty 873.069759 = -844238.790748 nChanged 251 SP:Iteration 18Q (4506.580000 sec): 3 clusters Score: Raw -845213.722402 + Penalty 873.069759 = -844340.652642 nChanged 236 SP:Iteration 19Q (4506.770000 sec): 3 clusters Score: Raw -845313.357397 + Penalty 873.069759 = -844440.287638 nChanged 227 SP:Iteration 20F (4507.000000 sec): 3 clusters Score: Raw -845419.075871 + Penalty 873.069759 = -844546.006112 nChanged 202 SP:Iteration 21Q (4507.250000 sec): 3 clusters Score: Raw -845509.148404 + Penalty 873.069759 = -844636.078644 nChanged 180 SP:Iteration 22Q (4507.460000 sec): 3 clusters Score: Raw -845593.691638 + Penalty 873.069759 = -844720.621879 nChanged 172 SP:Iteration 23Q (4507.680000 sec): 3 clusters Score: Raw -845674.012289 + Penalty 873.069759 = -844800.942529 nChanged 150 SP:Iteration 24Q (4507.940000 sec): 3 clusters Score: Raw -845744.191600 + Penalty 873.069759 = -844871.121840 nChanged 126 SP:Iteration 25Q (4508.180000 sec): 3 clusters Score: Raw -845801.301941 + Penalty 873.069759 = -844928.232182 nChanged 109 SP:Iteration 26Q (4508.440000 sec): 3 clusters Score: Raw -845839.788398 + Penalty 873.069759 = -844966.718639 nChanged 81 SP:Iteration 27Q (4508.640000 sec): 3 clusters Score: Raw -845861.111652 + Penalty 873.069759 = -844988.041892 nChanged 59 SP:Iteration 28Q (4508.860000 sec): 3 clusters Score: Raw -845875.481250 + Penalty 873.069759 = -845002.411491 nChanged 55 SP:Iteration 29Q (4509.180000 sec): 3 clusters Score: Raw -845888.818456 + Penalty 873.069759 = -845015.748696 nChanged 51 SP:Iteration 30Q (4509.410000 sec): 3 clusters Score: Raw -845902.677881 + Penalty 873.069759 = -845029.608122 nChanged 60 SP:Iteration 31Q (4509.630000 sec): 3 clusters Score: Raw -845919.701312 + Penalty 873.069759 = -845046.631552 nChanged 49 SP:Iteration 32Q (4509.850000 sec): 3 clusters Score: Raw -845931.540735 + Penalty 873.069759 = -845058.470975 nChanged 46 SP:Iteration 33Q (4510.100000 sec): 3 clusters Score: Raw -845947.275535 + Penalty 873.069759 = -845074.205775 nChanged 32 SP:Iteration 34Q (4510.330000 sec): 3 clusters Score: Raw -845955.317151 + Penalty 873.069759 = -845082.247391 nChanged 23 SP:Iteration 35Q (4510.540000 sec): 3 clusters Score: Raw -845959.387466 + Penalty 873.069759 = -845086.317707 nChanged 18 SP:Iteration 36Q (4510.770000 sec): 3 clusters Score: Raw -845961.660901 + Penalty 873.069759 = -845088.591142 nChanged 9 SP:Iteration 37Q (4511.030000 sec): 3 clusters Score: Raw -845962.547012 + Penalty 873.069759 = -845089.477253 nChanged 7 SP:Iteration 38Q (4511.260000 sec): 3 clusters Score: Raw -845963.056385 + Penalty 873.069759 = -845089.986626 nChanged 7 SP:Iteration 39Q (4511.490000 sec): 3 clusters Score: Raw -845964.001484 + Penalty 873.069759 = -845090.931725 nChanged 7 SP:Iteration 40F (4511.720000 sec): 3 clusters Score: Raw -845965.096167 + Penalty 873.069759 = -845092.026407 nChanged 8 SP:Iteration 41Q (4511.920000 sec): 3 clusters Score: Raw -845966.415249 + Penalty 873.069759 = -845093.345490 nChanged 13 SP:Iteration 42Q (4512.170000 sec): 3 clusters Score: Raw -845968.858870 + Penalty 873.069759 = -845095.789111 nChanged 14 SP:Iteration 43Q (4512.380000 sec): 3 clusters Score: Raw -845970.954041 + Penalty 873.069759 = -845097.884281 nChanged 8 SP:Iteration 44Q (4512.560000 sec): 3 clusters Score: Raw -845971.901211 + Penalty 873.069759 = -845098.831452 nChanged 8 SP:Iteration 45Q (4512.780000 sec): 3 clusters Score: Raw -845973.329987 + Penalty 873.069759 = -845100.260228 nChanged 8 SP:Iteration 46Q (4512.980000 sec): 3 clusters Score: Raw -845974.222677 + Penalty 873.069759 = -845101.152918 nChanged 7 SP:Iteration 47Q (4513.270000 sec): 3 clusters Score: Raw -845975.062650 + Penalty 873.069759 = -845101.992891 nChanged 7 SP:Iteration 48Q (4513.510000 sec): 3 clusters Score: Raw -845975.882380 + Penalty 873.069759 = -845102.812621 nChanged 5 SP:Iteration 49Q (4513.730000 sec): 3 clusters Score: Raw -845976.292970 + Penalty 873.069759 = -845103.223210 nChanged 2 SP:Iteration 50Q (4513.940000 sec): 3 clusters Score: Raw -845976.418973 + Penalty 873.069759 = -845103.349214 nChanged 3 SP:Iteration 51Q (4514.190000 sec): 3 clusters Score: Raw -845976.580691 + Penalty 873.069759 = -845103.510931 nChanged 3 SP:Iteration 52Q (4514.410000 sec): 3 clusters Score: Raw -845976.773567 + Penalty 873.069759 = -845103.703808 nChanged 2 SP:Iteration 53Q (4514.630000 sec): 3 clusters Score: Raw -845976.903466 + Penalty 873.069759 = -845103.833707 nChanged 1 SP:Iteration 54Q (4514.950000 sec): 3 clusters Score: Raw -845976.947625 + Penalty 873.069759 = -845103.877866 nChanged 0 SP:Iteration 55F (4515.180000 sec): 3 clusters Score: Raw -845976.947625 + Penalty 873.069759 = -845103.877866 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (827 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4515.270000 sec): 2 clusters Score: Raw -44160.077322 + Penalty 305.660114 = -43854.417208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4515.500000 sec): 3 clusters Score: Raw -43772.355905 + Penalty 611.320227 = -43161.035678 nChanged 305 SP:Iteration 1F (4515.690000 sec): 3 clusters Score: Raw -44004.551642 + Penalty 611.320227 = -43393.231415 nChanged 89 SP:Iteration 2F (4515.830000 sec): 3 clusters Score: Raw -44111.744644 + Penalty 611.320227 = -43500.424417 nChanged 73 SP:Iteration 3F (4515.950000 sec): 3 clusters Score: Raw -44287.193201 + Penalty 611.320227 = -43675.872974 nChanged 64 SP:Iteration 4F (4516.170000 sec): 3 clusters Score: Raw -44404.681076 + Penalty 611.320227 = -43793.360849 nChanged 54 SP:Iteration 5F (4516.320000 sec): 3 clusters Score: Raw -44468.745433 + Penalty 611.320227 = -43857.425205 nChanged 30 SP:Iteration 6Q (4516.510000 sec): 3 clusters Score: Raw -44503.103927 + Penalty 611.320227 = -43891.783700 nChanged 19 SP:Iteration 7Q (4516.690000 sec): 3 clusters Score: Raw -44530.019389 + Penalty 611.320227 = -43918.699162 nChanged 14 SP:Iteration 8Q (4516.880000 sec): 3 clusters Score: Raw -44542.384167 + Penalty 611.320227 = -43931.063940 nChanged 10 SP:Iteration 9Q (4517.080000 sec): 3 clusters Score: Raw -44552.181054 + Penalty 611.320227 = -43940.860827 nChanged 8 SP:Iteration 10Q (4517.260000 sec): 3 clusters Score: Raw -44561.046933 + Penalty 611.320227 = -43949.726705 nChanged 6 SP:Iteration 11Q (4517.440000 sec): 3 clusters Score: Raw -44564.630692 + Penalty 611.320227 = -43953.310464 nChanged 3 SP:Iteration 12Q (4517.630000 sec): 3 clusters Score: Raw -44565.634246 + Penalty 611.320227 = -43954.314019 nChanged 1 SP:Iteration 13Q (4517.810000 sec): 3 clusters Score: Raw -44566.078358 + Penalty 611.320227 = -43954.758131 nChanged 1 SP:Iteration 14Q (4518.010000 sec): 3 clusters Score: Raw -44566.162670 + Penalty 611.320227 = -43954.842443 nChanged 0 SP:Iteration 15F (4518.180000 sec): 3 clusters Score: Raw -44566.162670 + Penalty 611.320227 = -43954.842443 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 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4518.240000 sec): 2 clusters Score: Raw -7399.343374 + Penalty 218.582958 = -7180.760416 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4518.430000 sec): 3 clusters Score: Raw -7380.725888 + Penalty 437.165915 = -6943.559972 nChanged 24 SP:Iteration 1F (4518.660000 sec): 3 clusters Score: Raw -7423.803139 + Penalty 437.165915 = -6986.637224 nChanged 7 SP:Iteration 2F (4518.830000 sec): 3 clusters Score: Raw -7436.832766 + Penalty 437.165915 = -6999.666851 nChanged 2 SP:Iteration 3Q (4519.040000 sec): 3 clusters Score: Raw -7439.126838 + Penalty 437.165915 = -7001.960923 nChanged 1 SP:Iteration 4Q (4519.200000 sec): 3 clusters Score: Raw -7449.236884 + Penalty 437.165915 = -7012.070969 nChanged 1 SP:Iteration 5Q (4519.400000 sec): 3 clusters Score: Raw -7451.361604 + Penalty 437.165915 = -7014.195689 nChanged 0 SP:Iteration 6F (4519.660000 sec): 3 clusters Score: Raw -7451.361604 + Penalty 437.165915 = -7014.195689 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4519.720000 sec): 2 clusters Score: Raw -20766.920127 + Penalty 286.602191 = -20480.317937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4519.990000 sec): 3 clusters Score: Raw -20557.919382 + Penalty 573.204381 = -19984.715001 nChanged 216 SP:Iteration 1F (4520.130000 sec): 3 clusters Score: Raw -20877.976254 + Penalty 573.204381 = -20304.771872 nChanged 66 SP:Iteration 2F (4520.320000 sec): 3 clusters Score: Raw -21066.852743 + Penalty 573.204381 = -20493.648362 nChanged 36 SP:Iteration 3F (4520.580000 sec): 3 clusters Score: Raw -21179.633355 + Penalty 573.204381 = -20606.428973 nChanged 21 SP:Iteration 4Q (4520.770000 sec): 3 clusters Score: Raw -21242.658025 + Penalty 573.204381 = -20669.453643 nChanged 13 SP:Iteration 5Q (4520.950000 sec): 3 clusters Score: Raw -21270.250508 + Penalty 573.204381 = -20697.046127 nChanged 7 SP:Iteration 6Q (4521.190000 sec): 3 clusters Score: Raw -21274.533844 + Penalty 573.204381 = -20701.329463 nChanged 2 SP:Iteration 7Q (4521.350000 sec): 3 clusters Score: Raw -21276.828703 + Penalty 573.204381 = -20703.624322 nChanged 2 SP:Iteration 8Q (4521.500000 sec): 3 clusters Score: Raw -21277.698652 + Penalty 573.204381 = -20704.494270 nChanged 2 SP:Iteration 9Q (4521.660000 sec): 3 clusters Score: Raw -21278.354991 + Penalty 573.204381 = -20705.150610 nChanged 0 SP:Iteration 10F (4521.840000 sec): 3 clusters Score: Raw -21278.354991 + Penalty 573.204381 = -20705.150610 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 51. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4521.950000 sec): 2 clusters Score: Raw -17513.458355 + Penalty 260.423122 = -17253.035233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4522.140000 sec): 3 clusters Score: Raw -17423.308781 + Penalty 520.846244 = -16902.462537 nChanged 90 SP:Iteration 1F (4522.360000 sec): 3 clusters Score: Raw -17513.590552 + Penalty 520.846244 = -16992.744308 nChanged 24 SP:Iteration 2F (4522.520000 sec): 3 clusters Score: Raw -17568.893204 + Penalty 520.846244 = -17048.046960 nChanged 12 SP:Iteration 3Q (4522.720000 sec): 3 clusters Score: Raw -17600.486854 + Penalty 520.846244 = -17079.640610 nChanged 13 SP:Iteration 4Q (4522.900000 sec): 3 clusters Score: Raw -17624.813349 + Penalty 520.846244 = -17103.967104 nChanged 9 SP:Iteration 5Q (4523.080000 sec): 3 clusters Score: Raw -17636.009724 + Penalty 520.846244 = -17115.163479 nChanged 4 SP:Iteration 6Q (4523.230000 sec): 3 clusters Score: Raw -17643.414455 + Penalty 520.846244 = -17122.568210 nChanged 3 SP:Iteration 7Q (4523.420000 sec): 3 clusters Score: Raw -17645.645999 + Penalty 520.846244 = -17124.799755 nChanged 2 SP:Iteration 8Q (4523.640000 sec): 3 clusters Score: Raw -17648.582128 + Penalty 520.846244 = -17127.735883 nChanged 4 SP:Iteration 9Q (4523.780000 sec): 3 clusters Score: Raw -17653.982631 + Penalty 520.846244 = -17133.136387 nChanged 2 SP:Iteration 10Q (4523.960000 sec): 3 clusters Score: Raw -17655.332811 + Penalty 520.846244 = -17134.486567 nChanged 1 SP:Iteration 11Q (4524.120000 sec): 3 clusters Score: Raw -17655.803308 + Penalty 520.846244 = -17134.957064 nChanged 0 SP:Iteration 12F (4524.310000 sec): 3 clusters Score: Raw -17655.803308 + Penalty 520.846244 = -17134.957064 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4524.440000 sec): 2 clusters Score: Raw -200953.837357 + Penalty 366.898015 = -200586.939342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4524.640000 sec): 3 clusters Score: Raw -199095.181040 + Penalty 733.796030 = -198361.385010 nChanged 1430 SP:Iteration 1F (4524.800000 sec): 3 clusters Score: Raw -199852.450686 + Penalty 733.796030 = -199118.654656 nChanged 177 SP:Iteration 2F (4525.030000 sec): 3 clusters Score: Raw -199938.288254 + Penalty 733.796030 = -199204.492224 nChanged 154 SP:Iteration 3Q (4525.160000 sec): 3 clusters Score: Raw -200011.908999 + Penalty 733.796030 = -199278.112969 nChanged 153 SP:Iteration 4Q (4525.350000 sec): 3 clusters Score: Raw -200088.875390 + Penalty 733.796030 = -199355.079360 nChanged 160 SP:Iteration 5F (4525.540000 sec): 3 clusters Score: Raw -200171.641030 + Penalty 733.796030 = -199437.845000 nChanged 142 SP:Iteration 6Q (4525.680000 sec): 3 clusters Score: Raw -200258.049143 + Penalty 733.796030 = -199524.253113 nChanged 146 SP:Iteration 7Q (4525.920000 sec): 3 clusters Score: Raw -200353.912819 + Penalty 733.796030 = -199620.116789 nChanged 134 SP:Iteration 8Q (4526.060000 sec): 3 clusters Score: Raw -200451.761773 + Penalty 733.796030 = -199717.965743 nChanged 130 SP:Iteration 9Q (4526.260000 sec): 3 clusters Score: Raw -200538.202510 + Penalty 733.796030 = -199804.406481 nChanged 115 SP:Iteration 10Q (4526.540000 sec): 3 clusters Score: Raw -200590.115490 + Penalty 733.796030 = -199856.319460 nChanged 76 SP:Iteration 11Q (4526.710000 sec): 3 clusters Score: Raw -200623.470481 + Penalty 733.796030 = -199889.674451 nChanged 69 SP:Iteration 12Q (4526.900000 sec): 3 clusters Score: Raw -200655.613077 + Penalty 733.796030 = -199921.817047 nChanged 56 SP:Iteration 13Q (4527.100000 sec): 3 clusters Score: Raw -200682.077142 + Penalty 733.796030 = -199948.281112 nChanged 55 SP:Iteration 14Q (4527.320000 sec): 3 clusters Score: Raw -200709.904153 + Penalty 733.796030 = -199976.108123 nChanged 56 SP:Iteration 15Q (4527.460000 sec): 3 clusters Score: Raw -200737.729995 + Penalty 733.796030 = -200003.933965 nChanged 49 SP:Iteration 16Q (4527.680000 sec): 3 clusters Score: Raw -200763.493236 + Penalty 733.796030 = -200029.697206 nChanged 42 SP:Iteration 17Q (4527.810000 sec): 3 clusters Score: Raw -200786.421781 + Penalty 733.796030 = -200052.625751 nChanged 54 SP:Iteration 18Q (4528.040000 sec): 3 clusters Score: Raw -200818.878646 + Penalty 733.796030 = -200085.082616 nChanged 42 SP:Iteration 19Q (4528.270000 sec): 3 clusters Score: Raw -200840.755076 + Penalty 733.796030 = -200106.959046 nChanged 32 SP:Iteration 20F (4528.430000 sec): 3 clusters Score: Raw -200854.735629 + Penalty 733.796030 = -200120.939599 nChanged 30 SP:Iteration 21Q (4528.680000 sec): 3 clusters Score: Raw -200865.879832 + Penalty 733.796030 = -200132.083802 nChanged 17 SP:Iteration 22Q (4528.870000 sec): 3 clusters Score: Raw -200871.858666 + Penalty 733.796030 = -200138.062636 nChanged 13 SP:Iteration 23Q (4529.040000 sec): 3 clusters Score: Raw -200876.460610 + Penalty 733.796030 = -200142.664580 nChanged 13 SP:Iteration 24Q (4529.210000 sec): 3 clusters Score: Raw -200880.569632 + Penalty 733.796030 = -200146.773603 nChanged 20 SP:Iteration 25Q (4529.420000 sec): 3 clusters Score: Raw -200890.127185 + Penalty 733.796030 = -200156.331155 nChanged 21 SP:Iteration 26Q (4529.580000 sec): 3 clusters Score: Raw -200902.509729 + Penalty 733.796030 = -200168.713699 nChanged 22 SP:Iteration 27Q (4529.790000 sec): 3 clusters Score: Raw -200914.720700 + Penalty 733.796030 = -200180.924670 nChanged 25 SP:Iteration 28Q (4530.020000 sec): 3 clusters Score: Raw -200928.431837 + Penalty 733.796030 = -200194.635807 nChanged 20 SP:Iteration 29Q (4530.250000 sec): 3 clusters Score: Raw -200938.097901 + Penalty 733.796030 = -200204.301872 nChanged 20 SP:Iteration 30Q (4530.480000 sec): 3 clusters Score: Raw -200951.301113 + Penalty 733.796030 = -200217.505083 nChanged 26 SP:Iteration 31Q (4530.690000 sec): 3 clusters Score: Raw -200970.644945 + Penalty 733.796030 = -200236.848916 nChanged 18 SP:Iteration 32Q (4530.880000 sec): 3 clusters Score: Raw -200985.409508 + Penalty 733.796030 = -200251.613479 nChanged 11 SP:Iteration 33Q (4531.040000 sec): 3 clusters Score: Raw -200992.963064 + Penalty 733.796030 = -200259.167034 nChanged 8 SP:Iteration 34Q (4531.220000 sec): 3 clusters Score: Raw -200999.726367 + Penalty 733.796030 = -200265.930338 nChanged 5 SP:Iteration 35Q (4531.440000 sec): 3 clusters Score: Raw -201004.771325 + Penalty 733.796030 = -200270.975295 nChanged 5 SP:Iteration 36Q (4531.600000 sec): 3 clusters Score: Raw -201009.253531 + Penalty 733.796030 = -200275.457502 nChanged 4 SP:Iteration 37Q (4531.780000 sec): 3 clusters Score: Raw -201015.116663 + Penalty 733.796030 = -200281.320633 nChanged 3 SP:Iteration 38Q (4531.940000 sec): 3 clusters Score: Raw -201020.495918 + Penalty 733.796030 = -200286.699889 nChanged 2 SP:Iteration 39Q (4532.080000 sec): 3 clusters Score: Raw -201023.657206 + Penalty 733.796030 = -200289.861177 nChanged 0 SP:Iteration 40F (4532.280000 sec): 3 clusters Score: Raw -201023.657206 + Penalty 733.796030 = -200289.861177 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4532.320000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4532.460000 sec): 3 clusters Score: Raw -7100.384302 + Penalty 440.821025 = -6659.563277 nChanged 25 SP:Iteration 1F (4532.620000 sec): 3 clusters Score: Raw -7146.595190 + Penalty 440.821025 = -6705.774165 nChanged 5 SP:Iteration 2Q (4532.830000 sec): 3 clusters Score: Raw -7158.360050 + Penalty 440.821025 = -6717.539025 nChanged 4 SP:Iteration 3Q (4533.060000 sec): 3 clusters Score: Raw -7176.262548 + Penalty 440.821025 = -6735.441523 nChanged 5 SP:Iteration 4Q (4533.290000 sec): 3 clusters Score: Raw -7185.043521 + Penalty 440.821025 = -6744.222496 nChanged 2 SP:Iteration 5Q (4533.510000 sec): 3 clusters Score: Raw -7188.072542 + Penalty 440.821025 = -6747.251517 nChanged 0 SP:Iteration 6F (4533.720000 sec): 3 clusters Score: Raw -7188.072542 + Penalty 440.821025 = -6747.251517 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4533.840000 sec): 2 clusters Score: Raw -6118.882133 + Penalty 220.767377 = -5898.114756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4534.020000 sec): 3 clusters Score: Raw -6148.914318 + Penalty 441.534754 = -5707.379564 nChanged 37 SP:Iteration 1F (4534.240000 sec): 3 clusters Score: Raw -6209.700891 + Penalty 441.534754 = -5768.166137 nChanged 10 SP:Iteration 2F (4534.450000 sec): 3 clusters Score: Raw -6236.242753 + Penalty 441.534754 = -5794.707999 nChanged 5 SP:Iteration 3Q (4534.630000 sec): 3 clusters Score: Raw -6248.009340 + Penalty 441.534754 = -5806.474586 nChanged 2 SP:Iteration 4Q (4534.820000 sec): 3 clusters Score: Raw -6250.182824 + Penalty 441.534754 = -5808.648070 nChanged 0 SP:Iteration 5F (4535.030000 sec): 3 clusters Score: Raw -6250.182824 + Penalty 441.534754 = -5808.648070 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4535.150000 sec): 2 clusters Score: Raw -19219.420824 + Penalty 265.350653 = -18954.070172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4535.360000 sec): 3 clusters Score: Raw -19111.425681 + Penalty 530.701305 = -18580.724376 nChanged 122 SP:Iteration 1F (4535.570000 sec): 3 clusters Score: Raw -19218.236817 + Penalty 530.701305 = -18687.535512 nChanged 31 SP:Iteration 2F (4535.850000 sec): 3 clusters Score: Raw -19253.004450 + Penalty 530.701305 = -18722.303145 nChanged 15 SP:Iteration 3Q (4536.130000 sec): 3 clusters Score: Raw -19268.221601 + Penalty 530.701305 = -18737.520296 nChanged 10 SP:Iteration 4Q (4536.380000 sec): 3 clusters Score: Raw -19276.831026 + Penalty 530.701305 = -18746.129721 nChanged 12 SP:Iteration 5Q (4536.590000 sec): 3 clusters Score: Raw -19294.260594 + Penalty 530.701305 = -18763.559288 nChanged 7 SP:Iteration 6Q (4536.810000 sec): 3 clusters Score: Raw -19301.363962 + Penalty 530.701305 = -18770.662657 nChanged 7 SP:Iteration 7Q (4537.020000 sec): 3 clusters Score: Raw -19304.702593 + Penalty 530.701305 = -18774.001288 nChanged 3 SP:Iteration 8Q (4537.200000 sec): 3 clusters Score: Raw -19306.498538 + Penalty 530.701305 = -18775.797233 nChanged 2 SP:Iteration 9Q (4537.390000 sec): 3 clusters Score: Raw -19307.639075 + Penalty 530.701305 = -18776.937770 nChanged 1 SP:Iteration 10Q (4537.600000 sec): 3 clusters Score: Raw -19308.903156 + Penalty 530.701305 = -18778.201850 nChanged 2 SP:Iteration 11Q (4537.790000 sec): 3 clusters Score: Raw -19310.188446 + Penalty 530.701305 = -18779.487140 nChanged 1 SP:Iteration 12Q (4537.980000 sec): 3 clusters Score: Raw -19310.580008 + Penalty 530.701305 = -18779.878703 nChanged 0 SP:Iteration 13F (4538.200000 sec): 3 clusters Score: Raw -19310.580008 + Penalty 530.701305 = -18779.878703 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4538.250000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4538.490000 sec): 3 clusters Score: Raw -11797.904376 + Penalty 484.836731 = -11313.067644 nChanged 61 SP:Iteration 1F (4538.670000 sec): 3 clusters Score: Raw -11874.457859 + Penalty 484.836731 = -11389.621128 nChanged 17 SP:Iteration 2F (4538.830000 sec): 3 clusters Score: Raw -11894.813216 + Penalty 484.836731 = -11409.976484 nChanged 6 SP:Iteration 3Q (4539.010000 sec): 3 clusters Score: Raw -11909.069026 + Penalty 484.836731 = -11424.232295 nChanged 3 SP:Iteration 4Q (4539.220000 sec): 3 clusters Score: Raw -11913.235093 + Penalty 484.836731 = -11428.398361 nChanged 6 SP:Iteration 5Q (4539.420000 sec): 3 clusters Score: Raw -11923.851069 + Penalty 484.836731 = -11439.014338 nChanged 4 SP:Iteration 6Q (4539.630000 sec): 3 clusters Score: Raw -11933.308328 + Penalty 484.836731 = -11448.471597 nChanged 4 SP:Iteration 7Q (4539.830000 sec): 3 clusters Score: Raw -11943.654456 + Penalty 484.836731 = -11458.817724 nChanged 5 SP:Iteration 8Q (4540.030000 sec): 3 clusters Score: Raw -11952.420886 + Penalty 484.836731 = -11467.584154 nChanged 0 SP:Iteration 9F (4540.210000 sec): 3 clusters Score: Raw -11952.420886 + Penalty 484.836731 = -11467.584154 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4540.290000 sec): 2 clusters Score: Raw -240619.026307 + Penalty 381.038698 = -240237.987609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4540.470000 sec): 3 clusters Score: Raw -238023.835884 + Penalty 762.077397 = -237261.758488 nChanged 1940 SP:Iteration 1F (4540.660000 sec): 3 clusters Score: Raw -239133.487185 + Penalty 762.077397 = -238371.409788 nChanged 253 SP:Iteration 2F (4540.820000 sec): 3 clusters Score: Raw -239227.638958 + Penalty 762.077397 = -238465.561561 nChanged 203 SP:Iteration 3Q (4541.010000 sec): 3 clusters Score: Raw -239297.034027 + Penalty 762.077397 = -238534.956630 nChanged 183 SP:Iteration 4Q (4541.230000 sec): 3 clusters Score: Raw -239361.686070 + Penalty 762.077397 = -238599.608673 nChanged 170 SP:Iteration 5Q (4541.450000 sec): 3 clusters Score: Raw -239416.562343 + Penalty 762.077397 = -238654.484946 nChanged 140 SP:Iteration 6Q (4541.620000 sec): 3 clusters Score: Raw -239471.184415 + Penalty 762.077397 = -238709.107018 nChanged 143 SP:Iteration 7Q (4541.770000 sec): 3 clusters Score: Raw -239537.013812 + Penalty 762.077397 = -238774.936415 nChanged 151 SP:Iteration 8Q (4541.950000 sec): 3 clusters Score: Raw -239613.077215 + Penalty 762.077397 = -238850.999818 nChanged 157 SP:Iteration 9Q (4542.120000 sec): 3 clusters Score: Raw -239681.736663 + Penalty 762.077397 = -238919.659266 nChanged 153 SP:Iteration 10Q (4542.400000 sec): 3 clusters Score: Raw -239766.167067 + Penalty 762.077397 = -239004.089670 nChanged 171 SP:Iteration 11Q (4542.610000 sec): 3 clusters Score: Raw -239880.446360 + Penalty 762.077397 = -239118.368963 nChanged 184 SP:Iteration 12Q (4542.790000 sec): 3 clusters Score: Raw -239984.192224 + Penalty 762.077397 = -239222.114827 nChanged 155 SP:Iteration 13Q (4542.990000 sec): 3 clusters Score: Raw -240088.246347 + Penalty 762.077397 = -239326.168950 nChanged 141 SP:Iteration 14Q (4543.180000 sec): 3 clusters Score: Raw -240165.613905 + Penalty 762.077397 = -239403.536508 nChanged 98 SP:Iteration 15Q (4543.350000 sec): 3 clusters Score: Raw -240201.180755 + Penalty 762.077397 = -239439.103358 nChanged 74 SP:Iteration 16Q (4543.550000 sec): 3 clusters Score: Raw -240230.341969 + Penalty 762.077397 = -239468.264572 nChanged 65 SP:Iteration 17Q (4543.790000 sec): 3 clusters Score: Raw -240256.230413 + Penalty 762.077397 = -239494.153016 nChanged 64 SP:Iteration 18Q (4544.030000 sec): 3 clusters Score: Raw -240280.208728 + Penalty 762.077397 = -239518.131331 nChanged 64 SP:Iteration 19Q (4544.220000 sec): 3 clusters Score: Raw -240310.610186 + Penalty 762.077397 = -239548.532789 nChanged 81 SP:Iteration 20F (4544.460000 sec): 3 clusters Score: Raw -240349.347290 + Penalty 762.077397 = -239587.269893 nChanged 74 SP:Iteration 21Q (4544.660000 sec): 3 clusters Score: Raw -240383.769801 + Penalty 762.077397 = -239621.692404 nChanged 68 SP:Iteration 22Q (4544.880000 sec): 3 clusters Score: Raw -240413.744888 + Penalty 762.077397 = -239651.667491 nChanged 69 SP:Iteration 23Q (4545.100000 sec): 3 clusters Score: Raw -240447.342331 + Penalty 762.077397 = -239685.264934 nChanged 57 SP:Iteration 24Q (4545.330000 sec): 3 clusters Score: Raw -240474.683286 + Penalty 762.077397 = -239712.605889 nChanged 69 SP:Iteration 25Q (4545.490000 sec): 3 clusters Score: Raw -240508.658198 + Penalty 762.077397 = -239746.580801 nChanged 54 SP:Iteration 26Q (4545.690000 sec): 3 clusters Score: Raw -240525.267161 + Penalty 762.077397 = -239763.189764 nChanged 38 SP:Iteration 27Q (4545.890000 sec): 3 clusters Score: Raw -240536.124932 + Penalty 762.077397 = -239774.047535 nChanged 27 SP:Iteration 28Q (4546.030000 sec): 3 clusters Score: Raw -240543.618527 + Penalty 762.077397 = -239781.541130 nChanged 35 SP:Iteration 29Q (4546.220000 sec): 3 clusters Score: Raw -240552.588703 + Penalty 762.077397 = -239790.511306 nChanged 37 SP:Iteration 30Q (4546.370000 sec): 3 clusters Score: Raw -240560.092228 + Penalty 762.077397 = -239798.014831 nChanged 23 SP:Iteration 31Q (4546.580000 sec): 3 clusters Score: Raw -240564.809596 + Penalty 762.077397 = -239802.732199 nChanged 16 SP:Iteration 32Q (4546.730000 sec): 3 clusters Score: Raw -240568.267776 + Penalty 762.077397 = -239806.190379 nChanged 22 SP:Iteration 33Q (4546.920000 sec): 3 clusters Score: Raw -240572.400609 + Penalty 762.077397 = -239810.323212 nChanged 21 SP:Iteration 34Q (4547.110000 sec): 3 clusters Score: Raw -240578.043846 + Penalty 762.077397 = -239815.966449 nChanged 27 SP:Iteration 35Q (4547.270000 sec): 3 clusters Score: Raw -240584.567841 + Penalty 762.077397 = -239822.490444 nChanged 25 SP:Iteration 36Q (4547.420000 sec): 3 clusters Score: Raw -240589.607463 + Penalty 762.077397 = -239827.530066 nChanged 19 SP:Iteration 37Q (4547.600000 sec): 3 clusters Score: Raw -240593.068277 + Penalty 762.077397 = -239830.990880 nChanged 18 SP:Iteration 38Q (4547.810000 sec): 3 clusters Score: Raw -240596.425135 + Penalty 762.077397 = -239834.347738 nChanged 13 SP:Iteration 39Q (4547.970000 sec): 3 clusters Score: Raw -240599.491255 + Penalty 762.077397 = -239837.413858 nChanged 13 SP:Iteration 40F (4548.160000 sec): 3 clusters Score: Raw -240601.184471 + Penalty 762.077397 = -239839.107075 nChanged 11 SP:Iteration 41Q (4548.300000 sec): 3 clusters Score: Raw -240602.228408 + Penalty 762.077397 = -239840.151011 nChanged 6 SP:Iteration 42Q (4548.450000 sec): 3 clusters Score: Raw -240602.721085 + Penalty 762.077397 = -239840.643688 nChanged 5 SP:Iteration 43Q (4548.640000 sec): 3 clusters Score: Raw -240603.053710 + Penalty 762.077397 = -239840.976313 nChanged 4 SP:Iteration 44Q (4548.800000 sec): 3 clusters Score: Raw -240603.365620 + Penalty 762.077397 = -239841.288223 nChanged 5 SP:Iteration 45Q (4549.030000 sec): 3 clusters Score: Raw -240604.149971 + Penalty 762.077397 = -239842.072574 nChanged 9 SP:Iteration 46Q (4549.240000 sec): 3 clusters Score: Raw -240605.951538 + Penalty 762.077397 = -239843.874141 nChanged 9 SP:Iteration 47Q (4549.390000 sec): 3 clusters Score: Raw -240607.215304 + Penalty 762.077397 = -239845.137907 nChanged 6 SP:Iteration 48Q (4549.570000 sec): 3 clusters Score: Raw -240607.686563 + Penalty 762.077397 = -239845.609166 nChanged 1 SP:Iteration 49Q (4549.710000 sec): 3 clusters Score: Raw -240607.853453 + Penalty 762.077397 = -239845.776056 nChanged 1 SP:Iteration 50Q (4549.900000 sec): 3 clusters Score: Raw -240607.912631 + Penalty 762.077397 = -239845.835234 nChanged 1 SP:Iteration 51Q (4550.040000 sec): 3 clusters Score: Raw -240607.959706 + Penalty 762.077397 = -239845.882309 nChanged 0 SP:Iteration 52F (4550.250000 sec): 3 clusters Score: Raw -240607.959706 + Penalty 762.077397 = -239845.882309 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4550.340000 sec): 2 clusters Score: Raw -12387.580853 + Penalty 258.447854 = -12129.133000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4550.480000 sec): 3 clusters Score: Raw -12298.694068 + Penalty 516.895707 = -11781.798361 nChanged 97 SP:Iteration 1F (4550.660000 sec): 3 clusters Score: Raw -12496.827162 + Penalty 516.895707 = -11979.931455 nChanged 30 SP:Iteration 2F (4550.800000 sec): 3 clusters Score: Raw -12576.571521 + Penalty 516.895707 = -12059.675813 nChanged 14 SP:Iteration 3Q (4551.000000 sec): 3 clusters Score: Raw -12595.592052 + Penalty 516.895707 = -12078.696345 nChanged 13 SP:Iteration 4Q (4551.150000 sec): 3 clusters Score: Raw -12615.344884 + Penalty 516.895707 = -12098.449177 nChanged 8 SP:Iteration 5Q (4551.340000 sec): 3 clusters Score: Raw -12633.784334 + Penalty 516.895707 = -12116.888627 nChanged 11 SP:Iteration 6Q (4551.520000 sec): 3 clusters Score: Raw -12668.081190 + Penalty 516.895707 = -12151.185483 nChanged 11 SP:Iteration 7Q (4551.670000 sec): 3 clusters Score: Raw -12709.184200 + Penalty 516.895707 = -12192.288492 nChanged 8 SP:Iteration 8Q (4551.810000 sec): 3 clusters Score: Raw -12735.507485 + Penalty 516.895707 = -12218.611777 nChanged 3 SP:Iteration 9Q (4552.000000 sec): 3 clusters Score: Raw -12739.882867 + Penalty 516.895707 = -12222.987160 nChanged 2 SP:Iteration 10Q (4552.150000 sec): 3 clusters Score: Raw -12749.674479 + Penalty 516.895707 = -12232.778771 nChanged 3 SP:Iteration 11Q (4552.320000 sec): 3 clusters Score: Raw -12760.988091 + Penalty 516.895707 = -12244.092384 nChanged 1 SP:Iteration 12Q (4552.520000 sec): 3 clusters Score: Raw -12763.443077 + Penalty 516.895707 = -12246.547370 nChanged 2 SP:Iteration 13Q (4552.660000 sec): 3 clusters Score: Raw -12769.388434 + Penalty 516.895707 = -12252.492726 nChanged 1 SP:Iteration 14Q (4552.860000 sec): 3 clusters Score: Raw -12770.918774 + Penalty 516.895707 = -12254.023067 nChanged 0 SP:Iteration 15F (4553.020000 sec): 3 clusters Score: Raw -12770.918774 + Penalty 516.895707 = -12254.023067 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 1.54 GB. Trying to split cluster 26 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4553.140000 sec): 2 clusters Score: Raw -9891.277435 + Penalty 235.514813 = -9655.762622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4553.310000 sec): 3 clusters Score: Raw -9829.456374 + Penalty 471.029626 = -9358.426749 nChanged 42 SP:Iteration 1F (4553.480000 sec): 3 clusters Score: Raw -9879.450719 + Penalty 471.029626 = -9408.421094 nChanged 19 SP:Iteration 2F (4553.720000 sec): 3 clusters Score: Raw -9912.045493 + Penalty 471.029626 = -9441.015867 nChanged 9 SP:Iteration 3F (4553.900000 sec): 3 clusters Score: Raw -9949.007500 + Penalty 471.029626 = -9477.977874 nChanged 8 SP:Iteration 4Q (4554.090000 sec): 3 clusters Score: Raw -9985.701920 + Penalty 471.029626 = -9514.672294 nChanged 8 SP:Iteration 5Q (4554.300000 sec): 3 clusters Score: Raw -10019.341179 + Penalty 471.029626 = -9548.311553 nChanged 8 SP:Iteration 6Q (4554.500000 sec): 3 clusters Score: Raw -10035.231029 + Penalty 471.029626 = -9564.201403 nChanged 11 SP:Iteration 7F (4554.680000 sec): 3 clusters Score: Raw -10056.169126 + Penalty 471.029626 = -9585.139501 nChanged 11 SP:Iteration 8F (4554.850000 sec): 3 clusters Score: Raw -10074.168017 + Penalty 471.029626 = -9603.138391 nChanged 4 SP:Iteration 9Q (4555.080000 sec): 3 clusters Score: Raw -10082.737435 + Penalty 471.029626 = -9611.707809 nChanged 3 SP:Iteration 10Q (4555.290000 sec): 3 clusters Score: Raw -10087.806578 + Penalty 471.029626 = -9616.776952 nChanged 1 SP:Iteration 11Q (4555.450000 sec): 3 clusters Score: Raw -10091.033318 + Penalty 471.029626 = -9620.003693 nChanged 1 SP:Iteration 12Q (4555.680000 sec): 3 clusters Score: Raw -10091.336249 + Penalty 471.029626 = -9620.306623 nChanged 0 SP:Iteration 13F (4555.860000 sec): 3 clusters Score: Raw -10091.336249 + Penalty 471.029626 = -9620.306623 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4556.000000 sec): 2 clusters Score: Raw -49637.693067 + Penalty 306.908254 = -49330.784813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4556.180000 sec): 3 clusters Score: Raw -49266.873544 + Penalty 613.816508 = -48653.057036 nChanged 312 SP:Iteration 1F (4556.380000 sec): 3 clusters Score: Raw -49439.587290 + Penalty 613.816508 = -48825.770782 nChanged 57 SP:Iteration 2F (4556.510000 sec): 3 clusters Score: Raw -49466.469081 + Penalty 613.816508 = -48852.652574 nChanged 33 SP:Iteration 3Q (4556.730000 sec): 3 clusters Score: Raw -49479.891846 + Penalty 613.816508 = -48866.075338 nChanged 27 SP:Iteration 4Q (4556.950000 sec): 3 clusters Score: Raw -49488.844076 + Penalty 613.816508 = -48875.027568 nChanged 16 SP:Iteration 5Q (4557.110000 sec): 3 clusters Score: Raw -49498.040204 + Penalty 613.816508 = -48884.223696 nChanged 18 SP:Iteration 6Q (4557.320000 sec): 3 clusters Score: Raw -49508.618514 + Penalty 613.816508 = -48894.802007 nChanged 24 SP:Iteration 7Q (4557.520000 sec): 3 clusters Score: Raw -49523.940876 + Penalty 613.816508 = -48910.124369 nChanged 21 SP:Iteration 8Q (4557.700000 sec): 3 clusters Score: Raw -49540.875198 + Penalty 613.816508 = -48927.058690 nChanged 21 SP:Iteration 9Q (4557.880000 sec): 3 clusters Score: Raw -49554.116068 + Penalty 613.816508 = -48940.299560 nChanged 25 SP:Iteration 10Q (4558.060000 sec): 3 clusters Score: Raw -49572.231275 + Penalty 613.816508 = -48958.414767 nChanged 21 SP:Iteration 11Q (4558.270000 sec): 3 clusters Score: Raw -49583.150342 + Penalty 613.816508 = -48969.333834 nChanged 19 SP:Iteration 12Q (4558.460000 sec): 3 clusters Score: Raw -49596.241217 + Penalty 613.816508 = -48982.424709 nChanged 19 SP:Iteration 13Q (4558.650000 sec): 3 clusters Score: Raw -49614.321969 + Penalty 613.816508 = -49000.505461 nChanged 25 SP:Iteration 14Q (4558.850000 sec): 3 clusters Score: Raw -49644.612514 + Penalty 613.816508 = -49030.796006 nChanged 24 SP:Iteration 15Q (4559.010000 sec): 3 clusters Score: Raw -49667.449315 + Penalty 613.816508 = -49053.632807 nChanged 20 SP:Iteration 16Q (4559.190000 sec): 3 clusters Score: Raw -49681.666442 + Penalty 613.816508 = -49067.849934 nChanged 16 SP:Iteration 17Q (4559.380000 sec): 3 clusters Score: Raw -49694.747290 + Penalty 613.816508 = -49080.930782 nChanged 11 SP:Iteration 18Q (4559.510000 sec): 3 clusters Score: Raw -49706.028440 + Penalty 613.816508 = -49092.211932 nChanged 8 SP:Iteration 19Q (4559.730000 sec): 3 clusters Score: Raw -49713.201656 + Penalty 613.816508 = -49099.385148 nChanged 9 SP:Iteration 20F (4559.930000 sec): 3 clusters Score: Raw -49722.486867 + Penalty 613.816508 = -49108.670359 nChanged 9 SP:Iteration 21Q (4560.100000 sec): 3 clusters Score: Raw -49731.239638 + Penalty 613.816508 = -49117.423131 nChanged 5 SP:Iteration 22Q (4560.260000 sec): 3 clusters Score: Raw -49733.569271 + Penalty 613.816508 = -49119.752763 nChanged 3 SP:Iteration 23Q (4560.490000 sec): 3 clusters Score: Raw -49734.703479 + Penalty 613.816508 = -49120.886972 nChanged 5 SP:Iteration 24Q (4560.690000 sec): 3 clusters Score: Raw -49736.353142 + Penalty 613.816508 = -49122.536634 nChanged 4 SP:Iteration 25Q (4560.910000 sec): 3 clusters Score: Raw -49739.317619 + Penalty 613.816508 = -49125.501111 nChanged 3 SP:Iteration 26Q (4561.130000 sec): 3 clusters Score: Raw -49740.552312 + Penalty 613.816508 = -49126.735804 nChanged 2 SP:Iteration 27Q (4561.330000 sec): 3 clusters Score: Raw -49742.308075 + Penalty 613.816508 = -49128.491567 nChanged 2 SP:Iteration 28Q (4561.540000 sec): 3 clusters Score: Raw -49744.270409 + Penalty 613.816508 = -49130.453902 nChanged 1 SP:Iteration 29Q (4561.720000 sec): 3 clusters Score: Raw -49744.626391 + Penalty 613.816508 = -49130.809883 nChanged 2 SP:Iteration 30Q (4561.960000 sec): 3 clusters Score: Raw -49745.346503 + Penalty 613.816508 = -49131.529995 nChanged 1 SP:Iteration 31Q (4562.130000 sec): 3 clusters Score: Raw -49745.666400 + Penalty 613.816508 = -49131.849892 nChanged 0 SP:Iteration 32F (4562.290000 sec): 3 clusters Score: Raw -49745.666400 + Penalty 613.816508 = -49131.849892 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4562.360000 sec): 2 clusters Score: Raw -22657.282800 + Penalty 273.845991 = -22383.436809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4562.570000 sec): 3 clusters Score: Raw -22511.029926 + Penalty 547.691983 = -21963.337943 nChanged 148 SP:Iteration 1F (4562.770000 sec): 3 clusters Score: Raw -22655.665937 + Penalty 547.691983 = -22107.973955 nChanged 34 SP:Iteration 2F (4562.950000 sec): 3 clusters Score: Raw -22698.988204 + Penalty 547.691983 = -22151.296221 nChanged 23 SP:Iteration 3F (4563.110000 sec): 3 clusters Score: Raw -22727.617665 + Penalty 547.691983 = -22179.925683 nChanged 17 SP:Iteration 4Q (4563.350000 sec): 3 clusters Score: Raw -22753.448048 + Penalty 547.691983 = -22205.756065 nChanged 13 SP:Iteration 5Q (4563.520000 sec): 3 clusters Score: Raw -22770.700131 + Penalty 547.691983 = -22223.008148 nChanged 6 SP:Iteration 6Q (4563.700000 sec): 3 clusters Score: Raw -22781.297282 + Penalty 547.691983 = -22233.605300 nChanged 7 SP:Iteration 7Q (4563.930000 sec): 3 clusters Score: Raw -22793.751538 + Penalty 547.691983 = -22246.059556 nChanged 5 SP:Iteration 8Q (4564.140000 sec): 3 clusters Score: Raw -22799.961014 + Penalty 547.691983 = -22252.269031 nChanged 7 SP:Iteration 9Q (4564.320000 sec): 3 clusters Score: Raw -22805.359417 + Penalty 547.691983 = -22257.667434 nChanged 2 SP:Iteration 10Q (4564.480000 sec): 3 clusters Score: Raw -22809.380746 + Penalty 547.691983 = -22261.688764 nChanged 3 SP:Iteration 11Q (4564.700000 sec): 3 clusters Score: Raw -22811.866423 + Penalty 547.691983 = -22264.174440 nChanged 1 SP:Iteration 12Q (4564.870000 sec): 3 clusters Score: Raw -22812.046870 + Penalty 547.691983 = -22264.354888 nChanged 1 SP:Iteration 13Q (4565.020000 sec): 3 clusters Score: Raw -22812.235362 + Penalty 547.691983 = -22264.543380 nChanged 1 SP:Iteration 14Q (4565.200000 sec): 3 clusters Score: Raw -22812.515658 + Penalty 547.691983 = -22264.823675 nChanged 1 SP:Iteration 15Q (4565.390000 sec): 3 clusters Score: Raw -22812.813226 + Penalty 547.691983 = -22265.121243 nChanged 0 SP:Iteration 16F (4565.580000 sec): 3 clusters Score: Raw -22812.813226 + Penalty 547.691983 = -22265.121243 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4565.700000 sec): 2 clusters Score: Raw -43959.643397 + Penalty 299.102448 = -43660.540949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4565.920000 sec): 3 clusters Score: Raw -43617.186057 + Penalty 598.204895 = -43018.981161 nChanged 271 SP:Iteration 1F (4566.090000 sec): 3 clusters Score: Raw -43810.764640 + Penalty 598.204895 = -43212.559745 nChanged 65 SP:Iteration 2F (4566.320000 sec): 3 clusters Score: Raw -43861.189000 + Penalty 598.204895 = -43262.984105 nChanged 42 SP:Iteration 3F (4566.550000 sec): 3 clusters Score: Raw -43890.327627 + Penalty 598.204895 = -43292.122732 nChanged 30 SP:Iteration 4Q (4566.730000 sec): 3 clusters Score: Raw -43909.585627 + Penalty 598.204895 = -43311.380732 nChanged 25 SP:Iteration 5Q (4566.940000 sec): 3 clusters Score: Raw -43928.764358 + Penalty 598.204895 = -43330.559463 nChanged 16 SP:Iteration 6Q (4567.160000 sec): 3 clusters Score: Raw -43938.362622 + Penalty 598.204895 = -43340.157727 nChanged 18 SP:Iteration 7Q (4567.310000 sec): 3 clusters Score: Raw -43949.311352 + Penalty 598.204895 = -43351.106456 nChanged 11 SP:Iteration 8Q (4567.530000 sec): 3 clusters Score: Raw -43953.557348 + Penalty 598.204895 = -43355.352453 nChanged 4 SP:Iteration 9Q (4567.700000 sec): 3 clusters Score: Raw -43954.948084 + Penalty 598.204895 = -43356.743189 nChanged 3 SP:Iteration 10Q (4567.940000 sec): 3 clusters Score: Raw -43956.068113 + Penalty 598.204895 = -43357.863218 nChanged 2 SP:Iteration 11Q (4568.080000 sec): 3 clusters Score: Raw -43956.788425 + Penalty 598.204895 = -43358.583530 nChanged 3 SP:Iteration 12Q (4568.240000 sec): 3 clusters Score: Raw -43960.557038 + Penalty 598.204895 = -43362.352142 nChanged 3 SP:Iteration 13Q (4568.440000 sec): 3 clusters Score: Raw -43961.454488 + Penalty 598.204895 = -43363.249592 nChanged 1 SP:Iteration 14Q (4568.630000 sec): 3 clusters Score: Raw -43961.967315 + Penalty 598.204895 = -43363.762420 nChanged 1 SP:Iteration 15Q (4568.810000 sec): 3 clusters Score: Raw -43962.773333 + Penalty 598.204895 = -43364.568438 nChanged 1 SP:Iteration 16Q (4569.000000 sec): 3 clusters Score: Raw -43963.138751 + Penalty 598.204895 = -43364.933856 nChanged 0 SP:Iteration 17F (4569.190000 sec): 3 clusters Score: Raw -43963.138751 + Penalty 598.204895 = -43364.933856 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4569.300000 sec): 2 clusters Score: Raw -8483.718234 + Penalty 235.514813 = -8248.203422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4569.430000 sec): 3 clusters Score: Raw -8459.401191 + Penalty 471.029626 = -7988.371565 nChanged 40 SP:Iteration 1F (4569.570000 sec): 3 clusters Score: Raw -8518.025563 + Penalty 471.029626 = -8046.995938 nChanged 14 SP:Iteration 2F (4569.750000 sec): 3 clusters Score: Raw -8537.126199 + Penalty 471.029626 = -8066.096573 nChanged 9 SP:Iteration 3F (4569.890000 sec): 3 clusters Score: Raw -8547.677281 + Penalty 471.029626 = -8076.647655 nChanged 5 SP:Iteration 4Q (4570.060000 sec): 3 clusters Score: Raw -8557.260373 + Penalty 471.029626 = -8086.230747 nChanged 4 SP:Iteration 5Q (4570.220000 sec): 3 clusters Score: Raw -8565.162168 + Penalty 471.029626 = -8094.132542 nChanged 2 SP:Iteration 6Q (4570.410000 sec): 3 clusters Score: Raw -8576.529508 + Penalty 471.029626 = -8105.499883 nChanged 0 SP:Iteration 7F (4570.530000 sec): 3 clusters Score: Raw -8576.529508 + Penalty 471.029626 = -8105.499883 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4570.610000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4570.780000 sec): 3 clusters Score: Raw -5019.577777 + Penalty 413.439825 = -4606.137952 nChanged 13 SP:Iteration 1F (4570.930000 sec): 3 clusters Score: Raw -5038.831541 + Penalty 413.439825 = -4625.391716 nChanged 2 SP:Iteration 2Q (4571.120000 sec): 3 clusters Score: Raw -5042.846509 + Penalty 413.439825 = -4629.406684 nChanged 2 SP:Iteration 3Q (4571.280000 sec): 3 clusters Score: Raw -5046.415465 + Penalty 413.439825 = -4632.975640 nChanged 0 SP:Iteration 4F (4571.420000 sec): 3 clusters Score: Raw -5046.415465 + Penalty 413.439825 = -4632.975640 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4571.480000 sec): 2 clusters Score: Raw -15721.201264 + Penalty 259.217754 = -15461.983510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4571.650000 sec): 3 clusters Score: Raw -15618.606532 + Penalty 518.435507 = -15100.171025 nChanged 111 SP:Iteration 1F (4571.830000 sec): 3 clusters Score: Raw -15765.177177 + Penalty 518.435507 = -15246.741670 nChanged 35 SP:Iteration 2F (4571.970000 sec): 3 clusters Score: Raw -15833.288313 + Penalty 518.435507 = -15314.852806 nChanged 19 SP:Iteration 3F (4572.140000 sec): 3 clusters Score: Raw -15882.775973 + Penalty 518.435507 = -15364.340466 nChanged 8 SP:Iteration 4Q (4572.310000 sec): 3 clusters Score: Raw -15899.015481 + Penalty 518.435507 = -15380.579974 nChanged 7 SP:Iteration 5Q (4572.480000 sec): 3 clusters Score: Raw -15916.112930 + Penalty 518.435507 = -15397.677422 nChanged 7 SP:Iteration 6Q (4572.620000 sec): 3 clusters Score: Raw -15928.650027 + Penalty 518.435507 = -15410.214519 nChanged 6 SP:Iteration 7Q (4572.740000 sec): 3 clusters Score: Raw -15938.884418 + Penalty 518.435507 = -15420.448911 nChanged 4 SP:Iteration 8Q (4572.900000 sec): 3 clusters Score: Raw -15943.588585 + Penalty 518.435507 = -15425.153077 nChanged 2 SP:Iteration 9Q (4573.030000 sec): 3 clusters Score: Raw -15944.552969 + Penalty 518.435507 = -15426.117461 nChanged 0 SP:Iteration 10F (4573.220000 sec): 3 clusters Score: Raw -15944.552969 + Penalty 518.435507 = -15426.117461 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4573.270000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4573.420000 sec): 3 clusters Score: Raw -23602.649742 + Penalty 547.913125 = -23054.736617 nChanged 125 SP:Iteration 1F (4573.560000 sec): 3 clusters Score: Raw -23712.161956 + Penalty 547.913125 = -23164.248832 nChanged 41 SP:Iteration 2F (4573.720000 sec): 3 clusters Score: Raw -23753.434753 + Penalty 547.913125 = -23205.521628 nChanged 23 SP:Iteration 3F (4573.880000 sec): 3 clusters Score: Raw -23771.263937 + Penalty 547.913125 = -23223.350812 nChanged 15 SP:Iteration 4Q (4574.080000 sec): 3 clusters Score: Raw -23782.117775 + Penalty 547.913125 = -23234.204651 nChanged 8 SP:Iteration 5Q (4574.200000 sec): 3 clusters Score: Raw -23787.950171 + Penalty 547.913125 = -23240.037046 nChanged 7 SP:Iteration 6Q (4574.390000 sec): 3 clusters Score: Raw -23794.017447 + Penalty 547.913125 = -23246.104322 nChanged 11 SP:Iteration 7Q (4574.550000 sec): 3 clusters Score: Raw -23802.727774 + Penalty 547.913125 = -23254.814649 nChanged 7 SP:Iteration 8Q (4574.760000 sec): 3 clusters Score: Raw -23809.018850 + Penalty 547.913125 = -23261.105726 nChanged 9 SP:Iteration 9Q (4574.890000 sec): 3 clusters Score: Raw -23816.281011 + Penalty 547.913125 = -23268.367886 nChanged 11 SP:Iteration 10Q (4575.060000 sec): 3 clusters Score: Raw -23826.667174 + Penalty 547.913125 = -23278.754050 nChanged 11 SP:Iteration 11Q (4575.230000 sec): 3 clusters Score: Raw -23837.120075 + Penalty 547.913125 = -23289.206951 nChanged 14 SP:Iteration 12Q (4575.400000 sec): 3 clusters Score: Raw -23851.659879 + Penalty 547.913125 = -23303.746754 nChanged 11 SP:Iteration 13Q (4575.550000 sec): 3 clusters Score: Raw -23868.824707 + Penalty 547.913125 = -23320.911582 nChanged 15 SP:Iteration 14Q (4575.690000 sec): 3 clusters Score: Raw -23883.721560 + Penalty 547.913125 = -23335.808435 nChanged 9 SP:Iteration 15Q (4575.910000 sec): 3 clusters Score: Raw -23889.434178 + Penalty 547.913125 = -23341.521053 nChanged 4 SP:Iteration 16Q (4576.060000 sec): 3 clusters Score: Raw -23891.658278 + Penalty 547.913125 = -23343.745153 nChanged 4 SP:Iteration 17Q (4576.250000 sec): 3 clusters Score: Raw -23894.924242 + Penalty 547.913125 = -23347.011118 nChanged 1 SP:Iteration 18Q (4576.410000 sec): 3 clusters Score: Raw -23895.586077 + Penalty 547.913125 = -23347.672952 nChanged 0 SP:Iteration 19F (4576.560000 sec): 3 clusters Score: Raw -23895.586077 + Penalty 547.913125 = -23347.672952 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (82 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4576.610000 sec): 2 clusters Score: Raw -3788.963772 + Penalty 200.505726 = -3588.458046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4576.810000 sec): 3 clusters Score: Raw -3825.537021 + Penalty 401.011452 = -3424.525569 nChanged 16 SP:Iteration 1F (4576.920000 sec): 3 clusters Score: Raw -3865.400139 + Penalty 401.011452 = -3464.388687 nChanged 5 SP:Iteration 2F (4577.110000 sec): 3 clusters Score: Raw -3894.271948 + Penalty 401.011452 = -3493.260497 nChanged 1 SP:Iteration 3Q (4577.240000 sec): 3 clusters Score: Raw -3904.311801 + Penalty 401.011452 = -3503.300349 nChanged 0 SP:Iteration 4F (4577.430000 sec): 3 clusters Score: Raw -3904.311801 + Penalty 401.011452 = -3503.300349 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4577.470000 sec): 2 clusters Score: Raw -23047.884991 + Penalty 273.289069 = -22774.595922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4577.630000 sec): 3 clusters Score: Raw -22896.767497 + Penalty 546.578138 = -22350.189359 nChanged 124 SP:Iteration 1F (4577.840000 sec): 3 clusters Score: Raw -23014.404236 + Penalty 546.578138 = -22467.826099 nChanged 33 SP:Iteration 2F (4578.020000 sec): 3 clusters Score: Raw -23068.992769 + Penalty 546.578138 = -22522.414631 nChanged 22 SP:Iteration 3F (4578.140000 sec): 3 clusters Score: Raw -23097.879278 + Penalty 546.578138 = -22551.301141 nChanged 16 SP:Iteration 4Q (4578.300000 sec): 3 clusters Score: Raw -23109.457639 + Penalty 546.578138 = -22562.879501 nChanged 10 SP:Iteration 5Q (4578.480000 sec): 3 clusters Score: Raw -23117.839617 + Penalty 546.578138 = -22571.261480 nChanged 10 SP:Iteration 6Q (4578.640000 sec): 3 clusters Score: Raw -23128.903743 + Penalty 546.578138 = -22582.325606 nChanged 14 SP:Iteration 7Q (4578.810000 sec): 3 clusters Score: Raw -23157.535956 + Penalty 546.578138 = -22610.957819 nChanged 20 SP:Iteration 8Q (4579.000000 sec): 3 clusters Score: Raw -23180.056569 + Penalty 546.578138 = -22633.478431 nChanged 12 SP:Iteration 9Q (4579.200000 sec): 3 clusters Score: Raw -23198.540881 + Penalty 546.578138 = -22651.962744 nChanged 10 SP:Iteration 10Q (4579.340000 sec): 3 clusters Score: Raw -23214.669699 + Penalty 546.578138 = -22668.091561 nChanged 8 SP:Iteration 11Q (4579.520000 sec): 3 clusters Score: Raw -23229.133579 + Penalty 546.578138 = -22682.555442 nChanged 5 SP:Iteration 12Q (4579.680000 sec): 3 clusters Score: Raw -23250.381794 + Penalty 546.578138 = -22703.803657 nChanged 8 SP:Iteration 13Q (4579.870000 sec): 3 clusters Score: Raw -23273.598009 + Penalty 546.578138 = -22727.019871 nChanged 9 SP:Iteration 14Q (4580.010000 sec): 3 clusters Score: Raw -23291.212428 + Penalty 546.578138 = -22744.634290 nChanged 9 SP:Iteration 15Q (4580.160000 sec): 3 clusters Score: Raw -23317.740598 + Penalty 546.578138 = -22771.162460 nChanged 3 SP:Iteration 16Q (4580.300000 sec): 3 clusters Score: Raw -23329.154842 + Penalty 546.578138 = -22782.576705 nChanged 2 SP:Iteration 17Q (4580.430000 sec): 3 clusters Score: Raw -23339.324538 + Penalty 546.578138 = -22792.746401 nChanged 2 SP:Iteration 18Q (4580.600000 sec): 3 clusters Score: Raw -23343.333901 + Penalty 546.578138 = -22796.755763 nChanged 0 SP:Iteration 19F (4580.800000 sec): 3 clusters Score: Raw -23343.333901 + Penalty 546.578138 = -22796.755763 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 53. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4580.860000 sec): 2 clusters Score: Raw -9877.587628 + Penalty 243.938794 = -9633.648834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4581.010000 sec): 3 clusters Score: Raw -9834.291697 + Penalty 487.877587 = -9346.414110 nChanged 54 SP:Iteration 1F (4581.210000 sec): 3 clusters Score: Raw -9915.701258 + Penalty 487.877587 = -9427.823671 nChanged 18 SP:Iteration 2F (4581.340000 sec): 3 clusters Score: Raw -9964.086631 + Penalty 487.877587 = -9476.209044 nChanged 14 SP:Iteration 3F (4581.510000 sec): 3 clusters Score: Raw -10005.508024 + Penalty 487.877587 = -9517.630437 nChanged 9 SP:Iteration 4Q (4581.690000 sec): 3 clusters Score: Raw -10030.999717 + Penalty 487.877587 = -9543.122130 nChanged 12 SP:Iteration 5F (4581.820000 sec): 3 clusters Score: Raw -10068.753848 + Penalty 487.877587 = -9580.876261 nChanged 7 SP:Iteration 6Q (4581.990000 sec): 3 clusters Score: Raw -10083.806965 + Penalty 487.877587 = -9595.929378 nChanged 10 SP:Iteration 7Q (4582.210000 sec): 3 clusters Score: Raw -10105.701071 + Penalty 487.877587 = -9617.823484 nChanged 9 SP:Iteration 8Q (4582.370000 sec): 3 clusters Score: Raw -10124.172409 + Penalty 487.877587 = -9636.294822 nChanged 6 SP:Iteration 9Q (4582.490000 sec): 3 clusters Score: Raw -10140.856881 + Penalty 487.877587 = -9652.979294 nChanged 5 SP:Iteration 10Q (4582.630000 sec): 3 clusters Score: Raw -10162.940532 + Penalty 487.877587 = -9675.062945 nChanged 4 SP:Iteration 11Q (4582.810000 sec): 3 clusters Score: Raw -10180.300247 + Penalty 487.877587 = -9692.422660 nChanged 2 SP:Iteration 12Q (4582.950000 sec): 3 clusters Score: Raw -10182.782396 + Penalty 487.877587 = -9694.904809 nChanged 0 SP:Iteration 13F (4583.130000 sec): 3 clusters Score: Raw -10186.846838 + Penalty 487.877587 = -9698.969251 nChanged 2 SP:Iteration 14Q (4583.290000 sec): 3 clusters Score: Raw -10242.378061 + Penalty 487.877587 = -9754.500474 nChanged 0 SP:Iteration 15F (4583.450000 sec): 3 clusters Score: Raw -10242.378061 + Penalty 487.877587 = -9754.500474 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 54. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.540000 sec): 2 clusters Score: Raw -24869.549536 + Penalty 276.218567 = -24593.330970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.690000 sec): 3 clusters Score: Raw -24685.135219 + Penalty 552.437133 = -24132.698086 nChanged 144 SP:Iteration 1F (4583.840000 sec): 3 clusters Score: Raw -24773.862215 + Penalty 552.437133 = -24221.425081 nChanged 30 SP:Iteration 2F (4583.990000 sec): 3 clusters Score: Raw -24793.709847 + Penalty 552.437133 = -24241.272714 nChanged 19 SP:Iteration 3Q (4584.180000 sec): 3 clusters Score: Raw -24815.326503 + Penalty 552.437133 = -24262.889370 nChanged 19 SP:Iteration 4Q (4584.320000 sec): 3 clusters Score: Raw -24842.642474 + Penalty 552.437133 = -24290.205341 nChanged 21 SP:Iteration 5Q (4584.450000 sec): 3 clusters Score: Raw -24872.173664 + Penalty 552.437133 = -24319.736531 nChanged 16 SP:Iteration 6Q (4584.630000 sec): 3 clusters Score: Raw -24894.310843 + Penalty 552.437133 = -24341.873710 nChanged 7 SP:Iteration 7Q (4584.820000 sec): 3 clusters Score: Raw -24902.447219 + Penalty 552.437133 = -24350.010086 nChanged 7 SP:Iteration 8Q (4585.080000 sec): 3 clusters Score: Raw -24908.763965 + Penalty 552.437133 = -24356.326832 nChanged 5 SP:Iteration 9Q (4585.310000 sec): 3 clusters Score: Raw -24912.533857 + Penalty 552.437133 = -24360.096723 nChanged 4 SP:Iteration 10Q (4585.530000 sec): 3 clusters Score: Raw -24915.684462 + Penalty 552.437133 = -24363.247329 nChanged 2 SP:Iteration 11Q (4585.730000 sec): 3 clusters Score: Raw -24916.224585 + Penalty 552.437133 = -24363.787452 nChanged 0 SP:Iteration 12F (4585.950000 sec): 3 clusters Score: Raw -24916.224585 + Penalty 552.437133 = -24363.787452 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4586.080000 sec): 2 clusters Score: Raw -6073.453484 + Penalty 226.754101 = -5846.699382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4586.270000 sec): 3 clusters Score: Raw -6124.008075 + Penalty 453.508203 = -5670.499873 nChanged 34 SP:Iteration 1F (4586.440000 sec): 3 clusters Score: Raw -6199.960506 + Penalty 453.508203 = -5746.452303 nChanged 8 SP:Iteration 2F (4586.660000 sec): 3 clusters Score: Raw -6214.569952 + Penalty 453.508203 = -5761.061750 nChanged 3 SP:Iteration 3Q (4586.870000 sec): 3 clusters Score: Raw -6219.054311 + Penalty 453.508203 = -5765.546109 nChanged 2 SP:Iteration 4Q (4587.020000 sec): 3 clusters Score: Raw -6220.598760 + Penalty 453.508203 = -5767.090557 nChanged 2 SP:Iteration 5Q (4587.220000 sec): 3 clusters Score: Raw -6222.403191 + Penalty 453.508203 = -5768.894988 nChanged 1 SP:Iteration 6Q (4587.430000 sec): 3 clusters Score: Raw -6224.340055 + Penalty 453.508203 = -5770.831853 nChanged 0 SP:Iteration 7F (4587.540000 sec): 3 clusters Score: Raw -6224.340055 + Penalty 453.508203 = -5770.831853 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.620000 sec): 2 clusters Score: Raw -11649.582414 + Penalty 241.750872 = -11407.831542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.780000 sec): 3 clusters Score: Raw -11603.194412 + Penalty 483.501744 = -11119.692668 nChanged 54 SP:Iteration 1F (4587.930000 sec): 3 clusters Score: Raw -11677.363476 + Penalty 483.501744 = -11193.861731 nChanged 9 SP:Iteration 2Q (4588.090000 sec): 3 clusters Score: Raw -11686.733825 + Penalty 483.501744 = -11203.232081 nChanged 5 SP:Iteration 3Q (4588.250000 sec): 3 clusters Score: Raw -11691.116672 + Penalty 483.501744 = -11207.614928 nChanged 2 SP:Iteration 4Q (4588.450000 sec): 3 clusters Score: Raw -11695.687646 + Penalty 483.501744 = -11212.185902 nChanged 3 SP:Iteration 5Q (4588.650000 sec): 3 clusters Score: Raw -11698.692539 + Penalty 483.501744 = -11215.190795 nChanged 1 SP:Iteration 6Q (4588.840000 sec): 3 clusters Score: Raw -11701.693973 + Penalty 483.501744 = -11218.192229 nChanged 1 SP:Iteration 7Q (4589.040000 sec): 3 clusters Score: Raw -11702.806330 + Penalty 483.501744 = -11219.304586 nChanged 0 SP:Iteration 8F (4589.220000 sec): 3 clusters Score: Raw -11702.806330 + Penalty 483.501744 = -11219.304586 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4589.350000 sec): 2 clusters Score: Raw -2548.066502 + Penalty 212.186479 = -2335.880023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4589.490000 sec): 3 clusters Score: Raw -2595.585022 + Penalty 424.372958 = -2171.212065 nChanged 31 SP:Iteration 1F (4589.710000 sec): 3 clusters Score: Raw -2725.265024 + Penalty 424.372958 = -2300.892067 nChanged 5 SP:Iteration 2Q (4589.940000 sec): 3 clusters Score: Raw -2767.296984 + Penalty 424.372958 = -2342.924026 nChanged 3 SP:Iteration 3Q (4590.150000 sec): 3 clusters Score: Raw -2784.081388 + Penalty 424.372958 = -2359.708430 nChanged 2 SP:Iteration 4Q (4590.310000 sec): 3 clusters Score: Raw -2807.979849 + Penalty 424.372958 = -2383.606892 nChanged 2 SP:Iteration 5Q (4590.470000 sec): 3 clusters Score: Raw -2811.551405 + Penalty 424.372958 = -2387.178448 nChanged 4 SP:Iteration 6Q (4590.720000 sec): 3 clusters Score: Raw -2829.156849 + Penalty 424.372958 = -2404.783891 nChanged 4 SP:Iteration 7Q (4590.910000 sec): 3 clusters Score: Raw -2918.020021 + Penalty 424.372958 = -2493.647064 nChanged 0 SP:Iteration 8F (4591.080000 sec): 3 clusters Score: Raw -2918.020021 + Penalty 424.372958 = -2493.647064 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.150000 sec): 2 clusters Score: Raw -4103.047951 + Penalty 198.809877 = -3904.238074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4591.350000 sec): 3 clusters Score: Raw -4113.387387 + Penalty 397.619755 = -3715.767633 nChanged 13 SP:Iteration 1F (4591.530000 sec): 3 clusters Score: Raw -4149.398030 + Penalty 397.619755 = -3751.778275 nChanged 1 SP:Iteration 2Q (4591.650000 sec): 3 clusters Score: Raw -4152.149279 + Penalty 397.619755 = -3754.529525 nChanged 0 SP:Iteration 3F (4591.820000 sec): 3 clusters Score: Raw -4152.149279 + Penalty 397.619755 = -3754.529525 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4591.910000 sec): 2 clusters Score: Raw -23931.329797 + Penalty 276.636960 = -23654.692836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.110000 sec): 3 clusters Score: Raw -23763.645867 + Penalty 553.273921 = -23210.371946 nChanged 154 SP:Iteration 1F (4592.280000 sec): 3 clusters Score: Raw -23938.676844 + Penalty 553.273921 = -23385.402923 nChanged 49 SP:Iteration 2F (4592.490000 sec): 3 clusters Score: Raw -24003.907826 + Penalty 553.273921 = -23450.633905 nChanged 32 SP:Iteration 3F (4592.680000 sec): 3 clusters Score: Raw -24052.849263 + Penalty 553.273921 = -23499.575342 nChanged 23 SP:Iteration 4F (4592.840000 sec): 3 clusters Score: Raw -24080.365838 + Penalty 553.273921 = -23527.091917 nChanged 9 SP:Iteration 5Q (4593.000000 sec): 3 clusters Score: Raw -24091.771597 + Penalty 553.273921 = -23538.497676 nChanged 6 SP:Iteration 6Q (4593.220000 sec): 3 clusters Score: Raw -24095.317817 + Penalty 553.273921 = -23542.043896 nChanged 5 SP:Iteration 7Q (4593.480000 sec): 3 clusters Score: Raw -24100.458064 + Penalty 553.273921 = -23547.184143 nChanged 7 SP:Iteration 8Q (4593.640000 sec): 3 clusters Score: Raw -24107.102521 + Penalty 553.273921 = -23553.828600 nChanged 6 SP:Iteration 9Q (4593.810000 sec): 3 clusters Score: Raw -24110.147591 + Penalty 553.273921 = -23556.873671 nChanged 1 SP:Iteration 10Q (4593.970000 sec): 3 clusters Score: Raw -24110.364732 + Penalty 553.273921 = -23557.090812 nChanged 1 SP:Iteration 11Q (4594.170000 sec): 3 clusters Score: Raw -24110.991428 + Penalty 553.273921 = -23557.717508 nChanged 3 SP:Iteration 12Q (4594.390000 sec): 3 clusters Score: Raw -24112.619607 + Penalty 553.273921 = -23559.345686 nChanged 6 SP:Iteration 13Q (4594.580000 sec): 3 clusters Score: Raw -24116.649174 + Penalty 553.273921 = -23563.375253 nChanged 8 SP:Iteration 14Q (4594.790000 sec): 3 clusters Score: Raw -24122.108739 + Penalty 553.273921 = -23568.834818 nChanged 5 SP:Iteration 15Q (4595.010000 sec): 3 clusters Score: Raw -24126.639907 + Penalty 553.273921 = -23573.365986 nChanged 2 SP:Iteration 16Q (4595.200000 sec): 3 clusters Score: Raw -24129.671358 + Penalty 553.273921 = -23576.397437 nChanged 4 SP:Iteration 17Q (4595.390000 sec): 3 clusters Score: Raw -24131.736610 + Penalty 553.273921 = -23578.462689 nChanged 1 SP:Iteration 18Q (4595.600000 sec): 3 clusters Score: Raw -24132.019052 + Penalty 553.273921 = -23578.745131 nChanged 0 SP:Iteration 19F (4595.750000 sec): 3 clusters Score: Raw -24132.019052 + Penalty 553.273921 = -23578.745131 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4595.870000 sec): 2 clusters Score: Raw -12231.242504 + Penalty 242.418366 = -11988.824138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.050000 sec): 3 clusters Score: Raw -12195.281458 + Penalty 484.836731 = -11710.444727 nChanged 48 SP:Iteration 1F (4596.230000 sec): 3 clusters Score: Raw -12234.955027 + Penalty 484.836731 = -11750.118295 nChanged 9 SP:Iteration 2Q (4596.370000 sec): 3 clusters Score: Raw -12243.290856 + Penalty 484.836731 = -11758.454125 nChanged 4 SP:Iteration 3Q (4596.580000 sec): 3 clusters Score: Raw -12249.453371 + Penalty 484.836731 = -11764.616639 nChanged 3 SP:Iteration 4Q (4596.780000 sec): 3 clusters Score: Raw -12253.852871 + Penalty 484.836731 = -11769.016140 nChanged 2 SP:Iteration 5Q (4597.000000 sec): 3 clusters Score: Raw -12258.371238 + Penalty 484.836731 = -11773.534506 nChanged 5 SP:Iteration 6Q (4597.180000 sec): 3 clusters Score: Raw -12262.634472 + Penalty 484.836731 = -11777.797741 nChanged 3 SP:Iteration 7Q (4597.390000 sec): 3 clusters Score: Raw -12268.189632 + Penalty 484.836731 = -11783.352900 nChanged 2 SP:Iteration 8Q (4597.630000 sec): 3 clusters Score: Raw -12272.955765 + Penalty 484.836731 = -11788.119034 nChanged 1 SP:Iteration 9Q (4597.800000 sec): 3 clusters Score: Raw -12274.067692 + Penalty 484.836731 = -11789.230960 nChanged 1 SP:Iteration 10Q (4597.950000 sec): 3 clusters Score: Raw -12275.040831 + Penalty 484.836731 = -11790.204099 nChanged 0 SP:Iteration 11F (4598.120000 sec): 3 clusters Score: Raw -12275.040831 + Penalty 484.836731 = -11790.204099 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4598.210000 sec): 2 clusters Score: Raw -10749.956086 + Penalty 254.219814 = -10495.736272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4598.410000 sec): 3 clusters Score: Raw -10711.274210 + Penalty 508.439628 = -10202.834582 nChanged 89 SP:Iteration 1F (4598.650000 sec): 3 clusters Score: Raw -10860.451175 + Penalty 508.439628 = -10352.011547 nChanged 24 SP:Iteration 2F (4598.830000 sec): 3 clusters Score: Raw -10928.158879 + Penalty 508.439628 = -10419.719251 nChanged 19 SP:Iteration 3F (4599.030000 sec): 3 clusters Score: Raw -11001.953335 + Penalty 508.439628 = -10493.513707 nChanged 7 SP:Iteration 4Q (4599.210000 sec): 3 clusters Score: Raw -11026.450784 + Penalty 508.439628 = -10518.011156 nChanged 9 SP:Iteration 5Q (4599.400000 sec): 3 clusters Score: Raw -11066.679936 + Penalty 508.439628 = -10558.240308 nChanged 9 SP:Iteration 6Q (4599.580000 sec): 3 clusters Score: Raw -11110.955543 + Penalty 508.439628 = -10602.515916 nChanged 8 SP:Iteration 7Q (4599.850000 sec): 3 clusters Score: Raw -11164.257644 + Penalty 508.439628 = -10655.818016 nChanged 8 SP:Iteration 8Q (4600.040000 sec): 3 clusters Score: Raw -11186.688467 + Penalty 508.439628 = -10678.248839 nChanged 4 SP:Iteration 9Q (4600.250000 sec): 3 clusters Score: Raw -11201.207883 + Penalty 508.439628 = -10692.768255 nChanged 1 SP:Iteration 10Q (4600.440000 sec): 3 clusters Score: Raw -11202.849214 + Penalty 508.439628 = -10694.409586 nChanged 1 SP:Iteration 11Q (4600.650000 sec): 3 clusters Score: Raw -11204.640801 + Penalty 508.439628 = -10696.201173 nChanged 0 SP:Iteration 12F (4600.830000 sec): 3 clusters Score: Raw -11225.466224 + Penalty 508.439628 = -10717.026596 nChanged 1 SP:Iteration 13Q (4601.030000 sec): 3 clusters Score: Raw -11284.617135 + Penalty 508.439628 = -10776.177507 nChanged 1 SP:Iteration 14Q (4601.190000 sec): 3 clusters Score: Raw -11286.567098 + Penalty 508.439628 = -10778.127470 nChanged 0 SP:Iteration 15F (4601.370000 sec): 3 clusters Score: Raw -11286.567098 + Penalty 508.439628 = -10778.127470 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 56. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4601.470000 sec): 2 clusters Score: Raw -18572.170104 + Penalty 279.949338 = -18292.220766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4601.680000 sec): 3 clusters Score: Raw -18431.081200 + Penalty 559.898675 = -17871.182525 nChanged 176 SP:Iteration 1F (4601.820000 sec): 3 clusters Score: Raw -18705.068381 + Penalty 559.898675 = -18145.169706 nChanged 63 SP:Iteration 2F (4602.020000 sec): 3 clusters Score: Raw -18880.156526 + Penalty 559.898675 = -18320.257851 nChanged 32 SP:Iteration 3F (4602.180000 sec): 3 clusters Score: Raw -19076.966831 + Penalty 559.898675 = -18517.068156 nChanged 27 SP:Iteration 4F (4602.370000 sec): 3 clusters Score: Raw -19188.447094 + Penalty 559.898675 = -18628.548418 nChanged 14 SP:Iteration 5Q (4602.530000 sec): 3 clusters Score: Raw -19214.637252 + Penalty 559.898675 = -18654.738577 nChanged 7 SP:Iteration 6Q (4602.710000 sec): 3 clusters Score: Raw -19228.732472 + Penalty 559.898675 = -18668.833797 nChanged 3 SP:Iteration 7Q (4602.870000 sec): 3 clusters Score: Raw -19234.119851 + Penalty 559.898675 = -18674.221176 nChanged 4 SP:Iteration 8Q (4603.030000 sec): 3 clusters Score: Raw -19242.681780 + Penalty 559.898675 = -18682.783104 nChanged 3 SP:Iteration 9Q (4603.210000 sec): 3 clusters Score: Raw -19247.926088 + Penalty 559.898675 = -18688.027413 nChanged 3 SP:Iteration 10Q (4603.380000 sec): 3 clusters Score: Raw -19254.221952 + Penalty 559.898675 = -18694.323277 nChanged 5 SP:Iteration 11Q (4603.530000 sec): 3 clusters Score: Raw -19268.755519 + Penalty 559.898675 = -18708.856844 nChanged 5 SP:Iteration 12Q (4603.670000 sec): 3 clusters Score: Raw -19279.043000 + Penalty 559.898675 = -18719.144325 nChanged 2 SP:Iteration 13Q (4603.920000 sec): 3 clusters Score: Raw -19282.724470 + Penalty 559.898675 = -18722.825795 nChanged 3 SP:Iteration 14Q (4604.090000 sec): 3 clusters Score: Raw -19288.580075 + Penalty 559.898675 = -18728.681399 nChanged 1 SP:Iteration 15Q (4604.260000 sec): 3 clusters Score: Raw -19289.483946 + Penalty 559.898675 = -18729.585271 nChanged 0 SP:Iteration 16F (4604.470000 sec): 3 clusters Score: Raw -19289.483946 + Penalty 559.898675 = -18729.585271 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 57. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4604.570000 sec): 2 clusters Score: Raw -6528.716641 + Penalty 218.208470 = -6310.508171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4604.770000 sec): 3 clusters Score: Raw -6551.660818 + Penalty 436.416940 = -6115.243878 nChanged 28 SP:Iteration 1F (4604.930000 sec): 3 clusters Score: Raw -6619.626950 + Penalty 436.416940 = -6183.210010 nChanged 5 SP:Iteration 2Q (4605.110000 sec): 3 clusters Score: Raw -6642.497457 + Penalty 436.416940 = -6206.080517 nChanged 3 SP:Iteration 3Q (4605.310000 sec): 3 clusters Score: Raw -6659.255737 + Penalty 436.416940 = -6222.838798 nChanged 1 SP:Iteration 4Q (4605.500000 sec): 3 clusters Score: Raw -6661.488021 + Penalty 436.416940 = -6225.071082 nChanged 0 SP:Iteration 5F (4605.670000 sec): 3 clusters Score: Raw -6661.488021 + Penalty 436.416940 = -6225.071082 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.750000 sec): 2 clusters Score: Raw -10576.869621 + Penalty 241.300373 = -10335.569248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.970000 sec): 3 clusters Score: Raw -10532.432876 + Penalty 482.600747 = -10049.832129 nChanged 54 SP:Iteration 1F (4606.160000 sec): 3 clusters Score: Raw -10594.880791 + Penalty 482.600747 = -10112.280044 nChanged 23 SP:Iteration 2F (4606.280000 sec): 3 clusters Score: Raw -10655.114227 + Penalty 482.600747 = -10172.513480 nChanged 13 SP:Iteration 3F (4606.480000 sec): 3 clusters Score: Raw -10677.921947 + Penalty 482.600747 = -10195.321200 nChanged 6 SP:Iteration 4Q (4606.630000 sec): 3 clusters Score: Raw -10701.155211 + Penalty 482.600747 = -10218.554465 nChanged 9 SP:Iteration 5Q (4606.770000 sec): 3 clusters Score: Raw -10730.309082 + Penalty 482.600747 = -10247.708335 nChanged 15 SP:Iteration 6F (4606.950000 sec): 3 clusters Score: Raw -10764.966935 + Penalty 482.600747 = -10282.366188 nChanged 9 SP:Iteration 7Q (4607.140000 sec): 3 clusters Score: Raw -10787.766123 + Penalty 482.600747 = -10305.165377 nChanged 7 SP:Iteration 8Q (4607.370000 sec): 3 clusters Score: Raw -10800.932363 + Penalty 482.600747 = -10318.331616 nChanged 5 SP:Iteration 9Q (4607.560000 sec): 3 clusters Score: Raw -10817.966587 + Penalty 482.600747 = -10335.365840 nChanged 4 SP:Iteration 10Q (4607.730000 sec): 3 clusters Score: Raw -10829.757988 + Penalty 482.600747 = -10347.157241 nChanged 2 SP:Iteration 11Q (4607.930000 sec): 3 clusters Score: Raw -10834.325226 + Penalty 482.600747 = -10351.724479 nChanged 2 SP:Iteration 12Q (4608.110000 sec): 3 clusters Score: Raw -10837.970185 + Penalty 482.600747 = -10355.369438 nChanged 1 SP:Iteration 13Q (4608.300000 sec): 3 clusters Score: Raw -10840.441117 + Penalty 482.600747 = -10357.840370 nChanged 0 SP:Iteration 14F (4608.480000 sec): 3 clusters Score: Raw -10840.441117 + Penalty 482.600747 = -10357.840370 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4608.580000 sec): 2 clusters Score: Raw -7040.519164 + Penalty 234.210999 = -6806.308166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4608.790000 sec): 3 clusters Score: Raw -7019.288329 + Penalty 468.421997 = -6550.866331 nChanged 56 SP:Iteration 1F (4608.930000 sec): 3 clusters Score: Raw -7151.058790 + Penalty 468.421997 = -6682.636793 nChanged 20 SP:Iteration 2F (4609.180000 sec): 3 clusters Score: Raw -7231.505209 + Penalty 468.421997 = -6763.083211 nChanged 11 SP:Iteration 3F (4609.410000 sec): 3 clusters Score: Raw -7313.639998 + Penalty 468.421997 = -6845.218000 nChanged 9 SP:Iteration 4F (4609.590000 sec): 3 clusters Score: Raw -7386.870248 + Penalty 468.421997 = -6918.448250 nChanged 3 SP:Iteration 5Q (4609.780000 sec): 3 clusters Score: Raw -7415.706087 + Penalty 468.421997 = -6947.284089 nChanged 1 SP:Iteration 6Q (4609.980000 sec): 3 clusters Score: Raw -7421.501016 + Penalty 468.421997 = -6953.079019 nChanged 0 SP:Iteration 7F (4610.180000 sec): 3 clusters Score: Raw -7421.501016 + Penalty 468.421997 = -6953.079019 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 59. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.240000 sec): 2 clusters Score: Raw -6316.092934 + Penalty 246.432568 = -6069.660365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.460000 sec): 3 clusters Score: Raw -6277.398071 + Penalty 492.865137 = -5784.532935 nChanged 66 SP:Iteration 1F (4610.670000 sec): 3 clusters Score: Raw -6432.228318 + Penalty 492.865137 = -5939.363182 nChanged 24 SP:Iteration 2F (4610.860000 sec): 3 clusters Score: Raw -6532.455484 + Penalty 492.865137 = -6039.590348 nChanged 19 SP:Iteration 3F (4611.050000 sec): 3 clusters Score: Raw -6657.060961 + Penalty 492.865137 = -6164.195825 nChanged 23 SP:Iteration 4F (4611.250000 sec): 3 clusters Score: Raw -6902.417302 + Penalty 492.865137 = -6409.552165 nChanged 16 SP:Iteration 5F (4611.430000 sec): 3 clusters Score: Raw -7144.571811 + Penalty 492.865137 = -6651.706675 nChanged 6 SP:Iteration 6Q (4611.630000 sec): 3 clusters Score: Raw -7275.106227 + Penalty 492.865137 = -6782.241090 nChanged 11 SP:Iteration 7Q (4611.830000 sec): 3 clusters Score: Raw -7524.425537 + Penalty 492.865137 = -7031.560400 nChanged 2 SP:Iteration 8Q (4612.000000 sec): 3 clusters Score: Raw -7768.360108 + Penalty 492.865137 = -7275.494971 nChanged 1 SP:Iteration 9Q (4612.160000 sec): 3 clusters Score: Raw -7840.140237 + Penalty 492.865137 = -7347.275100 nChanged 1 SP:Iteration 10Q (4612.410000 sec): 3 clusters Score: Raw -7878.017716 + Penalty 492.865137 = -7385.152579 nChanged 1 SP:Iteration 11Q (4612.590000 sec): 3 clusters Score: Raw -7958.106234 + Penalty 492.865137 = -7465.241098 nChanged 0 SP:Iteration 12F (4612.760000 sec): 3 clusters Score: Raw -7958.106234 + Penalty 492.865137 = -7465.241098 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 60. Deleting Class 58 (86 points): Lose 486.199596 but Gain 562.056204 Iteration 139Q (4632.240000 sec): 60 clusters Score: Raw -13222037.754246 + Penalty 33161.316019 = -13188876.438226 nChanged 132 Iteration 140F (4655.610000 sec): 60 clusters Score: Raw -13222512.806483 + Penalty 33161.316019 = -13189351.490463 nChanged 71 Iteration 141Q (4674.690000 sec): 60 clusters Score: Raw -13222637.030009 + Penalty 33161.316019 = -13189475.713989 nChanged 53 Iteration 142Q (4694.220000 sec): 60 clusters Score: Raw -13222722.584854 + Penalty 33161.316019 = -13189561.268835 nChanged 24 Iteration 143Q (4710.710000 sec): 60 clusters Score: Raw -13222747.871655 + Penalty 33161.316019 = -13189586.555636 nChanged 27 Iteration 144Q (4729.070000 sec): 60 clusters Score: Raw -13222762.137323 + Penalty 33161.316019 = -13189600.821304 nChanged 30 Iteration 145Q (4747.050000 sec): 60 clusters Score: Raw -13222773.943641 + Penalty 33161.316019 = -13189612.627621 nChanged 42 Iteration 146Q (4763.390000 sec): 60 clusters Score: Raw -13222787.698515 + Penalty 33161.316019 = -13189626.382495 nChanged 32 Iteration 147Q (4779.310000 sec): 60 clusters Score: Raw -13222796.374884 + Penalty 33161.316019 = -13189635.058865 nChanged 27 Iteration 148Q (4795.210000 sec): 60 clusters Score: Raw -13222802.255675 + Penalty 33161.316019 = -13189640.939655 nChanged 25 Iteration 149Q (4812.010000 sec): 60 clusters Score: Raw -13222813.623739 + Penalty 33161.316019 = -13189652.307720 nChanged 19 Iteration 150Q (4828.520000 sec): 60 clusters Score: Raw -13222825.304704 + Penalty 33161.316019 = -13189663.988684 nChanged 17 Iteration 151Q (4845.640000 sec): 60 clusters Score: Raw -13222843.601343 + Penalty 33161.316019 = -13189682.285324 nChanged 17 Iteration 152Q (4862.210000 sec): 60 clusters Score: Raw -13222854.681776 + Penalty 33161.316019 = -13189693.365757 nChanged 14 Iteration 153Q (4879.890000 sec): 60 clusters Score: Raw -13222858.377876 + Penalty 33161.316019 = -13189697.061857 nChanged 13 Iteration 154Q (4894.380000 sec): 60 clusters Score: Raw -13222861.528755 + Penalty 33161.316019 = -13189700.212736 nChanged 18 Iteration 155Q (4909.410000 sec): 60 clusters Score: Raw -13222865.365029 + Penalty 33161.316019 = -13189704.049009 nChanged 14 Iteration 156Q (4925.830000 sec): 60 clusters Score: Raw -13222867.522501 + Penalty 33161.316019 = -13189706.206482 nChanged 14 Iteration 157Q (4943.440000 sec): 60 clusters Score: Raw -13222870.347073 + Penalty 33161.316019 = -13189709.031054 nChanged 15 Iteration 158Q (4961.140000 sec): 60 clusters Score: Raw -13222880.147182 + Penalty 33161.316019 = -13189718.831163 nChanged 13 Iteration 159Q (4978.750000 sec): 60 clusters Score: Raw -13222881.280062 + Penalty 33161.316019 = -13189719.964043 nChanged 9 Iteration 160F (4999.770000 sec): 60 clusters Score: Raw -13222886.810609 + Penalty 33161.316019 = -13189725.494589 nChanged 11 Iteration 161Q (5016.510000 sec): 60 clusters Score: Raw -13222896.701245 + Penalty 33161.316019 = -13189735.385226 nChanged 12 Iteration 162Q (5034.350000 sec): 60 clusters Score: Raw -13222959.697031 + Penalty 33161.316019 = -13189798.381012 nChanged 6 Iteration 163Q (5051.640000 sec): 60 clusters Score: Raw -13222990.408950 + Penalty 33161.316019 = -13189829.092931 nChanged 8 Iteration 164Q (5066.490000 sec): 60 clusters Score: Raw -13223010.269016 + Penalty 33161.316019 = -13189848.952996 nChanged 3 Iteration 165Q (5083.710000 sec): 60 clusters Score: Raw -13223011.963199 + Penalty 33161.316019 = -13189850.647180 nChanged 4 Iteration 166Q (5105.270000 sec): 60 clusters Score: Raw -13223013.002202 + Penalty 33161.316019 = -13189851.686183 nChanged 10 Iteration 167Q (5120.010000 sec): 60 clusters Score: Raw -13223015.054435 + Penalty 33161.316019 = -13189853.738415 nChanged 12 Iteration 168Q (5134.460000 sec): 60 clusters Score: Raw -13223016.291078 + Penalty 33161.316019 = -13189854.975059 nChanged 13 Iteration 169Q (5151.650000 sec): 60 clusters Score: Raw -13223016.924441 + Penalty 33161.316019 = -13189855.608422 nChanged 9 Iteration 170Q (5166.950000 sec): 60 clusters Score: Raw -13223017.071243 + Penalty 33161.316019 = -13189855.755224 nChanged 2 Iteration 171Q (5183.760000 sec): 60 clusters Score: Raw -13223017.083865 + Penalty 33161.316019 = -13189855.767846 nChanged 1 Iteration 172Q (5201.050000 sec): 60 clusters Score: Raw -13223017.085820 + Penalty 33161.316019 = -13189855.769801 nChanged 1 Iteration 173Q (5217.630000 sec): 60 clusters Score: Raw -13223017.088167 + Penalty 33161.316019 = -13189855.772147 nChanged 1 Iteration 174Q (5235.160000 sec): 60 clusters Score: Raw -13223017.090010 + Penalty 33161.316019 = -13189855.773990 nChanged 0 Iteration 175F (5256.450000 sec): 60 clusters Score: Raw -13223017.227078 + Penalty 33161.316019 = -13189855.911059 nChanged 1 Iteration 176Q (5274.180000 sec): 60 clusters Score: Raw -13223022.805347 + Penalty 33161.316019 = -13189861.489327 nChanged 1 Iteration 177Q (5291.040000 sec): 60 clusters Score: Raw -13223032.976040 + Penalty 33161.316019 = -13189871.660021 nChanged 2 Iteration 178Q (5308.210000 sec): 60 clusters Score: Raw -13223073.537511 + Penalty 33161.316019 = -13189912.221492 nChanged 1 Writing temp clu file Because OldScore, -13189871.660021, is greater than current (better) Score,-13189912.221492 Compute initial score before splitting: Score: Raw -13223073.537511 + Penalty 33161.316019 = -13189912.221492 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5308.340000 sec): 2 clusters Score: Raw -17914.412616 + Penalty 262.742095 = -17651.670521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5308.510000 sec): 3 clusters Score: Raw -17823.200390 + Penalty 525.484191 = -17297.716199 nChanged 105 SP:Iteration 1F (5308.730000 sec): 3 clusters Score: Raw -17931.903480 + Penalty 525.484191 = -17406.419290 nChanged 25 SP:Iteration 2F (5308.900000 sec): 3 clusters Score: Raw -17958.266584 + Penalty 525.484191 = -17432.782394 nChanged 15 SP:Iteration 3Q (5309.100000 sec): 3 clusters Score: Raw -17970.958115 + Penalty 525.484191 = -17445.473925 nChanged 10 SP:Iteration 4Q (5309.260000 sec): 3 clusters Score: Raw -17982.117583 + Penalty 525.484191 = -17456.633393 nChanged 5 SP:Iteration 5Q (5309.410000 sec): 3 clusters Score: Raw -17986.931700 + Penalty 525.484191 = -17461.447509 nChanged 2 SP:Iteration 6Q (5309.630000 sec): 3 clusters Score: Raw -17989.190286 + Penalty 525.484191 = -17463.706096 nChanged 2 SP:Iteration 7Q (5309.850000 sec): 3 clusters Score: Raw -17991.156628 + Penalty 525.484191 = -17465.672437 nChanged 0 SP:Iteration 8F (5310.010000 sec): 3 clusters Score: Raw -17991.156628 + Penalty 525.484191 = -17465.672437 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5310.160000 sec): 2 clusters Score: Raw -51564.369778 + Penalty 313.383642 = -51250.986136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5310.330000 sec): 3 clusters Score: Raw -51114.584669 + Penalty 626.767284 = -50487.817385 nChanged 370 SP:Iteration 1F (5310.540000 sec): 3 clusters Score: Raw -51351.713581 + Penalty 626.767284 = -50724.946297 nChanged 81 SP:Iteration 2F (5310.740000 sec): 3 clusters Score: Raw -51412.323679 + Penalty 626.767284 = -50785.556395 nChanged 62 SP:Iteration 3F (5310.930000 sec): 3 clusters Score: Raw -51464.523578 + Penalty 626.767284 = -50837.756294 nChanged 45 SP:Iteration 4Q (5311.090000 sec): 3 clusters Score: Raw -51498.723378 + Penalty 626.767284 = -50871.956094 nChanged 43 SP:Iteration 5Q (5311.230000 sec): 3 clusters Score: Raw -51530.736946 + Penalty 626.767284 = -50903.969662 nChanged 46 SP:Iteration 6Q (5311.430000 sec): 3 clusters Score: Raw -51558.448682 + Penalty 626.767284 = -50931.681397 nChanged 39 SP:Iteration 7Q (5311.610000 sec): 3 clusters Score: Raw -51590.705419 + Penalty 626.767284 = -50963.938135 nChanged 44 SP:Iteration 8Q (5311.800000 sec): 3 clusters Score: Raw -51632.665171 + Penalty 626.767284 = -51005.897887 nChanged 33 SP:Iteration 9Q (5312.050000 sec): 3 clusters Score: Raw -51662.621783 + Penalty 626.767284 = -51035.854498 nChanged 18 SP:Iteration 10Q (5312.200000 sec): 3 clusters Score: Raw -51676.044529 + Penalty 626.767284 = -51049.277245 nChanged 17 SP:Iteration 11Q (5312.370000 sec): 3 clusters Score: Raw -51689.904948 + Penalty 626.767284 = -51063.137664 nChanged 11 SP:Iteration 12Q (5312.520000 sec): 3 clusters Score: Raw -51695.895953 + Penalty 626.767284 = -51069.128669 nChanged 2 SP:Iteration 13Q (5312.710000 sec): 3 clusters Score: Raw -51697.494036 + Penalty 626.767284 = -51070.726752 nChanged 3 SP:Iteration 14Q (5312.960000 sec): 3 clusters Score: Raw -51699.443157 + Penalty 626.767284 = -51072.675873 nChanged 1 SP:Iteration 15Q (5313.090000 sec): 3 clusters Score: Raw -51699.707666 + Penalty 626.767284 = -51072.940382 nChanged 1 SP:Iteration 16Q (5313.280000 sec): 3 clusters Score: Raw -51699.901707 + Penalty 626.767284 = -51073.134423 nChanged 1 SP:Iteration 17Q (5313.520000 sec): 3 clusters Score: Raw -51701.224683 + Penalty 626.767284 = -51074.457399 nChanged 1 SP:Iteration 18Q (5313.670000 sec): 3 clusters Score: Raw -51701.748016 + Penalty 626.767284 = -51074.980732 nChanged 0 SP:Iteration 19F (5313.890000 sec): 3 clusters Score: Raw -51701.748016 + Penalty 626.767284 = -51074.980732 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2066 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5314.030000 sec): 2 clusters Score: Raw -123956.101681 + Penalty 347.318319 = -123608.783361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5314.210000 sec): 3 clusters Score: Raw -122818.577084 + Penalty 694.636638 = -122123.940446 nChanged 897 SP:Iteration 1F (5314.430000 sec): 3 clusters Score: Raw -123364.621885 + Penalty 694.636638 = -122669.985247 nChanged 173 SP:Iteration 2F (5314.640000 sec): 3 clusters Score: Raw -123507.335511 + Penalty 694.636638 = -122812.698873 nChanged 165 SP:Iteration 3F (5314.840000 sec): 3 clusters Score: Raw -123639.003703 + Penalty 694.636638 = -122944.367065 nChanged 122 SP:Iteration 4F (5314.990000 sec): 3 clusters Score: Raw -123738.088201 + Penalty 694.636638 = -123043.451563 nChanged 93 SP:Iteration 5Q (5315.170000 sec): 3 clusters Score: Raw -123799.754130 + Penalty 694.636638 = -123105.117492 nChanged 71 SP:Iteration 6Q (5315.340000 sec): 3 clusters Score: Raw -123848.579962 + Penalty 694.636638 = -123153.943324 nChanged 63 SP:Iteration 7Q (5315.610000 sec): 3 clusters Score: Raw -123902.901123 + Penalty 694.636638 = -123208.264484 nChanged 53 SP:Iteration 8Q (5315.780000 sec): 3 clusters Score: Raw -123945.658302 + Penalty 694.636638 = -123251.021663 nChanged 41 SP:Iteration 9Q (5315.970000 sec): 3 clusters Score: Raw -123990.466883 + Penalty 694.636638 = -123295.830245 nChanged 44 SP:Iteration 10Q (5316.140000 sec): 3 clusters Score: Raw -124044.759027 + Penalty 694.636638 = -123350.122389 nChanged 40 SP:Iteration 11Q (5316.330000 sec): 3 clusters Score: Raw -124098.757590 + Penalty 694.636638 = -123404.120952 nChanged 31 SP:Iteration 12Q (5316.510000 sec): 3 clusters Score: Raw -124118.649768 + Penalty 694.636638 = -123424.013130 nChanged 15 SP:Iteration 13Q (5316.690000 sec): 3 clusters Score: Raw -124124.976917 + Penalty 694.636638 = -123430.340279 nChanged 11 SP:Iteration 14Q (5316.880000 sec): 3 clusters Score: Raw -124131.225267 + Penalty 694.636638 = -123436.588629 nChanged 10 SP:Iteration 15Q (5317.080000 sec): 3 clusters Score: Raw -124135.265581 + Penalty 694.636638 = -123440.628943 nChanged 5 SP:Iteration 16Q (5317.280000 sec): 3 clusters Score: Raw -124137.108135 + Penalty 694.636638 = -123442.471497 nChanged 3 SP:Iteration 17Q (5317.470000 sec): 3 clusters Score: Raw -124137.854809 + Penalty 694.636638 = -123443.218170 nChanged 2 SP:Iteration 18Q (5317.650000 sec): 3 clusters Score: Raw -124138.670768 + Penalty 694.636638 = -123444.034130 nChanged 2 SP:Iteration 19Q (5317.840000 sec): 3 clusters Score: Raw -124138.978365 + Penalty 694.636638 = -123444.341727 nChanged 3 SP:Iteration 20F (5318.020000 sec): 3 clusters Score: Raw -124140.390956 + Penalty 694.636638 = -123445.754318 nChanged 5 SP:Iteration 21Q (5318.210000 sec): 3 clusters Score: Raw -124142.440117 + Penalty 694.636638 = -123447.803479 nChanged 5 SP:Iteration 22Q (5318.390000 sec): 3 clusters Score: Raw -124143.257157 + Penalty 694.636638 = -123448.620518 nChanged 0 SP:Iteration 23F (5318.570000 sec): 3 clusters Score: Raw -124143.257157 + Penalty 694.636638 = -123448.620518 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5318.740000 sec): 2 clusters Score: Raw -895951.652009 + Penalty 435.860377 = -895515.791632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5318.950000 sec): 3 clusters Score: Raw -886727.407101 + Penalty 871.720754 = -885855.686348 nChanged 6819 SP:Iteration 1F (5319.140000 sec): 3 clusters Score: Raw -891242.064527 + Penalty 871.720754 = -890370.343773 nChanged 1125 SP:Iteration 2F (5319.360000 sec): 3 clusters Score: Raw -891929.462863 + Penalty 871.720754 = -891057.742110 nChanged 1088 SP:Iteration 3F (5319.630000 sec): 3 clusters Score: Raw -892582.886769 + Penalty 871.720754 = -891711.166015 nChanged 915 SP:Iteration 4F (5319.890000 sec): 3 clusters Score: Raw -893034.237943 + Penalty 871.720754 = -892162.517189 nChanged 639 SP:Iteration 5Q (5320.080000 sec): 3 clusters Score: Raw -893292.003574 + Penalty 871.720754 = -892420.282820 nChanged 501 SP:Iteration 6Q (5320.390000 sec): 3 clusters Score: Raw -893458.830867 + Penalty 871.720754 = -892587.110114 nChanged 392 SP:Iteration 7Q (5320.590000 sec): 3 clusters Score: Raw -893558.296385 + Penalty 871.720754 = -892686.575631 nChanged 320 SP:Iteration 8Q (5320.850000 sec): 3 clusters Score: Raw -893643.742954 + Penalty 871.720754 = -892772.022200 nChanged 300 SP:Iteration 9Q (5321.100000 sec): 3 clusters Score: Raw -893721.215228 + Penalty 871.720754 = -892849.494474 nChanged 252 SP:Iteration 10Q (5321.330000 sec): 3 clusters Score: Raw -893780.448966 + Penalty 871.720754 = -892908.728212 nChanged 221 SP:Iteration 11Q (5321.530000 sec): 3 clusters Score: Raw -893825.676643 + Penalty 871.720754 = -892953.955889 nChanged 186 SP:Iteration 12Q (5321.810000 sec): 3 clusters Score: Raw -893863.363754 + Penalty 871.720754 = -892991.643000 nChanged 184 SP:Iteration 13Q (5322.030000 sec): 3 clusters Score: Raw -893906.170599 + Penalty 871.720754 = -893034.449845 nChanged 185 SP:Iteration 14Q (5322.260000 sec): 3 clusters Score: Raw -893948.228890 + Penalty 871.720754 = -893076.508137 nChanged 187 SP:Iteration 15Q (5322.480000 sec): 3 clusters Score: Raw -893993.467126 + Penalty 871.720754 = -893121.746372 nChanged 186 SP:Iteration 16Q (5322.690000 sec): 3 clusters Score: Raw -894037.285445 + Penalty 871.720754 = -893165.564691 nChanged 183 SP:Iteration 17Q (5322.900000 sec): 3 clusters Score: Raw -894071.242776 + Penalty 871.720754 = -893199.522022 nChanged 168 SP:Iteration 18Q (5323.150000 sec): 3 clusters Score: Raw -894100.428783 + Penalty 871.720754 = -893228.708029 nChanged 153 SP:Iteration 19Q (5323.340000 sec): 3 clusters Score: Raw -894127.201881 + Penalty 871.720754 = -893255.481128 nChanged 155 SP:Iteration 20F (5323.510000 sec): 3 clusters Score: Raw -894152.398536 + Penalty 871.720754 = -893280.677782 nChanged 152 SP:Iteration 21Q (5323.720000 sec): 3 clusters Score: Raw -894176.521048 + Penalty 871.720754 = -893304.800295 nChanged 141 SP:Iteration 22Q (5323.910000 sec): 3 clusters Score: Raw -894197.626103 + Penalty 871.720754 = -893325.905350 nChanged 139 SP:Iteration 23Q (5324.090000 sec): 3 clusters Score: Raw -894218.324696 + Penalty 871.720754 = -893346.603942 nChanged 146 SP:Iteration 24Q (5324.330000 sec): 3 clusters Score: Raw -894240.172252 + Penalty 871.720754 = -893368.451498 nChanged 128 SP:Iteration 25Q (5324.570000 sec): 3 clusters Score: Raw -894259.423844 + Penalty 871.720754 = -893387.703090 nChanged 144 SP:Iteration 26Q (5324.770000 sec): 3 clusters Score: Raw -894280.557888 + Penalty 871.720754 = -893408.837134 nChanged 130 SP:Iteration 27Q (5324.940000 sec): 3 clusters Score: Raw -894301.333348 + Penalty 871.720754 = -893429.612594 nChanged 127 SP:Iteration 28Q (5325.130000 sec): 3 clusters Score: Raw -894320.693790 + Penalty 871.720754 = -893448.973036 nChanged 114 SP:Iteration 29Q (5325.350000 sec): 3 clusters Score: Raw -894336.074402 + Penalty 871.720754 = -893464.353649 nChanged 87 SP:Iteration 30Q (5325.550000 sec): 3 clusters Score: Raw -894345.168544 + Penalty 871.720754 = -893473.447790 nChanged 79 SP:Iteration 31Q (5325.800000 sec): 3 clusters Score: Raw -894351.762321 + Penalty 871.720754 = -893480.041567 nChanged 54 SP:Iteration 32Q (5326.050000 sec): 3 clusters Score: Raw -894355.608038 + Penalty 871.720754 = -893483.887284 nChanged 46 SP:Iteration 33Q (5326.260000 sec): 3 clusters Score: Raw -894358.808085 + Penalty 871.720754 = -893487.087332 nChanged 55 SP:Iteration 34Q (5326.450000 sec): 3 clusters Score: Raw -894363.646973 + Penalty 871.720754 = -893491.926219 nChanged 59 SP:Iteration 35Q (5326.690000 sec): 3 clusters Score: Raw -894369.473758 + Penalty 871.720754 = -893497.753004 nChanged 61 SP:Iteration 36Q (5326.930000 sec): 3 clusters Score: Raw -894374.155992 + Penalty 871.720754 = -893502.435238 nChanged 54 SP:Iteration 37Q (5327.140000 sec): 3 clusters Score: Raw -894377.664434 + Penalty 871.720754 = -893505.943680 nChanged 44 SP:Iteration 38Q (5327.380000 sec): 3 clusters Score: Raw -894380.966612 + Penalty 871.720754 = -893509.245858 nChanged 39 SP:Iteration 39Q (5327.620000 sec): 3 clusters Score: Raw -894383.651666 + Penalty 871.720754 = -893511.930912 nChanged 39 SP:Iteration 40F (5327.880000 sec): 3 clusters Score: Raw -894386.204015 + Penalty 871.720754 = -893514.483261 nChanged 35 SP:Iteration 41Q (5328.090000 sec): 3 clusters Score: Raw -894388.687188 + Penalty 871.720754 = -893516.966435 nChanged 48 SP:Iteration 42Q (5328.290000 sec): 3 clusters Score: Raw -894392.836541 + Penalty 871.720754 = -893521.115787 nChanged 47 SP:Iteration 43Q (5328.500000 sec): 3 clusters Score: Raw -894396.532529 + Penalty 871.720754 = -893524.811775 nChanged 40 SP:Iteration 44Q (5328.690000 sec): 3 clusters Score: Raw -894399.740921 + Penalty 871.720754 = -893528.020167 nChanged 40 SP:Iteration 45Q (5328.880000 sec): 3 clusters Score: Raw -894402.625040 + Penalty 871.720754 = -893530.904286 nChanged 32 SP:Iteration 46Q (5329.100000 sec): 3 clusters Score: Raw -894404.269399 + Penalty 871.720754 = -893532.548645 nChanged 30 SP:Iteration 47Q (5329.340000 sec): 3 clusters Score: Raw -894405.870134 + Penalty 871.720754 = -893534.149380 nChanged 29 SP:Iteration 48Q (5329.550000 sec): 3 clusters Score: Raw -894407.443983 + Penalty 871.720754 = -893535.723229 nChanged 29 SP:Iteration 49Q (5329.760000 sec): 3 clusters Score: Raw -894408.801150 + Penalty 871.720754 = -893537.080396 nChanged 27 SP:Iteration 50Q (5329.960000 sec): 3 clusters Score: Raw -894410.676554 + Penalty 871.720754 = -893538.955800 nChanged 32 SP:Iteration 51Q (5330.190000 sec): 3 clusters Score: Raw -894412.601823 + Penalty 871.720754 = -893540.881069 nChanged 33 SP:Iteration 52Q (5330.380000 sec): 3 clusters Score: Raw -894414.342689 + Penalty 871.720754 = -893542.621935 nChanged 28 SP:Iteration 53Q (5330.630000 sec): 3 clusters Score: Raw -894415.811245 + Penalty 871.720754 = -893544.090492 nChanged 29 SP:Iteration 54Q (5330.850000 sec): 3 clusters Score: Raw -894417.831404 + Penalty 871.720754 = -893546.110651 nChanged 30 SP:Iteration 55Q (5331.120000 sec): 3 clusters Score: Raw -894419.875351 + Penalty 871.720754 = -893548.154597 nChanged 28 SP:Iteration 56Q (5331.290000 sec): 3 clusters Score: Raw -894421.666662 + Penalty 871.720754 = -893549.945908 nChanged 23 SP:Iteration 57Q (5331.530000 sec): 3 clusters Score: Raw -894422.604395 + Penalty 871.720754 = -893550.883641 nChanged 22 SP:Iteration 58Q (5331.740000 sec): 3 clusters Score: Raw -894423.589503 + Penalty 871.720754 = -893551.868749 nChanged 21 SP:Iteration 59Q (5331.970000 sec): 3 clusters Score: Raw -894424.555987 + Penalty 871.720754 = -893552.835233 nChanged 20 SP:Iteration 60F (5332.210000 sec): 3 clusters Score: Raw -894425.358138 + Penalty 871.720754 = -893553.637384 nChanged 12 SP:Iteration 61Q (5332.440000 sec): 3 clusters Score: Raw -894425.912233 + Penalty 871.720754 = -893554.191479 nChanged 11 SP:Iteration 62Q (5332.650000 sec): 3 clusters Score: Raw -894426.402382 + Penalty 871.720754 = -893554.681628 nChanged 16 SP:Iteration 63Q (5332.860000 sec): 3 clusters Score: Raw -894427.053674 + Penalty 871.720754 = -893555.332920 nChanged 14 SP:Iteration 64Q (5333.080000 sec): 3 clusters Score: Raw -894427.766109 + Penalty 871.720754 = -893556.045355 nChanged 18 SP:Iteration 65Q (5333.320000 sec): 3 clusters Score: Raw -894428.559119 + Penalty 871.720754 = -893556.838366 nChanged 11 SP:Iteration 66Q (5333.600000 sec): 3 clusters Score: Raw -894429.059392 + Penalty 871.720754 = -893557.338638 nChanged 12 SP:Iteration 67Q (5333.790000 sec): 3 clusters Score: Raw -894429.427315 + Penalty 871.720754 = -893557.706561 nChanged 9 SP:Iteration 68Q (5334.000000 sec): 3 clusters Score: Raw -894429.680616 + Penalty 871.720754 = -893557.959863 nChanged 6 SP:Iteration 69Q (5334.240000 sec): 3 clusters Score: Raw -894429.876318 + Penalty 871.720754 = -893558.155564 nChanged 5 SP:Iteration 70Q (5334.460000 sec): 3 clusters Score: Raw -894430.032992 + Penalty 871.720754 = -893558.312238 nChanged 6 SP:Iteration 71Q (5334.650000 sec): 3 clusters Score: Raw -894430.214630 + Penalty 871.720754 = -893558.493876 nChanged 8 SP:Iteration 72Q (5334.860000 sec): 3 clusters Score: Raw -894430.415631 + Penalty 871.720754 = -893558.694877 nChanged 5 SP:Iteration 73Q (5335.060000 sec): 3 clusters Score: Raw -894430.570734 + Penalty 871.720754 = -893558.849980 nChanged 8 SP:Iteration 74Q (5335.320000 sec): 3 clusters Score: Raw -894430.835810 + Penalty 871.720754 = -893559.115056 nChanged 8 SP:Iteration 75Q (5335.500000 sec): 3 clusters Score: Raw -894431.143784 + Penalty 871.720754 = -893559.423030 nChanged 9 SP:Iteration 76Q (5335.690000 sec): 3 clusters Score: Raw -894431.351785 + Penalty 871.720754 = -893559.631031 nChanged 11 SP:Iteration 77Q (5335.920000 sec): 3 clusters Score: Raw -894431.698692 + Penalty 871.720754 = -893559.977938 nChanged 7 SP:Iteration 78Q (5336.140000 sec): 3 clusters Score: Raw -894431.939907 + Penalty 871.720754 = -893560.219154 nChanged 8 SP:Iteration 79Q (5336.410000 sec): 3 clusters Score: Raw -894432.468144 + Penalty 871.720754 = -893560.747390 nChanged 6 SP:Iteration 80F (5336.650000 sec): 3 clusters Score: Raw -894432.628413 + Penalty 871.720754 = -893560.907659 nChanged 7 SP:Iteration 81Q (5336.890000 sec): 3 clusters Score: Raw -894432.834253 + Penalty 871.720754 = -893561.113499 nChanged 10 SP:Iteration 82Q (5337.060000 sec): 3 clusters Score: Raw -894433.211826 + Penalty 871.720754 = -893561.491072 nChanged 9 SP:Iteration 83Q (5337.250000 sec): 3 clusters Score: Raw -894433.440069 + Penalty 871.720754 = -893561.719316 nChanged 9 SP:Iteration 84Q (5337.470000 sec): 3 clusters Score: Raw -894433.771814 + Penalty 871.720754 = -893562.051060 nChanged 11 SP:Iteration 85Q (5337.660000 sec): 3 clusters Score: Raw -894434.233768 + Penalty 871.720754 = -893562.513014 nChanged 10 SP:Iteration 86Q (5337.870000 sec): 3 clusters Score: Raw -894434.905536 + Penalty 871.720754 = -893563.184783 nChanged 13 SP:Iteration 87Q (5338.090000 sec): 3 clusters Score: Raw -894435.485818 + Penalty 871.720754 = -893563.765064 nChanged 14 SP:Iteration 88Q (5338.320000 sec): 3 clusters Score: Raw -894435.917883 + Penalty 871.720754 = -893564.197130 nChanged 7 SP:Iteration 89Q (5338.480000 sec): 3 clusters Score: Raw -894436.215301 + Penalty 871.720754 = -893564.494548 nChanged 10 SP:Iteration 90Q (5338.740000 sec): 3 clusters Score: Raw -894436.628380 + Penalty 871.720754 = -893564.907626 nChanged 13 SP:Iteration 91Q (5338.940000 sec): 3 clusters Score: Raw -894437.209054 + Penalty 871.720754 = -893565.488300 nChanged 12 SP:Iteration 92Q (5339.180000 sec): 3 clusters Score: Raw -894437.618372 + Penalty 871.720754 = -893565.897618 nChanged 7 SP:Iteration 93Q (5339.430000 sec): 3 clusters Score: Raw -894437.811795 + Penalty 871.720754 = -893566.091041 nChanged 2 SP:Iteration 94Q (5339.620000 sec): 3 clusters Score: Raw -894437.869072 + Penalty 871.720754 = -893566.148319 nChanged 3 SP:Iteration 95Q (5339.820000 sec): 3 clusters Score: Raw -894437.913099 + Penalty 871.720754 = -893566.192345 nChanged 2 SP:Iteration 96Q (5340.030000 sec): 3 clusters Score: Raw -894437.931613 + Penalty 871.720754 = -893566.210859 nChanged 1 SP:Iteration 97Q (5340.240000 sec): 3 clusters Score: Raw -894437.941420 + Penalty 871.720754 = -893566.220667 nChanged 1 SP:Iteration 98Q (5340.440000 sec): 3 clusters Score: Raw -894437.944102 + Penalty 871.720754 = -893566.223348 nChanged 0 SP:Iteration 99F (5340.660000 sec): 3 clusters Score: Raw -894437.944102 + Penalty 871.720754 = -893566.223348 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.720000 sec): 2 clusters Score: Raw -18473.662227 + Penalty 265.616735 = -18208.045492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5340.920000 sec): 3 clusters Score: Raw -18370.220189 + Penalty 531.233471 = -17838.986718 nChanged 117 SP:Iteration 1F (5341.060000 sec): 3 clusters Score: Raw -18563.471730 + Penalty 531.233471 = -18032.238260 nChanged 35 SP:Iteration 2F (5341.210000 sec): 3 clusters Score: Raw -18639.435259 + Penalty 531.233471 = -18108.201788 nChanged 22 SP:Iteration 3F (5341.360000 sec): 3 clusters Score: Raw -18686.508789 + Penalty 531.233471 = -18155.275319 nChanged 15 SP:Iteration 4Q (5341.500000 sec): 3 clusters Score: Raw -18734.121894 + Penalty 531.233471 = -18202.888423 nChanged 7 SP:Iteration 5Q (5341.680000 sec): 3 clusters Score: Raw -18754.257372 + Penalty 531.233471 = -18223.023902 nChanged 1 SP:Iteration 6Q (5341.810000 sec): 3 clusters Score: Raw -18762.484814 + Penalty 531.233471 = -18231.251343 nChanged 2 SP:Iteration 7Q (5341.960000 sec): 3 clusters Score: Raw -18775.995988 + Penalty 531.233471 = -18244.762517 nChanged 0 SP:Iteration 8F (5342.150000 sec): 3 clusters Score: Raw -18775.995988 + Penalty 531.233471 = -18244.762517 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 58. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.240000 sec): 2 clusters Score: Raw -172987.373070 + Penalty 365.101441 = -172622.271630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.400000 sec): 3 clusters Score: Raw -171252.923380 + Penalty 730.202881 = -170522.720499 nChanged 1350 SP:Iteration 1F (5342.550000 sec): 3 clusters Score: Raw -172202.009651 + Penalty 730.202881 = -171471.806769 nChanged 310 SP:Iteration 2F (5342.760000 sec): 3 clusters Score: Raw -172457.351811 + Penalty 730.202881 = -171727.148930 nChanged 267 SP:Iteration 3F (5342.940000 sec): 3 clusters Score: Raw -172692.548398 + Penalty 730.202881 = -171962.345517 nChanged 179 SP:Iteration 4F (5343.110000 sec): 3 clusters Score: Raw -172838.615561 + Penalty 730.202881 = -172108.412679 nChanged 125 SP:Iteration 5Q (5343.270000 sec): 3 clusters Score: Raw -172928.437436 + Penalty 730.202881 = -172198.234555 nChanged 85 SP:Iteration 6Q (5343.440000 sec): 3 clusters Score: Raw -172987.907289 + Penalty 730.202881 = -172257.704408 nChanged 61 SP:Iteration 7Q (5343.590000 sec): 3 clusters Score: Raw -173025.448850 + Penalty 730.202881 = -172295.245968 nChanged 43 SP:Iteration 8Q (5343.800000 sec): 3 clusters Score: Raw -173055.511757 + Penalty 730.202881 = -172325.308875 nChanged 37 SP:Iteration 9Q (5343.940000 sec): 3 clusters Score: Raw -173079.198889 + Penalty 730.202881 = -172348.996007 nChanged 26 SP:Iteration 10Q (5344.090000 sec): 3 clusters Score: Raw -173095.773813 + Penalty 730.202881 = -172365.570932 nChanged 18 SP:Iteration 11Q (5344.300000 sec): 3 clusters Score: Raw -173108.496678 + Penalty 730.202881 = -172378.293796 nChanged 19 SP:Iteration 12Q (5344.480000 sec): 3 clusters Score: Raw -173114.850936 + Penalty 730.202881 = -172384.648055 nChanged 15 SP:Iteration 13Q (5344.650000 sec): 3 clusters Score: Raw -173122.247537 + Penalty 730.202881 = -172392.044655 nChanged 14 SP:Iteration 14Q (5344.870000 sec): 3 clusters Score: Raw -173128.081944 + Penalty 730.202881 = -172397.879063 nChanged 17 SP:Iteration 15Q (5345.060000 sec): 3 clusters Score: Raw -173134.654840 + Penalty 730.202881 = -172404.451959 nChanged 17 SP:Iteration 16Q (5345.190000 sec): 3 clusters Score: Raw -173143.165832 + Penalty 730.202881 = -172412.962950 nChanged 8 SP:Iteration 17Q (5345.330000 sec): 3 clusters Score: Raw -173145.156398 + Penalty 730.202881 = -172414.953517 nChanged 6 SP:Iteration 18Q (5345.530000 sec): 3 clusters Score: Raw -173147.236208 + Penalty 730.202881 = -172417.033327 nChanged 4 SP:Iteration 19Q (5345.670000 sec): 3 clusters Score: Raw -173148.290455 + Penalty 730.202881 = -172418.087574 nChanged 4 SP:Iteration 20F (5345.830000 sec): 3 clusters Score: Raw -173149.408207 + Penalty 730.202881 = -172419.205326 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159315 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5346.490000 sec): 2 clusters Score: Raw -9449855.682041 + Penalty 545.028059 = -9449310.653982 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5347.110000 sec): 3 clusters Score: Raw -9342895.542537 + Penalty 1090.056117 = -9341805.486420 nChanged 77911 SP:Iteration 1F (5347.790000 sec): 3 clusters Score: Raw -9390611.167225 + Penalty 1090.056117 = -9389521.111107 nChanged 7129 SP:Iteration 2Q (5348.680000 sec): 3 clusters Score: Raw -9393299.902429 + Penalty 1090.056117 = -9392209.846311 nChanged 8671 SP:Iteration 3F (5349.740000 sec): 3 clusters Score: Raw -9397703.212999 + Penalty 1090.056117 = -9396613.156882 nChanged 10745 SP:Iteration 4F (5350.800000 sec): 3 clusters Score: Raw -9405018.308504 + Penalty 1090.056117 = -9403928.252386 nChanged 12167 SP:Iteration 5F (5351.840000 sec): 3 clusters Score: Raw -9415466.864037 + Penalty 1090.056117 = -9414376.807920 nChanged 11209 SP:Iteration 6F (5352.680000 sec): 3 clusters Score: Raw -9426419.754356 + Penalty 1090.056117 = -9425329.698239 nChanged 8438 SP:Iteration 7F (5353.390000 sec): 3 clusters Score: Raw -9434561.971236 + Penalty 1090.056117 = -9433471.915118 nChanged 5493 SP:Iteration 8Q (5354.230000 sec): 3 clusters Score: Raw -9439117.629665 + Penalty 1090.056117 = -9438027.573547 nChanged 3767 SP:Iteration 9Q (5354.980000 sec): 3 clusters Score: Raw -9441803.838434 + Penalty 1090.056117 = -9440713.782316 nChanged 2804 SP:Iteration 10Q (5355.740000 sec): 3 clusters Score: Raw -9443618.884770 + Penalty 1090.056117 = -9442528.828653 nChanged 2266 SP:Iteration 11Q (5356.450000 sec): 3 clusters Score: Raw -9445028.658960 + Penalty 1090.056117 = -9443938.602843 nChanged 1908 SP:Iteration 12Q (5357.110000 sec): 3 clusters Score: Raw -9446203.056160 + Penalty 1090.056117 = -9445113.000042 nChanged 1562 SP:Iteration 13Q (5357.760000 sec): 3 clusters Score: Raw -9447143.627252 + Penalty 1090.056117 = -9446053.571134 nChanged 1289 SP:Iteration 14Q (5358.340000 sec): 3 clusters Score: Raw -9447917.615918 + Penalty 1090.056117 = -9446827.559800 nChanged 990 SP:Iteration 15Q (5358.930000 sec): 3 clusters Score: Raw -9448503.352842 + Penalty 1090.056117 = -9447413.296725 nChanged 787 SP:Iteration 16Q (5359.550000 sec): 3 clusters Score: Raw -9448970.112900 + Penalty 1090.056117 = -9447880.056782 nChanged 546 SP:Iteration 17Q (5360.160000 sec): 3 clusters Score: Raw -9449261.215256 + Penalty 1090.056117 = -9448171.159138 nChanged 396 SP:Iteration 18Q (5360.810000 sec): 3 clusters Score: Raw -9449467.697026 + Penalty 1090.056117 = -9448377.640909 nChanged 276 SP:Iteration 19Q (5361.420000 sec): 3 clusters Score: Raw -9449604.277822 + Penalty 1090.056117 = -9448514.221705 nChanged 177 SP:Iteration 20F (5362.150000 sec): 3 clusters Score: Raw -9449691.556406 + Penalty 1090.056117 = -9448601.500289 nChanged 126 SP:Iteration 21Q (5362.860000 sec): 3 clusters Score: Raw -9449755.978106 + Penalty 1090.056117 = -9448665.921989 nChanged 92 SP:Iteration 22Q (5363.460000 sec): 3 clusters Score: Raw -9449800.975441 + Penalty 1090.056117 = -9448710.919324 nChanged 72 SP:Iteration 23Q (5364.130000 sec): 3 clusters Score: Raw -9449832.212606 + Penalty 1090.056117 = -9448742.156489 nChanged 46 SP:Iteration 24Q (5364.740000 sec): 3 clusters Score: Raw -9449851.467970 + Penalty 1090.056117 = -9448761.411852 nChanged 32 SP:Iteration 25Q (5365.420000 sec): 3 clusters Score: Raw -9449868.545011 + Penalty 1090.056117 = -9448778.488894 nChanged 29 SP:Iteration 26Q (5366.100000 sec): 3 clusters Score: Raw -9449880.453370 + Penalty 1090.056117 = -9448790.397252 nChanged 18 SP:Iteration 27Q (5366.740000 sec): 3 clusters Score: Raw -9449887.448421 + Penalty 1090.056117 = -9448797.392303 nChanged 16 SP:Iteration 28Q (5367.250000 sec): 3 clusters Score: Raw -9449892.887369 + Penalty 1090.056117 = -9448802.831251 nChanged 7 SP:Iteration 29Q (5367.860000 sec): 3 clusters Score: Raw -9449895.250684 + Penalty 1090.056117 = -9448805.194567 nChanged 7 SP:Iteration 30Q (5368.460000 sec): 3 clusters Score: Raw -9449897.660654 + Penalty 1090.056117 = -9448807.604537 nChanged 6 SP:Iteration 31Q (5369.090000 sec): 3 clusters Score: Raw -9449899.872928 + Penalty 1090.056117 = -9448809.816810 nChanged 7 SP:Iteration 32Q (5369.720000 sec): 3 clusters Score: Raw -9449903.684785 + Penalty 1090.056117 = -9448813.628668 nChanged 7 SP:Iteration 33Q (5370.440000 sec): 3 clusters Score: Raw -9449907.596476 + Penalty 1090.056117 = -9448817.540358 nChanged 9 SP:Iteration 34Q (5371.230000 sec): 3 clusters Score: Raw -9449912.040730 + Penalty 1090.056117 = -9448821.984613 nChanged 10 SP:Iteration 35Q (5372.020000 sec): 3 clusters Score: Raw -9449916.621354 + Penalty 1090.056117 = -9448826.565237 nChanged 8 SP:Iteration 36Q (5372.650000 sec): 3 clusters Score: Raw -9449919.633260 + Penalty 1090.056117 = -9448829.577142 nChanged 8 SP:Iteration 37Q (5373.270000 sec): 3 clusters Score: Raw -9449923.058987 + Penalty 1090.056117 = -9448833.002869 nChanged 8 SP:Iteration 38Q (5373.910000 sec): 3 clusters Score: Raw -9449928.026380 + Penalty 1090.056117 = -9448837.970263 nChanged 8 SP:Iteration 39Q (5374.590000 sec): 3 clusters Score: Raw -9449931.857803 + Penalty 1090.056117 = -9448841.801685 nChanged 4 SP:Iteration 40F (5375.280000 sec): 3 clusters Score: Raw -9449933.046375 + Penalty 1090.056117 = -9448842.990257 nChanged 4 SP:Iteration 41Q (5375.930000 sec): 3 clusters Score: Raw -9449935.285334 + Penalty 1090.056117 = -9448845.229217 nChanged 1 SP:Iteration 42Q (5376.570000 sec): 3 clusters Score: Raw -9449935.542949 + Penalty 1090.056117 = -9448845.486831 nChanged 0 SP:Iteration 43F (5377.220000 sec): 3 clusters Score: Raw -9449935.542949 + Penalty 1090.056117 = -9448845.486831 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5377.350000 sec): 2 clusters Score: Raw -46590.928878 + Penalty 303.978888 = -46286.949990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5377.550000 sec): 3 clusters Score: Raw -46216.734119 + Penalty 607.957776 = -45608.776343 nChanged 311 SP:Iteration 1F (5377.750000 sec): 3 clusters Score: Raw -46388.352178 + Penalty 607.957776 = -45780.394403 nChanged 57 SP:Iteration 2F (5377.930000 sec): 3 clusters Score: Raw -46427.316473 + Penalty 607.957776 = -45819.358698 nChanged 52 SP:Iteration 3F (5378.100000 sec): 3 clusters Score: Raw -46455.502185 + Penalty 607.957776 = -45847.544409 nChanged 41 SP:Iteration 4F (5378.320000 sec): 3 clusters Score: Raw -46483.313897 + Penalty 607.957776 = -45875.356121 nChanged 44 SP:Iteration 5F (5378.510000 sec): 3 clusters Score: Raw -46521.408422 + Penalty 607.957776 = -45913.450646 nChanged 39 SP:Iteration 6Q (5378.670000 sec): 3 clusters Score: Raw -46560.518062 + Penalty 607.957776 = -45952.560286 nChanged 31 SP:Iteration 7Q (5378.830000 sec): 3 clusters Score: Raw -46585.950926 + Penalty 607.957776 = -45977.993150 nChanged 25 SP:Iteration 8Q (5379.030000 sec): 3 clusters Score: Raw -46599.939727 + Penalty 607.957776 = -45991.981951 nChanged 16 SP:Iteration 9Q (5379.220000 sec): 3 clusters Score: Raw -46610.065485 + Penalty 607.957776 = -46002.107709 nChanged 14 SP:Iteration 10Q (5379.410000 sec): 3 clusters Score: Raw -46616.986881 + Penalty 607.957776 = -46009.029106 nChanged 13 SP:Iteration 11Q (5379.640000 sec): 3 clusters Score: Raw -46623.663774 + Penalty 607.957776 = -46015.705998 nChanged 8 SP:Iteration 12Q (5379.810000 sec): 3 clusters Score: Raw -46629.830228 + Penalty 607.957776 = -46021.872452 nChanged 8 SP:Iteration 13Q (5380.050000 sec): 3 clusters Score: Raw -46635.077455 + Penalty 607.957776 = -46027.119679 nChanged 2 SP:Iteration 14Q (5380.200000 sec): 3 clusters Score: Raw -46635.498980 + Penalty 607.957776 = -46027.541204 nChanged 3 SP:Iteration 15Q (5380.420000 sec): 3 clusters Score: Raw -46636.553000 + Penalty 607.957776 = -46028.595224 nChanged 2 SP:Iteration 16Q (5380.660000 sec): 3 clusters Score: Raw -46638.550198 + Penalty 607.957776 = -46030.592422 nChanged 3 SP:Iteration 17Q (5380.810000 sec): 3 clusters Score: Raw -46640.115761 + Penalty 607.957776 = -46032.157985 nChanged 4 SP:Iteration 18Q (5381.000000 sec): 3 clusters Score: Raw -46643.021109 + Penalty 607.957776 = -46035.063333 nChanged 4 SP:Iteration 19Q (5381.280000 sec): 3 clusters Score: Raw -46645.246997 + Penalty 607.957776 = -46037.289221 nChanged 4 SP:Iteration 20F (5381.460000 sec): 3 clusters Score: Raw -46647.326140 + Penalty 607.957776 = -46039.368365 nChanged 2 SP:Iteration 21Q (5381.640000 sec): 3 clusters Score: Raw -46648.044687 + Penalty 607.957776 = -46040.086911 nChanged 2 SP:Iteration 22Q (5381.860000 sec): 3 clusters Score: Raw -46648.908028 + Penalty 607.957776 = -46040.950253 nChanged 0 SP:Iteration 23F (5382.050000 sec): 3 clusters Score: Raw -46648.908028 + Penalty 607.957776 = -46040.950253 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5382.160000 sec): 2 clusters Score: Raw -10666.570697 + Penalty 239.921480 = -10426.649217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5382.350000 sec): 3 clusters Score: Raw -10611.886691 + Penalty 479.842960 = -10132.043731 nChanged 48 SP:Iteration 1F (5382.590000 sec): 3 clusters Score: Raw -10674.097997 + Penalty 479.842960 = -10194.255037 nChanged 11 SP:Iteration 2F (5382.800000 sec): 3 clusters Score: Raw -10695.355540 + Penalty 479.842960 = -10215.512580 nChanged 8 SP:Iteration 3Q (5383.000000 sec): 3 clusters Score: Raw -10712.556932 + Penalty 479.842960 = -10232.713972 nChanged 6 SP:Iteration 4Q (5383.190000 sec): 3 clusters Score: Raw -10721.896831 + Penalty 479.842960 = -10242.053871 nChanged 4 SP:Iteration 5Q (5383.480000 sec): 3 clusters Score: Raw -10733.699069 + Penalty 479.842960 = -10253.856109 nChanged 9 SP:Iteration 6Q (5383.690000 sec): 3 clusters Score: Raw -10776.402609 + Penalty 479.842960 = -10296.559649 nChanged 8 SP:Iteration 7Q (5383.890000 sec): 3 clusters Score: Raw -10792.314719 + Penalty 479.842960 = -10312.471759 nChanged 4 SP:Iteration 8Q (5384.120000 sec): 3 clusters Score: Raw -10802.370330 + Penalty 479.842960 = -10322.527370 nChanged 3 SP:Iteration 9Q (5384.370000 sec): 3 clusters Score: Raw -10814.129984 + Penalty 479.842960 = -10334.287024 nChanged 3 SP:Iteration 10Q (5384.610000 sec): 3 clusters Score: Raw -10819.517033 + Penalty 479.842960 = -10339.674073 nChanged 2 SP:Iteration 11Q (5384.910000 sec): 3 clusters Score: Raw -10820.256166 + Penalty 479.842960 = -10340.413207 nChanged 0 SP:Iteration 12F (5385.110000 sec): 3 clusters Score: Raw -10820.256166 + Penalty 479.842960 = -10340.413207 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5385.170000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5385.410000 sec): 3 clusters Score: Raw -7338.029238 + Penalty 445.703422 = -6892.325816 nChanged 34 SP:Iteration 1F (5385.580000 sec): 3 clusters Score: Raw -7393.797444 + Penalty 445.703422 = -6948.094022 nChanged 10 SP:Iteration 2F (5385.740000 sec): 3 clusters Score: Raw -7417.394113 + Penalty 445.703422 = -6971.690691 nChanged 5 SP:Iteration 3Q (5385.990000 sec): 3 clusters Score: Raw -7428.301530 + Penalty 445.703422 = -6982.598108 nChanged 2 SP:Iteration 4Q (5386.140000 sec): 3 clusters Score: Raw -7430.243492 + Penalty 445.703422 = -6984.540070 nChanged 1 SP:Iteration 5Q (5386.350000 sec): 3 clusters Score: Raw -7431.322319 + Penalty 445.703422 = -6985.618897 nChanged 0 SP:Iteration 6F (5386.560000 sec): 3 clusters Score: Raw -7431.322319 + Penalty 445.703422 = -6985.618897 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5386.670000 sec): 2 clusters Score: Raw -64258.212345 + Penalty 321.173496 = -63937.038849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5386.870000 sec): 3 clusters Score: Raw -63674.271820 + Penalty 642.346992 = -63031.924828 nChanged 472 SP:Iteration 1F (5387.060000 sec): 3 clusters Score: Raw -64004.060463 + Penalty 642.346992 = -63361.713471 nChanged 118 SP:Iteration 2F (5387.270000 sec): 3 clusters Score: Raw -64132.767788 + Penalty 642.346992 = -63490.420796 nChanged 126 SP:Iteration 3F (5387.440000 sec): 3 clusters Score: Raw -64249.109622 + Penalty 642.346992 = -63606.762630 nChanged 90 SP:Iteration 4F (5387.610000 sec): 3 clusters Score: Raw -64321.761695 + Penalty 642.346992 = -63679.414704 nChanged 58 SP:Iteration 5Q (5387.880000 sec): 3 clusters Score: Raw -64370.345221 + Penalty 642.346992 = -63727.998229 nChanged 44 SP:Iteration 6Q (5388.110000 sec): 3 clusters Score: Raw -64413.124622 + Penalty 642.346992 = -63770.777630 nChanged 40 SP:Iteration 7Q (5388.290000 sec): 3 clusters Score: Raw -64445.090318 + Penalty 642.346992 = -63802.743326 nChanged 34 SP:Iteration 8Q (5388.470000 sec): 3 clusters Score: Raw -64466.305009 + Penalty 642.346992 = -63823.958017 nChanged 22 SP:Iteration 9Q (5388.720000 sec): 3 clusters Score: Raw -64474.128068 + Penalty 642.346992 = -63831.781076 nChanged 13 SP:Iteration 10Q (5388.920000 sec): 3 clusters Score: Raw -64479.157838 + Penalty 642.346992 = -63836.810846 nChanged 7 SP:Iteration 11Q (5389.150000 sec): 3 clusters Score: Raw -64482.370644 + Penalty 642.346992 = -63840.023652 nChanged 4 SP:Iteration 12Q (5389.330000 sec): 3 clusters Score: Raw -64484.991386 + Penalty 642.346992 = -63842.644395 nChanged 5 SP:Iteration 13Q (5389.510000 sec): 3 clusters Score: Raw -64487.617600 + Penalty 642.346992 = -63845.270608 nChanged 2 SP:Iteration 14Q (5389.700000 sec): 3 clusters Score: Raw -64488.163877 + Penalty 642.346992 = -63845.816885 nChanged 0 SP:Iteration 15F (5389.920000 sec): 3 clusters Score: Raw -64488.163877 + Penalty 642.346992 = -63845.816885 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5390.050000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5390.240000 sec): 3 clusters Score: Raw -16139.141471 + Penalty 515.644829 = -15623.496642 nChanged 84 SP:Iteration 1F (5390.400000 sec): 3 clusters Score: Raw -16236.338806 + Penalty 515.644829 = -15720.693977 nChanged 22 SP:Iteration 2F (5390.570000 sec): 3 clusters Score: Raw -16259.038628 + Penalty 515.644829 = -15743.393800 nChanged 9 SP:Iteration 3Q (5390.780000 sec): 3 clusters Score: Raw -16266.170919 + Penalty 515.644829 = -15750.526091 nChanged 2 SP:Iteration 4Q (5390.940000 sec): 3 clusters Score: Raw -16269.183059 + Penalty 515.644829 = -15753.538230 nChanged 3 SP:Iteration 5Q (5391.150000 sec): 3 clusters Score: Raw -16273.688465 + Penalty 515.644829 = -15758.043636 nChanged 2 SP:Iteration 6Q (5391.330000 sec): 3 clusters Score: Raw -16275.658390 + Penalty 515.644829 = -15760.013561 nChanged 1 SP:Iteration 7Q (5391.510000 sec): 3 clusters Score: Raw -16277.830414 + Penalty 515.644829 = -15762.185586 nChanged 1 SP:Iteration 8Q (5391.690000 sec): 3 clusters Score: Raw -16287.409787 + Penalty 515.644829 = -15771.764959 nChanged 1 SP:Iteration 9Q (5391.860000 sec): 3 clusters Score: Raw -16289.451705 + Penalty 515.644829 = -15773.806876 nChanged 0 SP:Iteration 10F (5392.080000 sec): 3 clusters Score: Raw -16289.451705 + Penalty 515.644829 = -15773.806876 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5392.220000 sec): 2 clusters Score: Raw -873011.779898 + Penalty 434.665079 = -872577.114820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5392.380000 sec): 3 clusters Score: Raw -864172.741019 + Penalty 869.330157 = -863303.410861 nChanged 6553 SP:Iteration 1F (5392.580000 sec): 3 clusters Score: Raw -868291.751594 + Penalty 869.330157 = -867422.421436 nChanged 905 SP:Iteration 2F (5392.760000 sec): 3 clusters Score: Raw -868739.506470 + Penalty 869.330157 = -867870.176312 nChanged 967 SP:Iteration 3F (5392.980000 sec): 3 clusters Score: Raw -869282.238928 + Penalty 869.330157 = -868412.908771 nChanged 937 SP:Iteration 4F (5393.210000 sec): 3 clusters Score: Raw -869918.097948 + Penalty 869.330157 = -869048.767791 nChanged 1026 SP:Iteration 5F (5393.390000 sec): 3 clusters Score: Raw -870755.062721 + Penalty 869.330157 = -869885.732563 nChanged 943 SP:Iteration 6F (5393.580000 sec): 3 clusters Score: Raw -871584.001206 + Penalty 869.330157 = -870714.671049 nChanged 714 SP:Iteration 7F (5393.800000 sec): 3 clusters Score: Raw -872189.940828 + Penalty 869.330157 = -871320.610671 nChanged 439 SP:Iteration 8Q (5394.000000 sec): 3 clusters Score: Raw -872533.257390 + Penalty 869.330157 = -871663.927232 nChanged 246 SP:Iteration 9Q (5394.200000 sec): 3 clusters Score: Raw -872721.758061 + Penalty 869.330157 = -871852.427904 nChanged 165 SP:Iteration 10Q (5394.410000 sec): 3 clusters Score: Raw -872849.219491 + Penalty 869.330157 = -871979.889334 nChanged 103 SP:Iteration 11Q (5394.650000 sec): 3 clusters Score: Raw -872940.111395 + Penalty 869.330157 = -872070.781238 nChanged 52 SP:Iteration 12Q (5394.840000 sec): 3 clusters Score: Raw -872990.084965 + Penalty 869.330157 = -872120.754808 nChanged 27 SP:Iteration 13Q (5395.030000 sec): 3 clusters Score: Raw -873021.203395 + Penalty 869.330157 = -872151.873238 nChanged 17 SP:Iteration 14Q (5395.200000 sec): 3 clusters Score: Raw -873046.178459 + Penalty 869.330157 = -872176.848302 nChanged 1 SP:Iteration 15Q (5395.380000 sec): 3 clusters Score: Raw -873047.989125 + Penalty 869.330157 = -872178.658968 nChanged 1 SP:Iteration 16Q (5395.560000 sec): 3 clusters Score: Raw -873050.279298 + Penalty 869.330157 = -872180.949141 nChanged 2 SP:Iteration 17Q (5395.780000 sec): 3 clusters Score: Raw -873052.468864 + Penalty 869.330157 = -872183.138707 nChanged 2 SP:Iteration 18Q (5395.970000 sec): 3 clusters Score: Raw -873055.480318 + Penalty 869.330157 = -872186.150161 nChanged 0 SP:Iteration 19F (5396.160000 sec): 3 clusters Score: Raw -873055.480318 + Penalty 869.330157 = -872186.150161 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5396.280000 sec): 2 clusters Score: Raw -845744.020105 + Penalty 436.537979 = -845307.482126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5396.450000 sec): 3 clusters Score: Raw -836470.236266 + Penalty 873.075958 = -835597.160307 nChanged 6837 SP:Iteration 1F (5396.650000 sec): 3 clusters Score: Raw -840688.523066 + Penalty 873.075958 = -839815.447107 nChanged 1003 SP:Iteration 2F (5396.870000 sec): 3 clusters Score: Raw -841366.867890 + Penalty 873.075958 = -840493.791931 nChanged 1119 SP:Iteration 3F (5397.060000 sec): 3 clusters Score: Raw -842207.172086 + Penalty 873.075958 = -841334.096127 nChanged 1125 SP:Iteration 4F (5397.260000 sec): 3 clusters Score: Raw -843107.250991 + Penalty 873.075958 = -842234.175033 nChanged 972 SP:Iteration 5F (5397.440000 sec): 3 clusters Score: Raw -843961.042865 + Penalty 873.075958 = -843087.966907 nChanged 766 SP:Iteration 6F (5397.660000 sec): 3 clusters Score: Raw -844728.171834 + Penalty 873.075958 = -843855.095876 nChanged 521 SP:Iteration 7Q (5397.840000 sec): 3 clusters Score: Raw -845143.887743 + Penalty 873.075958 = -844270.811785 nChanged 366 SP:Iteration 8Q (5398.020000 sec): 3 clusters Score: Raw -845343.053347 + Penalty 873.075958 = -844469.977388 nChanged 290 SP:Iteration 9Q (5398.220000 sec): 3 clusters Score: Raw -845495.232239 + Penalty 873.075958 = -844622.156280 nChanged 265 SP:Iteration 10Q (5398.410000 sec): 3 clusters Score: Raw -845626.851821 + Penalty 873.075958 = -844753.775863 nChanged 206 SP:Iteration 11Q (5398.630000 sec): 3 clusters Score: Raw -845712.036416 + Penalty 873.075958 = -844838.960458 nChanged 171 SP:Iteration 12Q (5398.790000 sec): 3 clusters Score: Raw -845779.952804 + Penalty 873.075958 = -844906.876846 nChanged 151 SP:Iteration 13Q (5399.000000 sec): 3 clusters Score: Raw -845828.958004 + Penalty 873.075958 = -844955.882045 nChanged 110 SP:Iteration 14Q (5399.200000 sec): 3 clusters Score: Raw -845855.312481 + Penalty 873.075958 = -844982.236523 nChanged 81 SP:Iteration 15Q (5399.410000 sec): 3 clusters Score: Raw -845872.648373 + Penalty 873.075958 = -844999.572415 nChanged 72 SP:Iteration 16Q (5399.650000 sec): 3 clusters Score: Raw -845887.585087 + Penalty 873.075958 = -845014.509129 nChanged 73 SP:Iteration 17Q (5399.900000 sec): 3 clusters Score: Raw -845903.118889 + Penalty 873.075958 = -845030.042931 nChanged 62 SP:Iteration 18Q (5400.090000 sec): 3 clusters Score: Raw -845916.193790 + Penalty 873.075958 = -845043.117832 nChanged 62 SP:Iteration 19Q (5400.300000 sec): 3 clusters Score: Raw -845930.933058 + Penalty 873.075958 = -845057.857100 nChanged 57 SP:Iteration 20F (5400.500000 sec): 3 clusters Score: Raw -845945.268173 + Penalty 873.075958 = -845072.192215 nChanged 48 SP:Iteration 21Q (5400.720000 sec): 3 clusters Score: Raw -845957.952574 + Penalty 873.075958 = -845084.876616 nChanged 44 SP:Iteration 22Q (5400.940000 sec): 3 clusters Score: Raw -845968.731076 + Penalty 873.075958 = -845095.655117 nChanged 40 SP:Iteration 23Q (5401.100000 sec): 3 clusters Score: Raw -845978.178134 + Penalty 873.075958 = -845105.102175 nChanged 40 SP:Iteration 24Q (5401.330000 sec): 3 clusters Score: Raw -845987.996393 + Penalty 873.075958 = -845114.920434 nChanged 35 SP:Iteration 25Q (5401.530000 sec): 3 clusters Score: Raw -845997.050916 + Penalty 873.075958 = -845123.974958 nChanged 21 SP:Iteration 26Q (5401.740000 sec): 3 clusters Score: Raw -846003.054858 + Penalty 873.075958 = -845129.978899 nChanged 25 SP:Iteration 27Q (5401.960000 sec): 3 clusters Score: Raw -846010.198074 + Penalty 873.075958 = -845137.122115 nChanged 23 SP:Iteration 28Q (5402.180000 sec): 3 clusters Score: Raw -846017.918123 + Penalty 873.075958 = -845144.842164 nChanged 20 SP:Iteration 29Q (5402.360000 sec): 3 clusters Score: Raw -846022.850476 + Penalty 873.075958 = -845149.774518 nChanged 19 SP:Iteration 30Q (5402.570000 sec): 3 clusters Score: Raw -846025.696232 + Penalty 873.075958 = -845152.620274 nChanged 17 SP:Iteration 31Q (5402.780000 sec): 3 clusters Score: Raw -846028.759199 + Penalty 873.075958 = -845155.683241 nChanged 21 SP:Iteration 32Q (5403.020000 sec): 3 clusters Score: Raw -846032.818072 + Penalty 873.075958 = -845159.742113 nChanged 17 SP:Iteration 33Q (5403.180000 sec): 3 clusters Score: Raw -846035.646822 + Penalty 873.075958 = -845162.570864 nChanged 16 SP:Iteration 34Q (5403.380000 sec): 3 clusters Score: Raw -846037.895997 + Penalty 873.075958 = -845164.820039 nChanged 14 SP:Iteration 35Q (5403.620000 sec): 3 clusters Score: Raw -846039.677497 + Penalty 873.075958 = -845166.601539 nChanged 8 SP:Iteration 36Q (5403.820000 sec): 3 clusters Score: Raw -846040.710602 + Penalty 873.075958 = -845167.634644 nChanged 7 SP:Iteration 37Q (5404.010000 sec): 3 clusters Score: Raw -846041.244303 + Penalty 873.075958 = -845168.168344 nChanged 5 SP:Iteration 38Q (5404.170000 sec): 3 clusters Score: Raw -846041.556787 + Penalty 873.075958 = -845168.480829 nChanged 0 SP:Iteration 39F (5404.380000 sec): 3 clusters Score: Raw -846041.556787 + Penalty 873.075958 = -845168.480829 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5404.500000 sec): 2 clusters Score: Raw -28135.934419 + Penalty 283.307418 = -27852.627001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5404.750000 sec): 3 clusters Score: Raw -27940.117709 + Penalty 566.614837 = -27373.502872 nChanged 164 SP:Iteration 1F (5404.940000 sec): 3 clusters Score: Raw -28064.788146 + Penalty 566.614837 = -27498.173309 nChanged 31 SP:Iteration 2F (5405.190000 sec): 3 clusters Score: Raw -28087.566146 + Penalty 566.614837 = -27520.951309 nChanged 15 SP:Iteration 3Q (5405.370000 sec): 3 clusters Score: Raw -28104.090571 + Penalty 566.614837 = -27537.475734 nChanged 13 SP:Iteration 4Q (5405.590000 sec): 3 clusters Score: Raw -28114.060551 + Penalty 566.614837 = -27547.445714 nChanged 10 SP:Iteration 5Q (5405.750000 sec): 3 clusters Score: Raw -28122.010505 + Penalty 566.614837 = -27555.395668 nChanged 9 SP:Iteration 6Q (5405.940000 sec): 3 clusters Score: Raw -28128.309860 + Penalty 566.614837 = -27561.695023 nChanged 3 SP:Iteration 7Q (5406.140000 sec): 3 clusters Score: Raw -28129.376936 + Penalty 566.614837 = -27562.762099 nChanged 2 SP:Iteration 8Q (5406.320000 sec): 3 clusters Score: Raw -28129.921034 + Penalty 566.614837 = -27563.306197 nChanged 3 SP:Iteration 9Q (5406.510000 sec): 3 clusters Score: Raw -28131.413262 + Penalty 566.614837 = -27564.798425 nChanged 4 SP:Iteration 10Q (5406.680000 sec): 3 clusters Score: Raw -28135.370076 + Penalty 566.614837 = -27568.755239 nChanged 4 SP:Iteration 11Q (5406.900000 sec): 3 clusters Score: Raw -28141.317242 + Penalty 566.614837 = -27574.702406 nChanged 3 SP:Iteration 12Q (5407.050000 sec): 3 clusters Score: Raw -28143.637427 + Penalty 566.614837 = -27577.022590 nChanged 2 SP:Iteration 13Q (5407.240000 sec): 3 clusters Score: Raw -28147.082311 + Penalty 566.614837 = -27580.467474 nChanged 3 SP:Iteration 14Q (5407.430000 sec): 3 clusters Score: Raw -28148.571975 + Penalty 566.614837 = -27581.957138 nChanged 3 SP:Iteration 15Q (5407.580000 sec): 3 clusters Score: Raw -28150.055173 + Penalty 566.614837 = -27583.440336 nChanged 4 SP:Iteration 16Q (5407.780000 sec): 3 clusters Score: Raw -28153.101717 + Penalty 566.614837 = -27586.486880 nChanged 6 SP:Iteration 17Q (5407.970000 sec): 3 clusters Score: Raw -28157.916550 + Penalty 566.614837 = -27591.301713 nChanged 2 SP:Iteration 18Q (5408.150000 sec): 3 clusters Score: Raw -28158.654718 + Penalty 566.614837 = -27592.039881 nChanged 2 SP:Iteration 19Q (5408.320000 sec): 3 clusters Score: Raw -28159.448214 + Penalty 566.614837 = -27592.833377 nChanged 2 SP:Iteration 20F (5408.520000 sec): 3 clusters Score: Raw -28160.229219 + Penalty 566.614837 = -27593.614382 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5408.610000 sec): 2 clusters Score: Raw -7351.432290 + Penalty 218.208470 = -7133.223820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5408.820000 sec): 3 clusters Score: Raw -7349.379867 + Penalty 436.416940 = -6912.962928 nChanged 26 SP:Iteration 1F (5408.980000 sec): 3 clusters Score: Raw -7392.721853 + Penalty 436.416940 = -6956.304913 nChanged 1 SP:Iteration 2Q (5409.150000 sec): 3 clusters Score: Raw -7393.620388 + Penalty 436.416940 = -6957.203448 nChanged 0 SP:Iteration 3F (5409.340000 sec): 3 clusters Score: Raw -7393.620388 + Penalty 436.416940 = -6957.203448 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5409.420000 sec): 2 clusters Score: Raw -14786.181066 + Penalty 267.564251 = -14518.616815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5409.600000 sec): 3 clusters Score: Raw -14704.771557 + Penalty 535.128502 = -14169.643055 nChanged 111 SP:Iteration 1F (5409.790000 sec): 3 clusters Score: Raw -14894.942480 + Penalty 535.128502 = -14359.813978 nChanged 39 SP:Iteration 2F (5409.950000 sec): 3 clusters Score: Raw -14967.669453 + Penalty 535.128502 = -14432.540952 nChanged 20 SP:Iteration 3F (5410.170000 sec): 3 clusters Score: Raw -15013.488965 + Penalty 535.128502 = -14478.360464 nChanged 16 SP:Iteration 4Q (5410.350000 sec): 3 clusters Score: Raw -15045.853880 + Penalty 535.128502 = -14510.725378 nChanged 9 SP:Iteration 5Q (5410.500000 sec): 3 clusters Score: Raw -15064.385257 + Penalty 535.128502 = -14529.256755 nChanged 8 SP:Iteration 6Q (5410.670000 sec): 3 clusters Score: Raw -15080.588070 + Penalty 535.128502 = -14545.459568 nChanged 3 SP:Iteration 7Q (5410.860000 sec): 3 clusters Score: Raw -15084.178168 + Penalty 535.128502 = -14549.049666 nChanged 4 SP:Iteration 8Q (5411.040000 sec): 3 clusters Score: Raw -15088.247011 + Penalty 535.128502 = -14553.118510 nChanged 0 SP:Iteration 9F (5411.250000 sec): 3 clusters Score: Raw -15088.247011 + Penalty 535.128502 = -14553.118510 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 61. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5411.360000 sec): 2 clusters Score: Raw -17464.991780 + Penalty 260.274186 = -17204.717594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5411.500000 sec): 3 clusters Score: Raw -17365.262296 + Penalty 520.548372 = -16844.713924 nChanged 90 SP:Iteration 1F (5411.720000 sec): 3 clusters Score: Raw -17457.372292 + Penalty 520.548372 = -16936.823920 nChanged 20 SP:Iteration 2F (5411.880000 sec): 3 clusters Score: Raw -17478.127774 + Penalty 520.548372 = -16957.579402 nChanged 14 SP:Iteration 3Q (5412.050000 sec): 3 clusters Score: Raw -17498.641681 + Penalty 520.548372 = -16978.093309 nChanged 10 SP:Iteration 4Q (5412.260000 sec): 3 clusters Score: Raw -17507.939382 + Penalty 520.548372 = -16987.391010 nChanged 9 SP:Iteration 5Q (5412.450000 sec): 3 clusters Score: Raw -17514.236268 + Penalty 520.548372 = -16993.687897 nChanged 6 SP:Iteration 6Q (5412.650000 sec): 3 clusters Score: Raw -17523.077726 + Penalty 520.548372 = -17002.529355 nChanged 6 SP:Iteration 7Q (5412.800000 sec): 3 clusters Score: Raw -17529.582323 + Penalty 520.548372 = -17009.033951 nChanged 4 SP:Iteration 8Q (5412.980000 sec): 3 clusters Score: Raw -17532.090990 + Penalty 520.548372 = -17011.542619 nChanged 5 SP:Iteration 9Q (5413.140000 sec): 3 clusters Score: Raw -17536.637891 + Penalty 520.548372 = -17016.089519 nChanged 6 SP:Iteration 10Q (5413.380000 sec): 3 clusters Score: Raw -17542.381653 + Penalty 520.548372 = -17021.833281 nChanged 4 SP:Iteration 11Q (5413.580000 sec): 3 clusters Score: Raw -17546.146741 + Penalty 520.548372 = -17025.598370 nChanged 5 SP:Iteration 12Q (5413.770000 sec): 3 clusters Score: Raw -17559.519222 + Penalty 520.548372 = -17038.970851 nChanged 7 SP:Iteration 13Q (5413.920000 sec): 3 clusters Score: Raw -17571.775357 + Penalty 520.548372 = -17051.226986 nChanged 6 SP:Iteration 14Q (5414.090000 sec): 3 clusters Score: Raw -17580.483557 + Penalty 520.548372 = -17059.935185 nChanged 8 SP:Iteration 15Q (5414.280000 sec): 3 clusters Score: Raw -17591.265272 + Penalty 520.548372 = -17070.716900 nChanged 3 SP:Iteration 16Q (5414.430000 sec): 3 clusters Score: Raw -17594.988314 + Penalty 520.548372 = -17074.439942 nChanged 3 SP:Iteration 17Q (5414.640000 sec): 3 clusters Score: Raw -17597.148093 + Penalty 520.548372 = -17076.599722 nChanged 2 SP:Iteration 18Q (5414.830000 sec): 3 clusters Score: Raw -17598.381396 + Penalty 520.548372 = -17077.833024 nChanged 0 SP:Iteration 19F (5414.980000 sec): 3 clusters Score: Raw -17598.381396 + Penalty 520.548372 = -17077.833024 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5415.090000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5415.290000 sec): 3 clusters Score: Raw -198890.383520 + Penalty 733.652700 = -198156.730820 nChanged 1372 SP:Iteration 1F (5415.500000 sec): 3 clusters Score: Raw -199678.367060 + Penalty 733.652700 = -198944.714360 nChanged 175 SP:Iteration 2F (5415.670000 sec): 3 clusters Score: Raw -199765.604503 + Penalty 733.652700 = -199031.951803 nChanged 146 SP:Iteration 3Q (5415.820000 sec): 3 clusters Score: Raw -199851.649417 + Penalty 733.652700 = -199117.996717 nChanged 158 SP:Iteration 4Q (5415.980000 sec): 3 clusters Score: Raw -199958.832083 + Penalty 733.652700 = -199225.179383 nChanged 155 SP:Iteration 5Q (5416.130000 sec): 3 clusters Score: Raw -200086.033768 + Penalty 733.652700 = -199352.381068 nChanged 150 SP:Iteration 6Q (5416.280000 sec): 3 clusters Score: Raw -200214.814583 + Penalty 733.652700 = -199481.161883 nChanged 136 SP:Iteration 7Q (5416.480000 sec): 3 clusters Score: Raw -200305.811774 + Penalty 733.652700 = -199572.159074 nChanged 96 SP:Iteration 8Q (5416.690000 sec): 3 clusters Score: Raw -200354.396853 + Penalty 733.652700 = -199620.744153 nChanged 74 SP:Iteration 9Q (5416.860000 sec): 3 clusters Score: Raw -200389.260870 + Penalty 733.652700 = -199655.608170 nChanged 53 SP:Iteration 10Q (5417.030000 sec): 3 clusters Score: Raw -200412.269244 + Penalty 733.652700 = -199678.616544 nChanged 51 SP:Iteration 11Q (5417.180000 sec): 3 clusters Score: Raw -200437.018708 + Penalty 733.652700 = -199703.366008 nChanged 52 SP:Iteration 12Q (5417.370000 sec): 3 clusters Score: Raw -200465.022863 + Penalty 733.652700 = -199731.370163 nChanged 45 SP:Iteration 13Q (5417.550000 sec): 3 clusters Score: Raw -200485.657868 + Penalty 733.652700 = -199752.005168 nChanged 39 SP:Iteration 14Q (5417.700000 sec): 3 clusters Score: Raw -200504.666713 + Penalty 733.652700 = -199771.014013 nChanged 35 SP:Iteration 15Q (5417.910000 sec): 3 clusters Score: Raw -200517.653591 + Penalty 733.652700 = -199784.000891 nChanged 35 SP:Iteration 16Q (5418.090000 sec): 3 clusters Score: Raw -200531.415636 + Penalty 733.652700 = -199797.762936 nChanged 28 SP:Iteration 17Q (5418.260000 sec): 3 clusters Score: Raw -200541.195598 + Penalty 733.652700 = -199807.542898 nChanged 26 SP:Iteration 18Q (5418.430000 sec): 3 clusters Score: Raw -200547.521299 + Penalty 733.652700 = -199813.868599 nChanged 17 SP:Iteration 19Q (5418.590000 sec): 3 clusters Score: Raw -200552.510668 + Penalty 733.652700 = -199818.857968 nChanged 12 SP:Iteration 20F (5418.780000 sec): 3 clusters Score: Raw -200555.835024 + Penalty 733.652700 = -199822.182324 nChanged 12 SP:Iteration 21Q (5418.990000 sec): 3 clusters Score: Raw -200559.350274 + Penalty 733.652700 = -199825.697574 nChanged 12 SP:Iteration 22Q (5419.130000 sec): 3 clusters Score: Raw -200563.102324 + Penalty 733.652700 = -199829.449624 nChanged 14 SP:Iteration 23Q (5419.290000 sec): 3 clusters Score: Raw -200567.405469 + Penalty 733.652700 = -199833.752769 nChanged 11 SP:Iteration 24Q (5419.480000 sec): 3 clusters Score: Raw -200570.807590 + Penalty 733.652700 = -199837.154890 nChanged 14 SP:Iteration 25Q (5419.660000 sec): 3 clusters Score: Raw -200574.190614 + Penalty 733.652700 = -199840.537914 nChanged 12 SP:Iteration 26Q (5419.820000 sec): 3 clusters Score: Raw -200576.733646 + Penalty 733.652700 = -199843.080946 nChanged 7 SP:Iteration 27Q (5420.030000 sec): 3 clusters Score: Raw -200579.094966 + Penalty 733.652700 = -199845.442266 nChanged 12 SP:Iteration 28Q (5420.190000 sec): 3 clusters Score: Raw -200585.470309 + Penalty 733.652700 = -199851.817609 nChanged 10 SP:Iteration 29Q (5420.350000 sec): 3 clusters Score: Raw -200589.465094 + Penalty 733.652700 = -199855.812394 nChanged 9 SP:Iteration 30Q (5420.580000 sec): 3 clusters Score: Raw -200592.006700 + Penalty 733.652700 = -199858.354000 nChanged 4 SP:Iteration 31Q (5420.760000 sec): 3 clusters Score: Raw -200593.674728 + Penalty 733.652700 = -199860.022028 nChanged 6 SP:Iteration 32Q (5420.930000 sec): 3 clusters Score: Raw -200594.536511 + Penalty 733.652700 = -199860.883811 nChanged 4 SP:Iteration 33Q (5421.120000 sec): 3 clusters Score: Raw -200594.950437 + Penalty 733.652700 = -199861.297737 nChanged 3 SP:Iteration 34Q (5421.310000 sec): 3 clusters Score: Raw -200595.494239 + Penalty 733.652700 = -199861.841539 nChanged 5 SP:Iteration 35Q (5421.500000 sec): 3 clusters Score: Raw -200597.541212 + Penalty 733.652700 = -199863.888512 nChanged 10 SP:Iteration 36Q (5421.690000 sec): 3 clusters Score: Raw -200600.371708 + Penalty 733.652700 = -199866.719008 nChanged 5 SP:Iteration 37Q (5421.900000 sec): 3 clusters Score: Raw -200601.348161 + Penalty 733.652700 = -199867.695461 nChanged 3 SP:Iteration 38Q (5422.050000 sec): 3 clusters Score: Raw -200603.013283 + Penalty 733.652700 = -199869.360583 nChanged 6 SP:Iteration 39Q (5422.240000 sec): 3 clusters Score: Raw -200605.827466 + Penalty 733.652700 = -199872.174766 nChanged 5 SP:Iteration 40F (5422.410000 sec): 3 clusters Score: Raw -200608.454893 + Penalty 733.652700 = -199874.802193 nChanged 6 SP:Iteration 41Q (5422.600000 sec): 3 clusters Score: Raw -200611.349715 + Penalty 733.652700 = -199877.697015 nChanged 6 SP:Iteration 42Q (5422.740000 sec): 3 clusters Score: Raw -200613.339685 + Penalty 733.652700 = -199879.686985 nChanged 7 SP:Iteration 43Q (5422.930000 sec): 3 clusters Score: Raw -200616.134316 + Penalty 733.652700 = -199882.481616 nChanged 10 SP:Iteration 44Q (5423.090000 sec): 3 clusters Score: Raw -200617.815888 + Penalty 733.652700 = -199884.163188 nChanged 3 SP:Iteration 45Q (5423.300000 sec): 3 clusters Score: Raw -200618.213836 + Penalty 733.652700 = -199884.561136 nChanged 3 SP:Iteration 46Q (5423.420000 sec): 3 clusters Score: Raw -200619.066941 + Penalty 733.652700 = -199885.414241 nChanged 3 SP:Iteration 47Q (5423.620000 sec): 3 clusters Score: Raw -200620.022763 + Penalty 733.652700 = -199886.370063 nChanged 5 SP:Iteration 48Q (5423.790000 sec): 3 clusters Score: Raw -200621.480620 + Penalty 733.652700 = -199887.827920 nChanged 5 SP:Iteration 49Q (5423.960000 sec): 3 clusters Score: Raw -200622.811035 + Penalty 733.652700 = -199889.158335 nChanged 4 SP:Iteration 50Q (5424.110000 sec): 3 clusters Score: Raw -200623.456647 + Penalty 733.652700 = -199889.803947 nChanged 2 SP:Iteration 51Q (5424.360000 sec): 3 clusters Score: Raw -200623.770920 + Penalty 733.652700 = -199890.118220 nChanged 1 SP:Iteration 52Q (5424.530000 sec): 3 clusters Score: Raw -200623.883723 + Penalty 733.652700 = -199890.231023 nChanged 1 SP:Iteration 53Q (5424.720000 sec): 3 clusters Score: Raw -200624.057732 + Penalty 733.652700 = -199890.405032 nChanged 0 SP:Iteration 54F (5424.940000 sec): 3 clusters Score: Raw -200624.057732 + Penalty 733.652700 = -199890.405032 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5425.060000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5425.260000 sec): 3 clusters Score: Raw -7100.622105 + Penalty 440.821025 = -6659.801080 nChanged 28 SP:Iteration 1F (5425.440000 sec): 3 clusters Score: Raw -7140.563153 + Penalty 440.821025 = -6699.742128 nChanged 5 SP:Iteration 2Q (5425.580000 sec): 3 clusters Score: Raw -7147.483751 + Penalty 440.821025 = -6706.662726 nChanged 1 SP:Iteration 3Q (5425.800000 sec): 3 clusters Score: Raw -7149.196454 + Penalty 440.821025 = -6708.375429 nChanged 0 SP:Iteration 4F (5426.020000 sec): 3 clusters Score: Raw -7149.196454 + Penalty 440.821025 = -6708.375429 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5426.120000 sec): 2 clusters Score: Raw -6299.608482 + Penalty 221.821478 = -6077.787004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5426.280000 sec): 3 clusters Score: Raw -6292.456072 + Penalty 443.642956 = -5848.813115 nChanged 33 SP:Iteration 1F (5426.460000 sec): 3 clusters Score: Raw -6327.054569 + Penalty 443.642956 = -5883.411613 nChanged 9 SP:Iteration 2F (5426.660000 sec): 3 clusters Score: Raw -6340.266088 + Penalty 443.642956 = -5896.623131 nChanged 2 SP:Iteration 3Q (5426.860000 sec): 3 clusters Score: Raw -6346.605079 + Penalty 443.642956 = -5902.962122 nChanged 1 SP:Iteration 4Q (5427.020000 sec): 3 clusters Score: Raw -6348.053211 + Penalty 443.642956 = -5904.410254 nChanged 0 SP:Iteration 5F (5427.200000 sec): 3 clusters Score: Raw -6348.053211 + Penalty 443.642956 = -5904.410254 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5427.260000 sec): 2 clusters Score: Raw -19820.762441 + Penalty 266.535959 = -19554.226482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5427.500000 sec): 3 clusters Score: Raw -19725.034784 + Penalty 533.071917 = -19191.962867 nChanged 104 SP:Iteration 1F (5427.680000 sec): 3 clusters Score: Raw -19813.980372 + Penalty 533.071917 = -19280.908455 nChanged 26 SP:Iteration 2F (5427.870000 sec): 3 clusters Score: Raw -19850.284590 + Penalty 533.071917 = -19317.212673 nChanged 15 SP:Iteration 3Q (5428.020000 sec): 3 clusters Score: Raw -19860.562781 + Penalty 533.071917 = -19327.490864 nChanged 7 SP:Iteration 4Q (5428.210000 sec): 3 clusters Score: Raw -19864.550069 + Penalty 533.071917 = -19331.478152 nChanged 5 SP:Iteration 5Q (5428.400000 sec): 3 clusters Score: Raw -19865.971880 + Penalty 533.071917 = -19332.899963 nChanged 3 SP:Iteration 6Q (5428.600000 sec): 3 clusters Score: Raw -19870.578260 + Penalty 533.071917 = -19337.506343 nChanged 3 SP:Iteration 7Q (5428.780000 sec): 3 clusters Score: Raw -19872.208825 + Penalty 533.071917 = -19339.136908 nChanged 3 SP:Iteration 8Q (5429.030000 sec): 3 clusters Score: Raw -19873.507223 + Penalty 533.071917 = -19340.435306 nChanged 2 SP:Iteration 9Q (5429.230000 sec): 3 clusters Score: Raw -19875.012240 + Penalty 533.071917 = -19341.940323 nChanged 1 SP:Iteration 10Q (5429.420000 sec): 3 clusters Score: Raw -19875.424753 + Penalty 533.071917 = -19342.352836 nChanged 0 SP:Iteration 11F (5429.610000 sec): 3 clusters Score: Raw -19875.424753 + Penalty 533.071917 = -19342.352836 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5429.680000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5429.820000 sec): 3 clusters Score: Raw -11790.361685 + Penalty 484.836731 = -11305.524954 nChanged 58 SP:Iteration 1F (5430.020000 sec): 3 clusters Score: Raw -11891.181933 + Penalty 484.836731 = -11406.345202 nChanged 15 SP:Iteration 2F (5430.160000 sec): 3 clusters Score: Raw -11906.663671 + Penalty 484.836731 = -11421.826939 nChanged 4 SP:Iteration 3Q (5430.350000 sec): 3 clusters Score: Raw -11910.112116 + Penalty 484.836731 = -11425.275385 nChanged 1 SP:Iteration 4Q (5430.460000 sec): 3 clusters Score: Raw -11910.557953 + Penalty 484.836731 = -11425.721221 nChanged 1 SP:Iteration 5Q (5430.640000 sec): 3 clusters Score: Raw -11911.208717 + Penalty 484.836731 = -11426.371986 nChanged 0 SP:Iteration 6F (5430.830000 sec): 3 clusters Score: Raw -11911.208717 + Penalty 484.836731 = -11426.371986 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5430.910000 sec): 2 clusters Score: Raw -235884.480582 + Penalty 380.105550 = -235504.375032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5431.120000 sec): 3 clusters Score: Raw -233343.385350 + Penalty 760.211100 = -232583.174250 nChanged 1932 SP:Iteration 1F (5431.260000 sec): 3 clusters Score: Raw -234467.890135 + Penalty 760.211100 = -233707.679036 nChanged 349 SP:Iteration 2F (5431.470000 sec): 3 clusters Score: Raw -234700.870506 + Penalty 760.211100 = -233940.659406 nChanged 341 SP:Iteration 3F (5431.650000 sec): 3 clusters Score: Raw -234957.816450 + Penalty 760.211100 = -234197.605350 nChanged 309 SP:Iteration 4F (5431.810000 sec): 3 clusters Score: Raw -235218.432782 + Penalty 760.211100 = -234458.221682 nChanged 270 SP:Iteration 5F (5431.990000 sec): 3 clusters Score: Raw -235469.669487 + Penalty 760.211100 = -234709.458387 nChanged 207 SP:Iteration 6Q (5432.200000 sec): 3 clusters Score: Raw -235650.630097 + Penalty 760.211100 = -234890.418997 nChanged 170 SP:Iteration 7Q (5432.350000 sec): 3 clusters Score: Raw -235797.133823 + Penalty 760.211100 = -235036.922723 nChanged 105 SP:Iteration 8Q (5432.550000 sec): 3 clusters Score: Raw -235897.828456 + Penalty 760.211100 = -235137.617357 nChanged 77 SP:Iteration 9Q (5432.800000 sec): 3 clusters Score: Raw -235974.106544 + Penalty 760.211100 = -235213.895444 nChanged 51 SP:Iteration 10Q (5432.980000 sec): 3 clusters Score: Raw -236026.902493 + Penalty 760.211100 = -235266.691393 nChanged 34 SP:Iteration 11Q (5433.170000 sec): 3 clusters Score: Raw -236068.063913 + Penalty 760.211100 = -235307.852813 nChanged 23 SP:Iteration 12Q (5433.380000 sec): 3 clusters Score: Raw -236092.711053 + Penalty 760.211100 = -235332.499953 nChanged 14 SP:Iteration 13Q (5433.600000 sec): 3 clusters Score: Raw -236116.605380 + Penalty 760.211100 = -235356.394280 nChanged 16 SP:Iteration 14Q (5433.860000 sec): 3 clusters Score: Raw -236135.321664 + Penalty 760.211100 = -235375.110564 nChanged 17 SP:Iteration 15Q (5434.030000 sec): 3 clusters Score: Raw -236150.833238 + Penalty 760.211100 = -235390.622138 nChanged 9 SP:Iteration 16Q (5434.280000 sec): 3 clusters Score: Raw -236156.867515 + Penalty 760.211100 = -235396.656415 nChanged 3 SP:Iteration 17Q (5434.480000 sec): 3 clusters Score: Raw -236158.977880 + Penalty 760.211100 = -235398.766781 nChanged 2 SP:Iteration 18Q (5434.710000 sec): 3 clusters Score: Raw -236161.072649 + Penalty 760.211100 = -235400.861549 nChanged 2 SP:Iteration 19Q (5434.920000 sec): 3 clusters Score: Raw -236162.433316 + Penalty 760.211100 = -235402.222216 nChanged 2 SP:Iteration 20F (5435.090000 sec): 3 clusters Score: Raw -236164.208183 + Penalty 760.211100 = -235403.997083 nChanged 1 SP:Iteration 21Q (5435.300000 sec): 3 clusters Score: Raw -236164.992744 + Penalty 760.211100 = -235404.781644 nChanged 0 SP:Iteration 22F (5435.500000 sec): 3 clusters Score: Raw -236164.992744 + Penalty 760.211100 = -235404.781644 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5435.600000 sec): 2 clusters Score: Raw -5059.037536 + Penalty 215.894412 = -4843.143124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5435.780000 sec): 3 clusters Score: Raw -5095.621941 + Penalty 431.788824 = -4663.833117 nChanged 23 SP:Iteration 1F (5435.930000 sec): 3 clusters Score: Raw -5151.347960 + Penalty 431.788824 = -4719.559137 nChanged 5 SP:Iteration 2Q (5436.130000 sec): 3 clusters Score: Raw -5172.550700 + Penalty 431.788824 = -4740.761876 nChanged 1 SP:Iteration 3Q (5436.260000 sec): 3 clusters Score: Raw -5177.500649 + Penalty 431.788824 = -4745.711825 nChanged 1 SP:Iteration 4Q (5436.490000 sec): 3 clusters Score: Raw -5182.528177 + Penalty 431.788824 = -4750.739354 nChanged 0 SP:Iteration 5F (5436.720000 sec): 3 clusters Score: Raw -5182.528177 + Penalty 431.788824 = -4750.739354 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (179 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5436.810000 sec): 2 clusters Score: Raw -9998.713356 + Penalty 236.026054 = -9762.687301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5437.040000 sec): 3 clusters Score: Raw -9989.733837 + Penalty 472.052108 = -9517.681729 nChanged 51 SP:Iteration 1F (5437.250000 sec): 3 clusters Score: Raw -10185.620665 + Penalty 472.052108 = -9713.568556 nChanged 12 SP:Iteration 2F (5437.450000 sec): 3 clusters Score: Raw -10213.213200 + Penalty 472.052108 = -9741.161091 nChanged 9 SP:Iteration 3F (5437.690000 sec): 3 clusters Score: Raw -10247.098940 + Penalty 472.052108 = -9775.046831 nChanged 7 SP:Iteration 4Q (5437.840000 sec): 3 clusters Score: Raw -10277.886841 + Penalty 472.052108 = -9805.834733 nChanged 6 SP:Iteration 5Q (5438.020000 sec): 3 clusters Score: Raw -10301.349177 + Penalty 472.052108 = -9829.297068 nChanged 1 SP:Iteration 6Q (5438.230000 sec): 3 clusters Score: Raw -10306.567597 + Penalty 472.052108 = -9834.515488 nChanged 1 SP:Iteration 7Q (5438.400000 sec): 3 clusters Score: Raw -10308.512340 + Penalty 472.052108 = -9836.460232 nChanged 1 SP:Iteration 8Q (5438.640000 sec): 3 clusters Score: Raw -10309.729524 + Penalty 472.052108 = -9837.677416 nChanged 0 SP:Iteration 9F (5438.820000 sec): 3 clusters Score: Raw -10309.729524 + Penalty 472.052108 = -9837.677416 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5438.910000 sec): 2 clusters Score: Raw -49524.208993 + Penalty 306.801069 = -49217.407924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5439.080000 sec): 3 clusters Score: Raw -49153.361941 + Penalty 613.602138 = -48539.759803 nChanged 333 SP:Iteration 1F (5439.250000 sec): 3 clusters Score: Raw -49381.467050 + Penalty 613.602138 = -48767.864912 nChanged 77 SP:Iteration 2F (5439.410000 sec): 3 clusters Score: Raw -49434.064372 + Penalty 613.602138 = -48820.462234 nChanged 40 SP:Iteration 3Q (5439.590000 sec): 3 clusters Score: Raw -49462.781350 + Penalty 613.602138 = -48849.179213 nChanged 35 SP:Iteration 4Q (5439.770000 sec): 3 clusters Score: Raw -49486.878917 + Penalty 613.602138 = -48873.276779 nChanged 26 SP:Iteration 5Q (5439.940000 sec): 3 clusters Score: Raw -49509.868398 + Penalty 613.602138 = -48896.266260 nChanged 27 SP:Iteration 6Q (5440.070000 sec): 3 clusters Score: Raw -49527.215929 + Penalty 613.602138 = -48913.613791 nChanged 16 SP:Iteration 7Q (5440.240000 sec): 3 clusters Score: Raw -49538.448738 + Penalty 613.602138 = -48924.846600 nChanged 12 SP:Iteration 8Q (5440.410000 sec): 3 clusters Score: Raw -49545.086864 + Penalty 613.602138 = -48931.484726 nChanged 8 SP:Iteration 9Q (5440.610000 sec): 3 clusters Score: Raw -49549.270549 + Penalty 613.602138 = -48935.668411 nChanged 7 SP:Iteration 10Q (5440.740000 sec): 3 clusters Score: Raw -49552.697580 + Penalty 613.602138 = -48939.095442 nChanged 8 SP:Iteration 11Q (5440.910000 sec): 3 clusters Score: Raw -49558.743040 + Penalty 613.602138 = -48945.140902 nChanged 10 SP:Iteration 12Q (5441.120000 sec): 3 clusters Score: Raw -49563.964168 + Penalty 613.602138 = -48950.362030 nChanged 6 SP:Iteration 13Q (5441.290000 sec): 3 clusters Score: Raw -49568.799737 + Penalty 613.602138 = -48955.197599 nChanged 7 SP:Iteration 14Q (5441.480000 sec): 3 clusters Score: Raw -49571.692779 + Penalty 613.602138 = -48958.090641 nChanged 3 SP:Iteration 15Q (5441.610000 sec): 3 clusters Score: Raw -49573.231752 + Penalty 613.602138 = -48959.629614 nChanged 4 SP:Iteration 16Q (5441.790000 sec): 3 clusters Score: Raw -49576.840714 + Penalty 613.602138 = -48963.238576 nChanged 5 SP:Iteration 17Q (5441.930000 sec): 3 clusters Score: Raw -49582.855836 + Penalty 613.602138 = -48969.253698 nChanged 7 SP:Iteration 18Q (5442.090000 sec): 3 clusters Score: Raw -49586.738345 + Penalty 613.602138 = -48973.136207 nChanged 7 SP:Iteration 19Q (5442.250000 sec): 3 clusters Score: Raw -49591.918076 + Penalty 613.602138 = -48978.315938 nChanged 7 SP:Iteration 20F (5442.450000 sec): 3 clusters Score: Raw -49595.661990 + Penalty 613.602138 = -48982.059852 nChanged 4 SP:Iteration 21Q (5442.580000 sec): 3 clusters Score: Raw -49597.153220 + Penalty 613.602138 = -48983.551082 nChanged 5 SP:Iteration 22Q (5442.730000 sec): 3 clusters Score: Raw -49598.786035 + Penalty 613.602138 = -48985.183897 nChanged 5 SP:Iteration 23Q (5442.900000 sec): 3 clusters Score: Raw -49602.398395 + Penalty 613.602138 = -48988.796257 nChanged 2 SP:Iteration 24Q (5443.070000 sec): 3 clusters Score: Raw -49603.338154 + Penalty 613.602138 = -48989.736016 nChanged 3 SP:Iteration 25Q (5443.240000 sec): 3 clusters Score: Raw -49606.988360 + Penalty 613.602138 = -48993.386222 nChanged 5 SP:Iteration 26Q (5443.360000 sec): 3 clusters Score: Raw -49608.520793 + Penalty 613.602138 = -48994.918655 nChanged 1 SP:Iteration 27Q (5443.520000 sec): 3 clusters Score: Raw -49608.784339 + Penalty 613.602138 = -48995.182201 nChanged 0 SP:Iteration 28F (5443.670000 sec): 3 clusters Score: Raw -49608.784339 + Penalty 613.602138 = -48995.182201 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5443.770000 sec): 2 clusters Score: Raw -25515.123982 + Penalty 279.266581 = -25235.857401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5443.960000 sec): 3 clusters Score: Raw -25332.569375 + Penalty 558.533162 = -24774.036214 nChanged 151 SP:Iteration 1F (5444.120000 sec): 3 clusters Score: Raw -25452.361025 + Penalty 558.533162 = -24893.827863 nChanged 30 SP:Iteration 2F (5444.270000 sec): 3 clusters Score: Raw -25473.830599 + Penalty 558.533162 = -24915.297437 nChanged 15 SP:Iteration 3Q (5444.430000 sec): 3 clusters Score: Raw -25480.551097 + Penalty 558.533162 = -24922.017935 nChanged 6 SP:Iteration 4Q (5444.610000 sec): 3 clusters Score: Raw -25483.912428 + Penalty 558.533162 = -24925.379266 nChanged 4 SP:Iteration 5Q (5444.760000 sec): 3 clusters Score: Raw -25485.906607 + Penalty 558.533162 = -24927.373445 nChanged 2 SP:Iteration 6Q (5444.900000 sec): 3 clusters Score: Raw -25487.217965 + Penalty 558.533162 = -24928.684803 nChanged 1 SP:Iteration 7Q (5445.030000 sec): 3 clusters Score: Raw -25489.842624 + Penalty 558.533162 = -24931.309462 nChanged 2 SP:Iteration 8Q (5445.240000 sec): 3 clusters Score: Raw -25491.172183 + Penalty 558.533162 = -24932.639021 nChanged 1 SP:Iteration 9Q (5445.380000 sec): 3 clusters Score: Raw -25491.259288 + Penalty 558.533162 = -24932.726126 nChanged 0 SP:Iteration 10F (5445.580000 sec): 3 clusters Score: Raw -25491.259288 + Penalty 558.533162 = -24932.726126 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5445.660000 sec): 2 clusters Score: Raw -50416.324726 + Penalty 305.439507 = -50110.885219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5445.780000 sec): 3 clusters Score: Raw -50011.615505 + Penalty 610.879014 = -49400.736490 nChanged 320 SP:Iteration 1F (5445.910000 sec): 3 clusters Score: Raw -50195.927561 + Penalty 610.879014 = -49585.048547 nChanged 70 SP:Iteration 2F (5446.090000 sec): 3 clusters Score: Raw -50243.136889 + Penalty 610.879014 = -49632.257874 nChanged 48 SP:Iteration 3F (5446.230000 sec): 3 clusters Score: Raw -50277.553647 + Penalty 610.879014 = -49666.674633 nChanged 36 SP:Iteration 4Q (5446.370000 sec): 3 clusters Score: Raw -50311.593046 + Penalty 610.879014 = -49700.714031 nChanged 29 SP:Iteration 5Q (5446.510000 sec): 3 clusters Score: Raw -50332.672979 + Penalty 610.879014 = -49721.793965 nChanged 21 SP:Iteration 6Q (5446.660000 sec): 3 clusters Score: Raw -50345.484519 + Penalty 610.879014 = -49734.605504 nChanged 19 SP:Iteration 7Q (5446.840000 sec): 3 clusters Score: Raw -50356.721889 + Penalty 610.879014 = -49745.842875 nChanged 16 SP:Iteration 8Q (5446.970000 sec): 3 clusters Score: Raw -50366.283732 + Penalty 610.879014 = -49755.404717 nChanged 15 SP:Iteration 9Q (5447.130000 sec): 3 clusters Score: Raw -50371.844346 + Penalty 610.879014 = -49760.965331 nChanged 5 SP:Iteration 10Q (5447.310000 sec): 3 clusters Score: Raw -50375.016147 + Penalty 610.879014 = -49764.137133 nChanged 3 SP:Iteration 11Q (5447.450000 sec): 3 clusters Score: Raw -50375.821860 + Penalty 610.879014 = -49764.942846 nChanged 3 SP:Iteration 12Q (5447.650000 sec): 3 clusters Score: Raw -50377.646093 + Penalty 610.879014 = -49766.767079 nChanged 2 SP:Iteration 13Q (5447.790000 sec): 3 clusters Score: Raw -50379.380757 + Penalty 610.879014 = -49768.501743 nChanged 5 SP:Iteration 14Q (5447.950000 sec): 3 clusters Score: Raw -50382.757491 + Penalty 610.879014 = -49771.878477 nChanged 7 SP:Iteration 15Q (5448.140000 sec): 3 clusters Score: Raw -50387.041073 + Penalty 610.879014 = -49776.162059 nChanged 9 SP:Iteration 16Q (5448.290000 sec): 3 clusters Score: Raw -50391.868012 + Penalty 610.879014 = -49780.988997 nChanged 6 SP:Iteration 17Q (5448.450000 sec): 3 clusters Score: Raw -50395.326998 + Penalty 610.879014 = -49784.447984 nChanged 5 SP:Iteration 18Q (5448.590000 sec): 3 clusters Score: Raw -50397.052485 + Penalty 610.879014 = -49786.173471 nChanged 5 SP:Iteration 19Q (5448.800000 sec): 3 clusters Score: Raw -50398.185192 + Penalty 610.879014 = -49787.306178 nChanged 3 SP:Iteration 20F (5448.950000 sec): 3 clusters Score: Raw -50399.130075 + Penalty 610.879014 = -49788.251061 nChanged 3 SP:Iteration 21Q (5449.140000 sec): 3 clusters Score: Raw -50399.936425 + Penalty 610.879014 = -49789.057410 nChanged 3 SP:Iteration 22Q (5449.280000 sec): 3 clusters Score: Raw -50401.701548 + Penalty 610.879014 = -49790.822534 nChanged 4 SP:Iteration 23Q (5449.470000 sec): 3 clusters Score: Raw -50403.316464 + Penalty 610.879014 = -49792.437450 nChanged 5 SP:Iteration 24Q (5449.630000 sec): 3 clusters Score: Raw -50407.058314 + Penalty 610.879014 = -49796.179300 nChanged 3 SP:Iteration 25Q (5449.760000 sec): 3 clusters Score: Raw -50409.074951 + Penalty 610.879014 = -49798.195936 nChanged 6 SP:Iteration 26Q (5449.950000 sec): 3 clusters Score: Raw -50410.618088 + Penalty 610.879014 = -49799.739074 nChanged 1 SP:Iteration 27Q (5450.120000 sec): 3 clusters Score: Raw -50410.881695 + Penalty 610.879014 = -49800.002681 nChanged 0 SP:Iteration 28F (5450.240000 sec): 3 clusters Score: Raw -50410.881695 + Penalty 610.879014 = -49800.002681 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5450.320000 sec): 2 clusters Score: Raw -9481.644650 + Penalty 240.154217 = -9241.490433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5450.490000 sec): 3 clusters Score: Raw -9454.253150 + Penalty 480.308434 = -8973.944716 nChanged 62 SP:Iteration 1F (5450.650000 sec): 3 clusters Score: Raw -9558.262356 + Penalty 480.308434 = -9077.953922 nChanged 14 SP:Iteration 2F (5450.840000 sec): 3 clusters Score: Raw -9602.838946 + Penalty 480.308434 = -9122.530512 nChanged 10 SP:Iteration 3F (5451.000000 sec): 3 clusters Score: Raw -9630.024975 + Penalty 480.308434 = -9149.716541 nChanged 5 SP:Iteration 4Q (5451.170000 sec): 3 clusters Score: Raw -9643.679696 + Penalty 480.308434 = -9163.371262 nChanged 2 SP:Iteration 5Q (5451.300000 sec): 3 clusters Score: Raw -9647.315242 + Penalty 480.308434 = -9167.006808 nChanged 2 SP:Iteration 6Q (5451.470000 sec): 3 clusters Score: Raw -9652.114268 + Penalty 480.308434 = -9171.805834 nChanged 1 SP:Iteration 7Q (5451.620000 sec): 3 clusters Score: Raw -9657.610282 + Penalty 480.308434 = -9177.301848 nChanged 0 SP:Iteration 8F (5451.760000 sec): 3 clusters Score: Raw -9657.610282 + Penalty 480.308434 = -9177.301848 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5451.820000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5451.980000 sec): 3 clusters Score: Raw -4992.707797 + Penalty 413.439825 = -4579.267972 nChanged 14 SP:Iteration 1F (5452.090000 sec): 3 clusters Score: Raw -5017.509438 + Penalty 413.439825 = -4604.069613 nChanged 8 SP:Iteration 2F (5452.200000 sec): 3 clusters Score: Raw -5034.288952 + Penalty 413.439825 = -4620.849127 nChanged 3 SP:Iteration 3Q (5452.310000 sec): 3 clusters Score: Raw -5050.419543 + Penalty 413.439825 = -4636.979718 nChanged 0 SP:Iteration 4F (5452.420000 sec): 3 clusters Score: Raw -5050.419543 + Penalty 413.439825 = -4636.979718 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5452.480000 sec): 2 clusters Score: Raw -15528.512124 + Penalty 258.602879 = -15269.909245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5452.590000 sec): 3 clusters Score: Raw -15447.136401 + Penalty 517.205759 = -14929.930642 nChanged 105 SP:Iteration 1F (5452.700000 sec): 3 clusters Score: Raw -15586.620665 + Penalty 517.205759 = -15069.414906 nChanged 33 SP:Iteration 2F (5452.820000 sec): 3 clusters Score: Raw -15651.664322 + Penalty 517.205759 = -15134.458563 nChanged 17 SP:Iteration 3F (5452.930000 sec): 3 clusters Score: Raw -15693.742001 + Penalty 517.205759 = -15176.536242 nChanged 12 SP:Iteration 4Q (5453.040000 sec): 3 clusters Score: Raw -15725.027961 + Penalty 517.205759 = -15207.822202 nChanged 8 SP:Iteration 5Q (5453.150000 sec): 3 clusters Score: Raw -15731.908627 + Penalty 517.205759 = -15214.702868 nChanged 6 SP:Iteration 6Q (5453.270000 sec): 3 clusters Score: Raw -15742.401975 + Penalty 517.205759 = -15225.196216 nChanged 5 SP:Iteration 7Q (5453.400000 sec): 3 clusters Score: Raw -15746.530595 + Penalty 517.205759 = -15229.324836 nChanged 3 SP:Iteration 8Q (5453.530000 sec): 3 clusters Score: Raw -15749.220174 + Penalty 517.205759 = -15232.014416 nChanged 1 SP:Iteration 9Q (5453.660000 sec): 3 clusters Score: Raw -15750.121899 + Penalty 517.205759 = -15232.916140 nChanged 2 SP:Iteration 10Q (5453.780000 sec): 3 clusters Score: Raw -15751.080039 + Penalty 517.205759 = -15233.874280 nChanged 3 SP:Iteration 11Q (5453.910000 sec): 3 clusters Score: Raw -15754.705130 + Penalty 517.205759 = -15237.499371 nChanged 4 SP:Iteration 12Q (5454.060000 sec): 3 clusters Score: Raw -15763.503013 + Penalty 517.205759 = -15246.297254 nChanged 2 SP:Iteration 13Q (5454.250000 sec): 3 clusters Score: Raw -15764.535639 + Penalty 517.205759 = -15247.329880 nChanged 1 SP:Iteration 14Q (5454.400000 sec): 3 clusters Score: Raw -15765.003613 + Penalty 517.205759 = -15247.797854 nChanged 1 SP:Iteration 15Q (5454.510000 sec): 3 clusters Score: Raw -15765.251027 + Penalty 517.205759 = -15248.045269 nChanged 0 SP:Iteration 16F (5454.620000 sec): 3 clusters Score: Raw -15765.251027 + Penalty 517.205759 = -15248.045269 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5454.680000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5454.790000 sec): 3 clusters Score: Raw -23618.045866 + Penalty 547.913125 = -23070.132741 nChanged 149 SP:Iteration 1F (5454.900000 sec): 3 clusters Score: Raw -23766.800329 + Penalty 547.913125 = -23218.887204 nChanged 35 SP:Iteration 2F (5455.010000 sec): 3 clusters Score: Raw -23810.589011 + Penalty 547.913125 = -23262.675886 nChanged 29 SP:Iteration 3F (5455.120000 sec): 3 clusters Score: Raw -23839.742040 + Penalty 547.913125 = -23291.828915 nChanged 9 SP:Iteration 4Q (5455.240000 sec): 3 clusters Score: Raw -23850.512083 + Penalty 547.913125 = -23302.598958 nChanged 10 SP:Iteration 5Q (5455.350000 sec): 3 clusters Score: Raw -23859.058125 + Penalty 547.913125 = -23311.145001 nChanged 1 SP:Iteration 6Q (5455.500000 sec): 3 clusters Score: Raw -23860.762241 + Penalty 547.913125 = -23312.849116 nChanged 2 SP:Iteration 7Q (5455.640000 sec): 3 clusters Score: Raw -23864.230404 + Penalty 547.913125 = -23316.317279 nChanged 1 SP:Iteration 8Q (5455.860000 sec): 3 clusters Score: Raw -23865.536903 + Penalty 547.913125 = -23317.623778 nChanged 3 SP:Iteration 9Q (5456.000000 sec): 3 clusters Score: Raw -23867.344176 + Penalty 547.913125 = -23319.431052 nChanged 1 SP:Iteration 10Q (5456.130000 sec): 3 clusters Score: Raw -23868.285073 + Penalty 547.913125 = -23320.371948 nChanged 3 SP:Iteration 11Q (5456.260000 sec): 3 clusters Score: Raw -23874.499995 + Penalty 547.913125 = -23326.586871 nChanged 3 SP:Iteration 12Q (5456.390000 sec): 3 clusters Score: Raw -23876.617044 + Penalty 547.913125 = -23328.703919 nChanged 0 SP:Iteration 13F (5456.520000 sec): 3 clusters Score: Raw -23876.617044 + Penalty 547.913125 = -23328.703919 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5456.590000 sec): 2 clusters Score: Raw -4873.991814 + Penalty 210.880169 = -4663.111645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5456.710000 sec): 3 clusters Score: Raw -4906.029921 + Penalty 421.760338 = -4484.269583 nChanged 29 SP:Iteration 1F (5456.840000 sec): 3 clusters Score: Raw -4977.544158 + Penalty 421.760338 = -4555.783820 nChanged 4 SP:Iteration 2Q (5456.960000 sec): 3 clusters Score: Raw -4991.817774 + Penalty 421.760338 = -4570.057436 nChanged 2 SP:Iteration 3Q (5457.090000 sec): 3 clusters Score: Raw -5001.056743 + Penalty 421.760338 = -4579.296405 nChanged 1 SP:Iteration 4Q (5457.250000 sec): 3 clusters Score: Raw -5004.416057 + Penalty 421.760338 = -4582.655719 nChanged 2 SP:Iteration 5Q (5457.420000 sec): 3 clusters Score: Raw -5007.884215 + Penalty 421.760338 = -4586.123877 nChanged 0 SP:Iteration 6F (5457.600000 sec): 3 clusters Score: Raw -5007.884215 + Penalty 421.760338 = -4586.123877 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5457.640000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5457.740000 sec): 3 clusters Score: Raw -5086.118091 + Penalty 406.397639 = -4679.720452 nChanged 18 SP:Iteration 1F (5457.840000 sec): 3 clusters Score: Raw -5127.896506 + Penalty 406.397639 = -4721.498867 nChanged 4 SP:Iteration 2Q (5457.940000 sec): 3 clusters Score: Raw -5150.702620 + Penalty 406.397639 = -4744.304981 nChanged 2 SP:Iteration 3Q (5458.070000 sec): 3 clusters Score: Raw -5165.946633 + Penalty 406.397639 = -4759.548994 nChanged 0 SP:Iteration 4F (5458.220000 sec): 3 clusters Score: Raw -5165.946633 + Penalty 406.397639 = -4759.548994 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5458.320000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5458.480000 sec): 3 clusters Score: Raw -3986.763532 + Penalty 403.204329 = -3583.559204 nChanged 12 SP:Iteration 1F (5458.700000 sec): 3 clusters Score: Raw -4022.534679 + Penalty 403.204329 = -3619.330350 nChanged 8 SP:Iteration 2F (5458.880000 sec): 3 clusters Score: Raw -4058.872685 + Penalty 403.204329 = -3655.668357 nChanged 4 SP:Iteration 3Q (5459.090000 sec): 3 clusters Score: Raw -4072.762930 + Penalty 403.204329 = -3669.558602 nChanged 2 SP:Iteration 4Q (5459.300000 sec): 3 clusters Score: Raw -4078.651993 + Penalty 403.204329 = -3675.447664 nChanged 0 SP:Iteration 5F (5459.500000 sec): 3 clusters Score: Raw -4078.651993 + Penalty 403.204329 = -3675.447664 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5459.600000 sec): 2 clusters Score: Raw -24815.812446 + Penalty 276.113364 = -24539.699082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5459.820000 sec): 3 clusters Score: Raw -24636.781797 + Penalty 552.226729 = -24084.555068 nChanged 141 SP:Iteration 1F (5460.050000 sec): 3 clusters Score: Raw -24739.311560 + Penalty 552.226729 = -24187.084832 nChanged 39 SP:Iteration 2F (5460.220000 sec): 3 clusters Score: Raw -24769.533799 + Penalty 552.226729 = -24217.307071 nChanged 19 SP:Iteration 3Q (5460.420000 sec): 3 clusters Score: Raw -24782.591894 + Penalty 552.226729 = -24230.365165 nChanged 9 SP:Iteration 4Q (5460.600000 sec): 3 clusters Score: Raw -24789.482151 + Penalty 552.226729 = -24237.255422 nChanged 5 SP:Iteration 5Q (5460.840000 sec): 3 clusters Score: Raw -24796.056570 + Penalty 552.226729 = -24243.829842 nChanged 9 SP:Iteration 6Q (5461.020000 sec): 3 clusters Score: Raw -24804.197101 + Penalty 552.226729 = -24251.970372 nChanged 4 SP:Iteration 7Q (5461.220000 sec): 3 clusters Score: Raw -24807.729206 + Penalty 552.226729 = -24255.502478 nChanged 2 SP:Iteration 8Q (5461.400000 sec): 3 clusters Score: Raw -24808.374248 + Penalty 552.226729 = -24256.147519 nChanged 2 SP:Iteration 9Q (5461.600000 sec): 3 clusters Score: Raw -24810.273036 + Penalty 552.226729 = -24258.046308 nChanged 0 SP:Iteration 10F (5461.760000 sec): 3 clusters Score: Raw -24810.273036 + Penalty 552.226729 = -24258.046308 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5461.850000 sec): 2 clusters Score: Raw -6058.522674 + Penalty 226.441385 = -5832.081289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5462.000000 sec): 3 clusters Score: Raw -6074.836988 + Penalty 452.882771 = -5621.954217 nChanged 47 SP:Iteration 1F (5462.180000 sec): 3 clusters Score: Raw -6190.267972 + Penalty 452.882771 = -5737.385202 nChanged 8 SP:Iteration 2F (5462.390000 sec): 3 clusters Score: Raw -6210.794171 + Penalty 452.882771 = -5757.911400 nChanged 2 SP:Iteration 3Q (5462.570000 sec): 3 clusters Score: Raw -6212.912607 + Penalty 452.882771 = -5760.029836 nChanged 3 SP:Iteration 4Q (5462.770000 sec): 3 clusters Score: Raw -6219.257390 + Penalty 452.882771 = -5766.374619 nChanged 1 SP:Iteration 5Q (5463.010000 sec): 3 clusters Score: Raw -6219.672367 + Penalty 452.882771 = -5766.789596 nChanged 0 SP:Iteration 6F (5463.210000 sec): 3 clusters Score: Raw -6219.672367 + Penalty 452.882771 = -5766.789596 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5463.310000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5463.490000 sec): 3 clusters Score: Raw -11679.286911 + Penalty 483.948919 = -11195.337992 nChanged 50 SP:Iteration 1F (5463.660000 sec): 3 clusters Score: Raw -11744.845902 + Penalty 483.948919 = -11260.896982 nChanged 10 SP:Iteration 2Q (5463.860000 sec): 3 clusters Score: Raw -11761.900432 + Penalty 483.948919 = -11277.951512 nChanged 6 SP:Iteration 3Q (5464.000000 sec): 3 clusters Score: Raw -11769.414546 + Penalty 483.948919 = -11285.465626 nChanged 2 SP:Iteration 4Q (5464.180000 sec): 3 clusters Score: Raw -11770.858062 + Penalty 483.948919 = -11286.909143 nChanged 1 SP:Iteration 5Q (5464.370000 sec): 3 clusters Score: Raw -11772.037728 + Penalty 483.948919 = -11288.088809 nChanged 1 SP:Iteration 6Q (5464.570000 sec): 3 clusters Score: Raw -11773.070725 + Penalty 483.948919 = -11289.121806 nChanged 0 SP:Iteration 7F (5464.730000 sec): 3 clusters Score: Raw -11773.070725 + Penalty 483.948919 = -11289.121806 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5464.810000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5464.910000 sec): 2 clusters Score: Raw 15784.902626 + Penalty 156.246418 = 15941.149043 nChanged 11 SP:Iteration 1F (5464.970000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5465.070000 sec): 2 clusters Score: Raw -4103.047951 + Penalty 198.809877 = -3904.238074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5465.250000 sec): 3 clusters Score: Raw -4131.181920 + Penalty 397.619755 = -3733.562165 nChanged 16 SP:Iteration 1F (5465.420000 sec): 3 clusters Score: Raw -4160.747898 + Penalty 397.619755 = -3763.128143 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5465.510000 sec): 2 clusters Score: Raw -23276.621347 + Penalty 275.155434 = -23001.465913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5465.690000 sec): 3 clusters Score: Raw -23122.445511 + Penalty 550.310868 = -22572.134642 nChanged 163 SP:Iteration 1F (5465.880000 sec): 3 clusters Score: Raw -23311.998486 + Penalty 550.310868 = -22761.687618 nChanged 45 SP:Iteration 2F (5466.060000 sec): 3 clusters Score: Raw -23413.516919 + Penalty 550.310868 = -22863.206050 nChanged 38 SP:Iteration 3F (5466.270000 sec): 3 clusters Score: Raw -23470.420331 + Penalty 550.310868 = -22920.109463 nChanged 15 SP:Iteration 4Q (5466.430000 sec): 3 clusters Score: Raw -23494.736285 + Penalty 550.310868 = -22944.425417 nChanged 19 SP:Iteration 5Q (5466.630000 sec): 3 clusters Score: Raw -23513.467667 + Penalty 550.310868 = -22963.156799 nChanged 9 SP:Iteration 6Q (5466.780000 sec): 3 clusters Score: Raw -23529.017653 + Penalty 550.310868 = -22978.706785 nChanged 8 SP:Iteration 7Q (5466.950000 sec): 3 clusters Score: Raw -23534.782425 + Penalty 550.310868 = -22984.471556 nChanged 6 SP:Iteration 8Q (5467.130000 sec): 3 clusters Score: Raw -23539.764943 + Penalty 550.310868 = -22989.454075 nChanged 3 SP:Iteration 9Q (5467.330000 sec): 3 clusters Score: Raw -23543.379104 + Penalty 550.310868 = -22993.068236 nChanged 5 SP:Iteration 10Q (5467.510000 sec): 3 clusters Score: Raw -23551.250592 + Penalty 550.310868 = -23000.939724 nChanged 7 SP:Iteration 11Q (5467.710000 sec): 3 clusters Score: Raw -23574.293194 + Penalty 550.310868 = -23023.982326 nChanged 5 SP:Iteration 12Q (5467.880000 sec): 3 clusters Score: Raw -23588.866798 + Penalty 550.310868 = -23038.555930 nChanged 10 SP:Iteration 13Q (5468.060000 sec): 3 clusters Score: Raw -23612.763642 + Penalty 550.310868 = -23062.452774 nChanged 13 SP:Iteration 14Q (5468.270000 sec): 3 clusters Score: Raw -23643.381227 + Penalty 550.310868 = -23093.070359 nChanged 12 SP:Iteration 15Q (5468.460000 sec): 3 clusters Score: Raw -23673.342426 + Penalty 550.310868 = -23123.031557 nChanged 7 SP:Iteration 16Q (5468.610000 sec): 3 clusters Score: Raw -23684.390549 + Penalty 550.310868 = -23134.079681 nChanged 2 SP:Iteration 17Q (5468.820000 sec): 3 clusters Score: Raw -23688.329443 + Penalty 550.310868 = -23138.018575 nChanged 4 SP:Iteration 18Q (5469.040000 sec): 3 clusters Score: Raw -23704.399731 + Penalty 550.310868 = -23154.088863 nChanged 2 SP:Iteration 19Q (5469.230000 sec): 3 clusters Score: Raw -23705.275971 + Penalty 550.310868 = -23154.965103 nChanged 2 SP:Iteration 20F (5469.440000 sec): 3 clusters Score: Raw -23707.690161 + Penalty 550.310868 = -23157.379292 nChanged 3 SP:Iteration 21Q (5469.630000 sec): 3 clusters Score: Raw -23713.770969 + Penalty 550.310868 = -23163.460101 nChanged 2 SP:Iteration 22Q (5469.840000 sec): 3 clusters Score: Raw -23715.425472 + Penalty 550.310868 = -23165.114604 nChanged 2 SP:Iteration 23Q (5470.040000 sec): 3 clusters Score: Raw -23717.244383 + Penalty 550.310868 = -23166.933515 nChanged 6 SP:Iteration 24Q (5470.240000 sec): 3 clusters Score: Raw -23725.576540 + Penalty 550.310868 = -23175.265672 nChanged 10 SP:Iteration 25Q (5470.390000 sec): 3 clusters Score: Raw -23743.649239 + Penalty 550.310868 = -23193.338370 nChanged 7 SP:Iteration 26Q (5470.590000 sec): 3 clusters Score: Raw -23759.657760 + Penalty 550.310868 = -23209.346892 nChanged 8 SP:Iteration 27Q (5470.800000 sec): 3 clusters Score: Raw -23778.319785 + Penalty 550.310868 = -23228.008917 nChanged 5 SP:Iteration 28Q (5471.030000 sec): 3 clusters Score: Raw -23793.614686 + Penalty 550.310868 = -23243.303818 nChanged 4 SP:Iteration 29Q (5471.180000 sec): 3 clusters Score: Raw -23795.406280 + Penalty 550.310868 = -23245.095412 nChanged 1 SP:Iteration 30Q (5471.360000 sec): 3 clusters Score: Raw -23796.852470 + Penalty 550.310868 = -23246.541602 nChanged 3 SP:Iteration 31Q (5471.570000 sec): 3 clusters Score: Raw -23800.561144 + Penalty 550.310868 = -23250.250276 nChanged 2 SP:Iteration 32Q (5471.790000 sec): 3 clusters Score: Raw -23801.621356 + Penalty 550.310868 = -23251.310488 nChanged 0 SP:Iteration 33F (5471.990000 sec): 3 clusters Score: Raw -23805.121161 + Penalty 550.310868 = -23254.810293 nChanged 3 SP:Iteration 34Q (5472.220000 sec): 3 clusters Score: Raw -23815.718355 + Penalty 550.310868 = -23265.407487 nChanged 5 SP:Iteration 35Q (5472.370000 sec): 3 clusters Score: Raw -23829.183222 + Penalty 550.310868 = -23278.872353 nChanged 8 SP:Iteration 36Q (5472.560000 sec): 3 clusters Score: Raw -23852.076204 + Penalty 550.310868 = -23301.765336 nChanged 4 SP:Iteration 37Q (5472.730000 sec): 3 clusters Score: Raw -23855.534283 + Penalty 550.310868 = -23305.223414 nChanged 2 SP:Iteration 38Q (5472.930000 sec): 3 clusters Score: Raw -23859.581570 + Penalty 550.310868 = -23309.270702 nChanged 6 SP:Iteration 39Q (5473.130000 sec): 3 clusters Score: Raw -23872.484977 + Penalty 550.310868 = -23322.174108 nChanged 3 SP:Iteration 40F (5473.370000 sec): 3 clusters Score: Raw -23876.288588 + Penalty 550.310868 = -23325.977720 nChanged 4 SP:Iteration 41Q (5473.590000 sec): 3 clusters Score: Raw -23889.688827 + Penalty 550.310868 = -23339.377958 nChanged 5 SP:Iteration 42Q (5473.760000 sec): 3 clusters Score: Raw -23910.610615 + Penalty 550.310868 = -23360.299746 nChanged 5 SP:Iteration 43Q (5474.000000 sec): 3 clusters Score: Raw -23924.087714 + Penalty 550.310868 = -23373.776846 nChanged 3 SP:Iteration 44Q (5474.150000 sec): 3 clusters Score: Raw -23932.472143 + Penalty 550.310868 = -23382.161274 nChanged 1 SP:Iteration 45Q (5474.350000 sec): 3 clusters Score: Raw -23933.151400 + Penalty 550.310868 = -23382.840531 nChanged 0 SP:Iteration 46F (5474.520000 sec): 3 clusters Score: Raw -23933.151400 + Penalty 550.310868 = -23382.840531 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 63. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5474.640000 sec): 2 clusters Score: Raw -12341.343194 + Penalty 242.857983 = -12098.485212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5474.810000 sec): 3 clusters Score: Raw -12292.173279 + Penalty 485.715965 = -11806.457313 nChanged 60 SP:Iteration 1F (5475.010000 sec): 3 clusters Score: Raw -12345.092828 + Penalty 485.715965 = -11859.376862 nChanged 14 SP:Iteration 2F (5475.180000 sec): 3 clusters Score: Raw -12356.465367 + Penalty 485.715965 = -11870.749401 nChanged 2 SP:Iteration 3Q (5475.390000 sec): 3 clusters Score: Raw -12359.984749 + Penalty 485.715965 = -11874.268783 nChanged 1 SP:Iteration 4Q (5475.590000 sec): 3 clusters Score: Raw -12361.044737 + Penalty 485.715965 = -11875.328772 nChanged 0 SP:Iteration 5F (5475.740000 sec): 3 clusters Score: Raw -12361.044737 + Penalty 485.715965 = -11875.328772 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5475.810000 sec): 2 clusters Score: Raw -5329.261248 + Penalty 220.050827 = -5109.210421 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5475.960000 sec): 3 clusters Score: Raw -5327.857163 + Penalty 440.101654 = -4887.755509 nChanged 33 SP:Iteration 1F (5476.150000 sec): 3 clusters Score: Raw -5417.929681 + Penalty 440.101654 = -4977.828028 nChanged 5 SP:Iteration 2Q (5476.320000 sec): 3 clusters Score: Raw -5439.093309 + Penalty 440.101654 = -4998.991655 nChanged 1 SP:Iteration 3Q (5476.500000 sec): 3 clusters Score: Raw -5439.882938 + Penalty 440.101654 = -4999.781285 nChanged 0 SP:Iteration 4F (5476.680000 sec): 3 clusters Score: Raw -5439.882938 + Penalty 440.101654 = -4999.781285 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5476.800000 sec): 2 clusters Score: Raw -12396.656287 + Penalty 256.382927 = -12140.273360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5476.960000 sec): 3 clusters Score: Raw -12331.884438 + Penalty 512.765854 = -11819.118584 nChanged 91 SP:Iteration 1F (5477.140000 sec): 3 clusters Score: Raw -12431.831004 + Penalty 512.765854 = -11919.065150 nChanged 22 SP:Iteration 2F (5477.370000 sec): 3 clusters Score: Raw -12466.970389 + Penalty 512.765854 = -11954.204535 nChanged 10 SP:Iteration 3Q (5477.560000 sec): 3 clusters Score: Raw -12486.410549 + Penalty 512.765854 = -11973.644695 nChanged 14 SP:Iteration 4Q (5477.750000 sec): 3 clusters Score: Raw -12514.930717 + Penalty 512.765854 = -12002.164863 nChanged 11 SP:Iteration 5Q (5477.950000 sec): 3 clusters Score: Raw -12535.640939 + Penalty 512.765854 = -12022.875085 nChanged 8 SP:Iteration 6Q (5478.090000 sec): 3 clusters Score: Raw -12547.314703 + Penalty 512.765854 = -12034.548849 nChanged 10 SP:Iteration 7Q (5478.270000 sec): 3 clusters Score: Raw -12567.179526 + Penalty 512.765854 = -12054.413672 nChanged 7 SP:Iteration 8Q (5478.450000 sec): 3 clusters Score: Raw -12584.960103 + Penalty 512.765854 = -12072.194249 nChanged 10 SP:Iteration 9Q (5478.700000 sec): 3 clusters Score: Raw -12622.209758 + Penalty 512.765854 = -12109.443904 nChanged 9 SP:Iteration 10Q (5478.870000 sec): 3 clusters Score: Raw -12651.637421 + Penalty 512.765854 = -12138.871567 nChanged 8 SP:Iteration 11Q (5479.070000 sec): 3 clusters Score: Raw -12664.712438 + Penalty 512.765854 = -12151.946584 nChanged 3 SP:Iteration 12Q (5479.250000 sec): 3 clusters Score: Raw -12667.222319 + Penalty 512.765854 = -12154.456465 nChanged 2 SP:Iteration 13Q (5479.400000 sec): 3 clusters Score: Raw -12668.579946 + Penalty 512.765854 = -12155.814092 nChanged 2 SP:Iteration 14Q (5479.610000 sec): 3 clusters Score: Raw -12671.385027 + Penalty 512.765854 = -12158.619174 nChanged 1 SP:Iteration 15Q (5479.810000 sec): 3 clusters Score: Raw -12671.859973 + Penalty 512.765854 = -12159.094119 nChanged 1 SP:Iteration 16Q (5479.970000 sec): 3 clusters Score: Raw -12672.630225 + Penalty 512.765854 = -12159.864371 nChanged 0 SP:Iteration 17F (5480.140000 sec): 3 clusters Score: Raw -12672.630225 + Penalty 512.765854 = -12159.864371 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 64. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5480.270000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5480.510000 sec): 3 clusters Score: Raw -6472.090264 + Penalty 435.661749 = -6036.428515 nChanged 27 SP:Iteration 1F (5480.690000 sec): 3 clusters Score: Raw -6525.808812 + Penalty 435.661749 = -6090.147063 nChanged 6 SP:Iteration 2Q (5480.920000 sec): 3 clusters Score: Raw -6557.459161 + Penalty 435.661749 = -6121.797413 nChanged 4 SP:Iteration 3Q (5481.110000 sec): 3 clusters Score: Raw -6576.514479 + Penalty 435.661749 = -6140.852730 nChanged 2 SP:Iteration 4Q (5481.270000 sec): 3 clusters Score: Raw -6585.602250 + Penalty 435.661749 = -6149.940501 nChanged 2 SP:Iteration 5Q (5481.460000 sec): 3 clusters Score: Raw -6596.600827 + Penalty 435.661749 = -6160.939078 nChanged 2 SP:Iteration 6Q (5481.610000 sec): 3 clusters Score: Raw -6602.823798 + Penalty 435.661749 = -6167.162049 nChanged 0 SP:Iteration 7F (5481.790000 sec): 3 clusters Score: Raw -6602.823798 + Penalty 435.661749 = -6167.162049 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5481.890000 sec): 2 clusters Score: Raw -7476.674019 + Penalty 222.851711 = -7253.822308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5482.050000 sec): 3 clusters Score: Raw -7465.815578 + Penalty 445.703422 = -7020.112156 nChanged 34 SP:Iteration 1F (5482.230000 sec): 3 clusters Score: Raw -7515.032318 + Penalty 445.703422 = -7069.328897 nChanged 3 SP:Iteration 2Q (5482.410000 sec): 3 clusters Score: Raw -7525.742362 + Penalty 445.703422 = -7080.038940 nChanged 2 SP:Iteration 3Q (5482.560000 sec): 3 clusters Score: Raw -7530.218956 + Penalty 445.703422 = -7084.515534 nChanged 3 SP:Iteration 4Q (5482.710000 sec): 3 clusters Score: Raw -7536.239024 + Penalty 445.703422 = -7090.535602 nChanged 2 SP:Iteration 5Q (5482.940000 sec): 3 clusters Score: Raw -7539.340823 + Penalty 445.703422 = -7093.637401 nChanged 2 SP:Iteration 6Q (5483.130000 sec): 3 clusters Score: Raw -7544.790771 + Penalty 445.703422 = -7099.087349 nChanged 0 SP:Iteration 7F (5483.300000 sec): 3 clusters Score: Raw -7544.790771 + Penalty 445.703422 = -7099.087349 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (58 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5483.390000 sec): 2 clusters Score: Raw -2485.866316 + Penalty 184.750157 = -2301.116159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5483.520000 sec): 3 clusters Score: Raw -2518.103598 + Penalty 369.500314 = -2148.603284 nChanged 6 SP:Iteration 1F (5483.670000 sec): 3 clusters Score: Raw -2533.523240 + Penalty 369.500314 = -2164.022926 nChanged 2 SP:Iteration 2Q (5483.830000 sec): 3 clusters Score: Raw -2549.611147 + Penalty 369.500314 = -2180.110833 nChanged 0 SP:Iteration 3F (5483.990000 sec): 3 clusters Score: Raw -2549.611147 + Penalty 369.500314 = -2180.110833 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5484.080000 sec): 2 clusters Score: Raw -5713.273422 + Penalty 227.064683 = -5486.208740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5484.200000 sec): 3 clusters Score: Raw -5753.526412 + Penalty 454.129365 = -5299.397047 nChanged 46 SP:Iteration 1F (5484.350000 sec): 3 clusters Score: Raw -5900.506961 + Penalty 454.129365 = -5446.377596 nChanged 11 SP:Iteration 2F (5484.510000 sec): 3 clusters Score: Raw -5961.083277 + Penalty 454.129365 = -5506.953911 nChanged 9 SP:Iteration 3F (5484.700000 sec): 3 clusters Score: Raw -6039.916294 + Penalty 454.129365 = -5585.786928 nChanged 4 SP:Iteration 4Q (5484.890000 sec): 3 clusters Score: Raw -6072.947051 + Penalty 454.129365 = -5618.817685 nChanged 2 SP:Iteration 5Q (5485.060000 sec): 3 clusters Score: Raw -6091.225592 + Penalty 454.129365 = -5637.096227 nChanged 2 SP:Iteration 6Q (5485.230000 sec): 3 clusters Score: Raw -6098.046882 + Penalty 454.129365 = -5643.917516 nChanged 4 SP:Iteration 7Q (5485.430000 sec): 3 clusters Score: Raw -6113.134288 + Penalty 454.129365 = -5659.004923 nChanged 0 SP:Iteration 8F (5485.630000 sec): 3 clusters Score: Raw -6113.134288 + Penalty 454.129365 = -5659.004923 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 65. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5485.730000 sec): 2 clusters Score: Raw -18771.631057 + Penalty 267.564251 = -18504.066806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5485.880000 sec): 3 clusters Score: Raw -18642.676623 + Penalty 535.128502 = -18107.548121 nChanged 122 SP:Iteration 1F (5486.090000 sec): 3 clusters Score: Raw -18754.110484 + Penalty 535.128502 = -18218.981982 nChanged 43 SP:Iteration 2F (5486.250000 sec): 3 clusters Score: Raw -18803.015069 + Penalty 535.128502 = -18267.886567 nChanged 15 SP:Iteration 3Q (5486.420000 sec): 3 clusters Score: Raw -18817.881088 + Penalty 535.128502 = -18282.752586 nChanged 9 SP:Iteration 4Q (5486.630000 sec): 3 clusters Score: Raw -18827.419807 + Penalty 535.128502 = -18292.291306 nChanged 10 SP:Iteration 5Q (5486.830000 sec): 3 clusters Score: Raw -18838.323669 + Penalty 535.128502 = -18303.195167 nChanged 8 SP:Iteration 6Q (5487.000000 sec): 3 clusters Score: Raw -18845.223022 + Penalty 535.128502 = -18310.094520 nChanged 6 SP:Iteration 7Q (5487.120000 sec): 3 clusters Score: Raw -18856.907135 + Penalty 535.128502 = -18321.778633 nChanged 7 SP:Iteration 8Q (5487.320000 sec): 3 clusters Score: Raw -18867.459650 + Penalty 535.128502 = -18332.331149 nChanged 9 SP:Iteration 9Q (5487.500000 sec): 3 clusters Score: Raw -18891.181100 + Penalty 535.128502 = -18356.052598 nChanged 7 SP:Iteration 10Q (5487.720000 sec): 3 clusters Score: Raw -18902.866877 + Penalty 535.128502 = -18367.738375 nChanged 10 SP:Iteration 11Q (5487.910000 sec): 3 clusters Score: Raw -18919.334898 + Penalty 535.128502 = -18384.206396 nChanged 10 SP:Iteration 12Q (5488.020000 sec): 3 clusters Score: Raw -18943.077412 + Penalty 535.128502 = -18407.948910 nChanged 10 SP:Iteration 13Q (5488.190000 sec): 3 clusters Score: Raw -18952.632780 + Penalty 535.128502 = -18417.504278 nChanged 5 SP:Iteration 14Q (5488.380000 sec): 3 clusters Score: Raw -18957.687836 + Penalty 535.128502 = -18422.559335 nChanged 3 SP:Iteration 15Q (5488.580000 sec): 3 clusters Score: Raw -18960.296654 + Penalty 535.128502 = -18425.168152 nChanged 2 SP:Iteration 16Q (5488.750000 sec): 3 clusters Score: Raw -18961.532384 + Penalty 535.128502 = -18426.403883 nChanged 1 SP:Iteration 17Q (5488.950000 sec): 3 clusters Score: Raw -18962.609334 + Penalty 535.128502 = -18427.480832 nChanged 0 SP:Iteration 18F (5489.220000 sec): 3 clusters Score: Raw -18962.609334 + Penalty 535.128502 = -18427.480832 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.310000 sec): 2 clusters Score: Raw -6877.809975 + Penalty 238.015442 = -6639.794533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5489.530000 sec): 3 clusters Score: Raw -6854.150914 + Penalty 476.030884 = -6378.120030 nChanged 59 SP:Iteration 1F (5489.690000 sec): 3 clusters Score: Raw -6978.471497 + Penalty 476.030884 = -6502.440613 nChanged 9 SP:Iteration 2Q (5489.880000 sec): 3 clusters Score: Raw -6995.842611 + Penalty 476.030884 = -6519.811727 nChanged 8 SP:Iteration 3Q (5490.040000 sec): 3 clusters Score: Raw -7015.743325 + Penalty 476.030884 = -6539.712440 nChanged 8 SP:Iteration 4Q (5490.210000 sec): 3 clusters Score: Raw -7047.886573 + Penalty 476.030884 = -6571.855689 nChanged 8 SP:Iteration 5Q (5490.370000 sec): 3 clusters Score: Raw -7080.784563 + Penalty 476.030884 = -6604.753678 nChanged 2 SP:Iteration 6Q (5490.610000 sec): 3 clusters Score: Raw -7083.205914 + Penalty 476.030884 = -6607.175030 nChanged 2 SP:Iteration 7Q (5490.750000 sec): 3 clusters Score: Raw -7085.049883 + Penalty 476.030884 = -6609.018999 nChanged 1 SP:Iteration 8Q (5490.900000 sec): 3 clusters Score: Raw -7086.207259 + Penalty 476.030884 = -6610.176375 nChanged 1 SP:Iteration 9Q (5491.060000 sec): 3 clusters Score: Raw -7088.714962 + Penalty 476.030884 = -6612.684078 nChanged 1 SP:Iteration 10Q (5491.250000 sec): 3 clusters Score: Raw -7090.071112 + Penalty 476.030884 = -6614.040228 nChanged 0 SP:Iteration 11F (5491.430000 sec): 3 clusters Score: Raw -7090.071112 + Penalty 476.030884 = -6614.040228 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5491.530000 sec): 2 clusters Score: Raw -8883.527807 + Penalty 241.300373 = -8642.227434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5491.730000 sec): 3 clusters Score: Raw -8822.180983 + Penalty 482.600747 = -8339.580236 nChanged 53 SP:Iteration 1F (5491.920000 sec): 3 clusters Score: Raw -8890.301732 + Penalty 482.600747 = -8407.700985 nChanged 18 SP:Iteration 2F (5492.110000 sec): 3 clusters Score: Raw -8948.946931 + Penalty 482.600747 = -8466.346185 nChanged 19 SP:Iteration 3F (5492.300000 sec): 3 clusters Score: Raw -8987.206055 + Penalty 482.600747 = -8504.605308 nChanged 12 SP:Iteration 4F (5492.500000 sec): 3 clusters Score: Raw -9005.253165 + Penalty 482.600747 = -8522.652419 nChanged 5 SP:Iteration 5Q (5492.680000 sec): 3 clusters Score: Raw -9011.147505 + Penalty 482.600747 = -8528.546758 nChanged 3 SP:Iteration 6Q (5492.870000 sec): 3 clusters Score: Raw -9015.390802 + Penalty 482.600747 = -8532.790055 nChanged 3 SP:Iteration 7Q (5493.050000 sec): 3 clusters Score: Raw -9017.429119 + Penalty 482.600747 = -8534.828373 nChanged 1 SP:Iteration 8Q (5493.250000 sec): 3 clusters Score: Raw -9019.045580 + Penalty 482.600747 = -8536.444834 nChanged 1 SP:Iteration 9Q (5493.390000 sec): 3 clusters Score: Raw -9020.383296 + Penalty 482.600747 = -8537.782550 nChanged 0 SP:Iteration 10F (5493.590000 sec): 3 clusters Score: Raw -9020.383296 + Penalty 482.600747 = -8537.782550 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5493.690000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5493.810000 sec): 3 clusters Score: Raw -19104.209785 + Penalty 527.992772 = -18576.217013 nChanged 104 SP:Iteration 1F (5494.000000 sec): 3 clusters Score: Raw -19201.289475 + Penalty 527.992772 = -18673.296703 nChanged 27 SP:Iteration 2F (5494.120000 sec): 3 clusters Score: Raw -19231.399271 + Penalty 527.992772 = -18703.406499 nChanged 9 SP:Iteration 3Q (5494.290000 sec): 3 clusters Score: Raw -19240.536658 + Penalty 527.992772 = -18712.543886 nChanged 3 SP:Iteration 4Q (5494.510000 sec): 3 clusters Score: Raw -19243.249115 + Penalty 527.992772 = -18715.256343 nChanged 2 SP:Iteration 5Q (5494.680000 sec): 3 clusters Score: Raw -19244.213445 + Penalty 527.992772 = -18716.220673 nChanged 3 SP:Iteration 6Q (5494.900000 sec): 3 clusters Score: Raw -19247.206443 + Penalty 527.992772 = -18719.213671 nChanged 2 SP:Iteration 7Q (5495.130000 sec): 3 clusters Score: Raw -19249.314374 + Penalty 527.992772 = -18721.321602 nChanged 2 SP:Iteration 8Q (5495.290000 sec): 3 clusters Score: Raw -19249.749371 + Penalty 527.992772 = -18721.756599 nChanged 1 SP:Iteration 9Q (5495.460000 sec): 3 clusters Score: Raw -19250.249343 + Penalty 527.992772 = -18722.256571 nChanged 0 SP:Iteration 10F (5495.670000 sec): 3 clusters Score: Raw -19250.249343 + Penalty 527.992772 = -18722.256571 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5495.810000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5495.980000 sec): 3 clusters Score: Raw -6379.585040 + Penalty 441.534754 = -5938.050286 nChanged 28 SP:Iteration 1F (5496.160000 sec): 3 clusters Score: Raw -6427.079036 + Penalty 441.534754 = -5985.544282 nChanged 3 SP:Iteration 2Q (5496.340000 sec): 3 clusters Score: Raw -6431.612290 + Penalty 441.534754 = -5990.077536 nChanged 0 SP:Iteration 3F (5496.530000 sec): 3 clusters Score: Raw -6431.612290 + Penalty 441.534754 = -5990.077536 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5496.670000 sec): 2 clusters Score: Raw -1327.393103 + Penalty 175.181716 = -1152.211388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5496.830000 sec): 3 clusters Score: Raw -1433.855687 + Penalty 350.363432 = -1083.492255 nChanged 5 SP:Iteration 1F (5497.050000 sec): 3 clusters Score: Raw -1458.014846 + Penalty 350.363432 = -1107.651414 nChanged 1 SP:Iteration 2Q (5497.220000 sec): 3 clusters Score: Raw -1464.622339 + Penalty 350.363432 = -1114.258907 nChanged 1 SP:Iteration 3Q (5497.400000 sec): 3 clusters Score: Raw -1466.548371 + Penalty 350.363432 = -1116.184939 nChanged 0 SP:Iteration 4F (5497.580000 sec): 3 clusters Score: Raw -1466.548371 + Penalty 350.363432 = -1116.184939 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5497.650000 sec): 2 clusters Score: Raw -6204.642105 + Penalty 225.490131 = -5979.151974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5497.810000 sec): 3 clusters Score: Raw -6190.335114 + Penalty 450.980262 = -5739.354852 nChanged 34 SP:Iteration 1F (5497.950000 sec): 3 clusters Score: Raw -6267.985583 + Penalty 450.980262 = -5817.005321 nChanged 7 SP:Iteration 2Q (5498.170000 sec): 3 clusters Score: Raw -6286.249618 + Penalty 450.980262 = -5835.269356 nChanged 1 SP:Iteration 3Q (5498.330000 sec): 3 clusters Score: Raw -6293.198171 + Penalty 450.980262 = -5842.217909 nChanged 1 SP:Iteration 4Q (5498.530000 sec): 3 clusters Score: Raw -6293.755303 + Penalty 450.980262 = -5842.775041 nChanged 0 SP:Iteration 5F (5498.710000 sec): 3 clusters Score: Raw -6293.755303 + Penalty 450.980262 = -5842.775041 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5498.820000 sec): 2 clusters Score: Raw -6393.499816 + Penalty 233.410392 = -6160.089424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5498.990000 sec): 3 clusters Score: Raw -6380.525862 + Penalty 466.820783 = -5913.705079 nChanged 48 SP:Iteration 1F (5499.180000 sec): 3 clusters Score: Raw -6493.785306 + Penalty 466.820783 = -6026.964523 nChanged 15 SP:Iteration 2F (5499.340000 sec): 3 clusters Score: Raw -6562.667496 + Penalty 466.820783 = -6095.846713 nChanged 7 SP:Iteration 3Q (5499.500000 sec): 3 clusters Score: Raw -6600.668876 + Penalty 466.820783 = -6133.848093 nChanged 7 SP:Iteration 4Q (5499.660000 sec): 3 clusters Score: Raw -6616.799596 + Penalty 466.820783 = -6149.978812 nChanged 0 SP:Iteration 5F (5499.830000 sec): 3 clusters Score: Raw -6616.799596 + Penalty 466.820783 = -6149.978812 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5499.920000 sec): 2 clusters Score: Raw -5051.215786 + Penalty 215.497029 = -4835.718757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5500.070000 sec): 3 clusters Score: Raw -5077.754926 + Penalty 430.994059 = -4646.760867 nChanged 21 SP:Iteration 1F (5500.250000 sec): 3 clusters Score: Raw -5169.192372 + Penalty 430.994059 = -4738.198314 nChanged 7 SP:Iteration 2F (5500.440000 sec): 3 clusters Score: Raw -5182.286709 + Penalty 430.994059 = -4751.292651 nChanged 11 SP:Iteration 3F (5500.570000 sec): 3 clusters Score: Raw -5220.556264 + Penalty 430.994059 = -4789.562206 nChanged 8 SP:Iteration 4F (5500.760000 sec): 3 clusters Score: Raw -5253.432499 + Penalty 430.994059 = -4822.438441 nChanged 4 SP:Iteration 5Q (5500.970000 sec): 3 clusters Score: Raw -5275.194037 + Penalty 430.994059 = -4844.199979 nChanged 4 SP:Iteration 6Q (5501.180000 sec): 3 clusters Score: Raw -5309.264738 + Penalty 430.994059 = -4878.270679 nChanged 4 SP:Iteration 7Q (5501.390000 sec): 3 clusters Score: Raw -5330.740275 + Penalty 430.994059 = -4899.746216 nChanged 3 SP:Iteration 8Q (5501.560000 sec): 3 clusters Score: Raw -5356.972362 + Penalty 430.994059 = -4925.978303 nChanged 4 SP:Iteration 9Q (5501.750000 sec): 3 clusters Score: Raw -5431.518463 + Penalty 430.994059 = -5000.524404 nChanged 2 SP:Iteration 10Q (5501.920000 sec): 3 clusters Score: Raw -5525.481903 + Penalty 430.994059 = -5094.487844 nChanged 0 SP:Iteration 11F (5502.130000 sec): 3 clusters Score: Raw -5525.481903 + Penalty 430.994059 = -5094.487844 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 66. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5502.220000 sec): 2 clusters Score: Raw -3786.745382 + Penalty 216.678914 = -3570.066468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5502.450000 sec): 3 clusters Score: Raw -3781.839634 + Penalty 433.357828 = -3348.481806 nChanged 22 SP:Iteration 1F (5502.590000 sec): 3 clusters Score: Raw -3842.497818 + Penalty 433.357828 = -3409.139990 nChanged 8 SP:Iteration 2F (5502.750000 sec): 3 clusters Score: Raw -3859.119527 + Penalty 433.357828 = -3425.761699 nChanged 3 SP:Iteration 3Q (5502.870000 sec): 3 clusters Score: Raw -3874.244402 + Penalty 433.357828 = -3440.886574 nChanged 3 SP:Iteration 4Q (5503.110000 sec): 3 clusters Score: Raw -3881.109182 + Penalty 433.357828 = -3447.751354 nChanged 1 SP:Iteration 5Q (5503.270000 sec): 3 clusters Score: Raw -3883.382766 + Penalty 433.357828 = -3450.024938 nChanged 0 SP:Iteration 6F (5503.480000 sec): 3 clusters Score: Raw -3883.382766 + Penalty 433.357828 = -3450.024938 nChanged 0 Deleting Class 62 (53 points): Lose 408.495936 but Gain 562.056204 Iteration 179Q (5522.100000 sec): 66 clusters Score: Raw -13225455.107790 + Penalty 36533.653242 = -13188921.454548 nChanged 76 Iteration 180F (5547.570000 sec): 66 clusters Score: Raw -13225791.407823 + Penalty 36533.653242 = -13189257.754582 nChanged 39 Iteration 181Q (5566.500000 sec): 66 clusters Score: Raw -13225835.590907 + Penalty 36533.653242 = -13189301.937665 nChanged 19 Iteration 182Q (5592.190000 sec): 66 clusters Score: Raw -13225879.779395 + Penalty 36533.653242 = -13189346.126154 nChanged 24 Iteration 183Q (5611.820000 sec): 66 clusters Score: Raw -13225940.646206 + Penalty 36533.653242 = -13189406.992965 nChanged 14 Iteration 184Q (5632.250000 sec): 66 clusters Score: Raw -13225973.924230 + Penalty 36533.653242 = -13189440.270988 nChanged 14 Iteration 185Q (5651.020000 sec): 66 clusters Score: Raw -13226021.926614 + Penalty 36533.653242 = -13189488.273373 nChanged 13 Iteration 186Q (5669.300000 sec): 66 clusters Score: Raw -13226068.310196 + Penalty 36533.653242 = -13189534.656954 nChanged 10 Iteration 187Q (5687.180000 sec): 66 clusters Score: Raw -13226086.085508 + Penalty 36533.653242 = -13189552.432267 nChanged 5 Iteration 188Q (5706.780000 sec): 66 clusters Score: Raw -13226092.778322 + Penalty 36533.653242 = -13189559.125081 nChanged 7 Iteration 189Q (5728.510000 sec): 66 clusters Score: Raw -13226102.249843 + Penalty 36533.653242 = -13189568.596602 nChanged 4 Iteration 190Q (5750.270000 sec): 66 clusters Score: Raw -13226112.458526 + Penalty 36533.653242 = -13189578.805284 nChanged 2 Iteration 191Q (5769.080000 sec): 66 clusters Score: Raw -13226114.180142 + Penalty 36533.653242 = -13189580.526901 nChanged 2 Iteration 192Q (5788.850000 sec): 66 clusters Score: Raw -13226115.898460 + Penalty 36533.653242 = -13189582.245219 nChanged 2 Iteration 193Q (5807.200000 sec): 66 clusters Score: Raw -13226119.768490 + Penalty 36533.653242 = -13189586.115248 nChanged 3 Iteration 194Q (5824.970000 sec): 66 clusters Score: Raw -13226125.136065 + Penalty 36533.653242 = -13189591.482823 nChanged 3 Iteration 195Q (5845.240000 sec): 66 clusters Score: Raw -13226127.867024 + Penalty 36533.653242 = -13189594.213783 nChanged 0 Iteration 196F (5879.920000 sec): 66 clusters Score: Raw -13226129.348548 + Penalty 36533.653242 = -13189595.695306 nChanged 3 Iteration 197Q (5900.580000 sec): 66 clusters Score: Raw -13226136.219015 + Penalty 36533.653242 = -13189602.565773 nChanged 3 Iteration 198Q (5918.130000 sec): 66 clusters Score: Raw -13226146.268581 + Penalty 36533.653242 = -13189612.615339 nChanged 4 Iteration 199Q (5933.980000 sec): 66 clusters Score: Raw -13226153.033468 + Penalty 36533.653242 = -13189619.380226 nChanged 2 Iteration 200F (5957.920000 sec): 66 clusters Score: Raw -13226154.930218 + Penalty 36533.653242 = -13189621.276976 nChanged 0 Writing temp clu file Because OldScore, -13189619.380226, is greater than current (better) Score,-13189621.276976 Compute initial score before splitting: Score: Raw -13226154.930218 + Penalty 36533.653242 = -13189621.276976 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5958.120000 sec): 2 clusters Score: Raw -17963.848508 + Penalty 262.883181 = -17700.965328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5958.350000 sec): 3 clusters Score: Raw -17865.457554 + Penalty 525.766361 = -17339.691193 nChanged 99 SP:Iteration 1F (5958.540000 sec): 3 clusters Score: Raw -17950.841433 + Penalty 525.766361 = -17425.075071 nChanged 22 SP:Iteration 2F (5958.670000 sec): 3 clusters Score: Raw -17973.373875 + Penalty 525.766361 = -17447.607514 nChanged 16 SP:Iteration 3Q (5958.900000 sec): 3 clusters Score: Raw -17989.433848 + Penalty 525.766361 = -17463.667487 nChanged 12 SP:Iteration 4Q (5959.110000 sec): 3 clusters Score: Raw -17998.770151 + Penalty 525.766361 = -17473.003789 nChanged 12 SP:Iteration 5Q (5959.330000 sec): 3 clusters Score: Raw -18008.821289 + Penalty 525.766361 = -17483.054927 nChanged 13 SP:Iteration 6Q (5959.460000 sec): 3 clusters Score: Raw -18018.763164 + Penalty 525.766361 = -17492.996803 nChanged 10 SP:Iteration 7Q (5959.650000 sec): 3 clusters Score: Raw -18028.568357 + Penalty 525.766361 = -17502.801995 nChanged 5 SP:Iteration 8Q (5959.830000 sec): 3 clusters Score: Raw -18032.343927 + Penalty 525.766361 = -17506.577566 nChanged 4 SP:Iteration 9Q (5960.060000 sec): 3 clusters Score: Raw -18038.526952 + Penalty 525.766361 = -17512.760591 nChanged 6 SP:Iteration 10Q (5960.270000 sec): 3 clusters Score: Raw -18045.290226 + Penalty 525.766361 = -17519.523865 nChanged 4 SP:Iteration 11Q (5960.440000 sec): 3 clusters Score: Raw -18047.348751 + Penalty 525.766361 = -17521.582390 nChanged 0 SP:Iteration 12F (5960.620000 sec): 3 clusters Score: Raw -18047.348751 + Penalty 525.766361 = -17521.582390 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5960.720000 sec): 2 clusters Score: Raw -51464.207245 + Penalty 313.290690 = -51150.916555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5960.910000 sec): 3 clusters Score: Raw -50964.780912 + Penalty 626.581380 = -50338.199532 nChanged 408 SP:Iteration 1F (5961.090000 sec): 3 clusters Score: Raw -51238.447191 + Penalty 626.581380 = -50611.865811 nChanged 91 SP:Iteration 2F (5961.290000 sec): 3 clusters Score: Raw -51315.241820 + Penalty 626.581380 = -50688.660440 nChanged 65 SP:Iteration 3F (5961.450000 sec): 3 clusters Score: Raw -51354.869257 + Penalty 626.581380 = -50728.287877 nChanged 40 SP:Iteration 4Q (5961.640000 sec): 3 clusters Score: Raw -51379.499333 + Penalty 626.581380 = -50752.917953 nChanged 25 SP:Iteration 5Q (5961.810000 sec): 3 clusters Score: Raw -51388.476232 + Penalty 626.581380 = -50761.894852 nChanged 15 SP:Iteration 6Q (5962.010000 sec): 3 clusters Score: Raw -51396.658537 + Penalty 626.581380 = -50770.077157 nChanged 15 SP:Iteration 7Q (5962.180000 sec): 3 clusters Score: Raw -51402.494711 + Penalty 626.581380 = -50775.913331 nChanged 13 SP:Iteration 8Q (5962.330000 sec): 3 clusters Score: Raw -51407.667388 + Penalty 626.581380 = -50781.086008 nChanged 12 SP:Iteration 9Q (5962.540000 sec): 3 clusters Score: Raw -51411.688362 + Penalty 626.581380 = -50785.106983 nChanged 22 SP:Iteration 10Q (5962.710000 sec): 3 clusters Score: Raw -51423.682259 + Penalty 626.581380 = -50797.100879 nChanged 19 SP:Iteration 11Q (5962.890000 sec): 3 clusters Score: Raw -51434.216132 + Penalty 626.581380 = -50807.634752 nChanged 28 SP:Iteration 12Q (5963.080000 sec): 3 clusters Score: Raw -51453.584218 + Penalty 626.581380 = -50827.002838 nChanged 23 SP:Iteration 13Q (5963.310000 sec): 3 clusters Score: Raw -51464.535798 + Penalty 626.581380 = -50837.954418 nChanged 15 SP:Iteration 14Q (5963.510000 sec): 3 clusters Score: Raw -51477.012762 + Penalty 626.581380 = -50850.431382 nChanged 14 SP:Iteration 15Q (5963.720000 sec): 3 clusters Score: Raw -51485.341606 + Penalty 626.581380 = -50858.760226 nChanged 11 SP:Iteration 16Q (5963.920000 sec): 3 clusters Score: Raw -51492.437585 + Penalty 626.581380 = -50865.856205 nChanged 12 SP:Iteration 17Q (5964.100000 sec): 3 clusters Score: Raw -51500.452190 + Penalty 626.581380 = -50873.870810 nChanged 10 SP:Iteration 18Q (5964.340000 sec): 3 clusters Score: Raw -51510.091558 + Penalty 626.581380 = -50883.510178 nChanged 9 SP:Iteration 19Q (5964.490000 sec): 3 clusters Score: Raw -51517.854332 + Penalty 626.581380 = -50891.272952 nChanged 7 SP:Iteration 20F (5964.720000 sec): 3 clusters Score: Raw -51527.301256 + Penalty 626.581380 = -50900.719876 nChanged 8 SP:Iteration 21Q (5964.920000 sec): 3 clusters Score: Raw -51537.191593 + Penalty 626.581380 = -50910.610213 nChanged 12 SP:Iteration 22Q (5965.110000 sec): 3 clusters Score: Raw -51550.728012 + Penalty 626.581380 = -50924.146632 nChanged 8 SP:Iteration 23Q (5965.260000 sec): 3 clusters Score: Raw -51556.566961 + Penalty 626.581380 = -50929.985581 nChanged 3 SP:Iteration 24Q (5965.410000 sec): 3 clusters Score: Raw -51560.962339 + Penalty 626.581380 = -50934.380959 nChanged 4 SP:Iteration 25Q (5965.580000 sec): 3 clusters Score: Raw -51570.142848 + Penalty 626.581380 = -50943.561468 nChanged 4 SP:Iteration 26Q (5965.770000 sec): 3 clusters Score: Raw -51576.653294 + Penalty 626.581380 = -50950.071914 nChanged 1 SP:Iteration 27Q (5965.950000 sec): 3 clusters Score: Raw -51577.283330 + Penalty 626.581380 = -50950.701950 nChanged 3 SP:Iteration 28Q (5966.150000 sec): 3 clusters Score: Raw -51578.203067 + Penalty 626.581380 = -50951.621687 nChanged 0 SP:Iteration 29F (5966.330000 sec): 3 clusters Score: Raw -51578.203067 + Penalty 626.581380 = -50951.621687 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5966.410000 sec): 2 clusters Score: Raw -124027.538130 + Penalty 347.340337 = -123680.197793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5966.660000 sec): 3 clusters Score: Raw -122866.437804 + Penalty 694.680674 = -122171.757130 nChanged 867 SP:Iteration 1F (5966.800000 sec): 3 clusters Score: Raw -123316.261736 + Penalty 694.680674 = -122621.581062 nChanged 147 SP:Iteration 2F (5966.970000 sec): 3 clusters Score: Raw -123381.605377 + Penalty 694.680674 = -122686.924704 nChanged 117 SP:Iteration 3F (5967.150000 sec): 3 clusters Score: Raw -123439.950699 + Penalty 694.680674 = -122745.270025 nChanged 99 SP:Iteration 4Q (5967.360000 sec): 3 clusters Score: Raw -123490.496318 + Penalty 694.680674 = -122795.815644 nChanged 96 SP:Iteration 5Q (5967.510000 sec): 3 clusters Score: Raw -123536.694654 + Penalty 694.680674 = -122842.013980 nChanged 92 SP:Iteration 6Q (5967.690000 sec): 3 clusters Score: Raw -123581.571618 + Penalty 694.680674 = -122886.890944 nChanged 64 SP:Iteration 7Q (5967.880000 sec): 3 clusters Score: Raw -123610.572222 + Penalty 694.680674 = -122915.891548 nChanged 60 SP:Iteration 8Q (5968.040000 sec): 3 clusters Score: Raw -123644.613048 + Penalty 694.680674 = -122949.932374 nChanged 67 SP:Iteration 9Q (5968.260000 sec): 3 clusters Score: Raw -123677.645319 + Penalty 694.680674 = -122982.964645 nChanged 54 SP:Iteration 10Q (5968.430000 sec): 3 clusters Score: Raw -123711.109086 + Penalty 694.680674 = -123016.428412 nChanged 53 SP:Iteration 11Q (5968.660000 sec): 3 clusters Score: Raw -123753.360156 + Penalty 694.680674 = -123058.679482 nChanged 58 SP:Iteration 12Q (5968.840000 sec): 3 clusters Score: Raw -123807.615012 + Penalty 694.680674 = -123112.934338 nChanged 63 SP:Iteration 13Q (5968.930000 sec): 3 clusters Score: Raw -123850.440608 + Penalty 694.680674 = -123155.759934 nChanged 57 SP:Iteration 14Q (5969.080000 sec): 3 clusters Score: Raw -123883.094596 + Penalty 694.680674 = -123188.413922 nChanged 43 SP:Iteration 15Q (5969.260000 sec): 3 clusters Score: Raw -123907.088205 + Penalty 694.680674 = -123212.407531 nChanged 34 SP:Iteration 16Q (5969.400000 sec): 3 clusters Score: Raw -123923.101442 + Penalty 694.680674 = -123228.420768 nChanged 24 SP:Iteration 17Q (5969.590000 sec): 3 clusters Score: Raw -123937.353130 + Penalty 694.680674 = -123242.672456 nChanged 26 SP:Iteration 18Q (5969.770000 sec): 3 clusters Score: Raw -123947.611195 + Penalty 694.680674 = -123252.930522 nChanged 19 SP:Iteration 19Q (5969.980000 sec): 3 clusters Score: Raw -123956.815910 + Penalty 694.680674 = -123262.135236 nChanged 20 SP:Iteration 20F (5970.180000 sec): 3 clusters Score: Raw -123965.945281 + Penalty 694.680674 = -123271.264607 nChanged 17 SP:Iteration 21Q (5970.390000 sec): 3 clusters Score: Raw -123973.361941 + Penalty 694.680674 = -123278.681267 nChanged 16 SP:Iteration 22Q (5970.580000 sec): 3 clusters Score: Raw -123978.853882 + Penalty 694.680674 = -123284.173208 nChanged 14 SP:Iteration 23Q (5970.790000 sec): 3 clusters Score: Raw -123984.221436 + Penalty 694.680674 = -123289.540763 nChanged 13 SP:Iteration 24Q (5970.980000 sec): 3 clusters Score: Raw -123991.727586 + Penalty 694.680674 = -123297.046912 nChanged 17 SP:Iteration 25Q (5971.190000 sec): 3 clusters Score: Raw -123999.939604 + Penalty 694.680674 = -123305.258930 nChanged 14 SP:Iteration 26Q (5971.420000 sec): 3 clusters Score: Raw -124011.940537 + Penalty 694.680674 = -123317.259863 nChanged 16 SP:Iteration 27Q (5971.620000 sec): 3 clusters Score: Raw -124019.921944 + Penalty 694.680674 = -123325.241270 nChanged 15 SP:Iteration 28Q (5971.840000 sec): 3 clusters Score: Raw -124028.845971 + Penalty 694.680674 = -123334.165297 nChanged 11 SP:Iteration 29Q (5972.060000 sec): 3 clusters Score: Raw -124034.636152 + Penalty 694.680674 = -123339.955478 nChanged 12 SP:Iteration 30Q (5972.230000 sec): 3 clusters Score: Raw -124044.263506 + Penalty 694.680674 = -123349.582832 nChanged 13 SP:Iteration 31Q (5972.430000 sec): 3 clusters Score: Raw -124050.001044 + Penalty 694.680674 = -123355.320370 nChanged 9 SP:Iteration 32Q (5972.620000 sec): 3 clusters Score: Raw -124054.426686 + Penalty 694.680674 = -123359.746012 nChanged 5 SP:Iteration 33Q (5972.800000 sec): 3 clusters Score: Raw -124058.110569 + Penalty 694.680674 = -123363.429895 nChanged 4 SP:Iteration 34Q (5972.980000 sec): 3 clusters Score: Raw -124060.883040 + Penalty 694.680674 = -123366.202366 nChanged 4 SP:Iteration 35Q (5973.180000 sec): 3 clusters Score: Raw -124062.493700 + Penalty 694.680674 = -123367.813026 nChanged 5 SP:Iteration 36Q (5973.360000 sec): 3 clusters Score: Raw -124067.210655 + Penalty 694.680674 = -123372.529981 nChanged 7 SP:Iteration 37Q (5973.510000 sec): 3 clusters Score: Raw -124071.798996 + Penalty 694.680674 = -123377.118322 nChanged 6 SP:Iteration 38Q (5973.700000 sec): 3 clusters Score: Raw -124074.933599 + Penalty 694.680674 = -123380.252925 nChanged 2 SP:Iteration 39Q (5973.880000 sec): 3 clusters Score: Raw -124076.247626 + Penalty 694.680674 = -123381.566952 nChanged 2 SP:Iteration 40F (5974.110000 sec): 3 clusters Score: Raw -124076.671850 + Penalty 694.680674 = -123381.991176 nChanged 1 SP:Iteration 41Q (5974.300000 sec): 3 clusters Score: Raw -124077.014037 + Penalty 694.680674 = -123382.333363 nChanged 0 SP:Iteration 42F (5974.450000 sec): 3 clusters Score: Raw -124077.014037 + Penalty 694.680674 = -123382.333363 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5974.590000 sec): 2 clusters Score: Raw -895833.532633 + Penalty 435.854085 = -895397.678548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5974.820000 sec): 3 clusters Score: Raw -886696.370843 + Penalty 871.708169 = -885824.662673 nChanged 6739 SP:Iteration 1F (5975.010000 sec): 3 clusters Score: Raw -890885.562453 + Penalty 871.708169 = -890013.854284 nChanged 1130 SP:Iteration 2F (5975.270000 sec): 3 clusters Score: Raw -891606.392453 + Penalty 871.708169 = -890734.684283 nChanged 1164 SP:Iteration 3F (5975.530000 sec): 3 clusters Score: Raw -892399.266736 + Penalty 871.708169 = -891527.558567 nChanged 1049 SP:Iteration 4F (5975.740000 sec): 3 clusters Score: Raw -893001.250310 + Penalty 871.708169 = -892129.542141 nChanged 798 SP:Iteration 5F (5976.010000 sec): 3 clusters Score: Raw -893354.301489 + Penalty 871.708169 = -892482.593320 nChanged 571 SP:Iteration 6Q (5976.270000 sec): 3 clusters Score: Raw -893545.218491 + Penalty 871.708169 = -892673.510322 nChanged 391 SP:Iteration 7Q (5976.550000 sec): 3 clusters Score: Raw -893653.359850 + Penalty 871.708169 = -892781.651681 nChanged 308 SP:Iteration 8Q (5976.780000 sec): 3 clusters Score: Raw -893730.135919 + Penalty 871.708169 = -892858.427750 nChanged 245 SP:Iteration 9Q (5977.030000 sec): 3 clusters Score: Raw -893784.266123 + Penalty 871.708169 = -892912.557953 nChanged 214 SP:Iteration 10Q (5977.220000 sec): 3 clusters Score: Raw -893839.143940 + Penalty 871.708169 = -892967.435771 nChanged 228 SP:Iteration 11Q (5977.440000 sec): 3 clusters Score: Raw -893895.467496 + Penalty 871.708169 = -893023.759327 nChanged 250 SP:Iteration 12Q (5977.720000 sec): 3 clusters Score: Raw -893957.257284 + Penalty 871.708169 = -893085.549115 nChanged 265 SP:Iteration 13Q (5977.920000 sec): 3 clusters Score: Raw -894020.241588 + Penalty 871.708169 = -893148.533418 nChanged 267 SP:Iteration 14Q (5978.190000 sec): 3 clusters Score: Raw -894088.122262 + Penalty 871.708169 = -893216.414093 nChanged 310 SP:Iteration 15Q (5978.450000 sec): 3 clusters Score: Raw -894171.111447 + Penalty 871.708169 = -893299.403278 nChanged 336 SP:Iteration 16Q (5978.720000 sec): 3 clusters Score: Raw -894269.645345 + Penalty 871.708169 = -893397.937176 nChanged 399 SP:Iteration 17Q (5978.960000 sec): 3 clusters Score: Raw -894400.786015 + Penalty 871.708169 = -893529.077846 nChanged 411 SP:Iteration 18Q (5979.160000 sec): 3 clusters Score: Raw -894544.191856 + Penalty 871.708169 = -893672.483687 nChanged 448 SP:Iteration 19Q (5979.390000 sec): 3 clusters Score: Raw -894724.271912 + Penalty 871.708169 = -893852.563743 nChanged 474 SP:Iteration 20F (5979.630000 sec): 3 clusters Score: Raw -894922.097609 + Penalty 871.708169 = -894050.389440 nChanged 470 SP:Iteration 21Q (5979.880000 sec): 3 clusters Score: Raw -895108.780721 + Penalty 871.708169 = -894237.072552 nChanged 432 SP:Iteration 22Q (5980.070000 sec): 3 clusters Score: Raw -895275.801644 + Penalty 871.708169 = -894404.093475 nChanged 428 SP:Iteration 23Q (5980.300000 sec): 3 clusters Score: Raw -895434.147891 + Penalty 871.708169 = -894562.439722 nChanged 362 SP:Iteration 24Q (5980.510000 sec): 3 clusters Score: Raw -895554.735963 + Penalty 871.708169 = -894683.027794 nChanged 324 SP:Iteration 25Q (5980.730000 sec): 3 clusters Score: Raw -895655.295458 + Penalty 871.708169 = -894783.587289 nChanged 298 SP:Iteration 26Q (5981.000000 sec): 3 clusters Score: Raw -895747.069870 + Penalty 871.708169 = -894875.361701 nChanged 270 SP:Iteration 27Q (5981.230000 sec): 3 clusters Score: Raw -895825.872801 + Penalty 871.708169 = -894954.164632 nChanged 221 SP:Iteration 28Q (5981.440000 sec): 3 clusters Score: Raw -895887.646760 + Penalty 871.708169 = -895015.938591 nChanged 188 SP:Iteration 29Q (5981.700000 sec): 3 clusters Score: Raw -895936.108351 + Penalty 871.708169 = -895064.400182 nChanged 143 SP:Iteration 30Q (5981.910000 sec): 3 clusters Score: Raw -895968.915744 + Penalty 871.708169 = -895097.207575 nChanged 127 SP:Iteration 31Q (5982.170000 sec): 3 clusters Score: Raw -895999.222081 + Penalty 871.708169 = -895127.513912 nChanged 128 SP:Iteration 32Q (5982.440000 sec): 3 clusters Score: Raw -896026.428758 + Penalty 871.708169 = -895154.720589 nChanged 109 SP:Iteration 33Q (5982.690000 sec): 3 clusters Score: Raw -896046.726263 + Penalty 871.708169 = -895175.018094 nChanged 87 SP:Iteration 34Q (5982.900000 sec): 3 clusters Score: Raw -896064.616811 + Penalty 871.708169 = -895192.908642 nChanged 86 SP:Iteration 35Q (5983.140000 sec): 3 clusters Score: Raw -896083.673248 + Penalty 871.708169 = -895211.965079 nChanged 70 SP:Iteration 36Q (5983.320000 sec): 3 clusters Score: Raw -896096.085105 + Penalty 871.708169 = -895224.376936 nChanged 60 SP:Iteration 37Q (5983.560000 sec): 3 clusters Score: Raw -896106.236357 + Penalty 871.708169 = -895234.528188 nChanged 52 SP:Iteration 38Q (5983.740000 sec): 3 clusters Score: Raw -896114.048645 + Penalty 871.708169 = -895242.340475 nChanged 41 SP:Iteration 39Q (5983.970000 sec): 3 clusters Score: Raw -896119.495342 + Penalty 871.708169 = -895247.787173 nChanged 37 SP:Iteration 40F (5984.160000 sec): 3 clusters Score: Raw -896125.597789 + Penalty 871.708169 = -895253.889619 nChanged 29 SP:Iteration 41Q (5984.360000 sec): 3 clusters Score: Raw -896130.127847 + Penalty 871.708169 = -895258.419678 nChanged 27 SP:Iteration 42Q (5984.570000 sec): 3 clusters Score: Raw -896134.047613 + Penalty 871.708169 = -895262.339444 nChanged 20 SP:Iteration 43Q (5984.780000 sec): 3 clusters Score: Raw -896136.492300 + Penalty 871.708169 = -895264.784131 nChanged 17 SP:Iteration 44Q (5985.040000 sec): 3 clusters Score: Raw -896139.022601 + Penalty 871.708169 = -895267.314432 nChanged 21 SP:Iteration 45Q (5985.290000 sec): 3 clusters Score: Raw -896140.950290 + Penalty 871.708169 = -895269.242121 nChanged 12 SP:Iteration 46Q (5985.540000 sec): 3 clusters Score: Raw -896142.582668 + Penalty 871.708169 = -895270.874499 nChanged 15 SP:Iteration 47Q (5985.720000 sec): 3 clusters Score: Raw -896143.906077 + Penalty 871.708169 = -895272.197907 nChanged 7 SP:Iteration 48Q (5985.950000 sec): 3 clusters Score: Raw -896144.553035 + Penalty 871.708169 = -895272.844866 nChanged 8 SP:Iteration 49Q (5986.180000 sec): 3 clusters Score: Raw -896145.412551 + Penalty 871.708169 = -895273.704382 nChanged 10 SP:Iteration 50Q (5986.390000 sec): 3 clusters Score: Raw -896146.614544 + Penalty 871.708169 = -895274.906374 nChanged 9 SP:Iteration 51Q (5986.590000 sec): 3 clusters Score: Raw -896147.558219 + Penalty 871.708169 = -895275.850050 nChanged 11 SP:Iteration 52Q (5986.800000 sec): 3 clusters Score: Raw -896148.824505 + Penalty 871.708169 = -895277.116336 nChanged 9 SP:Iteration 53Q (5987.020000 sec): 3 clusters Score: Raw -896149.510236 + Penalty 871.708169 = -895277.802067 nChanged 8 SP:Iteration 54Q (5987.230000 sec): 3 clusters Score: Raw -896150.315955 + Penalty 871.708169 = -895278.607786 nChanged 6 SP:Iteration 55Q (5987.480000 sec): 3 clusters Score: Raw -896150.779544 + Penalty 871.708169 = -895279.071375 nChanged 7 SP:Iteration 56Q (5987.750000 sec): 3 clusters Score: Raw -896151.351903 + Penalty 871.708169 = -895279.643734 nChanged 4 SP:Iteration 57Q (5987.970000 sec): 3 clusters Score: Raw -896151.701835 + Penalty 871.708169 = -895279.993666 nChanged 4 SP:Iteration 58Q (5988.210000 sec): 3 clusters Score: Raw -896152.191602 + Penalty 871.708169 = -895280.483433 nChanged 7 SP:Iteration 59Q (5988.450000 sec): 3 clusters Score: Raw -896153.204781 + Penalty 871.708169 = -895281.496612 nChanged 10 SP:Iteration 60F (5988.730000 sec): 3 clusters Score: Raw -896154.153465 + Penalty 871.708169 = -895282.445296 nChanged 5 SP:Iteration 61Q (5988.940000 sec): 3 clusters Score: Raw -896154.475493 + Penalty 871.708169 = -895282.767324 nChanged 4 SP:Iteration 62Q (5989.180000 sec): 3 clusters Score: Raw -896154.765767 + Penalty 871.708169 = -895283.057598 nChanged 5 SP:Iteration 63Q (5989.410000 sec): 3 clusters Score: Raw -896155.171073 + Penalty 871.708169 = -895283.462904 nChanged 5 SP:Iteration 64Q (5989.620000 sec): 3 clusters Score: Raw -896155.423637 + Penalty 871.708169 = -895283.715468 nChanged 4 SP:Iteration 65Q (5989.840000 sec): 3 clusters Score: Raw -896155.671445 + Penalty 871.708169 = -895283.963276 nChanged 5 SP:Iteration 66Q (5990.040000 sec): 3 clusters Score: Raw -896155.915383 + Penalty 871.708169 = -895284.207214 nChanged 2 SP:Iteration 67Q (5990.250000 sec): 3 clusters Score: Raw -896156.124930 + Penalty 871.708169 = -895284.416760 nChanged 3 SP:Iteration 68Q (5990.440000 sec): 3 clusters Score: Raw -896156.367845 + Penalty 871.708169 = -895284.659676 nChanged 5 SP:Iteration 69Q (5990.720000 sec): 3 clusters Score: Raw -896156.804683 + Penalty 871.708169 = -895285.096514 nChanged 5 SP:Iteration 70Q (5990.900000 sec): 3 clusters Score: Raw -896157.152828 + Penalty 871.708169 = -895285.444658 nChanged 2 SP:Iteration 71Q (5991.120000 sec): 3 clusters Score: Raw -896157.321978 + Penalty 871.708169 = -895285.613809 nChanged 1 SP:Iteration 72Q (5991.320000 sec): 3 clusters Score: Raw -896157.424545 + Penalty 871.708169 = -895285.716376 nChanged 2 SP:Iteration 73Q (5991.590000 sec): 3 clusters Score: Raw -896157.571042 + Penalty 871.708169 = -895285.862873 nChanged 2 SP:Iteration 74Q (5991.850000 sec): 3 clusters Score: Raw -896157.719186 + Penalty 871.708169 = -895286.011017 nChanged 5 SP:Iteration 75Q (5992.110000 sec): 3 clusters Score: Raw -896158.034608 + Penalty 871.708169 = -895286.326439 nChanged 2 SP:Iteration 76Q (5992.340000 sec): 3 clusters Score: Raw -896158.153146 + Penalty 871.708169 = -895286.444977 nChanged 1 SP:Iteration 77Q (5992.510000 sec): 3 clusters Score: Raw -896158.226925 + Penalty 871.708169 = -895286.518756 nChanged 1 SP:Iteration 78Q (5992.700000 sec): 3 clusters Score: Raw -896158.282701 + Penalty 871.708169 = -895286.574532 nChanged 1 SP:Iteration 79Q (5992.890000 sec): 3 clusters Score: Raw -896158.338837 + Penalty 871.708169 = -895286.630668 nChanged 0 SP:Iteration 80F (5993.110000 sec): 3 clusters Score: Raw -896158.338837 + Penalty 871.708169 = -895286.630668 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5993.220000 sec): 2 clusters Score: Raw -3895.623228 + Penalty 193.306534 = -3702.316695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5993.380000 sec): 3 clusters Score: Raw -3910.549447 + Penalty 386.613067 = -3523.936380 nChanged 11 SP:Iteration 1F (5993.540000 sec): 3 clusters Score: Raw -3940.931420 + Penalty 386.613067 = -3554.318353 nChanged 3 SP:Iteration 2Q (5993.700000 sec): 3 clusters Score: Raw -3951.759033 + Penalty 386.613067 = -3565.145966 nChanged 3 SP:Iteration 3Q (5993.840000 sec): 3 clusters Score: Raw -3958.776126 + Penalty 386.613067 = -3572.163059 nChanged 1 SP:Iteration 4Q (5994.050000 sec): 3 clusters Score: Raw -3961.848537 + Penalty 386.613067 = -3575.235470 nChanged 1 SP:Iteration 5Q (5994.230000 sec): 3 clusters Score: Raw -3965.311176 + Penalty 386.613067 = -3578.698109 nChanged 1 SP:Iteration 6Q (5994.440000 sec): 3 clusters Score: Raw -3967.835546 + Penalty 386.613067 = -3581.222479 nChanged 0 SP:Iteration 7F (5994.590000 sec): 3 clusters Score: Raw -3967.835546 + Penalty 386.613067 = -3581.222479 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5994.710000 sec): 2 clusters Score: Raw -172987.373070 + Penalty 365.101441 = -172622.271630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5994.900000 sec): 3 clusters Score: Raw -171293.457951 + Penalty 730.202881 = -170563.255070 nChanged 1320 SP:Iteration 1F (5995.050000 sec): 3 clusters Score: Raw -172156.993760 + Penalty 730.202881 = -171426.790878 nChanged 263 SP:Iteration 2F (5995.260000 sec): 3 clusters Score: Raw -172311.615305 + Penalty 730.202881 = -171581.412424 nChanged 200 SP:Iteration 3F (5995.370000 sec): 3 clusters Score: Raw -172440.458832 + Penalty 730.202881 = -171710.255951 nChanged 181 SP:Iteration 4F (5995.620000 sec): 3 clusters Score: Raw -172565.850031 + Penalty 730.202881 = -171835.647150 nChanged 167 SP:Iteration 5F (5995.800000 sec): 3 clusters Score: Raw -172719.152409 + Penalty 730.202881 = -171988.949528 nChanged 161 SP:Iteration 6F (5995.980000 sec): 3 clusters Score: Raw -172841.706720 + Penalty 730.202881 = -172111.503839 nChanged 107 SP:Iteration 7Q (5996.190000 sec): 3 clusters Score: Raw -172898.449717 + Penalty 730.202881 = -172168.246835 nChanged 71 SP:Iteration 8Q (5996.420000 sec): 3 clusters Score: Raw -172924.342444 + Penalty 730.202881 = -172194.139562 nChanged 44 SP:Iteration 9Q (5996.590000 sec): 3 clusters Score: Raw -172934.166306 + Penalty 730.202881 = -172203.963425 nChanged 19 SP:Iteration 10Q (5996.770000 sec): 3 clusters Score: Raw -172936.737037 + Penalty 730.202881 = -172206.534155 nChanged 10 SP:Iteration 11Q (5996.960000 sec): 3 clusters Score: Raw -172938.798390 + Penalty 730.202881 = -172208.595509 nChanged 14 SP:Iteration 12Q (5997.140000 sec): 3 clusters Score: Raw -172941.201941 + Penalty 730.202881 = -172210.999060 nChanged 10 SP:Iteration 13Q (5997.320000 sec): 3 clusters Score: Raw -172943.796816 + Penalty 730.202881 = -172213.593935 nChanged 15 SP:Iteration 14Q (5997.540000 sec): 3 clusters Score: Raw -172946.157579 + Penalty 730.202881 = -172215.954698 nChanged 10 SP:Iteration 15Q (5997.720000 sec): 3 clusters Score: Raw -172947.286310 + Penalty 730.202881 = -172217.083429 nChanged 8 SP:Iteration 16Q (5997.930000 sec): 3 clusters Score: Raw -172948.467229 + Penalty 730.202881 = -172218.264348 nChanged 7 SP:Iteration 17Q (5998.080000 sec): 3 clusters Score: Raw -172949.949221 + Penalty 730.202881 = -172219.746340 nChanged 4 SP:Iteration 18Q (5998.260000 sec): 3 clusters Score: Raw -172950.504930 + Penalty 730.202881 = -172220.302048 nChanged 2 SP:Iteration 19Q (5998.450000 sec): 3 clusters Score: Raw -172950.590880 + Penalty 730.202881 = -172220.387998 nChanged 0 SP:Iteration 20F (5998.680000 sec): 3 clusters Score: Raw -172950.590880 + Penalty 730.202881 = -172220.387998 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5999.270000 sec): 2 clusters Score: Raw -9449804.032195 + Penalty 545.027773 = -9449259.004422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6000.020000 sec): 3 clusters Score: Raw -9341996.735092 + Penalty 1090.055546 = -9340906.679546 nChanged 78283 SP:Iteration 1F (6000.920000 sec): 3 clusters Score: Raw -9389782.173746 + Penalty 1090.055546 = -9388692.118199 nChanged 5814 SP:Iteration 2Q (6001.740000 sec): 3 clusters Score: Raw -9391661.431197 + Penalty 1090.055546 = -9390571.375651 nChanged 6709 SP:Iteration 3Q (6002.580000 sec): 3 clusters Score: Raw -9394439.738184 + Penalty 1090.055546 = -9393349.682638 nChanged 8026 SP:Iteration 4F (6003.300000 sec): 3 clusters Score: Raw -9398473.610081 + Penalty 1090.055546 = -9397383.554535 nChanged 9061 SP:Iteration 5F (6004.020000 sec): 3 clusters Score: Raw -9403879.491043 + Penalty 1090.055546 = -9402789.435497 nChanged 9858 SP:Iteration 6F (6004.740000 sec): 3 clusters Score: Raw -9411042.781846 + Penalty 1090.055546 = -9409952.726300 nChanged 9884 SP:Iteration 7F (6005.520000 sec): 3 clusters Score: Raw -9418337.042232 + Penalty 1090.055546 = -9417246.986686 nChanged 8305 SP:Iteration 8F (6006.250000 sec): 3 clusters Score: Raw -9422879.843256 + Penalty 1090.055546 = -9421789.787710 nChanged 5593 SP:Iteration 9Q (6007.020000 sec): 3 clusters Score: Raw -9424781.319539 + Penalty 1090.055546 = -9423691.263992 nChanged 3428 SP:Iteration 10Q (6007.850000 sec): 3 clusters Score: Raw -9425590.768352 + Penalty 1090.055546 = -9424500.712806 nChanged 2377 SP:Iteration 11Q (6008.710000 sec): 3 clusters Score: Raw -9426164.907126 + Penalty 1090.055546 = -9425074.851580 nChanged 2294 SP:Iteration 12Q (6009.610000 sec): 3 clusters Score: Raw -9426764.637873 + Penalty 1090.055546 = -9425674.582327 nChanged 2304 SP:Iteration 13Q (6010.460000 sec): 3 clusters Score: Raw -9427402.845001 + Penalty 1090.055546 = -9426312.789454 nChanged 2443 SP:Iteration 14Q (6011.300000 sec): 3 clusters Score: Raw -9428097.190836 + Penalty 1090.055546 = -9427007.135289 nChanged 2506 SP:Iteration 15Q (6011.910000 sec): 3 clusters Score: Raw -9428841.102933 + Penalty 1090.055546 = -9427751.047387 nChanged 2587 SP:Iteration 16Q (6012.550000 sec): 3 clusters Score: Raw -9429656.100536 + Penalty 1090.055546 = -9428566.044990 nChanged 2714 SP:Iteration 17Q (6013.290000 sec): 3 clusters Score: Raw -9430562.824222 + Penalty 1090.055546 = -9429472.768676 nChanged 2812 SP:Iteration 18Q (6013.970000 sec): 3 clusters Score: Raw -9431563.652645 + Penalty 1090.055546 = -9430473.597099 nChanged 2757 SP:Iteration 19Q (6014.630000 sec): 3 clusters Score: Raw -9432560.861193 + Penalty 1090.055546 = -9431470.805647 nChanged 2762 SP:Iteration 20F (6015.340000 sec): 3 clusters Score: Raw -9433575.638934 + Penalty 1090.055546 = -9432485.583388 nChanged 2763 SP:Iteration 21Q (6016.030000 sec): 3 clusters Score: Raw -9434634.253542 + Penalty 1090.055546 = -9433544.197996 nChanged 2783 SP:Iteration 22Q (6016.740000 sec): 3 clusters Score: Raw -9435720.836141 + Penalty 1090.055546 = -9434630.780594 nChanged 2754 SP:Iteration 23Q (6017.480000 sec): 3 clusters Score: Raw -9436816.926362 + Penalty 1090.055546 = -9435726.870815 nChanged 2767 SP:Iteration 24Q (6018.210000 sec): 3 clusters Score: Raw -9437977.593692 + Penalty 1090.055546 = -9436887.538146 nChanged 2702 SP:Iteration 25Q (6018.910000 sec): 3 clusters Score: Raw -9439162.539836 + Penalty 1090.055546 = -9438072.484290 nChanged 2624 SP:Iteration 26Q (6019.710000 sec): 3 clusters Score: Raw -9440363.115821 + Penalty 1090.055546 = -9439273.060274 nChanged 2541 SP:Iteration 27Q (6020.390000 sec): 3 clusters Score: Raw -9441557.322496 + Penalty 1090.055546 = -9440467.266949 nChanged 2352 SP:Iteration 28Q (6021.140000 sec): 3 clusters Score: Raw -9442719.007964 + Penalty 1090.055546 = -9441628.952417 nChanged 2183 SP:Iteration 29Q (6021.790000 sec): 3 clusters Score: Raw -9443861.029114 + Penalty 1090.055546 = -9442770.973568 nChanged 2121 SP:Iteration 30Q (6022.360000 sec): 3 clusters Score: Raw -9445067.927666 + Penalty 1090.055546 = -9443977.872120 nChanged 1866 SP:Iteration 31Q (6022.900000 sec): 3 clusters Score: Raw -9446195.872332 + Penalty 1090.055546 = -9445105.816786 nChanged 1565 SP:Iteration 32Q (6023.490000 sec): 3 clusters Score: Raw -9447172.408572 + Penalty 1090.055546 = -9446082.353025 nChanged 1276 SP:Iteration 33Q (6024.090000 sec): 3 clusters Score: Raw -9447993.522680 + Penalty 1090.055546 = -9446903.467134 nChanged 941 SP:Iteration 34Q (6024.780000 sec): 3 clusters Score: Raw -9448579.909565 + Penalty 1090.055546 = -9447489.854018 nChanged 690 SP:Iteration 35Q (6025.350000 sec): 3 clusters Score: Raw -9449013.847442 + Penalty 1090.055546 = -9447923.791896 nChanged 494 SP:Iteration 36Q (6025.910000 sec): 3 clusters Score: Raw -9449326.009808 + Penalty 1090.055546 = -9448235.954261 nChanged 297 SP:Iteration 37Q (6026.520000 sec): 3 clusters Score: Raw -9449506.800965 + Penalty 1090.055546 = -9448416.745418 nChanged 183 SP:Iteration 38Q (6027.210000 sec): 3 clusters Score: Raw -9449618.918501 + Penalty 1090.055546 = -9448528.862955 nChanged 134 SP:Iteration 39Q (6027.800000 sec): 3 clusters Score: Raw -9449699.210667 + Penalty 1090.055546 = -9448609.155121 nChanged 94 SP:Iteration 40F (6028.560000 sec): 3 clusters Score: Raw -9449757.886160 + Penalty 1090.055546 = -9448667.830614 nChanged 54 SP:Iteration 41Q (6029.370000 sec): 3 clusters Score: Raw -9449789.632008 + Penalty 1090.055546 = -9448699.576462 nChanged 37 SP:Iteration 42Q (6030.000000 sec): 3 clusters Score: Raw -9449809.606394 + Penalty 1090.055546 = -9448719.550848 nChanged 27 SP:Iteration 43Q (6030.600000 sec): 3 clusters Score: Raw -9449826.588531 + Penalty 1090.055546 = -9448736.532984 nChanged 20 SP:Iteration 44Q (6031.260000 sec): 3 clusters Score: Raw -9449840.152527 + Penalty 1090.055546 = -9448750.096981 nChanged 14 SP:Iteration 45Q (6031.960000 sec): 3 clusters Score: Raw -9449852.431082 + Penalty 1090.055546 = -9448762.375536 nChanged 10 SP:Iteration 46Q (6032.640000 sec): 3 clusters Score: Raw -9449858.233191 + Penalty 1090.055546 = -9448768.177645 nChanged 7 SP:Iteration 47Q (6033.260000 sec): 3 clusters Score: Raw -9449864.443361 + Penalty 1090.055546 = -9448774.387815 nChanged 5 SP:Iteration 48Q (6033.960000 sec): 3 clusters Score: Raw -9449867.417587 + Penalty 1090.055546 = -9448777.362041 nChanged 6 SP:Iteration 49Q (6034.590000 sec): 3 clusters Score: Raw -9449870.804854 + Penalty 1090.055546 = -9448780.749308 nChanged 4 SP:Iteration 50Q (6035.180000 sec): 3 clusters Score: Raw -9449873.864174 + Penalty 1090.055546 = -9448783.808628 nChanged 4 SP:Iteration 51Q (6035.870000 sec): 3 clusters Score: Raw -9449875.221628 + Penalty 1090.055546 = -9448785.166081 nChanged 2 SP:Iteration 52Q (6036.480000 sec): 3 clusters Score: Raw -9449875.998048 + Penalty 1090.055546 = -9448785.942501 nChanged 1 SP:Iteration 53Q (6037.060000 sec): 3 clusters Score: Raw -9449876.359252 + Penalty 1090.055546 = -9448786.303705 nChanged 1 SP:Iteration 54Q (6037.650000 sec): 3 clusters Score: Raw -9449876.587352 + Penalty 1090.055546 = -9448786.531806 nChanged 0 SP:Iteration 55F (6038.220000 sec): 3 clusters Score: Raw -9449876.587352 + Penalty 1090.055546 = -9448786.531806 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6038.400000 sec): 2 clusters Score: Raw -46590.928878 + Penalty 303.978888 = -46286.949990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6038.590000 sec): 3 clusters Score: Raw -46178.896460 + Penalty 607.957776 = -45570.938684 nChanged 334 SP:Iteration 1F (6038.810000 sec): 3 clusters Score: Raw -46396.873311 + Penalty 607.957776 = -45788.915536 nChanged 62 SP:Iteration 2F (6039.000000 sec): 3 clusters Score: Raw -46436.201658 + Penalty 607.957776 = -45828.243882 nChanged 44 SP:Iteration 3F (6039.180000 sec): 3 clusters Score: Raw -46459.446536 + Penalty 607.957776 = -45851.488760 nChanged 31 SP:Iteration 4Q (6039.350000 sec): 3 clusters Score: Raw -46475.361559 + Penalty 607.957776 = -45867.403783 nChanged 24 SP:Iteration 5Q (6039.560000 sec): 3 clusters Score: Raw -46487.308525 + Penalty 607.957776 = -45879.350750 nChanged 20 SP:Iteration 6Q (6039.760000 sec): 3 clusters Score: Raw -46495.907369 + Penalty 607.957776 = -45887.949593 nChanged 17 SP:Iteration 7Q (6039.970000 sec): 3 clusters Score: Raw -46501.578100 + Penalty 607.957776 = -45893.620324 nChanged 17 SP:Iteration 8Q (6040.160000 sec): 3 clusters Score: Raw -46508.396613 + Penalty 607.957776 = -45900.438837 nChanged 11 SP:Iteration 9Q (6040.340000 sec): 3 clusters Score: Raw -46512.600392 + Penalty 607.957776 = -45904.642616 nChanged 10 SP:Iteration 10Q (6040.490000 sec): 3 clusters Score: Raw -46515.929610 + Penalty 607.957776 = -45907.971834 nChanged 14 SP:Iteration 11Q (6040.690000 sec): 3 clusters Score: Raw -46522.698906 + Penalty 607.957776 = -45914.741130 nChanged 16 SP:Iteration 12Q (6040.870000 sec): 3 clusters Score: Raw -46531.908288 + Penalty 607.957776 = -45923.950512 nChanged 13 SP:Iteration 13Q (6041.090000 sec): 3 clusters Score: Raw -46538.009190 + Penalty 607.957776 = -45930.051414 nChanged 8 SP:Iteration 14Q (6041.270000 sec): 3 clusters Score: Raw -46540.898390 + Penalty 607.957776 = -45932.940614 nChanged 8 SP:Iteration 15Q (6041.500000 sec): 3 clusters Score: Raw -46542.800932 + Penalty 607.957776 = -45934.843156 nChanged 5 SP:Iteration 16Q (6041.700000 sec): 3 clusters Score: Raw -46545.789164 + Penalty 607.957776 = -45937.831388 nChanged 13 SP:Iteration 17Q (6041.880000 sec): 3 clusters Score: Raw -46554.408212 + Penalty 607.957776 = -45946.450436 nChanged 12 SP:Iteration 18Q (6042.080000 sec): 3 clusters Score: Raw -46560.714003 + Penalty 607.957776 = -45952.756227 nChanged 13 SP:Iteration 19Q (6042.220000 sec): 3 clusters Score: Raw -46570.078443 + Penalty 607.957776 = -45962.120667 nChanged 17 SP:Iteration 20F (6042.430000 sec): 3 clusters Score: Raw -46580.957374 + Penalty 607.957776 = -45972.999598 nChanged 12 SP:Iteration 21Q (6042.590000 sec): 3 clusters Score: Raw -46587.762153 + Penalty 607.957776 = -45979.804377 nChanged 9 SP:Iteration 22Q (6042.810000 sec): 3 clusters Score: Raw -46592.732585 + Penalty 607.957776 = -45984.774809 nChanged 13 SP:Iteration 23Q (6043.020000 sec): 3 clusters Score: Raw -46600.663957 + Penalty 607.957776 = -45992.706181 nChanged 11 SP:Iteration 24Q (6043.220000 sec): 3 clusters Score: Raw -46607.870648 + Penalty 607.957776 = -45999.912872 nChanged 9 SP:Iteration 25Q (6043.350000 sec): 3 clusters Score: Raw -46615.450367 + Penalty 607.957776 = -46007.492591 nChanged 9 SP:Iteration 26Q (6043.550000 sec): 3 clusters Score: Raw -46624.860656 + Penalty 607.957776 = -46016.902880 nChanged 7 SP:Iteration 27Q (6043.760000 sec): 3 clusters Score: Raw -46631.739902 + Penalty 607.957776 = -46023.782126 nChanged 4 SP:Iteration 28Q (6043.940000 sec): 3 clusters Score: Raw -46635.090709 + Penalty 607.957776 = -46027.132934 nChanged 6 SP:Iteration 29Q (6044.140000 sec): 3 clusters Score: Raw -46639.612142 + Penalty 607.957776 = -46031.654366 nChanged 6 SP:Iteration 30Q (6044.340000 sec): 3 clusters Score: Raw -46644.782680 + Penalty 607.957776 = -46036.824904 nChanged 4 SP:Iteration 31Q (6044.560000 sec): 3 clusters Score: Raw -46648.230050 + Penalty 607.957776 = -46040.272275 nChanged 4 SP:Iteration 32Q (6044.700000 sec): 3 clusters Score: Raw -46652.270255 + Penalty 607.957776 = -46044.312479 nChanged 3 SP:Iteration 33Q (6044.880000 sec): 3 clusters Score: Raw -46655.148970 + Penalty 607.957776 = -46047.191194 nChanged 5 SP:Iteration 34Q (6045.060000 sec): 3 clusters Score: Raw -46660.234872 + Penalty 607.957776 = -46052.277096 nChanged 6 SP:Iteration 35Q (6045.260000 sec): 3 clusters Score: Raw -46667.282343 + Penalty 607.957776 = -46059.324567 nChanged 6 SP:Iteration 36Q (6045.430000 sec): 3 clusters Score: Raw -46671.432936 + Penalty 607.957776 = -46063.475160 nChanged 3 SP:Iteration 37Q (6045.600000 sec): 3 clusters Score: Raw -46672.436713 + Penalty 607.957776 = -46064.478937 nChanged 1 SP:Iteration 38Q (6045.780000 sec): 3 clusters Score: Raw -46672.592971 + Penalty 607.957776 = -46064.635195 nChanged 0 SP:Iteration 39F (6045.930000 sec): 3 clusters Score: Raw -46672.592971 + Penalty 607.957776 = -46064.635195 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6046.020000 sec): 2 clusters Score: Raw -10666.570697 + Penalty 239.921480 = -10426.649217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6046.250000 sec): 3 clusters Score: Raw -10640.310186 + Penalty 479.842960 = -10160.467226 nChanged 47 SP:Iteration 1F (6046.420000 sec): 3 clusters Score: Raw -10716.494345 + Penalty 479.842960 = -10236.651385 nChanged 12 SP:Iteration 2F (6046.630000 sec): 3 clusters Score: Raw -10732.401360 + Penalty 479.842960 = -10252.558401 nChanged 5 SP:Iteration 3Q (6046.820000 sec): 3 clusters Score: Raw -10741.402850 + Penalty 479.842960 = -10261.559890 nChanged 4 SP:Iteration 4Q (6046.980000 sec): 3 clusters Score: Raw -10751.535827 + Penalty 479.842960 = -10271.692867 nChanged 1 SP:Iteration 5Q (6047.150000 sec): 3 clusters Score: Raw -10752.251126 + Penalty 479.842960 = -10272.408166 nChanged 1 SP:Iteration 6Q (6047.300000 sec): 3 clusters Score: Raw -10753.547136 + Penalty 479.842960 = -10273.704176 nChanged 3 SP:Iteration 7Q (6047.470000 sec): 3 clusters Score: Raw -10755.947719 + Penalty 479.842960 = -10276.104760 nChanged 1 SP:Iteration 8Q (6047.630000 sec): 3 clusters Score: Raw -10758.426626 + Penalty 479.842960 = -10278.583666 nChanged 1 SP:Iteration 9Q (6047.770000 sec): 3 clusters Score: Raw -10759.630565 + Penalty 479.842960 = -10279.787605 nChanged 0 SP:Iteration 10F (6047.970000 sec): 3 clusters Score: Raw -10759.630565 + Penalty 479.842960 = -10279.787605 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6048.090000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6048.250000 sec): 3 clusters Score: Raw -7352.910048 + Penalty 445.703422 = -6907.206626 nChanged 27 SP:Iteration 1F (6048.420000 sec): 3 clusters Score: Raw -7402.504955 + Penalty 445.703422 = -6956.801533 nChanged 10 SP:Iteration 2F (6048.660000 sec): 3 clusters Score: Raw -7429.653747 + Penalty 445.703422 = -6983.950326 nChanged 5 SP:Iteration 3Q (6048.840000 sec): 3 clusters Score: Raw -7441.207118 + Penalty 445.703422 = -6995.503696 nChanged 1 SP:Iteration 4Q (6049.040000 sec): 3 clusters Score: Raw -7442.277850 + Penalty 445.703422 = -6996.574428 nChanged 0 SP:Iteration 5F (6049.200000 sec): 3 clusters Score: Raw -7442.277850 + Penalty 445.703422 = -6996.574428 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1163 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6049.250000 sec): 2 clusters Score: Raw -64258.212345 + Penalty 321.173496 = -63937.038849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6049.480000 sec): 3 clusters Score: Raw -63677.991515 + Penalty 642.346992 = -63035.644523 nChanged 494 SP:Iteration 1F (6049.640000 sec): 3 clusters Score: Raw -64030.447974 + Penalty 642.346992 = -63388.100982 nChanged 100 SP:Iteration 2F (6049.820000 sec): 3 clusters Score: Raw -64103.669179 + Penalty 642.346992 = -63461.322187 nChanged 57 SP:Iteration 3Q (6050.020000 sec): 3 clusters Score: Raw -64135.128325 + Penalty 642.346992 = -63492.781333 nChanged 30 SP:Iteration 4Q (6050.240000 sec): 3 clusters Score: Raw -64155.018408 + Penalty 642.346992 = -63512.671416 nChanged 37 SP:Iteration 5Q (6050.400000 sec): 3 clusters Score: Raw -64175.862327 + Penalty 642.346992 = -63533.515335 nChanged 33 SP:Iteration 6Q (6050.550000 sec): 3 clusters Score: Raw -64193.554558 + Penalty 642.346992 = -63551.207566 nChanged 36 SP:Iteration 7Q (6050.730000 sec): 3 clusters Score: Raw -64216.247156 + Penalty 642.346992 = -63573.900164 nChanged 37 SP:Iteration 8Q (6050.910000 sec): 3 clusters Score: Raw -64242.982611 + Penalty 642.346992 = -63600.635619 nChanged 26 SP:Iteration 9Q (6051.100000 sec): 3 clusters Score: Raw -64266.422520 + Penalty 642.346992 = -63624.075528 nChanged 22 SP:Iteration 10Q (6051.300000 sec): 3 clusters Score: Raw -64295.536312 + Penalty 642.346992 = -63653.189320 nChanged 19 SP:Iteration 11Q (6051.490000 sec): 3 clusters Score: Raw -64323.154340 + Penalty 642.346992 = -63680.807348 nChanged 17 SP:Iteration 12Q (6051.650000 sec): 3 clusters Score: Raw -64341.293916 + Penalty 642.346992 = -63698.946924 nChanged 11 SP:Iteration 13Q (6051.820000 sec): 3 clusters Score: Raw -64350.057571 + Penalty 642.346992 = -63707.710580 nChanged 5 SP:Iteration 14Q (6052.030000 sec): 3 clusters Score: Raw -64355.264250 + Penalty 642.346992 = -63712.917258 nChanged 5 SP:Iteration 15Q (6052.210000 sec): 3 clusters Score: Raw -64357.478543 + Penalty 642.346992 = -63715.131551 nChanged 1 SP:Iteration 16Q (6052.410000 sec): 3 clusters Score: Raw -64357.836053 + Penalty 642.346992 = -63715.489061 nChanged 0 SP:Iteration 17F (6052.560000 sec): 3 clusters Score: Raw -64357.836053 + Penalty 642.346992 = -63715.489061 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6052.660000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6052.850000 sec): 3 clusters Score: Raw -16105.670447 + Penalty 515.644829 = -15590.025618 nChanged 92 SP:Iteration 1F (6053.000000 sec): 3 clusters Score: Raw -16197.010797 + Penalty 515.644829 = -15681.365968 nChanged 16 SP:Iteration 2F (6053.190000 sec): 3 clusters Score: Raw -16220.048914 + Penalty 515.644829 = -15704.404086 nChanged 14 SP:Iteration 3Q (6053.420000 sec): 3 clusters Score: Raw -16237.354986 + Penalty 515.644829 = -15721.710158 nChanged 16 SP:Iteration 4F (6053.590000 sec): 3 clusters Score: Raw -16265.311554 + Penalty 515.644829 = -15749.666725 nChanged 13 SP:Iteration 5Q (6053.760000 sec): 3 clusters Score: Raw -16307.696201 + Penalty 515.644829 = -15792.051373 nChanged 17 SP:Iteration 6F (6053.950000 sec): 3 clusters Score: Raw -16345.180022 + Penalty 515.644829 = -15829.535194 nChanged 9 SP:Iteration 7Q (6054.140000 sec): 3 clusters Score: Raw -16361.293224 + Penalty 515.644829 = -15845.648396 nChanged 7 SP:Iteration 8Q (6054.280000 sec): 3 clusters Score: Raw -16371.614689 + Penalty 515.644829 = -15855.969860 nChanged 3 SP:Iteration 9Q (6054.500000 sec): 3 clusters Score: Raw -16377.432931 + Penalty 515.644829 = -15861.788102 nChanged 4 SP:Iteration 10Q (6054.620000 sec): 3 clusters Score: Raw -16381.585720 + Penalty 515.644829 = -15865.940892 nChanged 2 SP:Iteration 11Q (6054.800000 sec): 3 clusters Score: Raw -16386.239860 + Penalty 515.644829 = -15870.595031 nChanged 2 SP:Iteration 12Q (6054.950000 sec): 3 clusters Score: Raw -16390.083989 + Penalty 515.644829 = -15874.439160 nChanged 3 SP:Iteration 13Q (6055.170000 sec): 3 clusters Score: Raw -16397.284925 + Penalty 515.644829 = -15881.640097 nChanged 5 SP:Iteration 14Q (6055.390000 sec): 3 clusters Score: Raw -16401.688061 + Penalty 515.644829 = -15886.043233 nChanged 1 SP:Iteration 15Q (6055.580000 sec): 3 clusters Score: Raw -16405.898292 + Penalty 515.644829 = -15890.253463 nChanged 0 SP:Iteration 16F (6055.750000 sec): 3 clusters Score: Raw -16406.017355 + Penalty 515.644829 = -15890.372526 nChanged 1 SP:Iteration 17Q (6055.990000 sec): 3 clusters Score: Raw -16412.994231 + Penalty 515.644829 = -15897.349402 nChanged 2 SP:Iteration 18Q (6056.120000 sec): 3 clusters Score: Raw -16419.541030 + Penalty 515.644829 = -15903.896201 nChanged 2 SP:Iteration 19Q (6056.270000 sec): 3 clusters Score: Raw -16422.228436 + Penalty 515.644829 = -15906.583608 nChanged 1 SP:Iteration 20F (6056.500000 sec): 3 clusters Score: Raw -16423.961206 + Penalty 515.644829 = -15908.316377 nChanged 2 SP:Iteration 21Q (6056.690000 sec): 3 clusters Score: Raw -16425.913189 + Penalty 515.644829 = -15910.268361 nChanged 0 SP:Iteration 22F (6056.860000 sec): 3 clusters Score: Raw -16425.913189 + Penalty 515.644829 = -15910.268361 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6057.000000 sec): 2 clusters Score: Raw -873011.779898 + Penalty 434.665079 = -872577.114820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6057.280000 sec): 3 clusters Score: Raw -864095.468282 + Penalty 869.330157 = -863226.138125 nChanged 6624 SP:Iteration 1F (6057.490000 sec): 3 clusters Score: Raw -868103.815342 + Penalty 869.330157 = -867234.485185 nChanged 760 SP:Iteration 2F (6057.730000 sec): 3 clusters Score: Raw -868429.602976 + Penalty 869.330157 = -867560.272819 nChanged 810 SP:Iteration 3F (6058.010000 sec): 3 clusters Score: Raw -868830.358561 + Penalty 869.330157 = -867961.028403 nChanged 864 SP:Iteration 4F (6058.230000 sec): 3 clusters Score: Raw -869367.861999 + Penalty 869.330157 = -868498.531842 nChanged 949 SP:Iteration 5F (6058.480000 sec): 3 clusters Score: Raw -870114.288478 + Penalty 869.330157 = -869244.958321 nChanged 876 SP:Iteration 6F (6058.740000 sec): 3 clusters Score: Raw -870951.489075 + Penalty 869.330157 = -870082.158918 nChanged 733 SP:Iteration 7F (6058.940000 sec): 3 clusters Score: Raw -871753.888503 + Penalty 869.330157 = -870884.558345 nChanged 453 SP:Iteration 8Q (6059.130000 sec): 3 clusters Score: Raw -872259.145077 + Penalty 869.330157 = -871389.814919 nChanged 259 SP:Iteration 9Q (6059.380000 sec): 3 clusters Score: Raw -872478.181910 + Penalty 869.330157 = -871608.851753 nChanged 181 SP:Iteration 10Q (6059.610000 sec): 3 clusters Score: Raw -872613.559336 + Penalty 869.330157 = -871744.229179 nChanged 153 SP:Iteration 11Q (6059.820000 sec): 3 clusters Score: Raw -872715.121755 + Penalty 869.330157 = -871845.791597 nChanged 113 SP:Iteration 12Q (6060.070000 sec): 3 clusters Score: Raw -872791.484564 + Penalty 869.330157 = -871922.154407 nChanged 94 SP:Iteration 13Q (6060.240000 sec): 3 clusters Score: Raw -872855.994984 + Penalty 869.330157 = -871986.664826 nChanged 85 SP:Iteration 14Q (6060.460000 sec): 3 clusters Score: Raw -872914.604907 + Penalty 869.330157 = -872045.274750 nChanged 66 SP:Iteration 15Q (6060.710000 sec): 3 clusters Score: Raw -872956.944289 + Penalty 869.330157 = -872087.614132 nChanged 55 SP:Iteration 16Q (6060.910000 sec): 3 clusters Score: Raw -872991.844275 + Penalty 869.330157 = -872122.514118 nChanged 47 SP:Iteration 17Q (6061.160000 sec): 3 clusters Score: Raw -873017.594778 + Penalty 869.330157 = -872148.264621 nChanged 29 SP:Iteration 18Q (6061.350000 sec): 3 clusters Score: Raw -873028.949309 + Penalty 869.330157 = -872159.619152 nChanged 18 SP:Iteration 19Q (6061.600000 sec): 3 clusters Score: Raw -873036.447926 + Penalty 869.330157 = -872167.117768 nChanged 15 SP:Iteration 20F (6061.860000 sec): 3 clusters Score: Raw -873042.914407 + Penalty 869.330157 = -872173.584250 nChanged 15 SP:Iteration 21Q (6062.060000 sec): 3 clusters Score: Raw -873047.533831 + Penalty 869.330157 = -872178.203673 nChanged 11 SP:Iteration 22Q (6062.230000 sec): 3 clusters Score: Raw -873051.157624 + Penalty 869.330157 = -872181.827466 nChanged 11 SP:Iteration 23Q (6062.480000 sec): 3 clusters Score: Raw -873054.922327 + Penalty 869.330157 = -872185.592169 nChanged 5 SP:Iteration 24Q (6062.700000 sec): 3 clusters Score: Raw -873057.260435 + Penalty 869.330157 = -872187.930278 nChanged 6 SP:Iteration 25Q (6062.940000 sec): 3 clusters Score: Raw -873059.019158 + Penalty 869.330157 = -872189.689001 nChanged 8 SP:Iteration 26Q (6063.150000 sec): 3 clusters Score: Raw -873061.519825 + Penalty 869.330157 = -872192.189667 nChanged 7 SP:Iteration 27Q (6063.350000 sec): 3 clusters Score: Raw -873063.395458 + Penalty 869.330157 = -872194.065301 nChanged 5 SP:Iteration 28Q (6063.560000 sec): 3 clusters Score: Raw -873066.442029 + Penalty 869.330157 = -872197.111871 nChanged 9 SP:Iteration 29Q (6063.840000 sec): 3 clusters Score: Raw -873071.572304 + Penalty 869.330157 = -872202.242147 nChanged 8 SP:Iteration 30Q (6064.060000 sec): 3 clusters Score: Raw -873077.541509 + Penalty 869.330157 = -872208.211351 nChanged 10 SP:Iteration 31Q (6064.270000 sec): 3 clusters Score: Raw -873080.810084 + Penalty 869.330157 = -872211.479927 nChanged 11 SP:Iteration 32Q (6064.470000 sec): 3 clusters Score: Raw -873085.268359 + Penalty 869.330157 = -872215.938202 nChanged 8 SP:Iteration 33Q (6064.720000 sec): 3 clusters Score: Raw -873087.219539 + Penalty 869.330157 = -872217.889382 nChanged 6 SP:Iteration 34Q (6064.970000 sec): 3 clusters Score: Raw -873089.373218 + Penalty 869.330157 = -872220.043061 nChanged 3 SP:Iteration 35Q (6065.200000 sec): 3 clusters Score: Raw -873090.384765 + Penalty 869.330157 = -872221.054608 nChanged 3 SP:Iteration 36Q (6065.410000 sec): 3 clusters Score: Raw -873092.330177 + Penalty 869.330157 = -872223.000019 nChanged 1 SP:Iteration 37Q (6065.620000 sec): 3 clusters Score: Raw -873092.616886 + Penalty 869.330157 = -872223.286728 nChanged 2 SP:Iteration 38Q (6065.860000 sec): 3 clusters Score: Raw -873094.087293 + Penalty 869.330157 = -872224.757136 nChanged 2 SP:Iteration 39Q (6066.070000 sec): 3 clusters Score: Raw -873095.371006 + Penalty 869.330157 = -872226.040849 nChanged 2 SP:Iteration 40F (6066.340000 sec): 3 clusters Score: Raw -873096.469277 + Penalty 869.330157 = -872227.139120 nChanged 1 SP:Iteration 41Q (6066.590000 sec): 3 clusters Score: Raw -873096.591525 + Penalty 869.330157 = -872227.261368 nChanged 0 SP:Iteration 42F (6066.770000 sec): 3 clusters Score: Raw -873096.591525 + Penalty 869.330157 = -872227.261368 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6066.930000 sec): 2 clusters Score: Raw -845744.020105 + Penalty 436.537979 = -845307.482126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6067.100000 sec): 3 clusters Score: Raw -836355.147641 + Penalty 873.075958 = -835482.071682 nChanged 6934 SP:Iteration 1F (6067.360000 sec): 3 clusters Score: Raw -840547.720242 + Penalty 873.075958 = -839674.644284 nChanged 802 SP:Iteration 2F (6067.620000 sec): 3 clusters Score: Raw -841009.975273 + Penalty 873.075958 = -840136.899315 nChanged 903 SP:Iteration 3F (6067.870000 sec): 3 clusters Score: Raw -841680.837072 + Penalty 873.075958 = -840807.761114 nChanged 952 SP:Iteration 4F (6068.100000 sec): 3 clusters Score: Raw -842454.307899 + Penalty 873.075958 = -841581.231940 nChanged 939 SP:Iteration 5F (6068.330000 sec): 3 clusters Score: Raw -843251.898275 + Penalty 873.075958 = -842378.822316 nChanged 821 SP:Iteration 6F (6068.600000 sec): 3 clusters Score: Raw -843837.387578 + Penalty 873.075958 = -842964.311619 nChanged 630 SP:Iteration 7Q (6068.810000 sec): 3 clusters Score: Raw -844185.553528 + Penalty 873.075958 = -843312.477569 nChanged 458 SP:Iteration 8Q (6069.050000 sec): 3 clusters Score: Raw -844397.187437 + Penalty 873.075958 = -843524.111478 nChanged 362 SP:Iteration 9Q (6069.320000 sec): 3 clusters Score: Raw -844539.595567 + Penalty 873.075958 = -843666.519608 nChanged 301 SP:Iteration 10Q (6069.540000 sec): 3 clusters Score: Raw -844641.863092 + Penalty 873.075958 = -843768.787133 nChanged 259 SP:Iteration 11Q (6069.780000 sec): 3 clusters Score: Raw -844731.558836 + Penalty 873.075958 = -843858.482877 nChanged 257 SP:Iteration 12Q (6070.000000 sec): 3 clusters Score: Raw -844816.207423 + Penalty 873.075958 = -843943.131464 nChanged 224 SP:Iteration 13Q (6070.260000 sec): 3 clusters Score: Raw -844886.151427 + Penalty 873.075958 = -844013.075468 nChanged 201 SP:Iteration 14Q (6070.440000 sec): 3 clusters Score: Raw -844949.193889 + Penalty 873.075958 = -844076.117931 nChanged 190 SP:Iteration 15Q (6070.680000 sec): 3 clusters Score: Raw -845002.443532 + Penalty 873.075958 = -844129.367574 nChanged 183 SP:Iteration 16Q (6070.890000 sec): 3 clusters Score: Raw -845051.396743 + Penalty 873.075958 = -844178.320784 nChanged 169 SP:Iteration 17Q (6071.110000 sec): 3 clusters Score: Raw -845100.581100 + Penalty 873.075958 = -844227.505142 nChanged 181 SP:Iteration 18Q (6071.280000 sec): 3 clusters Score: Raw -845152.812459 + Penalty 873.075958 = -844279.736501 nChanged 168 SP:Iteration 19Q (6071.500000 sec): 3 clusters Score: Raw -845198.975624 + Penalty 873.075958 = -844325.899665 nChanged 142 SP:Iteration 20F (6071.740000 sec): 3 clusters Score: Raw -845237.588336 + Penalty 873.075958 = -844364.512378 nChanged 138 SP:Iteration 21Q (6071.950000 sec): 3 clusters Score: Raw -845279.303543 + Penalty 873.075958 = -844406.227585 nChanged 141 SP:Iteration 22Q (6072.160000 sec): 3 clusters Score: Raw -845325.371740 + Penalty 873.075958 = -844452.295782 nChanged 166 SP:Iteration 23Q (6072.370000 sec): 3 clusters Score: Raw -845385.043154 + Penalty 873.075958 = -844511.967195 nChanged 151 SP:Iteration 24Q (6072.580000 sec): 3 clusters Score: Raw -845438.158976 + Penalty 873.075958 = -844565.083017 nChanged 143 SP:Iteration 25Q (6072.800000 sec): 3 clusters Score: Raw -845487.947504 + Penalty 873.075958 = -844614.871546 nChanged 135 SP:Iteration 26Q (6073.050000 sec): 3 clusters Score: Raw -845529.766821 + Penalty 873.075958 = -844656.690863 nChanged 105 SP:Iteration 27Q (6073.260000 sec): 3 clusters Score: Raw -845562.130943 + Penalty 873.075958 = -844689.054984 nChanged 103 SP:Iteration 28Q (6073.450000 sec): 3 clusters Score: Raw -845593.215590 + Penalty 873.075958 = -844720.139631 nChanged 90 SP:Iteration 29Q (6073.690000 sec): 3 clusters Score: Raw -845619.506380 + Penalty 873.075958 = -844746.430421 nChanged 90 SP:Iteration 30Q (6073.880000 sec): 3 clusters Score: Raw -845646.313546 + Penalty 873.075958 = -844773.237588 nChanged 94 SP:Iteration 31Q (6074.060000 sec): 3 clusters Score: Raw -845674.630707 + Penalty 873.075958 = -844801.554748 nChanged 75 SP:Iteration 32Q (6074.260000 sec): 3 clusters Score: Raw -845699.870426 + Penalty 873.075958 = -844826.794467 nChanged 71 SP:Iteration 33Q (6074.460000 sec): 3 clusters Score: Raw -845725.912620 + Penalty 873.075958 = -844852.836661 nChanged 63 SP:Iteration 34Q (6074.620000 sec): 3 clusters Score: Raw -845750.369722 + Penalty 873.075958 = -844877.293764 nChanged 62 SP:Iteration 35Q (6074.830000 sec): 3 clusters Score: Raw -845776.090614 + Penalty 873.075958 = -844903.014655 nChanged 48 SP:Iteration 36Q (6075.030000 sec): 3 clusters Score: Raw -845796.495675 + Penalty 873.075958 = -844923.419716 nChanged 32 SP:Iteration 37Q (6075.280000 sec): 3 clusters Score: Raw -845804.201518 + Penalty 873.075958 = -844931.125560 nChanged 26 SP:Iteration 38Q (6075.500000 sec): 3 clusters Score: Raw -845810.386138 + Penalty 873.075958 = -844937.310180 nChanged 32 SP:Iteration 39Q (6075.700000 sec): 3 clusters Score: Raw -845815.754148 + Penalty 873.075958 = -844942.678190 nChanged 18 SP:Iteration 40F (6075.920000 sec): 3 clusters Score: Raw -845818.445825 + Penalty 873.075958 = -844945.369866 nChanged 25 SP:Iteration 41Q (6076.120000 sec): 3 clusters Score: Raw -845826.248277 + Penalty 873.075958 = -844953.172319 nChanged 28 SP:Iteration 42Q (6076.330000 sec): 3 clusters Score: Raw -845838.470834 + Penalty 873.075958 = -844965.394876 nChanged 29 SP:Iteration 43Q (6076.580000 sec): 3 clusters Score: Raw -845851.342700 + Penalty 873.075958 = -844978.266741 nChanged 26 SP:Iteration 44Q (6076.830000 sec): 3 clusters Score: Raw -845860.858819 + Penalty 873.075958 = -844987.782860 nChanged 27 SP:Iteration 45Q (6077.080000 sec): 3 clusters Score: Raw -845869.503675 + Penalty 873.075958 = -844996.427716 nChanged 28 SP:Iteration 46Q (6077.310000 sec): 3 clusters Score: Raw -845877.715442 + Penalty 873.075958 = -845004.639483 nChanged 22 SP:Iteration 47Q (6077.540000 sec): 3 clusters Score: Raw -845883.730161 + Penalty 873.075958 = -845010.654202 nChanged 23 SP:Iteration 48Q (6077.780000 sec): 3 clusters Score: Raw -845891.015494 + Penalty 873.075958 = -845017.939536 nChanged 26 SP:Iteration 49Q (6078.060000 sec): 3 clusters Score: Raw -845897.449312 + Penalty 873.075958 = -845024.373354 nChanged 23 SP:Iteration 50Q (6078.280000 sec): 3 clusters Score: Raw -845904.430391 + Penalty 873.075958 = -845031.354433 nChanged 20 SP:Iteration 51Q (6078.530000 sec): 3 clusters Score: Raw -845910.802427 + Penalty 873.075958 = -845037.726468 nChanged 19 SP:Iteration 52Q (6078.780000 sec): 3 clusters Score: Raw -845917.909225 + Penalty 873.075958 = -845044.833267 nChanged 25 SP:Iteration 53Q (6079.040000 sec): 3 clusters Score: Raw -845931.171154 + Penalty 873.075958 = -845058.095195 nChanged 21 SP:Iteration 54Q (6079.260000 sec): 3 clusters Score: Raw -845937.213838 + Penalty 873.075958 = -845064.137880 nChanged 15 SP:Iteration 55Q (6079.460000 sec): 3 clusters Score: Raw -845940.906996 + Penalty 873.075958 = -845067.831037 nChanged 12 SP:Iteration 56Q (6079.650000 sec): 3 clusters Score: Raw -845945.017769 + Penalty 873.075958 = -845071.941811 nChanged 15 SP:Iteration 57Q (6079.870000 sec): 3 clusters Score: Raw -845949.101908 + Penalty 873.075958 = -845076.025950 nChanged 11 SP:Iteration 58Q (6080.060000 sec): 3 clusters Score: Raw -845952.440618 + Penalty 873.075958 = -845079.364660 nChanged 17 SP:Iteration 59Q (6080.290000 sec): 3 clusters Score: Raw -845955.991065 + Penalty 873.075958 = -845082.915107 nChanged 10 SP:Iteration 60F (6080.470000 sec): 3 clusters Score: Raw -845958.009313 + Penalty 873.075958 = -845084.933354 nChanged 7 SP:Iteration 61Q (6080.710000 sec): 3 clusters Score: Raw -845960.094031 + Penalty 873.075958 = -845087.018073 nChanged 4 SP:Iteration 62Q (6080.970000 sec): 3 clusters Score: Raw -845960.719363 + Penalty 873.075958 = -845087.643404 nChanged 2 SP:Iteration 63Q (6081.210000 sec): 3 clusters Score: Raw -845961.174945 + Penalty 873.075958 = -845088.098987 nChanged 1 SP:Iteration 64Q (6081.410000 sec): 3 clusters Score: Raw -845961.327011 + Penalty 873.075958 = -845088.251053 nChanged 0 SP:Iteration 65F (6081.640000 sec): 3 clusters Score: Raw -845961.327011 + Penalty 873.075958 = -845088.251053 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.730000 sec): 2 clusters Score: Raw -28135.934419 + Penalty 283.307418 = -27852.627001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6081.930000 sec): 3 clusters Score: Raw -27932.318963 + Penalty 566.614837 = -27365.704126 nChanged 168 SP:Iteration 1F (6082.060000 sec): 3 clusters Score: Raw -28046.196619 + Penalty 566.614837 = -27479.581782 nChanged 40 SP:Iteration 2F (6082.270000 sec): 3 clusters Score: Raw -28078.903085 + Penalty 566.614837 = -27512.288248 nChanged 23 SP:Iteration 3Q (6082.460000 sec): 3 clusters Score: Raw -28094.200417 + Penalty 566.614837 = -27527.585580 nChanged 11 SP:Iteration 4Q (6082.610000 sec): 3 clusters Score: Raw -28102.871280 + Penalty 566.614837 = -27536.256444 nChanged 10 SP:Iteration 5Q (6082.790000 sec): 3 clusters Score: Raw -28114.250034 + Penalty 566.614837 = -27547.635197 nChanged 7 SP:Iteration 6Q (6082.940000 sec): 3 clusters Score: Raw -28118.168482 + Penalty 566.614837 = -27551.553645 nChanged 7 SP:Iteration 7Q (6083.130000 sec): 3 clusters Score: Raw -28123.328529 + Penalty 566.614837 = -27556.713692 nChanged 5 SP:Iteration 8Q (6083.310000 sec): 3 clusters Score: Raw -28127.668345 + Penalty 566.614837 = -27561.053508 nChanged 5 SP:Iteration 9Q (6083.510000 sec): 3 clusters Score: Raw -28133.214127 + Penalty 566.614837 = -27566.599290 nChanged 10 SP:Iteration 10Q (6083.700000 sec): 3 clusters Score: Raw -28144.721034 + Penalty 566.614837 = -27578.106197 nChanged 9 SP:Iteration 11Q (6083.890000 sec): 3 clusters Score: Raw -28153.647783 + Penalty 566.614837 = -27587.032946 nChanged 9 SP:Iteration 12Q (6084.130000 sec): 3 clusters Score: Raw -28159.688713 + Penalty 566.614837 = -27593.073876 nChanged 10 SP:Iteration 13Q (6084.270000 sec): 3 clusters Score: Raw -28161.786465 + Penalty 566.614837 = -27595.171628 nChanged 2 SP:Iteration 14Q (6084.480000 sec): 3 clusters Score: Raw -28162.119636 + Penalty 566.614837 = -27595.504799 nChanged 1 SP:Iteration 15Q (6084.650000 sec): 3 clusters Score: Raw -28162.193627 + Penalty 566.614837 = -27595.578790 nChanged 0 SP:Iteration 16F (6084.820000 sec): 3 clusters Score: Raw -28162.193627 + Penalty 566.614837 = -27595.578790 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6084.870000 sec): 2 clusters Score: Raw -7351.432290 + Penalty 218.208470 = -7133.223820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6085.090000 sec): 3 clusters Score: Raw -7348.613938 + Penalty 436.416940 = -6912.196998 nChanged 24 SP:Iteration 1F (6085.270000 sec): 3 clusters Score: Raw -7379.423741 + Penalty 436.416940 = -6943.006801 nChanged 4 SP:Iteration 2Q (6085.500000 sec): 3 clusters Score: Raw -7386.270451 + Penalty 436.416940 = -6949.853511 nChanged 0 SP:Iteration 3F (6085.680000 sec): 3 clusters Score: Raw -7386.270451 + Penalty 436.416940 = -6949.853511 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6085.810000 sec): 2 clusters Score: Raw -6576.346003 + Penalty 229.181343 = -6347.164660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6086.000000 sec): 3 clusters Score: Raw -6558.047783 + Penalty 458.362687 = -6099.685096 nChanged 37 SP:Iteration 1F (6086.180000 sec): 3 clusters Score: Raw -6632.207037 + Penalty 458.362687 = -6173.844350 nChanged 11 SP:Iteration 2F (6086.370000 sec): 3 clusters Score: Raw -6657.509710 + Penalty 458.362687 = -6199.147023 nChanged 3 SP:Iteration 3Q (6086.580000 sec): 3 clusters Score: Raw -6667.106298 + Penalty 458.362687 = -6208.743611 nChanged 3 SP:Iteration 4Q (6086.780000 sec): 3 clusters Score: Raw -6678.336901 + Penalty 458.362687 = -6219.974214 nChanged 1 SP:Iteration 5Q (6087.010000 sec): 3 clusters Score: Raw -6679.738425 + Penalty 458.362687 = -6221.375739 nChanged 0 SP:Iteration 6F (6087.160000 sec): 3 clusters Score: Raw -6679.738425 + Penalty 458.362687 = -6221.375739 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6087.250000 sec): 2 clusters Score: Raw -19048.553297 + Penalty 264.678558 = -18783.874740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6087.410000 sec): 3 clusters Score: Raw -18932.214072 + Penalty 529.357116 = -18402.856956 nChanged 113 SP:Iteration 1F (6087.600000 sec): 3 clusters Score: Raw -19059.334326 + Penalty 529.357116 = -18529.977210 nChanged 45 SP:Iteration 2F (6087.760000 sec): 3 clusters Score: Raw -19152.703973 + Penalty 529.357116 = -18623.346857 nChanged 30 SP:Iteration 3F (6087.970000 sec): 3 clusters Score: Raw -19202.885886 + Penalty 529.357116 = -18673.528770 nChanged 15 SP:Iteration 4Q (6088.140000 sec): 3 clusters Score: Raw -19227.692041 + Penalty 529.357116 = -18698.334926 nChanged 10 SP:Iteration 5Q (6088.280000 sec): 3 clusters Score: Raw -19235.431657 + Penalty 529.357116 = -18706.074541 nChanged 2 SP:Iteration 6Q (6088.440000 sec): 3 clusters Score: Raw -19237.306842 + Penalty 529.357116 = -18707.949726 nChanged 2 SP:Iteration 7Q (6088.690000 sec): 3 clusters Score: Raw -19239.061415 + Penalty 529.357116 = -18709.704300 nChanged 2 SP:Iteration 8Q (6088.840000 sec): 3 clusters Score: Raw -19240.716047 + Penalty 529.357116 = -18711.358932 nChanged 1 SP:Iteration 9Q (6089.050000 sec): 3 clusters Score: Raw -19241.224997 + Penalty 529.357116 = -18711.867881 nChanged 2 SP:Iteration 10Q (6089.290000 sec): 3 clusters Score: Raw -19243.831481 + Penalty 529.357116 = -18714.474365 nChanged 2 SP:Iteration 11Q (6089.450000 sec): 3 clusters Score: Raw -19245.259247 + Penalty 529.357116 = -18715.902131 nChanged 2 SP:Iteration 12Q (6089.650000 sec): 3 clusters Score: Raw -19250.145600 + Penalty 529.357116 = -18720.788484 nChanged 2 SP:Iteration 13Q (6089.830000 sec): 3 clusters Score: Raw -19251.437649 + Penalty 529.357116 = -18722.080534 nChanged 2 SP:Iteration 14Q (6090.040000 sec): 3 clusters Score: Raw -19252.961838 + Penalty 529.357116 = -18723.604723 nChanged 0 SP:Iteration 15F (6090.270000 sec): 3 clusters Score: Raw -19252.961838 + Penalty 529.357116 = -18723.604723 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6090.380000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6090.580000 sec): 3 clusters Score: Raw -198846.629732 + Penalty 733.652700 = -198112.977032 nChanged 1369 SP:Iteration 1F (6090.730000 sec): 3 clusters Score: Raw -199592.622052 + Penalty 733.652700 = -198858.969352 nChanged 194 SP:Iteration 2F (6090.920000 sec): 3 clusters Score: Raw -199664.771485 + Penalty 733.652700 = -198931.118785 nChanged 149 SP:Iteration 3Q (6091.080000 sec): 3 clusters Score: Raw -199720.997842 + Penalty 733.652700 = -198987.345142 nChanged 136 SP:Iteration 4Q (6091.250000 sec): 3 clusters Score: Raw -199775.121655 + Penalty 733.652700 = -199041.468955 nChanged 123 SP:Iteration 5Q (6091.420000 sec): 3 clusters Score: Raw -199835.146464 + Penalty 733.652700 = -199101.493764 nChanged 102 SP:Iteration 6Q (6091.610000 sec): 3 clusters Score: Raw -199885.353569 + Penalty 733.652700 = -199151.700869 nChanged 95 SP:Iteration 7Q (6091.810000 sec): 3 clusters Score: Raw -199935.781187 + Penalty 733.652700 = -199202.128487 nChanged 91 SP:Iteration 8Q (6091.940000 sec): 3 clusters Score: Raw -199986.162513 + Penalty 733.652700 = -199252.509813 nChanged 96 SP:Iteration 9Q (6092.140000 sec): 3 clusters Score: Raw -200047.184051 + Penalty 733.652700 = -199313.531351 nChanged 92 SP:Iteration 10Q (6092.360000 sec): 3 clusters Score: Raw -200087.617011 + Penalty 733.652700 = -199353.964311 nChanged 69 SP:Iteration 11Q (6092.550000 sec): 3 clusters Score: Raw -200115.862565 + Penalty 733.652700 = -199382.209865 nChanged 52 SP:Iteration 12Q (6092.740000 sec): 3 clusters Score: Raw -200135.622091 + Penalty 733.652700 = -199401.969391 nChanged 46 SP:Iteration 13Q (6092.940000 sec): 3 clusters Score: Raw -200151.734146 + Penalty 733.652700 = -199418.081446 nChanged 36 SP:Iteration 14Q (6093.160000 sec): 3 clusters Score: Raw -200159.922621 + Penalty 733.652700 = -199426.269921 nChanged 33 SP:Iteration 15Q (6093.380000 sec): 3 clusters Score: Raw -200168.440257 + Penalty 733.652700 = -199434.787557 nChanged 39 SP:Iteration 16Q (6093.660000 sec): 3 clusters Score: Raw -200181.183417 + Penalty 733.652700 = -199447.530717 nChanged 46 SP:Iteration 17Q (6093.830000 sec): 3 clusters Score: Raw -200197.931857 + Penalty 733.652700 = -199464.279157 nChanged 45 SP:Iteration 18Q (6094.000000 sec): 3 clusters Score: Raw -200220.128448 + Penalty 733.652700 = -199486.475748 nChanged 45 SP:Iteration 19Q (6094.210000 sec): 3 clusters Score: Raw -200239.750011 + Penalty 733.652700 = -199506.097311 nChanged 59 SP:Iteration 20F (6094.420000 sec): 3 clusters Score: Raw -200270.999559 + Penalty 733.652700 = -199537.346859 nChanged 58 SP:Iteration 21Q (6094.600000 sec): 3 clusters Score: Raw -200301.422187 + Penalty 733.652700 = -199567.769487 nChanged 48 SP:Iteration 22Q (6094.800000 sec): 3 clusters Score: Raw -200319.480434 + Penalty 733.652700 = -199585.827734 nChanged 44 SP:Iteration 23Q (6095.000000 sec): 3 clusters Score: Raw -200346.370060 + Penalty 733.652700 = -199612.717360 nChanged 56 SP:Iteration 24Q (6095.190000 sec): 3 clusters Score: Raw -200388.516455 + Penalty 733.652700 = -199654.863755 nChanged 54 SP:Iteration 25Q (6095.360000 sec): 3 clusters Score: Raw -200422.747906 + Penalty 733.652700 = -199689.095205 nChanged 48 SP:Iteration 26Q (6095.560000 sec): 3 clusters Score: Raw -200453.171829 + Penalty 733.652700 = -199719.519129 nChanged 43 SP:Iteration 27Q (6095.760000 sec): 3 clusters Score: Raw -200479.658081 + Penalty 733.652700 = -199746.005381 nChanged 39 SP:Iteration 28Q (6095.920000 sec): 3 clusters Score: Raw -200502.536557 + Penalty 733.652700 = -199768.883857 nChanged 32 SP:Iteration 29Q (6096.110000 sec): 3 clusters Score: Raw -200520.894575 + Penalty 733.652700 = -199787.241875 nChanged 30 SP:Iteration 30Q (6096.300000 sec): 3 clusters Score: Raw -200533.910171 + Penalty 733.652700 = -199800.257471 nChanged 30 SP:Iteration 31Q (6096.520000 sec): 3 clusters Score: Raw -200546.346799 + Penalty 733.652700 = -199812.694099 nChanged 35 SP:Iteration 32Q (6096.690000 sec): 3 clusters Score: Raw -200560.272895 + Penalty 733.652700 = -199826.620195 nChanged 21 SP:Iteration 33Q (6096.870000 sec): 3 clusters Score: Raw -200567.549809 + Penalty 733.652700 = -199833.897109 nChanged 20 SP:Iteration 34Q (6097.060000 sec): 3 clusters Score: Raw -200578.470722 + Penalty 733.652700 = -199844.818022 nChanged 28 SP:Iteration 35Q (6097.220000 sec): 3 clusters Score: Raw -200589.314757 + Penalty 733.652700 = -199855.662057 nChanged 17 SP:Iteration 36Q (6097.390000 sec): 3 clusters Score: Raw -200596.508810 + Penalty 733.652700 = -199862.856110 nChanged 19 SP:Iteration 37Q (6097.550000 sec): 3 clusters Score: Raw -200602.733018 + Penalty 733.652700 = -199869.080318 nChanged 14 SP:Iteration 38Q (6097.710000 sec): 3 clusters Score: Raw -200606.534276 + Penalty 733.652700 = -199872.881576 nChanged 12 SP:Iteration 39Q (6097.880000 sec): 3 clusters Score: Raw -200611.784813 + Penalty 733.652700 = -199878.132113 nChanged 11 SP:Iteration 40F (6098.090000 sec): 3 clusters Score: Raw -200616.271360 + Penalty 733.652700 = -199882.618660 nChanged 14 SP:Iteration 41Q (6098.290000 sec): 3 clusters Score: Raw -200620.997825 + Penalty 733.652700 = -199887.345125 nChanged 15 SP:Iteration 42Q (6098.450000 sec): 3 clusters Score: Raw -200627.332963 + Penalty 733.652700 = -199893.680263 nChanged 12 SP:Iteration 43Q (6098.700000 sec): 3 clusters Score: Raw -200630.201753 + Penalty 733.652700 = -199896.549053 nChanged 2 SP:Iteration 44Q (6098.850000 sec): 3 clusters Score: Raw -200630.474851 + Penalty 733.652700 = -199896.822151 nChanged 2 SP:Iteration 45Q (6099.000000 sec): 3 clusters Score: Raw -200630.603526 + Penalty 733.652700 = -199896.950826 nChanged 0 SP:Iteration 46F (6099.210000 sec): 3 clusters Score: Raw -200630.603526 + Penalty 733.652700 = -199896.950826 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6099.260000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6099.460000 sec): 3 clusters Score: Raw -7103.822332 + Penalty 440.821025 = -6663.001307 nChanged 29 SP:Iteration 1F (6099.630000 sec): 3 clusters Score: Raw -7145.912176 + Penalty 440.821025 = -6705.091151 nChanged 5 SP:Iteration 2Q (6099.800000 sec): 3 clusters Score: Raw -7156.003705 + Penalty 440.821025 = -6715.182680 nChanged 4 SP:Iteration 3Q (6100.030000 sec): 3 clusters Score: Raw -7167.676445 + Penalty 440.821025 = -6726.855420 nChanged 2 SP:Iteration 4Q (6100.240000 sec): 3 clusters Score: Raw -7171.994525 + Penalty 440.821025 = -6731.173500 nChanged 2 SP:Iteration 5Q (6100.410000 sec): 3 clusters Score: Raw -7174.684023 + Penalty 440.821025 = -6733.862998 nChanged 3 SP:Iteration 6Q (6100.630000 sec): 3 clusters Score: Raw -7181.758793 + Penalty 440.821025 = -6740.937768 nChanged 1 SP:Iteration 7Q (6100.830000 sec): 3 clusters Score: Raw -7182.547368 + Penalty 440.821025 = -6741.726343 nChanged 1 SP:Iteration 8Q (6101.000000 sec): 3 clusters Score: Raw -7183.461349 + Penalty 440.821025 = -6742.640325 nChanged 0 SP:Iteration 9F (6101.190000 sec): 3 clusters Score: Raw -7183.461349 + Penalty 440.821025 = -6742.640325 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6101.280000 sec): 2 clusters Score: Raw -6299.608482 + Penalty 221.821478 = -6077.787004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6101.490000 sec): 3 clusters Score: Raw -6285.592074 + Penalty 443.642956 = -5841.949118 nChanged 34 SP:Iteration 1F (6101.660000 sec): 3 clusters Score: Raw -6341.779288 + Penalty 443.642956 = -5898.136331 nChanged 10 SP:Iteration 2F (6101.870000 sec): 3 clusters Score: Raw -6361.057027 + Penalty 443.642956 = -5917.414071 nChanged 4 SP:Iteration 3Q (6102.060000 sec): 3 clusters Score: Raw -6371.059863 + Penalty 443.642956 = -5927.416907 nChanged 3 SP:Iteration 4Q (6102.220000 sec): 3 clusters Score: Raw -6378.878333 + Penalty 443.642956 = -5935.235376 nChanged 2 SP:Iteration 5Q (6102.370000 sec): 3 clusters Score: Raw -6399.736803 + Penalty 443.642956 = -5956.093847 nChanged 3 SP:Iteration 6Q (6102.570000 sec): 3 clusters Score: Raw -6403.070004 + Penalty 443.642956 = -5959.427048 nChanged 2 SP:Iteration 7Q (6102.730000 sec): 3 clusters Score: Raw -6408.654592 + Penalty 443.642956 = -5965.011635 nChanged 2 SP:Iteration 8Q (6102.890000 sec): 3 clusters Score: Raw -6411.807641 + Penalty 443.642956 = -5968.164685 nChanged 1 SP:Iteration 9Q (6103.120000 sec): 3 clusters Score: Raw -6412.511904 + Penalty 443.642956 = -5968.868948 nChanged 0 SP:Iteration 10F (6103.300000 sec): 3 clusters Score: Raw -6412.511904 + Penalty 443.642956 = -5968.868948 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6103.400000 sec): 2 clusters Score: Raw -19820.762441 + Penalty 266.535959 = -19554.226482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6103.570000 sec): 3 clusters Score: Raw -19702.656472 + Penalty 533.071917 = -19169.584555 nChanged 133 SP:Iteration 1F (6103.770000 sec): 3 clusters Score: Raw -19810.848386 + Penalty 533.071917 = -19277.776469 nChanged 29 SP:Iteration 2F (6103.940000 sec): 3 clusters Score: Raw -19850.904959 + Penalty 533.071917 = -19317.833041 nChanged 20 SP:Iteration 3F (6104.170000 sec): 3 clusters Score: Raw -19875.038713 + Penalty 533.071917 = -19341.966796 nChanged 12 SP:Iteration 4Q (6104.340000 sec): 3 clusters Score: Raw -19882.894780 + Penalty 533.071917 = -19349.822863 nChanged 7 SP:Iteration 5Q (6104.480000 sec): 3 clusters Score: Raw -19886.383436 + Penalty 533.071917 = -19353.311519 nChanged 1 SP:Iteration 6Q (6104.690000 sec): 3 clusters Score: Raw -19886.841737 + Penalty 533.071917 = -19353.769820 nChanged 0 SP:Iteration 7F (6104.870000 sec): 3 clusters Score: Raw -19886.841737 + Penalty 533.071917 = -19353.769820 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6104.960000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6105.140000 sec): 3 clusters Score: Raw -11799.255157 + Penalty 484.836731 = -11314.418426 nChanged 54 SP:Iteration 1F (6105.310000 sec): 3 clusters Score: Raw -11869.633514 + Penalty 484.836731 = -11384.796783 nChanged 15 SP:Iteration 2F (6105.510000 sec): 3 clusters Score: Raw -11897.702764 + Penalty 484.836731 = -11412.866033 nChanged 7 SP:Iteration 3Q (6105.690000 sec): 3 clusters Score: Raw -11906.190273 + Penalty 484.836731 = -11421.353542 nChanged 4 SP:Iteration 4Q (6105.820000 sec): 3 clusters Score: Raw -11919.117245 + Penalty 484.836731 = -11434.280513 nChanged 1 SP:Iteration 5Q (6105.980000 sec): 3 clusters Score: Raw -11923.202266 + Penalty 484.836731 = -11438.365535 nChanged 0 SP:Iteration 6F (6106.130000 sec): 3 clusters Score: Raw -11923.202266 + Penalty 484.836731 = -11438.365535 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6106.200000 sec): 2 clusters Score: Raw -235539.119957 + Penalty 380.030494 = -235159.089463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6106.370000 sec): 3 clusters Score: Raw -233035.588003 + Penalty 760.060988 = -232275.527015 nChanged 1893 SP:Iteration 1F (6106.550000 sec): 3 clusters Score: Raw -234237.891634 + Penalty 760.060988 = -233477.830646 nChanged 300 SP:Iteration 2F (6106.710000 sec): 3 clusters Score: Raw -234391.539735 + Penalty 760.060988 = -233631.478747 nChanged 257 SP:Iteration 3F (6106.860000 sec): 3 clusters Score: Raw -234535.177327 + Penalty 760.060988 = -233775.116339 nChanged 255 SP:Iteration 4F (6107.000000 sec): 3 clusters Score: Raw -234687.547567 + Penalty 760.060988 = -233927.486579 nChanged 232 SP:Iteration 5F (6107.150000 sec): 3 clusters Score: Raw -234813.946240 + Penalty 760.060988 = -234053.885252 nChanged 193 SP:Iteration 6Q (6107.290000 sec): 3 clusters Score: Raw -234915.995654 + Penalty 760.060988 = -234155.934666 nChanged 175 SP:Iteration 7Q (6107.430000 sec): 3 clusters Score: Raw -235024.435702 + Penalty 760.060988 = -234264.374714 nChanged 177 SP:Iteration 8Q (6107.610000 sec): 3 clusters Score: Raw -235142.395864 + Penalty 760.060988 = -234382.334876 nChanged 170 SP:Iteration 9Q (6107.740000 sec): 3 clusters Score: Raw -235266.916226 + Penalty 760.060988 = -234506.855238 nChanged 148 SP:Iteration 10Q (6107.950000 sec): 3 clusters Score: Raw -235377.672595 + Penalty 760.060988 = -234617.611607 nChanged 116 SP:Iteration 11Q (6108.150000 sec): 3 clusters Score: Raw -235486.340474 + Penalty 760.060988 = -234726.279486 nChanged 76 SP:Iteration 12Q (6108.350000 sec): 3 clusters Score: Raw -235545.045207 + Penalty 760.060988 = -234784.984219 nChanged 39 SP:Iteration 13Q (6108.490000 sec): 3 clusters Score: Raw -235574.444360 + Penalty 760.060988 = -234814.383372 nChanged 28 SP:Iteration 14Q (6108.680000 sec): 3 clusters Score: Raw -235606.802151 + Penalty 760.060988 = -234846.741163 nChanged 22 SP:Iteration 15Q (6108.800000 sec): 3 clusters Score: Raw -235629.723131 + Penalty 760.060988 = -234869.662143 nChanged 14 SP:Iteration 16Q (6108.970000 sec): 3 clusters Score: Raw -235642.123429 + Penalty 760.060988 = -234882.062441 nChanged 7 SP:Iteration 17Q (6109.090000 sec): 3 clusters Score: Raw -235645.825893 + Penalty 760.060988 = -234885.764905 nChanged 5 SP:Iteration 18Q (6109.190000 sec): 3 clusters Score: Raw -235651.678109 + Penalty 760.060988 = -234891.617121 nChanged 5 SP:Iteration 19Q (6109.310000 sec): 3 clusters Score: Raw -235656.720540 + Penalty 760.060988 = -234896.659552 nChanged 5 SP:Iteration 20F (6109.410000 sec): 3 clusters Score: Raw -235660.328670 + Penalty 760.060988 = -234900.267682 nChanged 3 SP:Iteration 21Q (6109.520000 sec): 3 clusters Score: Raw -235663.262530 + Penalty 760.060988 = -234903.201542 nChanged 3 SP:Iteration 22Q (6109.630000 sec): 3 clusters Score: Raw -235665.217601 + Penalty 760.060988 = -234905.156613 nChanged 5 SP:Iteration 23Q (6109.750000 sec): 3 clusters Score: Raw -235667.353389 + Penalty 760.060988 = -234907.292401 nChanged 2 SP:Iteration 24Q (6109.850000 sec): 3 clusters Score: Raw -235669.522450 + Penalty 760.060988 = -234909.461462 nChanged 2 SP:Iteration 25Q (6109.970000 sec): 3 clusters Score: Raw -235672.397324 + Penalty 760.060988 = -234912.336336 nChanged 1 SP:Iteration 26Q (6110.080000 sec): 3 clusters Score: Raw -235674.106392 + Penalty 760.060988 = -234914.045404 nChanged 2 SP:Iteration 27Q (6110.190000 sec): 3 clusters Score: Raw -235675.328901 + Penalty 760.060988 = -234915.267913 nChanged 3 SP:Iteration 28Q (6110.300000 sec): 3 clusters Score: Raw -235678.435986 + Penalty 760.060988 = -234918.374998 nChanged 3 SP:Iteration 29Q (6110.410000 sec): 3 clusters Score: Raw -235683.610970 + Penalty 760.060988 = -234923.549982 nChanged 4 SP:Iteration 30Q (6110.530000 sec): 3 clusters Score: Raw -235687.225390 + Penalty 760.060988 = -234927.164402 nChanged 1 SP:Iteration 31Q (6110.640000 sec): 3 clusters Score: Raw -235687.670034 + Penalty 760.060988 = -234927.609047 nChanged 2 SP:Iteration 32Q (6110.750000 sec): 3 clusters Score: Raw -235689.637174 + Penalty 760.060988 = -234929.576186 nChanged 3 SP:Iteration 33Q (6110.860000 sec): 3 clusters Score: Raw -235694.067414 + Penalty 760.060988 = -234934.006426 nChanged 3 SP:Iteration 34Q (6110.970000 sec): 3 clusters Score: Raw -235695.130228 + Penalty 760.060988 = -234935.069240 nChanged 0 SP:Iteration 35F (6111.090000 sec): 3 clusters Score: Raw -235695.130228 + Penalty 760.060988 = -234935.069240 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6111.140000 sec): 2 clusters Score: Raw -5091.259442 + Penalty 216.288354 = -4874.971088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6111.250000 sec): 3 clusters Score: Raw -5088.924582 + Penalty 432.576707 = -4656.347874 nChanged 27 SP:Iteration 1F (6111.370000 sec): 3 clusters Score: Raw -5169.115508 + Penalty 432.576707 = -4736.538800 nChanged 6 SP:Iteration 2F (6111.480000 sec): 3 clusters Score: Raw -5178.356335 + Penalty 432.576707 = -4745.779628 nChanged 4 SP:Iteration 3Q (6111.590000 sec): 3 clusters Score: Raw -5187.846384 + Penalty 432.576707 = -4755.269677 nChanged 3 SP:Iteration 4Q (6111.700000 sec): 3 clusters Score: Raw -5195.372927 + Penalty 432.576707 = -4762.796220 nChanged 1 SP:Iteration 5Q (6111.810000 sec): 3 clusters Score: Raw -5198.001505 + Penalty 432.576707 = -4765.424797 nChanged 0 SP:Iteration 6F (6111.930000 sec): 3 clusters Score: Raw -5198.001505 + Penalty 432.576707 = -4765.424797 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6111.980000 sec): 2 clusters Score: Raw -8188.425015 + Penalty 224.844730 = -7963.580285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6112.090000 sec): 3 clusters Score: Raw -8161.587398 + Penalty 449.689460 = -7711.897937 nChanged 30 SP:Iteration 1F (6112.210000 sec): 3 clusters Score: Raw -8199.119409 + Penalty 449.689460 = -7749.429948 nChanged 8 SP:Iteration 2F (6112.320000 sec): 3 clusters Score: Raw -8210.168889 + Penalty 449.689460 = -7760.479428 nChanged 4 SP:Iteration 3Q (6112.430000 sec): 3 clusters Score: Raw -8218.171933 + Penalty 449.689460 = -7768.482472 nChanged 1 SP:Iteration 4Q (6112.540000 sec): 3 clusters Score: Raw -8219.432087 + Penalty 449.689460 = -7769.742626 nChanged 0 SP:Iteration 5F (6112.660000 sec): 3 clusters Score: Raw -8219.432087 + Penalty 449.689460 = -7769.742626 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6112.710000 sec): 2 clusters Score: Raw -49524.208993 + Penalty 306.801069 = -49217.407924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6112.820000 sec): 3 clusters Score: Raw -49116.357036 + Penalty 613.602138 = -48502.754898 nChanged 315 SP:Iteration 1F (6112.930000 sec): 3 clusters Score: Raw -49290.466350 + Penalty 613.602138 = -48676.864212 nChanged 57 SP:Iteration 2F (6113.040000 sec): 3 clusters Score: Raw -49324.572106 + Penalty 613.602138 = -48710.969968 nChanged 36 SP:Iteration 3Q (6113.150000 sec): 3 clusters Score: Raw -49347.510827 + Penalty 613.602138 = -48733.908689 nChanged 44 SP:Iteration 4F (6113.270000 sec): 3 clusters Score: Raw -49370.636035 + Penalty 613.602138 = -48757.033897 nChanged 30 SP:Iteration 5Q (6113.380000 sec): 3 clusters Score: Raw -49389.640895 + Penalty 613.602138 = -48776.038757 nChanged 23 SP:Iteration 6Q (6113.490000 sec): 3 clusters Score: Raw -49407.887794 + Penalty 613.602138 = -48794.285656 nChanged 27 SP:Iteration 7Q (6113.600000 sec): 3 clusters Score: Raw -49434.032693 + Penalty 613.602138 = -48820.430556 nChanged 19 SP:Iteration 8Q (6113.710000 sec): 3 clusters Score: Raw -49448.371910 + Penalty 613.602138 = -48834.769772 nChanged 22 SP:Iteration 9Q (6113.830000 sec): 3 clusters Score: Raw -49459.271181 + Penalty 613.602138 = -48845.669043 nChanged 20 SP:Iteration 10Q (6113.940000 sec): 3 clusters Score: Raw -49467.241801 + Penalty 613.602138 = -48853.639663 nChanged 7 SP:Iteration 11Q (6114.150000 sec): 3 clusters Score: Raw -49469.453601 + Penalty 613.602138 = -48855.851464 nChanged 5 SP:Iteration 12Q (6114.300000 sec): 3 clusters Score: Raw -49470.620194 + Penalty 613.602138 = -48857.018056 nChanged 1 SP:Iteration 13Q (6114.530000 sec): 3 clusters Score: Raw -49470.997718 + Penalty 613.602138 = -48857.395581 nChanged 2 SP:Iteration 14Q (6114.770000 sec): 3 clusters Score: Raw -49471.482640 + Penalty 613.602138 = -48857.880502 nChanged 1 SP:Iteration 15Q (6114.920000 sec): 3 clusters Score: Raw -49471.825104 + Penalty 613.602138 = -48858.222966 nChanged 0 SP:Iteration 16F (6115.090000 sec): 3 clusters Score: Raw -49471.825104 + Penalty 613.602138 = -48858.222966 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6115.160000 sec): 2 clusters Score: Raw -25505.838894 + Penalty 279.266581 = -25226.572314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6115.330000 sec): 3 clusters Score: Raw -25333.771816 + Penalty 558.533162 = -24775.238654 nChanged 156 SP:Iteration 1F (6115.520000 sec): 3 clusters Score: Raw -25467.729148 + Penalty 558.533162 = -24909.195986 nChanged 34 SP:Iteration 2F (6115.650000 sec): 3 clusters Score: Raw -25496.218036 + Penalty 558.533162 = -24937.684874 nChanged 19 SP:Iteration 3Q (6115.800000 sec): 3 clusters Score: Raw -25508.480493 + Penalty 558.533162 = -24949.947331 nChanged 10 SP:Iteration 4Q (6116.020000 sec): 3 clusters Score: Raw -25516.331971 + Penalty 558.533162 = -24957.798809 nChanged 7 SP:Iteration 5Q (6116.150000 sec): 3 clusters Score: Raw -25520.397203 + Penalty 558.533162 = -24961.864041 nChanged 2 SP:Iteration 6Q (6116.360000 sec): 3 clusters Score: Raw -25520.908496 + Penalty 558.533162 = -24962.375334 nChanged 1 SP:Iteration 7Q (6116.570000 sec): 3 clusters Score: Raw -25521.712493 + Penalty 558.533162 = -24963.179331 nChanged 0 SP:Iteration 8F (6116.720000 sec): 3 clusters Score: Raw -25521.712493 + Penalty 558.533162 = -24963.179331 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6116.840000 sec): 2 clusters Score: Raw -50416.324726 + Penalty 305.439507 = -50110.885219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6117.030000 sec): 3 clusters Score: Raw -50039.160884 + Penalty 610.879014 = -49428.281870 nChanged 320 SP:Iteration 1F (6117.210000 sec): 3 clusters Score: Raw -50259.499623 + Penalty 610.879014 = -49648.620609 nChanged 80 SP:Iteration 2F (6117.350000 sec): 3 clusters Score: Raw -50335.914906 + Penalty 610.879014 = -49725.035892 nChanged 42 SP:Iteration 3F (6117.520000 sec): 3 clusters Score: Raw -50370.631431 + Penalty 610.879014 = -49759.752417 nChanged 39 SP:Iteration 4Q (6117.700000 sec): 3 clusters Score: Raw -50399.060125 + Penalty 610.879014 = -49788.181110 nChanged 22 SP:Iteration 5Q (6117.880000 sec): 3 clusters Score: Raw -50413.014498 + Penalty 610.879014 = -49802.135484 nChanged 12 SP:Iteration 6Q (6118.060000 sec): 3 clusters Score: Raw -50416.523373 + Penalty 610.879014 = -49805.644358 nChanged 4 SP:Iteration 7Q (6118.210000 sec): 3 clusters Score: Raw -50417.579217 + Penalty 610.879014 = -49806.700203 nChanged 2 SP:Iteration 8Q (6118.410000 sec): 3 clusters Score: Raw -50418.222388 + Penalty 610.879014 = -49807.343374 nChanged 1 SP:Iteration 9Q (6118.610000 sec): 3 clusters Score: Raw -50418.959192 + Penalty 610.879014 = -49808.080178 nChanged 1 SP:Iteration 10Q (6118.790000 sec): 3 clusters Score: Raw -50419.102449 + Penalty 610.879014 = -49808.223435 nChanged 1 SP:Iteration 11Q (6118.970000 sec): 3 clusters Score: Raw -50419.987408 + Penalty 610.879014 = -49809.108393 nChanged 1 SP:Iteration 12Q (6119.180000 sec): 3 clusters Score: Raw -50421.423702 + Penalty 610.879014 = -49810.544688 nChanged 2 SP:Iteration 13Q (6119.360000 sec): 3 clusters Score: Raw -50422.417093 + Penalty 610.879014 = -49811.538078 nChanged 2 SP:Iteration 14Q (6119.530000 sec): 3 clusters Score: Raw -50422.742160 + Penalty 610.879014 = -49811.863146 nChanged 1 SP:Iteration 15Q (6119.720000 sec): 3 clusters Score: Raw -50423.317393 + Penalty 610.879014 = -49812.438379 nChanged 0 SP:Iteration 16F (6119.870000 sec): 3 clusters Score: Raw -50423.317393 + Penalty 610.879014 = -49812.438379 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6119.990000 sec): 2 clusters Score: Raw -10499.855466 + Penalty 244.785330 = -10255.070136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6120.180000 sec): 3 clusters Score: Raw -10466.346283 + Penalty 489.570659 = -9976.775624 nChanged 64 SP:Iteration 1F (6120.350000 sec): 3 clusters Score: Raw -10550.369271 + Penalty 489.570659 = -10060.798612 nChanged 15 SP:Iteration 2F (6120.570000 sec): 3 clusters Score: Raw -10586.876997 + Penalty 489.570659 = -10097.306338 nChanged 6 SP:Iteration 3Q (6120.710000 sec): 3 clusters Score: Raw -10595.965769 + Penalty 489.570659 = -10106.395110 nChanged 4 SP:Iteration 4Q (6120.900000 sec): 3 clusters Score: Raw -10602.779735 + Penalty 489.570659 = -10113.209076 nChanged 3 SP:Iteration 5Q (6121.080000 sec): 3 clusters Score: Raw -10613.058267 + Penalty 489.570659 = -10123.487608 nChanged 5 SP:Iteration 6Q (6121.240000 sec): 3 clusters Score: Raw -10625.101736 + Penalty 489.570659 = -10135.531077 nChanged 2 SP:Iteration 7Q (6121.400000 sec): 3 clusters Score: Raw -10625.891127 + Penalty 489.570659 = -10136.320468 nChanged 0 SP:Iteration 8F (6121.580000 sec): 3 clusters Score: Raw -10625.891127 + Penalty 489.570659 = -10136.320468 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6121.690000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6121.840000 sec): 3 clusters Score: Raw -5001.881947 + Penalty 413.439825 = -4588.442122 nChanged 18 SP:Iteration 1F (6122.050000 sec): 3 clusters Score: Raw -5033.928113 + Penalty 413.439825 = -4620.488288 nChanged 4 SP:Iteration 2Q (6122.210000 sec): 3 clusters Score: Raw -5047.314820 + Penalty 413.439825 = -4633.874995 nChanged 4 SP:Iteration 3Q (6122.390000 sec): 3 clusters Score: Raw -5057.864200 + Penalty 413.439825 = -4644.424375 nChanged 1 SP:Iteration 4Q (6122.620000 sec): 3 clusters Score: Raw -5060.288931 + Penalty 413.439825 = -4646.849106 nChanged 1 SP:Iteration 5Q (6122.750000 sec): 3 clusters Score: Raw -5063.093083 + Penalty 413.439825 = -4649.653258 nChanged 0 SP:Iteration 6F (6122.920000 sec): 3 clusters Score: Raw -5063.093083 + Penalty 413.439825 = -4649.653258 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6122.970000 sec): 2 clusters Score: Raw -15528.512124 + Penalty 258.602879 = -15269.909245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6123.160000 sec): 3 clusters Score: Raw -15442.924278 + Penalty 517.205759 = -14925.718519 nChanged 91 SP:Iteration 1F (6123.370000 sec): 3 clusters Score: Raw -15546.495017 + Penalty 517.205759 = -15029.289258 nChanged 25 SP:Iteration 2F (6123.570000 sec): 3 clusters Score: Raw -15571.911085 + Penalty 517.205759 = -15054.705327 nChanged 8 SP:Iteration 3Q (6123.740000 sec): 3 clusters Score: Raw -15580.305686 + Penalty 517.205759 = -15063.099927 nChanged 1 SP:Iteration 4Q (6123.880000 sec): 3 clusters Score: Raw -15580.596672 + Penalty 517.205759 = -15063.390913 nChanged 1 SP:Iteration 5Q (6124.040000 sec): 3 clusters Score: Raw -15581.347736 + Penalty 517.205759 = -15064.141977 nChanged 2 SP:Iteration 6Q (6124.240000 sec): 3 clusters Score: Raw -15585.512153 + Penalty 517.205759 = -15068.306394 nChanged 1 SP:Iteration 7Q (6124.430000 sec): 3 clusters Score: Raw -15587.318648 + Penalty 517.205759 = -15070.112889 nChanged 2 SP:Iteration 8Q (6124.600000 sec): 3 clusters Score: Raw -15589.312372 + Penalty 517.205759 = -15072.106614 nChanged 1 SP:Iteration 9Q (6124.740000 sec): 3 clusters Score: Raw -15591.513867 + Penalty 517.205759 = -15074.308108 nChanged 2 SP:Iteration 10Q (6124.960000 sec): 3 clusters Score: Raw -15596.909454 + Penalty 517.205759 = -15079.703695 nChanged 4 SP:Iteration 11Q (6125.140000 sec): 3 clusters Score: Raw -15603.574198 + Penalty 517.205759 = -15086.368440 nChanged 4 SP:Iteration 12Q (6125.310000 sec): 3 clusters Score: Raw -15607.705086 + Penalty 517.205759 = -15090.499328 nChanged 2 SP:Iteration 13Q (6125.500000 sec): 3 clusters Score: Raw -15609.331486 + Penalty 517.205759 = -15092.125727 nChanged 1 SP:Iteration 14Q (6125.680000 sec): 3 clusters Score: Raw -15614.577210 + Penalty 517.205759 = -15097.371452 nChanged 3 SP:Iteration 15Q (6125.860000 sec): 3 clusters Score: Raw -15619.689779 + Penalty 517.205759 = -15102.484020 nChanged 3 SP:Iteration 16Q (6126.010000 sec): 3 clusters Score: Raw -15621.823571 + Penalty 517.205759 = -15104.617812 nChanged 1 SP:Iteration 17Q (6126.200000 sec): 3 clusters Score: Raw -15622.051627 + Penalty 517.205759 = -15104.845868 nChanged 0 SP:Iteration 18F (6126.350000 sec): 3 clusters Score: Raw -15622.051627 + Penalty 517.205759 = -15104.845868 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6126.440000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6126.600000 sec): 3 clusters Score: Raw -23616.261800 + Penalty 547.913125 = -23068.348675 nChanged 140 SP:Iteration 1F (6126.780000 sec): 3 clusters Score: Raw -23723.894649 + Penalty 547.913125 = -23175.981524 nChanged 27 SP:Iteration 2F (6126.960000 sec): 3 clusters Score: Raw -23744.828590 + Penalty 547.913125 = -23196.915465 nChanged 12 SP:Iteration 3Q (6127.160000 sec): 3 clusters Score: Raw -23755.497830 + Penalty 547.913125 = -23207.584705 nChanged 9 SP:Iteration 4Q (6127.340000 sec): 3 clusters Score: Raw -23760.578812 + Penalty 547.913125 = -23212.665687 nChanged 4 SP:Iteration 5Q (6127.540000 sec): 3 clusters Score: Raw -23763.678995 + Penalty 547.913125 = -23215.765870 nChanged 3 SP:Iteration 6Q (6127.710000 sec): 3 clusters Score: Raw -23767.003100 + Penalty 547.913125 = -23219.089976 nChanged 6 SP:Iteration 7Q (6127.890000 sec): 3 clusters Score: Raw -23780.222347 + Penalty 547.913125 = -23232.309223 nChanged 9 SP:Iteration 8Q (6128.070000 sec): 3 clusters Score: Raw -23788.654473 + Penalty 547.913125 = -23240.741348 nChanged 5 SP:Iteration 9Q (6128.260000 sec): 3 clusters Score: Raw -23791.452874 + Penalty 547.913125 = -23243.539749 nChanged 8 SP:Iteration 10Q (6128.440000 sec): 3 clusters Score: Raw -23800.554369 + Penalty 547.913125 = -23252.641244 nChanged 5 SP:Iteration 11Q (6128.560000 sec): 3 clusters Score: Raw -23806.740277 + Penalty 547.913125 = -23258.827152 nChanged 3 SP:Iteration 12Q (6128.720000 sec): 3 clusters Score: Raw -23810.298289 + Penalty 547.913125 = -23262.385164 nChanged 2 SP:Iteration 13Q (6128.930000 sec): 3 clusters Score: Raw -23811.562586 + Penalty 547.913125 = -23263.649461 nChanged 1 SP:Iteration 14Q (6129.070000 sec): 3 clusters Score: Raw -23812.153532 + Penalty 547.913125 = -23264.240407 nChanged 0 SP:Iteration 15F (6129.230000 sec): 3 clusters Score: Raw -23812.153532 + Penalty 547.913125 = -23264.240407 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6129.370000 sec): 2 clusters Score: Raw -4873.991814 + Penalty 210.880169 = -4663.111645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6129.530000 sec): 3 clusters Score: Raw -4901.284758 + Penalty 421.760338 = -4479.524420 nChanged 21 SP:Iteration 1F (6129.690000 sec): 3 clusters Score: Raw -4925.444371 + Penalty 421.760338 = -4503.684033 nChanged 1 SP:Iteration 2Q (6129.850000 sec): 3 clusters Score: Raw -4927.315311 + Penalty 421.760338 = -4505.554974 nChanged 0 SP:Iteration 3F (6130.000000 sec): 3 clusters Score: Raw -4927.315311 + Penalty 421.760338 = -4505.554974 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6130.060000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6130.230000 sec): 3 clusters Score: Raw -5059.202114 + Penalty 406.397639 = -4652.804475 nChanged 14 SP:Iteration 1F (6130.360000 sec): 3 clusters Score: Raw -5082.621488 + Penalty 406.397639 = -4676.223849 nChanged 2 SP:Iteration 2Q (6130.560000 sec): 3 clusters Score: Raw -5084.689887 + Penalty 406.397639 = -4678.292248 nChanged 1 SP:Iteration 3Q (6130.700000 sec): 3 clusters Score: Raw -5086.988420 + Penalty 406.397639 = -4680.590781 nChanged 0 SP:Iteration 4F (6130.880000 sec): 3 clusters Score: Raw -5086.988420 + Penalty 406.397639 = -4680.590781 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6130.990000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6131.130000 sec): 3 clusters Score: Raw -4036.139156 + Penalty 403.204329 = -3632.934828 nChanged 13 SP:Iteration 1F (6131.310000 sec): 3 clusters Score: Raw -4054.810600 + Penalty 403.204329 = -3651.606272 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6131.410000 sec): 2 clusters Score: Raw -24815.812446 + Penalty 276.113364 = -24539.699082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6131.550000 sec): 3 clusters Score: Raw -24642.022404 + Penalty 552.226729 = -24089.795675 nChanged 143 SP:Iteration 1F (6131.730000 sec): 3 clusters Score: Raw -24748.072328 + Penalty 552.226729 = -24195.845600 nChanged 29 SP:Iteration 2F (6131.930000 sec): 3 clusters Score: Raw -24773.929666 + Penalty 552.226729 = -24221.702937 nChanged 18 SP:Iteration 3Q (6132.080000 sec): 3 clusters Score: Raw -24788.899920 + Penalty 552.226729 = -24236.673191 nChanged 14 SP:Iteration 4Q (6132.270000 sec): 3 clusters Score: Raw -24801.295455 + Penalty 552.226729 = -24249.068727 nChanged 9 SP:Iteration 5Q (6132.440000 sec): 3 clusters Score: Raw -24808.300562 + Penalty 552.226729 = -24256.073833 nChanged 4 SP:Iteration 6Q (6132.670000 sec): 3 clusters Score: Raw -24810.067133 + Penalty 552.226729 = -24257.840405 nChanged 2 SP:Iteration 7Q (6132.800000 sec): 3 clusters Score: Raw -24811.827179 + Penalty 552.226729 = -24259.600451 nChanged 1 SP:Iteration 8Q (6132.980000 sec): 3 clusters Score: Raw -24813.390078 + Penalty 552.226729 = -24261.163350 nChanged 3 SP:Iteration 9Q (6133.120000 sec): 3 clusters Score: Raw -24815.475718 + Penalty 552.226729 = -24263.248989 nChanged 2 SP:Iteration 10Q (6133.270000 sec): 3 clusters Score: Raw -24817.211698 + Penalty 552.226729 = -24264.984970 nChanged 2 SP:Iteration 11Q (6133.470000 sec): 3 clusters Score: Raw -24818.332800 + Penalty 552.226729 = -24266.106071 nChanged 1 SP:Iteration 12Q (6133.610000 sec): 3 clusters Score: Raw -24819.639532 + Penalty 552.226729 = -24267.412803 nChanged 0 SP:Iteration 13F (6133.760000 sec): 3 clusters Score: Raw -24819.639532 + Penalty 552.226729 = -24267.412803 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6133.860000 sec): 2 clusters Score: Raw -6058.522674 + Penalty 226.441385 = -5832.081289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6134.030000 sec): 3 clusters Score: Raw -6084.154413 + Penalty 452.882771 = -5631.271643 nChanged 42 SP:Iteration 1F (6134.210000 sec): 3 clusters Score: Raw -6144.693771 + Penalty 452.882771 = -5691.811000 nChanged 7 SP:Iteration 2Q (6134.430000 sec): 3 clusters Score: Raw -6159.335595 + Penalty 452.882771 = -5706.452824 nChanged 8 SP:Iteration 3F (6134.570000 sec): 3 clusters Score: Raw -6173.539874 + Penalty 452.882771 = -5720.657103 nChanged 7 SP:Iteration 4Q (6134.770000 sec): 3 clusters Score: Raw -6188.238435 + Penalty 452.882771 = -5735.355664 nChanged 7 SP:Iteration 5Q (6134.930000 sec): 3 clusters Score: Raw -6201.538329 + Penalty 452.882771 = -5748.655558 nChanged 2 SP:Iteration 6Q (6135.090000 sec): 3 clusters Score: Raw -6203.142917 + Penalty 452.882771 = -5750.260146 nChanged 0 SP:Iteration 7F (6135.270000 sec): 3 clusters Score: Raw -6203.142917 + Penalty 452.882771 = -5750.260146 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6135.370000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6135.520000 sec): 3 clusters Score: Raw -11646.904176 + Penalty 483.948919 = -11162.955257 nChanged 50 SP:Iteration 1F (6135.710000 sec): 3 clusters Score: Raw -11706.532094 + Penalty 483.948919 = -11222.583174 nChanged 16 SP:Iteration 2F (6135.890000 sec): 3 clusters Score: Raw -11734.251886 + Penalty 483.948919 = -11250.302967 nChanged 13 SP:Iteration 3F (6136.090000 sec): 3 clusters Score: Raw -11759.606803 + Penalty 483.948919 = -11275.657883 nChanged 6 SP:Iteration 4Q (6136.300000 sec): 3 clusters Score: Raw -11764.759100 + Penalty 483.948919 = -11280.810180 nChanged 2 SP:Iteration 5Q (6136.460000 sec): 3 clusters Score: Raw -11767.145100 + Penalty 483.948919 = -11283.196181 nChanged 1 SP:Iteration 6Q (6136.650000 sec): 3 clusters Score: Raw -11768.051176 + Penalty 483.948919 = -11284.102256 nChanged 0 SP:Iteration 7F (6136.830000 sec): 3 clusters Score: Raw -11768.051176 + Penalty 483.948919 = -11284.102256 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6136.910000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6137.070000 sec): 3 clusters Score: Raw -1139.034497 + Penalty 312.492836 = -826.541661 nChanged 3 SP:Iteration 1F (6137.230000 sec): 3 clusters Score: Raw -1166.976900 + Penalty 312.492836 = -854.484064 nChanged 1 SP:Iteration 2Q (6137.300000 sec): 2 clusters Score: Raw 6915.285786 + Penalty 156.246418 = 7071.532203 nChanged 12 SP:Iteration 3F (6137.410000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6137.520000 sec): 2 clusters Score: Raw -4103.047951 + Penalty 198.809877 = -3904.238074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6137.650000 sec): 3 clusters Score: Raw -4110.982545 + Penalty 397.619755 = -3713.362791 nChanged 13 SP:Iteration 1F (6137.810000 sec): 3 clusters Score: Raw -4146.726060 + Penalty 397.619755 = -3749.106306 nChanged 4 SP:Iteration 2F (6138.000000 sec): 3 clusters Score: Raw -4164.820339 + Penalty 397.619755 = -3767.200585 nChanged 2 SP:Iteration 3Q (6138.210000 sec): 3 clusters Score: Raw -4169.079187 + Penalty 397.619755 = -3771.459433 nChanged 0 SP:Iteration 4F (6138.400000 sec): 3 clusters Score: Raw -4169.079187 + Penalty 397.619755 = -3771.459433 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6138.490000 sec): 2 clusters Score: Raw -12617.417397 + Penalty 244.364030 = -12373.053367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6138.660000 sec): 3 clusters Score: Raw -12554.762495 + Penalty 488.728061 = -12066.034434 nChanged 60 SP:Iteration 1F (6138.830000 sec): 3 clusters Score: Raw -12615.038860 + Penalty 488.728061 = -12126.310799 nChanged 18 SP:Iteration 2F (6139.030000 sec): 3 clusters Score: Raw -12636.620152 + Penalty 488.728061 = -12147.892091 nChanged 5 SP:Iteration 3Q (6139.210000 sec): 3 clusters Score: Raw -12647.000125 + Penalty 488.728061 = -12158.272064 nChanged 7 SP:Iteration 4Q (6139.400000 sec): 3 clusters Score: Raw -12658.431375 + Penalty 488.728061 = -12169.703314 nChanged 9 SP:Iteration 5Q (6139.540000 sec): 3 clusters Score: Raw -12673.408645 + Penalty 488.728061 = -12184.680584 nChanged 9 SP:Iteration 6Q (6139.710000 sec): 3 clusters Score: Raw -12683.394676 + Penalty 488.728061 = -12194.666616 nChanged 3 SP:Iteration 7Q (6139.890000 sec): 3 clusters Score: Raw -12686.783714 + Penalty 488.728061 = -12198.055653 nChanged 5 SP:Iteration 8Q (6140.070000 sec): 3 clusters Score: Raw -12696.216132 + Penalty 488.728061 = -12207.488072 nChanged 3 SP:Iteration 9Q (6140.220000 sec): 3 clusters Score: Raw -12699.496873 + Penalty 488.728061 = -12210.768812 nChanged 1 SP:Iteration 10Q (6140.410000 sec): 3 clusters Score: Raw -12699.949079 + Penalty 488.728061 = -12211.221018 nChanged 1 SP:Iteration 11Q (6140.560000 sec): 3 clusters Score: Raw -12702.747125 + Penalty 488.728061 = -12214.019065 nChanged 1 SP:Iteration 12Q (6140.790000 sec): 3 clusters Score: Raw -12703.290429 + Penalty 488.728061 = -12214.562369 nChanged 0 SP:Iteration 13F (6140.970000 sec): 3 clusters Score: Raw -12703.290429 + Penalty 488.728061 = -12214.562369 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6141.020000 sec): 2 clusters Score: Raw -12285.805717 + Penalty 242.638705 = -12043.167012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6141.190000 sec): 3 clusters Score: Raw -12230.917637 + Penalty 485.277410 = -11745.640226 nChanged 61 SP:Iteration 1F (6141.370000 sec): 3 clusters Score: Raw -12301.487736 + Penalty 485.277410 = -11816.210325 nChanged 15 SP:Iteration 2F (6141.570000 sec): 3 clusters Score: Raw -12315.150570 + Penalty 485.277410 = -11829.873160 nChanged 4 SP:Iteration 3Q (6141.750000 sec): 3 clusters Score: Raw -12317.031547 + Penalty 485.277410 = -11831.754137 nChanged 2 SP:Iteration 4Q (6141.950000 sec): 3 clusters Score: Raw -12321.102633 + Penalty 485.277410 = -11835.825223 nChanged 3 SP:Iteration 5Q (6142.110000 sec): 3 clusters Score: Raw -12323.513025 + Penalty 485.277410 = -11838.235615 nChanged 4 SP:Iteration 6Q (6142.250000 sec): 3 clusters Score: Raw -12325.790000 + Penalty 485.277410 = -11840.512590 nChanged 1 SP:Iteration 7Q (6142.420000 sec): 3 clusters Score: Raw -12328.168549 + Penalty 485.277410 = -11842.891139 nChanged 1 SP:Iteration 8Q (6142.630000 sec): 3 clusters Score: Raw -12328.678929 + Penalty 485.277410 = -11843.401519 nChanged 1 SP:Iteration 9Q (6142.790000 sec): 3 clusters Score: Raw -12329.019719 + Penalty 485.277410 = -11843.742309 nChanged 1 SP:Iteration 10Q (6142.970000 sec): 3 clusters Score: Raw -12329.227795 + Penalty 485.277410 = -11843.950384 nChanged 0 SP:Iteration 11F (6143.190000 sec): 3 clusters Score: Raw -12329.227795 + Penalty 485.277410 = -11843.950384 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6143.240000 sec): 2 clusters Score: Raw -5367.770265 + Penalty 220.410512 = -5147.359753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6143.430000 sec): 3 clusters Score: Raw -5376.424902 + Penalty 440.821025 = -4935.603878 nChanged 34 SP:Iteration 1F (6143.630000 sec): 3 clusters Score: Raw -5462.733028 + Penalty 440.821025 = -5021.912003 nChanged 15 SP:Iteration 2F (6143.810000 sec): 3 clusters Score: Raw -5512.297253 + Penalty 440.821025 = -5071.476228 nChanged 4 SP:Iteration 3Q (6143.950000 sec): 3 clusters Score: Raw -5519.503784 + Penalty 440.821025 = -5078.682759 nChanged 2 SP:Iteration 4Q (6144.110000 sec): 3 clusters Score: Raw -5524.463453 + Penalty 440.821025 = -5083.642428 nChanged 2 SP:Iteration 5Q (6144.280000 sec): 3 clusters Score: Raw -5528.298324 + Penalty 440.821025 = -5087.477299 nChanged 1 SP:Iteration 6Q (6144.490000 sec): 3 clusters Score: Raw -5530.300272 + Penalty 440.821025 = -5089.479247 nChanged 0 SP:Iteration 7F (6144.640000 sec): 3 clusters Score: Raw -5530.300272 + Penalty 440.821025 = -5089.479247 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6144.730000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6144.940000 sec): 3 clusters Score: Raw -6457.549532 + Penalty 449.037128 = -6008.512404 nChanged 30 SP:Iteration 1F (6145.120000 sec): 3 clusters Score: Raw -6500.796294 + Penalty 449.037128 = -6051.759166 nChanged 10 SP:Iteration 2F (6145.270000 sec): 3 clusters Score: Raw -6524.940452 + Penalty 449.037128 = -6075.903324 nChanged 6 SP:Iteration 3Q (6145.450000 sec): 3 clusters Score: Raw -6535.278925 + Penalty 449.037128 = -6086.241797 nChanged 4 SP:Iteration 4Q (6145.620000 sec): 3 clusters Score: Raw -6540.863056 + Penalty 449.037128 = -6091.825928 nChanged 4 SP:Iteration 5Q (6145.810000 sec): 3 clusters Score: Raw -6551.417656 + Penalty 449.037128 = -6102.380528 nChanged 2 SP:Iteration 6Q (6145.990000 sec): 3 clusters Score: Raw -6560.457211 + Penalty 449.037128 = -6111.420083 nChanged 4 SP:Iteration 7Q (6146.170000 sec): 3 clusters Score: Raw -6566.006541 + Penalty 449.037128 = -6116.969413 nChanged 1 SP:Iteration 8Q (6146.350000 sec): 3 clusters Score: Raw -6568.264913 + Penalty 449.037128 = -6119.227785 nChanged 0 SP:Iteration 9F (6146.530000 sec): 3 clusters Score: Raw -6568.264913 + Penalty 449.037128 = -6119.227785 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6146.610000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6146.790000 sec): 3 clusters Score: Raw -6483.956686 + Penalty 435.661749 = -6048.294938 nChanged 25 SP:Iteration 1F (6146.990000 sec): 3 clusters Score: Raw -6545.698843 + Penalty 435.661749 = -6110.037094 nChanged 10 SP:Iteration 2F (6147.120000 sec): 3 clusters Score: Raw -6572.635351 + Penalty 435.661749 = -6136.973603 nChanged 4 SP:Iteration 3Q (6147.270000 sec): 3 clusters Score: Raw -6593.962941 + Penalty 435.661749 = -6158.301193 nChanged 2 SP:Iteration 4Q (6147.470000 sec): 3 clusters Score: Raw -6598.309333 + Penalty 435.661749 = -6162.647584 nChanged 0 SP:Iteration 5F (6147.630000 sec): 3 clusters Score: Raw -6598.309333 + Penalty 435.661749 = -6162.647584 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6147.760000 sec): 2 clusters Score: Raw -7476.674019 + Penalty 222.851711 = -7253.822308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6147.910000 sec): 3 clusters Score: Raw -7465.521760 + Penalty 445.703422 = -7019.818339 nChanged 29 SP:Iteration 1F (6148.080000 sec): 3 clusters Score: Raw -7505.268632 + Penalty 445.703422 = -7059.565210 nChanged 7 SP:Iteration 2F (6148.240000 sec): 3 clusters Score: Raw -7510.952748 + Penalty 445.703422 = -7065.249326 nChanged 1 SP:Iteration 3Q (6148.430000 sec): 3 clusters Score: Raw -7511.390592 + Penalty 445.703422 = -7065.687170 nChanged 1 SP:Iteration 4Q (6148.620000 sec): 3 clusters Score: Raw -7512.067535 + Penalty 445.703422 = -7066.364113 nChanged 0 SP:Iteration 5F (6148.760000 sec): 3 clusters Score: Raw -7512.067535 + Penalty 445.703422 = -7066.364113 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6148.810000 sec): 2 clusters Score: Raw -2240.476479 + Penalty 179.781589 = -2060.694889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6148.990000 sec): 3 clusters Score: Raw -2301.211017 + Penalty 359.563178 = -1941.647838 nChanged 7 SP:Iteration 1F (6149.180000 sec): 3 clusters Score: Raw -2338.707170 + Penalty 359.563178 = -1979.143992 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6149.230000 sec): 2 clusters Score: Raw -2118.002121 + Penalty 179.781589 = -1938.220532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6149.420000 sec): 3 clusters Score: Raw -2170.002408 + Penalty 359.563178 = -1810.439230 nChanged 5 SP:Iteration 1F (6149.600000 sec): 3 clusters Score: Raw -2198.060824 + Penalty 359.563178 = -1838.497646 nChanged 2 SP:Iteration 2Q (6149.760000 sec): 3 clusters Score: Raw -2217.569883 + Penalty 359.563178 = -1858.006705 nChanged 1 SP:Iteration 3Q (6149.930000 sec): 3 clusters Score: Raw -2218.567636 + Penalty 359.563178 = -1859.004457 nChanged 0 SP:Iteration 4F (6150.140000 sec): 3 clusters Score: Raw -2218.567636 + Penalty 359.563178 = -1859.004457 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6150.190000 sec): 2 clusters Score: Raw -18879.821460 + Penalty 267.817733 = -18612.003726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6150.400000 sec): 3 clusters Score: Raw -18746.828850 + Penalty 535.635467 = -18211.193383 nChanged 113 SP:Iteration 1F (6150.540000 sec): 3 clusters Score: Raw -18840.192811 + Penalty 535.635467 = -18304.557344 nChanged 34 SP:Iteration 2F (6150.750000 sec): 3 clusters Score: Raw -18899.747800 + Penalty 535.635467 = -18364.112333 nChanged 27 SP:Iteration 3F (6150.910000 sec): 3 clusters Score: Raw -18941.287765 + Penalty 535.635467 = -18405.652298 nChanged 20 SP:Iteration 4F (6151.060000 sec): 3 clusters Score: Raw -18969.939154 + Penalty 535.635467 = -18434.303687 nChanged 12 SP:Iteration 5Q (6151.230000 sec): 3 clusters Score: Raw -18984.423647 + Penalty 535.635467 = -18448.788180 nChanged 11 SP:Iteration 6Q (6151.420000 sec): 3 clusters Score: Raw -18995.261027 + Penalty 535.635467 = -18459.625560 nChanged 7 SP:Iteration 7Q (6151.610000 sec): 3 clusters Score: Raw -19003.951612 + Penalty 535.635467 = -18468.316145 nChanged 11 SP:Iteration 8Q (6151.780000 sec): 3 clusters Score: Raw -19018.677685 + Penalty 535.635467 = -18483.042218 nChanged 10 SP:Iteration 9Q (6151.970000 sec): 3 clusters Score: Raw -19031.680162 + Penalty 535.635467 = -18496.044695 nChanged 3 SP:Iteration 10Q (6152.160000 sec): 3 clusters Score: Raw -19035.878923 + Penalty 535.635467 = -18500.243456 nChanged 5 SP:Iteration 11Q (6152.340000 sec): 3 clusters Score: Raw -19040.123576 + Penalty 535.635467 = -18504.488109 nChanged 4 SP:Iteration 12Q (6152.510000 sec): 3 clusters Score: Raw -19044.644547 + Penalty 535.635467 = -18509.009081 nChanged 3 SP:Iteration 13Q (6152.720000 sec): 3 clusters Score: Raw -19046.702390 + Penalty 535.635467 = -18511.066923 nChanged 2 SP:Iteration 14Q (6152.870000 sec): 3 clusters Score: Raw -19047.981827 + Penalty 535.635467 = -18512.346360 nChanged 1 SP:Iteration 15Q (6153.030000 sec): 3 clusters Score: Raw -19048.850735 + Penalty 535.635467 = -18513.215268 nChanged 2 SP:Iteration 16Q (6153.220000 sec): 3 clusters Score: Raw -19052.404728 + Penalty 535.635467 = -18516.769261 nChanged 4 SP:Iteration 17Q (6153.380000 sec): 3 clusters Score: Raw -19058.078462 + Penalty 535.635467 = -18522.442995 nChanged 1 SP:Iteration 18Q (6153.520000 sec): 3 clusters Score: Raw -19058.419126 + Penalty 535.635467 = -18522.783660 nChanged 1 SP:Iteration 19Q (6153.700000 sec): 3 clusters Score: Raw -19059.578196 + Penalty 535.635467 = -18523.942729 nChanged 2 SP:Iteration 20F (6153.860000 sec): 3 clusters Score: Raw -19063.092401 + Penalty 535.635467 = -18527.456934 nChanged 4 SP:Iteration 21Q (6154.020000 sec): 3 clusters Score: Raw -19066.476305 + Penalty 535.635467 = -18530.840838 nChanged 3 SP:Iteration 22Q (6154.210000 sec): 3 clusters Score: Raw -19069.377851 + Penalty 535.635467 = -18533.742384 nChanged 1 SP:Iteration 23Q (6154.370000 sec): 3 clusters Score: Raw -19069.638925 + Penalty 535.635467 = -18534.003458 nChanged 0 SP:Iteration 24F (6154.580000 sec): 3 clusters Score: Raw -19069.638925 + Penalty 535.635467 = -18534.003458 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6154.650000 sec): 2 clusters Score: Raw -5486.464883 + Penalty 228.286233 = -5258.178650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6154.800000 sec): 3 clusters Score: Raw -5463.911886 + Penalty 456.572465 = -5007.339421 nChanged 32 SP:Iteration 1F (6154.980000 sec): 3 clusters Score: Raw -5529.387187 + Penalty 456.572465 = -5072.814722 nChanged 10 SP:Iteration 2F (6155.140000 sec): 3 clusters Score: Raw -5550.004658 + Penalty 456.572465 = -5093.432193 nChanged 6 SP:Iteration 3Q (6155.280000 sec): 3 clusters Score: Raw -5574.187465 + Penalty 456.572465 = -5117.615000 nChanged 9 SP:Iteration 4F (6155.470000 sec): 3 clusters Score: Raw -5601.821456 + Penalty 456.572465 = -5145.248991 nChanged 6 SP:Iteration 5Q (6155.650000 sec): 3 clusters Score: Raw -5636.120030 + Penalty 456.572465 = -5179.547565 nChanged 4 SP:Iteration 6Q (6155.830000 sec): 3 clusters Score: Raw -5656.225688 + Penalty 456.572465 = -5199.653223 nChanged 2 SP:Iteration 7Q (6156.010000 sec): 3 clusters Score: Raw -5671.666823 + Penalty 456.572465 = -5215.094358 nChanged 2 SP:Iteration 8Q (6156.160000 sec): 3 clusters Score: Raw -5680.212143 + Penalty 456.572465 = -5223.639678 nChanged 0 SP:Iteration 9F (6156.310000 sec): 3 clusters Score: Raw -5680.212143 + Penalty 456.572465 = -5223.639678 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6156.380000 sec): 2 clusters Score: Raw -8997.562486 + Penalty 241.974460 = -8755.588026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6156.550000 sec): 3 clusters Score: Raw -8978.971426 + Penalty 483.948919 = -8495.022507 nChanged 50 SP:Iteration 1F (6156.750000 sec): 3 clusters Score: Raw -9066.434405 + Penalty 483.948919 = -8582.485486 nChanged 13 SP:Iteration 2F (6156.940000 sec): 3 clusters Score: Raw -9088.711033 + Penalty 483.948919 = -8604.762114 nChanged 4 SP:Iteration 3Q (6157.100000 sec): 3 clusters Score: Raw -9096.213013 + Penalty 483.948919 = -8612.264094 nChanged 2 SP:Iteration 4Q (6157.290000 sec): 3 clusters Score: Raw -9099.631077 + Penalty 483.948919 = -8615.682158 nChanged 0 SP:Iteration 5F (6157.440000 sec): 3 clusters Score: Raw -9099.631077 + Penalty 483.948919 = -8615.682158 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6157.530000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6157.690000 sec): 3 clusters Score: Raw -19089.738258 + Penalty 527.992772 = -18561.745486 nChanged 98 SP:Iteration 1F (6157.910000 sec): 3 clusters Score: Raw -19171.389501 + Penalty 527.992772 = -18643.396729 nChanged 22 SP:Iteration 2F (6158.040000 sec): 3 clusters Score: Raw -19193.572697 + Penalty 527.992772 = -18665.579925 nChanged 13 SP:Iteration 3Q (6158.220000 sec): 3 clusters Score: Raw -19203.422217 + Penalty 527.992772 = -18675.429445 nChanged 8 SP:Iteration 4Q (6158.380000 sec): 3 clusters Score: Raw -19216.034774 + Penalty 527.992772 = -18688.042002 nChanged 9 SP:Iteration 5Q (6158.560000 sec): 3 clusters Score: Raw -19228.632675 + Penalty 527.992772 = -18700.639903 nChanged 7 SP:Iteration 6Q (6158.750000 sec): 3 clusters Score: Raw -19236.641698 + Penalty 527.992772 = -18708.648926 nChanged 4 SP:Iteration 7Q (6158.900000 sec): 3 clusters Score: Raw -19240.401760 + Penalty 527.992772 = -18712.408988 nChanged 1 SP:Iteration 8Q (6159.080000 sec): 3 clusters Score: Raw -19240.839322 + Penalty 527.992772 = -18712.846550 nChanged 1 SP:Iteration 9Q (6159.240000 sec): 3 clusters Score: Raw -19241.158535 + Penalty 527.992772 = -18713.165763 nChanged 0 SP:Iteration 10F (6159.450000 sec): 3 clusters Score: Raw -19241.158535 + Penalty 527.992772 = -18713.165763 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6159.510000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6159.660000 sec): 3 clusters Score: Raw -6396.201574 + Penalty 441.534754 = -5954.666820 nChanged 32 SP:Iteration 1F (6159.830000 sec): 3 clusters Score: Raw -6447.400413 + Penalty 441.534754 = -6005.865659 nChanged 8 SP:Iteration 2F (6160.010000 sec): 3 clusters Score: Raw -6462.384274 + Penalty 441.534754 = -6020.849520 nChanged 2 SP:Iteration 3Q (6160.180000 sec): 3 clusters Score: Raw -6465.361562 + Penalty 441.534754 = -6023.826808 nChanged 1 SP:Iteration 4Q (6160.360000 sec): 3 clusters Score: Raw -6468.263083 + Penalty 441.534754 = -6026.728329 nChanged 0 SP:Iteration 5F (6160.540000 sec): 3 clusters Score: Raw -6468.263083 + Penalty 441.534754 = -6026.728329 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (48 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6160.620000 sec): 2 clusters Score: Raw -1353.998117 + Penalty 176.139646 = -1177.858471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6160.810000 sec): 3 clusters Score: Raw -1469.622848 + Penalty 352.279292 = -1117.343556 nChanged 12 SP:Iteration 1F (6160.940000 sec): 3 clusters Score: Raw -1521.256497 + Penalty 352.279292 = -1168.977205 nChanged 1 SP:Iteration 2Q (6161.150000 sec): 3 clusters Score: Raw -1565.467166 + Penalty 352.279292 = -1213.187874 nChanged 1 SP:Iteration 3Q (6161.330000 sec): 3 clusters Score: Raw -1575.006550 + Penalty 352.279292 = -1222.727258 nChanged 0 SP:Iteration 4F (6161.490000 sec): 3 clusters Score: Raw -1575.006550 + Penalty 352.279292 = -1222.727258 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 62. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6161.550000 sec): 2 clusters Score: Raw -6204.642105 + Penalty 225.490131 = -5979.151974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6161.740000 sec): 3 clusters Score: Raw -6186.260239 + Penalty 450.980262 = -5735.279976 nChanged 38 SP:Iteration 1F (6161.960000 sec): 3 clusters Score: Raw -6255.012574 + Penalty 450.980262 = -5804.032311 nChanged 12 SP:Iteration 2F (6162.140000 sec): 3 clusters Score: Raw -6290.423599 + Penalty 450.980262 = -5839.443336 nChanged 8 SP:Iteration 3F (6162.310000 sec): 3 clusters Score: Raw -6320.488534 + Penalty 450.980262 = -5869.508272 nChanged 1 SP:Iteration 4Q (6162.460000 sec): 3 clusters Score: Raw -6322.150275 + Penalty 450.980262 = -5871.170012 nChanged 1 SP:Iteration 5Q (6162.610000 sec): 3 clusters Score: Raw -6322.931905 + Penalty 450.980262 = -5871.951643 nChanged 1 SP:Iteration 6Q (6162.830000 sec): 3 clusters Score: Raw -6324.002541 + Penalty 450.980262 = -5873.022279 nChanged 1 SP:Iteration 7Q (6162.990000 sec): 3 clusters Score: Raw -6329.642787 + Penalty 450.980262 = -5878.662525 nChanged 1 SP:Iteration 8Q (6163.150000 sec): 3 clusters Score: Raw -6331.393606 + Penalty 450.980262 = -5880.413344 nChanged 1 SP:Iteration 9Q (6163.300000 sec): 3 clusters Score: Raw -6332.039138 + Penalty 450.980262 = -5881.058876 nChanged 0 SP:Iteration 10F (6163.480000 sec): 3 clusters Score: Raw -6332.039138 + Penalty 450.980262 = -5881.058876 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6163.580000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6163.730000 sec): 3 clusters Score: Raw -6377.353426 + Penalty 466.820783 = -5910.532643 nChanged 38 SP:Iteration 1F (6163.900000 sec): 3 clusters Score: Raw -6470.711665 + Penalty 466.820783 = -6003.890881 nChanged 14 SP:Iteration 2F (6164.090000 sec): 3 clusters Score: Raw -6532.739447 + Penalty 466.820783 = -6065.918664 nChanged 11 SP:Iteration 3F (6164.230000 sec): 3 clusters Score: Raw -6581.119491 + Penalty 466.820783 = -6114.298708 nChanged 6 SP:Iteration 4Q (6164.380000 sec): 3 clusters Score: Raw -6599.811380 + Penalty 466.820783 = -6132.990597 nChanged 0 SP:Iteration 5F (6164.560000 sec): 3 clusters Score: Raw -6599.811380 + Penalty 466.820783 = -6132.990597 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6164.600000 sec): 2 clusters Score: Raw -14995.149227 + Penalty 254.896406 = -14740.252821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6164.780000 sec): 3 clusters Score: Raw -14892.578528 + Penalty 509.792813 = -14382.785716 nChanged 88 SP:Iteration 1F (6164.930000 sec): 3 clusters Score: Raw -14972.890544 + Penalty 509.792813 = -14463.097731 nChanged 21 SP:Iteration 2F (6165.120000 sec): 3 clusters Score: Raw -15009.203207 + Penalty 509.792813 = -14499.410394 nChanged 14 SP:Iteration 3F (6165.320000 sec): 3 clusters Score: Raw -15028.378283 + Penalty 509.792813 = -14518.585470 nChanged 13 SP:Iteration 4Q (6165.430000 sec): 3 clusters Score: Raw -15051.987872 + Penalty 509.792813 = -14542.195059 nChanged 9 SP:Iteration 5Q (6165.570000 sec): 3 clusters Score: Raw -15068.404671 + Penalty 509.792813 = -14558.611859 nChanged 8 SP:Iteration 6Q (6165.740000 sec): 3 clusters Score: Raw -15081.126728 + Penalty 509.792813 = -14571.333916 nChanged 5 SP:Iteration 7Q (6165.910000 sec): 3 clusters Score: Raw -15091.085641 + Penalty 509.792813 = -14581.292828 nChanged 2 SP:Iteration 8Q (6166.110000 sec): 3 clusters Score: Raw -15092.875476 + Penalty 509.792813 = -14583.082663 nChanged 2 SP:Iteration 9Q (6166.280000 sec): 3 clusters Score: Raw -15098.717717 + Penalty 509.792813 = -14588.924904 nChanged 3 SP:Iteration 10Q (6166.460000 sec): 3 clusters Score: Raw -15101.196262 + Penalty 509.792813 = -14591.403450 nChanged 2 SP:Iteration 11Q (6166.650000 sec): 3 clusters Score: Raw -15102.674398 + Penalty 509.792813 = -14592.881586 nChanged 1 SP:Iteration 12Q (6166.780000 sec): 3 clusters Score: Raw -15103.357718 + Penalty 509.792813 = -14593.564905 nChanged 0 SP:Iteration 13F (6166.980000 sec): 3 clusters Score: Raw -15103.357718 + Penalty 509.792813 = -14593.564905 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6167.040000 sec): 2 clusters Score: Raw -1996.449898 + Penalty 168.967529 = -1827.482369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6167.260000 sec): 3 clusters Score: Raw -2056.105732 + Penalty 337.935058 = -1718.170674 nChanged 2 SP:Iteration 1Q (6167.410000 sec): 3 clusters Score: Raw -2066.422668 + Penalty 337.935058 = -1728.487609 nChanged 1 SP:Iteration 2Q (6167.580000 sec): 3 clusters Score: Raw -2071.990131 + Penalty 337.935058 = -1734.055073 nChanged 0 SP:Iteration 3F (6167.720000 sec): 3 clusters Score: Raw -2071.990131 + Penalty 337.935058 = -1734.055073 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6167.800000 sec): 2 clusters Score: Raw -3814.100261 + Penalty 217.066150 = -3597.034110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6168.000000 sec): 3 clusters Score: Raw -3819.727488 + Penalty 434.132301 = -3385.595187 nChanged 36 SP:Iteration 1F (6168.170000 sec): 3 clusters Score: Raw -3881.080995 + Penalty 434.132301 = -3446.948694 nChanged 10 SP:Iteration 2F (6168.300000 sec): 3 clusters Score: Raw -3902.821824 + Penalty 434.132301 = -3468.689523 nChanged 3 SP:Iteration 3Q (6168.480000 sec): 3 clusters Score: Raw -3906.881001 + Penalty 434.132301 = -3472.748700 nChanged 0 SP:Iteration 4F (6168.660000 sec): 3 clusters Score: Raw -3906.881001 + Penalty 434.132301 = -3472.748700 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6168.760000 sec): 2 clusters Score: Raw -10346.354113 + Penalty 248.988316 = -10097.365798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6168.910000 sec): 3 clusters Score: Raw -10318.092441 + Penalty 497.976631 = -9820.115810 nChanged 69 SP:Iteration 1F (6169.110000 sec): 3 clusters Score: Raw -10468.279483 + Penalty 497.976631 = -9970.302851 nChanged 26 SP:Iteration 2F (6169.290000 sec): 3 clusters Score: Raw -10543.598917 + Penalty 497.976631 = -10045.622285 nChanged 15 SP:Iteration 3F (6169.440000 sec): 3 clusters Score: Raw -10570.994324 + Penalty 497.976631 = -10073.017693 nChanged 3 SP:Iteration 4Q (6169.630000 sec): 3 clusters Score: Raw -10573.994925 + Penalty 497.976631 = -10076.018294 nChanged 0 SP:Iteration 5F (6169.770000 sec): 3 clusters Score: Raw -10573.994925 + Penalty 497.976631 = -10076.018294 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6169.870000 sec): 2 clusters Score: Raw -11510.070001 + Penalty 242.418366 = -11267.651636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6170.050000 sec): 3 clusters Score: Raw -11473.848661 + Penalty 484.836731 = -10989.011929 nChanged 60 SP:Iteration 1F (6170.200000 sec): 3 clusters Score: Raw -11535.896540 + Penalty 484.836731 = -11051.059809 nChanged 14 SP:Iteration 2F (6170.360000 sec): 3 clusters Score: Raw -11555.942384 + Penalty 484.836731 = -11071.105653 nChanged 9 SP:Iteration 3Q (6170.580000 sec): 3 clusters Score: Raw -11572.599712 + Penalty 484.836731 = -11087.762981 nChanged 6 SP:Iteration 4Q (6170.720000 sec): 3 clusters Score: Raw -11582.258484 + Penalty 484.836731 = -11097.421752 nChanged 4 SP:Iteration 5Q (6170.890000 sec): 3 clusters Score: Raw -11584.664117 + Penalty 484.836731 = -11099.827385 nChanged 2 SP:Iteration 6Q (6171.090000 sec): 3 clusters Score: Raw -11586.256197 + Penalty 484.836731 = -11101.419466 nChanged 1 SP:Iteration 7Q (6171.240000 sec): 3 clusters Score: Raw -11587.778900 + Penalty 484.836731 = -11102.942169 nChanged 2 SP:Iteration 8Q (6171.410000 sec): 3 clusters Score: Raw -11589.488417 + Penalty 484.836731 = -11104.651686 nChanged 2 SP:Iteration 9Q (6171.630000 sec): 3 clusters Score: Raw -11590.558968 + Penalty 484.836731 = -11105.722236 nChanged 1 SP:Iteration 10Q (6171.770000 sec): 3 clusters Score: Raw -11592.319374 + Penalty 484.836731 = -11107.482642 nChanged 1 SP:Iteration 11Q (6171.950000 sec): 3 clusters Score: Raw -11593.253741 + Penalty 484.836731 = -11108.417010 nChanged 0 SP:Iteration 12F (6172.140000 sec): 3 clusters Score: Raw -11593.253741 + Penalty 484.836731 = -11108.417010 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6172.200000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6172.350000 sec): 3 clusters Score: Raw -6326.218606 + Penalty 447.718264 = -5878.500341 nChanged 38 SP:Iteration 1F (6172.550000 sec): 3 clusters Score: Raw -6421.714415 + Penalty 447.718264 = -5973.996150 nChanged 14 SP:Iteration 2F (6172.730000 sec): 3 clusters Score: Raw -6472.445913 + Penalty 447.718264 = -6024.727648 nChanged 3 SP:Iteration 3Q (6172.910000 sec): 3 clusters Score: Raw -6479.515325 + Penalty 447.718264 = -6031.797061 nChanged 2 SP:Iteration 4Q (6173.090000 sec): 3 clusters Score: Raw -6486.930139 + Penalty 447.718264 = -6039.211874 nChanged 0 SP:Iteration 5F (6173.230000 sec): 3 clusters Score: Raw -6486.930139 + Penalty 447.718264 = -6039.211874 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (95 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6173.320000 sec): 2 clusters Score: Raw -4120.228424 + Penalty 207.201399 = -3913.027025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6173.520000 sec): 3 clusters Score: Raw -4146.876005 + Penalty 414.402797 = -3732.473208 nChanged 17 SP:Iteration 1F (6173.670000 sec): 3 clusters Score: Raw -4180.057931 + Penalty 414.402797 = -3765.655134 nChanged 5 SP:Iteration 2F (6173.830000 sec): 3 clusters Score: Raw -4191.805968 + Penalty 414.402797 = -3777.403171 nChanged 1 SP:Iteration 3Q (6174.020000 sec): 3 clusters Score: Raw -4194.419025 + Penalty 414.402797 = -3780.016228 nChanged 1 SP:Iteration 4Q (6174.190000 sec): 3 clusters Score: Raw -4202.406132 + Penalty 414.402797 = -3788.003335 nChanged 1 SP:Iteration 5Q (6174.370000 sec): 3 clusters Score: Raw -4203.136369 + Penalty 414.402797 = -3788.733571 nChanged 0 SP:Iteration 6F (6174.540000 sec): 3 clusters Score: Raw -4203.136369 + Penalty 414.402797 = -3788.733571 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6174.650000 sec): 2 clusters Score: Raw -3887.284035 + Penalty 198.809877 = -3688.474157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6174.830000 sec): 3 clusters Score: Raw -3909.121344 + Penalty 397.619755 = -3511.501590 nChanged 11 SP:Iteration 1F (6174.990000 sec): 3 clusters Score: Raw -3954.474944 + Penalty 397.619755 = -3556.855190 nChanged 2 SP:Iteration 2Q (6175.160000 sec): 3 clusters Score: Raw -3962.271292 + Penalty 397.619755 = -3564.651538 nChanged 2 SP:Iteration 3Q (6175.360000 sec): 3 clusters Score: Raw -3967.243538 + Penalty 397.619755 = -3569.623783 nChanged 0 SP:Iteration 4F (6175.510000 sec): 3 clusters Score: Raw -3967.243538 + Penalty 397.619755 = -3569.623783 nChanged 0 Deleting Class 55 (17 points): Lose 308.913582 but Gain 562.056204 Iteration 201F (6202.550000 sec): 66 clusters Score: Raw -13226075.109213 + Penalty 36533.653242 = -13189541.455971 nChanged 22 Iteration 202F (6232.670000 sec): 66 clusters Score: Raw -13226169.525184 + Penalty 36533.653242 = -13189635.871942 nChanged 7 Iteration 203Q (6253.430000 sec): 66 clusters Score: Raw -13226303.036830 + Penalty 36533.653242 = -13189769.383588 nChanged 8 Iteration 204Q (6269.130000 sec): 66 clusters Score: Raw -13226325.178117 + Penalty 36533.653242 = -13189791.524876 nChanged 6 Iteration 205Q (6289.270000 sec): 66 clusters Score: Raw -13226327.280585 + Penalty 36533.653242 = -13189793.627343 nChanged 4 Iteration 206Q (6307.280000 sec): 66 clusters Score: Raw -13226328.237242 + Penalty 36533.653242 = -13189794.584000 nChanged 2 Iteration 207Q (6323.890000 sec): 66 clusters Score: Raw -13226328.292934 + Penalty 36533.653242 = -13189794.639692 nChanged 0 Iteration 208F (6349.680000 sec): 66 clusters Score: Raw -13226328.292934 + Penalty 36533.653242 = -13189794.639692 nChanged 0 Compute initial score before splitting: Score: Raw -13226328.292934 + Penalty 36533.653242 = -13189794.639692 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6349.700000 sec): 2 clusters Score: Raw -17963.848508 + Penalty 262.883181 = -17700.965328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6349.840000 sec): 3 clusters Score: Raw -17855.690378 + Penalty 525.766361 = -17329.924016 nChanged 110 SP:Iteration 1F (6349.990000 sec): 3 clusters Score: Raw -17968.434605 + Penalty 525.766361 = -17442.668244 nChanged 29 SP:Iteration 2F (6350.180000 sec): 3 clusters Score: Raw -18001.786167 + Penalty 525.766361 = -17476.019806 nChanged 17 SP:Iteration 3F (6350.320000 sec): 3 clusters Score: Raw -18035.681722 + Penalty 525.766361 = -17509.915361 nChanged 16 SP:Iteration 4Q (6350.460000 sec): 3 clusters Score: Raw -18060.979098 + Penalty 525.766361 = -17535.212736 nChanged 11 SP:Iteration 5Q (6350.580000 sec): 3 clusters Score: Raw -18077.365863 + Penalty 525.766361 = -17551.599502 nChanged 6 SP:Iteration 6Q (6350.710000 sec): 3 clusters Score: Raw -18088.181557 + Penalty 525.766361 = -17562.415195 nChanged 1 SP:Iteration 7Q (6350.840000 sec): 3 clusters Score: Raw -18091.173054 + Penalty 525.766361 = -17565.406692 nChanged 1 SP:Iteration 8Q (6350.980000 sec): 3 clusters Score: Raw -18093.276603 + Penalty 525.766361 = -17567.510242 nChanged 3 SP:Iteration 9Q (6351.100000 sec): 3 clusters Score: Raw -18097.183386 + Penalty 525.766361 = -17571.417025 nChanged 2 SP:Iteration 10Q (6351.240000 sec): 3 clusters Score: Raw -18099.306930 + Penalty 525.766361 = -17573.540569 nChanged 0 SP:Iteration 11F (6351.370000 sec): 3 clusters Score: Raw -18099.306930 + Penalty 525.766361 = -17573.540569 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6351.430000 sec): 2 clusters Score: Raw -51554.352234 + Penalty 313.383642 = -51240.968592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6351.620000 sec): 3 clusters Score: Raw -51068.719692 + Penalty 626.767284 = -50441.952408 nChanged 374 SP:Iteration 1F (6351.820000 sec): 3 clusters Score: Raw -51286.962695 + Penalty 626.767284 = -50660.195411 nChanged 82 SP:Iteration 2F (6351.930000 sec): 3 clusters Score: Raw -51347.390548 + Penalty 626.767284 = -50720.623264 nChanged 66 SP:Iteration 3F (6352.020000 sec): 3 clusters Score: Raw -51388.986147 + Penalty 626.767284 = -50762.218863 nChanged 45 SP:Iteration 4Q (6352.140000 sec): 3 clusters Score: Raw -51424.221836 + Penalty 626.767284 = -50797.454552 nChanged 46 SP:Iteration 5Q (6352.280000 sec): 3 clusters Score: Raw -51453.012073 + Penalty 626.767284 = -50826.244789 nChanged 40 SP:Iteration 6Q (6352.410000 sec): 3 clusters Score: Raw -51482.908773 + Penalty 626.767284 = -50856.141489 nChanged 35 SP:Iteration 7Q (6352.540000 sec): 3 clusters Score: Raw -51507.695669 + Penalty 626.767284 = -50880.928385 nChanged 27 SP:Iteration 8Q (6352.670000 sec): 3 clusters Score: Raw -51525.221391 + Penalty 626.767284 = -50898.454107 nChanged 28 SP:Iteration 9Q (6352.820000 sec): 3 clusters Score: Raw -51544.520826 + Penalty 626.767284 = -50917.753541 nChanged 33 SP:Iteration 10Q (6353.060000 sec): 3 clusters Score: Raw -51568.003172 + Penalty 626.767284 = -50941.235888 nChanged 26 SP:Iteration 11Q (6353.160000 sec): 3 clusters Score: Raw -51588.892627 + Penalty 626.767284 = -50962.125343 nChanged 25 SP:Iteration 12Q (6353.270000 sec): 3 clusters Score: Raw -51608.721944 + Penalty 626.767284 = -50981.954660 nChanged 17 SP:Iteration 13Q (6353.380000 sec): 3 clusters Score: Raw -51622.395833 + Penalty 626.767284 = -50995.628549 nChanged 14 SP:Iteration 14Q (6353.500000 sec): 3 clusters Score: Raw -51631.053897 + Penalty 626.767284 = -51004.286613 nChanged 9 SP:Iteration 15Q (6353.620000 sec): 3 clusters Score: Raw -51636.357192 + Penalty 626.767284 = -51009.589908 nChanged 9 SP:Iteration 16Q (6353.730000 sec): 3 clusters Score: Raw -51640.594472 + Penalty 626.767284 = -51013.827188 nChanged 7 SP:Iteration 17Q (6353.840000 sec): 3 clusters Score: Raw -51645.109335 + Penalty 626.767284 = -51018.342051 nChanged 3 SP:Iteration 18Q (6353.960000 sec): 3 clusters Score: Raw -51647.131034 + Penalty 626.767284 = -51020.363750 nChanged 5 SP:Iteration 19Q (6354.160000 sec): 3 clusters Score: Raw -51650.101263 + Penalty 626.767284 = -51023.333979 nChanged 5 SP:Iteration 20F (6354.330000 sec): 3 clusters Score: Raw -51655.769792 + Penalty 626.767284 = -51029.002508 nChanged 5 SP:Iteration 21Q (6354.490000 sec): 3 clusters Score: Raw -51659.995732 + Penalty 626.767284 = -51033.228447 nChanged 5 SP:Iteration 22Q (6354.600000 sec): 3 clusters Score: Raw -51663.264614 + Penalty 626.767284 = -51036.497330 nChanged 3 SP:Iteration 23Q (6354.710000 sec): 3 clusters Score: Raw -51664.635641 + Penalty 626.767284 = -51037.868357 nChanged 4 SP:Iteration 24Q (6354.820000 sec): 3 clusters Score: Raw -51666.696093 + Penalty 626.767284 = -51039.928809 nChanged 7 SP:Iteration 25Q (6354.970000 sec): 3 clusters Score: Raw -51670.784797 + Penalty 626.767284 = -51044.017513 nChanged 3 SP:Iteration 26Q (6355.160000 sec): 3 clusters Score: Raw -51671.561562 + Penalty 626.767284 = -51044.794277 nChanged 1 SP:Iteration 27Q (6355.310000 sec): 3 clusters Score: Raw -51671.966520 + Penalty 626.767284 = -51045.199236 nChanged 1 SP:Iteration 28Q (6355.490000 sec): 3 clusters Score: Raw -51672.246371 + Penalty 626.767284 = -51045.479087 nChanged 1 SP:Iteration 29Q (6355.630000 sec): 3 clusters Score: Raw -51672.538626 + Penalty 626.767284 = -51045.771342 nChanged 0 SP:Iteration 30F (6355.750000 sec): 3 clusters Score: Raw -51672.538626 + Penalty 626.767284 = -51045.771342 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6355.820000 sec): 2 clusters Score: Raw -124027.538130 + Penalty 347.340337 = -123680.197793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6355.950000 sec): 3 clusters Score: Raw -122872.497677 + Penalty 694.680674 = -122177.817003 nChanged 883 SP:Iteration 1F (6356.080000 sec): 3 clusters Score: Raw -123355.367805 + Penalty 694.680674 = -122660.687132 nChanged 119 SP:Iteration 2F (6356.210000 sec): 3 clusters Score: Raw -123416.942711 + Penalty 694.680674 = -122722.262037 nChanged 99 SP:Iteration 3Q (6356.340000 sec): 3 clusters Score: Raw -123479.859788 + Penalty 694.680674 = -122785.179114 nChanged 119 SP:Iteration 4F (6356.480000 sec): 3 clusters Score: Raw -123546.239849 + Penalty 694.680674 = -122851.559175 nChanged 93 SP:Iteration 5Q (6356.610000 sec): 3 clusters Score: Raw -123601.648452 + Penalty 694.680674 = -122906.967778 nChanged 99 SP:Iteration 6Q (6356.770000 sec): 3 clusters Score: Raw -123669.471331 + Penalty 694.680674 = -122974.790657 nChanged 93 SP:Iteration 7Q (6356.960000 sec): 3 clusters Score: Raw -123746.910951 + Penalty 694.680674 = -123052.230277 nChanged 83 SP:Iteration 8Q (6357.090000 sec): 3 clusters Score: Raw -123837.408166 + Penalty 694.680674 = -123142.727492 nChanged 69 SP:Iteration 9Q (6357.260000 sec): 3 clusters Score: Raw -123928.868370 + Penalty 694.680674 = -123234.187696 nChanged 51 SP:Iteration 10Q (6357.380000 sec): 3 clusters Score: Raw -123993.424344 + Penalty 694.680674 = -123298.743670 nChanged 41 SP:Iteration 11Q (6357.510000 sec): 3 clusters Score: Raw -124036.660026 + Penalty 694.680674 = -123341.979352 nChanged 20 SP:Iteration 12Q (6357.670000 sec): 3 clusters Score: Raw -124052.983530 + Penalty 694.680674 = -123358.302856 nChanged 17 SP:Iteration 13Q (6357.840000 sec): 3 clusters Score: Raw -124064.922333 + Penalty 694.680674 = -123370.241659 nChanged 15 SP:Iteration 14Q (6358.000000 sec): 3 clusters Score: Raw -124073.025448 + Penalty 694.680674 = -123378.344774 nChanged 7 SP:Iteration 15Q (6358.210000 sec): 3 clusters Score: Raw -124074.878120 + Penalty 694.680674 = -123380.197446 nChanged 4 SP:Iteration 16Q (6358.360000 sec): 3 clusters Score: Raw -124077.043163 + Penalty 694.680674 = -123382.362489 nChanged 4 SP:Iteration 17Q (6358.530000 sec): 3 clusters Score: Raw -124078.296456 + Penalty 694.680674 = -123383.615782 nChanged 4 SP:Iteration 18Q (6358.680000 sec): 3 clusters Score: Raw -124080.291381 + Penalty 694.680674 = -123385.610707 nChanged 4 SP:Iteration 19Q (6358.850000 sec): 3 clusters Score: Raw -124082.554668 + Penalty 694.680674 = -123387.873994 nChanged 3 SP:Iteration 20F (6359.000000 sec): 3 clusters Score: Raw -124084.045894 + Penalty 694.680674 = -123389.365220 nChanged 3 SP:Iteration 21Q (6359.160000 sec): 3 clusters Score: Raw -124085.391791 + Penalty 694.680674 = -123390.711117 nChanged 1 SP:Iteration 22Q (6359.350000 sec): 3 clusters Score: Raw -124085.669394 + Penalty 694.680674 = -123390.988721 nChanged 2 SP:Iteration 23Q (6359.510000 sec): 3 clusters Score: Raw -124086.325894 + Penalty 694.680674 = -123391.645220 nChanged 1 SP:Iteration 24Q (6359.680000 sec): 3 clusters Score: Raw -124086.756803 + Penalty 694.680674 = -123392.076130 nChanged 2 SP:Iteration 25Q (6359.870000 sec): 3 clusters Score: Raw -124087.572007 + Penalty 694.680674 = -123392.891333 nChanged 2 SP:Iteration 26Q (6360.060000 sec): 3 clusters Score: Raw -124089.325815 + Penalty 694.680674 = -123394.645141 nChanged 3 SP:Iteration 27Q (6360.200000 sec): 3 clusters Score: Raw -124092.383496 + Penalty 694.680674 = -123397.702822 nChanged 4 SP:Iteration 28Q (6360.410000 sec): 3 clusters Score: Raw -124093.733642 + Penalty 694.680674 = -123399.052968 nChanged 3 SP:Iteration 29Q (6360.610000 sec): 3 clusters Score: Raw -124094.368610 + Penalty 694.680674 = -123399.687936 nChanged 1 SP:Iteration 30Q (6360.810000 sec): 3 clusters Score: Raw -124094.597907 + Penalty 694.680674 = -123399.917233 nChanged 1 SP:Iteration 31Q (6361.010000 sec): 3 clusters Score: Raw -124094.707706 + Penalty 694.680674 = -123400.027032 nChanged 0 SP:Iteration 32F (6361.230000 sec): 3 clusters Score: Raw -124094.707706 + Penalty 694.680674 = -123400.027032 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6361.390000 sec): 2 clusters Score: Raw -895833.532633 + Penalty 435.854085 = -895397.678548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6361.610000 sec): 3 clusters Score: Raw -886666.386330 + Penalty 871.708169 = -885794.678160 nChanged 6780 SP:Iteration 1F (6361.820000 sec): 3 clusters Score: Raw -891326.802579 + Penalty 871.708169 = -890455.094410 nChanged 1221 SP:Iteration 2F (6362.110000 sec): 3 clusters Score: Raw -892151.578194 + Penalty 871.708169 = -891279.870025 nChanged 1084 SP:Iteration 3F (6362.340000 sec): 3 clusters Score: Raw -892866.583212 + Penalty 871.708169 = -891994.875043 nChanged 890 SP:Iteration 4F (6362.610000 sec): 3 clusters Score: Raw -893424.556028 + Penalty 871.708169 = -892552.847859 nChanged 740 SP:Iteration 5F (6362.850000 sec): 3 clusters Score: Raw -893931.571127 + Penalty 871.708169 = -893059.862957 nChanged 693 SP:Iteration 6Q (6363.090000 sec): 3 clusters Score: Raw -894451.747419 + Penalty 871.708169 = -893580.039250 nChanged 570 SP:Iteration 7Q (6363.330000 sec): 3 clusters Score: Raw -894922.717383 + Penalty 871.708169 = -894051.009214 nChanged 422 SP:Iteration 8Q (6363.610000 sec): 3 clusters Score: Raw -895314.280677 + Penalty 871.708169 = -894442.572508 nChanged 259 SP:Iteration 9Q (6363.830000 sec): 3 clusters Score: Raw -895547.073700 + Penalty 871.708169 = -894675.365531 nChanged 163 SP:Iteration 10Q (6364.090000 sec): 3 clusters Score: Raw -895692.924906 + Penalty 871.708169 = -894821.216737 nChanged 109 SP:Iteration 11Q (6364.330000 sec): 3 clusters Score: Raw -895788.008259 + Penalty 871.708169 = -894916.300090 nChanged 80 SP:Iteration 12Q (6364.550000 sec): 3 clusters Score: Raw -895845.963469 + Penalty 871.708169 = -894974.255300 nChanged 44 SP:Iteration 13Q (6364.770000 sec): 3 clusters Score: Raw -895880.009913 + Penalty 871.708169 = -895008.301744 nChanged 32 SP:Iteration 14Q (6364.980000 sec): 3 clusters Score: Raw -895910.576465 + Penalty 871.708169 = -895038.868296 nChanged 29 SP:Iteration 15Q (6365.200000 sec): 3 clusters Score: Raw -895932.367652 + Penalty 871.708169 = -895060.659483 nChanged 18 SP:Iteration 16Q (6365.410000 sec): 3 clusters Score: Raw -895942.571249 + Penalty 871.708169 = -895070.863080 nChanged 11 SP:Iteration 17Q (6365.610000 sec): 3 clusters Score: Raw -895950.949456 + Penalty 871.708169 = -895079.241287 nChanged 9 SP:Iteration 18Q (6365.790000 sec): 3 clusters Score: Raw -895958.414300 + Penalty 871.708169 = -895086.706131 nChanged 7 SP:Iteration 19Q (6366.030000 sec): 3 clusters Score: Raw -895961.278043 + Penalty 871.708169 = -895089.569874 nChanged 3 SP:Iteration 20F (6366.220000 sec): 3 clusters Score: Raw -895962.547385 + Penalty 871.708169 = -895090.839216 nChanged 3 SP:Iteration 21Q (6366.500000 sec): 3 clusters Score: Raw -895964.026634 + Penalty 871.708169 = -895092.318465 nChanged 2 SP:Iteration 22Q (6366.720000 sec): 3 clusters Score: Raw -895964.723439 + Penalty 871.708169 = -895093.015270 nChanged 0 SP:Iteration 23F (6366.970000 sec): 3 clusters Score: Raw -895964.723439 + Penalty 871.708169 = -895093.015270 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6367.060000 sec): 2 clusters Score: Raw -3895.623228 + Penalty 193.306534 = -3702.316695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6367.240000 sec): 3 clusters Score: Raw -3933.886572 + Penalty 386.613067 = -3547.273505 nChanged 11 SP:Iteration 1F (6367.480000 sec): 3 clusters Score: Raw -3980.111882 + Penalty 386.613067 = -3593.498815 nChanged 4 SP:Iteration 2F (6367.680000 sec): 3 clusters Score: Raw -4008.782784 + Penalty 386.613067 = -3622.169717 nChanged 3 SP:Iteration 3Q (6367.900000 sec): 3 clusters Score: Raw -4035.510837 + Penalty 386.613067 = -3648.897770 nChanged 0 SP:Iteration 4F (6368.120000 sec): 3 clusters Score: Raw -4035.510837 + Penalty 386.613067 = -3648.897770 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6368.270000 sec): 2 clusters Score: Raw -173116.877672 + Penalty 365.131228 = -172751.746445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6368.460000 sec): 3 clusters Score: Raw -171369.265487 + Penalty 730.262456 = -170639.003032 nChanged 1343 SP:Iteration 1F (6368.640000 sec): 3 clusters Score: Raw -172252.931097 + Penalty 730.262456 = -171522.668642 nChanged 250 SP:Iteration 2F (6368.800000 sec): 3 clusters Score: Raw -172440.930813 + Penalty 730.262456 = -171710.668358 nChanged 204 SP:Iteration 3F (6368.990000 sec): 3 clusters Score: Raw -172588.503574 + Penalty 730.262456 = -171858.241118 nChanged 179 SP:Iteration 4F (6369.180000 sec): 3 clusters Score: Raw -172708.843299 + Penalty 730.262456 = -171978.580843 nChanged 144 SP:Iteration 5Q (6369.400000 sec): 3 clusters Score: Raw -172795.792195 + Penalty 730.262456 = -172065.529740 nChanged 108 SP:Iteration 6Q (6369.560000 sec): 3 clusters Score: Raw -172845.667731 + Penalty 730.262456 = -172115.405275 nChanged 97 SP:Iteration 7Q (6369.740000 sec): 3 clusters Score: Raw -172897.051362 + Penalty 730.262456 = -172166.788906 nChanged 87 SP:Iteration 8Q (6369.940000 sec): 3 clusters Score: Raw -172940.358508 + Penalty 730.262456 = -172210.096053 nChanged 79 SP:Iteration 9Q (6370.140000 sec): 3 clusters Score: Raw -172982.448632 + Penalty 730.262456 = -172252.186177 nChanged 71 SP:Iteration 10Q (6370.330000 sec): 3 clusters Score: Raw -173018.046950 + Penalty 730.262456 = -172287.784494 nChanged 58 SP:Iteration 11Q (6370.540000 sec): 3 clusters Score: Raw -173041.044167 + Penalty 730.262456 = -172310.781712 nChanged 60 SP:Iteration 12Q (6370.770000 sec): 3 clusters Score: Raw -173065.719404 + Penalty 730.262456 = -172335.456948 nChanged 56 SP:Iteration 13Q (6370.980000 sec): 3 clusters Score: Raw -173088.078160 + Penalty 730.262456 = -172357.815704 nChanged 53 SP:Iteration 14Q (6371.200000 sec): 3 clusters Score: Raw -173109.722224 + Penalty 730.262456 = -172379.459768 nChanged 49 SP:Iteration 15Q (6371.340000 sec): 3 clusters Score: Raw -173130.039829 + Penalty 730.262456 = -172399.777374 nChanged 43 SP:Iteration 16Q (6371.570000 sec): 3 clusters Score: Raw -173143.070041 + Penalty 730.262456 = -172412.807585 nChanged 34 SP:Iteration 17Q (6371.710000 sec): 3 clusters Score: Raw -173151.486860 + Penalty 730.262456 = -172421.224405 nChanged 25 SP:Iteration 18Q (6371.940000 sec): 3 clusters Score: Raw -173157.444748 + Penalty 730.262456 = -172427.182293 nChanged 19 SP:Iteration 19Q (6372.170000 sec): 3 clusters Score: Raw -173161.373605 + Penalty 730.262456 = -172431.111149 nChanged 21 SP:Iteration 20F (6372.410000 sec): 3 clusters Score: Raw -173165.732755 + Penalty 730.262456 = -172435.470300 nChanged 20 SP:Iteration 21Q (6372.570000 sec): 3 clusters Score: Raw -173169.931850 + Penalty 730.262456 = -172439.669394 nChanged 14 SP:Iteration 22Q (6372.770000 sec): 3 clusters Score: Raw -173172.832937 + Penalty 730.262456 = -172442.570481 nChanged 10 SP:Iteration 23Q (6372.890000 sec): 3 clusters Score: Raw -173175.184864 + Penalty 730.262456 = -172444.922408 nChanged 16 SP:Iteration 24Q (6373.090000 sec): 3 clusters Score: Raw -173178.934450 + Penalty 730.262456 = -172448.671995 nChanged 15 SP:Iteration 25Q (6373.320000 sec): 3 clusters Score: Raw -173182.128999 + Penalty 730.262456 = -172451.866543 nChanged 7 SP:Iteration 26Q (6373.520000 sec): 3 clusters Score: Raw -173182.819916 + Penalty 730.262456 = -172452.557460 nChanged 6 SP:Iteration 27Q (6373.690000 sec): 3 clusters Score: Raw -173183.754708 + Penalty 730.262456 = -172453.492252 nChanged 9 SP:Iteration 28Q (6373.870000 sec): 3 clusters Score: Raw -173185.304249 + Penalty 730.262456 = -172455.041793 nChanged 10 SP:Iteration 29Q (6374.000000 sec): 3 clusters Score: Raw -173186.810677 + Penalty 730.262456 = -172456.548221 nChanged 11 SP:Iteration 30Q (6374.230000 sec): 3 clusters Score: Raw -173188.002482 + Penalty 730.262456 = -172457.740026 nChanged 6 SP:Iteration 31Q (6374.410000 sec): 3 clusters Score: Raw -173188.601363 + Penalty 730.262456 = -172458.338907 nChanged 5 SP:Iteration 32Q (6374.620000 sec): 3 clusters Score: Raw -173189.091035 + Penalty 730.262456 = -172458.828579 nChanged 3 SP:Iteration 33Q (6374.780000 sec): 3 clusters Score: Raw -173189.534076 + Penalty 730.262456 = -172459.271621 nChanged 4 SP:Iteration 34Q (6374.910000 sec): 3 clusters Score: Raw -173189.811589 + Penalty 730.262456 = -172459.549133 nChanged 0 SP:Iteration 35F (6375.110000 sec): 3 clusters Score: Raw -173189.811589 + Penalty 730.262456 = -172459.549133 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6375.670000 sec): 2 clusters Score: Raw -9449701.478033 + Penalty 545.027202 = -9449156.450831 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6376.490000 sec): 3 clusters Score: Raw -9342236.260224 + Penalty 1090.054404 = -9341146.205821 nChanged 78198 SP:Iteration 1F (6377.210000 sec): 3 clusters Score: Raw -9392014.803134 + Penalty 1090.054404 = -9390924.748730 nChanged 6856 SP:Iteration 2Q (6378.050000 sec): 3 clusters Score: Raw -9394977.778779 + Penalty 1090.054404 = -9393887.724375 nChanged 7787 SP:Iteration 3Q (6378.770000 sec): 3 clusters Score: Raw -9399121.721465 + Penalty 1090.054404 = -9398031.667062 nChanged 9000 SP:Iteration 4F (6379.370000 sec): 3 clusters Score: Raw -9404926.930791 + Penalty 1090.054404 = -9403836.876387 nChanged 10003 SP:Iteration 5F (6380.010000 sec): 3 clusters Score: Raw -9412172.521680 + Penalty 1090.054404 = -9411082.467277 nChanged 9677 SP:Iteration 6F (6380.670000 sec): 3 clusters Score: Raw -9418439.136130 + Penalty 1090.054404 = -9417349.081726 nChanged 7451 SP:Iteration 7Q (6381.350000 sec): 3 clusters Score: Raw -9421414.634286 + Penalty 1090.054404 = -9420324.579882 nChanged 4338 SP:Iteration 8Q (6382.070000 sec): 3 clusters Score: Raw -9422283.775903 + Penalty 1090.054404 = -9421193.721499 nChanged 2134 SP:Iteration 9Q (6382.850000 sec): 3 clusters Score: Raw -9422572.566839 + Penalty 1090.054404 = -9421482.512435 nChanged 1402 SP:Iteration 10Q (6383.580000 sec): 3 clusters Score: Raw -9422751.466789 + Penalty 1090.054404 = -9421661.412385 nChanged 1341 SP:Iteration 11Q (6384.340000 sec): 3 clusters Score: Raw -9422936.652917 + Penalty 1090.054404 = -9421846.598514 nChanged 1454 SP:Iteration 12Q (6385.030000 sec): 3 clusters Score: Raw -9423141.928034 + Penalty 1090.054404 = -9422051.873630 nChanged 1568 SP:Iteration 13Q (6385.930000 sec): 3 clusters Score: Raw -9423383.601733 + Penalty 1090.054404 = -9422293.547329 nChanged 1808 SP:Iteration 14Q (6386.510000 sec): 3 clusters Score: Raw -9423695.583702 + Penalty 1090.054404 = -9422605.529298 nChanged 1954 SP:Iteration 15Q (6387.180000 sec): 3 clusters Score: Raw -9424052.705351 + Penalty 1090.054404 = -9422962.650947 nChanged 2088 SP:Iteration 16Q (6387.870000 sec): 3 clusters Score: Raw -9424460.362424 + Penalty 1090.054404 = -9423370.308020 nChanged 2309 SP:Iteration 17Q (6388.650000 sec): 3 clusters Score: Raw -9424956.329128 + Penalty 1090.054404 = -9423866.274724 nChanged 2464 SP:Iteration 18Q (6389.420000 sec): 3 clusters Score: Raw -9425549.082076 + Penalty 1090.054404 = -9424459.027672 nChanged 2695 SP:Iteration 19Q (6390.170000 sec): 3 clusters Score: Raw -9426285.748518 + Penalty 1090.054404 = -9425195.694114 nChanged 2938 SP:Iteration 20F (6390.860000 sec): 3 clusters Score: Raw -9427185.510685 + Penalty 1090.054404 = -9426095.456281 nChanged 3198 SP:Iteration 21Q (6391.540000 sec): 3 clusters Score: Raw -9428315.456573 + Penalty 1090.054404 = -9427225.402169 nChanged 3444 SP:Iteration 22Q (6392.160000 sec): 3 clusters Score: Raw -9429680.226344 + Penalty 1090.054404 = -9428590.171940 nChanged 3551 SP:Iteration 23Q (6392.900000 sec): 3 clusters Score: Raw -9431195.896804 + Penalty 1090.054404 = -9430105.842400 nChanged 3623 SP:Iteration 24Q (6393.660000 sec): 3 clusters Score: Raw -9432922.083680 + Penalty 1090.054404 = -9431832.029276 nChanged 3700 SP:Iteration 25Q (6394.420000 sec): 3 clusters Score: Raw -9434906.046875 + Penalty 1090.054404 = -9433815.992471 nChanged 3601 SP:Iteration 26Q (6395.090000 sec): 3 clusters Score: Raw -9437038.673473 + Penalty 1090.054404 = -9435948.619069 nChanged 3425 SP:Iteration 27Q (6395.810000 sec): 3 clusters Score: Raw -9439249.169319 + Penalty 1090.054404 = -9438159.114915 nChanged 2997 SP:Iteration 28Q (6396.240000 sec): 3 clusters Score: Raw -9441232.811987 + Penalty 1090.054404 = -9440142.757584 nChanged 2503 SP:Iteration 29Q (6396.680000 sec): 3 clusters Score: Raw -9442861.261060 + Penalty 1090.054404 = -9441771.206657 nChanged 2067 SP:Iteration 30Q (6397.160000 sec): 3 clusters Score: Raw -9444215.046505 + Penalty 1090.054404 = -9443124.992101 nChanged 1669 SP:Iteration 31Q (6397.720000 sec): 3 clusters Score: Raw -9445252.470859 + Penalty 1090.054404 = -9444162.416455 nChanged 1415 SP:Iteration 32Q (6398.250000 sec): 3 clusters Score: Raw -9446086.408569 + Penalty 1090.054404 = -9444996.354165 nChanged 1189 SP:Iteration 33Q (6398.900000 sec): 3 clusters Score: Raw -9446716.306441 + Penalty 1090.054404 = -9445626.252037 nChanged 965 SP:Iteration 34Q (6399.510000 sec): 3 clusters Score: Raw -9447198.873623 + Penalty 1090.054404 = -9446108.819219 nChanged 864 SP:Iteration 35Q (6400.030000 sec): 3 clusters Score: Raw -9447605.977087 + Penalty 1090.054404 = -9446515.922683 nChanged 724 SP:Iteration 36Q (6400.610000 sec): 3 clusters Score: Raw -9447918.742540 + Penalty 1090.054404 = -9446828.688136 nChanged 644 SP:Iteration 37Q (6401.230000 sec): 3 clusters Score: Raw -9448196.761603 + Penalty 1090.054404 = -9447106.707199 nChanged 542 SP:Iteration 38Q (6401.800000 sec): 3 clusters Score: Raw -9448432.851200 + Penalty 1090.054404 = -9447342.796796 nChanged 495 SP:Iteration 39Q (6402.400000 sec): 3 clusters Score: Raw -9448652.453913 + Penalty 1090.054404 = -9447562.399510 nChanged 430 SP:Iteration 40F (6403.090000 sec): 3 clusters Score: Raw -9448841.960020 + Penalty 1090.054404 = -9447751.905616 nChanged 359 SP:Iteration 41Q (6403.690000 sec): 3 clusters Score: Raw -9448982.025177 + Penalty 1090.054404 = -9447891.970774 nChanged 310 SP:Iteration 42Q (6404.230000 sec): 3 clusters Score: Raw -9449093.632488 + Penalty 1090.054404 = -9448003.578084 nChanged 272 SP:Iteration 43Q (6404.750000 sec): 3 clusters Score: Raw -9449186.005450 + Penalty 1090.054404 = -9448095.951046 nChanged 245 SP:Iteration 44Q (6405.360000 sec): 3 clusters Score: Raw -9449268.068130 + Penalty 1090.054404 = -9448178.013726 nChanged 213 SP:Iteration 45Q (6405.970000 sec): 3 clusters Score: Raw -9449339.752939 + Penalty 1090.054404 = -9448249.698535 nChanged 202 SP:Iteration 46Q (6406.560000 sec): 3 clusters Score: Raw -9449402.801547 + Penalty 1090.054404 = -9448312.747144 nChanged 151 SP:Iteration 47Q (6407.180000 sec): 3 clusters Score: Raw -9449447.075238 + Penalty 1090.054404 = -9448357.020834 nChanged 137 SP:Iteration 48Q (6407.720000 sec): 3 clusters Score: Raw -9449484.932643 + Penalty 1090.054404 = -9448394.878239 nChanged 120 SP:Iteration 49Q (6408.350000 sec): 3 clusters Score: Raw -9449514.636444 + Penalty 1090.054404 = -9448424.582040 nChanged 104 SP:Iteration 50Q (6408.940000 sec): 3 clusters Score: Raw -9449542.657088 + Penalty 1090.054404 = -9448452.602684 nChanged 110 SP:Iteration 51Q (6409.480000 sec): 3 clusters Score: Raw -9449570.637309 + Penalty 1090.054404 = -9448480.582905 nChanged 95 SP:Iteration 52Q (6410.060000 sec): 3 clusters Score: Raw -9449594.823871 + Penalty 1090.054404 = -9448504.769467 nChanged 79 SP:Iteration 53Q (6410.720000 sec): 3 clusters Score: Raw -9449611.121743 + Penalty 1090.054404 = -9448521.067339 nChanged 77 SP:Iteration 54Q (6411.310000 sec): 3 clusters Score: Raw -9449626.933173 + Penalty 1090.054404 = -9448536.878770 nChanged 62 SP:Iteration 55Q (6411.850000 sec): 3 clusters Score: Raw -9449641.239224 + Penalty 1090.054404 = -9448551.184820 nChanged 71 SP:Iteration 56Q (6412.390000 sec): 3 clusters Score: Raw -9449658.810509 + Penalty 1090.054404 = -9448568.756105 nChanged 71 SP:Iteration 57Q (6413.080000 sec): 3 clusters Score: Raw -9449677.769418 + Penalty 1090.054404 = -9448587.715014 nChanged 74 SP:Iteration 58Q (6413.750000 sec): 3 clusters Score: Raw -9449696.396557 + Penalty 1090.054404 = -9448606.342153 nChanged 60 SP:Iteration 59Q (6414.420000 sec): 3 clusters Score: Raw -9449710.500219 + Penalty 1090.054404 = -9448620.445815 nChanged 44 SP:Iteration 60F (6415.140000 sec): 3 clusters Score: Raw -9449720.139746 + Penalty 1090.054404 = -9448630.085342 nChanged 45 SP:Iteration 61Q (6415.850000 sec): 3 clusters Score: Raw -9449730.186728 + Penalty 1090.054404 = -9448640.132324 nChanged 49 SP:Iteration 62Q (6416.470000 sec): 3 clusters Score: Raw -9449740.983776 + Penalty 1090.054404 = -9448650.929372 nChanged 38 SP:Iteration 63Q (6417.200000 sec): 3 clusters Score: Raw -9449749.048050 + Penalty 1090.054404 = -9448658.993646 nChanged 34 SP:Iteration 64Q (6417.860000 sec): 3 clusters Score: Raw -9449755.817584 + Penalty 1090.054404 = -9448665.763180 nChanged 22 SP:Iteration 65Q (6418.480000 sec): 3 clusters Score: Raw -9449759.688233 + Penalty 1090.054404 = -9448669.633829 nChanged 21 SP:Iteration 66Q (6419.130000 sec): 3 clusters Score: Raw -9449763.544871 + Penalty 1090.054404 = -9448673.490467 nChanged 20 SP:Iteration 67Q (6419.840000 sec): 3 clusters Score: Raw -9449767.921021 + Penalty 1090.054404 = -9448677.866617 nChanged 17 SP:Iteration 68Q (6420.600000 sec): 3 clusters Score: Raw -9449771.220817 + Penalty 1090.054404 = -9448681.166413 nChanged 16 SP:Iteration 69Q (6421.310000 sec): 3 clusters Score: Raw -9449775.175025 + Penalty 1090.054404 = -9448685.120621 nChanged 17 SP:Iteration 70Q (6422.070000 sec): 3 clusters Score: Raw -9449779.265893 + Penalty 1090.054404 = -9448689.211489 nChanged 21 SP:Iteration 71Q (6422.710000 sec): 3 clusters Score: Raw -9449784.486588 + Penalty 1090.054404 = -9448694.432184 nChanged 19 SP:Iteration 72Q (6423.310000 sec): 3 clusters Score: Raw -9449789.575750 + Penalty 1090.054404 = -9448699.521346 nChanged 21 SP:Iteration 73Q (6423.880000 sec): 3 clusters Score: Raw -9449795.423967 + Penalty 1090.054404 = -9448705.369563 nChanged 22 SP:Iteration 74Q (6424.470000 sec): 3 clusters Score: Raw -9449801.495435 + Penalty 1090.054404 = -9448711.441031 nChanged 19 SP:Iteration 75Q (6425.210000 sec): 3 clusters Score: Raw -9449805.132679 + Penalty 1090.054404 = -9448715.078275 nChanged 13 SP:Iteration 76Q (6425.790000 sec): 3 clusters Score: Raw -9449807.931859 + Penalty 1090.054404 = -9448717.877455 nChanged 13 SP:Iteration 77Q (6426.460000 sec): 3 clusters Score: Raw -9449810.382735 + Penalty 1090.054404 = -9448720.328331 nChanged 10 SP:Iteration 78Q (6427.040000 sec): 3 clusters Score: Raw -9449812.041491 + Penalty 1090.054404 = -9448721.987087 nChanged 8 SP:Iteration 79Q (6427.770000 sec): 3 clusters Score: Raw -9449813.485366 + Penalty 1090.054404 = -9448723.430963 nChanged 5 SP:Iteration 80F (6428.370000 sec): 3 clusters Score: Raw -9449814.413008 + Penalty 1090.054404 = -9448724.358604 nChanged 7 SP:Iteration 81Q (6429.060000 sec): 3 clusters Score: Raw -9449815.240905 + Penalty 1090.054404 = -9448725.186501 nChanged 2 SP:Iteration 82Q (6429.640000 sec): 3 clusters Score: Raw -9449815.427109 + Penalty 1090.054404 = -9448725.372705 nChanged 1 SP:Iteration 83Q (6430.320000 sec): 3 clusters Score: Raw -9449815.501293 + Penalty 1090.054404 = -9448725.446889 nChanged 0 SP:Iteration 84F (6431.090000 sec): 3 clusters Score: Raw -9449815.501293 + Penalty 1090.054404 = -9448725.446889 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6431.270000 sec): 2 clusters Score: Raw -46590.928878 + Penalty 303.978888 = -46286.949990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6431.470000 sec): 3 clusters Score: Raw -46209.377282 + Penalty 607.957776 = -45601.419506 nChanged 312 SP:Iteration 1F (6431.660000 sec): 3 clusters Score: Raw -46393.836869 + Penalty 607.957776 = -45785.879093 nChanged 56 SP:Iteration 2F (6431.840000 sec): 3 clusters Score: Raw -46429.644230 + Penalty 607.957776 = -45821.686454 nChanged 44 SP:Iteration 3F (6432.040000 sec): 3 clusters Score: Raw -46463.979400 + Penalty 607.957776 = -45856.021624 nChanged 34 SP:Iteration 4Q (6432.300000 sec): 3 clusters Score: Raw -46492.892364 + Penalty 607.957776 = -45884.934588 nChanged 31 SP:Iteration 5Q (6432.480000 sec): 3 clusters Score: Raw -46516.006377 + Penalty 607.957776 = -45908.048601 nChanged 28 SP:Iteration 6Q (6432.680000 sec): 3 clusters Score: Raw -46536.977408 + Penalty 607.957776 = -45929.019632 nChanged 24 SP:Iteration 7Q (6432.910000 sec): 3 clusters Score: Raw -46555.074074 + Penalty 607.957776 = -45947.116299 nChanged 20 SP:Iteration 8Q (6433.070000 sec): 3 clusters Score: Raw -46566.697125 + Penalty 607.957776 = -45958.739350 nChanged 21 SP:Iteration 9Q (6433.270000 sec): 3 clusters Score: Raw -46581.461666 + Penalty 607.957776 = -45973.503890 nChanged 14 SP:Iteration 10Q (6433.420000 sec): 3 clusters Score: Raw -46590.502885 + Penalty 607.957776 = -45982.545109 nChanged 12 SP:Iteration 11Q (6433.590000 sec): 3 clusters Score: Raw -46598.174872 + Penalty 607.957776 = -45990.217096 nChanged 14 SP:Iteration 12Q (6433.790000 sec): 3 clusters Score: Raw -46608.356397 + Penalty 607.957776 = -46000.398621 nChanged 8 SP:Iteration 13Q (6433.990000 sec): 3 clusters Score: Raw -46614.733471 + Penalty 607.957776 = -46006.775695 nChanged 6 SP:Iteration 14Q (6434.160000 sec): 3 clusters Score: Raw -46618.039513 + Penalty 607.957776 = -46010.081737 nChanged 6 SP:Iteration 15Q (6434.360000 sec): 3 clusters Score: Raw -46625.827386 + Penalty 607.957776 = -46017.869610 nChanged 7 SP:Iteration 16Q (6434.510000 sec): 3 clusters Score: Raw -46636.193217 + Penalty 607.957776 = -46028.235441 nChanged 10 SP:Iteration 17Q (6434.690000 sec): 3 clusters Score: Raw -46647.050569 + Penalty 607.957776 = -46039.092793 nChanged 2 SP:Iteration 18Q (6434.870000 sec): 3 clusters Score: Raw -46648.152307 + Penalty 607.957776 = -46040.194532 nChanged 1 SP:Iteration 19Q (6435.040000 sec): 3 clusters Score: Raw -46648.432942 + Penalty 607.957776 = -46040.475166 nChanged 1 SP:Iteration 20F (6435.270000 sec): 3 clusters Score: Raw -46648.791159 + Penalty 607.957776 = -46040.833383 nChanged 1 SP:Iteration 21Q (6435.440000 sec): 3 clusters Score: Raw -46648.996669 + Penalty 607.957776 = -46041.038893 nChanged 1 SP:Iteration 22Q (6435.660000 sec): 3 clusters Score: Raw -46649.179090 + Penalty 607.957776 = -46041.221314 nChanged 0 SP:Iteration 23F (6435.830000 sec): 3 clusters Score: Raw -46649.179090 + Penalty 607.957776 = -46041.221314 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6435.910000 sec): 2 clusters Score: Raw -10666.570697 + Penalty 239.921480 = -10426.649217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6436.080000 sec): 3 clusters Score: Raw -10632.418672 + Penalty 479.842960 = -10152.575712 nChanged 46 SP:Iteration 1F (6436.310000 sec): 3 clusters Score: Raw -10708.399283 + Penalty 479.842960 = -10228.556323 nChanged 20 SP:Iteration 2F (6436.460000 sec): 3 clusters Score: Raw -10787.792277 + Penalty 479.842960 = -10307.949317 nChanged 16 SP:Iteration 3F (6436.700000 sec): 3 clusters Score: Raw -10803.483399 + Penalty 479.842960 = -10323.640439 nChanged 3 SP:Iteration 4Q (6436.880000 sec): 3 clusters Score: Raw -10806.071564 + Penalty 479.842960 = -10326.228604 nChanged 3 SP:Iteration 5Q (6437.060000 sec): 3 clusters Score: Raw -10809.964920 + Penalty 479.842960 = -10330.121961 nChanged 4 SP:Iteration 6Q (6437.250000 sec): 3 clusters Score: Raw -10820.049427 + Penalty 479.842960 = -10340.206467 nChanged 7 SP:Iteration 7Q (6437.440000 sec): 3 clusters Score: Raw -10832.098358 + Penalty 479.842960 = -10352.255398 nChanged 3 SP:Iteration 8Q (6437.650000 sec): 3 clusters Score: Raw -10835.639481 + Penalty 479.842960 = -10355.796521 nChanged 0 SP:Iteration 9F (6437.760000 sec): 3 clusters Score: Raw -10835.639481 + Penalty 479.842960 = -10355.796521 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6437.870000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6438.040000 sec): 3 clusters Score: Raw -7356.376691 + Penalty 445.703422 = -6910.673269 nChanged 31 SP:Iteration 1F (6438.170000 sec): 3 clusters Score: Raw -7391.644307 + Penalty 445.703422 = -6945.940886 nChanged 2 SP:Iteration 2Q (6438.390000 sec): 3 clusters Score: Raw -7393.760278 + Penalty 445.703422 = -6948.056856 nChanged 2 SP:Iteration 3Q (6438.530000 sec): 3 clusters Score: Raw -7399.304043 + Penalty 445.703422 = -6953.600621 nChanged 3 SP:Iteration 4Q (6438.720000 sec): 3 clusters Score: Raw -7406.975490 + Penalty 445.703422 = -6961.272068 nChanged 2 SP:Iteration 5Q (6438.870000 sec): 3 clusters Score: Raw -7410.924334 + Penalty 445.703422 = -6965.220912 nChanged 1 SP:Iteration 6Q (6439.010000 sec): 3 clusters Score: Raw -7414.208065 + Penalty 445.703422 = -6968.504643 nChanged 0 SP:Iteration 7F (6439.260000 sec): 3 clusters Score: Raw -7414.208065 + Penalty 445.703422 = -6968.504643 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.320000 sec): 2 clusters Score: Raw -64401.329009 + Penalty 321.251675 = -64080.077334 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.490000 sec): 3 clusters Score: Raw -63801.928067 + Penalty 642.503349 = -63159.424718 nChanged 465 SP:Iteration 1F (6439.690000 sec): 3 clusters Score: Raw -64108.281188 + Penalty 642.503349 = -63465.777838 nChanged 96 SP:Iteration 2F (6439.880000 sec): 3 clusters Score: Raw -64169.180529 + Penalty 642.503349 = -63526.677180 nChanged 70 SP:Iteration 3F (6440.100000 sec): 3 clusters Score: Raw -64227.022958 + Penalty 642.503349 = -63584.519608 nChanged 65 SP:Iteration 4F (6440.250000 sec): 3 clusters Score: Raw -64309.305170 + Penalty 642.503349 = -63666.801821 nChanged 70 SP:Iteration 5F (6440.520000 sec): 3 clusters Score: Raw -64386.266521 + Penalty 642.503349 = -63743.763172 nChanged 68 SP:Iteration 6F (6440.710000 sec): 3 clusters Score: Raw -64457.815109 + Penalty 642.503349 = -63815.311759 nChanged 70 SP:Iteration 7F (6440.870000 sec): 3 clusters Score: Raw -64529.256779 + Penalty 642.503349 = -63886.753429 nChanged 58 SP:Iteration 8Q (6441.100000 sec): 3 clusters Score: Raw -64570.411561 + Penalty 642.503349 = -63927.908212 nChanged 38 SP:Iteration 9Q (6441.280000 sec): 3 clusters Score: Raw -64597.764065 + Penalty 642.503349 = -63955.260716 nChanged 23 SP:Iteration 10Q (6441.500000 sec): 3 clusters Score: Raw -64614.133390 + Penalty 642.503349 = -63971.630041 nChanged 17 SP:Iteration 11Q (6441.700000 sec): 3 clusters Score: Raw -64623.526264 + Penalty 642.503349 = -63981.022914 nChanged 13 SP:Iteration 12Q (6441.860000 sec): 3 clusters Score: Raw -64630.301431 + Penalty 642.503349 = -63987.798081 nChanged 12 SP:Iteration 13Q (6442.030000 sec): 3 clusters Score: Raw -64636.084267 + Penalty 642.503349 = -63993.580917 nChanged 10 SP:Iteration 14Q (6442.230000 sec): 3 clusters Score: Raw -64641.033703 + Penalty 642.503349 = -63998.530354 nChanged 5 SP:Iteration 15Q (6442.440000 sec): 3 clusters Score: Raw -64643.172220 + Penalty 642.503349 = -64000.668871 nChanged 1 SP:Iteration 16Q (6442.660000 sec): 3 clusters Score: Raw -64643.544210 + Penalty 642.503349 = -64001.040861 nChanged 0 SP:Iteration 17F (6442.870000 sec): 3 clusters Score: Raw -64643.544210 + Penalty 642.503349 = -64001.040861 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6442.980000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6443.180000 sec): 3 clusters Score: Raw -16118.812318 + Penalty 515.644829 = -15603.167489 nChanged 86 SP:Iteration 1F (6443.420000 sec): 3 clusters Score: Raw -16207.370095 + Penalty 515.644829 = -15691.725266 nChanged 27 SP:Iteration 2F (6443.600000 sec): 3 clusters Score: Raw -16265.180443 + Penalty 515.644829 = -15749.535614 nChanged 14 SP:Iteration 3Q (6443.770000 sec): 3 clusters Score: Raw -16297.948907 + Penalty 515.644829 = -15782.304078 nChanged 10 SP:Iteration 4Q (6443.990000 sec): 3 clusters Score: Raw -16305.993545 + Penalty 515.644829 = -15790.348716 nChanged 5 SP:Iteration 5Q (6444.170000 sec): 3 clusters Score: Raw -16314.628422 + Penalty 515.644829 = -15798.983593 nChanged 5 SP:Iteration 6Q (6444.380000 sec): 3 clusters Score: Raw -16320.082524 + Penalty 515.644829 = -15804.437696 nChanged 2 SP:Iteration 7Q (6444.590000 sec): 3 clusters Score: Raw -16321.882370 + Penalty 515.644829 = -15806.237541 nChanged 2 SP:Iteration 8Q (6444.770000 sec): 3 clusters Score: Raw -16323.277054 + Penalty 515.644829 = -15807.632226 nChanged 3 SP:Iteration 9Q (6444.990000 sec): 3 clusters Score: Raw -16325.062362 + Penalty 515.644829 = -15809.417533 nChanged 0 SP:Iteration 10F (6445.130000 sec): 3 clusters Score: Raw -16325.062362 + Penalty 515.644829 = -15809.417533 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6445.240000 sec): 2 clusters Score: Raw -873066.361136 + Penalty 434.668308 = -872631.692828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6445.490000 sec): 3 clusters Score: Raw -864158.834322 + Penalty 869.336616 = -863289.497705 nChanged 6641 SP:Iteration 1F (6445.710000 sec): 3 clusters Score: Raw -868084.086502 + Penalty 869.336616 = -867214.749885 nChanged 872 SP:Iteration 2F (6445.880000 sec): 3 clusters Score: Raw -868508.442589 + Penalty 869.336616 = -867639.105973 nChanged 957 SP:Iteration 3F (6446.140000 sec): 3 clusters Score: Raw -869092.078061 + Penalty 869.336616 = -868222.741445 nChanged 1042 SP:Iteration 4F (6446.330000 sec): 3 clusters Score: Raw -869873.147031 + Penalty 869.336616 = -869003.810415 nChanged 1055 SP:Iteration 5F (6446.580000 sec): 3 clusters Score: Raw -870831.608236 + Penalty 869.336616 = -869962.271619 nChanged 961 SP:Iteration 6F (6446.800000 sec): 3 clusters Score: Raw -871735.558191 + Penalty 869.336616 = -870866.221574 nChanged 683 SP:Iteration 7Q (6446.980000 sec): 3 clusters Score: Raw -872368.362328 + Penalty 869.336616 = -871499.025712 nChanged 423 SP:Iteration 8Q (6447.190000 sec): 3 clusters Score: Raw -872745.678528 + Penalty 869.336616 = -871876.341911 nChanged 221 SP:Iteration 9Q (6447.450000 sec): 3 clusters Score: Raw -872945.175303 + Penalty 869.336616 = -872075.838687 nChanged 90 SP:Iteration 10Q (6447.650000 sec): 3 clusters Score: Raw -873023.308209 + Penalty 869.336616 = -872153.971592 nChanged 52 SP:Iteration 11Q (6447.790000 sec): 3 clusters Score: Raw -873074.237940 + Penalty 869.336616 = -872204.901324 nChanged 31 SP:Iteration 12Q (6447.990000 sec): 3 clusters Score: Raw -873111.202491 + Penalty 869.336616 = -872241.865875 nChanged 21 SP:Iteration 13Q (6448.190000 sec): 3 clusters Score: Raw -873126.393738 + Penalty 869.336616 = -872257.057122 nChanged 10 SP:Iteration 14Q (6448.400000 sec): 3 clusters Score: Raw -873133.880317 + Penalty 869.336616 = -872264.543700 nChanged 5 SP:Iteration 15Q (6448.610000 sec): 3 clusters Score: Raw -873136.769324 + Penalty 869.336616 = -872267.432708 nChanged 2 SP:Iteration 16Q (6448.790000 sec): 3 clusters Score: Raw -873137.579854 + Penalty 869.336616 = -872268.243237 nChanged 4 SP:Iteration 17Q (6448.970000 sec): 3 clusters Score: Raw -873139.770564 + Penalty 869.336616 = -872270.433948 nChanged 3 SP:Iteration 18Q (6449.120000 sec): 3 clusters Score: Raw -873140.644804 + Penalty 869.336616 = -872271.308188 nChanged 3 SP:Iteration 19Q (6449.310000 sec): 3 clusters Score: Raw -873142.977224 + Penalty 869.336616 = -872273.640607 nChanged 1 SP:Iteration 20F (6449.470000 sec): 3 clusters Score: Raw -873143.356330 + Penalty 869.336616 = -872274.019713 nChanged 1 SP:Iteration 21Q (6449.630000 sec): 3 clusters Score: Raw -873143.660278 + Penalty 869.336616 = -872274.323662 nChanged 0 SP:Iteration 22F (6449.780000 sec): 3 clusters Score: Raw -873143.660278 + Penalty 869.336616 = -872274.323662 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.890000 sec): 2 clusters Score: Raw -845418.416365 + Penalty 436.519379 = -844981.896986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6450.050000 sec): 3 clusters Score: Raw -836073.681453 + Penalty 873.038757 = -835200.642695 nChanged 7027 SP:Iteration 1F (6450.200000 sec): 3 clusters Score: Raw -840191.498296 + Penalty 873.038757 = -839318.459539 nChanged 710 SP:Iteration 2Q (6450.400000 sec): 3 clusters Score: Raw -840452.657856 + Penalty 873.038757 = -839579.619098 nChanged 680 SP:Iteration 3Q (6450.640000 sec): 3 clusters Score: Raw -840752.997883 + Penalty 873.038757 = -839879.959126 nChanged 722 SP:Iteration 4Q (6450.830000 sec): 3 clusters Score: Raw -841108.488561 + Penalty 873.038757 = -840235.449804 nChanged 771 SP:Iteration 5F (6451.020000 sec): 3 clusters Score: Raw -841571.808276 + Penalty 873.038757 = -840698.769519 nChanged 837 SP:Iteration 6F (6451.210000 sec): 3 clusters Score: Raw -842138.715195 + Penalty 873.038757 = -841265.676438 nChanged 834 SP:Iteration 7F (6451.420000 sec): 3 clusters Score: Raw -842705.869509 + Penalty 873.038757 = -841832.830752 nChanged 739 SP:Iteration 8F (6451.600000 sec): 3 clusters Score: Raw -843172.887651 + Penalty 873.038757 = -842299.848894 nChanged 583 SP:Iteration 9Q (6451.820000 sec): 3 clusters Score: Raw -843451.314897 + Penalty 873.038757 = -842578.276140 nChanged 417 SP:Iteration 10Q (6452.010000 sec): 3 clusters Score: Raw -843586.785405 + Penalty 873.038757 = -842713.746648 nChanged 307 SP:Iteration 11Q (6452.250000 sec): 3 clusters Score: Raw -843694.394171 + Penalty 873.038757 = -842821.355413 nChanged 264 SP:Iteration 12Q (6452.470000 sec): 3 clusters Score: Raw -843780.920976 + Penalty 873.038757 = -842907.882219 nChanged 227 SP:Iteration 13Q (6452.700000 sec): 3 clusters Score: Raw -843842.364692 + Penalty 873.038757 = -842969.325934 nChanged 203 SP:Iteration 14Q (6452.910000 sec): 3 clusters Score: Raw -843886.298067 + Penalty 873.038757 = -843013.259309 nChanged 161 SP:Iteration 15Q (6453.150000 sec): 3 clusters Score: Raw -843918.334910 + Penalty 873.038757 = -843045.296153 nChanged 148 SP:Iteration 16Q (6453.400000 sec): 3 clusters Score: Raw -843946.061454 + Penalty 873.038757 = -843073.022696 nChanged 130 SP:Iteration 17Q (6453.560000 sec): 3 clusters Score: Raw -843968.490852 + Penalty 873.038757 = -843095.452094 nChanged 127 SP:Iteration 18Q (6453.730000 sec): 3 clusters Score: Raw -843988.518968 + Penalty 873.038757 = -843115.480211 nChanged 133 SP:Iteration 19Q (6453.900000 sec): 3 clusters Score: Raw -844014.099740 + Penalty 873.038757 = -843141.060982 nChanged 123 SP:Iteration 20F (6454.070000 sec): 3 clusters Score: Raw -844036.541096 + Penalty 873.038757 = -843163.502338 nChanged 126 SP:Iteration 21Q (6454.240000 sec): 3 clusters Score: Raw -844058.181374 + Penalty 873.038757 = -843185.142617 nChanged 112 SP:Iteration 22Q (6454.480000 sec): 3 clusters Score: Raw -844075.919956 + Penalty 873.038757 = -843202.881199 nChanged 90 SP:Iteration 23Q (6454.700000 sec): 3 clusters Score: Raw -844088.808167 + Penalty 873.038757 = -843215.769410 nChanged 99 SP:Iteration 24Q (6454.900000 sec): 3 clusters Score: Raw -844104.107716 + Penalty 873.038757 = -843231.068959 nChanged 101 SP:Iteration 25Q (6455.090000 sec): 3 clusters Score: Raw -844117.778376 + Penalty 873.038757 = -843244.739619 nChanged 87 SP:Iteration 26Q (6455.340000 sec): 3 clusters Score: Raw -844129.198484 + Penalty 873.038757 = -843256.159727 nChanged 80 SP:Iteration 27Q (6455.630000 sec): 3 clusters Score: Raw -844140.095884 + Penalty 873.038757 = -843267.057127 nChanged 91 SP:Iteration 28Q (6455.930000 sec): 3 clusters Score: Raw -844153.462773 + Penalty 873.038757 = -843280.424016 nChanged 86 SP:Iteration 29Q (6456.210000 sec): 3 clusters Score: Raw -844163.195213 + Penalty 873.038757 = -843290.156455 nChanged 71 SP:Iteration 30Q (6456.450000 sec): 3 clusters Score: Raw -844172.451095 + Penalty 873.038757 = -843299.412337 nChanged 73 SP:Iteration 31Q (6456.650000 sec): 3 clusters Score: Raw -844180.439449 + Penalty 873.038757 = -843307.400691 nChanged 60 SP:Iteration 32Q (6456.890000 sec): 3 clusters Score: Raw -844185.699565 + Penalty 873.038757 = -843312.660808 nChanged 59 SP:Iteration 33Q (6457.070000 sec): 3 clusters Score: Raw -844190.709665 + Penalty 873.038757 = -843317.670907 nChanged 67 SP:Iteration 34Q (6457.260000 sec): 3 clusters Score: Raw -844195.778342 + Penalty 873.038757 = -843322.739585 nChanged 52 SP:Iteration 35Q (6457.410000 sec): 3 clusters Score: Raw -844200.041280 + Penalty 873.038757 = -843327.002523 nChanged 62 SP:Iteration 36Q (6457.600000 sec): 3 clusters Score: Raw -844205.205472 + Penalty 873.038757 = -843332.166715 nChanged 61 SP:Iteration 37Q (6457.800000 sec): 3 clusters Score: Raw -844210.569857 + Penalty 873.038757 = -843337.531100 nChanged 62 SP:Iteration 38Q (6457.990000 sec): 3 clusters Score: Raw -844216.732480 + Penalty 873.038757 = -843343.693722 nChanged 68 SP:Iteration 39Q (6458.180000 sec): 3 clusters Score: Raw -844223.798490 + Penalty 873.038757 = -843350.759732 nChanged 60 SP:Iteration 40F (6458.400000 sec): 3 clusters Score: Raw -844229.245762 + Penalty 873.038757 = -843356.207005 nChanged 61 SP:Iteration 41Q (6458.610000 sec): 3 clusters Score: Raw -844235.010677 + Penalty 873.038757 = -843361.971919 nChanged 54 SP:Iteration 42Q (6458.790000 sec): 3 clusters Score: Raw -844241.516467 + Penalty 873.038757 = -843368.477710 nChanged 64 SP:Iteration 43Q (6458.950000 sec): 3 clusters Score: Raw -844247.707366 + Penalty 873.038757 = -843374.668608 nChanged 56 SP:Iteration 44Q (6459.170000 sec): 3 clusters Score: Raw -844252.741751 + Penalty 873.038757 = -843379.702994 nChanged 53 SP:Iteration 45Q (6459.380000 sec): 3 clusters Score: Raw -844257.934337 + Penalty 873.038757 = -843384.895579 nChanged 55 SP:Iteration 46Q (6459.550000 sec): 3 clusters Score: Raw -844261.903512 + Penalty 873.038757 = -843388.864755 nChanged 47 SP:Iteration 47Q (6459.770000 sec): 3 clusters Score: Raw -844265.494445 + Penalty 873.038757 = -843392.455687 nChanged 54 SP:Iteration 48Q (6459.940000 sec): 3 clusters Score: Raw -844270.283728 + Penalty 873.038757 = -843397.244971 nChanged 59 SP:Iteration 49Q (6460.150000 sec): 3 clusters Score: Raw -844276.295707 + Penalty 873.038757 = -843403.256949 nChanged 46 SP:Iteration 50Q (6460.410000 sec): 3 clusters Score: Raw -844280.370977 + Penalty 873.038757 = -843407.332220 nChanged 52 SP:Iteration 51Q (6460.610000 sec): 3 clusters Score: Raw -844284.768351 + Penalty 873.038757 = -843411.729594 nChanged 64 SP:Iteration 52Q (6460.790000 sec): 3 clusters Score: Raw -844291.172670 + Penalty 873.038757 = -843418.133912 nChanged 66 SP:Iteration 53Q (6460.990000 sec): 3 clusters Score: Raw -844298.700608 + Penalty 873.038757 = -843425.661850 nChanged 75 SP:Iteration 54Q (6461.240000 sec): 3 clusters Score: Raw -844307.546163 + Penalty 873.038757 = -843434.507406 nChanged 73 SP:Iteration 55Q (6461.420000 sec): 3 clusters Score: Raw -844316.664982 + Penalty 873.038757 = -843443.626225 nChanged 80 SP:Iteration 56Q (6461.600000 sec): 3 clusters Score: Raw -844326.118843 + Penalty 873.038757 = -843453.080086 nChanged 79 SP:Iteration 57Q (6461.790000 sec): 3 clusters Score: Raw -844334.230989 + Penalty 873.038757 = -843461.192231 nChanged 68 SP:Iteration 58Q (6461.970000 sec): 3 clusters Score: Raw -844341.171431 + Penalty 873.038757 = -843468.132673 nChanged 60 SP:Iteration 59Q (6462.160000 sec): 3 clusters Score: Raw -844346.598297 + Penalty 873.038757 = -843473.559539 nChanged 64 SP:Iteration 60F (6462.340000 sec): 3 clusters Score: Raw -844353.690643 + Penalty 873.038757 = -843480.651886 nChanged 63 SP:Iteration 61Q (6462.560000 sec): 3 clusters Score: Raw -844360.875702 + Penalty 873.038757 = -843487.836945 nChanged 64 SP:Iteration 62Q (6462.800000 sec): 3 clusters Score: Raw -844369.320595 + Penalty 873.038757 = -843496.281837 nChanged 71 SP:Iteration 63Q (6462.980000 sec): 3 clusters Score: Raw -844378.703304 + Penalty 873.038757 = -843505.664546 nChanged 81 SP:Iteration 64Q (6463.190000 sec): 3 clusters Score: Raw -844389.923500 + Penalty 873.038757 = -843516.884742 nChanged 68 SP:Iteration 65Q (6463.380000 sec): 3 clusters Score: Raw -844398.513128 + Penalty 873.038757 = -843525.474371 nChanged 69 SP:Iteration 66Q (6463.590000 sec): 3 clusters Score: Raw -844407.139122 + Penalty 873.038757 = -843534.100365 nChanged 66 SP:Iteration 67Q (6463.790000 sec): 3 clusters Score: Raw -844414.958958 + Penalty 873.038757 = -843541.920201 nChanged 81 SP:Iteration 68Q (6463.970000 sec): 3 clusters Score: Raw -844425.226176 + Penalty 873.038757 = -843552.187419 nChanged 72 SP:Iteration 69Q (6464.180000 sec): 3 clusters Score: Raw -844433.433771 + Penalty 873.038757 = -843560.395014 nChanged 78 SP:Iteration 70Q (6464.420000 sec): 3 clusters Score: Raw -844443.319369 + Penalty 873.038757 = -843570.280612 nChanged 79 SP:Iteration 71Q (6464.600000 sec): 3 clusters Score: Raw -844453.962198 + Penalty 873.038757 = -843580.923441 nChanged 83 SP:Iteration 72Q (6464.800000 sec): 3 clusters Score: Raw -844466.435675 + Penalty 873.038757 = -843593.396918 nChanged 88 SP:Iteration 73Q (6464.960000 sec): 3 clusters Score: Raw -844481.642909 + Penalty 873.038757 = -843608.604151 nChanged 86 SP:Iteration 74Q (6465.130000 sec): 3 clusters Score: Raw -844494.629715 + Penalty 873.038757 = -843621.590958 nChanged 101 SP:Iteration 75Q (6465.300000 sec): 3 clusters Score: Raw -844512.043774 + Penalty 873.038757 = -843639.005017 nChanged 116 SP:Iteration 76Q (6465.460000 sec): 3 clusters Score: Raw -844534.255618 + Penalty 873.038757 = -843661.216860 nChanged 116 SP:Iteration 77Q (6465.630000 sec): 3 clusters Score: Raw -844556.035481 + Penalty 873.038757 = -843682.996724 nChanged 117 SP:Iteration 78Q (6465.800000 sec): 3 clusters Score: Raw -844577.825113 + Penalty 873.038757 = -843704.786355 nChanged 136 SP:Iteration 79Q (6465.960000 sec): 3 clusters Score: Raw -844605.017553 + Penalty 873.038757 = -843731.978796 nChanged 126 SP:Iteration 80F (6466.150000 sec): 3 clusters Score: Raw -844630.602095 + Penalty 873.038757 = -843757.563337 nChanged 122 SP:Iteration 81Q (6466.400000 sec): 3 clusters Score: Raw -844651.079708 + Penalty 873.038757 = -843778.040951 nChanged 121 SP:Iteration 82Q (6466.600000 sec): 3 clusters Score: Raw -844673.386457 + Penalty 873.038757 = -843800.347699 nChanged 131 SP:Iteration 83Q (6466.830000 sec): 3 clusters Score: Raw -844697.764868 + Penalty 873.038757 = -843824.726111 nChanged 137 SP:Iteration 84Q (6467.070000 sec): 3 clusters Score: Raw -844725.160049 + Penalty 873.038757 = -843852.121291 nChanged 141 SP:Iteration 85Q (6467.240000 sec): 3 clusters Score: Raw -844755.491770 + Penalty 873.038757 = -843882.453013 nChanged 129 SP:Iteration 86Q (6467.420000 sec): 3 clusters Score: Raw -844782.393038 + Penalty 873.038757 = -843909.354280 nChanged 132 SP:Iteration 87Q (6467.590000 sec): 3 clusters Score: Raw -844813.853218 + Penalty 873.038757 = -843940.814460 nChanged 142 SP:Iteration 88Q (6467.760000 sec): 3 clusters Score: Raw -844850.956848 + Penalty 873.038757 = -843977.918090 nChanged 144 SP:Iteration 89Q (6467.940000 sec): 3 clusters Score: Raw -844889.371718 + Penalty 873.038757 = -844016.332961 nChanged 144 SP:Iteration 90Q (6468.140000 sec): 3 clusters Score: Raw -844926.963692 + Penalty 873.038757 = -844053.924935 nChanged 133 SP:Iteration 91Q (6468.320000 sec): 3 clusters Score: Raw -844963.104600 + Penalty 873.038757 = -844090.065843 nChanged 123 SP:Iteration 92Q (6468.540000 sec): 3 clusters Score: Raw -844996.025302 + Penalty 873.038757 = -844122.986545 nChanged 113 SP:Iteration 93Q (6468.700000 sec): 3 clusters Score: Raw -845029.250204 + Penalty 873.038757 = -844156.211446 nChanged 125 SP:Iteration 94Q (6468.900000 sec): 3 clusters Score: Raw -845068.838012 + Penalty 873.038757 = -844195.799254 nChanged 124 SP:Iteration 95Q (6469.060000 sec): 3 clusters Score: Raw -845107.329139 + Penalty 873.038757 = -844234.290381 nChanged 115 SP:Iteration 96Q (6469.220000 sec): 3 clusters Score: Raw -845139.370989 + Penalty 873.038757 = -844266.332232 nChanged 99 SP:Iteration 97Q (6469.470000 sec): 3 clusters Score: Raw -845164.049428 + Penalty 873.038757 = -844291.010670 nChanged 78 SP:Iteration 98Q (6469.700000 sec): 3 clusters Score: Raw -845180.453900 + Penalty 873.038757 = -844307.415142 nChanged 65 SP:Iteration 99Q (6469.930000 sec): 3 clusters Score: Raw -845195.695092 + Penalty 873.038757 = -844322.656335 nChanged 64 SP:Iteration 100F (6470.180000 sec): 3 clusters Score: Raw -845211.263053 + Penalty 873.038757 = -844338.224295 nChanged 82 SP:Iteration 101Q (6470.390000 sec): 3 clusters Score: Raw -845234.253195 + Penalty 873.038757 = -844361.214438 nChanged 84 SP:Iteration 102Q (6470.590000 sec): 3 clusters Score: Raw -845258.665989 + Penalty 873.038757 = -844385.627231 nChanged 78 SP:Iteration 103Q (6470.860000 sec): 3 clusters Score: Raw -845274.960356 + Penalty 873.038757 = -844401.921599 nChanged 66 SP:Iteration 104Q (6471.110000 sec): 3 clusters Score: Raw -845291.226832 + Penalty 873.038757 = -844418.188075 nChanged 74 SP:Iteration 105Q (6471.310000 sec): 3 clusters Score: Raw -845311.719574 + Penalty 873.038757 = -844438.680816 nChanged 60 SP:Iteration 106Q (6471.560000 sec): 3 clusters Score: Raw -845328.315801 + Penalty 873.038757 = -844455.277043 nChanged 63 SP:Iteration 107Q (6471.790000 sec): 3 clusters Score: Raw -845345.802218 + Penalty 873.038757 = -844472.763461 nChanged 61 SP:Iteration 108Q (6472.010000 sec): 3 clusters Score: Raw -845362.702691 + Penalty 873.038757 = -844489.663933 nChanged 57 SP:Iteration 109Q (6472.240000 sec): 3 clusters Score: Raw -845379.773796 + Penalty 873.038757 = -844506.735039 nChanged 63 SP:Iteration 110Q (6472.490000 sec): 3 clusters Score: Raw -845398.247485 + Penalty 873.038757 = -844525.208727 nChanged 55 SP:Iteration 111Q (6472.710000 sec): 3 clusters Score: Raw -845412.696871 + Penalty 873.038757 = -844539.658113 nChanged 52 SP:Iteration 112Q (6472.980000 sec): 3 clusters Score: Raw -845426.603673 + Penalty 873.038757 = -844553.564916 nChanged 48 SP:Iteration 113Q (6473.230000 sec): 3 clusters Score: Raw -845438.816541 + Penalty 873.038757 = -844565.777784 nChanged 41 SP:Iteration 114Q (6473.470000 sec): 3 clusters Score: Raw -845450.198302 + Penalty 873.038757 = -844577.159544 nChanged 45 SP:Iteration 115Q (6473.680000 sec): 3 clusters Score: Raw -845465.240377 + Penalty 873.038757 = -844592.201619 nChanged 33 SP:Iteration 116Q (6473.890000 sec): 3 clusters Score: Raw -845474.418133 + Penalty 873.038757 = -844601.379375 nChanged 33 SP:Iteration 117Q (6474.110000 sec): 3 clusters Score: Raw -845482.314140 + Penalty 873.038757 = -844609.275382 nChanged 29 SP:Iteration 118Q (6474.310000 sec): 3 clusters Score: Raw -845488.848240 + Penalty 873.038757 = -844615.809482 nChanged 21 SP:Iteration 119Q (6474.550000 sec): 3 clusters Score: Raw -845493.232517 + Penalty 873.038757 = -844620.193759 nChanged 16 SP:Iteration 120F (6474.840000 sec): 3 clusters Score: Raw -845496.002619 + Penalty 873.038757 = -844622.963861 nChanged 12 SP:Iteration 121Q (6475.050000 sec): 3 clusters Score: Raw -845498.120610 + Penalty 873.038757 = -844625.081852 nChanged 7 SP:Iteration 122Q (6475.340000 sec): 3 clusters Score: Raw -845499.735342 + Penalty 873.038757 = -844626.696585 nChanged 4 SP:Iteration 123Q (6475.560000 sec): 3 clusters Score: Raw -845500.291683 + Penalty 873.038757 = -844627.252925 nChanged 7 SP:Iteration 124Q (6475.780000 sec): 3 clusters Score: Raw -845501.637060 + Penalty 873.038757 = -844628.598303 nChanged 7 SP:Iteration 125Q (6476.050000 sec): 3 clusters Score: Raw -845502.991826 + Penalty 873.038757 = -844629.953068 nChanged 8 SP:Iteration 126Q (6476.260000 sec): 3 clusters Score: Raw -845504.234575 + Penalty 873.038757 = -844631.195818 nChanged 8 SP:Iteration 127Q (6476.470000 sec): 3 clusters Score: Raw -845505.629366 + Penalty 873.038757 = -844632.590609 nChanged 3 SP:Iteration 128Q (6476.720000 sec): 3 clusters Score: Raw -845506.397087 + Penalty 873.038757 = -844633.358330 nChanged 2 SP:Iteration 129Q (6476.920000 sec): 3 clusters Score: Raw -845506.838701 + Penalty 873.038757 = -844633.799944 nChanged 3 SP:Iteration 130Q (6477.130000 sec): 3 clusters Score: Raw -845507.480889 + Penalty 873.038757 = -844634.442132 nChanged 3 SP:Iteration 131Q (6477.390000 sec): 3 clusters Score: Raw -845507.677427 + Penalty 873.038757 = -844634.638669 nChanged 1 SP:Iteration 132Q (6477.630000 sec): 3 clusters Score: Raw -845507.764167 + Penalty 873.038757 = -844634.725410 nChanged 0 SP:Iteration 133F (6477.930000 sec): 3 clusters Score: Raw -845507.764167 + Penalty 873.038757 = -844634.725410 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6478.060000 sec): 2 clusters Score: Raw -28135.934419 + Penalty 283.307418 = -27852.627001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6478.220000 sec): 3 clusters Score: Raw -27925.504990 + Penalty 566.614837 = -27358.890153 nChanged 163 SP:Iteration 1F (6478.420000 sec): 3 clusters Score: Raw -28040.982378 + Penalty 566.614837 = -27474.367541 nChanged 42 SP:Iteration 2F (6478.660000 sec): 3 clusters Score: Raw -28073.357263 + Penalty 566.614837 = -27506.742426 nChanged 21 SP:Iteration 3Q (6478.840000 sec): 3 clusters Score: Raw -28090.814926 + Penalty 566.614837 = -27524.200089 nChanged 17 SP:Iteration 4Q (6479.040000 sec): 3 clusters Score: Raw -28103.422353 + Penalty 566.614837 = -27536.807516 nChanged 16 SP:Iteration 5Q (6479.240000 sec): 3 clusters Score: Raw -28112.709997 + Penalty 566.614837 = -27546.095160 nChanged 9 SP:Iteration 6Q (6479.390000 sec): 3 clusters Score: Raw -28119.490061 + Penalty 566.614837 = -27552.875225 nChanged 12 SP:Iteration 7Q (6479.530000 sec): 3 clusters Score: Raw -28129.109209 + Penalty 566.614837 = -27562.494372 nChanged 10 SP:Iteration 8Q (6479.740000 sec): 3 clusters Score: Raw -28135.279547 + Penalty 566.614837 = -27568.664710 nChanged 9 SP:Iteration 9Q (6479.860000 sec): 3 clusters Score: Raw -28144.286575 + Penalty 566.614837 = -27577.671738 nChanged 11 SP:Iteration 10Q (6480.080000 sec): 3 clusters Score: Raw -28153.049625 + Penalty 566.614837 = -27586.434788 nChanged 5 SP:Iteration 11Q (6480.280000 sec): 3 clusters Score: Raw -28155.251552 + Penalty 566.614837 = -27588.636715 nChanged 8 SP:Iteration 12Q (6480.490000 sec): 3 clusters Score: Raw -28162.589070 + Penalty 566.614837 = -27595.974233 nChanged 12 SP:Iteration 13Q (6480.680000 sec): 3 clusters Score: Raw -28171.901932 + Penalty 566.614837 = -27605.287095 nChanged 5 SP:Iteration 14Q (6480.800000 sec): 3 clusters Score: Raw -28174.162308 + Penalty 566.614837 = -27607.547471 nChanged 2 SP:Iteration 15Q (6480.950000 sec): 3 clusters Score: Raw -28174.527230 + Penalty 566.614837 = -27607.912393 nChanged 0 SP:Iteration 16F (6481.120000 sec): 3 clusters Score: Raw -28174.799399 + Penalty 566.614837 = -27608.184562 nChanged 1 SP:Iteration 17Q (6481.300000 sec): 3 clusters Score: Raw -28176.392371 + Penalty 566.614837 = -27609.777534 nChanged 1 SP:Iteration 18Q (6481.490000 sec): 3 clusters Score: Raw -28177.597537 + Penalty 566.614837 = -27610.982700 nChanged 5 SP:Iteration 19Q (6481.690000 sec): 3 clusters Score: Raw -28181.541258 + Penalty 566.614837 = -27614.926421 nChanged 5 SP:Iteration 20F (6481.850000 sec): 3 clusters Score: Raw -28184.544258 + Penalty 566.614837 = -27617.929421 nChanged 4 SP:Iteration 21Q (6482.020000 sec): 3 clusters Score: Raw -28186.789049 + Penalty 566.614837 = -27620.174212 nChanged 5 SP:Iteration 22Q (6482.260000 sec): 3 clusters Score: Raw -28189.226018 + Penalty 566.614837 = -27622.611181 nChanged 2 SP:Iteration 23Q (6482.380000 sec): 3 clusters Score: Raw -28190.120606 + Penalty 566.614837 = -27623.505769 nChanged 1 SP:Iteration 24Q (6482.580000 sec): 3 clusters Score: Raw -28190.792673 + Penalty 566.614837 = -27624.177836 nChanged 0 SP:Iteration 25F (6482.750000 sec): 3 clusters Score: Raw -28190.792673 + Penalty 566.614837 = -27624.177836 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6482.810000 sec): 2 clusters Score: Raw -7351.432290 + Penalty 218.208470 = -7133.223820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6483.060000 sec): 3 clusters Score: Raw -7337.227343 + Penalty 436.416940 = -6900.810403 nChanged 23 SP:Iteration 1F (6483.240000 sec): 3 clusters Score: Raw -7376.131597 + Penalty 436.416940 = -6939.714658 nChanged 6 SP:Iteration 2Q (6483.420000 sec): 3 clusters Score: Raw -7385.531818 + Penalty 436.416940 = -6949.114878 nChanged 3 SP:Iteration 3Q (6483.580000 sec): 3 clusters Score: Raw -7390.759039 + Penalty 436.416940 = -6954.342100 nChanged 0 SP:Iteration 4F (6483.810000 sec): 3 clusters Score: Raw -7390.759039 + Penalty 436.416940 = -6954.342100 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6483.850000 sec): 2 clusters Score: Raw -6576.346003 + Penalty 229.181343 = -6347.164660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6484.080000 sec): 3 clusters Score: Raw -6557.958294 + Penalty 458.362687 = -6099.595608 nChanged 27 SP:Iteration 1F (6484.300000 sec): 3 clusters Score: Raw -6615.492210 + Penalty 458.362687 = -6157.129524 nChanged 5 SP:Iteration 2Q (6484.540000 sec): 3 clusters Score: Raw -6632.631705 + Penalty 458.362687 = -6174.269018 nChanged 3 SP:Iteration 3Q (6484.680000 sec): 3 clusters Score: Raw -6640.047614 + Penalty 458.362687 = -6181.684928 nChanged 5 SP:Iteration 4Q (6484.900000 sec): 3 clusters Score: Raw -6650.248488 + Penalty 458.362687 = -6191.885801 nChanged 4 SP:Iteration 5Q (6485.080000 sec): 3 clusters Score: Raw -6670.727440 + Penalty 458.362687 = -6212.364753 nChanged 2 SP:Iteration 6Q (6485.230000 sec): 3 clusters Score: Raw -6680.861742 + Penalty 458.362687 = -6222.499055 nChanged 1 SP:Iteration 7Q (6485.390000 sec): 3 clusters Score: Raw -6682.643683 + Penalty 458.362687 = -6224.280997 nChanged 1 SP:Iteration 8Q (6485.550000 sec): 3 clusters Score: Raw -6683.528686 + Penalty 458.362687 = -6225.166000 nChanged 0 SP:Iteration 9F (6485.780000 sec): 3 clusters Score: Raw -6683.528686 + Penalty 458.362687 = -6225.166000 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6485.850000 sec): 2 clusters Score: Raw -19048.553297 + Penalty 264.678558 = -18783.874740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6486.010000 sec): 3 clusters Score: Raw -18932.329094 + Penalty 529.357116 = -18402.971979 nChanged 109 SP:Iteration 1F (6486.120000 sec): 3 clusters Score: Raw -19026.011936 + Penalty 529.357116 = -18496.654820 nChanged 31 SP:Iteration 2F (6486.320000 sec): 3 clusters Score: Raw -19055.138491 + Penalty 529.357116 = -18525.781376 nChanged 15 SP:Iteration 3Q (6486.510000 sec): 3 clusters Score: Raw -19067.649848 + Penalty 529.357116 = -18538.292732 nChanged 10 SP:Iteration 4Q (6486.660000 sec): 3 clusters Score: Raw -19077.143920 + Penalty 529.357116 = -18547.786805 nChanged 7 SP:Iteration 5Q (6486.830000 sec): 3 clusters Score: Raw -19083.988118 + Penalty 529.357116 = -18554.631002 nChanged 2 SP:Iteration 6Q (6487.000000 sec): 3 clusters Score: Raw -19087.189669 + Penalty 529.357116 = -18557.832553 nChanged 3 SP:Iteration 7Q (6487.190000 sec): 3 clusters Score: Raw -19091.894425 + Penalty 529.357116 = -18562.537309 nChanged 7 SP:Iteration 8Q (6487.360000 sec): 3 clusters Score: Raw -19101.969650 + Penalty 529.357116 = -18572.612534 nChanged 8 SP:Iteration 9Q (6487.510000 sec): 3 clusters Score: Raw -19113.933896 + Penalty 529.357116 = -18584.576780 nChanged 4 SP:Iteration 10Q (6487.680000 sec): 3 clusters Score: Raw -19116.192607 + Penalty 529.357116 = -18586.835491 nChanged 3 SP:Iteration 11Q (6487.920000 sec): 3 clusters Score: Raw -19118.747376 + Penalty 529.357116 = -18589.390261 nChanged 5 SP:Iteration 12Q (6488.120000 sec): 3 clusters Score: Raw -19122.425406 + Penalty 529.357116 = -18593.068291 nChanged 3 SP:Iteration 13Q (6488.290000 sec): 3 clusters Score: Raw -19123.604212 + Penalty 529.357116 = -18594.247096 nChanged 3 SP:Iteration 14Q (6488.490000 sec): 3 clusters Score: Raw -19124.767574 + Penalty 529.357116 = -18595.410458 nChanged 2 SP:Iteration 15Q (6488.600000 sec): 3 clusters Score: Raw -19125.807499 + Penalty 529.357116 = -18596.450384 nChanged 2 SP:Iteration 16Q (6488.740000 sec): 3 clusters Score: Raw -19126.859981 + Penalty 529.357116 = -18597.502866 nChanged 1 SP:Iteration 17Q (6488.880000 sec): 3 clusters Score: Raw -19127.089458 + Penalty 529.357116 = -18597.732343 nChanged 2 SP:Iteration 18Q (6489.080000 sec): 3 clusters Score: Raw -19128.277582 + Penalty 529.357116 = -18598.920467 nChanged 1 SP:Iteration 19Q (6489.220000 sec): 3 clusters Score: Raw -19129.389417 + Penalty 529.357116 = -18600.032301 nChanged 2 SP:Iteration 20F (6489.370000 sec): 3 clusters Score: Raw -19130.166449 + Penalty 529.357116 = -18600.809333 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6489.500000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6489.660000 sec): 3 clusters Score: Raw -198828.249333 + Penalty 733.652700 = -198094.596633 nChanged 1374 SP:Iteration 1F (6489.880000 sec): 3 clusters Score: Raw -199588.352900 + Penalty 733.652700 = -198854.700200 nChanged 248 SP:Iteration 2F (6490.020000 sec): 3 clusters Score: Raw -199749.681547 + Penalty 733.652700 = -199016.028847 nChanged 246 SP:Iteration 3F (6490.230000 sec): 3 clusters Score: Raw -199940.513908 + Penalty 733.652700 = -199206.861208 nChanged 222 SP:Iteration 4F (6490.400000 sec): 3 clusters Score: Raw -200119.375237 + Penalty 733.652700 = -199385.722537 nChanged 186 SP:Iteration 5F (6490.550000 sec): 3 clusters Score: Raw -200284.338328 + Penalty 733.652700 = -199550.685628 nChanged 156 SP:Iteration 6Q (6490.730000 sec): 3 clusters Score: Raw -200433.298761 + Penalty 733.652700 = -199699.646061 nChanged 101 SP:Iteration 7Q (6490.860000 sec): 3 clusters Score: Raw -200524.700440 + Penalty 733.652700 = -199791.047740 nChanged 61 SP:Iteration 8Q (6491.040000 sec): 3 clusters Score: Raw -200582.985391 + Penalty 733.652700 = -199849.332691 nChanged 46 SP:Iteration 9Q (6491.240000 sec): 3 clusters Score: Raw -200620.483582 + Penalty 733.652700 = -199886.830882 nChanged 24 SP:Iteration 10Q (6491.430000 sec): 3 clusters Score: Raw -200639.922449 + Penalty 733.652700 = -199906.269749 nChanged 19 SP:Iteration 11Q (6491.660000 sec): 3 clusters Score: Raw -200658.517236 + Penalty 733.652700 = -199924.864536 nChanged 9 SP:Iteration 12Q (6491.790000 sec): 3 clusters Score: Raw -200670.597081 + Penalty 733.652700 = -199936.944381 nChanged 8 SP:Iteration 13Q (6492.000000 sec): 3 clusters Score: Raw -200679.709368 + Penalty 733.652700 = -199946.056668 nChanged 4 SP:Iteration 14Q (6492.180000 sec): 3 clusters Score: Raw -200682.139292 + Penalty 733.652700 = -199948.486592 nChanged 1 SP:Iteration 15Q (6492.340000 sec): 3 clusters Score: Raw -200683.416208 + Penalty 733.652700 = -199949.763508 nChanged 1 SP:Iteration 16Q (6492.530000 sec): 3 clusters Score: Raw -200685.143330 + Penalty 733.652700 = -199951.490630 nChanged 0 SP:Iteration 17F (6492.740000 sec): 3 clusters Score: Raw -200685.143330 + Penalty 733.652700 = -199951.490630 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6492.810000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6493.030000 sec): 3 clusters Score: Raw -7101.688448 + Penalty 440.821025 = -6660.867423 nChanged 32 SP:Iteration 1F (6493.230000 sec): 3 clusters Score: Raw -7145.510265 + Penalty 440.821025 = -6704.689240 nChanged 3 SP:Iteration 2Q (6493.480000 sec): 3 clusters Score: Raw -7150.324227 + Penalty 440.821025 = -6709.503202 nChanged 1 SP:Iteration 3Q (6493.620000 sec): 3 clusters Score: Raw -7151.878260 + Penalty 440.821025 = -6711.057236 nChanged 1 SP:Iteration 4Q (6493.800000 sec): 3 clusters Score: Raw -7152.722421 + Penalty 440.821025 = -6711.901397 nChanged 0 SP:Iteration 5F (6494.020000 sec): 3 clusters Score: Raw -7152.722421 + Penalty 440.821025 = -6711.901397 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6494.130000 sec): 2 clusters Score: Raw -6299.608482 + Penalty 221.821478 = -6077.787004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6494.310000 sec): 3 clusters Score: Raw -6310.422539 + Penalty 443.642956 = -5866.779583 nChanged 34 SP:Iteration 1F (6494.460000 sec): 3 clusters Score: Raw -6365.713282 + Penalty 443.642956 = -5922.070326 nChanged 5 SP:Iteration 2Q (6494.680000 sec): 3 clusters Score: Raw -6374.449957 + Penalty 443.642956 = -5930.807001 nChanged 2 SP:Iteration 3Q (6494.880000 sec): 3 clusters Score: Raw -6379.231126 + Penalty 443.642956 = -5935.588169 nChanged 0 SP:Iteration 4F (6495.080000 sec): 3 clusters Score: Raw -6379.231126 + Penalty 443.642956 = -5935.588169 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6495.140000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6495.300000 sec): 3 clusters Score: Raw -19625.388994 + Penalty 532.550426 = -19092.838568 nChanged 107 SP:Iteration 1F (6495.500000 sec): 3 clusters Score: Raw -19714.830892 + Penalty 532.550426 = -19182.280466 nChanged 24 SP:Iteration 2F (6495.680000 sec): 3 clusters Score: Raw -19739.036606 + Penalty 532.550426 = -19206.486180 nChanged 12 SP:Iteration 3Q (6495.820000 sec): 3 clusters Score: Raw -19749.456943 + Penalty 532.550426 = -19216.906517 nChanged 10 SP:Iteration 4Q (6495.980000 sec): 3 clusters Score: Raw -19757.532022 + Penalty 532.550426 = -19224.981597 nChanged 4 SP:Iteration 5Q (6496.130000 sec): 3 clusters Score: Raw -19760.588233 + Penalty 532.550426 = -19228.037807 nChanged 0 SP:Iteration 6F (6496.310000 sec): 3 clusters Score: Raw -19760.588233 + Penalty 532.550426 = -19228.037807 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6496.360000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6496.500000 sec): 3 clusters Score: Raw -11802.878572 + Penalty 484.836731 = -11318.041840 nChanged 59 SP:Iteration 1F (6496.630000 sec): 3 clusters Score: Raw -11889.885680 + Penalty 484.836731 = -11405.048949 nChanged 16 SP:Iteration 2F (6496.820000 sec): 3 clusters Score: Raw -11918.553789 + Penalty 484.836731 = -11433.717058 nChanged 8 SP:Iteration 3Q (6497.000000 sec): 3 clusters Score: Raw -11927.262234 + Penalty 484.836731 = -11442.425503 nChanged 7 SP:Iteration 4Q (6497.220000 sec): 3 clusters Score: Raw -11946.698944 + Penalty 484.836731 = -11461.862212 nChanged 1 SP:Iteration 5Q (6497.420000 sec): 3 clusters Score: Raw -11947.411204 + Penalty 484.836731 = -11462.574473 nChanged 1 SP:Iteration 6Q (6497.600000 sec): 3 clusters Score: Raw -11948.250019 + Penalty 484.836731 = -11463.413288 nChanged 2 SP:Iteration 7Q (6497.710000 sec): 3 clusters Score: Raw -11951.360358 + Penalty 484.836731 = -11466.523627 nChanged 4 SP:Iteration 8Q (6497.900000 sec): 3 clusters Score: Raw -11958.879554 + Penalty 484.836731 = -11474.042823 nChanged 4 SP:Iteration 9Q (6498.030000 sec): 3 clusters Score: Raw -11964.851353 + Penalty 484.836731 = -11480.014621 nChanged 2 SP:Iteration 10Q (6498.190000 sec): 3 clusters Score: Raw -11968.347453 + Penalty 484.836731 = -11483.510722 nChanged 0 SP:Iteration 11F (6498.360000 sec): 3 clusters Score: Raw -11968.347453 + Penalty 484.836731 = -11483.510722 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.430000 sec): 2 clusters Score: Raw -235539.119957 + Penalty 380.030494 = -235159.089463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6498.620000 sec): 3 clusters Score: Raw -232990.055883 + Penalty 760.060988 = -232229.994895 nChanged 1904 SP:Iteration 1F (6498.770000 sec): 3 clusters Score: Raw -234108.759257 + Penalty 760.060988 = -233348.698269 nChanged 270 SP:Iteration 2F (6498.920000 sec): 3 clusters Score: Raw -234244.244271 + Penalty 760.060988 = -233484.183283 nChanged 268 SP:Iteration 3F (6499.020000 sec): 3 clusters Score: Raw -234373.037028 + Penalty 760.060988 = -233612.976041 nChanged 243 SP:Iteration 4F (6499.220000 sec): 3 clusters Score: Raw -234499.062091 + Penalty 760.060988 = -233739.001103 nChanged 236 SP:Iteration 5F (6499.440000 sec): 3 clusters Score: Raw -234656.246395 + Penalty 760.060988 = -233896.185407 nChanged 264 SP:Iteration 6F (6499.600000 sec): 3 clusters Score: Raw -234859.561455 + Penalty 760.060988 = -234099.500467 nChanged 282 SP:Iteration 7F (6499.800000 sec): 3 clusters Score: Raw -235091.462278 + Penalty 760.060988 = -234331.401290 nChanged 228 SP:Iteration 8F (6499.920000 sec): 3 clusters Score: Raw -235300.065635 + Penalty 760.060988 = -234540.004647 nChanged 173 SP:Iteration 9Q (6500.140000 sec): 3 clusters Score: Raw -235462.957786 + Penalty 760.060988 = -234702.896798 nChanged 93 SP:Iteration 10Q (6500.300000 sec): 3 clusters Score: Raw -235550.063407 + Penalty 760.060988 = -234790.002419 nChanged 46 SP:Iteration 11Q (6500.490000 sec): 3 clusters Score: Raw -235605.880771 + Penalty 760.060988 = -234845.819783 nChanged 26 SP:Iteration 12Q (6500.670000 sec): 3 clusters Score: Raw -235644.889997 + Penalty 760.060988 = -234884.829010 nChanged 21 SP:Iteration 13Q (6500.840000 sec): 3 clusters Score: Raw -235699.186512 + Penalty 760.060988 = -234939.125524 nChanged 21 SP:Iteration 14Q (6501.020000 sec): 3 clusters Score: Raw -235735.747463 + Penalty 760.060988 = -234975.686475 nChanged 14 SP:Iteration 15Q (6501.200000 sec): 3 clusters Score: Raw -235755.548193 + Penalty 760.060988 = -234995.487205 nChanged 7 SP:Iteration 16Q (6501.420000 sec): 3 clusters Score: Raw -235769.533708 + Penalty 760.060988 = -235009.472720 nChanged 6 SP:Iteration 17Q (6501.560000 sec): 3 clusters Score: Raw -235783.638924 + Penalty 760.060988 = -235023.577936 nChanged 6 SP:Iteration 18Q (6501.750000 sec): 3 clusters Score: Raw -235798.196989 + Penalty 760.060988 = -235038.136001 nChanged 5 SP:Iteration 19Q (6501.960000 sec): 3 clusters Score: Raw -235802.798344 + Penalty 760.060988 = -235042.737356 nChanged 2 SP:Iteration 20F (6502.160000 sec): 3 clusters Score: Raw -235805.576474 + Penalty 760.060988 = -235045.515486 nChanged 3 SP:Iteration 21Q (6502.320000 sec): 3 clusters Score: Raw -235815.090180 + Penalty 760.060988 = -235055.029193 nChanged 2 SP:Iteration 22Q (6502.510000 sec): 3 clusters Score: Raw -235816.677728 + Penalty 760.060988 = -235056.616740 nChanged 1 SP:Iteration 23Q (6502.710000 sec): 3 clusters Score: Raw -235817.187621 + Penalty 760.060988 = -235057.126633 nChanged 0 SP:Iteration 24F (6502.910000 sec): 3 clusters Score: Raw -235817.187621 + Penalty 760.060988 = -235057.126633 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6503.060000 sec): 2 clusters Score: Raw -5091.259442 + Penalty 216.288354 = -4874.971088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6503.270000 sec): 3 clusters Score: Raw -5093.171738 + Penalty 432.576707 = -4660.595031 nChanged 19 SP:Iteration 1F (6503.450000 sec): 3 clusters Score: Raw -5159.834636 + Penalty 432.576707 = -4727.257929 nChanged 5 SP:Iteration 2Q (6503.670000 sec): 3 clusters Score: Raw -5168.462679 + Penalty 432.576707 = -4735.885971 nChanged 2 SP:Iteration 3Q (6503.850000 sec): 3 clusters Score: Raw -5171.912832 + Penalty 432.576707 = -4739.336124 nChanged 1 SP:Iteration 4Q (6504.060000 sec): 3 clusters Score: Raw -5172.842914 + Penalty 432.576707 = -4740.266207 nChanged 0 SP:Iteration 5F (6504.250000 sec): 3 clusters Score: Raw -5172.842914 + Penalty 432.576707 = -4740.266207 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6504.370000 sec): 2 clusters Score: Raw -8188.425015 + Penalty 224.844730 = -7963.580285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6504.540000 sec): 3 clusters Score: Raw -8157.366022 + Penalty 449.689460 = -7707.676562 nChanged 28 SP:Iteration 1F (6504.760000 sec): 3 clusters Score: Raw -8192.017041 + Penalty 449.689460 = -7742.327580 nChanged 5 SP:Iteration 2Q (6504.940000 sec): 3 clusters Score: Raw -8205.581644 + Penalty 449.689460 = -7755.892183 nChanged 3 SP:Iteration 3Q (6505.130000 sec): 3 clusters Score: Raw -8211.540166 + Penalty 449.689460 = -7761.850705 nChanged 3 SP:Iteration 4Q (6505.300000 sec): 3 clusters Score: Raw -8215.435322 + Penalty 449.689460 = -7765.745862 nChanged 1 SP:Iteration 5Q (6505.450000 sec): 3 clusters Score: Raw -8218.304439 + Penalty 449.689460 = -7768.614979 nChanged 2 SP:Iteration 6Q (6505.640000 sec): 3 clusters Score: Raw -8221.973942 + Penalty 449.689460 = -7772.284481 nChanged 1 SP:Iteration 7Q (6505.850000 sec): 3 clusters Score: Raw -8222.966004 + Penalty 449.689460 = -7773.276543 nChanged 0 SP:Iteration 8F (6506.050000 sec): 3 clusters Score: Raw -8222.966004 + Penalty 449.689460 = -7773.276543 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6506.110000 sec): 2 clusters Score: Raw -49524.208993 + Penalty 306.801069 = -49217.407924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6506.340000 sec): 3 clusters Score: Raw -49122.235753 + Penalty 613.602138 = -48508.633615 nChanged 324 SP:Iteration 1F (6506.510000 sec): 3 clusters Score: Raw -49315.103152 + Penalty 613.602138 = -48701.501014 nChanged 73 SP:Iteration 2F (6506.740000 sec): 3 clusters Score: Raw -49365.182594 + Penalty 613.602138 = -48751.580456 nChanged 44 SP:Iteration 3F (6506.930000 sec): 3 clusters Score: Raw -49396.549664 + Penalty 613.602138 = -48782.947526 nChanged 40 SP:Iteration 4Q (6507.110000 sec): 3 clusters Score: Raw -49427.001845 + Penalty 613.602138 = -48813.399707 nChanged 39 SP:Iteration 5Q (6507.270000 sec): 3 clusters Score: Raw -49453.329812 + Penalty 613.602138 = -48839.727674 nChanged 34 SP:Iteration 6Q (6507.490000 sec): 3 clusters Score: Raw -49476.536954 + Penalty 613.602138 = -48862.934816 nChanged 31 SP:Iteration 7Q (6507.630000 sec): 3 clusters Score: Raw -49503.499856 + Penalty 613.602138 = -48889.897719 nChanged 27 SP:Iteration 8Q (6507.830000 sec): 3 clusters Score: Raw -49524.807091 + Penalty 613.602138 = -48911.204953 nChanged 22 SP:Iteration 9Q (6508.030000 sec): 3 clusters Score: Raw -49542.447561 + Penalty 613.602138 = -48928.845423 nChanged 19 SP:Iteration 10Q (6508.240000 sec): 3 clusters Score: Raw -49557.146022 + Penalty 613.602138 = -48943.543884 nChanged 14 SP:Iteration 11Q (6508.400000 sec): 3 clusters Score: Raw -49570.898142 + Penalty 613.602138 = -48957.296005 nChanged 14 SP:Iteration 12Q (6508.550000 sec): 3 clusters Score: Raw -49579.793036 + Penalty 613.602138 = -48966.190898 nChanged 9 SP:Iteration 13Q (6508.810000 sec): 3 clusters Score: Raw -49589.580551 + Penalty 613.602138 = -48975.978413 nChanged 14 SP:Iteration 14Q (6508.940000 sec): 3 clusters Score: Raw -49603.595034 + Penalty 613.602138 = -48989.992896 nChanged 5 SP:Iteration 15Q (6509.150000 sec): 3 clusters Score: Raw -49606.289737 + Penalty 613.602138 = -48992.687599 nChanged 7 SP:Iteration 16Q (6509.340000 sec): 3 clusters Score: Raw -49610.301470 + Penalty 613.602138 = -48996.699332 nChanged 6 SP:Iteration 17Q (6509.470000 sec): 3 clusters Score: Raw -49618.147899 + Penalty 613.602138 = -49004.545761 nChanged 5 SP:Iteration 18Q (6509.690000 sec): 3 clusters Score: Raw -49620.981398 + Penalty 613.602138 = -49007.379260 nChanged 3 SP:Iteration 19Q (6509.870000 sec): 3 clusters Score: Raw -49621.963111 + Penalty 613.602138 = -49008.360973 nChanged 2 SP:Iteration 20F (6510.050000 sec): 3 clusters Score: Raw -49623.520817 + Penalty 613.602138 = -49009.918679 nChanged 2 SP:Iteration 21Q (6510.270000 sec): 3 clusters Score: Raw -49625.135599 + Penalty 613.602138 = -49011.533461 nChanged 3 SP:Iteration 22Q (6510.430000 sec): 3 clusters Score: Raw -49627.350840 + Penalty 613.602138 = -49013.748703 nChanged 1 SP:Iteration 23Q (6510.590000 sec): 3 clusters Score: Raw -49627.584971 + Penalty 613.602138 = -49013.982833 nChanged 1 SP:Iteration 24Q (6510.810000 sec): 3 clusters Score: Raw -49627.749293 + Penalty 613.602138 = -49014.147155 nChanged 0 SP:Iteration 25F (6510.990000 sec): 3 clusters Score: Raw -49627.749293 + Penalty 613.602138 = -49014.147155 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6511.040000 sec): 2 clusters Score: Raw -25505.838894 + Penalty 279.266581 = -25226.572314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6511.270000 sec): 3 clusters Score: Raw -25344.219361 + Penalty 558.533162 = -24785.686199 nChanged 153 SP:Iteration 1F (6511.430000 sec): 3 clusters Score: Raw -25494.699132 + Penalty 558.533162 = -24936.165970 nChanged 34 SP:Iteration 2F (6511.600000 sec): 3 clusters Score: Raw -25534.360937 + Penalty 558.533162 = -24975.827776 nChanged 24 SP:Iteration 3F (6511.780000 sec): 3 clusters Score: Raw -25557.964534 + Penalty 558.533162 = -24999.431372 nChanged 16 SP:Iteration 4Q (6511.970000 sec): 3 clusters Score: Raw -25577.707065 + Penalty 558.533162 = -25019.173903 nChanged 15 SP:Iteration 5Q (6512.180000 sec): 3 clusters Score: Raw -25593.893555 + Penalty 558.533162 = -25035.360393 nChanged 10 SP:Iteration 6Q (6512.350000 sec): 3 clusters Score: Raw -25606.879972 + Penalty 558.533162 = -25048.346810 nChanged 10 SP:Iteration 7Q (6512.510000 sec): 3 clusters Score: Raw -25616.798053 + Penalty 558.533162 = -25058.264891 nChanged 7 SP:Iteration 8Q (6512.720000 sec): 3 clusters Score: Raw -25628.326270 + Penalty 558.533162 = -25069.793108 nChanged 8 SP:Iteration 9Q (6512.910000 sec): 3 clusters Score: Raw -25641.658401 + Penalty 558.533162 = -25083.125240 nChanged 2 SP:Iteration 10Q (6513.070000 sec): 3 clusters Score: Raw -25647.622136 + Penalty 558.533162 = -25089.088974 nChanged 3 SP:Iteration 11Q (6513.240000 sec): 3 clusters Score: Raw -25652.143497 + Penalty 558.533162 = -25093.610335 nChanged 4 SP:Iteration 12Q (6513.430000 sec): 3 clusters Score: Raw -25657.176917 + Penalty 558.533162 = -25098.643756 nChanged 3 SP:Iteration 13Q (6513.600000 sec): 3 clusters Score: Raw -25662.762473 + Penalty 558.533162 = -25104.229311 nChanged 0 SP:Iteration 14F (6513.780000 sec): 3 clusters Score: Raw -25662.762473 + Penalty 558.533162 = -25104.229311 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6513.820000 sec): 2 clusters Score: Raw -50416.324726 + Penalty 305.439507 = -50110.885219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6514.000000 sec): 3 clusters Score: Raw -50028.099862 + Penalty 610.879014 = -49417.220848 nChanged 314 SP:Iteration 1F (6514.180000 sec): 3 clusters Score: Raw -50208.503493 + Penalty 610.879014 = -49597.624479 nChanged 58 SP:Iteration 2F (6514.390000 sec): 3 clusters Score: Raw -50254.801720 + Penalty 610.879014 = -49643.922705 nChanged 60 SP:Iteration 3F (6514.530000 sec): 3 clusters Score: Raw -50314.449360 + Penalty 610.879014 = -49703.570346 nChanged 45 SP:Iteration 4F (6514.700000 sec): 3 clusters Score: Raw -50355.318848 + Penalty 610.879014 = -49744.439834 nChanged 49 SP:Iteration 5F (6514.830000 sec): 3 clusters Score: Raw -50400.293870 + Penalty 610.879014 = -49789.414856 nChanged 35 SP:Iteration 6Q (6514.980000 sec): 3 clusters Score: Raw -50426.921196 + Penalty 610.879014 = -49816.042182 nChanged 25 SP:Iteration 7Q (6515.130000 sec): 3 clusters Score: Raw -50452.270582 + Penalty 610.879014 = -49841.391568 nChanged 24 SP:Iteration 8Q (6515.300000 sec): 3 clusters Score: Raw -50482.383596 + Penalty 610.879014 = -49871.504582 nChanged 21 SP:Iteration 9Q (6515.470000 sec): 3 clusters Score: Raw -50496.281330 + Penalty 610.879014 = -49885.402316 nChanged 11 SP:Iteration 10Q (6515.650000 sec): 3 clusters Score: Raw -50503.426423 + Penalty 610.879014 = -49892.547408 nChanged 10 SP:Iteration 11Q (6515.810000 sec): 3 clusters Score: Raw -50511.735812 + Penalty 610.879014 = -49900.856798 nChanged 3 SP:Iteration 12Q (6515.990000 sec): 3 clusters Score: Raw -50514.114246 + Penalty 610.879014 = -49903.235231 nChanged 2 SP:Iteration 13Q (6516.210000 sec): 3 clusters Score: Raw -50515.408006 + Penalty 610.879014 = -49904.528992 nChanged 1 SP:Iteration 14Q (6516.430000 sec): 3 clusters Score: Raw -50516.298321 + Penalty 610.879014 = -49905.419306 nChanged 1 SP:Iteration 15Q (6516.620000 sec): 3 clusters Score: Raw -50516.925466 + Penalty 610.879014 = -49906.046452 nChanged 1 SP:Iteration 16Q (6516.810000 sec): 3 clusters Score: Raw -50517.314505 + Penalty 610.879014 = -49906.435490 nChanged 1 SP:Iteration 17Q (6516.970000 sec): 3 clusters Score: Raw -50517.458441 + Penalty 610.879014 = -49906.579426 nChanged 0 SP:Iteration 18F (6517.150000 sec): 3 clusters Score: Raw -50517.458441 + Penalty 610.879014 = -49906.579426 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6517.200000 sec): 2 clusters Score: Raw -10541.761039 + Penalty 244.994525 = -10296.766513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6517.440000 sec): 3 clusters Score: Raw -10503.545504 + Penalty 489.989051 = -10013.556453 nChanged 72 SP:Iteration 1F (6517.570000 sec): 3 clusters Score: Raw -10594.428681 + Penalty 489.989051 = -10104.439630 nChanged 21 SP:Iteration 2F (6517.760000 sec): 3 clusters Score: Raw -10641.803233 + Penalty 489.989051 = -10151.814182 nChanged 12 SP:Iteration 3F (6517.920000 sec): 3 clusters Score: Raw -10654.151174 + Penalty 489.989051 = -10164.162123 nChanged 9 SP:Iteration 4Q (6518.010000 sec): 3 clusters Score: Raw -10665.981332 + Penalty 489.989051 = -10175.992281 nChanged 5 SP:Iteration 5Q (6518.160000 sec): 3 clusters Score: Raw -10671.457892 + Penalty 489.989051 = -10181.468841 nChanged 5 SP:Iteration 6Q (6518.350000 sec): 3 clusters Score: Raw -10679.898774 + Penalty 489.989051 = -10189.909723 nChanged 4 SP:Iteration 7Q (6518.550000 sec): 3 clusters Score: Raw -10682.856263 + Penalty 489.989051 = -10192.867212 nChanged 4 SP:Iteration 8Q (6518.720000 sec): 3 clusters Score: Raw -10689.958749 + Penalty 489.989051 = -10199.969698 nChanged 3 SP:Iteration 9Q (6518.910000 sec): 3 clusters Score: Raw -10701.454309 + Penalty 489.989051 = -10211.465258 nChanged 6 SP:Iteration 10Q (6519.070000 sec): 3 clusters Score: Raw -10720.496483 + Penalty 489.989051 = -10230.507433 nChanged 4 SP:Iteration 11Q (6519.240000 sec): 3 clusters Score: Raw -10735.296075 + Penalty 489.989051 = -10245.307024 nChanged 2 SP:Iteration 12Q (6519.400000 sec): 3 clusters Score: Raw -10738.517054 + Penalty 489.989051 = -10248.528003 nChanged 2 SP:Iteration 13Q (6519.560000 sec): 3 clusters Score: Raw -10740.355035 + Penalty 489.989051 = -10250.365984 nChanged 0 SP:Iteration 14F (6519.750000 sec): 3 clusters Score: Raw -10740.355035 + Penalty 489.989051 = -10250.365984 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6519.830000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6520.000000 sec): 3 clusters Score: Raw -5007.693560 + Penalty 413.439825 = -4594.253735 nChanged 12 SP:Iteration 1F (6520.200000 sec): 3 clusters Score: Raw -5041.310706 + Penalty 413.439825 = -4627.870881 nChanged 5 SP:Iteration 2F (6520.420000 sec): 3 clusters Score: Raw -5054.583814 + Penalty 413.439825 = -4641.143989 nChanged 1 SP:Iteration 3Q (6520.610000 sec): 3 clusters Score: Raw -5058.764691 + Penalty 413.439825 = -4645.324866 nChanged 0 SP:Iteration 4F (6520.830000 sec): 3 clusters Score: Raw -5058.764691 + Penalty 413.439825 = -4645.324866 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6520.890000 sec): 2 clusters Score: Raw -15484.384223 + Penalty 258.447854 = -15225.936369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6521.090000 sec): 3 clusters Score: Raw -15396.090368 + Penalty 516.895707 = -14879.194660 nChanged 91 SP:Iteration 1F (6521.270000 sec): 3 clusters Score: Raw -15525.187864 + Penalty 516.895707 = -15008.292156 nChanged 23 SP:Iteration 2F (6521.430000 sec): 3 clusters Score: Raw -15575.953687 + Penalty 516.895707 = -15059.057980 nChanged 16 SP:Iteration 3F (6521.590000 sec): 3 clusters Score: Raw -15604.864970 + Penalty 516.895707 = -15087.969263 nChanged 10 SP:Iteration 4Q (6521.770000 sec): 3 clusters Score: Raw -15621.834231 + Penalty 516.895707 = -15104.938524 nChanged 8 SP:Iteration 5Q (6522.010000 sec): 3 clusters Score: Raw -15630.001457 + Penalty 516.895707 = -15113.105750 nChanged 0 SP:Iteration 6F (6522.170000 sec): 3 clusters Score: Raw -15630.001457 + Penalty 516.895707 = -15113.105750 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6522.310000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6522.480000 sec): 3 clusters Score: Raw -23607.298462 + Penalty 547.913125 = -23059.385337 nChanged 122 SP:Iteration 1F (6522.690000 sec): 3 clusters Score: Raw -23694.751010 + Penalty 547.913125 = -23146.837886 nChanged 41 SP:Iteration 2F (6522.820000 sec): 3 clusters Score: Raw -23739.056121 + Penalty 547.913125 = -23191.142996 nChanged 25 SP:Iteration 3F (6523.030000 sec): 3 clusters Score: Raw -23760.044591 + Penalty 547.913125 = -23212.131467 nChanged 13 SP:Iteration 4Q (6523.230000 sec): 3 clusters Score: Raw -23775.970715 + Penalty 547.913125 = -23228.057590 nChanged 9 SP:Iteration 5Q (6523.390000 sec): 3 clusters Score: Raw -23783.534508 + Penalty 547.913125 = -23235.621384 nChanged 5 SP:Iteration 6Q (6523.580000 sec): 3 clusters Score: Raw -23798.601492 + Penalty 547.913125 = -23250.688367 nChanged 13 SP:Iteration 7Q (6523.780000 sec): 3 clusters Score: Raw -23814.524105 + Penalty 547.913125 = -23266.610980 nChanged 15 SP:Iteration 8Q (6523.970000 sec): 3 clusters Score: Raw -23838.820282 + Penalty 547.913125 = -23290.907157 nChanged 20 SP:Iteration 9Q (6524.200000 sec): 3 clusters Score: Raw -23858.944240 + Penalty 547.913125 = -23311.031116 nChanged 9 SP:Iteration 10Q (6524.370000 sec): 3 clusters Score: Raw -23868.351581 + Penalty 547.913125 = -23320.438457 nChanged 3 SP:Iteration 11Q (6524.540000 sec): 3 clusters Score: Raw -23872.136631 + Penalty 547.913125 = -23324.223506 nChanged 5 SP:Iteration 12Q (6524.810000 sec): 3 clusters Score: Raw -23878.505276 + Penalty 547.913125 = -23330.592151 nChanged 2 SP:Iteration 13Q (6524.960000 sec): 3 clusters Score: Raw -23879.739176 + Penalty 547.913125 = -23331.826051 nChanged 1 SP:Iteration 14Q (6525.130000 sec): 3 clusters Score: Raw -23880.433126 + Penalty 547.913125 = -23332.520001 nChanged 0 SP:Iteration 15F (6525.350000 sec): 3 clusters Score: Raw -23880.433126 + Penalty 547.913125 = -23332.520001 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6525.480000 sec): 2 clusters Score: Raw -4873.991814 + Penalty 210.880169 = -4663.111645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6525.680000 sec): 3 clusters Score: Raw -4883.784196 + Penalty 421.760338 = -4462.023858 nChanged 20 SP:Iteration 1F (6525.830000 sec): 3 clusters Score: Raw -4924.299774 + Penalty 421.760338 = -4502.539436 nChanged 6 SP:Iteration 2F (6526.020000 sec): 3 clusters Score: Raw -4932.501785 + Penalty 421.760338 = -4510.741447 nChanged 2 SP:Iteration 3Q (6526.160000 sec): 3 clusters Score: Raw -4934.488715 + Penalty 421.760338 = -4512.728378 nChanged 2 SP:Iteration 4Q (6526.360000 sec): 3 clusters Score: Raw -4936.034095 + Penalty 421.760338 = -4514.273757 nChanged 0 SP:Iteration 5F (6526.540000 sec): 3 clusters Score: Raw -4936.034095 + Penalty 421.760338 = -4514.273757 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6526.650000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6526.840000 sec): 3 clusters Score: Raw -5057.798138 + Penalty 406.397639 = -4651.400499 nChanged 13 SP:Iteration 1F (6527.020000 sec): 3 clusters Score: Raw -5101.121980 + Penalty 406.397639 = -4694.724342 nChanged 2 SP:Iteration 2Q (6527.330000 sec): 3 clusters Score: Raw -5103.975607 + Penalty 406.397639 = -4697.577968 nChanged 1 SP:Iteration 3Q (6527.530000 sec): 3 clusters Score: Raw -5110.648517 + Penalty 406.397639 = -4704.250878 nChanged 1 SP:Iteration 4Q (6527.730000 sec): 3 clusters Score: Raw -5111.798868 + Penalty 406.397639 = -4705.401229 nChanged 0 SP:Iteration 5F (6527.870000 sec): 3 clusters Score: Raw -5111.798868 + Penalty 406.397639 = -4705.401229 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6527.960000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6528.110000 sec): 3 clusters Score: Raw -4005.700414 + Penalty 403.204329 = -3602.496086 nChanged 12 SP:Iteration 1F (6528.330000 sec): 3 clusters Score: Raw -4038.254242 + Penalty 403.204329 = -3635.049913 nChanged 4 SP:Iteration 2Q (6528.480000 sec): 3 clusters Score: Raw -4049.464775 + Penalty 403.204329 = -3646.260446 nChanged 0 SP:Iteration 3F (6528.670000 sec): 3 clusters Score: Raw -4049.464775 + Penalty 403.204329 = -3646.260446 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6528.790000 sec): 2 clusters Score: Raw -24815.812446 + Penalty 276.113364 = -24539.699082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6529.030000 sec): 3 clusters Score: Raw -24644.757839 + Penalty 552.226729 = -24092.531111 nChanged 136 SP:Iteration 1F (6529.170000 sec): 3 clusters Score: Raw -24733.076108 + Penalty 552.226729 = -24180.849380 nChanged 30 SP:Iteration 2F (6529.410000 sec): 3 clusters Score: Raw -24756.503658 + Penalty 552.226729 = -24204.276930 nChanged 18 SP:Iteration 3Q (6529.630000 sec): 3 clusters Score: Raw -24769.429230 + Penalty 552.226729 = -24217.202501 nChanged 15 SP:Iteration 4Q (6529.830000 sec): 3 clusters Score: Raw -24779.978900 + Penalty 552.226729 = -24227.752171 nChanged 8 SP:Iteration 5Q (6530.030000 sec): 3 clusters Score: Raw -24782.991895 + Penalty 552.226729 = -24230.765166 nChanged 3 SP:Iteration 6Q (6530.230000 sec): 3 clusters Score: Raw -24783.503625 + Penalty 552.226729 = -24231.276897 nChanged 1 SP:Iteration 7Q (6530.420000 sec): 3 clusters Score: Raw -24784.251921 + Penalty 552.226729 = -24232.025192 nChanged 3 SP:Iteration 8Q (6530.640000 sec): 3 clusters Score: Raw -24786.203422 + Penalty 552.226729 = -24233.976693 nChanged 2 SP:Iteration 9Q (6530.820000 sec): 3 clusters Score: Raw -24787.293001 + Penalty 552.226729 = -24235.066272 nChanged 2 SP:Iteration 10Q (6531.030000 sec): 3 clusters Score: Raw -24787.878456 + Penalty 552.226729 = -24235.651727 nChanged 0 SP:Iteration 11F (6531.210000 sec): 3 clusters Score: Raw -24787.878456 + Penalty 552.226729 = -24235.651727 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6531.320000 sec): 2 clusters Score: Raw -5902.221298 + Penalty 224.518564 = -5677.702734 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6531.470000 sec): 3 clusters Score: Raw -5925.099353 + Penalty 449.037128 = -5476.062225 nChanged 37 SP:Iteration 1F (6531.610000 sec): 3 clusters Score: Raw -6026.030560 + Penalty 449.037128 = -5576.993432 nChanged 9 SP:Iteration 2F (6531.850000 sec): 3 clusters Score: Raw -6065.058777 + Penalty 449.037128 = -5616.021649 nChanged 5 SP:Iteration 3Q (6532.090000 sec): 3 clusters Score: Raw -6093.260956 + Penalty 449.037128 = -5644.223828 nChanged 3 SP:Iteration 4Q (6532.250000 sec): 3 clusters Score: Raw -6106.637873 + Penalty 449.037128 = -5657.600745 nChanged 4 SP:Iteration 5Q (6532.490000 sec): 3 clusters Score: Raw -6123.664507 + Penalty 449.037128 = -5674.627379 nChanged 2 SP:Iteration 6Q (6532.720000 sec): 3 clusters Score: Raw -6132.923092 + Penalty 449.037128 = -5683.885964 nChanged 1 SP:Iteration 7Q (6532.860000 sec): 3 clusters Score: Raw -6136.188741 + Penalty 449.037128 = -5687.151613 nChanged 0 SP:Iteration 8F (6533.120000 sec): 3 clusters Score: Raw -6136.188741 + Penalty 449.037128 = -5687.151613 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 55. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6533.220000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6533.450000 sec): 3 clusters Score: Raw -11654.967320 + Penalty 483.948919 = -11171.018401 nChanged 50 SP:Iteration 1F (6533.640000 sec): 3 clusters Score: Raw -11712.096669 + Penalty 483.948919 = -11228.147750 nChanged 8 SP:Iteration 2Q (6533.870000 sec): 3 clusters Score: Raw -11722.982203 + Penalty 483.948919 = -11239.033284 nChanged 4 SP:Iteration 3Q (6534.120000 sec): 3 clusters Score: Raw -11728.442862 + Penalty 483.948919 = -11244.493942 nChanged 4 SP:Iteration 4Q (6534.380000 sec): 3 clusters Score: Raw -11734.722706 + Penalty 483.948919 = -11250.773787 nChanged 4 SP:Iteration 5Q (6534.590000 sec): 3 clusters Score: Raw -11738.516807 + Penalty 483.948919 = -11254.567888 nChanged 1 SP:Iteration 6Q (6534.840000 sec): 3 clusters Score: Raw -11743.574169 + Penalty 483.948919 = -11259.625250 nChanged 1 SP:Iteration 7Q (6535.080000 sec): 3 clusters Score: Raw -11744.533477 + Penalty 483.948919 = -11260.584558 nChanged 1 SP:Iteration 8Q (6535.340000 sec): 3 clusters Score: Raw -11745.506665 + Penalty 483.948919 = -11261.557745 nChanged 1 SP:Iteration 9Q (6535.520000 sec): 3 clusters Score: Raw -11746.242330 + Penalty 483.948919 = -11262.293410 nChanged 0 SP:Iteration 10F (6535.680000 sec): 3 clusters Score: Raw -11746.242330 + Penalty 483.948919 = -11262.293410 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6535.760000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6535.900000 sec): 3 clusters Score: Raw -1185.412809 + Penalty 312.492836 = -872.919973 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6536.020000 sec): 2 clusters Score: Raw -4103.047951 + Penalty 198.809877 = -3904.238074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6536.180000 sec): 3 clusters Score: Raw -4126.449263 + Penalty 397.619755 = -3728.829509 nChanged 10 SP:Iteration 1F (6536.350000 sec): 3 clusters Score: Raw -4157.988086 + Penalty 397.619755 = -3760.368331 nChanged 2 SP:Iteration 2Q (6536.500000 sec): 3 clusters Score: Raw -4163.527702 + Penalty 397.619755 = -3765.907947 nChanged 0 SP:Iteration 3F (6536.660000 sec): 3 clusters Score: Raw -4163.527702 + Penalty 397.619755 = -3765.907947 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (215 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6536.720000 sec): 2 clusters Score: Raw -12617.417397 + Penalty 244.364030 = -12373.053367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6536.870000 sec): 3 clusters Score: Raw -12542.969827 + Penalty 488.728061 = -12054.241767 nChanged 63 SP:Iteration 1F (6537.020000 sec): 3 clusters Score: Raw -12602.394855 + Penalty 488.728061 = -12113.666795 nChanged 18 SP:Iteration 2F (6537.180000 sec): 3 clusters Score: Raw -12633.040142 + Penalty 488.728061 = -12144.312082 nChanged 10 SP:Iteration 3Q (6537.370000 sec): 3 clusters Score: Raw -12649.976914 + Penalty 488.728061 = -12161.248853 nChanged 5 SP:Iteration 4Q (6537.590000 sec): 3 clusters Score: Raw -12661.158925 + Penalty 488.728061 = -12172.430864 nChanged 5 SP:Iteration 5Q (6537.750000 sec): 3 clusters Score: Raw -12672.572907 + Penalty 488.728061 = -12183.844846 nChanged 3 SP:Iteration 6Q (6537.920000 sec): 3 clusters Score: Raw -12678.988433 + Penalty 488.728061 = -12190.260373 nChanged 2 SP:Iteration 7Q (6538.150000 sec): 3 clusters Score: Raw -12681.285961 + Penalty 488.728061 = -12192.557900 nChanged 1 SP:Iteration 8Q (6538.310000 sec): 3 clusters Score: Raw -12682.843141 + Penalty 488.728061 = -12194.115080 nChanged 2 SP:Iteration 9Q (6538.480000 sec): 3 clusters Score: Raw -12688.270580 + Penalty 488.728061 = -12199.542519 nChanged 1 SP:Iteration 10Q (6538.660000 sec): 3 clusters Score: Raw -12694.366697 + Penalty 488.728061 = -12205.638636 nChanged 4 SP:Iteration 11Q (6538.830000 sec): 3 clusters Score: Raw -12711.121040 + Penalty 488.728061 = -12222.392980 nChanged 7 SP:Iteration 12Q (6539.000000 sec): 3 clusters Score: Raw -12740.483009 + Penalty 488.728061 = -12251.754949 nChanged 6 SP:Iteration 13Q (6539.190000 sec): 3 clusters Score: Raw -12788.152221 + Penalty 488.728061 = -12299.424161 nChanged 13 SP:Iteration 14F (6539.350000 sec): 3 clusters Score: Raw -12817.837631 + Penalty 488.728061 = -12329.109570 nChanged 13 SP:Iteration 15F (6539.500000 sec): 3 clusters Score: Raw -12845.298337 + Penalty 488.728061 = -12356.570276 nChanged 6 SP:Iteration 16Q (6539.690000 sec): 3 clusters Score: Raw -12860.923191 + Penalty 488.728061 = -12372.195130 nChanged 4 SP:Iteration 17Q (6539.880000 sec): 3 clusters Score: Raw -12865.190755 + Penalty 488.728061 = -12376.462694 nChanged 1 SP:Iteration 18Q (6540.120000 sec): 3 clusters Score: Raw -12865.996975 + Penalty 488.728061 = -12377.268914 nChanged 0 SP:Iteration 19F (6540.290000 sec): 3 clusters Score: Raw -12865.996975 + Penalty 488.728061 = -12377.268914 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6540.380000 sec): 2 clusters Score: Raw -12285.805717 + Penalty 242.638705 = -12043.167012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6540.540000 sec): 3 clusters Score: Raw -12243.013972 + Penalty 485.277410 = -11757.736562 nChanged 48 SP:Iteration 1F (6540.760000 sec): 3 clusters Score: Raw -12281.753350 + Penalty 485.277410 = -11796.475940 nChanged 8 SP:Iteration 2Q (6540.910000 sec): 3 clusters Score: Raw -12289.179967 + Penalty 485.277410 = -11803.902556 nChanged 3 SP:Iteration 3Q (6541.110000 sec): 3 clusters Score: Raw -12290.537838 + Penalty 485.277410 = -11805.260428 nChanged 2 SP:Iteration 4Q (6541.280000 sec): 3 clusters Score: Raw -12292.247580 + Penalty 485.277410 = -11806.970170 nChanged 1 SP:Iteration 5Q (6541.480000 sec): 3 clusters Score: Raw -12292.934034 + Penalty 485.277410 = -11807.656624 nChanged 0 SP:Iteration 6F (6541.650000 sec): 3 clusters Score: Raw -12292.934034 + Penalty 485.277410 = -11807.656624 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6541.700000 sec): 2 clusters Score: Raw -5367.770265 + Penalty 220.410512 = -5147.359753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6541.890000 sec): 3 clusters Score: Raw -5391.508903 + Penalty 440.821025 = -4950.687878 nChanged 21 SP:Iteration 1F (6542.090000 sec): 3 clusters Score: Raw -5438.031240 + Penalty 440.821025 = -4997.210215 nChanged 8 SP:Iteration 2F (6542.260000 sec): 3 clusters Score: Raw -5458.484213 + Penalty 440.821025 = -5017.663188 nChanged 5 SP:Iteration 3Q (6542.410000 sec): 3 clusters Score: Raw -5469.073276 + Penalty 440.821025 = -5028.252251 nChanged 3 SP:Iteration 4Q (6542.600000 sec): 3 clusters Score: Raw -5479.897187 + Penalty 440.821025 = -5039.076162 nChanged 3 SP:Iteration 5Q (6542.800000 sec): 3 clusters Score: Raw -5489.285200 + Penalty 440.821025 = -5048.464175 nChanged 1 SP:Iteration 6Q (6542.970000 sec): 3 clusters Score: Raw -5503.037490 + Penalty 440.821025 = -5062.216465 nChanged 2 SP:Iteration 7Q (6543.180000 sec): 3 clusters Score: Raw -5505.211770 + Penalty 440.821025 = -5064.390745 nChanged 0 SP:Iteration 8F (6543.360000 sec): 3 clusters Score: Raw -5505.211770 + Penalty 440.821025 = -5064.390745 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6543.440000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6543.650000 sec): 3 clusters Score: Raw -6460.956516 + Penalty 449.037128 = -6011.919388 nChanged 22 SP:Iteration 1F (6543.820000 sec): 3 clusters Score: Raw -6498.337290 + Penalty 449.037128 = -6049.300162 nChanged 10 SP:Iteration 2F (6544.030000 sec): 3 clusters Score: Raw -6516.255996 + Penalty 449.037128 = -6067.218868 nChanged 9 SP:Iteration 3F (6544.200000 sec): 3 clusters Score: Raw -6538.417642 + Penalty 449.037128 = -6089.380514 nChanged 6 SP:Iteration 4Q (6544.360000 sec): 3 clusters Score: Raw -6557.136619 + Penalty 449.037128 = -6108.099491 nChanged 6 SP:Iteration 5Q (6544.550000 sec): 3 clusters Score: Raw -6570.233541 + Penalty 449.037128 = -6121.196413 nChanged 1 SP:Iteration 6Q (6544.730000 sec): 3 clusters Score: Raw -6570.527193 + Penalty 449.037128 = -6121.490065 nChanged 1 SP:Iteration 7Q (6544.900000 sec): 3 clusters Score: Raw -6571.956109 + Penalty 449.037128 = -6122.918981 nChanged 0 SP:Iteration 8F (6545.120000 sec): 3 clusters Score: Raw -6571.956109 + Penalty 449.037128 = -6122.918981 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6545.260000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6545.500000 sec): 3 clusters Score: Raw -6498.404248 + Penalty 435.661749 = -6062.742499 nChanged 25 SP:Iteration 1F (6545.670000 sec): 3 clusters Score: Raw -6562.580701 + Penalty 435.661749 = -6126.918953 nChanged 7 SP:Iteration 2F (6545.880000 sec): 3 clusters Score: Raw -6596.420723 + Penalty 435.661749 = -6160.758974 nChanged 3 SP:Iteration 3Q (6546.020000 sec): 3 clusters Score: Raw -6611.059344 + Penalty 435.661749 = -6175.397596 nChanged 2 SP:Iteration 4Q (6546.190000 sec): 3 clusters Score: Raw -6615.048384 + Penalty 435.661749 = -6179.386635 nChanged 5 SP:Iteration 5Q (6546.440000 sec): 3 clusters Score: Raw -6625.890046 + Penalty 435.661749 = -6190.228297 nChanged 0 SP:Iteration 6F (6546.620000 sec): 3 clusters Score: Raw -6625.890046 + Penalty 435.661749 = -6190.228297 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6546.690000 sec): 2 clusters Score: Raw -7476.674019 + Penalty 222.851711 = -7253.822308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6546.900000 sec): 3 clusters Score: Raw -7473.538315 + Penalty 445.703422 = -7027.834893 nChanged 28 SP:Iteration 1F (6547.080000 sec): 3 clusters Score: Raw -7516.530541 + Penalty 445.703422 = -7070.827119 nChanged 8 SP:Iteration 2F (6547.240000 sec): 3 clusters Score: Raw -7528.683828 + Penalty 445.703422 = -7082.980406 nChanged 3 SP:Iteration 3Q (6547.400000 sec): 3 clusters Score: Raw -7533.674960 + Penalty 445.703422 = -7087.971538 nChanged 0 SP:Iteration 4F (6547.600000 sec): 3 clusters Score: Raw -7533.674960 + Penalty 445.703422 = -7087.971538 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6547.680000 sec): 2 clusters Score: Raw -2240.476479 + Penalty 179.781589 = -2060.694889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6547.860000 sec): 3 clusters Score: Raw -2310.765514 + Penalty 359.563178 = -1951.202335 nChanged 8 SP:Iteration 1F (6548.030000 sec): 3 clusters Score: Raw -2339.061839 + Penalty 359.563178 = -1979.498661 nChanged 1 SP:Iteration 2Q (6548.230000 sec): 3 clusters Score: Raw -2340.156544 + Penalty 359.563178 = -1980.593365 nChanged 0 SP:Iteration 3F (6548.410000 sec): 3 clusters Score: Raw -2340.156544 + Penalty 359.563178 = -1980.593365 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6548.500000 sec): 2 clusters Score: Raw -2092.263234 + Penalty 178.898066 = -1913.365168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6548.700000 sec): 3 clusters Score: Raw -2128.927921 + Penalty 357.796133 = -1771.131789 nChanged 6 SP:Iteration 1F (6548.900000 sec): 3 clusters Score: Raw -2147.523321 + Penalty 357.796133 = -1789.727189 nChanged 1 SP:Iteration 2Q (6549.070000 sec): 3 clusters Score: Raw -2152.601697 + Penalty 357.796133 = -1794.805564 nChanged 1 SP:Iteration 3Q (6549.250000 sec): 3 clusters Score: Raw -2159.985993 + Penalty 357.796133 = -1802.189860 nChanged 1 SP:Iteration 4Q (6549.430000 sec): 3 clusters Score: Raw -2166.755365 + Penalty 357.796133 = -1808.959232 nChanged 0 SP:Iteration 5F (6549.590000 sec): 3 clusters Score: Raw -2166.755365 + Penalty 357.796133 = -1808.959232 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6549.690000 sec): 2 clusters Score: Raw -18879.821460 + Penalty 267.817733 = -18612.003726 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6549.910000 sec): 3 clusters Score: Raw -18750.578302 + Penalty 535.635467 = -18214.942836 nChanged 112 SP:Iteration 1F (6550.100000 sec): 3 clusters Score: Raw -18858.652105 + Penalty 535.635467 = -18323.016638 nChanged 39 SP:Iteration 2F (6550.260000 sec): 3 clusters Score: Raw -18887.341673 + Penalty 535.635467 = -18351.706206 nChanged 23 SP:Iteration 3F (6550.480000 sec): 3 clusters Score: Raw -18907.989362 + Penalty 535.635467 = -18372.353895 nChanged 16 SP:Iteration 4Q (6550.650000 sec): 3 clusters Score: Raw -18926.768258 + Penalty 535.635467 = -18391.132792 nChanged 12 SP:Iteration 5Q (6550.810000 sec): 3 clusters Score: Raw -18936.238515 + Penalty 535.635467 = -18400.603048 nChanged 8 SP:Iteration 6Q (6550.970000 sec): 3 clusters Score: Raw -18942.904458 + Penalty 535.635467 = -18407.268991 nChanged 6 SP:Iteration 7Q (6551.160000 sec): 3 clusters Score: Raw -18946.927780 + Penalty 535.635467 = -18411.292313 nChanged 2 SP:Iteration 8Q (6551.350000 sec): 3 clusters Score: Raw -18948.626683 + Penalty 535.635467 = -18412.991216 nChanged 3 SP:Iteration 9Q (6551.560000 sec): 3 clusters Score: Raw -18952.798025 + Penalty 535.635467 = -18417.162559 nChanged 5 SP:Iteration 10Q (6551.780000 sec): 3 clusters Score: Raw -18958.196279 + Penalty 535.635467 = -18422.560812 nChanged 5 SP:Iteration 11Q (6551.960000 sec): 3 clusters Score: Raw -18967.961850 + Penalty 535.635467 = -18432.326384 nChanged 5 SP:Iteration 12Q (6552.180000 sec): 3 clusters Score: Raw -18972.264899 + Penalty 535.635467 = -18436.629432 nChanged 1 SP:Iteration 13Q (6552.330000 sec): 3 clusters Score: Raw -18972.711790 + Penalty 535.635467 = -18437.076323 nChanged 0 SP:Iteration 14F (6552.490000 sec): 3 clusters Score: Raw -18972.711790 + Penalty 535.635467 = -18437.076323 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6552.600000 sec): 2 clusters Score: Raw -5486.464883 + Penalty 228.286233 = -5258.178650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6552.760000 sec): 3 clusters Score: Raw -5476.614082 + Penalty 456.572465 = -5020.041617 nChanged 35 SP:Iteration 1F (6552.970000 sec): 3 clusters Score: Raw -5592.528364 + Penalty 456.572465 = -5135.955899 nChanged 12 SP:Iteration 2F (6553.130000 sec): 3 clusters Score: Raw -5616.666920 + Penalty 456.572465 = -5160.094455 nChanged 4 SP:Iteration 3Q (6553.320000 sec): 3 clusters Score: Raw -5629.154580 + Penalty 456.572465 = -5172.582115 nChanged 5 SP:Iteration 4Q (6553.500000 sec): 3 clusters Score: Raw -5645.319905 + Penalty 456.572465 = -5188.747440 nChanged 4 SP:Iteration 5Q (6553.690000 sec): 3 clusters Score: Raw -5654.478008 + Penalty 456.572465 = -5197.905543 nChanged 2 SP:Iteration 6Q (6553.890000 sec): 3 clusters Score: Raw -5659.197970 + Penalty 456.572465 = -5202.625505 nChanged 0 SP:Iteration 7F (6554.080000 sec): 3 clusters Score: Raw -5659.197970 + Penalty 456.572465 = -5202.625505 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6554.130000 sec): 2 clusters Score: Raw -8997.562486 + Penalty 241.974460 = -8755.588026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6554.380000 sec): 3 clusters Score: Raw -8938.920135 + Penalty 483.948919 = -8454.971215 nChanged 61 SP:Iteration 1F (6554.510000 sec): 3 clusters Score: Raw -9041.050991 + Penalty 483.948919 = -8557.102072 nChanged 22 SP:Iteration 2F (6554.710000 sec): 3 clusters Score: Raw -9099.677882 + Penalty 483.948919 = -8615.728963 nChanged 12 SP:Iteration 3F (6554.860000 sec): 3 clusters Score: Raw -9144.000837 + Penalty 483.948919 = -8660.051918 nChanged 13 SP:Iteration 4F (6555.020000 sec): 3 clusters Score: Raw -9176.038685 + Penalty 483.948919 = -8692.089766 nChanged 3 SP:Iteration 5Q (6555.230000 sec): 3 clusters Score: Raw -9184.881792 + Penalty 483.948919 = -8700.932873 nChanged 4 SP:Iteration 6Q (6555.430000 sec): 3 clusters Score: Raw -9193.426681 + Penalty 483.948919 = -8709.477761 nChanged 0 SP:Iteration 7F (6555.580000 sec): 3 clusters Score: Raw -9193.426681 + Penalty 483.948919 = -8709.477761 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6555.690000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6555.840000 sec): 3 clusters Score: Raw -19099.113339 + Penalty 527.992772 = -18571.120567 nChanged 89 SP:Iteration 1F (6556.030000 sec): 3 clusters Score: Raw -19179.065563 + Penalty 527.992772 = -18651.072791 nChanged 25 SP:Iteration 2F (6556.190000 sec): 3 clusters Score: Raw -19209.374948 + Penalty 527.992772 = -18681.382175 nChanged 23 SP:Iteration 3F (6556.350000 sec): 3 clusters Score: Raw -19238.991446 + Penalty 527.992772 = -18710.998674 nChanged 10 SP:Iteration 4Q (6556.550000 sec): 3 clusters Score: Raw -19247.676803 + Penalty 527.992772 = -18719.684031 nChanged 4 SP:Iteration 5Q (6556.740000 sec): 3 clusters Score: Raw -19253.251180 + Penalty 527.992772 = -18725.258407 nChanged 3 SP:Iteration 6Q (6556.890000 sec): 3 clusters Score: Raw -19254.548911 + Penalty 527.992772 = -18726.556139 nChanged 2 SP:Iteration 7Q (6557.070000 sec): 3 clusters Score: Raw -19256.066446 + Penalty 527.992772 = -18728.073674 nChanged 1 SP:Iteration 8Q (6557.280000 sec): 3 clusters Score: Raw -19258.404925 + Penalty 527.992772 = -18730.412153 nChanged 2 SP:Iteration 9Q (6557.470000 sec): 3 clusters Score: Raw -19260.432381 + Penalty 527.992772 = -18732.439609 nChanged 3 SP:Iteration 10Q (6557.600000 sec): 3 clusters Score: Raw -19264.718265 + Penalty 527.992772 = -18736.725493 nChanged 3 SP:Iteration 11Q (6557.730000 sec): 3 clusters Score: Raw -19271.245296 + Penalty 527.992772 = -18743.252524 nChanged 4 SP:Iteration 12Q (6557.870000 sec): 3 clusters Score: Raw -19284.092385 + Penalty 527.992772 = -18756.099613 nChanged 5 SP:Iteration 13Q (6558.020000 sec): 3 clusters Score: Raw -19292.591501 + Penalty 527.992772 = -18764.598729 nChanged 1 SP:Iteration 14Q (6558.170000 sec): 3 clusters Score: Raw -19293.321637 + Penalty 527.992772 = -18765.328865 nChanged 1 SP:Iteration 15Q (6558.340000 sec): 3 clusters Score: Raw -19293.470094 + Penalty 527.992772 = -18765.477321 nChanged 0 SP:Iteration 16F (6558.470000 sec): 3 clusters Score: Raw -19293.470094 + Penalty 527.992772 = -18765.477321 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6558.530000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6558.710000 sec): 3 clusters Score: Raw -6376.488799 + Penalty 441.534754 = -5934.954045 nChanged 24 SP:Iteration 1F (6558.850000 sec): 3 clusters Score: Raw -6403.601467 + Penalty 441.534754 = -5962.066713 nChanged 7 SP:Iteration 2F (6558.990000 sec): 3 clusters Score: Raw -6414.404363 + Penalty 441.534754 = -5972.869609 nChanged 2 SP:Iteration 3Q (6559.150000 sec): 3 clusters Score: Raw -6418.888434 + Penalty 441.534754 = -5977.353680 nChanged 1 SP:Iteration 4Q (6559.350000 sec): 3 clusters Score: Raw -6420.147485 + Penalty 441.534754 = -5978.612731 nChanged 0 SP:Iteration 5F (6559.530000 sec): 3 clusters Score: Raw -6420.147485 + Penalty 441.534754 = -5978.612731 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6559.610000 sec): 2 clusters Score: Raw -6204.642105 + Penalty 225.490131 = -5979.151974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6559.810000 sec): 3 clusters Score: Raw -6238.617777 + Penalty 450.980262 = -5787.637515 nChanged 37 SP:Iteration 1F (6559.990000 sec): 3 clusters Score: Raw -6301.965652 + Penalty 450.980262 = -5850.985390 nChanged 6 SP:Iteration 2Q (6560.180000 sec): 3 clusters Score: Raw -6312.366809 + Penalty 450.980262 = -5861.386546 nChanged 3 SP:Iteration 3Q (6560.390000 sec): 3 clusters Score: Raw -6317.089569 + Penalty 450.980262 = -5866.109307 nChanged 5 SP:Iteration 4Q (6560.580000 sec): 3 clusters Score: Raw -6328.494458 + Penalty 450.980262 = -5877.514196 nChanged 3 SP:Iteration 5Q (6560.790000 sec): 3 clusters Score: Raw -6331.419346 + Penalty 450.980262 = -5880.439084 nChanged 1 SP:Iteration 6Q (6560.930000 sec): 3 clusters Score: Raw -6332.504780 + Penalty 450.980262 = -5881.524518 nChanged 1 SP:Iteration 7Q (6561.120000 sec): 3 clusters Score: Raw -6333.413232 + Penalty 450.980262 = -5882.432969 nChanged 0 SP:Iteration 8F (6561.320000 sec): 3 clusters Score: Raw -6333.413232 + Penalty 450.980262 = -5882.432969 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6561.380000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6561.590000 sec): 3 clusters Score: Raw -6362.212196 + Penalty 466.820783 = -5895.391413 nChanged 41 SP:Iteration 1F (6561.770000 sec): 3 clusters Score: Raw -6429.435560 + Penalty 466.820783 = -5962.614777 nChanged 10 SP:Iteration 2F (6561.990000 sec): 3 clusters Score: Raw -6462.165708 + Penalty 466.820783 = -5995.344925 nChanged 6 SP:Iteration 3Q (6562.180000 sec): 3 clusters Score: Raw -6476.429908 + Penalty 466.820783 = -6009.609125 nChanged 6 SP:Iteration 4Q (6562.320000 sec): 3 clusters Score: Raw -6489.007583 + Penalty 466.820783 = -6022.186800 nChanged 2 SP:Iteration 5Q (6562.570000 sec): 3 clusters Score: Raw -6490.416144 + Penalty 466.820783 = -6023.595361 nChanged 0 SP:Iteration 6F (6562.710000 sec): 3 clusters Score: Raw -6490.416144 + Penalty 466.820783 = -6023.595361 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6562.790000 sec): 2 clusters Score: Raw -14995.149227 + Penalty 254.896406 = -14740.252821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6562.980000 sec): 3 clusters Score: Raw -14909.710462 + Penalty 509.792813 = -14399.917650 nChanged 69 SP:Iteration 1F (6563.130000 sec): 3 clusters Score: Raw -14966.992969 + Penalty 509.792813 = -14457.200156 nChanged 23 SP:Iteration 2F (6563.300000 sec): 3 clusters Score: Raw -14993.751197 + Penalty 509.792813 = -14483.958384 nChanged 7 SP:Iteration 3Q (6563.490000 sec): 3 clusters Score: Raw -15003.059110 + Penalty 509.792813 = -14493.266298 nChanged 7 SP:Iteration 4Q (6563.650000 sec): 3 clusters Score: Raw -15011.194603 + Penalty 509.792813 = -14501.401791 nChanged 7 SP:Iteration 5Q (6563.850000 sec): 3 clusters Score: Raw -15019.093963 + Penalty 509.792813 = -14509.301150 nChanged 7 SP:Iteration 6Q (6564.030000 sec): 3 clusters Score: Raw -15027.934505 + Penalty 509.792813 = -14518.141693 nChanged 4 SP:Iteration 7Q (6564.190000 sec): 3 clusters Score: Raw -15034.731188 + Penalty 509.792813 = -14524.938376 nChanged 4 SP:Iteration 8Q (6564.360000 sec): 3 clusters Score: Raw -15044.468261 + Penalty 509.792813 = -14534.675448 nChanged 3 SP:Iteration 9Q (6564.550000 sec): 3 clusters Score: Raw -15049.491854 + Penalty 509.792813 = -14539.699041 nChanged 3 SP:Iteration 10Q (6564.770000 sec): 3 clusters Score: Raw -15054.330262 + Penalty 509.792813 = -14544.537449 nChanged 3 SP:Iteration 11Q (6564.900000 sec): 3 clusters Score: Raw -15058.281919 + Penalty 509.792813 = -14548.489107 nChanged 5 SP:Iteration 12Q (6565.110000 sec): 3 clusters Score: Raw -15064.707988 + Penalty 509.792813 = -14554.915176 nChanged 1 SP:Iteration 13Q (6565.300000 sec): 3 clusters Score: Raw -15065.112318 + Penalty 509.792813 = -14555.319506 nChanged 0 SP:Iteration 14F (6565.490000 sec): 3 clusters Score: Raw -15065.112318 + Penalty 509.792813 = -14555.319506 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6565.560000 sec): 2 clusters Score: Raw -1996.449898 + Penalty 168.967529 = -1827.482369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6565.720000 sec): 3 clusters Score: Raw -2061.349488 + Penalty 337.935058 = -1723.414430 nChanged 2 SP:Iteration 1Q (6565.920000 sec): 3 clusters Score: Raw -2068.255767 + Penalty 337.935058 = -1730.320709 nChanged 0 SP:Iteration 2F (6566.090000 sec): 3 clusters Score: Raw -2068.255767 + Penalty 337.935058 = -1730.320709 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6566.200000 sec): 2 clusters Score: Raw -3814.100261 + Penalty 217.066150 = -3597.034110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6566.360000 sec): 3 clusters Score: Raw -3816.645418 + Penalty 434.132301 = -3382.513117 nChanged 31 SP:Iteration 1F (6566.530000 sec): 3 clusters Score: Raw -3899.413568 + Penalty 434.132301 = -3465.281267 nChanged 12 SP:Iteration 2F (6566.640000 sec): 3 clusters Score: Raw -3965.736566 + Penalty 434.132301 = -3531.604265 nChanged 3 SP:Iteration 3Q (6566.820000 sec): 3 clusters Score: Raw -4023.304882 + Penalty 434.132301 = -3589.172581 nChanged 2 SP:Iteration 4Q (6566.980000 sec): 3 clusters Score: Raw -4029.452942 + Penalty 434.132301 = -3595.320641 nChanged 1 SP:Iteration 5Q (6567.160000 sec): 3 clusters Score: Raw -4031.785867 + Penalty 434.132301 = -3597.653566 nChanged 1 SP:Iteration 6Q (6567.350000 sec): 3 clusters Score: Raw -4033.440383 + Penalty 434.132301 = -3599.308082 nChanged 1 SP:Iteration 7Q (6567.510000 sec): 3 clusters Score: Raw -4038.741801 + Penalty 434.132301 = -3604.609500 nChanged 1 SP:Iteration 8Q (6567.720000 sec): 3 clusters Score: Raw -4043.374733 + Penalty 434.132301 = -3609.242433 nChanged 2 SP:Iteration 9Q (6567.880000 sec): 3 clusters Score: Raw -4055.536506 + Penalty 434.132301 = -3621.404205 nChanged 3 SP:Iteration 10Q (6568.040000 sec): 3 clusters Score: Raw -4068.798676 + Penalty 434.132301 = -3634.666375 nChanged 1 SP:Iteration 11Q (6568.170000 sec): 3 clusters Score: Raw -4072.044699 + Penalty 434.132301 = -3637.912398 nChanged 1 SP:Iteration 12Q (6568.370000 sec): 3 clusters Score: Raw -4074.155134 + Penalty 434.132301 = -3640.022833 nChanged 1 SP:Iteration 13Q (6568.480000 sec): 3 clusters Score: Raw -4079.031072 + Penalty 434.132301 = -3644.898771 nChanged 0 SP:Iteration 14F (6568.670000 sec): 3 clusters Score: Raw -4079.031072 + Penalty 434.132301 = -3644.898771 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 68. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6568.740000 sec): 2 clusters Score: Raw -10346.354113 + Penalty 248.988316 = -10097.365798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6568.900000 sec): 3 clusters Score: Raw -10281.110380 + Penalty 497.976631 = -9783.133748 nChanged 63 SP:Iteration 1F (6569.060000 sec): 3 clusters Score: Raw -10368.960322 + Penalty 497.976631 = -9870.983690 nChanged 17 SP:Iteration 2F (6569.240000 sec): 3 clusters Score: Raw -10413.484275 + Penalty 497.976631 = -9915.507643 nChanged 11 SP:Iteration 3Q (6569.420000 sec): 3 clusters Score: Raw -10443.141378 + Penalty 497.976631 = -9945.164747 nChanged 14 SP:Iteration 4F (6569.590000 sec): 3 clusters Score: Raw -10477.774156 + Penalty 497.976631 = -9979.797525 nChanged 8 SP:Iteration 5Q (6569.720000 sec): 3 clusters Score: Raw -10503.887879 + Penalty 497.976631 = -10005.911248 nChanged 9 SP:Iteration 6Q (6569.900000 sec): 3 clusters Score: Raw -10525.657140 + Penalty 497.976631 = -10027.680508 nChanged 3 SP:Iteration 7Q (6570.080000 sec): 3 clusters Score: Raw -10530.285868 + Penalty 497.976631 = -10032.309237 nChanged 2 SP:Iteration 8Q (6570.270000 sec): 3 clusters Score: Raw -10536.310712 + Penalty 497.976631 = -10038.334080 nChanged 2 SP:Iteration 9Q (6570.450000 sec): 3 clusters Score: Raw -10543.648984 + Penalty 497.976631 = -10045.672353 nChanged 2 SP:Iteration 10Q (6570.620000 sec): 3 clusters Score: Raw -10547.493644 + Penalty 497.976631 = -10049.517013 nChanged 1 SP:Iteration 11Q (6570.770000 sec): 3 clusters Score: Raw -10549.087272 + Penalty 497.976631 = -10051.110641 nChanged 1 SP:Iteration 12Q (6570.930000 sec): 3 clusters Score: Raw -10550.000936 + Penalty 497.976631 = -10052.024305 nChanged 1 SP:Iteration 13Q (6571.060000 sec): 3 clusters Score: Raw -10552.145036 + Penalty 497.976631 = -10054.168405 nChanged 2 SP:Iteration 14Q (6571.230000 sec): 3 clusters Score: Raw -10554.722595 + Penalty 497.976631 = -10056.745964 nChanged 1 SP:Iteration 15Q (6571.360000 sec): 3 clusters Score: Raw -10558.961712 + Penalty 497.976631 = -10060.985081 nChanged 3 SP:Iteration 16Q (6571.510000 sec): 3 clusters Score: Raw -10565.097682 + Penalty 497.976631 = -10067.121051 nChanged 3 SP:Iteration 17Q (6571.650000 sec): 3 clusters Score: Raw -10575.530870 + Penalty 497.976631 = -10077.554239 nChanged 3 SP:Iteration 18Q (6571.760000 sec): 3 clusters Score: Raw -10580.426153 + Penalty 497.976631 = -10082.449522 nChanged 0 SP:Iteration 19F (6571.880000 sec): 3 clusters Score: Raw -10584.983359 + Penalty 497.976631 = -10087.006728 nChanged 1 SP:Iteration 20F (6571.990000 sec): 3 clusters Score: Raw -10587.641665 + Penalty 497.976631 = -10089.665033 nChanged 1 SP:Iteration 21Q (6572.100000 sec): 3 clusters Score: Raw -10588.594627 + Penalty 497.976631 = -10090.617996 nChanged 2 SP:Iteration 22Q (6572.240000 sec): 3 clusters Score: Raw -10592.102141 + Penalty 497.976631 = -10094.125509 nChanged 0 SP:Iteration 23F (6572.360000 sec): 3 clusters Score: Raw -10592.102141 + Penalty 497.976631 = -10094.125509 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (49 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6572.430000 sec): 2 clusters Score: Raw -1732.688116 + Penalty 177.077824 = -1555.610293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6572.540000 sec): 3 clusters Score: Raw -1819.047437 + Penalty 354.155647 = -1464.891790 nChanged 7 SP:Iteration 1F (6572.650000 sec): 3 clusters Score: Raw -1851.148110 + Penalty 354.155647 = -1496.992463 nChanged 2 SP:Iteration 2Q (6572.770000 sec): 3 clusters Score: Raw -1857.296044 + Penalty 354.155647 = -1503.140397 nChanged 1 SP:Iteration 3Q (6572.880000 sec): 3 clusters Score: Raw -1858.990981 + Penalty 354.155647 = -1504.835334 nChanged 0 SP:Iteration 4F (6573.000000 sec): 3 clusters Score: Raw -1858.990981 + Penalty 354.155647 = -1504.835334 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6573.070000 sec): 2 clusters Score: Raw -11510.070001 + Penalty 242.418366 = -11267.651636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6573.170000 sec): 3 clusters Score: Raw -11446.150798 + Penalty 484.836731 = -10961.314066 nChanged 62 SP:Iteration 1F (6573.280000 sec): 3 clusters Score: Raw -11532.017330 + Penalty 484.836731 = -11047.180599 nChanged 12 SP:Iteration 2F (6573.400000 sec): 3 clusters Score: Raw -11552.426052 + Penalty 484.836731 = -11067.589320 nChanged 8 SP:Iteration 3Q (6573.510000 sec): 3 clusters Score: Raw -11572.459074 + Penalty 484.836731 = -11087.622343 nChanged 8 SP:Iteration 4Q (6573.620000 sec): 3 clusters Score: Raw -11587.318146 + Penalty 484.836731 = -11102.481415 nChanged 4 SP:Iteration 5Q (6573.740000 sec): 3 clusters Score: Raw -11594.331448 + Penalty 484.836731 = -11109.494717 nChanged 2 SP:Iteration 6Q (6573.860000 sec): 3 clusters Score: Raw -11595.794793 + Penalty 484.836731 = -11110.958062 nChanged 1 SP:Iteration 7Q (6573.970000 sec): 3 clusters Score: Raw -11596.615051 + Penalty 484.836731 = -11111.778320 nChanged 0 SP:Iteration 8F (6574.090000 sec): 3 clusters Score: Raw -11596.615051 + Penalty 484.836731 = -11111.778320 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6574.140000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6574.260000 sec): 3 clusters Score: Raw -6318.160135 + Penalty 447.718264 = -5870.441871 nChanged 32 SP:Iteration 1F (6574.380000 sec): 3 clusters Score: Raw -6377.066164 + Penalty 447.718264 = -5929.347900 nChanged 13 SP:Iteration 2F (6574.510000 sec): 3 clusters Score: Raw -6406.334218 + Penalty 447.718264 = -5958.615953 nChanged 4 SP:Iteration 3Q (6574.640000 sec): 3 clusters Score: Raw -6412.762249 + Penalty 447.718264 = -5965.043985 nChanged 1 SP:Iteration 4Q (6574.770000 sec): 3 clusters Score: Raw -6414.125992 + Penalty 447.718264 = -5966.407728 nChanged 0 SP:Iteration 5F (6574.900000 sec): 3 clusters Score: Raw -6414.125992 + Penalty 447.718264 = -5966.407728 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6574.960000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6575.090000 sec): 3 clusters Score: Raw -4232.057850 + Penalty 413.439825 = -3818.618025 nChanged 19 SP:Iteration 1F (6575.220000 sec): 3 clusters Score: Raw -4280.606600 + Penalty 413.439825 = -3867.166775 nChanged 5 SP:Iteration 2F (6575.340000 sec): 3 clusters Score: Raw -4303.419958 + Penalty 413.439825 = -3889.980133 nChanged 3 SP:Iteration 3Q (6575.470000 sec): 3 clusters Score: Raw -4318.217577 + Penalty 413.439825 = -3904.777751 nChanged 0 SP:Iteration 4F (6575.600000 sec): 3 clusters Score: Raw -4318.217577 + Penalty 413.439825 = -3904.777751 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6575.660000 sec): 2 clusters Score: Raw -3887.284035 + Penalty 198.809877 = -3688.474157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6575.790000 sec): 3 clusters Score: Raw -3899.528740 + Penalty 397.619755 = -3501.908986 nChanged 16 SP:Iteration 1F (6575.930000 sec): 3 clusters Score: Raw -3961.520102 + Penalty 397.619755 = -3563.900347 nChanged 5 SP:Iteration 2F (6576.080000 sec): 3 clusters Score: Raw -3974.009362 + Penalty 397.619755 = -3576.389608 nChanged 0 Deleting Class 67 (88 points): Lose 451.980046 but Gain 562.056204 Iteration 209F (6602.400000 sec): 68 clusters Score: Raw -13226636.540186 + Penalty 37657.765649 = -13188978.774537 nChanged 99 Deleting Class 38 (35 points): Lose 540.409490 but Gain 562.056204 Iteration 210F (6628.100000 sec): 67 clusters Score: Raw -13226372.561093 + Penalty 37095.709445 = -13189276.851648 nChanged 66 Iteration 211Q (6646.050000 sec): 67 clusters Score: Raw -13226668.351983 + Penalty 37095.709445 = -13189572.642537 nChanged 29 Iteration 212Q (6665.760000 sec): 67 clusters Score: Raw -13226713.472592 + Penalty 37095.709445 = -13189617.763146 nChanged 21 Iteration 213Q (6684.310000 sec): 67 clusters Score: Raw -13226729.627964 + Penalty 37095.709445 = -13189633.918518 nChanged 25 Iteration 214Q (6704.100000 sec): 67 clusters Score: Raw -13226739.210357 + Penalty 37095.709445 = -13189643.500912 nChanged 20 Iteration 215Q (6725.020000 sec): 67 clusters Score: Raw -13226741.900298 + Penalty 37095.709445 = -13189646.190852 nChanged 15 Iteration 216Q (6743.040000 sec): 67 clusters Score: Raw -13226742.596030 + Penalty 37095.709445 = -13189646.886584 nChanged 7 Iteration 217Q (6761.610000 sec): 67 clusters Score: Raw -13226742.767175 + Penalty 37095.709445 = -13189647.057730 nChanged 5 Iteration 218Q (6779.730000 sec): 67 clusters Score: Raw -13226742.807716 + Penalty 37095.709445 = -13189647.098271 nChanged 4 Writing temp clu file Because OldScore, -13189647.057730, is greater than current (better) Score,-13189647.098271 Compute initial score before splitting: Score: Raw -13226742.807716 + Penalty 37095.709445 = -13189647.098271 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6779.850000 sec): 2 clusters Score: Raw -17909.516225 + Penalty 262.742095 = -17646.774129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6780.050000 sec): 3 clusters Score: Raw -17800.650594 + Penalty 525.484191 = -17275.166404 nChanged 103 SP:Iteration 1F (6780.300000 sec): 3 clusters Score: Raw -17888.797415 + Penalty 525.484191 = -17363.313225 nChanged 25 SP:Iteration 2F (6780.480000 sec): 3 clusters Score: Raw -17914.478625 + Penalty 525.484191 = -17388.994435 nChanged 14 SP:Iteration 3Q (6780.650000 sec): 3 clusters Score: Raw -17931.268959 + Penalty 525.484191 = -17405.784768 nChanged 13 SP:Iteration 4Q (6780.860000 sec): 3 clusters Score: Raw -17946.896378 + Penalty 525.484191 = -17421.412188 nChanged 11 SP:Iteration 5Q (6781.020000 sec): 3 clusters Score: Raw -17958.017375 + Penalty 525.484191 = -17432.533184 nChanged 11 SP:Iteration 6Q (6781.240000 sec): 3 clusters Score: Raw -17967.209491 + Penalty 525.484191 = -17441.725300 nChanged 8 SP:Iteration 7Q (6781.370000 sec): 3 clusters Score: Raw -17978.959435 + Penalty 525.484191 = -17453.475244 nChanged 8 SP:Iteration 8Q (6781.550000 sec): 3 clusters Score: Raw -17989.582779 + Penalty 525.484191 = -17464.098588 nChanged 6 SP:Iteration 9Q (6781.740000 sec): 3 clusters Score: Raw -17996.600621 + Penalty 525.484191 = -17471.116430 nChanged 1 SP:Iteration 10Q (6781.930000 sec): 3 clusters Score: Raw -17997.810747 + Penalty 525.484191 = -17472.326556 nChanged 0 SP:Iteration 11F (6782.110000 sec): 3 clusters Score: Raw -17997.810747 + Penalty 525.484191 = -17472.326556 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6782.190000 sec): 2 clusters Score: Raw -51401.830698 + Penalty 313.244143 = -51088.586555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6782.390000 sec): 3 clusters Score: Raw -50929.134825 + Penalty 626.488285 = -50302.646539 nChanged 400 SP:Iteration 1F (6782.590000 sec): 3 clusters Score: Raw -51179.613828 + Penalty 626.488285 = -50553.125543 nChanged 73 SP:Iteration 2F (6782.760000 sec): 3 clusters Score: Raw -51234.526042 + Penalty 626.488285 = -50608.037757 nChanged 65 SP:Iteration 3F (6782.950000 sec): 3 clusters Score: Raw -51281.159731 + Penalty 626.488285 = -50654.671446 nChanged 50 SP:Iteration 4F (6783.120000 sec): 3 clusters Score: Raw -51321.846388 + Penalty 626.488285 = -50695.358103 nChanged 40 SP:Iteration 5Q (6783.290000 sec): 3 clusters Score: Raw -51358.752615 + Penalty 626.488285 = -50732.264330 nChanged 31 SP:Iteration 6Q (6783.470000 sec): 3 clusters Score: Raw -51385.267833 + Penalty 626.488285 = -50758.779547 nChanged 22 SP:Iteration 7Q (6783.660000 sec): 3 clusters Score: Raw -51410.353875 + Penalty 626.488285 = -50783.865589 nChanged 22 SP:Iteration 8Q (6783.850000 sec): 3 clusters Score: Raw -51439.039590 + Penalty 626.488285 = -50812.551305 nChanged 13 SP:Iteration 9Q (6784.030000 sec): 3 clusters Score: Raw -51461.368650 + Penalty 626.488285 = -50834.880365 nChanged 13 SP:Iteration 10Q (6784.150000 sec): 3 clusters Score: Raw -51472.313465 + Penalty 626.488285 = -50845.825180 nChanged 6 SP:Iteration 11Q (6784.330000 sec): 3 clusters Score: Raw -51482.277624 + Penalty 626.488285 = -50855.789339 nChanged 4 SP:Iteration 12Q (6784.550000 sec): 3 clusters Score: Raw -51488.849352 + Penalty 626.488285 = -50862.361066 nChanged 5 SP:Iteration 13Q (6784.720000 sec): 3 clusters Score: Raw -51502.605261 + Penalty 626.488285 = -50876.116975 nChanged 2 SP:Iteration 14Q (6784.890000 sec): 3 clusters Score: Raw -51505.478004 + Penalty 626.488285 = -50878.989719 nChanged 2 SP:Iteration 15Q (6785.040000 sec): 3 clusters Score: Raw -51508.334837 + Penalty 626.488285 = -50881.846551 nChanged 3 SP:Iteration 16Q (6785.270000 sec): 3 clusters Score: Raw -51513.549454 + Penalty 626.488285 = -50887.061169 nChanged 3 SP:Iteration 17Q (6785.410000 sec): 3 clusters Score: Raw -51516.936324 + Penalty 626.488285 = -50890.448039 nChanged 1 SP:Iteration 18Q (6785.580000 sec): 3 clusters Score: Raw -51517.551550 + Penalty 626.488285 = -50891.063265 nChanged 0 SP:Iteration 19F (6785.790000 sec): 3 clusters Score: Raw -51520.273926 + Penalty 626.488285 = -50893.785640 nChanged 1 SP:Iteration 20F (6785.980000 sec): 3 clusters Score: Raw -51521.653732 + Penalty 626.488285 = -50895.165447 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6786.110000 sec): 2 clusters Score: Raw -124134.754526 + Penalty 347.384341 = -123787.370185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6786.270000 sec): 3 clusters Score: Raw -122990.288142 + Penalty 694.768682 = -122295.519460 nChanged 870 SP:Iteration 1F (6786.440000 sec): 3 clusters Score: Raw -123561.384556 + Penalty 694.768682 = -122866.615874 nChanged 172 SP:Iteration 2F (6786.660000 sec): 3 clusters Score: Raw -123687.481060 + Penalty 694.768682 = -122992.712379 nChanged 129 SP:Iteration 3F (6786.800000 sec): 3 clusters Score: Raw -123768.970561 + Penalty 694.768682 = -123074.201879 nChanged 82 SP:Iteration 4Q (6786.960000 sec): 3 clusters Score: Raw -123827.512070 + Penalty 694.768682 = -123132.743388 nChanged 76 SP:Iteration 5Q (6787.120000 sec): 3 clusters Score: Raw -123869.012751 + Penalty 694.768682 = -123174.244069 nChanged 59 SP:Iteration 6Q (6787.300000 sec): 3 clusters Score: Raw -123894.143277 + Penalty 694.768682 = -123199.374595 nChanged 47 SP:Iteration 7Q (6787.490000 sec): 3 clusters Score: Raw -123911.734257 + Penalty 694.768682 = -123216.965575 nChanged 28 SP:Iteration 8Q (6787.670000 sec): 3 clusters Score: Raw -123919.660296 + Penalty 694.768682 = -123224.891614 nChanged 16 SP:Iteration 9Q (6787.860000 sec): 3 clusters Score: Raw -123923.437013 + Penalty 694.768682 = -123228.668332 nChanged 11 SP:Iteration 10Q (6788.030000 sec): 3 clusters Score: Raw -123926.210008 + Penalty 694.768682 = -123231.441327 nChanged 11 SP:Iteration 11Q (6788.230000 sec): 3 clusters Score: Raw -123928.380976 + Penalty 694.768682 = -123233.612295 nChanged 8 SP:Iteration 12Q (6788.410000 sec): 3 clusters Score: Raw -123929.341471 + Penalty 694.768682 = -123234.572789 nChanged 5 SP:Iteration 13Q (6788.580000 sec): 3 clusters Score: Raw -123930.093853 + Penalty 694.768682 = -123235.325172 nChanged 5 SP:Iteration 14Q (6788.750000 sec): 3 clusters Score: Raw -123930.628063 + Penalty 694.768682 = -123235.859381 nChanged 5 SP:Iteration 15Q (6788.980000 sec): 3 clusters Score: Raw -123931.448751 + Penalty 694.768682 = -123236.680069 nChanged 2 SP:Iteration 16Q (6789.090000 sec): 3 clusters Score: Raw -123931.707905 + Penalty 694.768682 = -123236.939223 nChanged 2 SP:Iteration 17Q (6789.250000 sec): 3 clusters Score: Raw -123932.241468 + Penalty 694.768682 = -123237.472786 nChanged 3 SP:Iteration 18Q (6789.420000 sec): 3 clusters Score: Raw -123933.098463 + Penalty 694.768682 = -123238.329782 nChanged 4 SP:Iteration 19Q (6789.600000 sec): 3 clusters Score: Raw -123933.792277 + Penalty 694.768682 = -123239.023595 nChanged 3 SP:Iteration 20F (6789.780000 sec): 3 clusters Score: Raw -123934.651901 + Penalty 694.768682 = -123239.883219 nChanged 3 SP:Iteration 21Q (6789.980000 sec): 3 clusters Score: Raw -123935.478017 + Penalty 694.768682 = -123240.709336 nChanged 2 SP:Iteration 22Q (6790.180000 sec): 3 clusters Score: Raw -123936.069859 + Penalty 694.768682 = -123241.301177 nChanged 2 SP:Iteration 23Q (6790.340000 sec): 3 clusters Score: Raw -123936.427450 + Penalty 694.768682 = -123241.658769 nChanged 2 SP:Iteration 24Q (6790.560000 sec): 3 clusters Score: Raw -123936.653582 + Penalty 694.768682 = -123241.884900 nChanged 4 SP:Iteration 25Q (6790.720000 sec): 3 clusters Score: Raw -123937.145505 + Penalty 694.768682 = -123242.376824 nChanged 4 SP:Iteration 26Q (6790.890000 sec): 3 clusters Score: Raw -123937.960117 + Penalty 694.768682 = -123243.191435 nChanged 5 SP:Iteration 27Q (6791.050000 sec): 3 clusters Score: Raw -123939.287540 + Penalty 694.768682 = -123244.518858 nChanged 6 SP:Iteration 28Q (6791.230000 sec): 3 clusters Score: Raw -123940.492544 + Penalty 694.768682 = -123245.723862 nChanged 4 SP:Iteration 29Q (6791.440000 sec): 3 clusters Score: Raw -123940.861276 + Penalty 694.768682 = -123246.092594 nChanged 1 SP:Iteration 30Q (6791.600000 sec): 3 clusters Score: Raw -123940.949239 + Penalty 694.768682 = -123246.180557 nChanged 0 SP:Iteration 31F (6791.780000 sec): 3 clusters Score: Raw -123940.949239 + Penalty 694.768682 = -123246.180557 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6791.900000 sec): 2 clusters Score: Raw -895833.532633 + Penalty 435.854085 = -895397.678548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6792.110000 sec): 3 clusters Score: Raw -886576.796126 + Penalty 871.708169 = -885705.087956 nChanged 6818 SP:Iteration 1F (6792.330000 sec): 3 clusters Score: Raw -890516.059091 + Penalty 871.708169 = -889644.350922 nChanged 708 SP:Iteration 2Q (6792.560000 sec): 3 clusters Score: Raw -890812.467489 + Penalty 871.708169 = -889940.759320 nChanged 886 SP:Iteration 3F (6792.790000 sec): 3 clusters Score: Raw -891293.808814 + Penalty 871.708169 = -890422.100645 nChanged 1003 SP:Iteration 4F (6793.000000 sec): 3 clusters Score: Raw -891947.119873 + Penalty 871.708169 = -891075.411704 nChanged 1049 SP:Iteration 5F (6793.210000 sec): 3 clusters Score: Raw -892607.386574 + Penalty 871.708169 = -891735.678405 nChanged 912 SP:Iteration 6F (6793.450000 sec): 3 clusters Score: Raw -893170.178377 + Penalty 871.708169 = -892298.470207 nChanged 742 SP:Iteration 7F (6793.630000 sec): 3 clusters Score: Raw -893534.069392 + Penalty 871.708169 = -892662.361223 nChanged 516 SP:Iteration 8Q (6793.800000 sec): 3 clusters Score: Raw -893767.009449 + Penalty 871.708169 = -892895.301279 nChanged 431 SP:Iteration 9Q (6794.020000 sec): 3 clusters Score: Raw -893959.773366 + Penalty 871.708169 = -893088.065197 nChanged 359 SP:Iteration 10Q (6794.220000 sec): 3 clusters Score: Raw -894117.390493 + Penalty 871.708169 = -893245.682324 nChanged 340 SP:Iteration 11Q (6794.430000 sec): 3 clusters Score: Raw -894276.938573 + Penalty 871.708169 = -893405.230404 nChanged 278 SP:Iteration 12Q (6794.630000 sec): 3 clusters Score: Raw -894399.192084 + Penalty 871.708169 = -893527.483915 nChanged 232 SP:Iteration 13Q (6794.850000 sec): 3 clusters Score: Raw -894488.719577 + Penalty 871.708169 = -893617.011407 nChanged 212 SP:Iteration 14Q (6795.090000 sec): 3 clusters Score: Raw -894559.898779 + Penalty 871.708169 = -893688.190610 nChanged 191 SP:Iteration 15Q (6795.270000 sec): 3 clusters Score: Raw -894630.054605 + Penalty 871.708169 = -893758.346435 nChanged 183 SP:Iteration 16Q (6795.520000 sec): 3 clusters Score: Raw -894699.915397 + Penalty 871.708169 = -893828.207228 nChanged 195 SP:Iteration 17Q (6795.720000 sec): 3 clusters Score: Raw -894766.994414 + Penalty 871.708169 = -893895.286245 nChanged 169 SP:Iteration 18Q (6795.920000 sec): 3 clusters Score: Raw -894825.285826 + Penalty 871.708169 = -893953.577657 nChanged 174 SP:Iteration 19Q (6796.130000 sec): 3 clusters Score: Raw -894885.416141 + Penalty 871.708169 = -894013.707972 nChanged 162 SP:Iteration 20F (6796.340000 sec): 3 clusters Score: Raw -894941.309182 + Penalty 871.708169 = -894069.601013 nChanged 163 SP:Iteration 21Q (6796.610000 sec): 3 clusters Score: Raw -894996.462725 + Penalty 871.708169 = -894124.754556 nChanged 153 SP:Iteration 22Q (6796.860000 sec): 3 clusters Score: Raw -895047.027075 + Penalty 871.708169 = -894175.318906 nChanged 144 SP:Iteration 23Q (6797.060000 sec): 3 clusters Score: Raw -895103.331851 + Penalty 871.708169 = -894231.623682 nChanged 148 SP:Iteration 24Q (6797.280000 sec): 3 clusters Score: Raw -895153.252316 + Penalty 871.708169 = -894281.544147 nChanged 141 SP:Iteration 25Q (6797.490000 sec): 3 clusters Score: Raw -895201.801470 + Penalty 871.708169 = -894330.093301 nChanged 139 SP:Iteration 26Q (6797.710000 sec): 3 clusters Score: Raw -895248.638435 + Penalty 871.708169 = -894376.930266 nChanged 126 SP:Iteration 27Q (6797.960000 sec): 3 clusters Score: Raw -895293.216519 + Penalty 871.708169 = -894421.508350 nChanged 144 SP:Iteration 28Q (6798.140000 sec): 3 clusters Score: Raw -895345.356684 + Penalty 871.708169 = -894473.648515 nChanged 130 SP:Iteration 29Q (6798.350000 sec): 3 clusters Score: Raw -895392.646730 + Penalty 871.708169 = -894520.938561 nChanged 123 SP:Iteration 30Q (6798.580000 sec): 3 clusters Score: Raw -895435.457259 + Penalty 871.708169 = -894563.749090 nChanged 111 SP:Iteration 31Q (6798.770000 sec): 3 clusters Score: Raw -895474.934206 + Penalty 871.708169 = -894603.226037 nChanged 109 SP:Iteration 32Q (6798.960000 sec): 3 clusters Score: Raw -895513.745489 + Penalty 871.708169 = -894642.037320 nChanged 95 SP:Iteration 33Q (6799.170000 sec): 3 clusters Score: Raw -895544.416206 + Penalty 871.708169 = -894672.708037 nChanged 98 SP:Iteration 34Q (6799.380000 sec): 3 clusters Score: Raw -895580.621308 + Penalty 871.708169 = -894708.913139 nChanged 94 SP:Iteration 35Q (6799.550000 sec): 3 clusters Score: Raw -895617.360147 + Penalty 871.708169 = -894745.651978 nChanged 92 SP:Iteration 36Q (6799.750000 sec): 3 clusters Score: Raw -895652.892558 + Penalty 871.708169 = -894781.184389 nChanged 71 SP:Iteration 37Q (6799.960000 sec): 3 clusters Score: Raw -895683.846718 + Penalty 871.708169 = -894812.138548 nChanged 68 SP:Iteration 38Q (6800.190000 sec): 3 clusters Score: Raw -895705.857456 + Penalty 871.708169 = -894834.149287 nChanged 54 SP:Iteration 39Q (6800.380000 sec): 3 clusters Score: Raw -895731.745436 + Penalty 871.708169 = -894860.037267 nChanged 52 SP:Iteration 40F (6800.620000 sec): 3 clusters Score: Raw -895757.841143 + Penalty 871.708169 = -894886.132974 nChanged 62 SP:Iteration 41Q (6800.830000 sec): 3 clusters Score: Raw -895782.692451 + Penalty 871.708169 = -894910.984282 nChanged 48 SP:Iteration 42Q (6801.030000 sec): 3 clusters Score: Raw -895799.249547 + Penalty 871.708169 = -894927.541377 nChanged 41 SP:Iteration 43Q (6801.250000 sec): 3 clusters Score: Raw -895810.461326 + Penalty 871.708169 = -894938.753157 nChanged 28 SP:Iteration 44Q (6801.480000 sec): 3 clusters Score: Raw -895817.453485 + Penalty 871.708169 = -894945.745316 nChanged 24 SP:Iteration 45Q (6801.690000 sec): 3 clusters Score: Raw -895825.490950 + Penalty 871.708169 = -894953.782781 nChanged 28 SP:Iteration 46Q (6801.920000 sec): 3 clusters Score: Raw -895833.932147 + Penalty 871.708169 = -894962.223978 nChanged 23 SP:Iteration 47Q (6802.130000 sec): 3 clusters Score: Raw -895839.242744 + Penalty 871.708169 = -894967.534575 nChanged 18 SP:Iteration 48Q (6802.360000 sec): 3 clusters Score: Raw -895843.137717 + Penalty 871.708169 = -894971.429548 nChanged 10 SP:Iteration 49Q (6802.570000 sec): 3 clusters Score: Raw -895845.750687 + Penalty 871.708169 = -894974.042517 nChanged 13 SP:Iteration 50Q (6802.760000 sec): 3 clusters Score: Raw -895849.170236 + Penalty 871.708169 = -894977.462067 nChanged 15 SP:Iteration 51Q (6802.990000 sec): 3 clusters Score: Raw -895852.695452 + Penalty 871.708169 = -894980.987283 nChanged 16 SP:Iteration 52Q (6803.220000 sec): 3 clusters Score: Raw -895858.604607 + Penalty 871.708169 = -894986.896438 nChanged 24 SP:Iteration 53Q (6803.400000 sec): 3 clusters Score: Raw -895866.670723 + Penalty 871.708169 = -894994.962554 nChanged 15 SP:Iteration 54Q (6803.580000 sec): 3 clusters Score: Raw -895869.637329 + Penalty 871.708169 = -894997.929160 nChanged 10 SP:Iteration 55Q (6803.760000 sec): 3 clusters Score: Raw -895871.974525 + Penalty 871.708169 = -895000.266356 nChanged 11 SP:Iteration 56Q (6803.960000 sec): 3 clusters Score: Raw -895874.268847 + Penalty 871.708169 = -895002.560677 nChanged 12 SP:Iteration 57Q (6804.160000 sec): 3 clusters Score: Raw -895877.221304 + Penalty 871.708169 = -895005.513134 nChanged 12 SP:Iteration 58Q (6804.400000 sec): 3 clusters Score: Raw -895881.173520 + Penalty 871.708169 = -895009.465350 nChanged 10 SP:Iteration 59Q (6804.620000 sec): 3 clusters Score: Raw -895884.318993 + Penalty 871.708169 = -895012.610824 nChanged 11 SP:Iteration 60F (6804.800000 sec): 3 clusters Score: Raw -895886.629003 + Penalty 871.708169 = -895014.920834 nChanged 7 SP:Iteration 61Q (6805.020000 sec): 3 clusters Score: Raw -895888.839144 + Penalty 871.708169 = -895017.130974 nChanged 8 SP:Iteration 62Q (6805.220000 sec): 3 clusters Score: Raw -895890.865484 + Penalty 871.708169 = -895019.157314 nChanged 5 SP:Iteration 63Q (6805.430000 sec): 3 clusters Score: Raw -895891.856387 + Penalty 871.708169 = -895020.148218 nChanged 6 SP:Iteration 64Q (6805.620000 sec): 3 clusters Score: Raw -895893.635662 + Penalty 871.708169 = -895021.927493 nChanged 6 SP:Iteration 65Q (6805.840000 sec): 3 clusters Score: Raw -895894.165480 + Penalty 871.708169 = -895022.457311 nChanged 0 SP:Iteration 66F (6806.080000 sec): 3 clusters Score: Raw -895894.165480 + Penalty 871.708169 = -895022.457311 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6806.140000 sec): 2 clusters Score: Raw -3886.254017 + Penalty 193.306534 = -3692.947483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6806.360000 sec): 3 clusters Score: Raw -3909.064460 + Penalty 386.613067 = -3522.451393 nChanged 17 SP:Iteration 1F (6806.550000 sec): 3 clusters Score: Raw -3950.484280 + Penalty 386.613067 = -3563.871213 nChanged 2 SP:Iteration 2Q (6806.760000 sec): 3 clusters Score: Raw -3959.715673 + Penalty 386.613067 = -3573.102606 nChanged 1 SP:Iteration 3Q (6806.900000 sec): 3 clusters Score: Raw -3963.541172 + Penalty 386.613067 = -3576.928105 nChanged 0 SP:Iteration 4F (6807.080000 sec): 3 clusters Score: Raw -3963.541172 + Penalty 386.613067 = -3576.928105 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6807.200000 sec): 2 clusters Score: Raw -173475.197476 + Penalty 365.205611 = -173109.991865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6807.390000 sec): 3 clusters Score: Raw -171711.482944 + Penalty 730.411221 = -170981.071723 nChanged 1374 SP:Iteration 1F (6807.520000 sec): 3 clusters Score: Raw -172580.328654 + Penalty 730.411221 = -171849.917433 nChanged 241 SP:Iteration 2F (6807.700000 sec): 3 clusters Score: Raw -172711.049925 + Penalty 730.411221 = -171980.638704 nChanged 197 SP:Iteration 3F (6807.880000 sec): 3 clusters Score: Raw -172822.143376 + Penalty 730.411221 = -172091.732154 nChanged 173 SP:Iteration 4F (6808.080000 sec): 3 clusters Score: Raw -172942.673531 + Penalty 730.411221 = -172212.262309 nChanged 163 SP:Iteration 5F (6808.280000 sec): 3 clusters Score: Raw -173086.101726 + Penalty 730.411221 = -172355.690505 nChanged 164 SP:Iteration 6F (6808.450000 sec): 3 clusters Score: Raw -173221.433383 + Penalty 730.411221 = -172491.022162 nChanged 129 SP:Iteration 7Q (6808.640000 sec): 3 clusters Score: Raw -173314.501835 + Penalty 730.411221 = -172584.090614 nChanged 93 SP:Iteration 8Q (6808.850000 sec): 3 clusters Score: Raw -173369.287768 + Penalty 730.411221 = -172638.876546 nChanged 64 SP:Iteration 9Q (6809.020000 sec): 3 clusters Score: Raw -173408.528900 + Penalty 730.411221 = -172678.117679 nChanged 52 SP:Iteration 10Q (6809.190000 sec): 3 clusters Score: Raw -173446.023479 + Penalty 730.411221 = -172715.612258 nChanged 52 SP:Iteration 11Q (6809.370000 sec): 3 clusters Score: Raw -173477.961769 + Penalty 730.411221 = -172747.550548 nChanged 30 SP:Iteration 12Q (6809.560000 sec): 3 clusters Score: Raw -173492.058323 + Penalty 730.411221 = -172761.647102 nChanged 27 SP:Iteration 13Q (6809.760000 sec): 3 clusters Score: Raw -173512.359100 + Penalty 730.411221 = -172781.947879 nChanged 31 SP:Iteration 14Q (6809.920000 sec): 3 clusters Score: Raw -173527.701092 + Penalty 730.411221 = -172797.289871 nChanged 22 SP:Iteration 15Q (6810.080000 sec): 3 clusters Score: Raw -173534.481224 + Penalty 730.411221 = -172804.070003 nChanged 15 SP:Iteration 16Q (6810.260000 sec): 3 clusters Score: Raw -173538.226300 + Penalty 730.411221 = -172807.815078 nChanged 14 SP:Iteration 17Q (6810.450000 sec): 3 clusters Score: Raw -173544.287104 + Penalty 730.411221 = -172813.875882 nChanged 15 SP:Iteration 18Q (6810.680000 sec): 3 clusters Score: Raw -173550.787430 + Penalty 730.411221 = -172820.376209 nChanged 9 SP:Iteration 19Q (6810.850000 sec): 3 clusters Score: Raw -173552.592777 + Penalty 730.411221 = -172822.181555 nChanged 5 SP:Iteration 20F (6811.010000 sec): 3 clusters Score: Raw -173554.109996 + Penalty 730.411221 = -172823.698775 nChanged 7 SP:Iteration 21Q (6811.240000 sec): 3 clusters Score: Raw -173557.995704 + Penalty 730.411221 = -172827.584483 nChanged 11 SP:Iteration 22Q (6811.410000 sec): 3 clusters Score: Raw -173567.091136 + Penalty 730.411221 = -172836.679915 nChanged 15 SP:Iteration 23Q (6811.590000 sec): 3 clusters Score: Raw -173575.284298 + Penalty 730.411221 = -172844.873077 nChanged 11 SP:Iteration 24Q (6811.760000 sec): 3 clusters Score: Raw -173579.343817 + Penalty 730.411221 = -172848.932596 nChanged 12 SP:Iteration 25Q (6811.980000 sec): 3 clusters Score: Raw -173584.712614 + Penalty 730.411221 = -172854.301393 nChanged 11 SP:Iteration 26Q (6812.110000 sec): 3 clusters Score: Raw -173587.442372 + Penalty 730.411221 = -172857.031151 nChanged 4 SP:Iteration 27Q (6812.320000 sec): 3 clusters Score: Raw -173588.297822 + Penalty 730.411221 = -172857.886600 nChanged 5 SP:Iteration 28Q (6812.480000 sec): 3 clusters Score: Raw -173589.636901 + Penalty 730.411221 = -172859.225679 nChanged 9 SP:Iteration 29Q (6812.670000 sec): 3 clusters Score: Raw -173591.325829 + Penalty 730.411221 = -172860.914608 nChanged 3 SP:Iteration 30Q (6812.850000 sec): 3 clusters Score: Raw -173591.980339 + Penalty 730.411221 = -172861.569117 nChanged 4 SP:Iteration 31Q (6813.050000 sec): 3 clusters Score: Raw -173593.429479 + Penalty 730.411221 = -172863.018258 nChanged 7 SP:Iteration 32Q (6813.200000 sec): 3 clusters Score: Raw -173594.685197 + Penalty 730.411221 = -172864.273976 nChanged 6 SP:Iteration 33Q (6813.340000 sec): 3 clusters Score: Raw -173598.624469 + Penalty 730.411221 = -172868.213248 nChanged 7 SP:Iteration 34Q (6813.490000 sec): 3 clusters Score: Raw -173600.749699 + Penalty 730.411221 = -172870.338477 nChanged 4 SP:Iteration 35Q (6813.700000 sec): 3 clusters Score: Raw -173601.672726 + Penalty 730.411221 = -172871.261505 nChanged 7 SP:Iteration 36Q (6813.850000 sec): 3 clusters Score: Raw -173602.885593 + Penalty 730.411221 = -172872.474372 nChanged 3 SP:Iteration 37Q (6814.050000 sec): 3 clusters Score: Raw -173603.219003 + Penalty 730.411221 = -172872.807782 nChanged 0 SP:Iteration 38F (6814.240000 sec): 3 clusters Score: Raw -173603.219003 + Penalty 730.411221 = -172872.807782 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6814.860000 sec): 2 clusters Score: Raw -9447949.408781 + Penalty 545.018347 = -9447404.390433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6815.560000 sec): 3 clusters Score: Raw -9340491.499214 + Penalty 1090.036695 = -9339401.462519 nChanged 78152 SP:Iteration 1F (6816.200000 sec): 3 clusters Score: Raw -9394191.571674 + Penalty 1090.036695 = -9393101.534979 nChanged 10888 SP:Iteration 2F (6816.890000 sec): 3 clusters Score: Raw -9400357.295143 + Penalty 1090.036695 = -9399267.258448 nChanged 11793 SP:Iteration 3F (6817.580000 sec): 3 clusters Score: Raw -9408325.873242 + Penalty 1090.036695 = -9407235.836547 nChanged 11835 SP:Iteration 4F (6818.230000 sec): 3 clusters Score: Raw -9417753.401477 + Penalty 1090.036695 = -9416663.364783 nChanged 11008 SP:Iteration 5F (6818.900000 sec): 3 clusters Score: Raw -9427691.942507 + Penalty 1090.036695 = -9426601.905812 nChanged 9062 SP:Iteration 6F (6819.640000 sec): 3 clusters Score: Raw -9436458.226381 + Penalty 1090.036695 = -9435368.189686 nChanged 6247 SP:Iteration 7Q (6820.310000 sec): 3 clusters Score: Raw -9442717.549433 + Penalty 1090.036695 = -9441627.512738 nChanged 3446 SP:Iteration 8Q (6821.110000 sec): 3 clusters Score: Raw -9446282.398057 + Penalty 1090.036695 = -9445192.361362 nChanged 1235 SP:Iteration 9Q (6821.840000 sec): 3 clusters Score: Raw -9447639.079697 + Penalty 1090.036695 = -9446549.043002 nChanged 300 SP:Iteration 10Q (6822.520000 sec): 3 clusters Score: Raw -9447997.464832 + Penalty 1090.036695 = -9446907.428137 nChanged 157 SP:Iteration 11Q (6823.250000 sec): 3 clusters Score: Raw -9448099.866166 + Penalty 1090.036695 = -9447009.829472 nChanged 88 SP:Iteration 12Q (6823.940000 sec): 3 clusters Score: Raw -9448138.816038 + Penalty 1090.036695 = -9447048.779344 nChanged 64 SP:Iteration 13Q (6824.580000 sec): 3 clusters Score: Raw -9448163.740949 + Penalty 1090.036695 = -9447073.704255 nChanged 45 SP:Iteration 14Q (6825.220000 sec): 3 clusters Score: Raw -9448175.448504 + Penalty 1090.036695 = -9447085.411809 nChanged 31 SP:Iteration 15Q (6825.840000 sec): 3 clusters Score: Raw -9448181.654823 + Penalty 1090.036695 = -9447091.618128 nChanged 22 SP:Iteration 16Q (6826.490000 sec): 3 clusters Score: Raw -9448186.201741 + Penalty 1090.036695 = -9447096.165047 nChanged 12 SP:Iteration 17Q (6827.180000 sec): 3 clusters Score: Raw -9448187.961769 + Penalty 1090.036695 = -9447097.925074 nChanged 8 SP:Iteration 18Q (6827.840000 sec): 3 clusters Score: Raw -9448188.909308 + Penalty 1090.036695 = -9447098.872614 nChanged 11 SP:Iteration 19Q (6828.500000 sec): 3 clusters Score: Raw -9448190.095608 + Penalty 1090.036695 = -9447100.058913 nChanged 8 SP:Iteration 20F (6829.220000 sec): 3 clusters Score: Raw -9448190.849157 + Penalty 1090.036695 = -9447100.812462 nChanged 3 SP:Iteration 21Q (6829.940000 sec): 3 clusters Score: Raw -9448190.984971 + Penalty 1090.036695 = -9447100.948276 nChanged 1 SP:Iteration 22Q (6830.640000 sec): 3 clusters Score: Raw -9448191.380246 + Penalty 1090.036695 = -9447101.343551 nChanged 4 SP:Iteration 23Q (6831.290000 sec): 3 clusters Score: Raw -9448192.047843 + Penalty 1090.036695 = -9447102.011148 nChanged 3 SP:Iteration 24Q (6831.970000 sec): 3 clusters Score: Raw -9448192.382126 + Penalty 1090.036695 = -9447102.345431 nChanged 2 SP:Iteration 25Q (6832.730000 sec): 3 clusters Score: Raw -9448192.893111 + Penalty 1090.036695 = -9447102.856416 nChanged 1 SP:Iteration 26Q (6833.440000 sec): 3 clusters Score: Raw -9448193.022511 + Penalty 1090.036695 = -9447102.985816 nChanged 1 SP:Iteration 27Q (6834.200000 sec): 3 clusters Score: Raw -9448193.140633 + Penalty 1090.036695 = -9447103.103939 nChanged 1 SP:Iteration 28Q (6834.970000 sec): 3 clusters Score: Raw -9448193.231467 + Penalty 1090.036695 = -9447103.194772 nChanged 0 SP:Iteration 29F (6835.730000 sec): 3 clusters Score: Raw -9448193.231467 + Penalty 1090.036695 = -9447103.194772 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6835.840000 sec): 2 clusters Score: Raw -46590.928878 + Penalty 303.978888 = -46286.949990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6835.970000 sec): 3 clusters Score: Raw -46229.136511 + Penalty 607.957776 = -45621.178735 nChanged 293 SP:Iteration 1F (6836.100000 sec): 3 clusters Score: Raw -46406.357440 + Penalty 607.957776 = -45798.399664 nChanged 65 SP:Iteration 2F (6836.220000 sec): 3 clusters Score: Raw -46449.743941 + Penalty 607.957776 = -45841.786165 nChanged 46 SP:Iteration 3F (6836.380000 sec): 3 clusters Score: Raw -46484.169643 + Penalty 607.957776 = -45876.211867 nChanged 36 SP:Iteration 4Q (6836.580000 sec): 3 clusters Score: Raw -46510.483790 + Penalty 607.957776 = -45902.526014 nChanged 33 SP:Iteration 5Q (6836.780000 sec): 3 clusters Score: Raw -46533.032879 + Penalty 607.957776 = -45925.075103 nChanged 27 SP:Iteration 6Q (6836.960000 sec): 3 clusters Score: Raw -46548.013349 + Penalty 607.957776 = -45940.055573 nChanged 19 SP:Iteration 7Q (6837.150000 sec): 3 clusters Score: Raw -46560.385048 + Penalty 607.957776 = -45952.427272 nChanged 18 SP:Iteration 8Q (6837.300000 sec): 3 clusters Score: Raw -46571.615210 + Penalty 607.957776 = -45963.657434 nChanged 10 SP:Iteration 9Q (6837.540000 sec): 3 clusters Score: Raw -46584.991674 + Penalty 607.957776 = -45977.033899 nChanged 22 SP:Iteration 10Q (6837.730000 sec): 3 clusters Score: Raw -46607.103302 + Penalty 607.957776 = -45999.145526 nChanged 18 SP:Iteration 11Q (6837.940000 sec): 3 clusters Score: Raw -46621.457788 + Penalty 607.957776 = -46013.500012 nChanged 10 SP:Iteration 12Q (6838.120000 sec): 3 clusters Score: Raw -46627.503869 + Penalty 607.957776 = -46019.546093 nChanged 8 SP:Iteration 13Q (6838.360000 sec): 3 clusters Score: Raw -46634.519590 + Penalty 607.957776 = -46026.561814 nChanged 5 SP:Iteration 14Q (6838.590000 sec): 3 clusters Score: Raw -46639.177501 + Penalty 607.957776 = -46031.219726 nChanged 4 SP:Iteration 15Q (6838.780000 sec): 3 clusters Score: Raw -46642.344664 + Penalty 607.957776 = -46034.386888 nChanged 6 SP:Iteration 16Q (6839.000000 sec): 3 clusters Score: Raw -46648.064909 + Penalty 607.957776 = -46040.107134 nChanged 7 SP:Iteration 17Q (6839.250000 sec): 3 clusters Score: Raw -46651.965925 + Penalty 607.957776 = -46044.008149 nChanged 1 SP:Iteration 18Q (6839.430000 sec): 3 clusters Score: Raw -46652.021235 + Penalty 607.957776 = -46044.063460 nChanged 1 SP:Iteration 19Q (6839.530000 sec): 3 clusters Score: Raw -46652.354178 + Penalty 607.957776 = -46044.396402 nChanged 1 SP:Iteration 20F (6839.660000 sec): 3 clusters Score: Raw -46652.541088 + Penalty 607.957776 = -46044.583312 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6839.760000 sec): 2 clusters Score: Raw -10666.570697 + Penalty 239.921480 = -10426.649217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6839.930000 sec): 3 clusters Score: Raw -10647.297681 + Penalty 479.842960 = -10167.454721 nChanged 43 SP:Iteration 1F (6840.090000 sec): 3 clusters Score: Raw -10689.964794 + Penalty 479.842960 = -10210.121835 nChanged 12 SP:Iteration 2F (6840.280000 sec): 3 clusters Score: Raw -10720.171514 + Penalty 479.842960 = -10240.328555 nChanged 7 SP:Iteration 3Q (6840.440000 sec): 3 clusters Score: Raw -10737.639328 + Penalty 479.842960 = -10257.796368 nChanged 6 SP:Iteration 4Q (6840.600000 sec): 3 clusters Score: Raw -10768.305253 + Penalty 479.842960 = -10288.462293 nChanged 7 SP:Iteration 5Q (6840.740000 sec): 3 clusters Score: Raw -10777.094796 + Penalty 479.842960 = -10297.251836 nChanged 3 SP:Iteration 6Q (6840.900000 sec): 3 clusters Score: Raw -10782.469564 + Penalty 479.842960 = -10302.626604 nChanged 4 SP:Iteration 7Q (6841.080000 sec): 3 clusters Score: Raw -10791.720874 + Penalty 479.842960 = -10311.877915 nChanged 2 SP:Iteration 8Q (6841.250000 sec): 3 clusters Score: Raw -10797.259057 + Penalty 479.842960 = -10317.416098 nChanged 5 SP:Iteration 9Q (6841.420000 sec): 3 clusters Score: Raw -10809.976204 + Penalty 479.842960 = -10330.133244 nChanged 4 SP:Iteration 10Q (6841.590000 sec): 3 clusters Score: Raw -10817.145838 + Penalty 479.842960 = -10337.302879 nChanged 5 SP:Iteration 11Q (6841.770000 sec): 3 clusters Score: Raw -10831.042421 + Penalty 479.842960 = -10351.199461 nChanged 4 SP:Iteration 12Q (6842.010000 sec): 3 clusters Score: Raw -10840.040208 + Penalty 479.842960 = -10360.197248 nChanged 4 SP:Iteration 13Q (6842.180000 sec): 3 clusters Score: Raw -10848.488301 + Penalty 479.842960 = -10368.645341 nChanged 2 SP:Iteration 14Q (6842.360000 sec): 3 clusters Score: Raw -10853.140965 + Penalty 479.842960 = -10373.298005 nChanged 1 SP:Iteration 15Q (6842.570000 sec): 3 clusters Score: Raw -10857.629086 + Penalty 479.842960 = -10377.786126 nChanged 1 SP:Iteration 16Q (6842.740000 sec): 3 clusters Score: Raw -10862.164192 + Penalty 479.842960 = -10382.321232 nChanged 1 SP:Iteration 17Q (6842.910000 sec): 3 clusters Score: Raw -10868.461944 + Penalty 479.842960 = -10388.618984 nChanged 1 SP:Iteration 18Q (6843.120000 sec): 3 clusters Score: Raw -10870.241711 + Penalty 479.842960 = -10390.398752 nChanged 0 SP:Iteration 19F (6843.320000 sec): 3 clusters Score: Raw -10870.241711 + Penalty 479.842960 = -10390.398752 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.440000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.620000 sec): 3 clusters Score: Raw -7359.878071 + Penalty 445.703422 = -6914.174649 nChanged 29 SP:Iteration 1F (6843.810000 sec): 3 clusters Score: Raw -7409.028421 + Penalty 445.703422 = -6963.324999 nChanged 7 SP:Iteration 2F (6843.970000 sec): 3 clusters Score: Raw -7420.882962 + Penalty 445.703422 = -6975.179540 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6844.090000 sec): 2 clusters Score: Raw -64695.145875 + Penalty 321.329719 = -64373.816155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6844.260000 sec): 3 clusters Score: Raw -64105.368726 + Penalty 642.659439 = -63462.709288 nChanged 467 SP:Iteration 1F (6844.410000 sec): 3 clusters Score: Raw -64437.948378 + Penalty 642.659439 = -63795.288939 nChanged 132 SP:Iteration 2F (6844.600000 sec): 3 clusters Score: Raw -64587.558254 + Penalty 642.659439 = -63944.898815 nChanged 112 SP:Iteration 3F (6844.810000 sec): 3 clusters Score: Raw -64729.549741 + Penalty 642.659439 = -64086.890302 nChanged 82 SP:Iteration 4F (6844.960000 sec): 3 clusters Score: Raw -64812.420655 + Penalty 642.659439 = -64169.761217 nChanged 50 SP:Iteration 5Q (6845.140000 sec): 3 clusters Score: Raw -64854.092734 + Penalty 642.659439 = -64211.433296 nChanged 33 SP:Iteration 6Q (6845.340000 sec): 3 clusters Score: Raw -64880.948106 + Penalty 642.659439 = -64238.288668 nChanged 24 SP:Iteration 7Q (6845.530000 sec): 3 clusters Score: Raw -64899.790622 + Penalty 642.659439 = -64257.131184 nChanged 13 SP:Iteration 8Q (6845.730000 sec): 3 clusters Score: Raw -64906.350112 + Penalty 642.659439 = -64263.690674 nChanged 6 SP:Iteration 9Q (6845.950000 sec): 3 clusters Score: Raw -64909.261463 + Penalty 642.659439 = -64266.602024 nChanged 5 SP:Iteration 10Q (6846.070000 sec): 3 clusters Score: Raw -64912.405476 + Penalty 642.659439 = -64269.746038 nChanged 5 SP:Iteration 11Q (6846.220000 sec): 3 clusters Score: Raw -64917.337140 + Penalty 642.659439 = -64274.677701 nChanged 6 SP:Iteration 12Q (6846.410000 sec): 3 clusters Score: Raw -64919.723742 + Penalty 642.659439 = -64277.064304 nChanged 0 SP:Iteration 13F (6846.600000 sec): 3 clusters Score: Raw -64919.723742 + Penalty 642.659439 = -64277.064304 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6846.710000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6846.890000 sec): 3 clusters Score: Raw -16117.206474 + Penalty 515.644829 = -15601.561645 nChanged 103 SP:Iteration 1F (6847.040000 sec): 3 clusters Score: Raw -16216.074409 + Penalty 515.644829 = -15700.429580 nChanged 21 SP:Iteration 2F (6847.200000 sec): 3 clusters Score: Raw -16251.638091 + Penalty 515.644829 = -15735.993263 nChanged 21 SP:Iteration 3F (6847.340000 sec): 3 clusters Score: Raw -16295.061059 + Penalty 515.644829 = -15779.416231 nChanged 13 SP:Iteration 4Q (6847.480000 sec): 3 clusters Score: Raw -16329.779968 + Penalty 515.644829 = -15814.135139 nChanged 8 SP:Iteration 5Q (6847.670000 sec): 3 clusters Score: Raw -16352.280815 + Penalty 515.644829 = -15836.635987 nChanged 7 SP:Iteration 6Q (6847.830000 sec): 3 clusters Score: Raw -16366.988389 + Penalty 515.644829 = -15851.343561 nChanged 10 SP:Iteration 7Q (6848.020000 sec): 3 clusters Score: Raw -16387.561370 + Penalty 515.644829 = -15871.916541 nChanged 6 SP:Iteration 8Q (6848.220000 sec): 3 clusters Score: Raw -16395.907351 + Penalty 515.644829 = -15880.262522 nChanged 5 SP:Iteration 9Q (6848.410000 sec): 3 clusters Score: Raw -16407.328722 + Penalty 515.644829 = -15891.683893 nChanged 6 SP:Iteration 10Q (6848.620000 sec): 3 clusters Score: Raw -16415.775499 + Penalty 515.644829 = -15900.130670 nChanged 4 SP:Iteration 11Q (6848.780000 sec): 3 clusters Score: Raw -16418.598079 + Penalty 515.644829 = -15902.953250 nChanged 4 SP:Iteration 12Q (6848.970000 sec): 3 clusters Score: Raw -16420.731691 + Penalty 515.644829 = -15905.086863 nChanged 2 SP:Iteration 13Q (6849.180000 sec): 3 clusters Score: Raw -16421.838407 + Penalty 515.644829 = -15906.193578 nChanged 2 SP:Iteration 14Q (6849.370000 sec): 3 clusters Score: Raw -16423.072751 + Penalty 515.644829 = -15907.427923 nChanged 0 SP:Iteration 15F (6849.560000 sec): 3 clusters Score: Raw -16423.072751 + Penalty 515.644829 = -15907.427923 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6849.740000 sec): 2 clusters Score: Raw -873066.361136 + Penalty 434.668308 = -872631.692828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6849.980000 sec): 3 clusters Score: Raw -864186.473539 + Penalty 869.336616 = -863317.136923 nChanged 6515 SP:Iteration 1F (6850.200000 sec): 3 clusters Score: Raw -868181.010436 + Penalty 869.336616 = -867311.673820 nChanged 884 SP:Iteration 2F (6850.440000 sec): 3 clusters Score: Raw -868693.735160 + Penalty 869.336616 = -867824.398544 nChanged 936 SP:Iteration 3F (6850.640000 sec): 3 clusters Score: Raw -869312.943169 + Penalty 869.336616 = -868443.606553 nChanged 901 SP:Iteration 4F (6850.960000 sec): 3 clusters Score: Raw -870064.698119 + Penalty 869.336616 = -869195.361502 nChanged 811 SP:Iteration 5F (6851.180000 sec): 3 clusters Score: Raw -870724.222730 + Penalty 869.336616 = -869854.886114 nChanged 608 SP:Iteration 6Q (6851.430000 sec): 3 clusters Score: Raw -871150.673448 + Penalty 869.336616 = -870281.336832 nChanged 428 SP:Iteration 7Q (6851.720000 sec): 3 clusters Score: Raw -871392.316759 + Penalty 869.336616 = -870522.980142 nChanged 342 SP:Iteration 8Q (6851.980000 sec): 3 clusters Score: Raw -871572.059795 + Penalty 869.336616 = -870702.723179 nChanged 298 SP:Iteration 9Q (6852.240000 sec): 3 clusters Score: Raw -871718.336673 + Penalty 869.336616 = -870849.000057 nChanged 314 SP:Iteration 10Q (6852.480000 sec): 3 clusters Score: Raw -871889.773150 + Penalty 869.336616 = -871020.436533 nChanged 294 SP:Iteration 11Q (6852.710000 sec): 3 clusters Score: Raw -872068.623761 + Penalty 869.336616 = -871199.287145 nChanged 286 SP:Iteration 12Q (6852.930000 sec): 3 clusters Score: Raw -872245.744189 + Penalty 869.336616 = -871376.407573 nChanged 250 SP:Iteration 13Q (6853.110000 sec): 3 clusters Score: Raw -872401.470252 + Penalty 869.336616 = -871532.133636 nChanged 217 SP:Iteration 14Q (6853.330000 sec): 3 clusters Score: Raw -872544.491838 + Penalty 869.336616 = -871675.155221 nChanged 204 SP:Iteration 15Q (6853.510000 sec): 3 clusters Score: Raw -872700.342825 + Penalty 869.336616 = -871831.006209 nChanged 153 SP:Iteration 16Q (6853.710000 sec): 3 clusters Score: Raw -872832.008018 + Penalty 869.336616 = -871962.671401 nChanged 108 SP:Iteration 17Q (6853.920000 sec): 3 clusters Score: Raw -872914.986469 + Penalty 869.336616 = -872045.649853 nChanged 84 SP:Iteration 18Q (6854.100000 sec): 3 clusters Score: Raw -872988.252005 + Penalty 869.336616 = -872118.915388 nChanged 63 SP:Iteration 19Q (6854.290000 sec): 3 clusters Score: Raw -873039.208738 + Penalty 869.336616 = -872169.872122 nChanged 38 SP:Iteration 20F (6854.480000 sec): 3 clusters Score: Raw -873070.644295 + Penalty 869.336616 = -872201.307679 nChanged 19 SP:Iteration 21Q (6854.720000 sec): 3 clusters Score: Raw -873090.633539 + Penalty 869.336616 = -872221.296923 nChanged 14 SP:Iteration 22Q (6854.940000 sec): 3 clusters Score: Raw -873104.348592 + Penalty 869.336616 = -872235.011975 nChanged 12 SP:Iteration 23Q (6855.120000 sec): 3 clusters Score: Raw -873115.112552 + Penalty 869.336616 = -872245.775935 nChanged 6 SP:Iteration 24Q (6855.350000 sec): 3 clusters Score: Raw -873120.422729 + Penalty 869.336616 = -872251.086113 nChanged 2 SP:Iteration 25Q (6855.550000 sec): 3 clusters Score: Raw -873120.869914 + Penalty 869.336616 = -872251.533298 nChanged 0 SP:Iteration 26F (6855.740000 sec): 3 clusters Score: Raw -873120.869914 + Penalty 869.336616 = -872251.533298 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6855.880000 sec): 2 clusters Score: Raw -845956.845819 + Penalty 436.544178 = -845520.301641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6856.120000 sec): 3 clusters Score: Raw -836701.350130 + Penalty 873.088355 = -835828.261774 nChanged 6840 SP:Iteration 1F (6856.350000 sec): 3 clusters Score: Raw -840764.202145 + Penalty 873.088355 = -839891.113789 nChanged 859 SP:Iteration 2F (6856.620000 sec): 3 clusters Score: Raw -841245.263588 + Penalty 873.088355 = -840372.175233 nChanged 936 SP:Iteration 3F (6856.900000 sec): 3 clusters Score: Raw -841903.031014 + Penalty 873.088355 = -841029.942659 nChanged 996 SP:Iteration 4F (6857.130000 sec): 3 clusters Score: Raw -842666.657753 + Penalty 873.088355 = -841793.569398 nChanged 1022 SP:Iteration 5F (6857.370000 sec): 3 clusters Score: Raw -843427.699585 + Penalty 873.088355 = -842554.611229 nChanged 859 SP:Iteration 6F (6857.660000 sec): 3 clusters Score: Raw -843934.493044 + Penalty 873.088355 = -843061.404689 nChanged 599 SP:Iteration 7Q (6857.920000 sec): 3 clusters Score: Raw -844171.113139 + Penalty 873.088355 = -843298.024783 nChanged 373 SP:Iteration 8Q (6858.140000 sec): 3 clusters Score: Raw -844286.605344 + Penalty 873.088355 = -843413.516988 nChanged 280 SP:Iteration 9Q (6858.400000 sec): 3 clusters Score: Raw -844372.132608 + Penalty 873.088355 = -843499.044252 nChanged 247 SP:Iteration 10Q (6858.670000 sec): 3 clusters Score: Raw -844446.011815 + Penalty 873.088355 = -843572.923459 nChanged 226 SP:Iteration 11Q (6858.950000 sec): 3 clusters Score: Raw -844511.234119 + Penalty 873.088355 = -843638.145763 nChanged 227 SP:Iteration 12Q (6859.240000 sec): 3 clusters Score: Raw -844573.435406 + Penalty 873.088355 = -843700.347050 nChanged 196 SP:Iteration 13Q (6859.460000 sec): 3 clusters Score: Raw -844627.887714 + Penalty 873.088355 = -843754.799359 nChanged 211 SP:Iteration 14Q (6859.700000 sec): 3 clusters Score: Raw -844681.444627 + Penalty 873.088355 = -843808.356271 nChanged 189 SP:Iteration 15Q (6859.950000 sec): 3 clusters Score: Raw -844724.540953 + Penalty 873.088355 = -843851.452598 nChanged 171 SP:Iteration 16Q (6860.190000 sec): 3 clusters Score: Raw -844762.112632 + Penalty 873.088355 = -843889.024276 nChanged 136 SP:Iteration 17Q (6860.440000 sec): 3 clusters Score: Raw -844781.830168 + Penalty 873.088355 = -843908.741812 nChanged 105 SP:Iteration 18Q (6860.700000 sec): 3 clusters Score: Raw -844794.123218 + Penalty 873.088355 = -843921.034862 nChanged 76 SP:Iteration 19Q (6860.920000 sec): 3 clusters Score: Raw -844803.865648 + Penalty 873.088355 = -843930.777293 nChanged 69 SP:Iteration 20F (6861.170000 sec): 3 clusters Score: Raw -844810.873643 + Penalty 873.088355 = -843937.785288 nChanged 53 SP:Iteration 21Q (6861.430000 sec): 3 clusters Score: Raw -844816.186748 + Penalty 873.088355 = -843943.098393 nChanged 59 SP:Iteration 22Q (6861.620000 sec): 3 clusters Score: Raw -844823.795457 + Penalty 873.088355 = -843950.707102 nChanged 52 SP:Iteration 23Q (6861.830000 sec): 3 clusters Score: Raw -844832.242090 + Penalty 873.088355 = -843959.153735 nChanged 63 SP:Iteration 24Q (6862.040000 sec): 3 clusters Score: Raw -844841.225339 + Penalty 873.088355 = -843968.136984 nChanged 71 SP:Iteration 25Q (6862.310000 sec): 3 clusters Score: Raw -844850.718393 + Penalty 873.088355 = -843977.630037 nChanged 61 SP:Iteration 26Q (6862.560000 sec): 3 clusters Score: Raw -844856.990321 + Penalty 873.088355 = -843983.901965 nChanged 50 SP:Iteration 27Q (6862.770000 sec): 3 clusters Score: Raw -844862.565141 + Penalty 873.088355 = -843989.476786 nChanged 48 SP:Iteration 28Q (6862.980000 sec): 3 clusters Score: Raw -844867.249391 + Penalty 873.088355 = -843994.161036 nChanged 48 SP:Iteration 29Q (6863.210000 sec): 3 clusters Score: Raw -844870.636385 + Penalty 873.088355 = -843997.548030 nChanged 40 SP:Iteration 30Q (6863.430000 sec): 3 clusters Score: Raw -844873.013107 + Penalty 873.088355 = -843999.924752 nChanged 35 SP:Iteration 31Q (6863.720000 sec): 3 clusters Score: Raw -844875.716902 + Penalty 873.088355 = -844002.628546 nChanged 33 SP:Iteration 32Q (6863.880000 sec): 3 clusters Score: Raw -844878.197727 + Penalty 873.088355 = -844005.109371 nChanged 35 SP:Iteration 33Q (6864.080000 sec): 3 clusters Score: Raw -844881.996756 + Penalty 873.088355 = -844008.908400 nChanged 41 SP:Iteration 34Q (6864.340000 sec): 3 clusters Score: Raw -844885.640303 + Penalty 873.088355 = -844012.551947 nChanged 43 SP:Iteration 35Q (6864.530000 sec): 3 clusters Score: Raw -844890.376290 + Penalty 873.088355 = -844017.287935 nChanged 62 SP:Iteration 36Q (6864.700000 sec): 3 clusters Score: Raw -844896.123884 + Penalty 873.088355 = -844023.035529 nChanged 57 SP:Iteration 37Q (6864.950000 sec): 3 clusters Score: Raw -844901.721019 + Penalty 873.088355 = -844028.632664 nChanged 56 SP:Iteration 38Q (6865.200000 sec): 3 clusters Score: Raw -844906.801099 + Penalty 873.088355 = -844033.712743 nChanged 40 SP:Iteration 39Q (6865.430000 sec): 3 clusters Score: Raw -844910.415426 + Penalty 873.088355 = -844037.327071 nChanged 40 SP:Iteration 40F (6865.640000 sec): 3 clusters Score: Raw -844915.255959 + Penalty 873.088355 = -844042.167604 nChanged 43 SP:Iteration 41Q (6865.890000 sec): 3 clusters Score: Raw -844920.373306 + Penalty 873.088355 = -844047.284950 nChanged 46 SP:Iteration 42Q (6866.120000 sec): 3 clusters Score: Raw -844925.886737 + Penalty 873.088355 = -844052.798381 nChanged 46 SP:Iteration 43Q (6866.350000 sec): 3 clusters Score: Raw -844931.292329 + Penalty 873.088355 = -844058.203974 nChanged 59 SP:Iteration 44Q (6866.560000 sec): 3 clusters Score: Raw -844939.412159 + Penalty 873.088355 = -844066.323804 nChanged 64 SP:Iteration 45Q (6866.800000 sec): 3 clusters Score: Raw -844948.223247 + Penalty 873.088355 = -844075.134891 nChanged 51 SP:Iteration 46Q (6867.010000 sec): 3 clusters Score: Raw -844954.258072 + Penalty 873.088355 = -844081.169717 nChanged 50 SP:Iteration 47Q (6867.250000 sec): 3 clusters Score: Raw -844960.589199 + Penalty 873.088355 = -844087.500844 nChanged 61 SP:Iteration 48Q (6867.500000 sec): 3 clusters Score: Raw -844969.244607 + Penalty 873.088355 = -844096.156251 nChanged 61 SP:Iteration 49Q (6867.780000 sec): 3 clusters Score: Raw -844979.209638 + Penalty 873.088355 = -844106.121282 nChanged 85 SP:Iteration 50Q (6867.980000 sec): 3 clusters Score: Raw -844994.981852 + Penalty 873.088355 = -844121.893496 nChanged 97 SP:Iteration 51Q (6868.180000 sec): 3 clusters Score: Raw -845016.127754 + Penalty 873.088355 = -844143.039398 nChanged 92 SP:Iteration 52Q (6868.460000 sec): 3 clusters Score: Raw -845037.347603 + Penalty 873.088355 = -844164.259248 nChanged 104 SP:Iteration 53Q (6868.690000 sec): 3 clusters Score: Raw -845066.777595 + Penalty 873.088355 = -844193.689239 nChanged 140 SP:Iteration 54Q (6868.940000 sec): 3 clusters Score: Raw -845114.009327 + Penalty 873.088355 = -844240.920971 nChanged 148 SP:Iteration 55Q (6869.170000 sec): 3 clusters Score: Raw -845173.252824 + Penalty 873.088355 = -844300.164469 nChanged 173 SP:Iteration 56Q (6869.440000 sec): 3 clusters Score: Raw -845260.970816 + Penalty 873.088355 = -844387.882461 nChanged 194 SP:Iteration 57Q (6869.690000 sec): 3 clusters Score: Raw -845371.127126 + Penalty 873.088355 = -844498.038771 nChanged 180 SP:Iteration 58Q (6869.900000 sec): 3 clusters Score: Raw -845480.990572 + Penalty 873.088355 = -844607.902217 nChanged 163 SP:Iteration 59Q (6870.210000 sec): 3 clusters Score: Raw -845578.144438 + Penalty 873.088355 = -844705.056083 nChanged 160 SP:Iteration 60F (6870.420000 sec): 3 clusters Score: Raw -845665.209673 + Penalty 873.088355 = -844792.121318 nChanged 127 SP:Iteration 61Q (6870.630000 sec): 3 clusters Score: Raw -845732.753942 + Penalty 873.088355 = -844859.665587 nChanged 135 SP:Iteration 62Q (6870.840000 sec): 3 clusters Score: Raw -845793.537029 + Penalty 873.088355 = -844920.448673 nChanged 133 SP:Iteration 63Q (6871.070000 sec): 3 clusters Score: Raw -845860.652640 + Penalty 873.088355 = -844987.564285 nChanged 135 SP:Iteration 64Q (6871.300000 sec): 3 clusters Score: Raw -845932.376593 + Penalty 873.088355 = -845059.288238 nChanged 118 SP:Iteration 65Q (6871.530000 sec): 3 clusters Score: Raw -845991.758770 + Penalty 873.088355 = -845118.670415 nChanged 118 SP:Iteration 66Q (6871.770000 sec): 3 clusters Score: Raw -846050.611172 + Penalty 873.088355 = -845177.522816 nChanged 88 SP:Iteration 67Q (6872.010000 sec): 3 clusters Score: Raw -846086.605707 + Penalty 873.088355 = -845213.517352 nChanged 75 SP:Iteration 68Q (6872.220000 sec): 3 clusters Score: Raw -846112.666456 + Penalty 873.088355 = -845239.578101 nChanged 76 SP:Iteration 69Q (6872.460000 sec): 3 clusters Score: Raw -846134.632484 + Penalty 873.088355 = -845261.544128 nChanged 59 SP:Iteration 70Q (6872.680000 sec): 3 clusters Score: Raw -846149.031272 + Penalty 873.088355 = -845275.942917 nChanged 47 SP:Iteration 71Q (6872.860000 sec): 3 clusters Score: Raw -846160.727623 + Penalty 873.088355 = -845287.639267 nChanged 52 SP:Iteration 72Q (6873.050000 sec): 3 clusters Score: Raw -846173.388991 + Penalty 873.088355 = -845300.300636 nChanged 45 SP:Iteration 73Q (6873.290000 sec): 3 clusters Score: Raw -846184.533750 + Penalty 873.088355 = -845311.445395 nChanged 41 SP:Iteration 74Q (6873.520000 sec): 3 clusters Score: Raw -846195.754094 + Penalty 873.088355 = -845322.665738 nChanged 44 SP:Iteration 75Q (6873.760000 sec): 3 clusters Score: Raw -846206.639982 + Penalty 873.088355 = -845333.551626 nChanged 38 SP:Iteration 76Q (6873.950000 sec): 3 clusters Score: Raw -846214.309933 + Penalty 873.088355 = -845341.221578 nChanged 28 SP:Iteration 77Q (6874.190000 sec): 3 clusters Score: Raw -846220.307518 + Penalty 873.088355 = -845347.219163 nChanged 23 SP:Iteration 78Q (6874.400000 sec): 3 clusters Score: Raw -846227.081878 + Penalty 873.088355 = -845353.993522 nChanged 24 SP:Iteration 79Q (6874.640000 sec): 3 clusters Score: Raw -846237.864038 + Penalty 873.088355 = -845364.775683 nChanged 19 SP:Iteration 80F (6874.850000 sec): 3 clusters Score: Raw -846242.152310 + Penalty 873.088355 = -845369.063954 nChanged 10 SP:Iteration 81Q (6875.110000 sec): 3 clusters Score: Raw -846243.516794 + Penalty 873.088355 = -845370.428439 nChanged 10 SP:Iteration 82Q (6875.310000 sec): 3 clusters Score: Raw -846245.242705 + Penalty 873.088355 = -845372.154350 nChanged 9 SP:Iteration 83Q (6875.520000 sec): 3 clusters Score: Raw -846246.605650 + Penalty 873.088355 = -845373.517294 nChanged 11 SP:Iteration 84Q (6875.740000 sec): 3 clusters Score: Raw -846247.843862 + Penalty 873.088355 = -845374.755506 nChanged 9 SP:Iteration 85Q (6876.030000 sec): 3 clusters Score: Raw -846249.212512 + Penalty 873.088355 = -845376.124156 nChanged 13 SP:Iteration 86Q (6876.250000 sec): 3 clusters Score: Raw -846251.236638 + Penalty 873.088355 = -845378.148283 nChanged 8 SP:Iteration 87Q (6876.540000 sec): 3 clusters Score: Raw -846252.319495 + Penalty 873.088355 = -845379.231140 nChanged 8 SP:Iteration 88Q (6876.740000 sec): 3 clusters Score: Raw -846253.943879 + Penalty 873.088355 = -845380.855524 nChanged 12 SP:Iteration 89Q (6877.010000 sec): 3 clusters Score: Raw -846255.530548 + Penalty 873.088355 = -845382.442192 nChanged 8 SP:Iteration 90Q (6877.230000 sec): 3 clusters Score: Raw -846256.351322 + Penalty 873.088355 = -845383.262967 nChanged 6 SP:Iteration 91Q (6877.430000 sec): 3 clusters Score: Raw -846257.239313 + Penalty 873.088355 = -845384.150958 nChanged 8 SP:Iteration 92Q (6877.640000 sec): 3 clusters Score: Raw -846257.921300 + Penalty 873.088355 = -845384.832945 nChanged 5 SP:Iteration 93Q (6877.870000 sec): 3 clusters Score: Raw -846258.289557 + Penalty 873.088355 = -845385.201201 nChanged 3 SP:Iteration 94Q (6878.090000 sec): 3 clusters Score: Raw -846258.533562 + Penalty 873.088355 = -845385.445206 nChanged 5 SP:Iteration 95Q (6878.360000 sec): 3 clusters Score: Raw -846259.108984 + Penalty 873.088355 = -845386.020629 nChanged 5 SP:Iteration 96Q (6878.610000 sec): 3 clusters Score: Raw -846260.250129 + Penalty 873.088355 = -845387.161774 nChanged 3 SP:Iteration 97Q (6878.840000 sec): 3 clusters Score: Raw -846261.449208 + Penalty 873.088355 = -845388.360852 nChanged 6 SP:Iteration 98Q (6879.060000 sec): 3 clusters Score: Raw -846262.243409 + Penalty 873.088355 = -845389.155053 nChanged 2 SP:Iteration 99Q (6879.280000 sec): 3 clusters Score: Raw -846262.583578 + Penalty 873.088355 = -845389.495222 nChanged 3 SP:Iteration 100F (6879.500000 sec): 3 clusters Score: Raw -846263.071409 + Penalty 873.088355 = -845389.983053 nChanged 3 SP:Iteration 101Q (6879.700000 sec): 3 clusters Score: Raw -846263.871682 + Penalty 873.088355 = -845390.783326 nChanged 2 SP:Iteration 102Q (6879.940000 sec): 3 clusters Score: Raw -846264.348200 + Penalty 873.088355 = -845391.259845 nChanged 3 SP:Iteration 103Q (6880.180000 sec): 3 clusters Score: Raw -846264.701231 + Penalty 873.088355 = -845391.612876 nChanged 0 SP:Iteration 104F (6880.390000 sec): 3 clusters Score: Raw -846264.701231 + Penalty 873.088355 = -845391.612876 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6880.490000 sec): 2 clusters Score: Raw -28135.934419 + Penalty 283.307418 = -27852.627001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6880.640000 sec): 3 clusters Score: Raw -27933.377218 + Penalty 566.614837 = -27366.762381 nChanged 178 SP:Iteration 1F (6880.830000 sec): 3 clusters Score: Raw -28060.720508 + Penalty 566.614837 = -27494.105671 nChanged 42 SP:Iteration 2F (6881.070000 sec): 3 clusters Score: Raw -28102.877983 + Penalty 566.614837 = -27536.263146 nChanged 28 SP:Iteration 3F (6881.250000 sec): 3 clusters Score: Raw -28127.748244 + Penalty 566.614837 = -27561.133407 nChanged 22 SP:Iteration 4Q (6881.420000 sec): 3 clusters Score: Raw -28145.687128 + Penalty 566.614837 = -27579.072291 nChanged 14 SP:Iteration 5Q (6881.590000 sec): 3 clusters Score: Raw -28155.407694 + Penalty 566.614837 = -27588.792857 nChanged 8 SP:Iteration 6Q (6881.770000 sec): 3 clusters Score: Raw -28161.223241 + Penalty 566.614837 = -27594.608404 nChanged 5 SP:Iteration 7Q (6881.930000 sec): 3 clusters Score: Raw -28164.830685 + Penalty 566.614837 = -27598.215848 nChanged 2 SP:Iteration 8Q (6882.140000 sec): 3 clusters Score: Raw -28165.974499 + Penalty 566.614837 = -27599.359662 nChanged 4 SP:Iteration 9Q (6882.310000 sec): 3 clusters Score: Raw -28168.680601 + Penalty 566.614837 = -27602.065764 nChanged 4 SP:Iteration 10Q (6882.540000 sec): 3 clusters Score: Raw -28173.325500 + Penalty 566.614837 = -27606.710664 nChanged 2 SP:Iteration 11Q (6882.720000 sec): 3 clusters Score: Raw -28175.278380 + Penalty 566.614837 = -27608.663543 nChanged 4 SP:Iteration 12Q (6882.880000 sec): 3 clusters Score: Raw -28177.995349 + Penalty 566.614837 = -27611.380512 nChanged 5 SP:Iteration 13Q (6883.000000 sec): 3 clusters Score: Raw -28182.643915 + Penalty 566.614837 = -27616.029078 nChanged 6 SP:Iteration 14Q (6883.180000 sec): 3 clusters Score: Raw -28186.458895 + Penalty 566.614837 = -27619.844058 nChanged 4 SP:Iteration 15Q (6883.310000 sec): 3 clusters Score: Raw -28192.513578 + Penalty 566.614837 = -27625.898741 nChanged 8 SP:Iteration 16Q (6883.440000 sec): 3 clusters Score: Raw -28198.740086 + Penalty 566.614837 = -27632.125249 nChanged 3 SP:Iteration 17Q (6883.580000 sec): 3 clusters Score: Raw -28199.327330 + Penalty 566.614837 = -27632.712493 nChanged 1 SP:Iteration 18Q (6883.750000 sec): 3 clusters Score: Raw -28200.142141 + Penalty 566.614837 = -27633.527304 nChanged 0 SP:Iteration 19F (6883.990000 sec): 3 clusters Score: Raw -28200.142141 + Penalty 566.614837 = -27633.527304 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6884.070000 sec): 2 clusters Score: Raw -7404.237360 + Penalty 218.582958 = -7185.654402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6884.200000 sec): 3 clusters Score: Raw -7383.803500 + Penalty 437.165915 = -6946.637585 nChanged 30 SP:Iteration 1F (6884.430000 sec): 3 clusters Score: Raw -7453.574651 + Penalty 437.165915 = -7016.408736 nChanged 6 SP:Iteration 2Q (6884.560000 sec): 3 clusters Score: Raw -7464.940173 + Penalty 437.165915 = -7027.774258 nChanged 1 SP:Iteration 3Q (6884.750000 sec): 3 clusters Score: Raw -7466.390512 + Penalty 437.165915 = -7029.224597 nChanged 1 SP:Iteration 4Q (6884.920000 sec): 3 clusters Score: Raw -7467.018900 + Penalty 437.165915 = -7029.852985 nChanged 0 SP:Iteration 5F (6885.130000 sec): 3 clusters Score: Raw -7467.018900 + Penalty 437.165915 = -7029.852985 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6885.220000 sec): 2 clusters Score: Raw -6576.346003 + Penalty 229.181343 = -6347.164660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6885.410000 sec): 3 clusters Score: Raw -6568.580365 + Penalty 458.362687 = -6110.217678 nChanged 42 SP:Iteration 1F (6885.590000 sec): 3 clusters Score: Raw -6680.752068 + Penalty 458.362687 = -6222.389381 nChanged 8 SP:Iteration 2F (6885.780000 sec): 3 clusters Score: Raw -6704.475156 + Penalty 458.362687 = -6246.112470 nChanged 6 SP:Iteration 3Q (6885.950000 sec): 3 clusters Score: Raw -6722.568843 + Penalty 458.362687 = -6264.206156 nChanged 3 SP:Iteration 4Q (6886.120000 sec): 3 clusters Score: Raw -6730.361685 + Penalty 458.362687 = -6271.998998 nChanged 1 SP:Iteration 5Q (6886.340000 sec): 3 clusters Score: Raw -6733.020085 + Penalty 458.362687 = -6274.657398 nChanged 1 SP:Iteration 6Q (6886.470000 sec): 3 clusters Score: Raw -6734.570477 + Penalty 458.362687 = -6276.207790 nChanged 1 SP:Iteration 7Q (6886.650000 sec): 3 clusters Score: Raw -6737.398595 + Penalty 458.362687 = -6279.035909 nChanged 0 SP:Iteration 8F (6886.830000 sec): 3 clusters Score: Raw -6737.398595 + Penalty 458.362687 = -6279.035909 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6886.910000 sec): 2 clusters Score: Raw -19048.553297 + Penalty 264.678558 = -18783.874740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6887.080000 sec): 3 clusters Score: Raw -18920.654573 + Penalty 529.357116 = -18391.297457 nChanged 117 SP:Iteration 1F (6887.270000 sec): 3 clusters Score: Raw -19022.804953 + Penalty 529.357116 = -18493.447838 nChanged 32 SP:Iteration 2F (6887.450000 sec): 3 clusters Score: Raw -19062.243159 + Penalty 529.357116 = -18532.886043 nChanged 13 SP:Iteration 3Q (6887.590000 sec): 3 clusters Score: Raw -19077.353834 + Penalty 529.357116 = -18547.996719 nChanged 12 SP:Iteration 4Q (6887.740000 sec): 3 clusters Score: Raw -19086.972586 + Penalty 529.357116 = -18557.615471 nChanged 6 SP:Iteration 5Q (6887.970000 sec): 3 clusters Score: Raw -19092.008911 + Penalty 529.357116 = -18562.651796 nChanged 6 SP:Iteration 6Q (6888.210000 sec): 3 clusters Score: Raw -19096.448604 + Penalty 529.357116 = -18567.091488 nChanged 5 SP:Iteration 7Q (6888.380000 sec): 3 clusters Score: Raw -19101.174538 + Penalty 529.357116 = -18571.817423 nChanged 6 SP:Iteration 8Q (6888.590000 sec): 3 clusters Score: Raw -19106.457355 + Penalty 529.357116 = -18577.100239 nChanged 5 SP:Iteration 9Q (6888.780000 sec): 3 clusters Score: Raw -19110.958697 + Penalty 529.357116 = -18581.601582 nChanged 6 SP:Iteration 10Q (6888.930000 sec): 3 clusters Score: Raw -19116.602852 + Penalty 529.357116 = -18587.245737 nChanged 10 SP:Iteration 11Q (6889.110000 sec): 3 clusters Score: Raw -19128.979502 + Penalty 529.357116 = -18599.622387 nChanged 11 SP:Iteration 12Q (6889.320000 sec): 3 clusters Score: Raw -19148.058763 + Penalty 529.357116 = -18618.701648 nChanged 10 SP:Iteration 13Q (6889.480000 sec): 3 clusters Score: Raw -19166.026965 + Penalty 529.357116 = -18636.669849 nChanged 11 SP:Iteration 14Q (6889.690000 sec): 3 clusters Score: Raw -19186.490492 + Penalty 529.357116 = -18657.133376 nChanged 8 SP:Iteration 15Q (6889.840000 sec): 3 clusters Score: Raw -19204.196421 + Penalty 529.357116 = -18674.839305 nChanged 12 SP:Iteration 16Q (6890.010000 sec): 3 clusters Score: Raw -19226.239117 + Penalty 529.357116 = -18696.882001 nChanged 6 SP:Iteration 17Q (6890.160000 sec): 3 clusters Score: Raw -19235.045486 + Penalty 529.357116 = -18705.688370 nChanged 5 SP:Iteration 18Q (6890.290000 sec): 3 clusters Score: Raw -19241.171955 + Penalty 529.357116 = -18711.814839 nChanged 11 SP:Iteration 19Q (6890.460000 sec): 3 clusters Score: Raw -19263.343117 + Penalty 529.357116 = -18733.986002 nChanged 8 SP:Iteration 20F (6890.630000 sec): 3 clusters Score: Raw -19277.415818 + Penalty 529.357116 = -18748.058703 nChanged 2 SP:Iteration 21Q (6890.840000 sec): 3 clusters Score: Raw -19282.505417 + Penalty 529.357116 = -18753.148301 nChanged 2 SP:Iteration 22Q (6891.050000 sec): 3 clusters Score: Raw -19284.576691 + Penalty 529.357116 = -18755.219576 nChanged 0 SP:Iteration 23F (6891.200000 sec): 3 clusters Score: Raw -19284.576691 + Penalty 529.357116 = -18755.219576 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6891.300000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6891.480000 sec): 3 clusters Score: Raw -198832.605473 + Penalty 733.652700 = -198098.952773 nChanged 1343 SP:Iteration 1F (6891.640000 sec): 3 clusters Score: Raw -199582.014736 + Penalty 733.652700 = -198848.362036 nChanged 186 SP:Iteration 2F (6891.860000 sec): 3 clusters Score: Raw -199649.835180 + Penalty 733.652700 = -198916.182480 nChanged 135 SP:Iteration 3Q (6892.060000 sec): 3 clusters Score: Raw -199694.606754 + Penalty 733.652700 = -198960.954054 nChanged 109 SP:Iteration 4Q (6892.280000 sec): 3 clusters Score: Raw -199725.994276 + Penalty 733.652700 = -198992.341576 nChanged 67 SP:Iteration 5Q (6892.480000 sec): 3 clusters Score: Raw -199742.411689 + Penalty 733.652700 = -199008.758989 nChanged 63 SP:Iteration 6Q (6892.650000 sec): 3 clusters Score: Raw -199759.889797 + Penalty 733.652700 = -199026.237097 nChanged 67 SP:Iteration 7Q (6892.870000 sec): 3 clusters Score: Raw -199780.311343 + Penalty 733.652700 = -199046.658643 nChanged 65 SP:Iteration 8Q (6893.070000 sec): 3 clusters Score: Raw -199797.768125 + Penalty 733.652700 = -199064.115425 nChanged 72 SP:Iteration 9Q (6893.230000 sec): 3 clusters Score: Raw -199820.586968 + Penalty 733.652700 = -199086.934268 nChanged 80 SP:Iteration 10Q (6893.380000 sec): 3 clusters Score: Raw -199850.710985 + Penalty 733.652700 = -199117.058285 nChanged 103 SP:Iteration 11Q (6893.570000 sec): 3 clusters Score: Raw -199895.549844 + Penalty 733.652700 = -199161.897144 nChanged 108 SP:Iteration 12Q (6893.750000 sec): 3 clusters Score: Raw -199957.883721 + Penalty 733.652700 = -199224.231021 nChanged 111 SP:Iteration 13Q (6893.970000 sec): 3 clusters Score: Raw -200018.945371 + Penalty 733.652700 = -199285.292671 nChanged 104 SP:Iteration 14Q (6894.100000 sec): 3 clusters Score: Raw -200078.207546 + Penalty 733.652700 = -199344.554846 nChanged 111 SP:Iteration 15Q (6894.270000 sec): 3 clusters Score: Raw -200150.611346 + Penalty 733.652700 = -199416.958646 nChanged 109 SP:Iteration 16Q (6894.540000 sec): 3 clusters Score: Raw -200219.612752 + Penalty 733.652700 = -199485.960052 nChanged 84 SP:Iteration 17Q (6894.700000 sec): 3 clusters Score: Raw -200267.384402 + Penalty 733.652700 = -199533.731702 nChanged 70 SP:Iteration 18Q (6894.850000 sec): 3 clusters Score: Raw -200308.891916 + Penalty 733.652700 = -199575.239216 nChanged 72 SP:Iteration 19Q (6895.030000 sec): 3 clusters Score: Raw -200350.445034 + Penalty 733.652700 = -199616.792334 nChanged 62 SP:Iteration 20F (6895.200000 sec): 3 clusters Score: Raw -200381.408337 + Penalty 733.652700 = -199647.755637 nChanged 45 SP:Iteration 21Q (6895.390000 sec): 3 clusters Score: Raw -200402.349032 + Penalty 733.652700 = -199668.696332 nChanged 44 SP:Iteration 22Q (6895.610000 sec): 3 clusters Score: Raw -200430.905775 + Penalty 733.652700 = -199697.253074 nChanged 47 SP:Iteration 23Q (6895.770000 sec): 3 clusters Score: Raw -200457.004391 + Penalty 733.652700 = -199723.351691 nChanged 45 SP:Iteration 24Q (6895.910000 sec): 3 clusters Score: Raw -200485.684159 + Penalty 733.652700 = -199752.031459 nChanged 52 SP:Iteration 25Q (6896.110000 sec): 3 clusters Score: Raw -200519.111033 + Penalty 733.652700 = -199785.458333 nChanged 50 SP:Iteration 26Q (6896.270000 sec): 3 clusters Score: Raw -200557.262941 + Penalty 733.652700 = -199823.610241 nChanged 44 SP:Iteration 27Q (6896.390000 sec): 3 clusters Score: Raw -200591.151840 + Penalty 733.652700 = -199857.499140 nChanged 38 SP:Iteration 28Q (6896.630000 sec): 3 clusters Score: Raw -200622.927152 + Penalty 733.652700 = -199889.274452 nChanged 22 SP:Iteration 29Q (6896.780000 sec): 3 clusters Score: Raw -200641.372804 + Penalty 733.652700 = -199907.720104 nChanged 23 SP:Iteration 30Q (6896.970000 sec): 3 clusters Score: Raw -200659.922369 + Penalty 733.652700 = -199926.269669 nChanged 11 SP:Iteration 31Q (6897.180000 sec): 3 clusters Score: Raw -200669.474822 + Penalty 733.652700 = -199935.822122 nChanged 9 SP:Iteration 32Q (6897.350000 sec): 3 clusters Score: Raw -200678.801962 + Penalty 733.652700 = -199945.149262 nChanged 6 SP:Iteration 33Q (6897.590000 sec): 3 clusters Score: Raw -200682.616327 + Penalty 733.652700 = -199948.963627 nChanged 7 SP:Iteration 34Q (6897.760000 sec): 3 clusters Score: Raw -200687.836687 + Penalty 733.652700 = -199954.183987 nChanged 1 SP:Iteration 35Q (6897.950000 sec): 3 clusters Score: Raw -200688.556525 + Penalty 733.652700 = -199954.903825 nChanged 2 SP:Iteration 36Q (6898.150000 sec): 3 clusters Score: Raw -200692.539851 + Penalty 733.652700 = -199958.887151 nChanged 1 SP:Iteration 37Q (6898.310000 sec): 3 clusters Score: Raw -200694.834099 + Penalty 733.652700 = -199961.181399 nChanged 3 SP:Iteration 38Q (6898.510000 sec): 3 clusters Score: Raw -200696.361120 + Penalty 733.652700 = -199962.708420 nChanged 0 SP:Iteration 39F (6898.710000 sec): 3 clusters Score: Raw -200696.361120 + Penalty 733.652700 = -199962.708420 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6898.780000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6898.940000 sec): 3 clusters Score: Raw -7112.258400 + Penalty 440.821025 = -6671.437376 nChanged 25 SP:Iteration 1F (6899.120000 sec): 3 clusters Score: Raw -7148.992692 + Penalty 440.821025 = -6708.171667 nChanged 8 SP:Iteration 2F (6899.330000 sec): 3 clusters Score: Raw -7165.739258 + Penalty 440.821025 = -6724.918233 nChanged 4 SP:Iteration 3Q (6899.490000 sec): 3 clusters Score: Raw -7176.607170 + Penalty 440.821025 = -6735.786145 nChanged 1 SP:Iteration 4Q (6899.650000 sec): 3 clusters Score: Raw -7178.488421 + Penalty 440.821025 = -6737.667396 nChanged 0 SP:Iteration 5F (6899.790000 sec): 3 clusters Score: Raw -7178.488421 + Penalty 440.821025 = -6737.667396 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6899.890000 sec): 2 clusters Score: Raw -6023.471536 + Penalty 219.688275 = -5803.783261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6900.030000 sec): 3 clusters Score: Raw -6034.069595 + Penalty 439.376550 = -5594.693045 nChanged 36 SP:Iteration 1F (6900.190000 sec): 3 clusters Score: Raw -6108.446174 + Penalty 439.376550 = -5669.069624 nChanged 9 SP:Iteration 2F (6900.380000 sec): 3 clusters Score: Raw -6121.933846 + Penalty 439.376550 = -5682.557296 nChanged 3 SP:Iteration 3Q (6900.550000 sec): 3 clusters Score: Raw -6128.941791 + Penalty 439.376550 = -5689.565241 nChanged 3 SP:Iteration 4Q (6900.750000 sec): 3 clusters Score: Raw -6144.507437 + Penalty 439.376550 = -5705.130887 nChanged 4 SP:Iteration 5Q (6900.920000 sec): 3 clusters Score: Raw -6153.982574 + Penalty 439.376550 = -5714.606024 nChanged 2 SP:Iteration 6Q (6901.120000 sec): 3 clusters Score: Raw -6156.566335 + Penalty 439.376550 = -5717.189784 nChanged 1 SP:Iteration 7Q (6901.280000 sec): 3 clusters Score: Raw -6157.317850 + Penalty 439.376550 = -5717.941300 nChanged 0 SP:Iteration 8F (6901.430000 sec): 3 clusters Score: Raw -6157.317850 + Penalty 439.376550 = -5717.941300 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6901.500000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6901.640000 sec): 3 clusters Score: Raw -19589.837551 + Penalty 532.550426 = -19057.287125 nChanged 109 SP:Iteration 1F (6901.800000 sec): 3 clusters Score: Raw -19693.725664 + Penalty 532.550426 = -19161.175239 nChanged 26 SP:Iteration 2F (6901.980000 sec): 3 clusters Score: Raw -19718.197010 + Penalty 532.550426 = -19185.646585 nChanged 13 SP:Iteration 3Q (6902.200000 sec): 3 clusters Score: Raw -19727.587601 + Penalty 532.550426 = -19195.037175 nChanged 7 SP:Iteration 4Q (6902.350000 sec): 3 clusters Score: Raw -19747.959392 + Penalty 532.550426 = -19215.408966 nChanged 11 SP:Iteration 5Q (6902.540000 sec): 3 clusters Score: Raw -19769.424328 + Penalty 532.550426 = -19236.873902 nChanged 9 SP:Iteration 6Q (6902.730000 sec): 3 clusters Score: Raw -19782.878404 + Penalty 532.550426 = -19250.327978 nChanged 10 SP:Iteration 7Q (6902.960000 sec): 3 clusters Score: Raw -19804.308709 + Penalty 532.550426 = -19271.758284 nChanged 12 SP:Iteration 8Q (6903.120000 sec): 3 clusters Score: Raw -19809.469834 + Penalty 532.550426 = -19276.919408 nChanged 3 SP:Iteration 9Q (6903.340000 sec): 3 clusters Score: Raw -19810.464773 + Penalty 532.550426 = -19277.914347 nChanged 1 SP:Iteration 10Q (6903.480000 sec): 3 clusters Score: Raw -19810.791974 + Penalty 532.550426 = -19278.241549 nChanged 2 SP:Iteration 11Q (6903.640000 sec): 3 clusters Score: Raw -19812.149253 + Penalty 532.550426 = -19279.598827 nChanged 1 SP:Iteration 12Q (6903.820000 sec): 3 clusters Score: Raw -19812.704578 + Penalty 532.550426 = -19280.154152 nChanged 1 SP:Iteration 13Q (6904.030000 sec): 3 clusters Score: Raw -19813.256664 + Penalty 532.550426 = -19280.706239 nChanged 3 SP:Iteration 14Q (6904.220000 sec): 3 clusters Score: Raw -19814.789757 + Penalty 532.550426 = -19282.239331 nChanged 3 SP:Iteration 15Q (6904.380000 sec): 3 clusters Score: Raw -19815.996220 + Penalty 532.550426 = -19283.445794 nChanged 0 SP:Iteration 16F (6904.580000 sec): 3 clusters Score: Raw -19815.996220 + Penalty 532.550426 = -19283.445794 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6904.620000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6904.820000 sec): 3 clusters Score: Raw -11782.282831 + Penalty 484.836731 = -11297.446100 nChanged 63 SP:Iteration 1F (6904.980000 sec): 3 clusters Score: Raw -11860.815496 + Penalty 484.836731 = -11375.978765 nChanged 20 SP:Iteration 2F (6905.150000 sec): 3 clusters Score: Raw -11901.488009 + Penalty 484.836731 = -11416.651278 nChanged 19 SP:Iteration 3F (6905.340000 sec): 3 clusters Score: Raw -11936.390467 + Penalty 484.836731 = -11451.553736 nChanged 4 SP:Iteration 4Q (6905.500000 sec): 3 clusters Score: Raw -11939.828019 + Penalty 484.836731 = -11454.991288 nChanged 1 SP:Iteration 5Q (6905.680000 sec): 3 clusters Score: Raw -11940.910232 + Penalty 484.836731 = -11456.073500 nChanged 0 SP:Iteration 6F (6905.850000 sec): 3 clusters Score: Raw -11940.910232 + Penalty 484.836731 = -11456.073500 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6905.990000 sec): 2 clusters Score: Raw -235489.257027 + Penalty 380.019762 = -235109.237266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6906.220000 sec): 3 clusters Score: Raw -233038.020892 + Penalty 760.039523 = -232277.981369 nChanged 1853 SP:Iteration 1F (6906.440000 sec): 3 clusters Score: Raw -234129.926598 + Penalty 760.039523 = -233369.887075 nChanged 296 SP:Iteration 2F (6906.590000 sec): 3 clusters Score: Raw -234286.931153 + Penalty 760.039523 = -233526.891630 nChanged 265 SP:Iteration 3F (6906.790000 sec): 3 clusters Score: Raw -234428.478405 + Penalty 760.039523 = -233668.438882 nChanged 244 SP:Iteration 4F (6906.970000 sec): 3 clusters Score: Raw -234584.885971 + Penalty 760.039523 = -233824.846448 nChanged 219 SP:Iteration 5F (6907.160000 sec): 3 clusters Score: Raw -234747.739771 + Penalty 760.039523 = -233987.700247 nChanged 216 SP:Iteration 6F (6907.380000 sec): 3 clusters Score: Raw -234907.935365 + Penalty 760.039523 = -234147.895841 nChanged 181 SP:Iteration 7Q (6907.550000 sec): 3 clusters Score: Raw -235038.246544 + Penalty 760.039523 = -234278.207021 nChanged 171 SP:Iteration 8Q (6907.750000 sec): 3 clusters Score: Raw -235131.045782 + Penalty 760.039523 = -234371.006259 nChanged 115 SP:Iteration 9Q (6907.910000 sec): 3 clusters Score: Raw -235185.057937 + Penalty 760.039523 = -234425.018414 nChanged 71 SP:Iteration 10Q (6908.110000 sec): 3 clusters Score: Raw -235212.262403 + Penalty 760.039523 = -234452.222880 nChanged 59 SP:Iteration 11Q (6908.270000 sec): 3 clusters Score: Raw -235229.070030 + Penalty 760.039523 = -234469.030507 nChanged 45 SP:Iteration 12Q (6908.450000 sec): 3 clusters Score: Raw -235240.656186 + Penalty 760.039523 = -234480.616663 nChanged 40 SP:Iteration 13Q (6908.610000 sec): 3 clusters Score: Raw -235247.406296 + Penalty 760.039523 = -234487.366773 nChanged 20 SP:Iteration 14Q (6908.850000 sec): 3 clusters Score: Raw -235250.640491 + Penalty 760.039523 = -234490.600968 nChanged 15 SP:Iteration 15Q (6909.030000 sec): 3 clusters Score: Raw -235253.635580 + Penalty 760.039523 = -234493.596057 nChanged 9 SP:Iteration 16Q (6909.200000 sec): 3 clusters Score: Raw -235255.560967 + Penalty 760.039523 = -234495.521444 nChanged 15 SP:Iteration 17Q (6909.380000 sec): 3 clusters Score: Raw -235256.982260 + Penalty 760.039523 = -234496.942737 nChanged 12 SP:Iteration 18Q (6909.580000 sec): 3 clusters Score: Raw -235257.686436 + Penalty 760.039523 = -234497.646913 nChanged 6 SP:Iteration 19Q (6909.750000 sec): 3 clusters Score: Raw -235258.164457 + Penalty 760.039523 = -234498.124934 nChanged 8 SP:Iteration 20F (6909.940000 sec): 3 clusters Score: Raw -235259.067389 + Penalty 760.039523 = -234499.027866 nChanged 15 SP:Iteration 21Q (6910.140000 sec): 3 clusters Score: Raw -235260.866571 + Penalty 760.039523 = -234500.827048 nChanged 10 SP:Iteration 22Q (6910.320000 sec): 3 clusters Score: Raw -235261.779726 + Penalty 760.039523 = -234501.740203 nChanged 9 SP:Iteration 23Q (6910.480000 sec): 3 clusters Score: Raw -235262.483899 + Penalty 760.039523 = -234502.444376 nChanged 9 SP:Iteration 24Q (6910.690000 sec): 3 clusters Score: Raw -235263.209223 + Penalty 760.039523 = -234503.169699 nChanged 8 SP:Iteration 25Q (6910.860000 sec): 3 clusters Score: Raw -235264.197509 + Penalty 760.039523 = -234504.157986 nChanged 10 SP:Iteration 26Q (6911.000000 sec): 3 clusters Score: Raw -235265.224621 + Penalty 760.039523 = -234505.185098 nChanged 8 SP:Iteration 27Q (6911.150000 sec): 3 clusters Score: Raw -235266.221602 + Penalty 760.039523 = -234506.182078 nChanged 9 SP:Iteration 28Q (6911.330000 sec): 3 clusters Score: Raw -235267.163028 + Penalty 760.039523 = -234507.123505 nChanged 7 SP:Iteration 29Q (6911.480000 sec): 3 clusters Score: Raw -235267.868537 + Penalty 760.039523 = -234507.829014 nChanged 7 SP:Iteration 30Q (6911.610000 sec): 3 clusters Score: Raw -235268.623420 + Penalty 760.039523 = -234508.583897 nChanged 10 SP:Iteration 31Q (6911.820000 sec): 3 clusters Score: Raw -235269.956610 + Penalty 760.039523 = -234509.917087 nChanged 13 SP:Iteration 32Q (6911.970000 sec): 3 clusters Score: Raw -235271.365874 + Penalty 760.039523 = -234511.326351 nChanged 6 SP:Iteration 33Q (6912.170000 sec): 3 clusters Score: Raw -235271.919245 + Penalty 760.039523 = -234511.879722 nChanged 11 SP:Iteration 34Q (6912.370000 sec): 3 clusters Score: Raw -235272.884077 + Penalty 760.039523 = -234512.844554 nChanged 14 SP:Iteration 35Q (6912.580000 sec): 3 clusters Score: Raw -235274.488775 + Penalty 760.039523 = -234514.449252 nChanged 14 SP:Iteration 36Q (6912.740000 sec): 3 clusters Score: Raw -235275.607962 + Penalty 760.039523 = -234515.568439 nChanged 8 SP:Iteration 37Q (6912.950000 sec): 3 clusters Score: Raw -235276.799711 + Penalty 760.039523 = -234516.760188 nChanged 5 SP:Iteration 38Q (6913.130000 sec): 3 clusters Score: Raw -235277.294955 + Penalty 760.039523 = -234517.255432 nChanged 5 SP:Iteration 39Q (6913.290000 sec): 3 clusters Score: Raw -235277.732571 + Penalty 760.039523 = -234517.693048 nChanged 7 SP:Iteration 40F (6913.510000 sec): 3 clusters Score: Raw -235278.166631 + Penalty 760.039523 = -234518.127108 nChanged 5 SP:Iteration 41Q (6913.660000 sec): 3 clusters Score: Raw -235278.627814 + Penalty 760.039523 = -234518.588291 nChanged 9 SP:Iteration 42Q (6913.870000 sec): 3 clusters Score: Raw -235280.196439 + Penalty 760.039523 = -234520.156916 nChanged 10 SP:Iteration 43Q (6914.050000 sec): 3 clusters Score: Raw -235281.889966 + Penalty 760.039523 = -234521.850443 nChanged 15 SP:Iteration 44Q (6914.250000 sec): 3 clusters Score: Raw -235284.660429 + Penalty 760.039523 = -234524.620906 nChanged 16 SP:Iteration 45Q (6914.430000 sec): 3 clusters Score: Raw -235286.902366 + Penalty 760.039523 = -234526.862843 nChanged 14 SP:Iteration 46Q (6914.610000 sec): 3 clusters Score: Raw -235289.025406 + Penalty 760.039523 = -234528.985883 nChanged 13 SP:Iteration 47Q (6914.790000 sec): 3 clusters Score: Raw -235291.577281 + Penalty 760.039523 = -234531.537758 nChanged 6 SP:Iteration 48Q (6914.960000 sec): 3 clusters Score: Raw -235292.348879 + Penalty 760.039523 = -234532.309355 nChanged 4 SP:Iteration 49Q (6915.150000 sec): 3 clusters Score: Raw -235292.572070 + Penalty 760.039523 = -234532.532547 nChanged 3 SP:Iteration 50Q (6915.370000 sec): 3 clusters Score: Raw -235292.978603 + Penalty 760.039523 = -234532.939080 nChanged 3 SP:Iteration 51Q (6915.500000 sec): 3 clusters Score: Raw -235293.286804 + Penalty 760.039523 = -234533.247280 nChanged 4 SP:Iteration 52Q (6915.650000 sec): 3 clusters Score: Raw -235293.482514 + Penalty 760.039523 = -234533.442991 nChanged 2 SP:Iteration 53Q (6915.820000 sec): 3 clusters Score: Raw -235293.693886 + Penalty 760.039523 = -234533.654363 nChanged 2 SP:Iteration 54Q (6916.050000 sec): 3 clusters Score: Raw -235293.887122 + Penalty 760.039523 = -234533.847598 nChanged 2 SP:Iteration 55Q (6916.190000 sec): 3 clusters Score: Raw -235294.287411 + Penalty 760.039523 = -234534.247888 nChanged 4 SP:Iteration 56Q (6916.410000 sec): 3 clusters Score: Raw -235294.992722 + Penalty 760.039523 = -234534.953199 nChanged 8 SP:Iteration 57Q (6916.510000 sec): 3 clusters Score: Raw -235297.925902 + Penalty 760.039523 = -234537.886379 nChanged 12 SP:Iteration 58Q (6916.710000 sec): 3 clusters Score: Raw -235302.641418 + Penalty 760.039523 = -234542.601895 nChanged 18 SP:Iteration 59Q (6916.870000 sec): 3 clusters Score: Raw -235309.547665 + Penalty 760.039523 = -234549.508141 nChanged 21 SP:Iteration 60F (6917.020000 sec): 3 clusters Score: Raw -235314.110653 + Penalty 760.039523 = -234554.071130 nChanged 18 SP:Iteration 61Q (6917.160000 sec): 3 clusters Score: Raw -235319.012715 + Penalty 760.039523 = -234558.973192 nChanged 18 SP:Iteration 62Q (6917.350000 sec): 3 clusters Score: Raw -235322.202614 + Penalty 760.039523 = -234562.163090 nChanged 15 SP:Iteration 63Q (6917.560000 sec): 3 clusters Score: Raw -235326.703442 + Penalty 760.039523 = -234566.663919 nChanged 16 SP:Iteration 64Q (6917.770000 sec): 3 clusters Score: Raw -235331.571474 + Penalty 760.039523 = -234571.531951 nChanged 18 SP:Iteration 65Q (6917.950000 sec): 3 clusters Score: Raw -235336.829017 + Penalty 760.039523 = -234576.789494 nChanged 20 SP:Iteration 66Q (6918.100000 sec): 3 clusters Score: Raw -235340.160653 + Penalty 760.039523 = -234580.121130 nChanged 18 SP:Iteration 67Q (6918.270000 sec): 3 clusters Score: Raw -235344.134592 + Penalty 760.039523 = -234584.095069 nChanged 24 SP:Iteration 68Q (6918.440000 sec): 3 clusters Score: Raw -235349.592913 + Penalty 760.039523 = -234589.553390 nChanged 23 SP:Iteration 69Q (6918.610000 sec): 3 clusters Score: Raw -235354.765443 + Penalty 760.039523 = -234594.725920 nChanged 26 SP:Iteration 70Q (6918.800000 sec): 3 clusters Score: Raw -235360.872822 + Penalty 760.039523 = -234600.833299 nChanged 27 SP:Iteration 71Q (6919.030000 sec): 3 clusters Score: Raw -235368.126451 + Penalty 760.039523 = -234608.086928 nChanged 32 SP:Iteration 72Q (6919.190000 sec): 3 clusters Score: Raw -235375.062788 + Penalty 760.039523 = -234615.023265 nChanged 27 SP:Iteration 73Q (6919.400000 sec): 3 clusters Score: Raw -235381.130223 + Penalty 760.039523 = -234621.090700 nChanged 20 SP:Iteration 74Q (6919.600000 sec): 3 clusters Score: Raw -235385.785838 + Penalty 760.039523 = -234625.746314 nChanged 20 SP:Iteration 75Q (6919.790000 sec): 3 clusters Score: Raw -235390.111522 + Penalty 760.039523 = -234630.071999 nChanged 19 SP:Iteration 76Q (6919.930000 sec): 3 clusters Score: Raw -235392.663225 + Penalty 760.039523 = -234632.623702 nChanged 21 SP:Iteration 77Q (6920.120000 sec): 3 clusters Score: Raw -235395.630334 + Penalty 760.039523 = -234635.590811 nChanged 13 SP:Iteration 78Q (6920.230000 sec): 3 clusters Score: Raw -235397.382771 + Penalty 760.039523 = -234637.343248 nChanged 14 SP:Iteration 79Q (6920.430000 sec): 3 clusters Score: Raw -235398.952243 + Penalty 760.039523 = -234638.912719 nChanged 14 SP:Iteration 80F (6920.640000 sec): 3 clusters Score: Raw -235400.831246 + Penalty 760.039523 = -234640.791723 nChanged 18 SP:Iteration 81Q (6920.870000 sec): 3 clusters Score: Raw -235403.106223 + Penalty 760.039523 = -234643.066700 nChanged 11 SP:Iteration 82Q (6921.090000 sec): 3 clusters Score: Raw -235404.376808 + Penalty 760.039523 = -234644.337285 nChanged 17 SP:Iteration 83Q (6921.260000 sec): 3 clusters Score: Raw -235407.053972 + Penalty 760.039523 = -234647.014449 nChanged 18 SP:Iteration 84Q (6921.470000 sec): 3 clusters Score: Raw -235410.758981 + Penalty 760.039523 = -234650.719458 nChanged 14 SP:Iteration 85Q (6921.700000 sec): 3 clusters Score: Raw -235413.689237 + Penalty 760.039523 = -234653.649714 nChanged 23 SP:Iteration 86Q (6921.910000 sec): 3 clusters Score: Raw -235418.450561 + Penalty 760.039523 = -234658.411038 nChanged 20 SP:Iteration 87Q (6922.140000 sec): 3 clusters Score: Raw -235422.977771 + Penalty 760.039523 = -234662.938248 nChanged 22 SP:Iteration 88Q (6922.290000 sec): 3 clusters Score: Raw -235426.717655 + Penalty 760.039523 = -234666.678132 nChanged 22 SP:Iteration 89Q (6922.480000 sec): 3 clusters Score: Raw -235431.402690 + Penalty 760.039523 = -234671.363167 nChanged 18 SP:Iteration 90Q (6922.700000 sec): 3 clusters Score: Raw -235434.238484 + Penalty 760.039523 = -234674.198960 nChanged 12 SP:Iteration 91Q (6922.910000 sec): 3 clusters Score: Raw -235435.383085 + Penalty 760.039523 = -234675.343562 nChanged 6 SP:Iteration 92Q (6923.120000 sec): 3 clusters Score: Raw -235436.357293 + Penalty 760.039523 = -234676.317770 nChanged 9 SP:Iteration 93Q (6923.280000 sec): 3 clusters Score: Raw -235437.831386 + Penalty 760.039523 = -234677.791863 nChanged 9 SP:Iteration 94Q (6923.470000 sec): 3 clusters Score: Raw -235438.681901 + Penalty 760.039523 = -234678.642378 nChanged 8 SP:Iteration 95Q (6923.720000 sec): 3 clusters Score: Raw -235439.794950 + Penalty 760.039523 = -234679.755426 nChanged 7 SP:Iteration 96Q (6923.870000 sec): 3 clusters Score: Raw -235440.616657 + Penalty 760.039523 = -234680.577134 nChanged 7 SP:Iteration 97Q (6924.100000 sec): 3 clusters Score: Raw -235441.765636 + Penalty 760.039523 = -234681.726113 nChanged 9 SP:Iteration 98Q (6924.270000 sec): 3 clusters Score: Raw -235442.748762 + Penalty 760.039523 = -234682.709239 nChanged 5 SP:Iteration 99Q (6924.470000 sec): 3 clusters Score: Raw -235443.721263 + Penalty 760.039523 = -234683.681740 nChanged 8 SP:Iteration 100F (6924.690000 sec): 3 clusters Score: Raw -235444.583987 + Penalty 760.039523 = -234684.544464 nChanged 4 SP:Iteration 101Q (6924.820000 sec): 3 clusters Score: Raw -235445.253964 + Penalty 760.039523 = -234685.214441 nChanged 12 SP:Iteration 102Q (6925.030000 sec): 3 clusters Score: Raw -235447.394594 + Penalty 760.039523 = -234687.355071 nChanged 13 SP:Iteration 103Q (6925.230000 sec): 3 clusters Score: Raw -235449.684083 + Penalty 760.039523 = -234689.644559 nChanged 12 SP:Iteration 104Q (6925.400000 sec): 3 clusters Score: Raw -235452.324029 + Penalty 760.039523 = -234692.284506 nChanged 14 SP:Iteration 105Q (6925.580000 sec): 3 clusters Score: Raw -235455.188024 + Penalty 760.039523 = -234695.148501 nChanged 14 SP:Iteration 106Q (6925.780000 sec): 3 clusters Score: Raw -235458.340362 + Penalty 760.039523 = -234698.300839 nChanged 14 SP:Iteration 107Q (6926.000000 sec): 3 clusters Score: Raw -235460.613975 + Penalty 760.039523 = -234700.574452 nChanged 13 SP:Iteration 108Q (6926.250000 sec): 3 clusters Score: Raw -235462.683310 + Penalty 760.039523 = -234702.643787 nChanged 16 SP:Iteration 109Q (6926.450000 sec): 3 clusters Score: Raw -235465.234905 + Penalty 760.039523 = -234705.195382 nChanged 11 SP:Iteration 110Q (6926.660000 sec): 3 clusters Score: Raw -235467.176987 + Penalty 760.039523 = -234707.137464 nChanged 10 SP:Iteration 111Q (6926.840000 sec): 3 clusters Score: Raw -235468.721122 + Penalty 760.039523 = -234708.681599 nChanged 11 SP:Iteration 112Q (6927.020000 sec): 3 clusters Score: Raw -235470.032366 + Penalty 760.039523 = -234709.992842 nChanged 7 SP:Iteration 113Q (6927.190000 sec): 3 clusters Score: Raw -235470.896274 + Penalty 760.039523 = -234710.856750 nChanged 5 SP:Iteration 114Q (6927.380000 sec): 3 clusters Score: Raw -235471.865848 + Penalty 760.039523 = -234711.826325 nChanged 8 SP:Iteration 115Q (6927.560000 sec): 3 clusters Score: Raw -235474.020801 + Penalty 760.039523 = -234713.981278 nChanged 8 SP:Iteration 116Q (6927.740000 sec): 3 clusters Score: Raw -235475.509014 + Penalty 760.039523 = -234715.469491 nChanged 8 SP:Iteration 117Q (6927.910000 sec): 3 clusters Score: Raw -235476.251666 + Penalty 760.039523 = -234716.212142 nChanged 2 SP:Iteration 118Q (6928.050000 sec): 3 clusters Score: Raw -235476.374846 + Penalty 760.039523 = -234716.335323 nChanged 1 SP:Iteration 119Q (6928.260000 sec): 3 clusters Score: Raw -235476.432770 + Penalty 760.039523 = -234716.393247 nChanged 1 SP:Iteration 120F (6928.430000 sec): 3 clusters Score: Raw -235476.644454 + Penalty 760.039523 = -234716.604931 nChanged 2 SP:Iteration 121Q (6928.620000 sec): 3 clusters Score: Raw -235476.799875 + Penalty 760.039523 = -234716.760352 nChanged 1 SP:Iteration 122Q (6928.840000 sec): 3 clusters Score: Raw -235476.817177 + Penalty 760.039523 = -234716.777654 nChanged 0 SP:Iteration 123F (6928.980000 sec): 3 clusters Score: Raw -235476.817177 + Penalty 760.039523 = -234716.777654 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6929.100000 sec): 2 clusters Score: Raw -5091.259442 + Penalty 216.288354 = -4874.971088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6929.240000 sec): 3 clusters Score: Raw -5084.227308 + Penalty 432.576707 = -4651.650600 nChanged 20 SP:Iteration 1F (6929.440000 sec): 3 clusters Score: Raw -5121.499331 + Penalty 432.576707 = -4688.922623 nChanged 5 SP:Iteration 2Q (6929.590000 sec): 3 clusters Score: Raw -5130.368167 + Penalty 432.576707 = -4697.791459 nChanged 1 SP:Iteration 3Q (6929.780000 sec): 3 clusters Score: Raw -5132.207181 + Penalty 432.576707 = -4699.630473 nChanged 2 SP:Iteration 4Q (6929.920000 sec): 3 clusters Score: Raw -5135.653830 + Penalty 432.576707 = -4703.077123 nChanged 0 SP:Iteration 5F (6930.030000 sec): 3 clusters Score: Raw -5135.653830 + Penalty 432.576707 = -4703.077123 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6930.100000 sec): 2 clusters Score: Raw -8289.424582 + Penalty 225.490131 = -8063.934451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6930.250000 sec): 3 clusters Score: Raw -8267.840128 + Penalty 450.980262 = -7816.859866 nChanged 34 SP:Iteration 1F (6930.450000 sec): 3 clusters Score: Raw -8323.374411 + Penalty 450.980262 = -7872.394149 nChanged 9 SP:Iteration 2F (6930.590000 sec): 3 clusters Score: Raw -8339.951047 + Penalty 450.980262 = -7888.970784 nChanged 1 SP:Iteration 3Q (6930.760000 sec): 3 clusters Score: Raw -8340.708940 + Penalty 450.980262 = -7889.728678 nChanged 0 SP:Iteration 4F (6930.920000 sec): 3 clusters Score: Raw -8340.708940 + Penalty 450.980262 = -7889.728678 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6931.000000 sec): 2 clusters Score: Raw -49524.208993 + Penalty 306.801069 = -49217.407924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6931.200000 sec): 3 clusters Score: Raw -49135.208659 + Penalty 613.602138 = -48521.606521 nChanged 308 SP:Iteration 1F (6931.350000 sec): 3 clusters Score: Raw -49312.372592 + Penalty 613.602138 = -48698.770454 nChanged 67 SP:Iteration 2F (6931.500000 sec): 3 clusters Score: Raw -49354.624121 + Penalty 613.602138 = -48741.021983 nChanged 48 SP:Iteration 3F (6931.650000 sec): 3 clusters Score: Raw -49379.194939 + Penalty 613.602138 = -48765.592801 nChanged 30 SP:Iteration 4Q (6931.820000 sec): 3 clusters Score: Raw -49390.300985 + Penalty 613.602138 = -48776.698847 nChanged 16 SP:Iteration 5Q (6932.030000 sec): 3 clusters Score: Raw -49398.550713 + Penalty 613.602138 = -48784.948575 nChanged 14 SP:Iteration 6Q (6932.160000 sec): 3 clusters Score: Raw -49407.104101 + Penalty 613.602138 = -48793.501963 nChanged 16 SP:Iteration 7Q (6932.310000 sec): 3 clusters Score: Raw -49418.439116 + Penalty 613.602138 = -48804.836978 nChanged 17 SP:Iteration 8Q (6932.460000 sec): 3 clusters Score: Raw -49432.681517 + Penalty 613.602138 = -48819.079379 nChanged 17 SP:Iteration 9Q (6932.640000 sec): 3 clusters Score: Raw -49442.349218 + Penalty 613.602138 = -48828.747080 nChanged 10 SP:Iteration 10Q (6932.810000 sec): 3 clusters Score: Raw -49448.109312 + Penalty 613.602138 = -48834.507174 nChanged 12 SP:Iteration 11Q (6933.000000 sec): 3 clusters Score: Raw -49452.131249 + Penalty 613.602138 = -48838.529111 nChanged 17 SP:Iteration 12Q (6933.170000 sec): 3 clusters Score: Raw -49460.707995 + Penalty 613.602138 = -48847.105857 nChanged 16 SP:Iteration 13Q (6933.340000 sec): 3 clusters Score: Raw -49470.189755 + Penalty 613.602138 = -48856.587618 nChanged 18 SP:Iteration 14Q (6933.480000 sec): 3 clusters Score: Raw -49479.982515 + Penalty 613.602138 = -48866.380377 nChanged 17 SP:Iteration 15Q (6933.640000 sec): 3 clusters Score: Raw -49491.018047 + Penalty 613.602138 = -48877.415910 nChanged 16 SP:Iteration 16Q (6933.820000 sec): 3 clusters Score: Raw -49502.006526 + Penalty 613.602138 = -48888.404388 nChanged 24 SP:Iteration 17Q (6933.980000 sec): 3 clusters Score: Raw -49522.626557 + Penalty 613.602138 = -48909.024419 nChanged 24 SP:Iteration 18Q (6934.180000 sec): 3 clusters Score: Raw -49542.919122 + Penalty 613.602138 = -48929.316984 nChanged 21 SP:Iteration 19Q (6934.340000 sec): 3 clusters Score: Raw -49559.899437 + Penalty 613.602138 = -48946.297299 nChanged 16 SP:Iteration 20F (6934.490000 sec): 3 clusters Score: Raw -49572.418159 + Penalty 613.602138 = -48958.816021 nChanged 13 SP:Iteration 21Q (6934.630000 sec): 3 clusters Score: Raw -49582.935615 + Penalty 613.602138 = -48969.333477 nChanged 10 SP:Iteration 22Q (6934.800000 sec): 3 clusters Score: Raw -49592.180882 + Penalty 613.602138 = -48978.578744 nChanged 6 SP:Iteration 23Q (6934.910000 sec): 3 clusters Score: Raw -49597.113845 + Penalty 613.602138 = -48983.511707 nChanged 7 SP:Iteration 24Q (6935.100000 sec): 3 clusters Score: Raw -49602.540342 + Penalty 613.602138 = -48988.938204 nChanged 7 SP:Iteration 25Q (6935.210000 sec): 3 clusters Score: Raw -49611.721624 + Penalty 613.602138 = -48998.119487 nChanged 4 SP:Iteration 26Q (6935.360000 sec): 3 clusters Score: Raw -49618.444044 + Penalty 613.602138 = -49004.841906 nChanged 3 SP:Iteration 27Q (6935.520000 sec): 3 clusters Score: Raw -49623.801491 + Penalty 613.602138 = -49010.199353 nChanged 1 SP:Iteration 28Q (6935.620000 sec): 3 clusters Score: Raw -49624.524411 + Penalty 613.602138 = -49010.922273 nChanged 1 SP:Iteration 29Q (6935.770000 sec): 3 clusters Score: Raw -49625.111642 + Penalty 613.602138 = -49011.509504 nChanged 2 SP:Iteration 30Q (6935.920000 sec): 3 clusters Score: Raw -49626.197034 + Penalty 613.602138 = -49012.594896 nChanged 1 SP:Iteration 31Q (6936.070000 sec): 3 clusters Score: Raw -49626.405283 + Penalty 613.602138 = -49012.803146 nChanged 0 SP:Iteration 32F (6936.170000 sec): 3 clusters Score: Raw -49626.405283 + Penalty 613.602138 = -49012.803146 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6936.280000 sec): 2 clusters Score: Raw -25551.015194 + Penalty 279.364747 = -25271.650447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6936.380000 sec): 3 clusters Score: Raw -25364.724207 + Penalty 558.729494 = -24805.994713 nChanged 156 SP:Iteration 1F (6936.530000 sec): 3 clusters Score: Raw -25490.276636 + Penalty 558.729494 = -24931.547142 nChanged 35 SP:Iteration 2F (6936.710000 sec): 3 clusters Score: Raw -25534.256242 + Penalty 558.729494 = -24975.526747 nChanged 35 SP:Iteration 3F (6936.880000 sec): 3 clusters Score: Raw -25574.179548 + Penalty 558.729494 = -25015.450054 nChanged 25 SP:Iteration 4F (6937.050000 sec): 3 clusters Score: Raw -25597.021497 + Penalty 558.729494 = -25038.292003 nChanged 18 SP:Iteration 5Q (6937.220000 sec): 3 clusters Score: Raw -25615.005204 + Penalty 558.729494 = -25056.275710 nChanged 16 SP:Iteration 6Q (6937.370000 sec): 3 clusters Score: Raw -25631.285270 + Penalty 558.729494 = -25072.555776 nChanged 12 SP:Iteration 7Q (6937.470000 sec): 3 clusters Score: Raw -25641.095016 + Penalty 558.729494 = -25082.365522 nChanged 7 SP:Iteration 8Q (6937.620000 sec): 3 clusters Score: Raw -25649.354118 + Penalty 558.729494 = -25090.624624 nChanged 7 SP:Iteration 9Q (6937.770000 sec): 3 clusters Score: Raw -25656.911755 + Penalty 558.729494 = -25098.182260 nChanged 7 SP:Iteration 10Q (6937.880000 sec): 3 clusters Score: Raw -25663.517394 + Penalty 558.729494 = -25104.787900 nChanged 9 SP:Iteration 11Q (6938.030000 sec): 3 clusters Score: Raw -25672.991880 + Penalty 558.729494 = -25114.262386 nChanged 9 SP:Iteration 12Q (6938.180000 sec): 3 clusters Score: Raw -25680.905518 + Penalty 558.729494 = -25122.176024 nChanged 9 SP:Iteration 13Q (6938.280000 sec): 3 clusters Score: Raw -25694.171953 + Penalty 558.729494 = -25135.442459 nChanged 11 SP:Iteration 14Q (6938.430000 sec): 3 clusters Score: Raw -25710.107294 + Penalty 558.729494 = -25151.377800 nChanged 11 SP:Iteration 15Q (6938.590000 sec): 3 clusters Score: Raw -25730.022495 + Penalty 558.729494 = -25171.293001 nChanged 7 SP:Iteration 16Q (6938.690000 sec): 3 clusters Score: Raw -25737.489986 + Penalty 558.729494 = -25178.760492 nChanged 3 SP:Iteration 17Q (6938.850000 sec): 3 clusters Score: Raw -25739.184226 + Penalty 558.729494 = -25180.454731 nChanged 2 SP:Iteration 18Q (6939.000000 sec): 3 clusters Score: Raw -25740.123569 + Penalty 558.729494 = -25181.394075 nChanged 1 SP:Iteration 19Q (6939.100000 sec): 3 clusters Score: Raw -25740.347995 + Penalty 558.729494 = -25181.618501 nChanged 0 SP:Iteration 20F (6939.200000 sec): 3 clusters Score: Raw -25740.347995 + Penalty 558.729494 = -25181.618501 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6939.250000 sec): 2 clusters Score: Raw -50416.324726 + Penalty 305.439507 = -50110.885219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6939.350000 sec): 3 clusters Score: Raw -50037.876985 + Penalty 610.879014 = -49426.997971 nChanged 310 SP:Iteration 1F (6939.470000 sec): 3 clusters Score: Raw -50254.083179 + Penalty 610.879014 = -49643.204164 nChanged 67 SP:Iteration 2F (6939.590000 sec): 3 clusters Score: Raw -50296.693705 + Penalty 610.879014 = -49685.814691 nChanged 46 SP:Iteration 3F (6939.700000 sec): 3 clusters Score: Raw -50323.915713 + Penalty 610.879014 = -49713.036699 nChanged 30 SP:Iteration 4Q (6939.810000 sec): 3 clusters Score: Raw -50340.874467 + Penalty 610.879014 = -49729.995453 nChanged 16 SP:Iteration 5Q (6939.980000 sec): 3 clusters Score: Raw -50349.841112 + Penalty 610.879014 = -49738.962098 nChanged 16 SP:Iteration 6Q (6940.100000 sec): 3 clusters Score: Raw -50357.551832 + Penalty 610.879014 = -49746.672818 nChanged 12 SP:Iteration 7Q (6940.210000 sec): 3 clusters Score: Raw -50364.219990 + Penalty 610.879014 = -49753.340976 nChanged 7 SP:Iteration 8Q (6940.320000 sec): 3 clusters Score: Raw -50366.926265 + Penalty 610.879014 = -49756.047251 nChanged 11 SP:Iteration 9Q (6940.450000 sec): 3 clusters Score: Raw -50372.121282 + Penalty 610.879014 = -49761.242268 nChanged 10 SP:Iteration 10Q (6940.580000 sec): 3 clusters Score: Raw -50377.711860 + Penalty 610.879014 = -49766.832846 nChanged 8 SP:Iteration 11Q (6940.710000 sec): 3 clusters Score: Raw -50380.786269 + Penalty 610.879014 = -49769.907255 nChanged 4 SP:Iteration 12Q (6940.840000 sec): 3 clusters Score: Raw -50384.273500 + Penalty 610.879014 = -49773.394486 nChanged 10 SP:Iteration 13Q (6940.970000 sec): 3 clusters Score: Raw -50389.353328 + Penalty 610.879014 = -49778.474314 nChanged 7 SP:Iteration 14Q (6941.100000 sec): 3 clusters Score: Raw -50392.247574 + Penalty 610.879014 = -49781.368559 nChanged 5 SP:Iteration 15Q (6941.230000 sec): 3 clusters Score: Raw -50393.312929 + Penalty 610.879014 = -49782.433915 nChanged 0 SP:Iteration 16F (6941.370000 sec): 3 clusters Score: Raw -50393.312929 + Penalty 610.879014 = -49782.433915 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6941.460000 sec): 2 clusters Score: Raw -10909.251337 + Penalty 247.035226 = -10662.216111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6941.670000 sec): 3 clusters Score: Raw -10880.097298 + Penalty 494.070452 = -10386.026846 nChanged 72 SP:Iteration 1F (6941.790000 sec): 3 clusters Score: Raw -10978.088919 + Penalty 494.070452 = -10484.018467 nChanged 13 SP:Iteration 2F (6941.930000 sec): 3 clusters Score: Raw -11000.198485 + Penalty 494.070452 = -10506.128033 nChanged 4 SP:Iteration 3Q (6942.060000 sec): 3 clusters Score: Raw -11005.591390 + Penalty 494.070452 = -10511.520938 nChanged 3 SP:Iteration 4Q (6942.170000 sec): 3 clusters Score: Raw -11009.319198 + Penalty 494.070452 = -10515.248746 nChanged 5 SP:Iteration 5Q (6942.290000 sec): 3 clusters Score: Raw -11018.450437 + Penalty 494.070452 = -10524.379985 nChanged 5 SP:Iteration 6Q (6942.400000 sec): 3 clusters Score: Raw -11044.174158 + Penalty 494.070452 = -10550.103705 nChanged 10 SP:Iteration 7Q (6942.520000 sec): 3 clusters Score: Raw -11082.891221 + Penalty 494.070452 = -10588.820769 nChanged 9 SP:Iteration 8Q (6942.630000 sec): 3 clusters Score: Raw -11100.054298 + Penalty 494.070452 = -10605.983846 nChanged 8 SP:Iteration 9Q (6942.750000 sec): 3 clusters Score: Raw -11113.081639 + Penalty 494.070452 = -10619.011187 nChanged 2 SP:Iteration 10Q (6942.870000 sec): 3 clusters Score: Raw -11118.601452 + Penalty 494.070452 = -10624.531000 nChanged 1 SP:Iteration 11Q (6942.990000 sec): 3 clusters Score: Raw -11119.667961 + Penalty 494.070452 = -10625.597509 nChanged 0 SP:Iteration 12F (6943.120000 sec): 3 clusters Score: Raw -11122.069264 + Penalty 494.070452 = -10627.998812 nChanged 1 SP:Iteration 13Q (6943.310000 sec): 3 clusters Score: Raw -11123.485118 + Penalty 494.070452 = -10629.414666 nChanged 1 SP:Iteration 14Q (6943.450000 sec): 3 clusters Score: Raw -11124.697215 + Penalty 494.070452 = -10630.626763 nChanged 3 SP:Iteration 15Q (6943.620000 sec): 3 clusters Score: Raw -11128.726850 + Penalty 494.070452 = -10634.656398 nChanged 1 SP:Iteration 16Q (6943.780000 sec): 3 clusters Score: Raw -11130.674789 + Penalty 494.070452 = -10636.604337 nChanged 2 SP:Iteration 17Q (6943.910000 sec): 3 clusters Score: Raw -11133.393951 + Penalty 494.070452 = -10639.323498 nChanged 0 SP:Iteration 18F (6944.040000 sec): 3 clusters Score: Raw -11133.393951 + Penalty 494.070452 = -10639.323498 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6944.110000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6944.240000 sec): 3 clusters Score: Raw -4988.916102 + Penalty 413.439825 = -4575.476277 nChanged 15 SP:Iteration 1F (6944.370000 sec): 3 clusters Score: Raw -5019.463588 + Penalty 413.439825 = -4606.023763 nChanged 3 SP:Iteration 2Q (6944.500000 sec): 3 clusters Score: Raw -5023.218902 + Penalty 413.439825 = -4609.779077 nChanged 1 SP:Iteration 3Q (6944.630000 sec): 3 clusters Score: Raw -5025.734790 + Penalty 413.439825 = -4612.294964 nChanged 1 SP:Iteration 4Q (6944.760000 sec): 3 clusters Score: Raw -5030.988304 + Penalty 413.439825 = -4617.548478 nChanged 1 SP:Iteration 5Q (6944.890000 sec): 3 clusters Score: Raw -5033.882166 + Penalty 413.439825 = -4620.442341 nChanged 1 SP:Iteration 6Q (6945.020000 sec): 3 clusters Score: Raw -5047.417943 + Penalty 413.439825 = -4633.978118 nChanged 3 SP:Iteration 7Q (6945.150000 sec): 3 clusters Score: Raw -5053.002392 + Penalty 413.439825 = -4639.562567 nChanged 1 SP:Iteration 8Q (6945.330000 sec): 3 clusters Score: Raw -5054.426432 + Penalty 413.439825 = -4640.986607 nChanged 0 SP:Iteration 9F (6945.470000 sec): 3 clusters Score: Raw -5054.426432 + Penalty 413.439825 = -4640.986607 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6945.550000 sec): 2 clusters Score: Raw -15122.123580 + Penalty 257.188258 = -14864.935322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6945.700000 sec): 3 clusters Score: Raw -15023.433174 + Penalty 514.376515 = -14509.056658 nChanged 93 SP:Iteration 1F (6945.930000 sec): 3 clusters Score: Raw -15147.954834 + Penalty 514.376515 = -14633.578319 nChanged 20 SP:Iteration 2F (6946.110000 sec): 3 clusters Score: Raw -15172.502065 + Penalty 514.376515 = -14658.125549 nChanged 11 SP:Iteration 3Q (6946.350000 sec): 3 clusters Score: Raw -15188.844456 + Penalty 514.376515 = -14674.467941 nChanged 7 SP:Iteration 4Q (6946.540000 sec): 3 clusters Score: Raw -15197.598030 + Penalty 514.376515 = -14683.221515 nChanged 8 SP:Iteration 5Q (6946.680000 sec): 3 clusters Score: Raw -15208.854047 + Penalty 514.376515 = -14694.477531 nChanged 5 SP:Iteration 6Q (6946.850000 sec): 3 clusters Score: Raw -15215.959356 + Penalty 514.376515 = -14701.582840 nChanged 3 SP:Iteration 7Q (6947.000000 sec): 3 clusters Score: Raw -15219.554551 + Penalty 514.376515 = -14705.178036 nChanged 2 SP:Iteration 8Q (6947.160000 sec): 3 clusters Score: Raw -15221.084507 + Penalty 514.376515 = -14706.707991 nChanged 1 SP:Iteration 9Q (6947.380000 sec): 3 clusters Score: Raw -15222.831577 + Penalty 514.376515 = -14708.455062 nChanged 3 SP:Iteration 10Q (6947.560000 sec): 3 clusters Score: Raw -15228.246861 + Penalty 514.376515 = -14713.870346 nChanged 1 SP:Iteration 11Q (6947.710000 sec): 3 clusters Score: Raw -15229.522444 + Penalty 514.376515 = -14715.145928 nChanged 0 SP:Iteration 12F (6947.860000 sec): 3 clusters Score: Raw -15229.522444 + Penalty 514.376515 = -14715.145928 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6947.970000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6948.080000 sec): 3 clusters Score: Raw -23617.083260 + Penalty 547.913125 = -23069.170136 nChanged 121 SP:Iteration 1F (6948.210000 sec): 3 clusters Score: Raw -23703.309003 + Penalty 547.913125 = -23155.395878 nChanged 25 SP:Iteration 2F (6948.390000 sec): 3 clusters Score: Raw -23725.757629 + Penalty 547.913125 = -23177.844505 nChanged 12 SP:Iteration 3Q (6948.560000 sec): 3 clusters Score: Raw -23746.034849 + Penalty 547.913125 = -23198.121725 nChanged 10 SP:Iteration 4Q (6948.740000 sec): 3 clusters Score: Raw -23772.077615 + Penalty 547.913125 = -23224.164490 nChanged 19 SP:Iteration 5Q (6948.890000 sec): 3 clusters Score: Raw -23809.690415 + Penalty 547.913125 = -23261.777291 nChanged 17 SP:Iteration 6Q (6949.080000 sec): 3 clusters Score: Raw -23826.873014 + Penalty 547.913125 = -23278.959889 nChanged 12 SP:Iteration 7Q (6949.270000 sec): 3 clusters Score: Raw -23842.771412 + Penalty 547.913125 = -23294.858287 nChanged 12 SP:Iteration 8Q (6949.440000 sec): 3 clusters Score: Raw -23856.617596 + Penalty 547.913125 = -23308.704472 nChanged 8 SP:Iteration 9Q (6949.660000 sec): 3 clusters Score: Raw -23867.356283 + Penalty 547.913125 = -23319.443158 nChanged 6 SP:Iteration 10Q (6949.820000 sec): 3 clusters Score: Raw -23873.232273 + Penalty 547.913125 = -23325.319148 nChanged 6 SP:Iteration 11Q (6950.030000 sec): 3 clusters Score: Raw -23878.517645 + Penalty 547.913125 = -23330.604520 nChanged 3 SP:Iteration 12Q (6950.240000 sec): 3 clusters Score: Raw -23881.585173 + Penalty 547.913125 = -23333.672049 nChanged 1 SP:Iteration 13Q (6950.390000 sec): 3 clusters Score: Raw -23882.829747 + Penalty 547.913125 = -23334.916623 nChanged 2 SP:Iteration 14Q (6950.610000 sec): 3 clusters Score: Raw -23885.053980 + Penalty 547.913125 = -23337.140855 nChanged 3 SP:Iteration 15Q (6950.770000 sec): 3 clusters Score: Raw -23887.074266 + Penalty 547.913125 = -23339.161142 nChanged 5 SP:Iteration 16Q (6950.970000 sec): 3 clusters Score: Raw -23889.642111 + Penalty 547.913125 = -23341.728986 nChanged 2 SP:Iteration 17Q (6951.150000 sec): 3 clusters Score: Raw -23890.597152 + Penalty 547.913125 = -23342.684027 nChanged 0 SP:Iteration 18F (6951.330000 sec): 3 clusters Score: Raw -23890.597152 + Penalty 547.913125 = -23342.684027 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6951.400000 sec): 2 clusters Score: Raw -4915.748127 + Penalty 211.319786 = -4704.428341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6951.590000 sec): 3 clusters Score: Raw -4942.703871 + Penalty 422.639572 = -4520.064300 nChanged 23 SP:Iteration 1F (6951.780000 sec): 3 clusters Score: Raw -5000.612329 + Penalty 422.639572 = -4577.972757 nChanged 5 SP:Iteration 2Q (6951.980000 sec): 3 clusters Score: Raw -5007.061988 + Penalty 422.639572 = -4584.422416 nChanged 1 SP:Iteration 3Q (6952.170000 sec): 3 clusters Score: Raw -5007.834383 + Penalty 422.639572 = -4585.194811 nChanged 0 SP:Iteration 4F (6952.400000 sec): 3 clusters Score: Raw -5007.834383 + Penalty 422.639572 = -4585.194811 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6952.500000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6952.640000 sec): 3 clusters Score: Raw -5075.016920 + Penalty 406.397639 = -4668.619281 nChanged 20 SP:Iteration 1F (6952.890000 sec): 3 clusters Score: Raw -5137.285101 + Penalty 406.397639 = -4730.887462 nChanged 3 SP:Iteration 2Q (6953.060000 sec): 3 clusters Score: Raw -5141.908918 + Penalty 406.397639 = -4735.511280 nChanged 3 SP:Iteration 3Q (6953.270000 sec): 3 clusters Score: Raw -5148.374849 + Penalty 406.397639 = -4741.977210 nChanged 1 SP:Iteration 4Q (6953.410000 sec): 3 clusters Score: Raw -5148.989482 + Penalty 406.397639 = -4742.591843 nChanged 0 SP:Iteration 5F (6953.620000 sec): 3 clusters Score: Raw -5148.989482 + Penalty 406.397639 = -4742.591843 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6953.690000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6953.870000 sec): 3 clusters Score: Raw -4011.663348 + Penalty 403.204329 = -3608.459020 nChanged 16 SP:Iteration 1F (6954.130000 sec): 3 clusters Score: Raw -4041.400509 + Penalty 403.204329 = -3638.196180 nChanged 4 SP:Iteration 2Q (6954.310000 sec): 3 clusters Score: Raw -4064.457054 + Penalty 403.204329 = -3661.252725 nChanged 3 SP:Iteration 3Q (6954.470000 sec): 3 clusters Score: Raw -4072.220020 + Penalty 403.204329 = -3669.015691 nChanged 1 SP:Iteration 4Q (6954.670000 sec): 3 clusters Score: Raw -4078.302210 + Penalty 403.204329 = -3675.097881 nChanged 1 SP:Iteration 5Q (6954.850000 sec): 3 clusters Score: Raw -4081.093474 + Penalty 403.204329 = -3677.889145 nChanged 0 SP:Iteration 6F (6955.020000 sec): 3 clusters Score: Raw -4081.093474 + Penalty 403.204329 = -3677.889145 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6955.130000 sec): 2 clusters Score: Raw -24815.812446 + Penalty 276.113364 = -24539.699082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6955.330000 sec): 3 clusters Score: Raw -24632.292802 + Penalty 552.226729 = -24080.066073 nChanged 152 SP:Iteration 1F (6955.490000 sec): 3 clusters Score: Raw -24725.297672 + Penalty 552.226729 = -24173.070944 nChanged 32 SP:Iteration 2F (6955.660000 sec): 3 clusters Score: Raw -24742.490824 + Penalty 552.226729 = -24190.264096 nChanged 13 SP:Iteration 3Q (6955.890000 sec): 3 clusters Score: Raw -24762.026880 + Penalty 552.226729 = -24209.800152 nChanged 16 SP:Iteration 4Q (6956.070000 sec): 3 clusters Score: Raw -24774.955017 + Penalty 552.226729 = -24222.728288 nChanged 14 SP:Iteration 5Q (6956.280000 sec): 3 clusters Score: Raw -24795.498830 + Penalty 552.226729 = -24243.272102 nChanged 12 SP:Iteration 6Q (6956.490000 sec): 3 clusters Score: Raw -24808.122484 + Penalty 552.226729 = -24255.895755 nChanged 12 SP:Iteration 7Q (6956.650000 sec): 3 clusters Score: Raw -24820.311294 + Penalty 552.226729 = -24268.084566 nChanged 7 SP:Iteration 8Q (6956.800000 sec): 3 clusters Score: Raw -24825.634111 + Penalty 552.226729 = -24273.407382 nChanged 4 SP:Iteration 9Q (6956.960000 sec): 3 clusters Score: Raw -24830.984479 + Penalty 552.226729 = -24278.757750 nChanged 7 SP:Iteration 10Q (6957.100000 sec): 3 clusters Score: Raw -24837.585896 + Penalty 552.226729 = -24285.359167 nChanged 5 SP:Iteration 11Q (6957.310000 sec): 3 clusters Score: Raw -24840.534421 + Penalty 552.226729 = -24288.307692 nChanged 3 SP:Iteration 12Q (6957.450000 sec): 3 clusters Score: Raw -24841.880931 + Penalty 552.226729 = -24289.654203 nChanged 1 SP:Iteration 13Q (6957.630000 sec): 3 clusters Score: Raw -24842.400594 + Penalty 552.226729 = -24290.173865 nChanged 1 SP:Iteration 14Q (6957.850000 sec): 3 clusters Score: Raw -24842.605722 + Penalty 552.226729 = -24290.378993 nChanged 1 SP:Iteration 15Q (6958.050000 sec): 3 clusters Score: Raw -24842.890383 + Penalty 552.226729 = -24290.663654 nChanged 1 SP:Iteration 16Q (6958.270000 sec): 3 clusters Score: Raw -24844.120812 + Penalty 552.226729 = -24291.894083 nChanged 2 SP:Iteration 17Q (6958.450000 sec): 3 clusters Score: Raw -24846.454313 + Penalty 552.226729 = -24294.227585 nChanged 3 SP:Iteration 18Q (6958.620000 sec): 3 clusters Score: Raw -24848.093207 + Penalty 552.226729 = -24295.866478 nChanged 2 SP:Iteration 19Q (6958.840000 sec): 3 clusters Score: Raw -24849.477341 + Penalty 552.226729 = -24297.250613 nChanged 2 SP:Iteration 20F (6958.990000 sec): 3 clusters Score: Raw -24851.062865 + Penalty 552.226729 = -24298.836137 nChanged 1 SP:Iteration 21Q (6959.130000 sec): 3 clusters Score: Raw -24851.942506 + Penalty 552.226729 = -24299.715777 nChanged 0 SP:Iteration 22F (6959.260000 sec): 3 clusters Score: Raw -24851.942506 + Penalty 552.226729 = -24299.715777 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6959.360000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6959.530000 sec): 3 clusters Score: Raw -11659.495359 + Penalty 483.948919 = -11175.546439 nChanged 54 SP:Iteration 1F (6959.770000 sec): 3 clusters Score: Raw -11736.834258 + Penalty 483.948919 = -11252.885339 nChanged 9 SP:Iteration 2Q (6960.000000 sec): 3 clusters Score: Raw -11752.766875 + Penalty 483.948919 = -11268.817955 nChanged 6 SP:Iteration 3Q (6960.160000 sec): 3 clusters Score: Raw -11760.547217 + Penalty 483.948919 = -11276.598297 nChanged 4 SP:Iteration 4Q (6960.370000 sec): 3 clusters Score: Raw -11768.157367 + Penalty 483.948919 = -11284.208447 nChanged 2 SP:Iteration 5Q (6960.560000 sec): 3 clusters Score: Raw -11771.831085 + Penalty 483.948919 = -11287.882166 nChanged 3 SP:Iteration 6Q (6960.700000 sec): 3 clusters Score: Raw -11774.557425 + Penalty 483.948919 = -11290.608506 nChanged 1 SP:Iteration 7Q (6960.910000 sec): 3 clusters Score: Raw -11775.706342 + Penalty 483.948919 = -11291.757423 nChanged 0 SP:Iteration 8F (6961.120000 sec): 3 clusters Score: Raw -11775.706342 + Penalty 483.948919 = -11291.757423 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (31 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6961.220000 sec): 2 clusters Score: Raw -1035.044234 + Penalty 156.246418 = -878.797816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6961.400000 sec): 3 clusters Score: Raw -1136.139293 + Penalty 312.492836 = -823.646457 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6961.490000 sec): 2 clusters Score: Raw -4139.656402 + Penalty 199.382212 = -3940.274190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6961.640000 sec): 3 clusters Score: Raw -4144.161528 + Penalty 398.764424 = -3745.397104 nChanged 15 SP:Iteration 1F (6961.770000 sec): 3 clusters Score: Raw -4191.864851 + Penalty 398.764424 = -3793.100427 nChanged 5 SP:Iteration 2F (6961.970000 sec): 3 clusters Score: Raw -4208.880465 + Penalty 398.764424 = -3810.116041 nChanged 4 SP:Iteration 3Q (6962.120000 sec): 3 clusters Score: Raw -4221.270034 + Penalty 398.764424 = -3822.505610 nChanged 1 SP:Iteration 4Q (6962.290000 sec): 3 clusters Score: Raw -4222.988075 + Penalty 398.764424 = -3824.223652 nChanged 0 SP:Iteration 5F (6962.450000 sec): 3 clusters Score: Raw -4222.988075 + Penalty 398.764424 = -3824.223652 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6962.510000 sec): 2 clusters Score: Raw -10239.405561 + Penalty 233.678829 = -10005.726732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6962.650000 sec): 3 clusters Score: Raw -10223.039541 + Penalty 467.357658 = -9755.681883 nChanged 47 SP:Iteration 1F (6962.860000 sec): 3 clusters Score: Raw -10273.640463 + Penalty 467.357658 = -9806.282805 nChanged 7 SP:Iteration 2Q (6963.070000 sec): 3 clusters Score: Raw -10284.763137 + Penalty 467.357658 = -9817.405479 nChanged 2 SP:Iteration 3Q (6963.300000 sec): 3 clusters Score: Raw -10287.603213 + Penalty 467.357658 = -9820.245555 nChanged 1 SP:Iteration 4Q (6963.440000 sec): 3 clusters Score: Raw -10289.678614 + Penalty 467.357658 = -9822.320957 nChanged 3 SP:Iteration 5Q (6963.660000 sec): 3 clusters Score: Raw -10291.887070 + Penalty 467.357658 = -9824.529412 nChanged 0 SP:Iteration 6F (6963.820000 sec): 3 clusters Score: Raw -10291.887070 + Penalty 467.357658 = -9824.529412 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6963.910000 sec): 2 clusters Score: Raw -12285.805717 + Penalty 242.638705 = -12043.167012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6964.050000 sec): 3 clusters Score: Raw -12235.648610 + Penalty 485.277410 = -11750.371200 nChanged 54 SP:Iteration 1F (6964.220000 sec): 3 clusters Score: Raw -12304.362996 + Penalty 485.277410 = -11819.085586 nChanged 10 SP:Iteration 2Q (6964.400000 sec): 3 clusters Score: Raw -12326.341690 + Penalty 485.277410 = -11841.064280 nChanged 5 SP:Iteration 3Q (6964.600000 sec): 3 clusters Score: Raw -12333.060591 + Penalty 485.277410 = -11847.783180 nChanged 5 SP:Iteration 4Q (6964.780000 sec): 3 clusters Score: Raw -12337.812073 + Penalty 485.277410 = -11852.534663 nChanged 3 SP:Iteration 5Q (6964.970000 sec): 3 clusters Score: Raw -12347.566819 + Penalty 485.277410 = -11862.289409 nChanged 3 SP:Iteration 6Q (6965.150000 sec): 3 clusters Score: Raw -12352.386990 + Penalty 485.277410 = -11867.109580 nChanged 1 SP:Iteration 7Q (6965.330000 sec): 3 clusters Score: Raw -12354.002688 + Penalty 485.277410 = -11868.725278 nChanged 1 SP:Iteration 8Q (6965.500000 sec): 3 clusters Score: Raw -12356.128520 + Penalty 485.277410 = -11870.851110 nChanged 1 SP:Iteration 9Q (6965.680000 sec): 3 clusters Score: Raw -12357.379934 + Penalty 485.277410 = -11872.102524 nChanged 1 SP:Iteration 10Q (6965.910000 sec): 3 clusters Score: Raw -12359.839270 + Penalty 485.277410 = -11874.561860 nChanged 0 SP:Iteration 11F (6966.100000 sec): 3 clusters Score: Raw -12359.839270 + Penalty 485.277410 = -11874.561860 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6966.160000 sec): 2 clusters Score: Raw -5367.770265 + Penalty 220.410512 = -5147.359753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6966.350000 sec): 3 clusters Score: Raw -5381.942010 + Penalty 440.821025 = -4941.120985 nChanged 26 SP:Iteration 1F (6966.530000 sec): 3 clusters Score: Raw -5452.984448 + Penalty 440.821025 = -5012.163423 nChanged 7 SP:Iteration 2F (6966.710000 sec): 3 clusters Score: Raw -5475.411546 + Penalty 440.821025 = -5034.590521 nChanged 8 SP:Iteration 3F (6966.880000 sec): 3 clusters Score: Raw -5516.398129 + Penalty 440.821025 = -5075.577104 nChanged 3 SP:Iteration 4Q (6967.070000 sec): 3 clusters Score: Raw -5528.927786 + Penalty 440.821025 = -5088.106761 nChanged 3 SP:Iteration 5Q (6967.210000 sec): 3 clusters Score: Raw -5536.782077 + Penalty 440.821025 = -5095.961052 nChanged 3 SP:Iteration 6Q (6967.420000 sec): 3 clusters Score: Raw -5550.380060 + Penalty 440.821025 = -5109.559035 nChanged 2 SP:Iteration 7Q (6967.580000 sec): 3 clusters Score: Raw -5560.449349 + Penalty 440.821025 = -5119.628324 nChanged 1 SP:Iteration 8Q (6967.760000 sec): 3 clusters Score: Raw -5564.419657 + Penalty 440.821025 = -5123.598632 nChanged 1 SP:Iteration 9Q (6967.880000 sec): 3 clusters Score: Raw -5567.871217 + Penalty 440.821025 = -5127.050192 nChanged 1 SP:Iteration 10Q (6968.050000 sec): 3 clusters Score: Raw -5581.779238 + Penalty 440.821025 = -5140.958213 nChanged 1 SP:Iteration 11Q (6968.260000 sec): 3 clusters Score: Raw -5596.583795 + Penalty 440.821025 = -5155.762770 nChanged 3 SP:Iteration 12Q (6968.460000 sec): 3 clusters Score: Raw -5652.979234 + Penalty 440.821025 = -5212.158209 nChanged 0 SP:Iteration 13F (6968.640000 sec): 3 clusters Score: Raw -5652.979234 + Penalty 440.821025 = -5212.158209 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 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6968.760000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6968.940000 sec): 3 clusters Score: Raw -6473.779734 + Penalty 449.037128 = -6024.742606 nChanged 34 SP:Iteration 1F (6969.130000 sec): 3 clusters Score: Raw -6536.291900 + Penalty 449.037128 = -6087.254772 nChanged 11 SP:Iteration 2F (6969.340000 sec): 3 clusters Score: Raw -6555.572649 + Penalty 449.037128 = -6106.535521 nChanged 1 SP:Iteration 3Q (6969.540000 sec): 3 clusters Score: Raw -6555.847926 + Penalty 449.037128 = -6106.810798 nChanged 1 SP:Iteration 4Q (6969.760000 sec): 3 clusters Score: Raw -6556.773716 + Penalty 449.037128 = -6107.736588 nChanged 0 SP:Iteration 5F (6969.950000 sec): 3 clusters Score: Raw -6556.773716 + Penalty 449.037128 = -6107.736588 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6970.100000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6970.240000 sec): 3 clusters Score: Raw -6470.258252 + Penalty 435.661749 = -6034.596504 nChanged 26 SP:Iteration 1F (6970.440000 sec): 3 clusters Score: Raw -6545.252473 + Penalty 435.661749 = -6109.590725 nChanged 13 SP:Iteration 2F (6970.570000 sec): 3 clusters Score: Raw -6594.401450 + Penalty 435.661749 = -6158.739701 nChanged 6 SP:Iteration 3Q (6970.740000 sec): 3 clusters Score: Raw -6619.124973 + Penalty 435.661749 = -6183.463224 nChanged 2 SP:Iteration 4Q (6970.900000 sec): 3 clusters Score: Raw -6631.579559 + Penalty 435.661749 = -6195.917810 nChanged 0 SP:Iteration 5F (6971.060000 sec): 3 clusters Score: Raw -6631.579559 + Penalty 435.661749 = -6195.917810 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6971.180000 sec): 2 clusters Score: Raw -7422.196746 + Penalty 222.510885 = -7199.685860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6971.350000 sec): 3 clusters Score: Raw -7427.907921 + Penalty 445.021771 = -6982.886151 nChanged 32 SP:Iteration 1F (6971.560000 sec): 3 clusters Score: Raw -7494.835893 + Penalty 445.021771 = -7049.814122 nChanged 11 SP:Iteration 2F (6971.740000 sec): 3 clusters Score: Raw -7609.337373 + Penalty 445.021771 = -7164.315602 nChanged 11 SP:Iteration 3F (6971.910000 sec): 3 clusters Score: Raw -7638.006326 + Penalty 445.021771 = -7192.984555 nChanged 6 SP:Iteration 4Q (6972.110000 sec): 3 clusters Score: Raw -7647.731382 + Penalty 445.021771 = -7202.709612 nChanged 1 SP:Iteration 5Q (6972.280000 sec): 3 clusters Score: Raw -7649.352380 + Penalty 445.021771 = -7204.330609 nChanged 2 SP:Iteration 6Q (6972.460000 sec): 3 clusters Score: Raw -7653.132259 + Penalty 445.021771 = -7208.110488 nChanged 1 SP:Iteration 7Q (6972.660000 sec): 3 clusters Score: Raw -7653.788639 + Penalty 445.021771 = -7208.766868 nChanged 0 SP:Iteration 8F (6972.820000 sec): 3 clusters Score: Raw -7653.788639 + Penalty 445.021771 = -7208.766868 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 67. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6972.950000 sec): 2 clusters Score: Raw -2240.476479 + Penalty 179.781589 = -2060.694889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6973.120000 sec): 3 clusters Score: Raw -2297.108823 + Penalty 359.563178 = -1937.545645 nChanged 8 SP:Iteration 1F (6973.320000 sec): 3 clusters Score: Raw -2336.013055 + Penalty 359.563178 = -1976.449877 nChanged 1 SP:Iteration 2Q (6973.520000 sec): 3 clusters Score: Raw -2340.015298 + Penalty 359.563178 = -1980.452120 nChanged 1 SP:Iteration 3Q (6973.700000 sec): 3 clusters Score: Raw -2341.470355 + Penalty 359.563178 = -1981.907177 nChanged 0 SP:Iteration 4F (6973.900000 sec): 3 clusters Score: Raw -2341.470355 + Penalty 359.563178 = -1981.907177 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6973.990000 sec): 2 clusters Score: Raw -2092.263234 + Penalty 178.898066 = -1913.365168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.180000 sec): 3 clusters Score: Raw -2177.470140 + Penalty 357.796133 = -1819.674007 nChanged 5 SP:Iteration 1F (6974.380000 sec): 3 clusters Score: Raw -2189.860994 + Penalty 357.796133 = -1832.064861 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6974.480000 sec): 2 clusters Score: Raw -18880.737337 + Penalty 267.817733 = -18612.919603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6974.750000 sec): 3 clusters Score: Raw -18767.772890 + Penalty 535.635467 = -18232.137423 nChanged 122 SP:Iteration 1F (6974.950000 sec): 3 clusters Score: Raw -18888.523999 + Penalty 535.635467 = -18352.888532 nChanged 30 SP:Iteration 2F (6975.120000 sec): 3 clusters Score: Raw -18917.877187 + Penalty 535.635467 = -18382.241720 nChanged 10 SP:Iteration 3Q (6975.340000 sec): 3 clusters Score: Raw -18927.386437 + Penalty 535.635467 = -18391.750970 nChanged 8 SP:Iteration 4Q (6975.500000 sec): 3 clusters Score: Raw -18934.805040 + Penalty 535.635467 = -18399.169573 nChanged 7 SP:Iteration 5Q (6975.660000 sec): 3 clusters Score: Raw -18940.065924 + Penalty 535.635467 = -18404.430457 nChanged 5 SP:Iteration 6Q (6975.810000 sec): 3 clusters Score: Raw -18944.554830 + Penalty 535.635467 = -18408.919363 nChanged 5 SP:Iteration 7Q (6975.990000 sec): 3 clusters Score: Raw -18948.428890 + Penalty 535.635467 = -18412.793424 nChanged 4 SP:Iteration 8Q (6976.170000 sec): 3 clusters Score: Raw -18951.607919 + Penalty 535.635467 = -18415.972452 nChanged 3 SP:Iteration 9Q (6976.390000 sec): 3 clusters Score: Raw -18953.997041 + Penalty 535.635467 = -18418.361574 nChanged 1 SP:Iteration 10Q (6976.560000 sec): 3 clusters Score: Raw -18954.633494 + Penalty 535.635467 = -18418.998027 nChanged 1 SP:Iteration 11Q (6976.770000 sec): 3 clusters Score: Raw -18958.705564 + Penalty 535.635467 = -18423.070097 nChanged 1 SP:Iteration 12Q (6976.960000 sec): 3 clusters Score: Raw -18959.436401 + Penalty 535.635467 = -18423.800934 nChanged 2 SP:Iteration 13Q (6977.130000 sec): 3 clusters Score: Raw -18961.376246 + Penalty 535.635467 = -18425.740780 nChanged 1 SP:Iteration 14Q (6977.340000 sec): 3 clusters Score: Raw -18962.349823 + Penalty 535.635467 = -18426.714356 nChanged 2 SP:Iteration 15Q (6977.530000 sec): 3 clusters Score: Raw -18965.297007 + Penalty 535.635467 = -18429.661540 nChanged 2 SP:Iteration 16Q (6977.730000 sec): 3 clusters Score: Raw -18968.467575 + Penalty 535.635467 = -18432.832108 nChanged 2 SP:Iteration 17Q (6977.890000 sec): 3 clusters Score: Raw -18972.114419 + Penalty 535.635467 = -18436.478952 nChanged 2 SP:Iteration 18Q (6978.030000 sec): 3 clusters Score: Raw -18974.433686 + Penalty 535.635467 = -18438.798219 nChanged 0 SP:Iteration 19F (6978.240000 sec): 3 clusters Score: Raw -18974.433686 + Penalty 535.635467 = -18438.798219 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (151 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6978.380000 sec): 2 clusters Score: Raw -5486.464883 + Penalty 228.286233 = -5258.178650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6978.560000 sec): 3 clusters Score: Raw -5486.532331 + Penalty 456.572465 = -5029.959866 nChanged 40 SP:Iteration 1F (6978.770000 sec): 3 clusters Score: Raw -5572.597635 + Penalty 456.572465 = -5116.025170 nChanged 9 SP:Iteration 2F (6978.890000 sec): 3 clusters Score: Raw -5600.552099 + Penalty 456.572465 = -5143.979634 nChanged 5 SP:Iteration 3Q (6979.050000 sec): 3 clusters Score: Raw -5616.001312 + Penalty 456.572465 = -5159.428847 nChanged 1 SP:Iteration 4Q (6979.230000 sec): 3 clusters Score: Raw -5617.643722 + Penalty 456.572465 = -5161.071257 nChanged 2 SP:Iteration 5Q (6979.400000 sec): 3 clusters Score: Raw -5619.782982 + Penalty 456.572465 = -5163.210517 nChanged 1 SP:Iteration 6Q (6979.600000 sec): 3 clusters Score: Raw -5622.486061 + Penalty 456.572465 = -5165.913595 nChanged 2 SP:Iteration 7Q (6979.810000 sec): 3 clusters Score: Raw -5628.344158 + Penalty 456.572465 = -5171.771693 nChanged 1 SP:Iteration 8Q (6980.010000 sec): 3 clusters Score: Raw -5635.475254 + Penalty 456.572465 = -5178.902789 nChanged 2 SP:Iteration 9Q (6980.230000 sec): 3 clusters Score: Raw -5640.249291 + Penalty 456.572465 = -5183.676826 nChanged 2 SP:Iteration 10Q (6980.420000 sec): 3 clusters Score: Raw -5642.716733 + Penalty 456.572465 = -5186.144267 nChanged 2 SP:Iteration 11Q (6980.660000 sec): 3 clusters Score: Raw -5644.016207 + Penalty 456.572465 = -5187.443742 nChanged 0 SP:Iteration 12F (6980.820000 sec): 3 clusters Score: Raw -5644.016207 + Penalty 456.572465 = -5187.443742 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6980.920000 sec): 2 clusters Score: Raw -8997.562486 + Penalty 241.974460 = -8755.588026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6981.140000 sec): 3 clusters Score: Raw -8944.182428 + Penalty 483.948919 = -8460.233509 nChanged 59 SP:Iteration 1F (6981.310000 sec): 3 clusters Score: Raw -9032.947085 + Penalty 483.948919 = -8548.998165 nChanged 20 SP:Iteration 2F (6981.510000 sec): 3 clusters Score: Raw -9108.920280 + Penalty 483.948919 = -8624.971361 nChanged 13 SP:Iteration 3F (6981.710000 sec): 3 clusters Score: Raw -9133.265629 + Penalty 483.948919 = -8649.316709 nChanged 5 SP:Iteration 4Q (6981.960000 sec): 3 clusters Score: Raw -9143.995568 + Penalty 483.948919 = -8660.046649 nChanged 2 SP:Iteration 5Q (6982.140000 sec): 3 clusters Score: Raw -9147.810802 + Penalty 483.948919 = -8663.861882 nChanged 1 SP:Iteration 6Q (6982.320000 sec): 3 clusters Score: Raw -9150.517182 + Penalty 483.948919 = -8666.568263 nChanged 1 SP:Iteration 7Q (6982.510000 sec): 3 clusters Score: Raw -9152.826602 + Penalty 483.948919 = -8668.877682 nChanged 2 SP:Iteration 8Q (6982.660000 sec): 3 clusters Score: Raw -9158.307902 + Penalty 483.948919 = -8674.358982 nChanged 2 SP:Iteration 9Q (6982.850000 sec): 3 clusters Score: Raw -9161.848810 + Penalty 483.948919 = -8677.899891 nChanged 2 SP:Iteration 10Q (6982.990000 sec): 3 clusters Score: Raw -9168.990174 + Penalty 483.948919 = -8685.041254 nChanged 5 SP:Iteration 11Q (6983.190000 sec): 3 clusters Score: Raw -9188.850705 + Penalty 483.948919 = -8704.901785 nChanged 6 SP:Iteration 12Q (6983.410000 sec): 3 clusters Score: Raw -9203.931823 + Penalty 483.948919 = -8719.982904 nChanged 3 SP:Iteration 13Q (6983.600000 sec): 3 clusters Score: Raw -9210.304377 + Penalty 483.948919 = -8726.355457 nChanged 1 SP:Iteration 14Q (6983.720000 sec): 3 clusters Score: Raw -9211.338854 + Penalty 483.948919 = -8727.389934 nChanged 0 SP:Iteration 15F (6983.900000 sec): 3 clusters Score: Raw -9211.338854 + Penalty 483.948919 = -8727.389934 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6984.010000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6984.180000 sec): 3 clusters Score: Raw -19099.798807 + Penalty 527.992772 = -18571.806035 nChanged 102 SP:Iteration 1F (6984.370000 sec): 3 clusters Score: Raw -19204.502357 + Penalty 527.992772 = -18676.509585 nChanged 18 SP:Iteration 2F (6984.560000 sec): 3 clusters Score: Raw -19229.154384 + Penalty 527.992772 = -18701.161612 nChanged 13 SP:Iteration 3Q (6984.750000 sec): 3 clusters Score: Raw -19241.961811 + Penalty 527.992772 = -18713.969039 nChanged 8 SP:Iteration 4Q (6984.960000 sec): 3 clusters Score: Raw -19251.396104 + Penalty 527.992772 = -18723.403332 nChanged 5 SP:Iteration 5Q (6985.180000 sec): 3 clusters Score: Raw -19257.825445 + Penalty 527.992772 = -18729.832673 nChanged 3 SP:Iteration 6Q (6985.370000 sec): 3 clusters Score: Raw -19264.424525 + Penalty 527.992772 = -18736.431753 nChanged 4 SP:Iteration 7Q (6985.600000 sec): 3 clusters Score: Raw -19267.946596 + Penalty 527.992772 = -18739.953824 nChanged 2 SP:Iteration 8Q (6985.790000 sec): 3 clusters Score: Raw -19269.680307 + Penalty 527.992772 = -18741.687535 nChanged 0 SP:Iteration 9F (6985.960000 sec): 3 clusters Score: Raw -19269.680307 + Penalty 527.992772 = -18741.687535 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6986.050000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6986.240000 sec): 3 clusters Score: Raw -6378.335192 + Penalty 441.534754 = -5936.800438 nChanged 31 SP:Iteration 1F (6986.420000 sec): 3 clusters Score: Raw -6426.499446 + Penalty 441.534754 = -5984.964692 nChanged 7 SP:Iteration 2F (6986.610000 sec): 3 clusters Score: Raw -6440.721377 + Penalty 441.534754 = -5999.186623 nChanged 2 SP:Iteration 3Q (6986.780000 sec): 3 clusters Score: Raw -6447.543819 + Penalty 441.534754 = -6006.009065 nChanged 1 SP:Iteration 4Q (6986.960000 sec): 3 clusters Score: Raw -6449.554277 + Penalty 441.534754 = -6008.019523 nChanged 0 SP:Iteration 5F (6987.150000 sec): 3 clusters Score: Raw -6449.554277 + Penalty 441.534754 = -6008.019523 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6987.220000 sec): 2 clusters Score: Raw -6860.897240 + Penalty 229.475843 = -6631.421398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6987.420000 sec): 3 clusters Score: Raw -6899.930750 + Penalty 458.951686 = -6440.979064 nChanged 44 SP:Iteration 1F (6987.610000 sec): 3 clusters Score: Raw -6964.598080 + Penalty 458.951686 = -6505.646394 nChanged 6 SP:Iteration 2Q (6987.800000 sec): 3 clusters Score: Raw -6979.635259 + Penalty 458.951686 = -6520.683573 nChanged 2 SP:Iteration 3Q (6987.980000 sec): 3 clusters Score: Raw -6982.880739 + Penalty 458.951686 = -6523.929053 nChanged 1 SP:Iteration 4Q (6988.180000 sec): 3 clusters Score: Raw -6985.471723 + Penalty 458.951686 = -6526.520038 nChanged 1 SP:Iteration 5Q (6988.340000 sec): 3 clusters Score: Raw -6992.173171 + Penalty 458.951686 = -6533.221486 nChanged 3 SP:Iteration 6Q (6988.520000 sec): 3 clusters Score: Raw -6994.919375 + Penalty 458.951686 = -6535.967689 nChanged 5 SP:Iteration 7Q (6988.720000 sec): 3 clusters Score: Raw -7005.021841 + Penalty 458.951686 = -6546.070155 nChanged 5 SP:Iteration 8Q (6988.880000 sec): 3 clusters Score: Raw -7016.242142 + Penalty 458.951686 = -6557.290456 nChanged 1 SP:Iteration 9Q (6989.060000 sec): 3 clusters Score: Raw -7016.843009 + Penalty 458.951686 = -6557.891323 nChanged 0 SP:Iteration 10F (6989.290000 sec): 3 clusters Score: Raw -7016.843009 + Penalty 458.951686 = -6557.891323 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6989.340000 sec): 2 clusters Score: Raw -6204.642105 + Penalty 225.490131 = -5979.151974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6989.560000 sec): 3 clusters Score: Raw -6181.951355 + Penalty 450.980262 = -5730.971093 nChanged 32 SP:Iteration 1F (6989.730000 sec): 3 clusters Score: Raw -6261.453761 + Penalty 450.980262 = -5810.473499 nChanged 12 SP:Iteration 2F (6989.920000 sec): 3 clusters Score: Raw -6294.500725 + Penalty 450.980262 = -5843.520463 nChanged 6 SP:Iteration 3Q (6990.090000 sec): 3 clusters Score: Raw -6309.942839 + Penalty 450.980262 = -5858.962577 nChanged 3 SP:Iteration 4Q (6990.260000 sec): 3 clusters Score: Raw -6331.555917 + Penalty 450.980262 = -5880.575654 nChanged 4 SP:Iteration 5Q (6990.440000 sec): 3 clusters Score: Raw -6342.470725 + Penalty 450.980262 = -5891.490463 nChanged 6 SP:Iteration 6Q (6990.650000 sec): 3 clusters Score: Raw -6359.667895 + Penalty 450.980262 = -5908.687632 nChanged 7 SP:Iteration 7Q (6990.870000 sec): 3 clusters Score: Raw -6376.582785 + Penalty 450.980262 = -5925.602522 nChanged 4 SP:Iteration 8Q (6991.060000 sec): 3 clusters Score: Raw -6390.120266 + Penalty 450.980262 = -5939.140004 nChanged 2 SP:Iteration 9Q (6991.220000 sec): 3 clusters Score: Raw -6397.395002 + Penalty 450.980262 = -5946.414739 nChanged 3 SP:Iteration 10Q (6991.410000 sec): 3 clusters Score: Raw -6401.618451 + Penalty 450.980262 = -5950.638189 nChanged 3 SP:Iteration 11Q (6991.530000 sec): 3 clusters Score: Raw -6408.343834 + Penalty 450.980262 = -5957.363572 nChanged 3 SP:Iteration 12Q (6991.710000 sec): 3 clusters Score: Raw -6417.953082 + Penalty 450.980262 = -5966.972820 nChanged 3 SP:Iteration 13Q (6991.940000 sec): 3 clusters Score: Raw -6430.778802 + Penalty 450.980262 = -5979.798540 nChanged 3 SP:Iteration 14Q (6992.110000 sec): 3 clusters Score: Raw -6449.904420 + Penalty 450.980262 = -5998.924158 nChanged 0 SP:Iteration 15F (6992.320000 sec): 3 clusters Score: Raw -6449.904420 + Penalty 450.980262 = -5998.924158 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6992.430000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6992.560000 sec): 3 clusters Score: Raw -6352.063043 + Penalty 466.820783 = -5885.242260 nChanged 46 SP:Iteration 1F (6992.780000 sec): 3 clusters Score: Raw -6465.788703 + Penalty 466.820783 = -5998.967920 nChanged 12 SP:Iteration 2F (6992.920000 sec): 3 clusters Score: Raw -6493.544386 + Penalty 466.820783 = -6026.723603 nChanged 7 SP:Iteration 3Q (6993.120000 sec): 3 clusters Score: Raw -6521.546250 + Penalty 466.820783 = -6054.725467 nChanged 6 SP:Iteration 4Q (6993.280000 sec): 3 clusters Score: Raw -6545.051221 + Penalty 466.820783 = -6078.230438 nChanged 6 SP:Iteration 5Q (6993.490000 sec): 3 clusters Score: Raw -6568.710936 + Penalty 466.820783 = -6101.890153 nChanged 2 SP:Iteration 6Q (6993.620000 sec): 3 clusters Score: Raw -6575.515143 + Penalty 466.820783 = -6108.694360 nChanged 0 SP:Iteration 7F (6993.800000 sec): 3 clusters Score: Raw -6575.515143 + Penalty 466.820783 = -6108.694360 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6993.890000 sec): 2 clusters Score: Raw -14960.182043 + Penalty 254.728199 = -14705.453844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6994.000000 sec): 3 clusters Score: Raw -14878.437435 + Penalty 509.456398 = -14368.981037 nChanged 82 SP:Iteration 1F (6994.140000 sec): 3 clusters Score: Raw -14954.272866 + Penalty 509.456398 = -14444.816468 nChanged 17 SP:Iteration 2F (6994.290000 sec): 3 clusters Score: Raw -14970.490036 + Penalty 509.456398 = -14461.033638 nChanged 6 SP:Iteration 3Q (6994.430000 sec): 3 clusters Score: Raw -14978.977847 + Penalty 509.456398 = -14469.521449 nChanged 3 SP:Iteration 4Q (6994.600000 sec): 3 clusters Score: Raw -14981.717527 + Penalty 509.456398 = -14472.261129 nChanged 2 SP:Iteration 5Q (6994.780000 sec): 3 clusters Score: Raw -14985.121567 + Penalty 509.456398 = -14475.665168 nChanged 1 SP:Iteration 6Q (6994.960000 sec): 3 clusters Score: Raw -14985.606477 + Penalty 509.456398 = -14476.150079 nChanged 1 SP:Iteration 7Q (6995.110000 sec): 3 clusters Score: Raw -14986.236486 + Penalty 509.456398 = -14476.780088 nChanged 2 SP:Iteration 8Q (6995.290000 sec): 3 clusters Score: Raw -14988.859706 + Penalty 509.456398 = -14479.403308 nChanged 3 SP:Iteration 9Q (6995.460000 sec): 3 clusters Score: Raw -14991.846005 + Penalty 509.456398 = -14482.389607 nChanged 3 SP:Iteration 10Q (6995.630000 sec): 3 clusters Score: Raw -14992.929512 + Penalty 509.456398 = -14483.473114 nChanged 1 SP:Iteration 11Q (6995.810000 sec): 3 clusters Score: Raw -14993.793389 + Penalty 509.456398 = -14484.336991 nChanged 1 SP:Iteration 12Q (6996.010000 sec): 3 clusters Score: Raw -14994.270563 + Penalty 509.456398 = -14484.814165 nChanged 0 SP:Iteration 13F (6996.170000 sec): 3 clusters Score: Raw -14994.270563 + Penalty 509.456398 = -14484.814165 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6996.260000 sec): 2 clusters Score: Raw -1996.449898 + Penalty 168.967529 = -1827.482369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6996.470000 sec): 3 clusters Score: Raw -2089.606845 + Penalty 337.935058 = -1751.671786 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6996.560000 sec): 2 clusters Score: Raw -2364.380628 + Penalty 191.987601 = -2172.393028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6996.770000 sec): 3 clusters Score: Raw -2382.837138 + Penalty 383.975201 = -1998.861937 nChanged 9 SP:Iteration 1F (6996.980000 sec): 3 clusters Score: Raw -2405.004503 + Penalty 383.975201 = -2021.029302 nChanged 2 SP:Iteration 2Q (6997.170000 sec): 3 clusters Score: Raw -2415.225837 + Penalty 383.975201 = -2031.250636 nChanged 1 SP:Iteration 3Q (6997.340000 sec): 3 clusters Score: Raw -2418.793372 + Penalty 383.975201 = -2034.818170 nChanged 0 SP:Iteration 4F (6997.520000 sec): 3 clusters Score: Raw -2418.793372 + Penalty 383.975201 = -2034.818170 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6997.610000 sec): 2 clusters Score: Raw -10346.354113 + Penalty 248.988316 = -10097.365798 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6997.740000 sec): 3 clusters Score: Raw -10308.968707 + Penalty 497.976631 = -9810.992076 nChanged 71 SP:Iteration 1F (6997.950000 sec): 3 clusters Score: Raw -10447.316105 + Penalty 497.976631 = -9949.339474 nChanged 21 SP:Iteration 2F (6998.160000 sec): 3 clusters Score: Raw -10494.075905 + Penalty 497.976631 = -9996.099273 nChanged 11 SP:Iteration 3Q (6998.360000 sec): 3 clusters Score: Raw -10514.656793 + Penalty 497.976631 = -10016.680162 nChanged 6 SP:Iteration 4Q (6998.550000 sec): 3 clusters Score: Raw -10533.033849 + Penalty 497.976631 = -10035.057218 nChanged 2 SP:Iteration 5Q (6998.730000 sec): 3 clusters Score: Raw -10541.520596 + Penalty 497.976631 = -10043.543965 nChanged 1 SP:Iteration 6Q (6998.950000 sec): 3 clusters Score: Raw -10542.371073 + Penalty 497.976631 = -10044.394442 nChanged 0 SP:Iteration 7F (6999.180000 sec): 3 clusters Score: Raw -10542.371073 + Penalty 497.976631 = -10044.394442 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6999.260000 sec): 2 clusters Score: Raw -1805.062753 + Penalty 179.781589 = -1625.281164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6999.440000 sec): 3 clusters Score: Raw -1920.896760 + Penalty 359.563178 = -1561.333582 nChanged 10 SP:Iteration 1F (6999.600000 sec): 3 clusters Score: Raw -1994.605132 + Penalty 359.563178 = -1635.041954 nChanged 3 SP:Iteration 2F (6999.740000 sec): 3 clusters Score: Raw -2006.726825 + Penalty 359.563178 = -1647.163646 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6999.850000 sec): 2 clusters Score: Raw -13970.608654 + Penalty 251.408109 = -13719.200546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7000.000000 sec): 3 clusters Score: Raw -13903.367471 + Penalty 502.816217 = -13400.551253 nChanged 79 SP:Iteration 1F (7000.180000 sec): 3 clusters Score: Raw -13983.107836 + Penalty 502.816217 = -13480.291619 nChanged 20 SP:Iteration 2F (7000.340000 sec): 3 clusters Score: Raw -14013.364782 + Penalty 502.816217 = -13510.548565 nChanged 10 SP:Iteration 3Q (7000.460000 sec): 3 clusters Score: Raw -14026.671181 + Penalty 502.816217 = -13523.854964 nChanged 4 SP:Iteration 4Q (7000.660000 sec): 3 clusters Score: Raw -14030.023456 + Penalty 502.816217 = -13527.207239 nChanged 1 SP:Iteration 5Q (7000.800000 sec): 3 clusters Score: Raw -14032.269047 + Penalty 502.816217 = -13529.452830 nChanged 2 SP:Iteration 6Q (7001.010000 sec): 3 clusters Score: Raw -14043.918480 + Penalty 502.816217 = -13541.102262 nChanged 4 SP:Iteration 7Q (7001.170000 sec): 3 clusters Score: Raw -14050.420526 + Penalty 502.816217 = -13547.604308 nChanged 3 SP:Iteration 8Q (7001.370000 sec): 3 clusters Score: Raw -14057.386444 + Penalty 502.816217 = -13554.570227 nChanged 5 SP:Iteration 9Q (7001.580000 sec): 3 clusters Score: Raw -14069.514500 + Penalty 502.816217 = -13566.698282 nChanged 5 SP:Iteration 10Q (7001.720000 sec): 3 clusters Score: Raw -14078.555036 + Penalty 502.816217 = -13575.738818 nChanged 7 SP:Iteration 11Q (7001.900000 sec): 3 clusters Score: Raw -14086.861378 + Penalty 502.816217 = -13584.045161 nChanged 2 SP:Iteration 12Q (7002.140000 sec): 3 clusters Score: Raw -14088.899396 + Penalty 502.816217 = -13586.083179 nChanged 0 SP:Iteration 13F (7002.330000 sec): 3 clusters Score: Raw -14088.899396 + Penalty 502.816217 = -13586.083179 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7002.380000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7002.580000 sec): 3 clusters Score: Raw -6315.158201 + Penalty 447.718264 = -5867.439937 nChanged 33 SP:Iteration 1F (7002.780000 sec): 3 clusters Score: Raw -6384.035243 + Penalty 447.718264 = -5936.316979 nChanged 13 SP:Iteration 2F (7002.970000 sec): 3 clusters Score: Raw -6414.125213 + Penalty 447.718264 = -5966.406949 nChanged 4 SP:Iteration 3Q (7003.190000 sec): 3 clusters Score: Raw -6419.953822 + Penalty 447.718264 = -5972.235557 nChanged 3 SP:Iteration 4Q (7003.400000 sec): 3 clusters Score: Raw -6423.857096 + Penalty 447.718264 = -5976.138832 nChanged 1 SP:Iteration 5Q (7003.530000 sec): 3 clusters Score: Raw -6424.891040 + Penalty 447.718264 = -5977.172776 nChanged 2 SP:Iteration 6Q (7003.720000 sec): 3 clusters Score: Raw -6430.530185 + Penalty 447.718264 = -5982.811920 nChanged 2 SP:Iteration 7Q (7003.890000 sec): 3 clusters Score: Raw -6435.327726 + Penalty 447.718264 = -5987.609462 nChanged 1 SP:Iteration 8Q (7004.090000 sec): 3 clusters Score: Raw -6438.551373 + Penalty 447.718264 = -5990.833109 nChanged 2 SP:Iteration 9Q (7004.220000 sec): 3 clusters Score: Raw -6440.062932 + Penalty 447.718264 = -5992.344667 nChanged 0 SP:Iteration 10F (7004.430000 sec): 3 clusters Score: Raw -6440.062932 + Penalty 447.718264 = -5992.344667 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.550000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.750000 sec): 3 clusters Score: Raw -4221.110970 + Penalty 413.439825 = -3807.671145 nChanged 17 SP:Iteration 1F (7004.910000 sec): 3 clusters Score: Raw -4255.966999 + Penalty 413.439825 = -3842.527173 nChanged 4 SP:Iteration 2Q (7005.130000 sec): 3 clusters Score: Raw -4264.504820 + Penalty 413.439825 = -3851.064995 nChanged 1 SP:Iteration 3Q (7005.300000 sec): 3 clusters Score: Raw -4271.987982 + Penalty 413.439825 = -3858.548157 nChanged 1 SP:Iteration 4Q (7005.500000 sec): 3 clusters Score: Raw -4275.645793 + Penalty 413.439825 = -3862.205968 nChanged 0 SP:Iteration 5F (7005.720000 sec): 3 clusters Score: Raw -4275.645793 + Penalty 413.439825 = -3862.205968 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7005.770000 sec): 2 clusters Score: Raw -3887.284035 + Penalty 198.809877 = -3688.474157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7005.970000 sec): 3 clusters Score: Raw -3924.135455 + Penalty 397.619755 = -3526.515700 nChanged 13 SP:Iteration 1F (7006.170000 sec): 3 clusters Score: Raw -3952.095687 + Penalty 397.619755 = -3554.475932 nChanged 2 SP:Iteration 2Q (7006.330000 sec): 3 clusters Score: Raw -3962.740930 + Penalty 397.619755 = -3565.121176 nChanged 3 SP:Iteration 3Q (7006.520000 sec): 3 clusters Score: Raw -3975.012143 + Penalty 397.619755 = -3577.392388 nChanged 0 SP:Iteration 4F (7006.740000 sec): 3 clusters Score: Raw -3975.012143 + Penalty 397.619755 = -3577.392388 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 68 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7006.800000 sec): 2 clusters Score: Raw -1794.076492 + Penalty 177.997047 = -1616.079445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7006.980000 sec): 3 clusters Score: Raw -1848.021980 + Penalty 355.994093 = -1492.027887 nChanged 8 SP:Iteration 1F (7007.190000 sec): 3 clusters Score: Raw -1880.094135 + Penalty 355.994093 = -1524.100042 nChanged 3 SP:Iteration 2F (7007.370000 sec): 3 clusters Score: Raw -1890.879870 + Penalty 355.994093 = -1534.885776 nChanged 2 SP:Iteration 3Q (7007.570000 sec): 3 clusters Score: Raw -1895.034306 + Penalty 355.994093 = -1539.040213 nChanged 0 SP:Iteration 4F (7007.780000 sec): 3 clusters Score: Raw -1895.034306 + Penalty 355.994093 = -1539.040213 nChanged 0 Deleting Class 47 (32 points): Lose 266.762118 but Gain 562.056204 Iteration 219Q (7028.240000 sec): 70 clusters Score: Raw -13227446.138324 + Penalty 38781.878057 = -13188664.260267 nChanged 42 Deleting Class 69 (66 points): Lose 464.511211 but Gain 562.056204 Iteration 220F (7054.560000 sec): 69 clusters Score: Raw -13226959.570642 + Penalty 38219.821853 = -13188739.748789 nChanged 113 Deleting Class 70 (20 points): Lose 483.942621 but Gain 562.056204 Iteration 221Q (7076.480000 sec): 68 clusters Score: Raw -13227063.711107 + Penalty 37657.765649 = -13189405.945458 nChanged 47 Iteration 222Q (7093.570000 sec): 68 clusters Score: Raw -13227206.769658 + Penalty 37657.765649 = -13189549.004009 nChanged 25 Iteration 223Q (7113.490000 sec): 68 clusters Score: Raw -13227232.690506 + Penalty 37657.765649 = -13189574.924857 nChanged 19 Iteration 224Q (7134.480000 sec): 68 clusters Score: Raw -13227256.711195 + Penalty 37657.765649 = -13189598.945546 nChanged 15 Iteration 225Q (7153.340000 sec): 68 clusters Score: Raw -13227267.517848 + Penalty 37657.765649 = -13189609.752199 nChanged 11 Iteration 226Q (7170.980000 sec): 68 clusters Score: Raw -13227268.817565 + Penalty 37657.765649 = -13189611.051916 nChanged 12 Iteration 227Q (7191.570000 sec): 68 clusters Score: Raw -13227270.190949 + Penalty 37657.765649 = -13189612.425300 nChanged 7 Iteration 228Q (7213.660000 sec): 68 clusters Score: Raw -13227270.375475 + Penalty 37657.765649 = -13189612.609826 nChanged 3 Iteration 229Q (7233.900000 sec): 68 clusters Score: Raw -13227270.383490 + Penalty 37657.765649 = -13189612.617841 nChanged 3 Iteration 230Q (7253.080000 sec): 68 clusters Score: Raw -13227270.440477 + Penalty 37657.765649 = -13189612.674828 nChanged 2 Iteration 231Q (7273.530000 sec): 68 clusters Score: Raw -13227270.492162 + Penalty 37657.765649 = -13189612.726513 nChanged 1 Iteration 232Q (7292.900000 sec): 68 clusters Score: Raw -13227270.588946 + Penalty 37657.765649 = -13189612.823296 nChanged 3 Iteration 233Q (7311.600000 sec): 68 clusters Score: Raw -13227270.657099 + Penalty 37657.765649 = -13189612.891450 nChanged 4 Iteration 234Q (7332.620000 sec): 68 clusters Score: Raw -13227270.702528 + Penalty 37657.765649 = -13189612.936879 nChanged 0 Iteration 235F (7355.460000 sec): 68 clusters Score: Raw -13227270.702528 + Penalty 37657.765649 = -13189612.936879 nChanged 0 Compute initial score before splitting: Score: Raw -13227270.702528 + Penalty 37657.765649 = -13189612.936879 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7355.520000 sec): 2 clusters Score: Raw -17909.516225 + Penalty 262.742095 = -17646.774129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7355.720000 sec): 3 clusters Score: Raw -17786.599458 + Penalty 525.484191 = -17261.115267 nChanged 97 SP:Iteration 1F (7355.920000 sec): 3 clusters Score: Raw -17872.860762 + Penalty 525.484191 = -17347.376571 nChanged 22 SP:Iteration 2F (7356.110000 sec): 3 clusters Score: Raw -17894.613439 + Penalty 525.484191 = -17369.129248 nChanged 12 SP:Iteration 3Q (7356.280000 sec): 3 clusters Score: Raw -17905.407622 + Penalty 525.484191 = -17379.923431 nChanged 4 SP:Iteration 4Q (7356.470000 sec): 3 clusters Score: Raw -17909.270523 + Penalty 525.484191 = -17383.786332 nChanged 4 SP:Iteration 5Q (7356.640000 sec): 3 clusters Score: Raw -17914.032017 + Penalty 525.484191 = -17388.547826 nChanged 6 SP:Iteration 6Q (7356.800000 sec): 3 clusters Score: Raw -17918.167254 + Penalty 525.484191 = -17392.683063 nChanged 4 SP:Iteration 7Q (7356.980000 sec): 3 clusters Score: Raw -17922.258977 + Penalty 525.484191 = -17396.774787 nChanged 5 SP:Iteration 8Q (7357.150000 sec): 3 clusters Score: Raw -17927.747357 + Penalty 525.484191 = -17402.263166 nChanged 5 SP:Iteration 9Q (7357.350000 sec): 3 clusters Score: Raw -17932.084331 + Penalty 525.484191 = -17406.600140 nChanged 8 SP:Iteration 10Q (7357.500000 sec): 3 clusters Score: Raw -17939.651040 + Penalty 525.484191 = -17414.166849 nChanged 6 SP:Iteration 11Q (7357.680000 sec): 3 clusters Score: Raw -17945.886652 + Penalty 525.484191 = -17420.402461 nChanged 6 SP:Iteration 12Q (7357.810000 sec): 3 clusters Score: Raw -17950.083598 + Penalty 525.484191 = -17424.599407 nChanged 3 SP:Iteration 13Q (7358.010000 sec): 3 clusters Score: Raw -17951.381587 + Penalty 525.484191 = -17425.897396 nChanged 0 SP:Iteration 14F (7358.190000 sec): 3 clusters Score: Raw -17951.381587 + Penalty 525.484191 = -17425.897396 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7358.230000 sec): 2 clusters Score: Raw -51167.841182 + Penalty 313.057476 = -50854.783706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7358.430000 sec): 3 clusters Score: Raw -50700.683463 + Penalty 626.114951 = -50074.568511 nChanged 369 SP:Iteration 1F (7358.610000 sec): 3 clusters Score: Raw -50945.108161 + Penalty 626.114951 = -50318.993209 nChanged 87 SP:Iteration 2F (7358.770000 sec): 3 clusters Score: Raw -51005.806204 + Penalty 626.114951 = -50379.691253 nChanged 58 SP:Iteration 3F (7358.990000 sec): 3 clusters Score: Raw -51040.929566 + Penalty 626.114951 = -50414.814615 nChanged 51 SP:Iteration 4F (7359.220000 sec): 3 clusters Score: Raw -51075.590377 + Penalty 626.114951 = -50449.475425 nChanged 46 SP:Iteration 5Q (7359.460000 sec): 3 clusters Score: Raw -51104.320375 + Penalty 626.114951 = -50478.205423 nChanged 32 SP:Iteration 6Q (7359.600000 sec): 3 clusters Score: Raw -51120.614720 + Penalty 626.114951 = -50494.499769 nChanged 22 SP:Iteration 7Q (7359.790000 sec): 3 clusters Score: Raw -51130.369089 + Penalty 626.114951 = -50504.254138 nChanged 14 SP:Iteration 8Q (7359.990000 sec): 3 clusters Score: Raw -51146.682939 + Penalty 626.114951 = -50520.567988 nChanged 25 SP:Iteration 9Q (7360.230000 sec): 3 clusters Score: Raw -51162.684751 + Penalty 626.114951 = -50536.569799 nChanged 19 SP:Iteration 10Q (7360.430000 sec): 3 clusters Score: Raw -51175.743232 + Penalty 626.114951 = -50549.628280 nChanged 21 SP:Iteration 11Q (7360.580000 sec): 3 clusters Score: Raw -51193.107166 + Penalty 626.114951 = -50566.992214 nChanged 16 SP:Iteration 12Q (7360.660000 sec): 3 clusters Score: Raw -51205.641652 + Penalty 626.114951 = -50579.526701 nChanged 10 SP:Iteration 13Q (7360.880000 sec): 3 clusters Score: Raw -51211.535954 + Penalty 626.114951 = -50585.421003 nChanged 9 SP:Iteration 14Q (7361.060000 sec): 3 clusters Score: Raw -51218.229966 + Penalty 626.114951 = -50592.115014 nChanged 7 SP:Iteration 15Q (7361.250000 sec): 3 clusters Score: Raw -51222.254559 + Penalty 626.114951 = -50596.139607 nChanged 6 SP:Iteration 16Q (7361.430000 sec): 3 clusters Score: Raw -51227.486315 + Penalty 626.114951 = -50601.371364 nChanged 5 SP:Iteration 17Q (7361.580000 sec): 3 clusters Score: Raw -51230.363938 + Penalty 626.114951 = -50604.248987 nChanged 5 SP:Iteration 18Q (7361.790000 sec): 3 clusters Score: Raw -51233.350336 + Penalty 626.114951 = -50607.235384 nChanged 8 SP:Iteration 19Q (7361.950000 sec): 3 clusters Score: Raw -51236.202590 + Penalty 626.114951 = -50610.087638 nChanged 7 SP:Iteration 20F (7362.070000 sec): 3 clusters Score: Raw -51238.898462 + Penalty 626.114951 = -50612.783510 nChanged 2 SP:Iteration 21Q (7362.260000 sec): 3 clusters Score: Raw -51239.467449 + Penalty 626.114951 = -50613.352498 nChanged 2 SP:Iteration 22Q (7362.470000 sec): 3 clusters Score: Raw -51239.841363 + Penalty 626.114951 = -50613.726411 nChanged 1 SP:Iteration 23Q (7362.650000 sec): 3 clusters Score: Raw -51239.881233 + Penalty 626.114951 = -50613.766282 nChanged 0 SP:Iteration 24F (7362.810000 sec): 3 clusters Score: Raw -51239.881233 + Penalty 626.114951 = -50613.766282 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7362.910000 sec): 2 clusters Score: Raw -124187.496539 + Penalty 347.406327 = -123840.090212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7363.060000 sec): 3 clusters Score: Raw -123032.494740 + Penalty 694.812654 = -122337.682087 nChanged 935 SP:Iteration 1F (7363.260000 sec): 3 clusters Score: Raw -123566.063399 + Penalty 694.812654 = -122871.250745 nChanged 108 SP:Iteration 2F (7363.470000 sec): 3 clusters Score: Raw -123614.093092 + Penalty 694.812654 = -122919.280439 nChanged 84 SP:Iteration 3Q (7363.640000 sec): 3 clusters Score: Raw -123658.693726 + Penalty 694.812654 = -122963.881072 nChanged 84 SP:Iteration 4Q (7363.840000 sec): 3 clusters Score: Raw -123712.810720 + Penalty 694.812654 = -123017.998066 nChanged 84 SP:Iteration 5Q (7364.040000 sec): 3 clusters Score: Raw -123772.257895 + Penalty 694.812654 = -123077.445241 nChanged 82 SP:Iteration 6Q (7364.210000 sec): 3 clusters Score: Raw -123837.585064 + Penalty 694.812654 = -123142.772410 nChanged 93 SP:Iteration 7Q (7364.350000 sec): 3 clusters Score: Raw -123923.448137 + Penalty 694.812654 = -123228.635484 nChanged 96 SP:Iteration 8Q (7364.520000 sec): 3 clusters Score: Raw -123999.132095 + Penalty 694.812654 = -123304.319441 nChanged 82 SP:Iteration 9Q (7364.740000 sec): 3 clusters Score: Raw -124062.130334 + Penalty 694.812654 = -123367.317680 nChanged 69 SP:Iteration 10Q (7364.880000 sec): 3 clusters Score: Raw -124125.564671 + Penalty 694.812654 = -123430.752018 nChanged 65 SP:Iteration 11Q (7365.080000 sec): 3 clusters Score: Raw -124178.342069 + Penalty 694.812654 = -123483.529415 nChanged 46 SP:Iteration 12Q (7365.220000 sec): 3 clusters Score: Raw -124226.377492 + Penalty 694.812654 = -123531.564839 nChanged 42 SP:Iteration 13Q (7365.410000 sec): 3 clusters Score: Raw -124271.735411 + Penalty 694.812654 = -123576.922758 nChanged 41 SP:Iteration 14Q (7365.580000 sec): 3 clusters Score: Raw -124319.243114 + Penalty 694.812654 = -123624.430460 nChanged 39 SP:Iteration 15Q (7365.770000 sec): 3 clusters Score: Raw -124345.292866 + Penalty 694.812654 = -123650.480213 nChanged 25 SP:Iteration 16Q (7365.950000 sec): 3 clusters Score: Raw -124357.981364 + Penalty 694.812654 = -123663.168710 nChanged 18 SP:Iteration 17Q (7366.120000 sec): 3 clusters Score: Raw -124365.634075 + Penalty 694.812654 = -123670.821421 nChanged 14 SP:Iteration 18Q (7366.300000 sec): 3 clusters Score: Raw -124372.652037 + Penalty 694.812654 = -123677.839383 nChanged 14 SP:Iteration 19Q (7366.460000 sec): 3 clusters Score: Raw -124377.446088 + Penalty 694.812654 = -123682.633435 nChanged 8 SP:Iteration 20F (7366.650000 sec): 3 clusters Score: Raw -124380.010427 + Penalty 694.812654 = -123685.197773 nChanged 4 SP:Iteration 21Q (7366.820000 sec): 3 clusters Score: Raw -124381.091780 + Penalty 694.812654 = -123686.279126 nChanged 2 SP:Iteration 22Q (7367.000000 sec): 3 clusters Score: Raw -124382.283728 + Penalty 694.812654 = -123687.471074 nChanged 2 SP:Iteration 23Q (7367.190000 sec): 3 clusters Score: Raw -124382.941435 + Penalty 694.812654 = -123688.128781 nChanged 2 SP:Iteration 24Q (7367.370000 sec): 3 clusters Score: Raw -124383.339630 + Penalty 694.812654 = -123688.526976 nChanged 1 SP:Iteration 25Q (7367.550000 sec): 3 clusters Score: Raw -124383.599985 + Penalty 694.812654 = -123688.787331 nChanged 0 SP:Iteration 26F (7367.710000 sec): 3 clusters Score: Raw -124383.599985 + Penalty 694.812654 = -123688.787331 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7367.860000 sec): 2 clusters Score: Raw -895780.225148 + Penalty 435.850938 = -895344.374210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7368.100000 sec): 3 clusters Score: Raw -886578.215056 + Penalty 871.701876 = -885706.513180 nChanged 6801 SP:Iteration 1F (7368.360000 sec): 3 clusters Score: Raw -890641.803411 + Penalty 871.701876 = -889770.101535 nChanged 1034 SP:Iteration 2F (7368.560000 sec): 3 clusters Score: Raw -891291.920539 + Penalty 871.701876 = -890420.218663 nChanged 1226 SP:Iteration 3F (7368.830000 sec): 3 clusters Score: Raw -892284.404365 + Penalty 871.701876 = -891412.702489 nChanged 1283 SP:Iteration 4F (7369.060000 sec): 3 clusters Score: Raw -893431.499685 + Penalty 871.701876 = -892559.797809 nChanged 1021 SP:Iteration 5F (7369.290000 sec): 3 clusters Score: Raw -894365.656362 + Penalty 871.701876 = -893493.954485 nChanged 666 SP:Iteration 6Q (7369.490000 sec): 3 clusters Score: Raw -894948.040554 + Penalty 871.701876 = -894076.338678 nChanged 384 SP:Iteration 7Q (7369.750000 sec): 3 clusters Score: Raw -895275.896389 + Penalty 871.701876 = -894404.194513 nChanged 260 SP:Iteration 8Q (7369.950000 sec): 3 clusters Score: Raw -895481.124033 + Penalty 871.701876 = -894609.422157 nChanged 163 SP:Iteration 9Q (7370.180000 sec): 3 clusters Score: Raw -895605.689270 + Penalty 871.701876 = -894733.987393 nChanged 111 SP:Iteration 10Q (7370.400000 sec): 3 clusters Score: Raw -895678.020204 + Penalty 871.701876 = -894806.318328 nChanged 75 SP:Iteration 11Q (7370.540000 sec): 3 clusters Score: Raw -895723.089380 + Penalty 871.701876 = -894851.387504 nChanged 59 SP:Iteration 12Q (7370.740000 sec): 3 clusters Score: Raw -895754.144920 + Penalty 871.701876 = -894882.443044 nChanged 52 SP:Iteration 13Q (7370.940000 sec): 3 clusters Score: Raw -895791.319130 + Penalty 871.701876 = -894919.617254 nChanged 44 SP:Iteration 14Q (7371.170000 sec): 3 clusters Score: Raw -895819.242004 + Penalty 871.701876 = -894947.540128 nChanged 22 SP:Iteration 15Q (7371.370000 sec): 3 clusters Score: Raw -895834.231700 + Penalty 871.701876 = -894962.529824 nChanged 19 SP:Iteration 16Q (7371.600000 sec): 3 clusters Score: Raw -895845.576016 + Penalty 871.701876 = -894973.874140 nChanged 14 SP:Iteration 17Q (7371.790000 sec): 3 clusters Score: Raw -895854.614782 + Penalty 871.701876 = -894982.912906 nChanged 12 SP:Iteration 18Q (7371.990000 sec): 3 clusters Score: Raw -895860.540774 + Penalty 871.701876 = -894988.838898 nChanged 7 SP:Iteration 19Q (7372.210000 sec): 3 clusters Score: Raw -895863.560871 + Penalty 871.701876 = -894991.858995 nChanged 4 SP:Iteration 20F (7372.400000 sec): 3 clusters Score: Raw -895865.766956 + Penalty 871.701876 = -894994.065080 nChanged 2 SP:Iteration 21Q (7372.560000 sec): 3 clusters Score: Raw -895866.258340 + Penalty 871.701876 = -894994.556464 nChanged 1 SP:Iteration 22Q (7372.750000 sec): 3 clusters Score: Raw -895866.388106 + Penalty 871.701876 = -894994.686230 nChanged 0 SP:Iteration 23F (7372.970000 sec): 3 clusters Score: Raw -895866.388106 + Penalty 871.701876 = -894994.686230 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (70 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7373.040000 sec): 2 clusters Score: Raw -3886.254017 + Penalty 193.306534 = -3692.947483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7373.230000 sec): 3 clusters Score: Raw -3928.614760 + Penalty 386.613067 = -3542.001693 nChanged 11 SP:Iteration 1F (7373.350000 sec): 3 clusters Score: Raw -3948.329322 + Penalty 386.613067 = -3561.716254 nChanged 1 SP:Iteration 2Q (7373.540000 sec): 3 clusters Score: Raw -3954.237493 + Penalty 386.613067 = -3567.624426 nChanged 0 SP:Iteration 3F (7373.750000 sec): 3 clusters Score: Raw -3954.237493 + Penalty 386.613067 = -3567.624426 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7373.830000 sec): 2 clusters Score: Raw -173951.458905 + Penalty 365.324371 = -173586.134534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7374.000000 sec): 3 clusters Score: Raw -172202.961790 + Penalty 730.648742 = -171472.313048 nChanged 1339 SP:Iteration 1F (7374.150000 sec): 3 clusters Score: Raw -173213.966345 + Penalty 730.648742 = -172483.317603 nChanged 283 SP:Iteration 2F (7374.350000 sec): 3 clusters Score: Raw -173456.241711 + Penalty 730.648742 = -172725.592969 nChanged 231 SP:Iteration 3F (7374.520000 sec): 3 clusters Score: Raw -173629.454441 + Penalty 730.648742 = -172898.805699 nChanged 178 SP:Iteration 4F (7374.680000 sec): 3 clusters Score: Raw -173760.944702 + Penalty 730.648742 = -173030.295960 nChanged 116 SP:Iteration 5Q (7374.870000 sec): 3 clusters Score: Raw -173848.730618 + Penalty 730.648742 = -173118.081876 nChanged 94 SP:Iteration 6Q (7375.040000 sec): 3 clusters Score: Raw -173915.409510 + Penalty 730.648742 = -173184.760768 nChanged 72 SP:Iteration 7Q (7375.200000 sec): 3 clusters Score: Raw -173956.302711 + Penalty 730.648742 = -173225.653969 nChanged 41 SP:Iteration 8Q (7375.380000 sec): 3 clusters Score: Raw -173974.061039 + Penalty 730.648742 = -173243.412297 nChanged 28 SP:Iteration 9Q (7375.540000 sec): 3 clusters Score: Raw -173981.453719 + Penalty 730.648742 = -173250.804977 nChanged 25 SP:Iteration 10Q (7375.730000 sec): 3 clusters Score: Raw -173990.977428 + Penalty 730.648742 = -173260.328686 nChanged 22 SP:Iteration 11Q (7375.940000 sec): 3 clusters Score: Raw -173998.883610 + Penalty 730.648742 = -173268.234868 nChanged 26 SP:Iteration 12Q (7376.120000 sec): 3 clusters Score: Raw -174007.210575 + Penalty 730.648742 = -173276.561833 nChanged 22 SP:Iteration 13Q (7376.230000 sec): 3 clusters Score: Raw -174013.159203 + Penalty 730.648742 = -173282.510461 nChanged 16 SP:Iteration 14Q (7376.420000 sec): 3 clusters Score: Raw -174016.686946 + Penalty 730.648742 = -173286.038204 nChanged 18 SP:Iteration 15Q (7376.570000 sec): 3 clusters Score: Raw -174019.854139 + Penalty 730.648742 = -173289.205397 nChanged 16 SP:Iteration 16Q (7376.770000 sec): 3 clusters Score: Raw -174023.460491 + Penalty 730.648742 = -173292.811749 nChanged 16 SP:Iteration 17Q (7376.970000 sec): 3 clusters Score: Raw -174028.058435 + Penalty 730.648742 = -173297.409693 nChanged 15 SP:Iteration 18Q (7377.130000 sec): 3 clusters Score: Raw -174031.652258 + Penalty 730.648742 = -173301.003516 nChanged 15 SP:Iteration 19Q (7377.350000 sec): 3 clusters Score: Raw -174035.312403 + Penalty 730.648742 = -173304.663661 nChanged 14 SP:Iteration 20F (7377.540000 sec): 3 clusters Score: Raw -174038.787537 + Penalty 730.648742 = -173308.138795 nChanged 14 SP:Iteration 21Q (7377.660000 sec): 3 clusters Score: Raw -174042.699861 + Penalty 730.648742 = -173312.051119 nChanged 13 SP:Iteration 22Q (7377.800000 sec): 3 clusters Score: Raw -174046.972667 + Penalty 730.648742 = -173316.323925 nChanged 24 SP:Iteration 23Q (7378.000000 sec): 3 clusters Score: Raw -174056.901331 + Penalty 730.648742 = -173326.252589 nChanged 20 SP:Iteration 24Q (7378.190000 sec): 3 clusters Score: Raw -174064.301245 + Penalty 730.648742 = -173333.652503 nChanged 23 SP:Iteration 25Q (7378.370000 sec): 3 clusters Score: Raw -174076.439657 + Penalty 730.648742 = -173345.790915 nChanged 24 SP:Iteration 26Q (7378.530000 sec): 3 clusters Score: Raw -174090.066448 + Penalty 730.648742 = -173359.417706 nChanged 23 SP:Iteration 27Q (7378.670000 sec): 3 clusters Score: Raw -174102.566589 + Penalty 730.648742 = -173371.917847 nChanged 16 SP:Iteration 28Q (7378.900000 sec): 3 clusters Score: Raw -174109.529837 + Penalty 730.648742 = -173378.881095 nChanged 12 SP:Iteration 29Q (7379.060000 sec): 3 clusters Score: Raw -174113.055514 + Penalty 730.648742 = -173382.406772 nChanged 11 SP:Iteration 30Q (7379.220000 sec): 3 clusters Score: Raw -174116.354172 + Penalty 730.648742 = -173385.705430 nChanged 13 SP:Iteration 31Q (7379.460000 sec): 3 clusters Score: Raw -174119.861582 + Penalty 730.648742 = -173389.212840 nChanged 14 SP:Iteration 32Q (7379.650000 sec): 3 clusters Score: Raw -174123.582841 + Penalty 730.648742 = -173392.934099 nChanged 14 SP:Iteration 33Q (7379.810000 sec): 3 clusters Score: Raw -174128.053241 + Penalty 730.648742 = -173397.404499 nChanged 11 SP:Iteration 34Q (7380.030000 sec): 3 clusters Score: Raw -174132.386984 + Penalty 730.648742 = -173401.738242 nChanged 11 SP:Iteration 35Q (7380.220000 sec): 3 clusters Score: Raw -174137.445010 + Penalty 730.648742 = -173406.796268 nChanged 11 SP:Iteration 36Q (7380.360000 sec): 3 clusters Score: Raw -174142.128195 + Penalty 730.648742 = -173411.479453 nChanged 6 SP:Iteration 37Q (7380.540000 sec): 3 clusters Score: Raw -174143.708379 + Penalty 730.648742 = -173413.059637 nChanged 5 SP:Iteration 38Q (7380.710000 sec): 3 clusters Score: Raw -174145.258981 + Penalty 730.648742 = -173414.610239 nChanged 4 SP:Iteration 39Q (7380.910000 sec): 3 clusters Score: Raw -174146.163197 + Penalty 730.648742 = -173415.514455 nChanged 2 SP:Iteration 40F (7381.090000 sec): 3 clusters Score: Raw -174146.515231 + Penalty 730.648742 = -173415.866489 nChanged 2 SP:Iteration 41Q (7381.250000 sec): 3 clusters Score: Raw -174147.036835 + Penalty 730.648742 = -173416.388093 nChanged 2 SP:Iteration 42Q (7381.450000 sec): 3 clusters Score: Raw -174147.404573 + Penalty 730.648742 = -173416.755831 nChanged 1 SP:Iteration 43Q (7381.650000 sec): 3 clusters Score: Raw -174148.016561 + Penalty 730.648742 = -173417.367819 nChanged 2 SP:Iteration 44Q (7381.850000 sec): 3 clusters Score: Raw -174149.303788 + Penalty 730.648742 = -173418.655046 nChanged 4 SP:Iteration 45Q (7382.030000 sec): 3 clusters Score: Raw -174150.875172 + Penalty 730.648742 = -173420.226430 nChanged 2 SP:Iteration 46Q (7382.200000 sec): 3 clusters Score: Raw -174151.220006 + Penalty 730.648742 = -173420.571264 nChanged 1 SP:Iteration 47Q (7382.370000 sec): 3 clusters Score: Raw -174151.273860 + Penalty 730.648742 = -173420.625118 nChanged 0 SP:Iteration 48F (7382.560000 sec): 3 clusters Score: Raw -174151.273860 + Penalty 730.648742 = -173420.625118 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7383.220000 sec): 2 clusters Score: Raw -9444464.552193 + Penalty 545.000633 = -9443919.551560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7383.870000 sec): 3 clusters Score: Raw -9337036.102238 + Penalty 1090.001266 = -9335946.100972 nChanged 77886 SP:Iteration 1F (7384.590000 sec): 3 clusters Score: Raw -9384856.004833 + Penalty 1090.001266 = -9383766.003567 nChanged 5238 SP:Iteration 2Q (7385.380000 sec): 3 clusters Score: Raw -9386272.235775 + Penalty 1090.001266 = -9385182.234509 nChanged 5659 SP:Iteration 3Q (7386.090000 sec): 3 clusters Score: Raw -9388020.423569 + Penalty 1090.001266 = -9386930.422303 nChanged 6259 SP:Iteration 4Q (7386.870000 sec): 3 clusters Score: Raw -9390403.050544 + Penalty 1090.001266 = -9389313.049278 nChanged 7384 SP:Iteration 5Q (7387.630000 sec): 3 clusters Score: Raw -9394076.849727 + Penalty 1090.001266 = -9392986.848461 nChanged 8806 SP:Iteration 6F (7388.380000 sec): 3 clusters Score: Raw -9399903.934892 + Penalty 1090.001266 = -9398813.933626 nChanged 10238 SP:Iteration 7F (7389.110000 sec): 3 clusters Score: Raw -9407782.830813 + Penalty 1090.001266 = -9406692.829546 nChanged 9898 SP:Iteration 8F (7389.820000 sec): 3 clusters Score: Raw -9413810.254616 + Penalty 1090.001266 = -9412720.253350 nChanged 6985 SP:Iteration 9Q (7390.550000 sec): 3 clusters Score: Raw -9416091.765258 + Penalty 1090.001266 = -9415001.763991 nChanged 3757 SP:Iteration 10Q (7391.190000 sec): 3 clusters Score: Raw -9416697.035136 + Penalty 1090.001266 = -9415607.033869 nChanged 1989 SP:Iteration 11Q (7391.970000 sec): 3 clusters Score: Raw -9416959.307365 + Penalty 1090.001266 = -9415869.306099 nChanged 1560 SP:Iteration 12Q (7392.790000 sec): 3 clusters Score: Raw -9417192.332339 + Penalty 1090.001266 = -9416102.331073 nChanged 1446 SP:Iteration 13Q (7393.570000 sec): 3 clusters Score: Raw -9417424.135185 + Penalty 1090.001266 = -9416334.133918 nChanged 1414 SP:Iteration 14Q (7394.310000 sec): 3 clusters Score: Raw -9417651.945870 + Penalty 1090.001266 = -9416561.944604 nChanged 1462 SP:Iteration 15Q (7395.010000 sec): 3 clusters Score: Raw -9417885.143723 + Penalty 1090.001266 = -9416795.142457 nChanged 1425 SP:Iteration 16Q (7395.780000 sec): 3 clusters Score: Raw -9418109.381925 + Penalty 1090.001266 = -9417019.380659 nChanged 1384 SP:Iteration 17Q (7396.460000 sec): 3 clusters Score: Raw -9418332.180893 + Penalty 1090.001266 = -9417242.179627 nChanged 1380 SP:Iteration 18Q (7397.340000 sec): 3 clusters Score: Raw -9418548.953957 + Penalty 1090.001266 = -9417458.952691 nChanged 1410 SP:Iteration 19Q (7398.250000 sec): 3 clusters Score: Raw -9418778.841185 + Penalty 1090.001266 = -9417688.839919 nChanged 1401 SP:Iteration 20F (7399.110000 sec): 3 clusters Score: Raw -9419010.520542 + Penalty 1090.001266 = -9417920.519276 nChanged 1442 SP:Iteration 21Q (7399.920000 sec): 3 clusters Score: Raw -9419244.241820 + Penalty 1090.001266 = -9418154.240554 nChanged 1519 SP:Iteration 22Q (7400.660000 sec): 3 clusters Score: Raw -9419498.485717 + Penalty 1090.001266 = -9418408.484451 nChanged 1609 SP:Iteration 23Q (7401.370000 sec): 3 clusters Score: Raw -9419770.993849 + Penalty 1090.001266 = -9418680.992583 nChanged 1685 SP:Iteration 24Q (7402.080000 sec): 3 clusters Score: Raw -9420067.306691 + Penalty 1090.001266 = -9418977.305425 nChanged 1759 SP:Iteration 25Q (7402.790000 sec): 3 clusters Score: Raw -9420370.224255 + Penalty 1090.001266 = -9419280.222989 nChanged 1764 SP:Iteration 26Q (7403.580000 sec): 3 clusters Score: Raw -9420677.316738 + Penalty 1090.001266 = -9419587.315472 nChanged 1829 SP:Iteration 27Q (7404.360000 sec): 3 clusters Score: Raw -9421008.822132 + Penalty 1090.001266 = -9419918.820866 nChanged 1986 SP:Iteration 28Q (7405.090000 sec): 3 clusters Score: Raw -9421388.938578 + Penalty 1090.001266 = -9420298.937312 nChanged 2102 SP:Iteration 29Q (7405.760000 sec): 3 clusters Score: Raw -9421814.395677 + Penalty 1090.001266 = -9420724.394411 nChanged 2248 SP:Iteration 30Q (7406.430000 sec): 3 clusters Score: Raw -9422312.306783 + Penalty 1090.001266 = -9421222.305517 nChanged 2428 SP:Iteration 31Q (7407.100000 sec): 3 clusters Score: Raw -9422885.354332 + Penalty 1090.001266 = -9421795.353066 nChanged 2543 SP:Iteration 32Q (7407.840000 sec): 3 clusters Score: Raw -9423532.210365 + Penalty 1090.001266 = -9422442.209099 nChanged 2725 SP:Iteration 33Q (7408.600000 sec): 3 clusters Score: Raw -9424302.120854 + Penalty 1090.001266 = -9423212.119588 nChanged 2932 SP:Iteration 34Q (7409.350000 sec): 3 clusters Score: Raw -9425235.593712 + Penalty 1090.001266 = -9424145.592445 nChanged 3128 SP:Iteration 35Q (7410.090000 sec): 3 clusters Score: Raw -9426359.233391 + Penalty 1090.001266 = -9425269.232125 nChanged 3308 SP:Iteration 36Q (7410.790000 sec): 3 clusters Score: Raw -9427722.649223 + Penalty 1090.001266 = -9426632.647957 nChanged 3425 SP:Iteration 37Q (7411.480000 sec): 3 clusters Score: Raw -9429297.210438 + Penalty 1090.001266 = -9428207.209171 nChanged 3468 SP:Iteration 38Q (7412.140000 sec): 3 clusters Score: Raw -9431023.670999 + Penalty 1090.001266 = -9429933.669733 nChanged 3334 SP:Iteration 39Q (7412.810000 sec): 3 clusters Score: Raw -9432848.625818 + Penalty 1090.001266 = -9431758.624552 nChanged 3231 SP:Iteration 40F (7413.520000 sec): 3 clusters Score: Raw -9434837.397633 + Penalty 1090.001266 = -9433747.396367 nChanged 3013 SP:Iteration 41Q (7414.140000 sec): 3 clusters Score: Raw -9436785.977037 + Penalty 1090.001266 = -9435695.975771 nChanged 2546 SP:Iteration 42Q (7414.770000 sec): 3 clusters Score: Raw -9438506.515959 + Penalty 1090.001266 = -9437416.514692 nChanged 2137 SP:Iteration 43Q (7415.370000 sec): 3 clusters Score: Raw -9439966.278023 + Penalty 1090.001266 = -9438876.276757 nChanged 1706 SP:Iteration 44Q (7416.000000 sec): 3 clusters Score: Raw -9441067.655537 + Penalty 1090.001266 = -9439977.654271 nChanged 1291 SP:Iteration 45Q (7416.710000 sec): 3 clusters Score: Raw -9441823.154233 + Penalty 1090.001266 = -9440733.152967 nChanged 1064 SP:Iteration 46Q (7417.370000 sec): 3 clusters Score: Raw -9442423.029511 + Penalty 1090.001266 = -9441333.028245 nChanged 903 SP:Iteration 47Q (7418.160000 sec): 3 clusters Score: Raw -9442922.562724 + Penalty 1090.001266 = -9441832.561458 nChanged 712 SP:Iteration 48Q (7418.950000 sec): 3 clusters Score: Raw -9443295.078379 + Penalty 1090.001266 = -9442205.077112 nChanged 595 SP:Iteration 49Q (7419.730000 sec): 3 clusters Score: Raw -9443604.364250 + Penalty 1090.001266 = -9442514.362984 nChanged 514 SP:Iteration 50Q (7420.410000 sec): 3 clusters Score: Raw -9443863.095375 + Penalty 1090.001266 = -9442773.094108 nChanged 404 SP:Iteration 51Q (7421.140000 sec): 3 clusters Score: Raw -9444047.966748 + Penalty 1090.001266 = -9442957.965482 nChanged 347 SP:Iteration 52Q (7421.850000 sec): 3 clusters Score: Raw -9444210.204653 + Penalty 1090.001266 = -9443120.203387 nChanged 299 SP:Iteration 53Q (7422.510000 sec): 3 clusters Score: Raw -9444342.771495 + Penalty 1090.001266 = -9443252.770228 nChanged 209 SP:Iteration 54Q (7423.190000 sec): 3 clusters Score: Raw -9444425.525810 + Penalty 1090.001266 = -9443335.524544 nChanged 173 SP:Iteration 55Q (7423.930000 sec): 3 clusters Score: Raw -9444484.617968 + Penalty 1090.001266 = -9443394.616702 nChanged 140 SP:Iteration 56Q (7424.650000 sec): 3 clusters Score: Raw -9444532.581819 + Penalty 1090.001266 = -9443442.580553 nChanged 114 SP:Iteration 57Q (7425.430000 sec): 3 clusters Score: Raw -9444568.278025 + Penalty 1090.001266 = -9443478.276759 nChanged 87 SP:Iteration 58Q (7426.160000 sec): 3 clusters Score: Raw -9444593.037964 + Penalty 1090.001266 = -9443503.036698 nChanged 76 SP:Iteration 59Q (7426.880000 sec): 3 clusters Score: Raw -9444613.270569 + Penalty 1090.001266 = -9443523.269302 nChanged 60 SP:Iteration 60F (7427.660000 sec): 3 clusters Score: Raw -9444628.457427 + Penalty 1090.001266 = -9443538.456161 nChanged 51 SP:Iteration 61Q (7428.330000 sec): 3 clusters Score: Raw -9444641.786406 + Penalty 1090.001266 = -9443551.785140 nChanged 54 SP:Iteration 62Q (7429.070000 sec): 3 clusters Score: Raw -9444658.397020 + Penalty 1090.001266 = -9443568.395754 nChanged 41 SP:Iteration 63Q (7429.770000 sec): 3 clusters Score: Raw -9444667.941341 + Penalty 1090.001266 = -9443577.940075 nChanged 41 SP:Iteration 64Q (7430.440000 sec): 3 clusters Score: Raw -9444675.657469 + Penalty 1090.001266 = -9443585.656203 nChanged 28 SP:Iteration 65Q (7431.140000 sec): 3 clusters Score: Raw -9444680.258864 + Penalty 1090.001266 = -9443590.257598 nChanged 25 SP:Iteration 66Q (7431.890000 sec): 3 clusters Score: Raw -9444685.814313 + Penalty 1090.001266 = -9443595.813047 nChanged 27 SP:Iteration 67Q (7432.580000 sec): 3 clusters Score: Raw -9444689.860812 + Penalty 1090.001266 = -9443599.859546 nChanged 17 SP:Iteration 68Q (7433.330000 sec): 3 clusters Score: Raw -9444692.626035 + Penalty 1090.001266 = -9443602.624769 nChanged 20 SP:Iteration 69Q (7434.070000 sec): 3 clusters Score: Raw -9444695.856737 + Penalty 1090.001266 = -9443605.855471 nChanged 19 SP:Iteration 70Q (7434.750000 sec): 3 clusters Score: Raw -9444699.364955 + Penalty 1090.001266 = -9443609.363689 nChanged 18 SP:Iteration 71Q (7435.320000 sec): 3 clusters Score: Raw -9444701.880220 + Penalty 1090.001266 = -9443611.878954 nChanged 14 SP:Iteration 72Q (7435.920000 sec): 3 clusters Score: Raw -9444704.195024 + Penalty 1090.001266 = -9443614.193758 nChanged 5 SP:Iteration 73Q (7436.600000 sec): 3 clusters Score: Raw -9444704.933214 + Penalty 1090.001266 = -9443614.931948 nChanged 5 SP:Iteration 74Q (7437.210000 sec): 3 clusters Score: Raw -9444705.780133 + Penalty 1090.001266 = -9443615.778867 nChanged 8 SP:Iteration 75Q (7437.860000 sec): 3 clusters Score: Raw -9444707.062792 + Penalty 1090.001266 = -9443617.061526 nChanged 5 SP:Iteration 76Q (7438.440000 sec): 3 clusters Score: Raw -9444707.566931 + Penalty 1090.001266 = -9443617.565665 nChanged 2 SP:Iteration 77Q (7439.030000 sec): 3 clusters Score: Raw -9444707.756313 + Penalty 1090.001266 = -9443617.755047 nChanged 2 SP:Iteration 78Q (7439.680000 sec): 3 clusters Score: Raw -9444708.099279 + Penalty 1090.001266 = -9443618.098012 nChanged 2 SP:Iteration 79Q (7440.320000 sec): 3 clusters Score: Raw -9444708.303157 + Penalty 1090.001266 = -9443618.301890 nChanged 3 SP:Iteration 80F (7440.880000 sec): 3 clusters Score: Raw -9444708.733988 + Penalty 1090.001266 = -9443618.732722 nChanged 6 SP:Iteration 81Q (7441.510000 sec): 3 clusters Score: Raw -9444709.449988 + Penalty 1090.001266 = -9443619.448722 nChanged 6 SP:Iteration 82Q (7442.180000 sec): 3 clusters Score: Raw -9444710.252934 + Penalty 1090.001266 = -9443620.251668 nChanged 5 SP:Iteration 83Q (7442.880000 sec): 3 clusters Score: Raw -9444711.776926 + Penalty 1090.001266 = -9443621.775660 nChanged 10 SP:Iteration 84Q (7443.510000 sec): 3 clusters Score: Raw -9444713.430361 + Penalty 1090.001266 = -9443623.429094 nChanged 10 SP:Iteration 85Q (7444.040000 sec): 3 clusters Score: Raw -9444715.036089 + Penalty 1090.001266 = -9443625.034823 nChanged 6 SP:Iteration 86Q (7444.670000 sec): 3 clusters Score: Raw -9444715.594779 + Penalty 1090.001266 = -9443625.593513 nChanged 8 SP:Iteration 87Q (7445.290000 sec): 3 clusters Score: Raw -9444716.764663 + Penalty 1090.001266 = -9443626.763397 nChanged 2 SP:Iteration 88Q (7445.890000 sec): 3 clusters Score: Raw -9444716.932365 + Penalty 1090.001266 = -9443626.931099 nChanged 1 SP:Iteration 89Q (7446.550000 sec): 3 clusters Score: Raw -9444717.017338 + Penalty 1090.001266 = -9443627.016072 nChanged 1 SP:Iteration 90Q (7447.130000 sec): 3 clusters Score: Raw -9444717.080875 + Penalty 1090.001266 = -9443627.079609 nChanged 0 SP:Iteration 91F (7447.770000 sec): 3 clusters Score: Raw -9444717.080875 + Penalty 1090.001266 = -9443627.079609 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7447.910000 sec): 2 clusters Score: Raw -46538.147672 + Penalty 303.921763 = -46234.225909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7448.130000 sec): 3 clusters Score: Raw -46161.766021 + Penalty 607.843526 = -45553.922496 nChanged 303 SP:Iteration 1F (7448.320000 sec): 3 clusters Score: Raw -46365.698519 + Penalty 607.843526 = -45757.854993 nChanged 74 SP:Iteration 2F (7448.510000 sec): 3 clusters Score: Raw -46412.687666 + Penalty 607.843526 = -45804.844140 nChanged 29 SP:Iteration 3Q (7448.650000 sec): 3 clusters Score: Raw -46430.310422 + Penalty 607.843526 = -45822.466896 nChanged 19 SP:Iteration 4Q (7448.840000 sec): 3 clusters Score: Raw -46440.030238 + Penalty 607.843526 = -45832.186712 nChanged 15 SP:Iteration 5Q (7449.060000 sec): 3 clusters Score: Raw -46447.275771 + Penalty 607.843526 = -45839.432245 nChanged 15 SP:Iteration 6Q (7449.240000 sec): 3 clusters Score: Raw -46458.232104 + Penalty 607.843526 = -45850.388578 nChanged 15 SP:Iteration 7Q (7449.440000 sec): 3 clusters Score: Raw -46469.397910 + Penalty 607.843526 = -45861.554384 nChanged 15 SP:Iteration 8Q (7449.590000 sec): 3 clusters Score: Raw -46478.551240 + Penalty 607.843526 = -45870.707714 nChanged 17 SP:Iteration 9Q (7449.790000 sec): 3 clusters Score: Raw -46488.374262 + Penalty 607.843526 = -45880.530736 nChanged 14 SP:Iteration 10Q (7449.970000 sec): 3 clusters Score: Raw -46499.650572 + Penalty 607.843526 = -45891.807046 nChanged 13 SP:Iteration 11Q (7450.170000 sec): 3 clusters Score: Raw -46508.344929 + Penalty 607.843526 = -45900.501403 nChanged 17 SP:Iteration 12Q (7450.390000 sec): 3 clusters Score: Raw -46519.317135 + Penalty 607.843526 = -45911.473609 nChanged 13 SP:Iteration 13Q (7450.620000 sec): 3 clusters Score: Raw -46530.287264 + Penalty 607.843526 = -45922.443738 nChanged 15 SP:Iteration 14Q (7450.830000 sec): 3 clusters Score: Raw -46543.890015 + Penalty 607.843526 = -45936.046489 nChanged 17 SP:Iteration 15Q (7451.010000 sec): 3 clusters Score: Raw -46561.254069 + Penalty 607.843526 = -45953.410543 nChanged 12 SP:Iteration 16Q (7451.160000 sec): 3 clusters Score: Raw -46567.996244 + Penalty 607.843526 = -45960.152718 nChanged 8 SP:Iteration 17Q (7451.370000 sec): 3 clusters Score: Raw -46571.229408 + Penalty 607.843526 = -45963.385883 nChanged 4 SP:Iteration 18Q (7451.560000 sec): 3 clusters Score: Raw -46572.173464 + Penalty 607.843526 = -45964.329938 nChanged 1 SP:Iteration 19Q (7451.750000 sec): 3 clusters Score: Raw -46572.587279 + Penalty 607.843526 = -45964.743753 nChanged 1 SP:Iteration 20F (7451.940000 sec): 3 clusters Score: Raw -46573.506757 + Penalty 607.843526 = -45965.663232 nChanged 4 SP:Iteration 21Q (7452.160000 sec): 3 clusters Score: Raw -46575.577175 + Penalty 607.843526 = -45967.733649 nChanged 3 SP:Iteration 22Q (7452.310000 sec): 3 clusters Score: Raw -46576.563141 + Penalty 607.843526 = -45968.719615 nChanged 6 SP:Iteration 23Q (7452.470000 sec): 3 clusters Score: Raw -46581.729289 + Penalty 607.843526 = -45973.885763 nChanged 6 SP:Iteration 24Q (7452.640000 sec): 3 clusters Score: Raw -46586.297570 + Penalty 607.843526 = -45978.454044 nChanged 5 SP:Iteration 25Q (7452.830000 sec): 3 clusters Score: Raw -46588.997737 + Penalty 607.843526 = -45981.154211 nChanged 5 SP:Iteration 26Q (7453.010000 sec): 3 clusters Score: Raw -46590.801640 + Penalty 607.843526 = -45982.958114 nChanged 6 SP:Iteration 27Q (7453.240000 sec): 3 clusters Score: Raw -46594.157671 + Penalty 607.843526 = -45986.314145 nChanged 7 SP:Iteration 28Q (7453.400000 sec): 3 clusters Score: Raw -46598.665650 + Penalty 607.843526 = -45990.822124 nChanged 5 SP:Iteration 29Q (7453.610000 sec): 3 clusters Score: Raw -46600.838402 + Penalty 607.843526 = -45992.994876 nChanged 3 SP:Iteration 30Q (7453.800000 sec): 3 clusters Score: Raw -46602.017788 + Penalty 607.843526 = -45994.174262 nChanged 1 SP:Iteration 31Q (7453.970000 sec): 3 clusters Score: Raw -46602.631834 + Penalty 607.843526 = -45994.788308 nChanged 1 SP:Iteration 32Q (7454.120000 sec): 3 clusters Score: Raw -46603.024508 + Penalty 607.843526 = -45995.180982 nChanged 1 SP:Iteration 33Q (7454.290000 sec): 3 clusters Score: Raw -46603.274642 + Penalty 607.843526 = -45995.431116 nChanged 0 SP:Iteration 34F (7454.470000 sec): 3 clusters Score: Raw -46603.274642 + Penalty 607.843526 = -45995.431116 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7454.600000 sec): 2 clusters Score: Raw -10666.570697 + Penalty 239.921480 = -10426.649217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7454.800000 sec): 3 clusters Score: Raw -10641.848623 + Penalty 479.842960 = -10162.005663 nChanged 49 SP:Iteration 1F (7454.960000 sec): 3 clusters Score: Raw -10726.985199 + Penalty 479.842960 = -10247.142239 nChanged 9 SP:Iteration 2Q (7455.140000 sec): 3 clusters Score: Raw -10740.762277 + Penalty 479.842960 = -10260.919317 nChanged 2 SP:Iteration 3Q (7455.350000 sec): 3 clusters Score: Raw -10742.299560 + Penalty 479.842960 = -10262.456600 nChanged 0 SP:Iteration 4F (7455.570000 sec): 3 clusters Score: Raw -10742.299560 + Penalty 479.842960 = -10262.456600 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7455.670000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7455.810000 sec): 3 clusters Score: Raw -7337.005912 + Penalty 445.703422 = -6891.302490 nChanged 32 SP:Iteration 1F (7456.030000 sec): 3 clusters Score: Raw -7395.474220 + Penalty 445.703422 = -6949.770799 nChanged 12 SP:Iteration 2F (7456.180000 sec): 3 clusters Score: Raw -7425.077263 + Penalty 445.703422 = -6979.373841 nChanged 5 SP:Iteration 3Q (7456.380000 sec): 3 clusters Score: Raw -7441.091268 + Penalty 445.703422 = -6995.387847 nChanged 4 SP:Iteration 4Q (7456.560000 sec): 3 clusters Score: Raw -7446.654729 + Penalty 445.703422 = -7000.951307 nChanged 1 SP:Iteration 5Q (7456.800000 sec): 3 clusters Score: Raw -7447.132227 + Penalty 445.703422 = -7001.428806 nChanged 0 SP:Iteration 6F (7456.980000 sec): 3 clusters Score: Raw -7447.132227 + Penalty 445.703422 = -7001.428806 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7457.080000 sec): 2 clusters Score: Raw -65024.034177 + Penalty 321.563053 = -64702.471124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7457.250000 sec): 3 clusters Score: Raw -64401.041754 + Penalty 643.126106 = -63757.915648 nChanged 493 SP:Iteration 1F (7457.470000 sec): 3 clusters Score: Raw -64668.409848 + Penalty 643.126106 = -64025.283741 nChanged 94 SP:Iteration 2F (7457.650000 sec): 3 clusters Score: Raw -64727.352425 + Penalty 643.126106 = -64084.226319 nChanged 67 SP:Iteration 3F (7457.880000 sec): 3 clusters Score: Raw -64767.323610 + Penalty 643.126106 = -64124.197504 nChanged 52 SP:Iteration 4Q (7458.080000 sec): 3 clusters Score: Raw -64806.390549 + Penalty 643.126106 = -64163.264443 nChanged 58 SP:Iteration 5Q (7458.210000 sec): 3 clusters Score: Raw -64858.687942 + Penalty 643.126106 = -64215.561836 nChanged 46 SP:Iteration 6Q (7458.420000 sec): 3 clusters Score: Raw -64903.338509 + Penalty 643.126106 = -64260.212402 nChanged 43 SP:Iteration 7Q (7458.600000 sec): 3 clusters Score: Raw -64946.939704 + Penalty 643.126106 = -64303.813598 nChanged 40 SP:Iteration 8Q (7458.760000 sec): 3 clusters Score: Raw -64976.380003 + Penalty 643.126106 = -64333.253896 nChanged 39 SP:Iteration 9Q (7458.950000 sec): 3 clusters Score: Raw -65001.282626 + Penalty 643.126106 = -64358.156520 nChanged 37 SP:Iteration 10Q (7459.060000 sec): 3 clusters Score: Raw -65020.606405 + Penalty 643.126106 = -64377.480298 nChanged 36 SP:Iteration 11Q (7459.190000 sec): 3 clusters Score: Raw -65037.606012 + Penalty 643.126106 = -64394.479906 nChanged 37 SP:Iteration 12Q (7459.400000 sec): 3 clusters Score: Raw -65061.395434 + Penalty 643.126106 = -64418.269327 nChanged 43 SP:Iteration 13Q (7459.610000 sec): 3 clusters Score: Raw -65091.390395 + Penalty 643.126106 = -64448.264289 nChanged 42 SP:Iteration 14Q (7459.850000 sec): 3 clusters Score: Raw -65121.005387 + Penalty 643.126106 = -64477.879281 nChanged 45 SP:Iteration 15Q (7460.020000 sec): 3 clusters Score: Raw -65155.360282 + Penalty 643.126106 = -64512.234176 nChanged 34 SP:Iteration 16Q (7460.200000 sec): 3 clusters Score: Raw -65177.767918 + Penalty 643.126106 = -64534.641812 nChanged 28 SP:Iteration 17Q (7460.430000 sec): 3 clusters Score: Raw -65192.634935 + Penalty 643.126106 = -64549.508829 nChanged 20 SP:Iteration 18Q (7460.590000 sec): 3 clusters Score: Raw -65203.885405 + Penalty 643.126106 = -64560.759299 nChanged 18 SP:Iteration 19Q (7460.740000 sec): 3 clusters Score: Raw -65215.462950 + Penalty 643.126106 = -64572.336844 nChanged 16 SP:Iteration 20F (7460.930000 sec): 3 clusters Score: Raw -65223.660350 + Penalty 643.126106 = -64580.534244 nChanged 13 SP:Iteration 21Q (7461.060000 sec): 3 clusters Score: Raw -65230.175498 + Penalty 643.126106 = -64587.049392 nChanged 11 SP:Iteration 22Q (7461.280000 sec): 3 clusters Score: Raw -65235.707171 + Penalty 643.126106 = -64592.581065 nChanged 5 SP:Iteration 23Q (7461.460000 sec): 3 clusters Score: Raw -65237.311062 + Penalty 643.126106 = -64594.184955 nChanged 2 SP:Iteration 24Q (7461.640000 sec): 3 clusters Score: Raw -65237.736286 + Penalty 643.126106 = -64594.610180 nChanged 1 SP:Iteration 25Q (7461.820000 sec): 3 clusters Score: Raw -65238.723265 + Penalty 643.126106 = -64595.597159 nChanged 4 SP:Iteration 26Q (7462.050000 sec): 3 clusters Score: Raw -65240.875115 + Penalty 643.126106 = -64597.749008 nChanged 4 SP:Iteration 27Q (7462.230000 sec): 3 clusters Score: Raw -65244.646279 + Penalty 643.126106 = -64601.520173 nChanged 4 SP:Iteration 28Q (7462.400000 sec): 3 clusters Score: Raw -65246.731665 + Penalty 643.126106 = -64603.605558 nChanged 3 SP:Iteration 29Q (7462.590000 sec): 3 clusters Score: Raw -65247.816075 + Penalty 643.126106 = -64604.689969 nChanged 1 SP:Iteration 30Q (7462.690000 sec): 3 clusters Score: Raw -65247.934325 + Penalty 643.126106 = -64604.808218 nChanged 0 SP:Iteration 31F (7462.830000 sec): 3 clusters Score: Raw -65247.934325 + Penalty 643.126106 = -64604.808218 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7462.920000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7463.090000 sec): 3 clusters Score: Raw -16127.235612 + Penalty 515.644829 = -15611.590783 nChanged 83 SP:Iteration 1F (7463.250000 sec): 3 clusters Score: Raw -16236.458263 + Penalty 515.644829 = -15720.813435 nChanged 29 SP:Iteration 2F (7463.440000 sec): 3 clusters Score: Raw -16290.645114 + Penalty 515.644829 = -15775.000285 nChanged 13 SP:Iteration 3Q (7463.570000 sec): 3 clusters Score: Raw -16318.084512 + Penalty 515.644829 = -15802.439683 nChanged 9 SP:Iteration 4Q (7463.710000 sec): 3 clusters Score: Raw -16330.182133 + Penalty 515.644829 = -15814.537305 nChanged 8 SP:Iteration 5Q (7463.860000 sec): 3 clusters Score: Raw -16338.755015 + Penalty 515.644829 = -15823.110186 nChanged 3 SP:Iteration 6Q (7464.030000 sec): 3 clusters Score: Raw -16343.168935 + Penalty 515.644829 = -15827.524107 nChanged 1 SP:Iteration 7Q (7464.220000 sec): 3 clusters Score: Raw -16343.818370 + Penalty 515.644829 = -15828.173542 nChanged 1 SP:Iteration 8Q (7464.380000 sec): 3 clusters Score: Raw -16344.666498 + Penalty 515.644829 = -15829.021669 nChanged 0 SP:Iteration 9F (7464.570000 sec): 3 clusters Score: Raw -16344.666498 + Penalty 515.644829 = -15829.021669 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7464.680000 sec): 2 clusters Score: Raw -873011.955360 + Penalty 434.665079 = -872577.290281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7464.940000 sec): 3 clusters Score: Raw -864122.814756 + Penalty 869.330157 = -863253.484599 nChanged 6486 SP:Iteration 1F (7465.160000 sec): 3 clusters Score: Raw -867866.824855 + Penalty 869.330157 = -866997.494698 nChanged 657 SP:Iteration 2Q (7465.390000 sec): 3 clusters Score: Raw -868156.126136 + Penalty 869.330157 = -867286.795979 nChanged 770 SP:Iteration 3F (7465.630000 sec): 3 clusters Score: Raw -868554.758369 + Penalty 869.330157 = -867685.428212 nChanged 810 SP:Iteration 4F (7465.800000 sec): 3 clusters Score: Raw -869054.895861 + Penalty 869.330157 = -868185.565704 nChanged 867 SP:Iteration 5F (7466.040000 sec): 3 clusters Score: Raw -869626.688482 + Penalty 869.330157 = -868757.358325 nChanged 882 SP:Iteration 6F (7466.260000 sec): 3 clusters Score: Raw -870216.923737 + Penalty 869.330157 = -869347.593580 nChanged 806 SP:Iteration 7F (7466.490000 sec): 3 clusters Score: Raw -870769.423300 + Penalty 869.330157 = -869900.093143 nChanged 656 SP:Iteration 8Q (7466.730000 sec): 3 clusters Score: Raw -871189.147049 + Penalty 869.330157 = -870319.816892 nChanged 519 SP:Iteration 9Q (7466.950000 sec): 3 clusters Score: Raw -871493.219469 + Penalty 869.330157 = -870623.889311 nChanged 421 SP:Iteration 10Q (7467.150000 sec): 3 clusters Score: Raw -871742.353614 + Penalty 869.330157 = -870873.023456 nChanged 349 SP:Iteration 11Q (7467.340000 sec): 3 clusters Score: Raw -871942.871032 + Penalty 869.330157 = -871073.540875 nChanged 324 SP:Iteration 12Q (7467.570000 sec): 3 clusters Score: Raw -872145.242604 + Penalty 869.330157 = -871275.912447 nChanged 303 SP:Iteration 13Q (7467.770000 sec): 3 clusters Score: Raw -872334.601804 + Penalty 869.330157 = -871465.271647 nChanged 258 SP:Iteration 14Q (7467.950000 sec): 3 clusters Score: Raw -872505.862443 + Penalty 869.330157 = -871636.532286 nChanged 198 SP:Iteration 15Q (7468.150000 sec): 3 clusters Score: Raw -872642.112109 + Penalty 869.330157 = -871772.781951 nChanged 174 SP:Iteration 16Q (7468.350000 sec): 3 clusters Score: Raw -872769.552511 + Penalty 869.330157 = -871900.222354 nChanged 137 SP:Iteration 17Q (7468.560000 sec): 3 clusters Score: Raw -872861.986466 + Penalty 869.330157 = -871992.656309 nChanged 103 SP:Iteration 18Q (7468.810000 sec): 3 clusters Score: Raw -872935.057723 + Penalty 869.330157 = -872065.727566 nChanged 71 SP:Iteration 19Q (7469.040000 sec): 3 clusters Score: Raw -872985.933188 + Penalty 869.330157 = -872116.603031 nChanged 55 SP:Iteration 20F (7469.240000 sec): 3 clusters Score: Raw -873019.075118 + Penalty 869.330157 = -872149.744961 nChanged 39 SP:Iteration 21Q (7469.430000 sec): 3 clusters Score: Raw -873047.891011 + Penalty 869.330157 = -872178.560854 nChanged 23 SP:Iteration 22Q (7469.630000 sec): 3 clusters Score: Raw -873063.381914 + Penalty 869.330157 = -872194.051757 nChanged 21 SP:Iteration 23Q (7469.860000 sec): 3 clusters Score: Raw -873079.839517 + Penalty 869.330157 = -872210.509359 nChanged 13 SP:Iteration 24Q (7470.080000 sec): 3 clusters Score: Raw -873088.365351 + Penalty 869.330157 = -872219.035194 nChanged 9 SP:Iteration 25Q (7470.330000 sec): 3 clusters Score: Raw -873093.206963 + Penalty 869.330157 = -872223.876805 nChanged 6 SP:Iteration 26Q (7470.480000 sec): 3 clusters Score: Raw -873099.686282 + Penalty 869.330157 = -872230.356125 nChanged 9 SP:Iteration 27Q (7470.720000 sec): 3 clusters Score: Raw -873107.975237 + Penalty 869.330157 = -872238.645080 nChanged 8 SP:Iteration 28Q (7470.950000 sec): 3 clusters Score: Raw -873111.985413 + Penalty 869.330157 = -872242.655255 nChanged 5 SP:Iteration 29Q (7471.110000 sec): 3 clusters Score: Raw -873115.663089 + Penalty 869.330157 = -872246.332932 nChanged 6 SP:Iteration 30Q (7471.360000 sec): 3 clusters Score: Raw -873118.060772 + Penalty 869.330157 = -872248.730615 nChanged 3 SP:Iteration 31Q (7471.550000 sec): 3 clusters Score: Raw -873118.451016 + Penalty 869.330157 = -872249.120859 nChanged 2 SP:Iteration 32Q (7471.730000 sec): 3 clusters Score: Raw -873118.780628 + Penalty 869.330157 = -872249.450470 nChanged 1 SP:Iteration 33Q (7471.960000 sec): 3 clusters Score: Raw -873119.244505 + Penalty 869.330157 = -872249.914348 nChanged 1 SP:Iteration 34Q (7472.200000 sec): 3 clusters Score: Raw -873119.455667 + Penalty 869.330157 = -872250.125510 nChanged 0 SP:Iteration 35F (7472.390000 sec): 3 clusters Score: Raw -873119.455667 + Penalty 869.330157 = -872250.125510 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7472.530000 sec): 2 clusters Score: Raw -848627.971817 + Penalty 436.683421 = -848191.288396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7472.790000 sec): 3 clusters Score: Raw -839203.833781 + Penalty 873.366842 = -838330.466939 nChanged 6909 SP:Iteration 1F (7473.030000 sec): 3 clusters Score: Raw -843084.256356 + Penalty 873.366842 = -842210.889514 nChanged 934 SP:Iteration 2F (7473.290000 sec): 3 clusters Score: Raw -843636.624250 + Penalty 873.366842 = -842763.257409 nChanged 1227 SP:Iteration 3F (7473.510000 sec): 3 clusters Score: Raw -844551.593301 + Penalty 873.366842 = -843678.226459 nChanged 1391 SP:Iteration 4F (7473.790000 sec): 3 clusters Score: Raw -845775.518991 + Penalty 873.366842 = -844902.152149 nChanged 1206 SP:Iteration 5F (7474.010000 sec): 3 clusters Score: Raw -846922.983357 + Penalty 873.366842 = -846049.616515 nChanged 830 SP:Iteration 6F (7474.230000 sec): 3 clusters Score: Raw -847806.490828 + Penalty 873.366842 = -846933.123986 nChanged 392 SP:Iteration 7Q (7474.480000 sec): 3 clusters Score: Raw -848264.003316 + Penalty 873.366842 = -847390.636474 nChanged 163 SP:Iteration 8Q (7474.690000 sec): 3 clusters Score: Raw -848482.914132 + Penalty 873.366842 = -847609.547291 nChanged 110 SP:Iteration 9Q (7474.930000 sec): 3 clusters Score: Raw -848617.085896 + Penalty 873.366842 = -847743.719054 nChanged 94 SP:Iteration 10Q (7475.220000 sec): 3 clusters Score: Raw -848692.661826 + Penalty 873.366842 = -847819.294985 nChanged 73 SP:Iteration 11Q (7475.440000 sec): 3 clusters Score: Raw -848737.728678 + Penalty 873.366842 = -847864.361837 nChanged 46 SP:Iteration 12Q (7475.690000 sec): 3 clusters Score: Raw -848757.280369 + Penalty 873.366842 = -847883.913527 nChanged 32 SP:Iteration 13Q (7475.960000 sec): 3 clusters Score: Raw -848772.252899 + Penalty 873.366842 = -847898.886057 nChanged 24 SP:Iteration 14Q (7476.220000 sec): 3 clusters Score: Raw -848781.210436 + Penalty 873.366842 = -847907.843594 nChanged 19 SP:Iteration 15Q (7476.470000 sec): 3 clusters Score: Raw -848787.945635 + Penalty 873.366842 = -847914.578794 nChanged 17 SP:Iteration 16Q (7476.690000 sec): 3 clusters Score: Raw -848792.819819 + Penalty 873.366842 = -847919.452977 nChanged 15 SP:Iteration 17Q (7476.910000 sec): 3 clusters Score: Raw -848797.357420 + Penalty 873.366842 = -847923.990579 nChanged 18 SP:Iteration 18Q (7477.110000 sec): 3 clusters Score: Raw -848802.372346 + Penalty 873.366842 = -847929.005504 nChanged 12 SP:Iteration 19Q (7477.450000 sec): 3 clusters Score: Raw -848806.456498 + Penalty 873.366842 = -847933.089656 nChanged 14 SP:Iteration 20F (7477.710000 sec): 3 clusters Score: Raw -848809.792406 + Penalty 873.366842 = -847936.425564 nChanged 12 SP:Iteration 21Q (7477.920000 sec): 3 clusters Score: Raw -848813.258405 + Penalty 873.366842 = -847939.891563 nChanged 8 SP:Iteration 22Q (7478.190000 sec): 3 clusters Score: Raw -848814.664777 + Penalty 873.366842 = -847941.297935 nChanged 3 SP:Iteration 23Q (7478.460000 sec): 3 clusters Score: Raw -848815.278342 + Penalty 873.366842 = -847941.911500 nChanged 3 SP:Iteration 24Q (7478.650000 sec): 3 clusters Score: Raw -848815.402877 + Penalty 873.366842 = -847942.036035 nChanged 0 SP:Iteration 25F (7478.920000 sec): 3 clusters Score: Raw -848815.402877 + Penalty 873.366842 = -847942.036035 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7479.060000 sec): 2 clusters Score: Raw -28182.066097 + Penalty 283.397251 = -27898.668847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7479.190000 sec): 3 clusters Score: Raw -27976.609271 + Penalty 566.794501 = -27409.814769 nChanged 174 SP:Iteration 1F (7479.390000 sec): 3 clusters Score: Raw -28105.838711 + Penalty 566.794501 = -27539.044209 nChanged 36 SP:Iteration 2F (7479.570000 sec): 3 clusters Score: Raw -28136.106034 + Penalty 566.794501 = -27569.311532 nChanged 25 SP:Iteration 3Q (7479.790000 sec): 3 clusters Score: Raw -28155.813198 + Penalty 566.794501 = -27589.018697 nChanged 19 SP:Iteration 4Q (7479.980000 sec): 3 clusters Score: Raw -28171.554473 + Penalty 566.794501 = -27604.759971 nChanged 10 SP:Iteration 5Q (7480.140000 sec): 3 clusters Score: Raw -28182.869692 + Penalty 566.794501 = -27616.075190 nChanged 10 SP:Iteration 6Q (7480.310000 sec): 3 clusters Score: Raw -28191.470562 + Penalty 566.794501 = -27624.676061 nChanged 7 SP:Iteration 7Q (7480.530000 sec): 3 clusters Score: Raw -28195.276242 + Penalty 566.794501 = -27628.481740 nChanged 5 SP:Iteration 8Q (7480.800000 sec): 3 clusters Score: Raw -28199.556721 + Penalty 566.794501 = -27632.762219 nChanged 6 SP:Iteration 9Q (7480.970000 sec): 3 clusters Score: Raw -28204.573358 + Penalty 566.794501 = -27637.778857 nChanged 4 SP:Iteration 10Q (7481.140000 sec): 3 clusters Score: Raw -28205.793201 + Penalty 566.794501 = -27638.998700 nChanged 1 SP:Iteration 11Q (7481.330000 sec): 3 clusters Score: Raw -28206.379163 + Penalty 566.794501 = -27639.584662 nChanged 1 SP:Iteration 12Q (7481.540000 sec): 3 clusters Score: Raw -28206.605838 + Penalty 566.794501 = -27639.811337 nChanged 0 SP:Iteration 13F (7481.710000 sec): 3 clusters Score: Raw -28206.605838 + Penalty 566.794501 = -27639.811337 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7481.800000 sec): 2 clusters Score: Raw -7404.237360 + Penalty 218.582958 = -7185.654402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7482.020000 sec): 3 clusters Score: Raw -7388.443093 + Penalty 437.165915 = -6951.277178 nChanged 26 SP:Iteration 1F (7482.190000 sec): 3 clusters Score: Raw -7431.420674 + Penalty 437.165915 = -6994.254759 nChanged 5 SP:Iteration 2Q (7482.370000 sec): 3 clusters Score: Raw -7440.013650 + Penalty 437.165915 = -7002.847735 nChanged 1 SP:Iteration 3Q (7482.560000 sec): 3 clusters Score: Raw -7441.116235 + Penalty 437.165915 = -7003.950319 nChanged 0 SP:Iteration 4F (7482.710000 sec): 3 clusters Score: Raw -7441.116235 + Penalty 437.165915 = -7003.950319 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7482.810000 sec): 2 clusters Score: Raw -6729.176101 + Penalty 230.348074 = -6498.828027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7482.990000 sec): 3 clusters Score: Raw -6714.273020 + Penalty 460.696148 = -6253.576872 nChanged 38 SP:Iteration 1F (7483.190000 sec): 3 clusters Score: Raw -6827.099886 + Penalty 460.696148 = -6366.403738 nChanged 12 SP:Iteration 2F (7483.440000 sec): 3 clusters Score: Raw -6856.537125 + Penalty 460.696148 = -6395.840977 nChanged 5 SP:Iteration 3Q (7483.590000 sec): 3 clusters Score: Raw -6868.835152 + Penalty 460.696148 = -6408.139004 nChanged 3 SP:Iteration 4Q (7483.800000 sec): 3 clusters Score: Raw -6881.221122 + Penalty 460.696148 = -6420.524974 nChanged 4 SP:Iteration 5Q (7483.980000 sec): 3 clusters Score: Raw -6891.077992 + Penalty 460.696148 = -6430.381844 nChanged 5 SP:Iteration 6Q (7484.160000 sec): 3 clusters Score: Raw -6910.621505 + Penalty 460.696148 = -6449.925357 nChanged 1 SP:Iteration 7Q (7484.380000 sec): 3 clusters Score: Raw -6915.284509 + Penalty 460.696148 = -6454.588361 nChanged 2 SP:Iteration 8Q (7484.570000 sec): 3 clusters Score: Raw -6919.123265 + Penalty 460.696148 = -6458.427117 nChanged 2 SP:Iteration 9Q (7484.780000 sec): 3 clusters Score: Raw -6924.721360 + Penalty 460.696148 = -6464.025212 nChanged 2 SP:Iteration 10Q (7485.020000 sec): 3 clusters Score: Raw -6927.706366 + Penalty 460.696148 = -6467.010218 nChanged 0 SP:Iteration 11F (7485.240000 sec): 3 clusters Score: Raw -6927.706366 + Penalty 460.696148 = -6467.010218 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7485.340000 sec): 2 clusters Score: Raw -19048.553297 + Penalty 264.678558 = -18783.874740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7485.530000 sec): 3 clusters Score: Raw -18944.119988 + Penalty 529.357116 = -18414.762873 nChanged 114 SP:Iteration 1F (7485.720000 sec): 3 clusters Score: Raw -19059.373673 + Penalty 529.357116 = -18530.016557 nChanged 34 SP:Iteration 2F (7485.890000 sec): 3 clusters Score: Raw -19102.548574 + Penalty 529.357116 = -18573.191458 nChanged 20 SP:Iteration 3F (7486.110000 sec): 3 clusters Score: Raw -19126.249095 + Penalty 529.357116 = -18596.891980 nChanged 14 SP:Iteration 4Q (7486.290000 sec): 3 clusters Score: Raw -19149.479813 + Penalty 529.357116 = -18620.122698 nChanged 12 SP:Iteration 5Q (7486.440000 sec): 3 clusters Score: Raw -19165.314798 + Penalty 529.357116 = -18635.957682 nChanged 12 SP:Iteration 6Q (7486.620000 sec): 3 clusters Score: Raw -19184.163157 + Penalty 529.357116 = -18654.806041 nChanged 8 SP:Iteration 7Q (7486.850000 sec): 3 clusters Score: Raw -19203.098878 + Penalty 529.357116 = -18673.741763 nChanged 4 SP:Iteration 8Q (7487.010000 sec): 3 clusters Score: Raw -19214.418881 + Penalty 529.357116 = -18685.061765 nChanged 4 SP:Iteration 9Q (7487.240000 sec): 3 clusters Score: Raw -19220.227922 + Penalty 529.357116 = -18690.870806 nChanged 8 SP:Iteration 10Q (7487.370000 sec): 3 clusters Score: Raw -19235.289176 + Penalty 529.357116 = -18705.932060 nChanged 5 SP:Iteration 11Q (7487.560000 sec): 3 clusters Score: Raw -19244.676352 + Penalty 529.357116 = -18715.319237 nChanged 5 SP:Iteration 12Q (7487.760000 sec): 3 clusters Score: Raw -19250.114035 + Penalty 529.357116 = -18720.756919 nChanged 3 SP:Iteration 13Q (7487.950000 sec): 3 clusters Score: Raw -19252.412952 + Penalty 529.357116 = -18723.055837 nChanged 3 SP:Iteration 14Q (7488.180000 sec): 3 clusters Score: Raw -19254.060801 + Penalty 529.357116 = -18724.703686 nChanged 2 SP:Iteration 15Q (7488.400000 sec): 3 clusters Score: Raw -19255.892305 + Penalty 529.357116 = -18726.535189 nChanged 3 SP:Iteration 16Q (7488.570000 sec): 3 clusters Score: Raw -19257.014862 + Penalty 529.357116 = -18727.657747 nChanged 0 SP:Iteration 17F (7488.730000 sec): 3 clusters Score: Raw -19257.014862 + Penalty 529.357116 = -18727.657747 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7488.840000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7489.000000 sec): 3 clusters Score: Raw -198788.762821 + Penalty 733.652700 = -198055.110121 nChanged 1372 SP:Iteration 1F (7489.190000 sec): 3 clusters Score: Raw -199553.947897 + Penalty 733.652700 = -198820.295197 nChanged 213 SP:Iteration 2F (7489.400000 sec): 3 clusters Score: Raw -199650.942412 + Penalty 733.652700 = -198917.289712 nChanged 162 SP:Iteration 3F (7489.600000 sec): 3 clusters Score: Raw -199719.284258 + Penalty 733.652700 = -198985.631558 nChanged 138 SP:Iteration 4Q (7489.800000 sec): 3 clusters Score: Raw -199778.518384 + Penalty 733.652700 = -199044.865684 nChanged 141 SP:Iteration 5Q (7489.960000 sec): 3 clusters Score: Raw -199850.889882 + Penalty 733.652700 = -199117.237182 nChanged 138 SP:Iteration 6Q (7490.170000 sec): 3 clusters Score: Raw -199916.895922 + Penalty 733.652700 = -199183.243222 nChanged 144 SP:Iteration 7Q (7490.320000 sec): 3 clusters Score: Raw -199995.686879 + Penalty 733.652700 = -199262.034179 nChanged 165 SP:Iteration 8F (7490.540000 sec): 3 clusters Score: Raw -200102.987885 + Penalty 733.652700 = -199369.335185 nChanged 170 SP:Iteration 9F (7490.730000 sec): 3 clusters Score: Raw -200224.698002 + Penalty 733.652700 = -199491.045302 nChanged 125 SP:Iteration 10Q (7490.920000 sec): 3 clusters Score: Raw -200311.876582 + Penalty 733.652700 = -199578.223882 nChanged 119 SP:Iteration 11Q (7491.100000 sec): 3 clusters Score: Raw -200402.111218 + Penalty 733.652700 = -199668.458518 nChanged 95 SP:Iteration 12Q (7491.300000 sec): 3 clusters Score: Raw -200464.224835 + Penalty 733.652700 = -199730.572135 nChanged 64 SP:Iteration 13Q (7491.440000 sec): 3 clusters Score: Raw -200509.284053 + Penalty 733.652700 = -199775.631353 nChanged 59 SP:Iteration 14Q (7491.640000 sec): 3 clusters Score: Raw -200568.634209 + Penalty 733.652700 = -199834.981509 nChanged 42 SP:Iteration 15Q (7491.810000 sec): 3 clusters Score: Raw -200605.131506 + Penalty 733.652700 = -199871.478806 nChanged 27 SP:Iteration 16Q (7491.980000 sec): 3 clusters Score: Raw -200622.333774 + Penalty 733.652700 = -199888.681074 nChanged 16 SP:Iteration 17Q (7492.140000 sec): 3 clusters Score: Raw -200633.054085 + Penalty 733.652700 = -199899.401385 nChanged 12 SP:Iteration 18Q (7492.340000 sec): 3 clusters Score: Raw -200640.801429 + Penalty 733.652700 = -199907.148729 nChanged 12 SP:Iteration 19Q (7492.540000 sec): 3 clusters Score: Raw -200650.776669 + Penalty 733.652700 = -199917.123969 nChanged 8 SP:Iteration 20F (7492.700000 sec): 3 clusters Score: Raw -200657.075476 + Penalty 733.652700 = -199923.422776 nChanged 7 SP:Iteration 21Q (7492.860000 sec): 3 clusters Score: Raw -200663.336237 + Penalty 733.652700 = -199929.683537 nChanged 7 SP:Iteration 22Q (7493.050000 sec): 3 clusters Score: Raw -200668.292724 + Penalty 733.652700 = -199934.640024 nChanged 6 SP:Iteration 23Q (7493.260000 sec): 3 clusters Score: Raw -200674.153270 + Penalty 733.652700 = -199940.500570 nChanged 4 SP:Iteration 24Q (7493.480000 sec): 3 clusters Score: Raw -200678.895971 + Penalty 733.652700 = -199945.243271 nChanged 3 SP:Iteration 25Q (7493.660000 sec): 3 clusters Score: Raw -200680.204559 + Penalty 733.652700 = -199946.551859 nChanged 4 SP:Iteration 26Q (7493.870000 sec): 3 clusters Score: Raw -200684.576068 + Penalty 733.652700 = -199950.923368 nChanged 3 SP:Iteration 27Q (7494.040000 sec): 3 clusters Score: Raw -200687.770756 + Penalty 733.652700 = -199954.118056 nChanged 1 SP:Iteration 28Q (7494.220000 sec): 3 clusters Score: Raw -200687.998331 + Penalty 733.652700 = -199954.345631 nChanged 1 SP:Iteration 29Q (7494.380000 sec): 3 clusters Score: Raw -200688.513476 + Penalty 733.652700 = -199954.860776 nChanged 0 SP:Iteration 30F (7494.580000 sec): 3 clusters Score: Raw -200688.513476 + Penalty 733.652700 = -199954.860776 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7494.690000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7494.830000 sec): 3 clusters Score: Raw -7099.969819 + Penalty 440.821025 = -6659.148794 nChanged 31 SP:Iteration 1F (7495.020000 sec): 3 clusters Score: Raw -7141.072905 + Penalty 440.821025 = -6700.251880 nChanged 8 SP:Iteration 2F (7495.190000 sec): 3 clusters Score: Raw -7155.147360 + Penalty 440.821025 = -6714.326335 nChanged 1 SP:Iteration 3Q (7495.380000 sec): 3 clusters Score: Raw -7160.117768 + Penalty 440.821025 = -6719.296743 nChanged 2 SP:Iteration 4Q (7495.580000 sec): 3 clusters Score: Raw -7161.936089 + Penalty 440.821025 = -6721.115064 nChanged 1 SP:Iteration 5Q (7495.800000 sec): 3 clusters Score: Raw -7162.906677 + Penalty 440.821025 = -6722.085652 nChanged 0 SP:Iteration 6F (7495.940000 sec): 3 clusters Score: Raw -7162.906677 + Penalty 440.821025 = -6722.085652 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7496.060000 sec): 2 clusters Score: Raw -5998.417384 + Penalty 219.688275 = -5778.729109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7496.210000 sec): 3 clusters Score: Raw -6022.963089 + Penalty 439.376550 = -5583.586539 nChanged 26 SP:Iteration 1F (7496.410000 sec): 3 clusters Score: Raw -6087.733922 + Penalty 439.376550 = -5648.357372 nChanged 6 SP:Iteration 2Q (7496.590000 sec): 3 clusters Score: Raw -6094.882825 + Penalty 439.376550 = -5655.506275 nChanged 1 SP:Iteration 3Q (7496.780000 sec): 3 clusters Score: Raw -6095.536019 + Penalty 439.376550 = -5656.159469 nChanged 0 SP:Iteration 4F (7496.950000 sec): 3 clusters Score: Raw -6095.536019 + Penalty 439.376550 = -5656.159469 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7497.040000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7497.220000 sec): 3 clusters Score: Raw -19593.714782 + Penalty 532.550426 = -19061.164357 nChanged 108 SP:Iteration 1F (7497.390000 sec): 3 clusters Score: Raw -19694.375518 + Penalty 532.550426 = -19161.825092 nChanged 34 SP:Iteration 2F (7497.550000 sec): 3 clusters Score: Raw -19735.374378 + Penalty 532.550426 = -19202.823952 nChanged 19 SP:Iteration 3F (7497.750000 sec): 3 clusters Score: Raw -19756.383171 + Penalty 532.550426 = -19223.832745 nChanged 11 SP:Iteration 4Q (7497.920000 sec): 3 clusters Score: Raw -19765.724221 + Penalty 532.550426 = -19233.173796 nChanged 5 SP:Iteration 5Q (7498.110000 sec): 3 clusters Score: Raw -19773.061722 + Penalty 532.550426 = -19240.511297 nChanged 5 SP:Iteration 6Q (7498.300000 sec): 3 clusters Score: Raw -19777.202343 + Penalty 532.550426 = -19244.651918 nChanged 7 SP:Iteration 7Q (7498.500000 sec): 3 clusters Score: Raw -19782.851108 + Penalty 532.550426 = -19250.300683 nChanged 3 SP:Iteration 8Q (7498.690000 sec): 3 clusters Score: Raw -19785.239100 + Penalty 532.550426 = -19252.688674 nChanged 3 SP:Iteration 9Q (7498.870000 sec): 3 clusters Score: Raw -19789.268055 + Penalty 532.550426 = -19256.717629 nChanged 2 SP:Iteration 10Q (7499.060000 sec): 3 clusters Score: Raw -19791.446951 + Penalty 532.550426 = -19258.896525 nChanged 4 SP:Iteration 11Q (7499.230000 sec): 3 clusters Score: Raw -19800.377950 + Penalty 532.550426 = -19267.827525 nChanged 4 SP:Iteration 12Q (7499.390000 sec): 3 clusters Score: Raw -19809.171193 + Penalty 532.550426 = -19276.620767 nChanged 4 SP:Iteration 13Q (7499.570000 sec): 3 clusters Score: Raw -19819.116488 + Penalty 532.550426 = -19286.566063 nChanged 2 SP:Iteration 14Q (7499.760000 sec): 3 clusters Score: Raw -19820.969247 + Penalty 532.550426 = -19288.418822 nChanged 2 SP:Iteration 15Q (7499.950000 sec): 3 clusters Score: Raw -19824.026657 + Penalty 532.550426 = -19291.476232 nChanged 2 SP:Iteration 16Q (7500.140000 sec): 3 clusters Score: Raw -19828.654130 + Penalty 532.550426 = -19296.103705 nChanged 2 SP:Iteration 17Q (7500.330000 sec): 3 clusters Score: Raw -19834.080220 + Penalty 532.550426 = -19301.529794 nChanged 0 SP:Iteration 18F (7500.500000 sec): 3 clusters Score: Raw -19834.080220 + Penalty 532.550426 = -19301.529794 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7500.580000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7500.800000 sec): 3 clusters Score: Raw -11812.785651 + Penalty 484.836731 = -11327.948919 nChanged 54 SP:Iteration 1F (7500.930000 sec): 3 clusters Score: Raw -11890.543781 + Penalty 484.836731 = -11405.707050 nChanged 10 SP:Iteration 2Q (7501.120000 sec): 3 clusters Score: Raw -11904.841557 + Penalty 484.836731 = -11420.004825 nChanged 8 SP:Iteration 3Q (7501.330000 sec): 3 clusters Score: Raw -11912.253464 + Penalty 484.836731 = -11427.416733 nChanged 7 SP:Iteration 4Q (7501.500000 sec): 3 clusters Score: Raw -11923.161466 + Penalty 484.836731 = -11438.324734 nChanged 5 SP:Iteration 5Q (7501.720000 sec): 3 clusters Score: Raw -11932.524216 + Penalty 484.836731 = -11447.687485 nChanged 5 SP:Iteration 6Q (7501.860000 sec): 3 clusters Score: Raw -11939.528140 + Penalty 484.836731 = -11454.691409 nChanged 2 SP:Iteration 7Q (7502.070000 sec): 3 clusters Score: Raw -11941.965946 + Penalty 484.836731 = -11457.129215 nChanged 1 SP:Iteration 8Q (7502.220000 sec): 3 clusters Score: Raw -11943.541465 + Penalty 484.836731 = -11458.704733 nChanged 0 SP:Iteration 9F (7502.380000 sec): 3 clusters Score: Raw -11943.541465 + Penalty 484.836731 = -11458.704733 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7502.500000 sec): 2 clusters Score: Raw -235333.872834 + Penalty 379.987549 = -234953.885285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7502.660000 sec): 3 clusters Score: Raw -232768.277496 + Penalty 759.975098 = -232008.302398 nChanged 1884 SP:Iteration 1F (7502.830000 sec): 3 clusters Score: Raw -233817.128735 + Penalty 759.975098 = -233057.153637 nChanged 266 SP:Iteration 2F (7503.000000 sec): 3 clusters Score: Raw -233943.009765 + Penalty 759.975098 = -233183.034667 nChanged 242 SP:Iteration 3F (7503.140000 sec): 3 clusters Score: Raw -234088.171334 + Penalty 759.975098 = -233328.196236 nChanged 240 SP:Iteration 4F (7503.340000 sec): 3 clusters Score: Raw -234231.095807 + Penalty 759.975098 = -233471.120708 nChanged 232 SP:Iteration 5F (7503.560000 sec): 3 clusters Score: Raw -234397.202124 + Penalty 759.975098 = -233637.227025 nChanged 221 SP:Iteration 6F (7503.750000 sec): 3 clusters Score: Raw -234564.634845 + Penalty 759.975098 = -233804.659747 nChanged 228 SP:Iteration 7F (7503.990000 sec): 3 clusters Score: Raw -234722.371787 + Penalty 759.975098 = -233962.396689 nChanged 197 SP:Iteration 8Q (7504.180000 sec): 3 clusters Score: Raw -234844.226735 + Penalty 759.975098 = -234084.251636 nChanged 176 SP:Iteration 9Q (7504.380000 sec): 3 clusters Score: Raw -234954.030917 + Penalty 759.975098 = -234194.055819 nChanged 138 SP:Iteration 10Q (7504.520000 sec): 3 clusters Score: Raw -235029.341349 + Penalty 759.975098 = -234269.366251 nChanged 103 SP:Iteration 11Q (7504.640000 sec): 3 clusters Score: Raw -235066.785425 + Penalty 759.975098 = -234306.810327 nChanged 56 SP:Iteration 12Q (7504.800000 sec): 3 clusters Score: Raw -235083.201882 + Penalty 759.975098 = -234323.226784 nChanged 36 SP:Iteration 13Q (7504.960000 sec): 3 clusters Score: Raw -235090.740866 + Penalty 759.975098 = -234330.765768 nChanged 26 SP:Iteration 14Q (7505.170000 sec): 3 clusters Score: Raw -235100.205386 + Penalty 759.975098 = -234340.230288 nChanged 25 SP:Iteration 15Q (7505.340000 sec): 3 clusters Score: Raw -235106.578587 + Penalty 759.975098 = -234346.603488 nChanged 28 SP:Iteration 16Q (7505.540000 sec): 3 clusters Score: Raw -235111.889847 + Penalty 759.975098 = -234351.914748 nChanged 18 SP:Iteration 17Q (7505.700000 sec): 3 clusters Score: Raw -235114.875217 + Penalty 759.975098 = -234354.900119 nChanged 15 SP:Iteration 18Q (7505.890000 sec): 3 clusters Score: Raw -235118.396680 + Penalty 759.975098 = -234358.421582 nChanged 14 SP:Iteration 19Q (7506.070000 sec): 3 clusters Score: Raw -235120.518269 + Penalty 759.975098 = -234360.543171 nChanged 13 SP:Iteration 20F (7506.290000 sec): 3 clusters Score: Raw -235123.012223 + Penalty 759.975098 = -234363.037125 nChanged 9 SP:Iteration 21Q (7506.460000 sec): 3 clusters Score: Raw -235124.408816 + Penalty 759.975098 = -234364.433718 nChanged 10 SP:Iteration 22Q (7506.630000 sec): 3 clusters Score: Raw -235125.184558 + Penalty 759.975098 = -234365.209460 nChanged 4 SP:Iteration 23Q (7506.820000 sec): 3 clusters Score: Raw -235125.632170 + Penalty 759.975098 = -234365.657072 nChanged 5 SP:Iteration 24Q (7507.020000 sec): 3 clusters Score: Raw -235125.990110 + Penalty 759.975098 = -234366.015011 nChanged 5 SP:Iteration 25Q (7507.200000 sec): 3 clusters Score: Raw -235126.277418 + Penalty 759.975098 = -234366.302320 nChanged 1 SP:Iteration 26Q (7507.390000 sec): 3 clusters Score: Raw -235126.391514 + Penalty 759.975098 = -234366.416416 nChanged 1 SP:Iteration 27Q (7507.540000 sec): 3 clusters Score: Raw -235126.410263 + Penalty 759.975098 = -234366.435164 nChanged 1 SP:Iteration 28Q (7507.720000 sec): 3 clusters Score: Raw -235126.436512 + Penalty 759.975098 = -234366.461414 nChanged 0 SP:Iteration 29F (7507.900000 sec): 3 clusters Score: Raw -235126.436512 + Penalty 759.975098 = -234366.461414 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7508.020000 sec): 2 clusters Score: Raw -5091.259442 + Penalty 216.288354 = -4874.971088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7508.190000 sec): 3 clusters Score: Raw -5076.182991 + Penalty 432.576707 = -4643.606283 nChanged 29 SP:Iteration 1F (7508.370000 sec): 3 clusters Score: Raw -5135.490032 + Penalty 432.576707 = -4702.913325 nChanged 5 SP:Iteration 2Q (7508.560000 sec): 3 clusters Score: Raw -5145.898610 + Penalty 432.576707 = -4713.321902 nChanged 2 SP:Iteration 3Q (7508.750000 sec): 3 clusters Score: Raw -5149.062892 + Penalty 432.576707 = -4716.486184 nChanged 1 SP:Iteration 4Q (7508.940000 sec): 3 clusters Score: Raw -5152.330236 + Penalty 432.576707 = -4719.753529 nChanged 1 SP:Iteration 5Q (7509.120000 sec): 3 clusters Score: Raw -5153.159781 + Penalty 432.576707 = -4720.583073 nChanged 1 SP:Iteration 6Q (7509.370000 sec): 3 clusters Score: Raw -5153.598681 + Penalty 432.576707 = -4721.021973 nChanged 0 SP:Iteration 7F (7509.550000 sec): 3 clusters Score: Raw -5153.598681 + Penalty 432.576707 = -4721.021973 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7509.620000 sec): 2 clusters Score: Raw -8289.424582 + Penalty 225.490131 = -8063.934451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7509.800000 sec): 3 clusters Score: Raw -8272.771875 + Penalty 450.980262 = -7821.791613 nChanged 32 SP:Iteration 1F (7510.010000 sec): 3 clusters Score: Raw -8313.050482 + Penalty 450.980262 = -7862.070220 nChanged 9 SP:Iteration 2F (7510.200000 sec): 3 clusters Score: Raw -8325.167178 + Penalty 450.980262 = -7874.186916 nChanged 2 SP:Iteration 3Q (7510.410000 sec): 3 clusters Score: Raw -8328.108305 + Penalty 450.980262 = -7877.128042 nChanged 0 SP:Iteration 4F (7510.590000 sec): 3 clusters Score: Raw -8328.108305 + Penalty 450.980262 = -7877.128042 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7510.670000 sec): 2 clusters Score: Raw -49524.208993 + Penalty 306.801069 = -49217.407924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7510.830000 sec): 3 clusters Score: Raw -49112.900422 + Penalty 613.602138 = -48499.298284 nChanged 309 SP:Iteration 1F (7511.050000 sec): 3 clusters Score: Raw -49286.072807 + Penalty 613.602138 = -48672.470669 nChanged 86 SP:Iteration 2F (7511.210000 sec): 3 clusters Score: Raw -49347.202787 + Penalty 613.602138 = -48733.600649 nChanged 56 SP:Iteration 3F (7511.390000 sec): 3 clusters Score: Raw -49399.530527 + Penalty 613.602138 = -48785.928389 nChanged 52 SP:Iteration 4F (7511.560000 sec): 3 clusters Score: Raw -49434.479808 + Penalty 613.602138 = -48820.877670 nChanged 37 SP:Iteration 5Q (7511.770000 sec): 3 clusters Score: Raw -49464.755206 + Penalty 613.602138 = -48851.153068 nChanged 36 SP:Iteration 6Q (7511.940000 sec): 3 clusters Score: Raw -49489.160804 + Penalty 613.602138 = -48875.558666 nChanged 28 SP:Iteration 7Q (7512.160000 sec): 3 clusters Score: Raw -49504.683142 + Penalty 613.602138 = -48891.081004 nChanged 14 SP:Iteration 8Q (7512.350000 sec): 3 clusters Score: Raw -49514.891031 + Penalty 613.602138 = -48901.288893 nChanged 17 SP:Iteration 9Q (7512.520000 sec): 3 clusters Score: Raw -49523.163637 + Penalty 613.602138 = -48909.561499 nChanged 8 SP:Iteration 10Q (7512.680000 sec): 3 clusters Score: Raw -49528.536116 + Penalty 613.602138 = -48914.933979 nChanged 10 SP:Iteration 11Q (7512.900000 sec): 3 clusters Score: Raw -49536.811597 + Penalty 613.602138 = -48923.209459 nChanged 12 SP:Iteration 12Q (7513.040000 sec): 3 clusters Score: Raw -49547.558083 + Penalty 613.602138 = -48933.955945 nChanged 12 SP:Iteration 13Q (7513.260000 sec): 3 clusters Score: Raw -49560.632533 + Penalty 613.602138 = -48947.030395 nChanged 17 SP:Iteration 14Q (7513.380000 sec): 3 clusters Score: Raw -49568.824953 + Penalty 613.602138 = -48955.222815 nChanged 10 SP:Iteration 15Q (7513.600000 sec): 3 clusters Score: Raw -49575.942837 + Penalty 613.602138 = -48962.340699 nChanged 8 SP:Iteration 16Q (7513.800000 sec): 3 clusters Score: Raw -49582.037262 + Penalty 613.602138 = -48968.435124 nChanged 6 SP:Iteration 17Q (7513.960000 sec): 3 clusters Score: Raw -49584.728423 + Penalty 613.602138 = -48971.126285 nChanged 5 SP:Iteration 18Q (7514.140000 sec): 3 clusters Score: Raw -49588.186609 + Penalty 613.602138 = -48974.584471 nChanged 4 SP:Iteration 19Q (7514.340000 sec): 3 clusters Score: Raw -49590.039249 + Penalty 613.602138 = -48976.437112 nChanged 3 SP:Iteration 20F (7514.520000 sec): 3 clusters Score: Raw -49591.279890 + Penalty 613.602138 = -48977.677752 nChanged 4 SP:Iteration 21Q (7514.700000 sec): 3 clusters Score: Raw -49595.481077 + Penalty 613.602138 = -48981.878939 nChanged 7 SP:Iteration 22Q (7514.920000 sec): 3 clusters Score: Raw -49601.858540 + Penalty 613.602138 = -48988.256402 nChanged 8 SP:Iteration 23Q (7515.100000 sec): 3 clusters Score: Raw -49607.090847 + Penalty 613.602138 = -48993.488709 nChanged 9 SP:Iteration 24Q (7515.270000 sec): 3 clusters Score: Raw -49615.564458 + Penalty 613.602138 = -49001.962320 nChanged 8 SP:Iteration 25Q (7515.420000 sec): 3 clusters Score: Raw -49619.723292 + Penalty 613.602138 = -49006.121154 nChanged 4 SP:Iteration 26Q (7515.610000 sec): 3 clusters Score: Raw -49621.632391 + Penalty 613.602138 = -49008.030253 nChanged 1 SP:Iteration 27Q (7515.830000 sec): 3 clusters Score: Raw -49622.462801 + Penalty 613.602138 = -49008.860663 nChanged 2 SP:Iteration 28Q (7516.010000 sec): 3 clusters Score: Raw -49623.500398 + Penalty 613.602138 = -49009.898260 nChanged 1 SP:Iteration 29Q (7516.190000 sec): 3 clusters Score: Raw -49624.419937 + Penalty 613.602138 = -49010.817799 nChanged 1 SP:Iteration 30Q (7516.400000 sec): 3 clusters Score: Raw -49624.532820 + Penalty 613.602138 = -49010.930682 nChanged 0 SP:Iteration 31F (7516.520000 sec): 3 clusters Score: Raw -49624.532820 + Penalty 613.602138 = -49010.930682 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7516.610000 sec): 2 clusters Score: Raw -25186.058189 + Penalty 278.673094 = -24907.385095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7516.850000 sec): 3 clusters Score: Raw -25005.071941 + Penalty 557.346189 = -24447.725753 nChanged 143 SP:Iteration 1F (7517.010000 sec): 3 clusters Score: Raw -25121.356107 + Penalty 557.346189 = -24564.009918 nChanged 48 SP:Iteration 2F (7517.230000 sec): 3 clusters Score: Raw -25176.370373 + Penalty 557.346189 = -24619.024184 nChanged 31 SP:Iteration 3F (7517.410000 sec): 3 clusters Score: Raw -25202.765267 + Penalty 557.346189 = -24645.419078 nChanged 10 SP:Iteration 4Q (7517.620000 sec): 3 clusters Score: Raw -25210.330889 + Penalty 557.346189 = -24652.984701 nChanged 6 SP:Iteration 5Q (7517.730000 sec): 3 clusters Score: Raw -25213.392685 + Penalty 557.346189 = -24656.046496 nChanged 2 SP:Iteration 6Q (7517.940000 sec): 3 clusters Score: Raw -25214.081936 + Penalty 557.346189 = -24656.735748 nChanged 3 SP:Iteration 7Q (7518.060000 sec): 3 clusters Score: Raw -25216.173487 + Penalty 557.346189 = -24658.827299 nChanged 2 SP:Iteration 8Q (7518.250000 sec): 3 clusters Score: Raw -25217.765602 + Penalty 557.346189 = -24660.419414 nChanged 1 SP:Iteration 9Q (7518.480000 sec): 3 clusters Score: Raw -25218.816386 + Penalty 557.346189 = -24661.470198 nChanged 0 SP:Iteration 10F (7518.700000 sec): 3 clusters Score: Raw -25218.816386 + Penalty 557.346189 = -24661.470198 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7518.780000 sec): 2 clusters Score: Raw -50079.405683 + Penalty 305.106579 = -49774.299104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7518.990000 sec): 3 clusters Score: Raw -49710.294856 + Penalty 610.213158 = -49100.081699 nChanged 298 SP:Iteration 1F (7519.140000 sec): 3 clusters Score: Raw -49905.597770 + Penalty 610.213158 = -49295.384612 nChanged 69 SP:Iteration 2F (7519.290000 sec): 3 clusters Score: Raw -49959.906321 + Penalty 610.213158 = -49349.693163 nChanged 49 SP:Iteration 3F (7519.450000 sec): 3 clusters Score: Raw -50005.682952 + Penalty 610.213158 = -49395.469794 nChanged 30 SP:Iteration 4Q (7519.610000 sec): 3 clusters Score: Raw -50024.214814 + Penalty 610.213158 = -49414.001656 nChanged 27 SP:Iteration 5Q (7519.760000 sec): 3 clusters Score: Raw -50043.511550 + Penalty 610.213158 = -49433.298392 nChanged 18 SP:Iteration 6Q (7519.950000 sec): 3 clusters Score: Raw -50053.089330 + Penalty 610.213158 = -49442.876172 nChanged 14 SP:Iteration 7Q (7520.100000 sec): 3 clusters Score: Raw -50061.271598 + Penalty 610.213158 = -49451.058440 nChanged 13 SP:Iteration 8Q (7520.280000 sec): 3 clusters Score: Raw -50069.772951 + Penalty 610.213158 = -49459.559794 nChanged 14 SP:Iteration 9Q (7520.470000 sec): 3 clusters Score: Raw -50080.276679 + Penalty 610.213158 = -49470.063522 nChanged 13 SP:Iteration 10Q (7520.680000 sec): 3 clusters Score: Raw -50087.061627 + Penalty 610.213158 = -49476.848470 nChanged 10 SP:Iteration 11Q (7520.880000 sec): 3 clusters Score: Raw -50092.865162 + Penalty 610.213158 = -49482.652005 nChanged 13 SP:Iteration 12Q (7521.070000 sec): 3 clusters Score: Raw -50097.376704 + Penalty 610.213158 = -49487.163546 nChanged 7 SP:Iteration 13Q (7521.270000 sec): 3 clusters Score: Raw -50101.825841 + Penalty 610.213158 = -49491.612683 nChanged 10 SP:Iteration 14Q (7521.460000 sec): 3 clusters Score: Raw -50107.242984 + Penalty 610.213158 = -49497.029826 nChanged 8 SP:Iteration 15Q (7521.620000 sec): 3 clusters Score: Raw -50113.125967 + Penalty 610.213158 = -49502.912810 nChanged 6 SP:Iteration 16Q (7521.820000 sec): 3 clusters Score: Raw -50116.875438 + Penalty 610.213158 = -49506.662280 nChanged 8 SP:Iteration 17Q (7522.000000 sec): 3 clusters Score: Raw -50121.125665 + Penalty 610.213158 = -49510.912507 nChanged 6 SP:Iteration 18Q (7522.170000 sec): 3 clusters Score: Raw -50123.955879 + Penalty 610.213158 = -49513.742722 nChanged 7 SP:Iteration 19Q (7522.340000 sec): 3 clusters Score: Raw -50129.614628 + Penalty 610.213158 = -49519.401470 nChanged 8 SP:Iteration 20F (7522.520000 sec): 3 clusters Score: Raw -50133.683139 + Penalty 610.213158 = -49523.469982 nChanged 6 SP:Iteration 21Q (7522.680000 sec): 3 clusters Score: Raw -50136.585048 + Penalty 610.213158 = -49526.371891 nChanged 4 SP:Iteration 22Q (7522.870000 sec): 3 clusters Score: Raw -50137.760668 + Penalty 610.213158 = -49527.547511 nChanged 1 SP:Iteration 23Q (7523.050000 sec): 3 clusters Score: Raw -50138.679767 + Penalty 610.213158 = -49528.466609 nChanged 1 SP:Iteration 24Q (7523.270000 sec): 3 clusters Score: Raw -50139.686033 + Penalty 610.213158 = -49529.472875 nChanged 1 SP:Iteration 25Q (7523.440000 sec): 3 clusters Score: Raw -50140.171526 + Penalty 610.213158 = -49529.958368 nChanged 1 SP:Iteration 26Q (7523.600000 sec): 3 clusters Score: Raw -50140.994425 + Penalty 610.213158 = -49530.781267 nChanged 0 SP:Iteration 27F (7523.800000 sec): 3 clusters Score: Raw -50140.994425 + Penalty 610.213158 = -49530.781267 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7523.890000 sec): 2 clusters Score: Raw -10959.741993 + Penalty 247.234351 = -10712.507642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7524.080000 sec): 3 clusters Score: Raw -10891.559257 + Penalty 494.468702 = -10397.090555 nChanged 71 SP:Iteration 1F (7524.230000 sec): 3 clusters Score: Raw -10988.518806 + Penalty 494.468702 = -10494.050103 nChanged 32 SP:Iteration 2F (7524.440000 sec): 3 clusters Score: Raw -11069.197998 + Penalty 494.468702 = -10574.729296 nChanged 32 SP:Iteration 3F (7524.570000 sec): 3 clusters Score: Raw -11150.404034 + Penalty 494.468702 = -10655.935332 nChanged 12 SP:Iteration 4F (7524.830000 sec): 3 clusters Score: Raw -11171.917275 + Penalty 494.468702 = -10677.448573 nChanged 6 SP:Iteration 5Q (7524.960000 sec): 3 clusters Score: Raw -11178.740332 + Penalty 494.468702 = -10684.271629 nChanged 3 SP:Iteration 6Q (7525.120000 sec): 3 clusters Score: Raw -11193.156606 + Penalty 494.468702 = -10698.687904 nChanged 6 SP:Iteration 7Q (7525.300000 sec): 3 clusters Score: Raw -11209.708645 + Penalty 494.468702 = -10715.239943 nChanged 2 SP:Iteration 8Q (7525.490000 sec): 3 clusters Score: Raw -11212.871561 + Penalty 494.468702 = -10718.402859 nChanged 1 SP:Iteration 9Q (7525.650000 sec): 3 clusters Score: Raw -11213.333858 + Penalty 494.468702 = -10718.865156 nChanged 0 SP:Iteration 10F (7525.880000 sec): 3 clusters Score: Raw -11213.333858 + Penalty 494.468702 = -10718.865156 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 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7525.970000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.140000 sec): 3 clusters Score: Raw -5023.931792 + Penalty 413.439825 = -4610.491966 nChanged 16 SP:Iteration 1F (7526.310000 sec): 3 clusters Score: Raw -5058.876563 + Penalty 413.439825 = -4645.436738 nChanged 1 SP:Iteration 2Q (7526.450000 sec): 3 clusters Score: Raw -5060.102868 + Penalty 413.439825 = -4646.663042 nChanged 0 SP:Iteration 3F (7526.670000 sec): 3 clusters Score: Raw -5060.102868 + Penalty 413.439825 = -4646.663042 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7526.730000 sec): 2 clusters Score: Raw -15305.895296 + Penalty 257.664702 = -15048.230595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7526.910000 sec): 3 clusters Score: Raw -15233.746284 + Penalty 515.329404 = -14718.416880 nChanged 88 SP:Iteration 1F (7527.050000 sec): 3 clusters Score: Raw -15333.797452 + Penalty 515.329404 = -14818.468049 nChanged 24 SP:Iteration 2F (7527.220000 sec): 3 clusters Score: Raw -15357.314008 + Penalty 515.329404 = -14841.984604 nChanged 5 SP:Iteration 3Q (7527.370000 sec): 3 clusters Score: Raw -15360.692919 + Penalty 515.329404 = -14845.363515 nChanged 2 SP:Iteration 4Q (7527.530000 sec): 3 clusters Score: Raw -15362.910561 + Penalty 515.329404 = -14847.581157 nChanged 2 SP:Iteration 5Q (7527.690000 sec): 3 clusters Score: Raw -15366.045819 + Penalty 515.329404 = -14850.716416 nChanged 1 SP:Iteration 6Q (7527.800000 sec): 3 clusters Score: Raw -15366.256779 + Penalty 515.329404 = -14850.927376 nChanged 0 SP:Iteration 7F (7527.980000 sec): 3 clusters Score: Raw -15366.256779 + Penalty 515.329404 = -14850.927376 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7528.090000 sec): 2 clusters Score: Raw -23769.097726 + Penalty 273.956562 = -23495.141163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7528.210000 sec): 3 clusters Score: Raw -23601.132711 + Penalty 547.913125 = -23053.219587 nChanged 143 SP:Iteration 1F (7528.410000 sec): 3 clusters Score: Raw -23686.287264 + Penalty 547.913125 = -23138.374140 nChanged 24 SP:Iteration 2F (7528.540000 sec): 3 clusters Score: Raw -23702.816179 + Penalty 547.913125 = -23154.903054 nChanged 9 SP:Iteration 3Q (7528.760000 sec): 3 clusters Score: Raw -23709.509204 + Penalty 547.913125 = -23161.596079 nChanged 11 SP:Iteration 4Q (7528.950000 sec): 3 clusters Score: Raw -23715.864897 + Penalty 547.913125 = -23167.951773 nChanged 9 SP:Iteration 5Q (7529.110000 sec): 3 clusters Score: Raw -23721.046752 + Penalty 547.913125 = -23173.133627 nChanged 11 SP:Iteration 6Q (7529.290000 sec): 3 clusters Score: Raw -23728.361188 + Penalty 547.913125 = -23180.448064 nChanged 11 SP:Iteration 7Q (7529.440000 sec): 3 clusters Score: Raw -23737.545623 + Penalty 547.913125 = -23189.632498 nChanged 4 SP:Iteration 8Q (7529.540000 sec): 3 clusters Score: Raw -23740.907361 + Penalty 547.913125 = -23192.994236 nChanged 3 SP:Iteration 9Q (7529.750000 sec): 3 clusters Score: Raw -23742.833302 + Penalty 547.913125 = -23194.920177 nChanged 4 SP:Iteration 10Q (7529.900000 sec): 3 clusters Score: Raw -23747.386852 + Penalty 547.913125 = -23199.473727 nChanged 9 SP:Iteration 11Q (7530.090000 sec): 3 clusters Score: Raw -23757.248244 + Penalty 547.913125 = -23209.335119 nChanged 13 SP:Iteration 12Q (7530.260000 sec): 3 clusters Score: Raw -23772.250079 + Penalty 547.913125 = -23224.336955 nChanged 8 SP:Iteration 13Q (7530.410000 sec): 3 clusters Score: Raw -23785.268646 + Penalty 547.913125 = -23237.355521 nChanged 9 SP:Iteration 14Q (7530.560000 sec): 3 clusters Score: Raw -23798.580956 + Penalty 547.913125 = -23250.667831 nChanged 14 SP:Iteration 15Q (7530.720000 sec): 3 clusters Score: Raw -23815.745354 + Penalty 547.913125 = -23267.832230 nChanged 8 SP:Iteration 16Q (7530.890000 sec): 3 clusters Score: Raw -23828.876075 + Penalty 547.913125 = -23280.962951 nChanged 11 SP:Iteration 17Q (7531.090000 sec): 3 clusters Score: Raw -23841.126347 + Penalty 547.913125 = -23293.213222 nChanged 7 SP:Iteration 18Q (7531.270000 sec): 3 clusters Score: Raw -23849.807586 + Penalty 547.913125 = -23301.894461 nChanged 6 SP:Iteration 19Q (7531.470000 sec): 3 clusters Score: Raw -23859.300799 + Penalty 547.913125 = -23311.387675 nChanged 11 SP:Iteration 20F (7531.630000 sec): 3 clusters Score: Raw -23871.424117 + Penalty 547.913125 = -23323.510992 nChanged 6 SP:Iteration 21Q (7531.830000 sec): 3 clusters Score: Raw -23875.669942 + Penalty 547.913125 = -23327.756817 nChanged 3 SP:Iteration 22Q (7532.020000 sec): 3 clusters Score: Raw -23878.531165 + Penalty 547.913125 = -23330.618040 nChanged 2 SP:Iteration 23Q (7532.220000 sec): 3 clusters Score: Raw -23879.796333 + Penalty 547.913125 = -23331.883208 nChanged 2 SP:Iteration 24Q (7532.440000 sec): 3 clusters Score: Raw -23880.821547 + Penalty 547.913125 = -23332.908422 nChanged 0 SP:Iteration 25F (7532.640000 sec): 3 clusters Score: Raw -23880.821547 + Penalty 547.913125 = -23332.908422 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7532.730000 sec): 2 clusters Score: Raw -5681.494990 + Penalty 217.830874 = -5463.664116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7532.970000 sec): 3 clusters Score: Raw -5691.397652 + Penalty 435.661749 = -5255.735903 nChanged 34 SP:Iteration 1F (7533.110000 sec): 3 clusters Score: Raw -5763.815867 + Penalty 435.661749 = -5328.154118 nChanged 6 SP:Iteration 2Q (7533.260000 sec): 3 clusters Score: Raw -5773.441489 + Penalty 435.661749 = -5337.779740 nChanged 1 SP:Iteration 3Q (7533.460000 sec): 3 clusters Score: Raw -5774.038943 + Penalty 435.661749 = -5338.377194 nChanged 0 SP:Iteration 4F (7533.610000 sec): 3 clusters Score: Raw -5774.038943 + Penalty 435.661749 = -5338.377194 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7533.740000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7533.930000 sec): 3 clusters Score: Raw -5066.249879 + Penalty 406.397639 = -4659.852240 nChanged 8 SP:Iteration 1F (7534.100000 sec): 3 clusters Score: Raw -5085.436026 + Penalty 406.397639 = -4679.038387 nChanged 1 SP:Iteration 2Q (7534.240000 sec): 3 clusters Score: Raw -5086.176958 + Penalty 406.397639 = -4679.779319 nChanged 1 SP:Iteration 3Q (7534.460000 sec): 3 clusters Score: Raw -5087.598840 + Penalty 406.397639 = -4681.201201 nChanged 0 SP:Iteration 4F (7534.660000 sec): 3 clusters Score: Raw -5087.598840 + Penalty 406.397639 = -4681.201201 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7534.730000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7534.900000 sec): 3 clusters Score: Raw -4031.107430 + Penalty 403.204329 = -3627.903102 nChanged 16 SP:Iteration 1F (7535.100000 sec): 3 clusters Score: Raw -4075.367351 + Penalty 403.204329 = -3672.163022 nChanged 3 SP:Iteration 2Q (7535.310000 sec): 3 clusters Score: Raw -4086.378902 + Penalty 403.204329 = -3683.174573 nChanged 2 SP:Iteration 3Q (7535.490000 sec): 3 clusters Score: Raw -4090.087928 + Penalty 403.204329 = -3686.883600 nChanged 0 SP:Iteration 4F (7535.670000 sec): 3 clusters Score: Raw -4090.087928 + Penalty 403.204329 = -3686.883600 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7535.760000 sec): 2 clusters Score: Raw -24815.812446 + Penalty 276.113364 = -24539.699082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7535.940000 sec): 3 clusters Score: Raw -24668.953880 + Penalty 552.226729 = -24116.727152 nChanged 143 SP:Iteration 1F (7536.130000 sec): 3 clusters Score: Raw -24770.346746 + Penalty 552.226729 = -24218.120017 nChanged 25 SP:Iteration 2F (7536.320000 sec): 3 clusters Score: Raw -24788.247435 + Penalty 552.226729 = -24236.020706 nChanged 12 SP:Iteration 3Q (7536.520000 sec): 3 clusters Score: Raw -24794.852812 + Penalty 552.226729 = -24242.626084 nChanged 5 SP:Iteration 4Q (7536.740000 sec): 3 clusters Score: Raw -24796.563085 + Penalty 552.226729 = -24244.336356 nChanged 2 SP:Iteration 5Q (7536.960000 sec): 3 clusters Score: Raw -24797.186960 + Penalty 552.226729 = -24244.960232 nChanged 1 SP:Iteration 6Q (7537.170000 sec): 3 clusters Score: Raw -24798.004085 + Penalty 552.226729 = -24245.777357 nChanged 1 SP:Iteration 7Q (7537.360000 sec): 3 clusters Score: Raw -24798.185641 + Penalty 552.226729 = -24245.958912 nChanged 0 SP:Iteration 8F (7537.530000 sec): 3 clusters Score: Raw -24798.185641 + Penalty 552.226729 = -24245.958912 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7537.630000 sec): 2 clusters Score: Raw -2363.635415 + Penalty 179.781589 = -2183.853825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7537.820000 sec): 3 clusters Score: Raw -2409.686456 + Penalty 359.563178 = -2050.123277 nChanged 4 SP:Iteration 1F (7537.970000 sec): 3 clusters Score: Raw -2419.414730 + Penalty 359.563178 = -2059.851551 nChanged 2 SP:Iteration 2Q (7538.110000 sec): 3 clusters Score: Raw -2423.089992 + Penalty 359.563178 = -2063.526814 nChanged 1 SP:Iteration 3Q (7538.320000 sec): 3 clusters Score: Raw -2426.449064 + Penalty 359.563178 = -2066.885886 nChanged 0 SP:Iteration 4F (7538.520000 sec): 3 clusters Score: Raw -2426.449064 + Penalty 359.563178 = -2066.885886 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7538.600000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7538.790000 sec): 3 clusters Score: Raw -11663.779453 + Penalty 483.948919 = -11179.830534 nChanged 53 SP:Iteration 1F (7538.940000 sec): 3 clusters Score: Raw -11715.825926 + Penalty 483.948919 = -11231.877006 nChanged 8 SP:Iteration 2Q (7539.180000 sec): 3 clusters Score: Raw -11728.295406 + Penalty 483.948919 = -11244.346486 nChanged 7 SP:Iteration 3Q (7539.310000 sec): 3 clusters Score: Raw -11737.744396 + Penalty 483.948919 = -11253.795477 nChanged 4 SP:Iteration 4Q (7539.490000 sec): 3 clusters Score: Raw -11744.264912 + Penalty 483.948919 = -11260.315993 nChanged 3 SP:Iteration 5Q (7539.650000 sec): 3 clusters Score: Raw -11747.401280 + Penalty 483.948919 = -11263.452361 nChanged 1 SP:Iteration 6Q (7539.840000 sec): 3 clusters Score: Raw -11748.528178 + Penalty 483.948919 = -11264.579258 nChanged 1 SP:Iteration 7Q (7540.030000 sec): 3 clusters Score: Raw -11749.333491 + Penalty 483.948919 = -11265.384572 nChanged 0 SP:Iteration 8F (7540.210000 sec): 3 clusters Score: Raw -11749.333491 + Penalty 483.948919 = -11265.384572 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (29 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7540.330000 sec): 2 clusters Score: Raw -963.865074 + Penalty 153.211960 = -810.653114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7540.520000 sec): 3 clusters Score: Raw -1138.542640 + Penalty 306.423921 = -832.118720 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (80 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7540.600000 sec): 2 clusters Score: Raw -4139.656402 + Penalty 199.382212 = -3940.274190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7540.800000 sec): 3 clusters Score: Raw -4146.021838 + Penalty 398.764424 = -3747.257415 nChanged 18 SP:Iteration 1F (7540.990000 sec): 3 clusters Score: Raw -4203.765867 + Penalty 398.764424 = -3805.001443 nChanged 1 SP:Iteration 2Q (7541.210000 sec): 3 clusters Score: Raw -4206.619328 + Penalty 398.764424 = -3807.854904 nChanged 0 SP:Iteration 3F (7541.390000 sec): 3 clusters Score: Raw -4206.619328 + Penalty 398.764424 = -3807.854904 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7541.490000 sec): 2 clusters Score: Raw -10239.405561 + Penalty 233.678829 = -10005.726732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7541.650000 sec): 3 clusters Score: Raw -10206.235088 + Penalty 467.357658 = -9738.877430 nChanged 29 SP:Iteration 1F (7541.840000 sec): 3 clusters Score: Raw -10244.539255 + Penalty 467.357658 = -9777.181597 nChanged 9 SP:Iteration 2F (7542.030000 sec): 3 clusters Score: Raw -10253.206528 + Penalty 467.357658 = -9785.848870 nChanged 3 SP:Iteration 3Q (7542.210000 sec): 3 clusters Score: Raw -10256.208872 + Penalty 467.357658 = -9788.851214 nChanged 2 SP:Iteration 4Q (7542.390000 sec): 3 clusters Score: Raw -10257.902096 + Penalty 467.357658 = -9790.544438 nChanged 0 SP:Iteration 5F (7542.580000 sec): 3 clusters Score: Raw -10257.902096 + Penalty 467.357658 = -9790.544438 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7542.660000 sec): 2 clusters Score: Raw -12285.805717 + Penalty 242.638705 = -12043.167012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7542.830000 sec): 3 clusters Score: Raw -12229.815014 + Penalty 485.277410 = -11744.537603 nChanged 49 SP:Iteration 1F (7543.040000 sec): 3 clusters Score: Raw -12275.862295 + Penalty 485.277410 = -11790.584885 nChanged 12 SP:Iteration 2F (7543.220000 sec): 3 clusters Score: Raw -12296.693003 + Penalty 485.277410 = -11811.415593 nChanged 12 SP:Iteration 3F (7543.380000 sec): 3 clusters Score: Raw -12306.776722 + Penalty 485.277410 = -11821.499312 nChanged 1 SP:Iteration 4Q (7543.590000 sec): 3 clusters Score: Raw -12307.399787 + Penalty 485.277410 = -11822.122377 nChanged 0 SP:Iteration 5F (7543.810000 sec): 3 clusters Score: Raw -12307.399787 + Penalty 485.277410 = -11822.122377 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7543.870000 sec): 2 clusters Score: Raw -5380.903468 + Penalty 215.894412 = -5165.009057 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7544.050000 sec): 3 clusters Score: Raw -5377.396646 + Penalty 431.788824 = -4945.607822 nChanged 25 SP:Iteration 1F (7544.270000 sec): 3 clusters Score: Raw -5410.611252 + Penalty 431.788824 = -4978.822429 nChanged 6 SP:Iteration 2F (7544.460000 sec): 3 clusters Score: Raw -5425.298403 + Penalty 431.788824 = -4993.509579 nChanged 2 SP:Iteration 3Q (7544.650000 sec): 3 clusters Score: Raw -5427.603824 + Penalty 431.788824 = -4995.815001 nChanged 2 SP:Iteration 4Q (7544.820000 sec): 3 clusters Score: Raw -5431.903638 + Penalty 431.788824 = -5000.114814 nChanged 2 SP:Iteration 5Q (7545.050000 sec): 3 clusters Score: Raw -5439.983481 + Penalty 431.788824 = -5008.194657 nChanged 3 SP:Iteration 6Q (7545.170000 sec): 3 clusters Score: Raw -5447.131656 + Penalty 431.788824 = -5015.342832 nChanged 0 SP:Iteration 7F (7545.350000 sec): 3 clusters Score: Raw -5447.131656 + Penalty 431.788824 = -5015.342832 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7545.460000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7545.650000 sec): 3 clusters Score: Raw -6463.007908 + Penalty 449.037128 = -6013.970780 nChanged 23 SP:Iteration 1F (7545.870000 sec): 3 clusters Score: Raw -6500.307384 + Penalty 449.037128 = -6051.270256 nChanged 7 SP:Iteration 2F (7546.030000 sec): 3 clusters Score: Raw -6512.373162 + Penalty 449.037128 = -6063.336034 nChanged 4 SP:Iteration 3Q (7546.190000 sec): 3 clusters Score: Raw -6516.888288 + Penalty 449.037128 = -6067.851160 nChanged 0 SP:Iteration 4F (7546.360000 sec): 3 clusters Score: Raw -6516.888288 + Penalty 449.037128 = -6067.851160 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7546.460000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7546.630000 sec): 3 clusters Score: Raw -6475.399600 + Penalty 435.661749 = -6039.737851 nChanged 27 SP:Iteration 1F (7546.820000 sec): 3 clusters Score: Raw -6531.416925 + Penalty 435.661749 = -6095.755176 nChanged 8 SP:Iteration 2F (7547.010000 sec): 3 clusters Score: Raw -6567.795082 + Penalty 435.661749 = -6132.133333 nChanged 5 SP:Iteration 3Q (7547.180000 sec): 3 clusters Score: Raw -6579.487916 + Penalty 435.661749 = -6143.826167 nChanged 2 SP:Iteration 4Q (7547.370000 sec): 3 clusters Score: Raw -6584.991319 + Penalty 435.661749 = -6149.329570 nChanged 1 SP:Iteration 5Q (7547.560000 sec): 3 clusters Score: Raw -6586.580797 + Penalty 435.661749 = -6150.919048 nChanged 0 SP:Iteration 6F (7547.740000 sec): 3 clusters Score: Raw -6586.580797 + Penalty 435.661749 = -6150.919048 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7547.870000 sec): 2 clusters Score: Raw -2265.998418 + Penalty 180.648282 = -2085.350136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7548.060000 sec): 3 clusters Score: Raw -2308.232805 + Penalty 361.296564 = -1946.936240 nChanged 8 SP:Iteration 1F (7548.260000 sec): 3 clusters Score: Raw -2324.254933 + Penalty 361.296564 = -1962.958369 nChanged 2 SP:Iteration 2Q (7548.360000 sec): 3 clusters Score: Raw -2333.487247 + Penalty 361.296564 = -1972.190683 nChanged 1 SP:Iteration 3Q (7548.530000 sec): 3 clusters Score: Raw -2338.596316 + Penalty 361.296564 = -1977.299751 nChanged 1 SP:Iteration 4Q (7548.730000 sec): 3 clusters Score: Raw -2345.074300 + Penalty 361.296564 = -1983.777736 nChanged 1 SP:Iteration 5Q (7548.980000 sec): 3 clusters Score: Raw -2350.672982 + Penalty 361.296564 = -1989.376418 nChanged 0 SP:Iteration 6F (7549.200000 sec): 3 clusters Score: Raw -2350.672982 + Penalty 361.296564 = -1989.376418 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (51 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.310000 sec): 2 clusters Score: Raw -2092.263234 + Penalty 178.898066 = -1913.365168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7549.470000 sec): 3 clusters Score: Raw -2156.172697 + Penalty 357.796133 = -1798.376565 nChanged 8 SP:Iteration 1F (7549.690000 sec): 3 clusters Score: Raw -2178.244274 + Penalty 357.796133 = -1820.448141 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7549.790000 sec): 2 clusters Score: Raw -18928.827470 + Penalty 267.943947 = -18660.883523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7550.000000 sec): 3 clusters Score: Raw -18798.171423 + Penalty 535.887894 = -18262.283529 nChanged 119 SP:Iteration 1F (7550.200000 sec): 3 clusters Score: Raw -18897.646895 + Penalty 535.887894 = -18361.759000 nChanged 28 SP:Iteration 2F (7550.390000 sec): 3 clusters Score: Raw -18921.416355 + Penalty 535.887894 = -18385.528461 nChanged 14 SP:Iteration 3Q (7550.560000 sec): 3 clusters Score: Raw -18940.354743 + Penalty 535.887894 = -18404.466848 nChanged 19 SP:Iteration 4F (7550.730000 sec): 3 clusters Score: Raw -18957.911410 + Penalty 535.887894 = -18422.023516 nChanged 13 SP:Iteration 5Q (7550.880000 sec): 3 clusters Score: Raw -18975.336865 + Penalty 535.887894 = -18439.448971 nChanged 12 SP:Iteration 6Q (7551.050000 sec): 3 clusters Score: Raw -18990.358450 + Penalty 535.887894 = -18454.470556 nChanged 6 SP:Iteration 7Q (7551.250000 sec): 3 clusters Score: Raw -18998.615686 + Penalty 535.887894 = -18462.727792 nChanged 5 SP:Iteration 8Q (7551.450000 sec): 3 clusters Score: Raw -19004.877365 + Penalty 535.887894 = -18468.989471 nChanged 4 SP:Iteration 9Q (7551.610000 sec): 3 clusters Score: Raw -19009.121765 + Penalty 535.887894 = -18473.233871 nChanged 5 SP:Iteration 10Q (7551.810000 sec): 3 clusters Score: Raw -19013.086228 + Penalty 535.887894 = -18477.198333 nChanged 4 SP:Iteration 11Q (7551.970000 sec): 3 clusters Score: Raw -19015.955030 + Penalty 535.887894 = -18480.067136 nChanged 5 SP:Iteration 12Q (7552.210000 sec): 3 clusters Score: Raw -19018.846948 + Penalty 535.887894 = -18482.959054 nChanged 2 SP:Iteration 13Q (7552.390000 sec): 3 clusters Score: Raw -19019.364693 + Penalty 535.887894 = -18483.476799 nChanged 0 SP:Iteration 14F (7552.530000 sec): 3 clusters Score: Raw -19019.364693 + Penalty 535.887894 = -18483.476799 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7552.640000 sec): 2 clusters Score: Raw -5926.141828 + Penalty 232.320519 = -5693.821309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7552.870000 sec): 3 clusters Score: Raw -5906.726709 + Penalty 464.641038 = -5442.085671 nChanged 42 SP:Iteration 1F (7552.980000 sec): 3 clusters Score: Raw -5977.728096 + Penalty 464.641038 = -5513.087058 nChanged 11 SP:Iteration 2F (7553.190000 sec): 3 clusters Score: Raw -6004.436606 + Penalty 464.641038 = -5539.795568 nChanged 7 SP:Iteration 3Q (7553.370000 sec): 3 clusters Score: Raw -6024.715196 + Penalty 464.641038 = -5560.074158 nChanged 5 SP:Iteration 4Q (7553.580000 sec): 3 clusters Score: Raw -6052.258560 + Penalty 464.641038 = -5587.617522 nChanged 7 SP:Iteration 5Q (7553.740000 sec): 3 clusters Score: Raw -6069.335323 + Penalty 464.641038 = -5604.694285 nChanged 5 SP:Iteration 6Q (7553.890000 sec): 3 clusters Score: Raw -6080.667975 + Penalty 464.641038 = -5616.026936 nChanged 2 SP:Iteration 7Q (7554.040000 sec): 3 clusters Score: Raw -6089.953421 + Penalty 464.641038 = -5625.312383 nChanged 2 SP:Iteration 8Q (7554.200000 sec): 3 clusters Score: Raw -6098.475764 + Penalty 464.641038 = -5633.834726 nChanged 0 SP:Iteration 9F (7554.410000 sec): 3 clusters Score: Raw -6098.475764 + Penalty 464.641038 = -5633.834726 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7554.510000 sec): 2 clusters Score: Raw -8997.562486 + Penalty 241.974460 = -8755.588026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7554.770000 sec): 3 clusters Score: Raw -8953.573775 + Penalty 483.948919 = -8469.624856 nChanged 54 SP:Iteration 1F (7554.930000 sec): 3 clusters Score: Raw -9042.663612 + Penalty 483.948919 = -8558.714692 nChanged 20 SP:Iteration 2F (7555.140000 sec): 3 clusters Score: Raw -9085.337647 + Penalty 483.948919 = -8601.388727 nChanged 11 SP:Iteration 3F (7555.350000 sec): 3 clusters Score: Raw -9115.479478 + Penalty 483.948919 = -8631.530559 nChanged 10 SP:Iteration 4Q (7555.540000 sec): 3 clusters Score: Raw -9140.256700 + Penalty 483.948919 = -8656.307781 nChanged 11 SP:Iteration 5F (7555.790000 sec): 3 clusters Score: Raw -9172.297244 + Penalty 483.948919 = -8688.348325 nChanged 7 SP:Iteration 6Q (7555.990000 sec): 3 clusters Score: Raw -9181.076751 + Penalty 483.948919 = -8697.127832 nChanged 3 SP:Iteration 7Q (7556.190000 sec): 3 clusters Score: Raw -9186.033645 + Penalty 483.948919 = -8702.084726 nChanged 1 SP:Iteration 8Q (7556.350000 sec): 3 clusters Score: Raw -9188.922336 + Penalty 483.948919 = -8704.973417 nChanged 0 SP:Iteration 9F (7556.530000 sec): 3 clusters Score: Raw -9188.922336 + Penalty 483.948919 = -8704.973417 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7556.630000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7556.820000 sec): 3 clusters Score: Raw -19087.671915 + Penalty 527.992772 = -18559.679143 nChanged 105 SP:Iteration 1F (7556.990000 sec): 3 clusters Score: Raw -19187.400870 + Penalty 527.992772 = -18659.408098 nChanged 24 SP:Iteration 2F (7557.120000 sec): 3 clusters Score: Raw -19220.960983 + Penalty 527.992772 = -18692.968211 nChanged 17 SP:Iteration 3F (7557.260000 sec): 3 clusters Score: Raw -19241.205156 + Penalty 527.992772 = -18713.212384 nChanged 10 SP:Iteration 4Q (7557.430000 sec): 3 clusters Score: Raw -19253.446935 + Penalty 527.992772 = -18725.454163 nChanged 5 SP:Iteration 5Q (7557.570000 sec): 3 clusters Score: Raw -19257.126662 + Penalty 527.992772 = -18729.133890 nChanged 2 SP:Iteration 6Q (7557.760000 sec): 3 clusters Score: Raw -19258.787816 + Penalty 527.992772 = -18730.795044 nChanged 0 SP:Iteration 7F (7557.920000 sec): 3 clusters Score: Raw -19258.787816 + Penalty 527.992772 = -18730.795044 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7557.990000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7558.180000 sec): 3 clusters Score: Raw -6398.129022 + Penalty 441.534754 = -5956.594268 nChanged 26 SP:Iteration 1F (7558.380000 sec): 3 clusters Score: Raw -6457.156775 + Penalty 441.534754 = -6015.622021 nChanged 9 SP:Iteration 2F (7558.620000 sec): 3 clusters Score: Raw -6473.248033 + Penalty 441.534754 = -6031.713279 nChanged 3 SP:Iteration 3Q (7558.780000 sec): 3 clusters Score: Raw -6481.693830 + Penalty 441.534754 = -6040.159076 nChanged 1 SP:Iteration 4Q (7558.950000 sec): 3 clusters Score: Raw -6483.482823 + Penalty 441.534754 = -6041.948068 nChanged 1 SP:Iteration 5Q (7559.130000 sec): 3 clusters Score: Raw -6485.210658 + Penalty 441.534754 = -6043.675904 nChanged 0 SP:Iteration 6F (7559.310000 sec): 3 clusters Score: Raw -6485.210658 + Penalty 441.534754 = -6043.675904 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7559.400000 sec): 2 clusters Score: Raw -6966.876583 + Penalty 230.635141 = -6736.241442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7559.580000 sec): 3 clusters Score: Raw -6997.835488 + Penalty 461.270282 = -6536.565206 nChanged 48 SP:Iteration 1F (7559.750000 sec): 3 clusters Score: Raw -7094.655271 + Penalty 461.270282 = -6633.384988 nChanged 10 SP:Iteration 2F (7559.920000 sec): 3 clusters Score: Raw -7105.081414 + Penalty 461.270282 = -6643.811132 nChanged 5 SP:Iteration 3Q (7560.070000 sec): 3 clusters Score: Raw -7109.194550 + Penalty 461.270282 = -6647.924267 nChanged 2 SP:Iteration 4Q (7560.300000 sec): 3 clusters Score: Raw -7110.979255 + Penalty 461.270282 = -6649.708973 nChanged 1 SP:Iteration 5Q (7560.460000 sec): 3 clusters Score: Raw -7112.229658 + Penalty 461.270282 = -6650.959375 nChanged 0 SP:Iteration 6F (7560.680000 sec): 3 clusters Score: Raw -7112.229658 + Penalty 461.270282 = -6650.959375 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (86 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7560.780000 sec): 2 clusters Score: Raw -3952.202835 + Penalty 202.672802 = -3749.530033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7560.940000 sec): 3 clusters Score: Raw -3997.670259 + Penalty 405.345604 = -3592.324655 nChanged 10 SP:Iteration 1F (7561.140000 sec): 3 clusters Score: Raw -4036.585799 + Penalty 405.345604 = -3631.240195 nChanged 4 SP:Iteration 2Q (7561.370000 sec): 3 clusters Score: Raw -4050.846570 + Penalty 405.345604 = -3645.500966 nChanged 1 SP:Iteration 3Q (7561.540000 sec): 3 clusters Score: Raw -4058.134562 + Penalty 405.345604 = -3652.788958 nChanged 0 SP:Iteration 4F (7561.770000 sec): 3 clusters Score: Raw -4058.134562 + Penalty 405.345604 = -3652.788958 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7561.860000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7562.080000 sec): 3 clusters Score: Raw -6369.915438 + Penalty 466.820783 = -5903.094655 nChanged 48 SP:Iteration 1F (7562.280000 sec): 3 clusters Score: Raw -6422.782211 + Penalty 466.820783 = -5955.961428 nChanged 9 SP:Iteration 2F (7562.450000 sec): 3 clusters Score: Raw -6439.172033 + Penalty 466.820783 = -5972.351250 nChanged 11 SP:Iteration 3F (7562.630000 sec): 3 clusters Score: Raw -6466.960731 + Penalty 466.820783 = -6000.139948 nChanged 5 SP:Iteration 4Q (7562.840000 sec): 3 clusters Score: Raw -6477.873448 + Penalty 466.820783 = -6011.052665 nChanged 3 SP:Iteration 5Q (7563.040000 sec): 3 clusters Score: Raw -6482.053202 + Penalty 466.820783 = -6015.232419 nChanged 3 SP:Iteration 6Q (7563.240000 sec): 3 clusters Score: Raw -6488.577126 + Penalty 466.820783 = -6021.756343 nChanged 0 SP:Iteration 7F (7563.440000 sec): 3 clusters Score: Raw -6488.577126 + Penalty 466.820783 = -6021.756343 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7563.510000 sec): 2 clusters Score: Raw -14911.694142 + Penalty 254.559368 = -14657.134774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7563.700000 sec): 3 clusters Score: Raw -14814.949146 + Penalty 509.118736 = -14305.830410 nChanged 74 SP:Iteration 1F (7563.920000 sec): 3 clusters Score: Raw -14888.515589 + Penalty 509.118736 = -14379.396853 nChanged 22 SP:Iteration 2F (7564.120000 sec): 3 clusters Score: Raw -14908.063093 + Penalty 509.118736 = -14398.944358 nChanged 9 SP:Iteration 3Q (7564.300000 sec): 3 clusters Score: Raw -14914.653301 + Penalty 509.118736 = -14405.534565 nChanged 3 SP:Iteration 4Q (7564.450000 sec): 3 clusters Score: Raw -14920.088357 + Penalty 509.118736 = -14410.969621 nChanged 3 SP:Iteration 5Q (7564.650000 sec): 3 clusters Score: Raw -14922.656197 + Penalty 509.118736 = -14413.537462 nChanged 4 SP:Iteration 6Q (7564.790000 sec): 3 clusters Score: Raw -14928.636401 + Penalty 509.118736 = -14419.517666 nChanged 3 SP:Iteration 7Q (7564.950000 sec): 3 clusters Score: Raw -14930.662190 + Penalty 509.118736 = -14421.543455 nChanged 1 SP:Iteration 8Q (7565.100000 sec): 3 clusters Score: Raw -14931.805883 + Penalty 509.118736 = -14422.687147 nChanged 2 SP:Iteration 9Q (7565.250000 sec): 3 clusters Score: Raw -14932.413831 + Penalty 509.118736 = -14423.295095 nChanged 0 SP:Iteration 10F (7565.420000 sec): 3 clusters Score: Raw -14932.413831 + Penalty 509.118736 = -14423.295095 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (41 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7565.510000 sec): 2 clusters Score: Raw -1996.449898 + Penalty 168.967529 = -1827.482369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7565.670000 sec): 3 clusters Score: Raw -2062.671230 + Penalty 337.935058 = -1724.736172 nChanged 3 SP:Iteration 1F (7565.870000 sec): 3 clusters Score: Raw -2084.799366 + Penalty 337.935058 = -1746.864308 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7565.930000 sec): 2 clusters Score: Raw -2364.380628 + Penalty 191.987601 = -2172.393028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7566.070000 sec): 3 clusters Score: Raw -2393.421834 + Penalty 383.975201 = -2009.446633 nChanged 10 SP:Iteration 1F (7566.270000 sec): 3 clusters Score: Raw -2420.792082 + Penalty 383.975201 = -2036.816881 nChanged 4 SP:Iteration 2F (7566.510000 sec): 3 clusters Score: Raw -2435.814928 + Penalty 383.975201 = -2051.839727 nChanged 1 SP:Iteration 3Q (7566.740000 sec): 3 clusters Score: Raw -2439.100866 + Penalty 383.975201 = -2055.125664 nChanged 0 SP:Iteration 4F (7566.910000 sec): 3 clusters Score: Raw -2439.100866 + Penalty 383.975201 = -2055.125664 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7566.980000 sec): 2 clusters Score: Raw -10312.491206 + Penalty 248.796736 = -10063.694470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7567.160000 sec): 3 clusters Score: Raw -10254.081379 + Penalty 497.593473 = -9756.487906 nChanged 77 SP:Iteration 1F (7567.370000 sec): 3 clusters Score: Raw -10373.531538 + Penalty 497.593473 = -9875.938065 nChanged 25 SP:Iteration 2F (7567.560000 sec): 3 clusters Score: Raw -10454.784614 + Penalty 497.593473 = -9957.191142 nChanged 17 SP:Iteration 3F (7567.750000 sec): 3 clusters Score: Raw -10503.292112 + Penalty 497.593473 = -10005.698639 nChanged 9 SP:Iteration 4Q (7567.950000 sec): 3 clusters Score: Raw -10518.362180 + Penalty 497.593473 = -10020.768707 nChanged 5 SP:Iteration 5Q (7568.090000 sec): 3 clusters Score: Raw -10529.089241 + Penalty 497.593473 = -10031.495768 nChanged 4 SP:Iteration 6Q (7568.350000 sec): 3 clusters Score: Raw -10535.151874 + Penalty 497.593473 = -10037.558401 nChanged 4 SP:Iteration 7Q (7568.530000 sec): 3 clusters Score: Raw -10545.411627 + Penalty 497.593473 = -10047.818154 nChanged 2 SP:Iteration 8Q (7568.720000 sec): 3 clusters Score: Raw -10550.732888 + Penalty 497.593473 = -10053.139415 nChanged 3 SP:Iteration 9Q (7568.900000 sec): 3 clusters Score: Raw -10555.218722 + Penalty 497.593473 = -10057.625249 nChanged 3 SP:Iteration 10Q (7569.110000 sec): 3 clusters Score: Raw -10561.818206 + Penalty 497.593473 = -10064.224733 nChanged 1 SP:Iteration 11Q (7569.270000 sec): 3 clusters Score: Raw -10564.745030 + Penalty 497.593473 = -10067.151557 nChanged 1 SP:Iteration 12Q (7569.470000 sec): 3 clusters Score: Raw -10567.853977 + Penalty 497.593473 = -10070.260504 nChanged 1 SP:Iteration 13Q (7569.670000 sec): 3 clusters Score: Raw -10570.889730 + Penalty 497.593473 = -10073.296257 nChanged 1 SP:Iteration 14Q (7569.880000 sec): 3 clusters Score: Raw -10571.986999 + Penalty 497.593473 = -10074.393526 nChanged 0 SP:Iteration 15F (7570.040000 sec): 3 clusters Score: Raw -10571.986999 + Penalty 497.593473 = -10074.393526 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 70. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7570.160000 sec): 2 clusters Score: Raw -1525.276225 + Penalty 165.510170 = -1359.766055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7570.320000 sec): 3 clusters Score: Raw -1643.646378 + Penalty 331.020341 = -1312.626038 nChanged 4 SP:Iteration 1F (7570.430000 sec): 2 clusters Score: Raw -1205.156330 + Penalty 165.510170 = -1039.646160 nChanged 11 SP:Iteration 2F (7570.520000 sec): 2 clusters Score: Raw -1525.276225 + Penalty 165.510170 = -1359.766055 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7570.610000 sec): 2 clusters Score: Raw -14132.734293 + Penalty 251.948709 = -13880.785584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7570.820000 sec): 3 clusters Score: Raw -14085.519829 + Penalty 503.897418 = -13581.622411 nChanged 80 SP:Iteration 1F (7570.940000 sec): 3 clusters Score: Raw -14183.078763 + Penalty 503.897418 = -13679.181345 nChanged 19 SP:Iteration 2F (7571.190000 sec): 3 clusters Score: Raw -14211.054324 + Penalty 503.897418 = -13707.156906 nChanged 11 SP:Iteration 3Q (7571.370000 sec): 3 clusters Score: Raw -14229.033354 + Penalty 503.897418 = -13725.135936 nChanged 8 SP:Iteration 4Q (7571.590000 sec): 3 clusters Score: Raw -14237.667979 + Penalty 503.897418 = -13733.770561 nChanged 5 SP:Iteration 5Q (7571.830000 sec): 3 clusters Score: Raw -14248.901353 + Penalty 503.897418 = -13745.003935 nChanged 4 SP:Iteration 6Q (7572.000000 sec): 3 clusters Score: Raw -14251.660333 + Penalty 503.897418 = -13747.762915 nChanged 1 SP:Iteration 7Q (7572.170000 sec): 3 clusters Score: Raw -14251.927260 + Penalty 503.897418 = -13748.029841 nChanged 0 SP:Iteration 8F (7572.350000 sec): 3 clusters Score: Raw -14251.927260 + Penalty 503.897418 = -13748.029841 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7572.450000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7572.600000 sec): 3 clusters Score: Raw -6314.544703 + Penalty 447.718264 = -5866.826439 nChanged 29 SP:Iteration 1F (7572.830000 sec): 3 clusters Score: Raw -6371.768749 + Penalty 447.718264 = -5924.050484 nChanged 6 SP:Iteration 2Q (7573.040000 sec): 3 clusters Score: Raw -6391.226642 + Penalty 447.718264 = -5943.508378 nChanged 4 SP:Iteration 3Q (7573.180000 sec): 3 clusters Score: Raw -6397.316078 + Penalty 447.718264 = -5949.597814 nChanged 5 SP:Iteration 4Q (7573.390000 sec): 3 clusters Score: Raw -6404.398985 + Penalty 447.718264 = -5956.680721 nChanged 0 SP:Iteration 5F (7573.610000 sec): 3 clusters Score: Raw -6404.398985 + Penalty 447.718264 = -5956.680721 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7573.650000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7573.850000 sec): 3 clusters Score: Raw -4229.564283 + Penalty 413.439825 = -3816.124458 nChanged 26 SP:Iteration 1F (7574.010000 sec): 3 clusters Score: Raw -4298.515019 + Penalty 413.439825 = -3885.075194 nChanged 8 SP:Iteration 2F (7574.230000 sec): 3 clusters Score: Raw -4326.663012 + Penalty 413.439825 = -3913.223187 nChanged 5 SP:Iteration 3F (7574.430000 sec): 3 clusters Score: Raw -4343.047183 + Penalty 413.439825 = -3929.607358 nChanged 1 SP:Iteration 4Q (7574.630000 sec): 3 clusters Score: Raw -4348.454543 + Penalty 413.439825 = -3935.014717 nChanged 0 SP:Iteration 5F (7574.840000 sec): 3 clusters Score: Raw -4348.454543 + Penalty 413.439825 = -3935.014717 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (79 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7574.940000 sec): 2 clusters Score: Raw -3887.284035 + Penalty 198.809877 = -3688.474157 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7575.120000 sec): 3 clusters Score: Raw -3925.670758 + Penalty 397.619755 = -3528.051004 nChanged 14 SP:Iteration 1F (7575.330000 sec): 3 clusters Score: Raw -3956.041078 + Penalty 397.619755 = -3558.421324 nChanged 6 SP:Iteration 2F (7575.540000 sec): 3 clusters Score: Raw -3970.810296 + Penalty 397.619755 = -3573.190541 nChanged 2 SP:Iteration 3Q (7575.680000 sec): 3 clusters Score: Raw -4081.520006 + Penalty 397.619755 = -3683.900251 nChanged 4 SP:Iteration 4F (7575.890000 sec): 3 clusters Score: Raw -4108.664888 + Penalty 397.619755 = -3711.045134 nChanged 2 SP:Iteration 5Q (7576.020000 sec): 3 clusters Score: Raw -4114.791783 + Penalty 397.619755 = -3717.172029 nChanged 0 SP:Iteration 6F (7576.220000 sec): 3 clusters Score: Raw -4114.791783 + Penalty 397.619755 = -3717.172029 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 67 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7576.290000 sec): 2 clusters Score: Raw -7783.985109 + Penalty 222.851711 = -7561.133398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7576.500000 sec): 3 clusters Score: Raw -7775.894635 + Penalty 445.703422 = -7330.191213 nChanged 27 SP:Iteration 1F (7576.640000 sec): 3 clusters Score: Raw -7823.716159 + Penalty 445.703422 = -7378.012737 nChanged 3 SP:Iteration 2Q (7576.840000 sec): 3 clusters Score: Raw -7833.367569 + Penalty 445.703422 = -7387.664148 nChanged 2 SP:Iteration 3Q (7577.030000 sec): 3 clusters Score: Raw -7838.258209 + Penalty 445.703422 = -7392.554787 nChanged 2 SP:Iteration 4Q (7577.240000 sec): 3 clusters Score: Raw -7840.687449 + Penalty 445.703422 = -7394.984027 nChanged 1 SP:Iteration 5Q (7577.470000 sec): 3 clusters Score: Raw -7841.418122 + Penalty 445.703422 = -7395.714700 nChanged 0 SP:Iteration 6F (7577.650000 sec): 3 clusters Score: Raw -7841.418122 + Penalty 445.703422 = -7395.714700 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 68 (50 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7577.730000 sec): 2 clusters Score: Raw -1794.076492 + Penalty 177.997047 = -1616.079445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7577.960000 sec): 3 clusters Score: Raw -1853.582201 + Penalty 355.994093 = -1497.588108 nChanged 6 SP:Iteration 1F (7578.120000 sec): 3 clusters Score: Raw -1889.808315 + Penalty 355.994093 = -1533.814222 nChanged 1 SP:Iteration 2Q (7578.380000 sec): 3 clusters Score: Raw -1892.400988 + Penalty 355.994093 = -1536.406895 nChanged 0 SP:Iteration 3F (7578.560000 sec): 3 clusters Score: Raw -1892.400988 + Penalty 355.994093 = -1536.406895 nChanged 0 Deleting Class 40 (15 points): Lose 252.343446 but Gain 562.056204 Iteration 236F (7607.200000 sec): 71 clusters Score: Raw -13227960.631314 + Penalty 39343.934260 = -13188616.697053 nChanged 42 Deleting Class 71 (26 points): Lose 307.427778 but Gain 562.056204 Iteration 237F (7632.850000 sec): 70 clusters Score: Raw -13227838.500936 + Penalty 38781.878057 = -13189056.622880 nChanged 36 Iteration 238Q (7657.000000 sec): 70 clusters Score: Raw -13228146.003826 + Penalty 38781.878057 = -13189364.125769 nChanged 11 Iteration 239Q (7676.810000 sec): 70 clusters Score: Raw -13228176.379362 + Penalty 38781.878057 = -13189394.501306 nChanged 7 Deleting Class 69 (20 points): Lose 558.826615 but Gain 562.056204 Iteration 240F (7702.960000 sec): 69 clusters Score: Raw -13227643.180082 + Penalty 38219.821853 = -13189423.358229 nChanged 29 Iteration 241Q (7722.540000 sec): 69 clusters Score: Raw -13227949.571067 + Penalty 38219.821853 = -13189729.749214 nChanged 21 Iteration 242Q (7740.310000 sec): 69 clusters Score: Raw -13228119.293917 + Penalty 38219.821853 = -13189899.472064 nChanged 23 Iteration 243Q (7759.330000 sec): 69 clusters Score: Raw -13228201.694967 + Penalty 38219.821853 = -13189981.873114 nChanged 22 Iteration 244Q (7779.120000 sec): 69 clusters Score: Raw -13228245.807308 + Penalty 38219.821853 = -13190025.985455 nChanged 23 Iteration 245Q (7797.280000 sec): 69 clusters Score: Raw -13228286.049034 + Penalty 38219.821853 = -13190066.227181 nChanged 24 Iteration 246Q (7816.480000 sec): 69 clusters Score: Raw -13228358.679062 + Penalty 38219.821853 = -13190138.857209 nChanged 14 Iteration 247Q (7835.300000 sec): 69 clusters Score: Raw -13228420.208344 + Penalty 38219.821853 = -13190200.386491 nChanged 8 Iteration 248Q (7855.590000 sec): 69 clusters Score: Raw -13228421.393624 + Penalty 38219.821853 = -13190201.571771 nChanged 11 Iteration 249Q (7874.270000 sec): 69 clusters Score: Raw -13228422.564065 + Penalty 38219.821853 = -13190202.742212 nChanged 6 Iteration 250Q (7892.750000 sec): 69 clusters Score: Raw -13228423.288542 + Penalty 38219.821853 = -13190203.466689 nChanged 3 Iteration 251Q (7917.650000 sec): 69 clusters Score: Raw -13228423.904417 + Penalty 38219.821853 = -13190204.082564 nChanged 2 Iteration 252Q (7936.360000 sec): 69 clusters Score: Raw -13228424.107518 + Penalty 38219.821853 = -13190204.285665 nChanged 2 Iteration 253Q (7955.230000 sec): 69 clusters Score: Raw -13228424.124043 + Penalty 38219.821853 = -13190204.302191 nChanged 0 Iteration 254F (7982.920000 sec): 69 clusters Score: Raw -13228441.929917 + Penalty 38219.821853 = -13190222.108064 nChanged 12 Iteration 255Q (8004.760000 sec): 69 clusters Score: Raw -13228509.945790 + Penalty 38219.821853 = -13190290.123937 nChanged 7 Iteration 256Q (8026.350000 sec): 69 clusters Score: Raw -13228549.724236 + Penalty 38219.821853 = -13190329.902383 nChanged 6 Iteration 257Q (8049.290000 sec): 69 clusters Score: Raw -13228682.034352 + Penalty 38219.821853 = -13190462.212499 nChanged 3 Iteration 258Q (8067.910000 sec): 69 clusters Score: Raw -13228727.482253 + Penalty 38219.821853 = -13190507.660400 nChanged 2 Writing temp clu file Because OldScore, -13190462.212499, is greater than current (better) Score,-13190507.660400 Compute initial score before splitting: Score: Raw -13228727.482253 + Penalty 38219.821853 = -13190507.660400 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8068.030000 sec): 2 clusters Score: Raw -17947.769128 + Penalty 262.883181 = -17684.885947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8068.220000 sec): 3 clusters Score: Raw -17868.107918 + Penalty 525.766361 = -17342.341556 nChanged 97 SP:Iteration 1F (8068.420000 sec): 3 clusters Score: Raw -17979.096400 + Penalty 525.766361 = -17453.330038 nChanged 27 SP:Iteration 2F (8068.580000 sec): 3 clusters Score: Raw -18006.918028 + Penalty 525.766361 = -17481.151666 nChanged 14 SP:Iteration 3Q (8068.740000 sec): 3 clusters Score: Raw -18030.112973 + Penalty 525.766361 = -17504.346611 nChanged 8 SP:Iteration 4Q (8068.920000 sec): 3 clusters Score: Raw -18040.824270 + Penalty 525.766361 = -17515.057909 nChanged 8 SP:Iteration 5Q (8069.150000 sec): 3 clusters Score: Raw -18054.885841 + Penalty 525.766361 = -17529.119479 nChanged 10 SP:Iteration 6Q (8069.320000 sec): 3 clusters Score: Raw -18070.946099 + Penalty 525.766361 = -17545.179737 nChanged 4 SP:Iteration 7Q (8069.450000 sec): 3 clusters Score: Raw -18075.920887 + Penalty 525.766361 = -17550.154526 nChanged 2 SP:Iteration 8Q (8069.660000 sec): 3 clusters Score: Raw -18076.688515 + Penalty 525.766361 = -17550.922153 nChanged 0 SP:Iteration 9F (8069.820000 sec): 3 clusters Score: Raw -18076.688515 + Penalty 525.766361 = -17550.922153 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8069.960000 sec): 2 clusters Score: Raw -51359.365825 + Penalty 313.244143 = -51046.121682 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8070.150000 sec): 3 clusters Score: Raw -50897.797310 + Penalty 626.488285 = -50271.309024 nChanged 408 SP:Iteration 1F (8070.350000 sec): 3 clusters Score: Raw -51254.362184 + Penalty 626.488285 = -50627.873898 nChanged 104 SP:Iteration 2F (8070.580000 sec): 3 clusters Score: Raw -51351.625238 + Penalty 626.488285 = -50725.136953 nChanged 58 SP:Iteration 3F (8070.720000 sec): 3 clusters Score: Raw -51407.139955 + Penalty 626.488285 = -50780.651670 nChanged 39 SP:Iteration 4Q (8070.910000 sec): 3 clusters Score: Raw -51434.799846 + Penalty 626.488285 = -50808.311560 nChanged 18 SP:Iteration 5Q (8071.110000 sec): 3 clusters Score: Raw -51446.322643 + Penalty 626.488285 = -50819.834358 nChanged 14 SP:Iteration 6Q (8071.320000 sec): 3 clusters Score: Raw -51452.562660 + Penalty 626.488285 = -50826.074375 nChanged 8 SP:Iteration 7Q (8071.520000 sec): 3 clusters Score: Raw -51455.852767 + Penalty 626.488285 = -50829.364482 nChanged 6 SP:Iteration 8Q (8071.700000 sec): 3 clusters Score: Raw -51457.841356 + Penalty 626.488285 = -50831.353071 nChanged 3 SP:Iteration 9Q (8071.840000 sec): 3 clusters Score: Raw -51458.821542 + Penalty 626.488285 = -50832.333257 nChanged 4 SP:Iteration 10Q (8072.050000 sec): 3 clusters Score: Raw -51460.012742 + Penalty 626.488285 = -50833.524457 nChanged 3 SP:Iteration 11Q (8072.230000 sec): 3 clusters Score: Raw -51463.414435 + Penalty 626.488285 = -50836.926150 nChanged 5 SP:Iteration 12Q (8072.370000 sec): 3 clusters Score: Raw -51465.542479 + Penalty 626.488285 = -50839.054194 nChanged 4 SP:Iteration 13Q (8072.550000 sec): 3 clusters Score: Raw -51468.440594 + Penalty 626.488285 = -50841.952309 nChanged 5 SP:Iteration 14Q (8072.800000 sec): 3 clusters Score: Raw -51471.991746 + Penalty 626.488285 = -50845.503461 nChanged 3 SP:Iteration 15Q (8073.080000 sec): 3 clusters Score: Raw -51474.755993 + Penalty 626.488285 = -50848.267707 nChanged 3 SP:Iteration 16Q (8073.230000 sec): 3 clusters Score: Raw -51477.928487 + Penalty 626.488285 = -50851.440202 nChanged 5 SP:Iteration 17Q (8073.460000 sec): 3 clusters Score: Raw -51482.377798 + Penalty 626.488285 = -50855.889513 nChanged 7 SP:Iteration 18Q (8073.630000 sec): 3 clusters Score: Raw -51485.818518 + Penalty 626.488285 = -50859.330233 nChanged 5 SP:Iteration 19Q (8073.750000 sec): 3 clusters Score: Raw -51487.732431 + Penalty 626.488285 = -50861.244146 nChanged 4 SP:Iteration 20F (8074.030000 sec): 3 clusters Score: Raw -51490.173658 + Penalty 626.488285 = -50863.685372 nChanged 2 SP:Iteration 21Q (8074.260000 sec): 3 clusters Score: Raw -51490.827100 + Penalty 626.488285 = -50864.338814 nChanged 1 SP:Iteration 22Q (8074.450000 sec): 3 clusters Score: Raw -51491.043749 + Penalty 626.488285 = -50864.555464 nChanged 1 SP:Iteration 23Q (8074.660000 sec): 3 clusters Score: Raw -51491.158316 + Penalty 626.488285 = -50864.670031 nChanged 0 SP:Iteration 24F (8074.850000 sec): 3 clusters Score: Raw -51491.158316 + Penalty 626.488285 = -50864.670031 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8074.970000 sec): 2 clusters Score: Raw -124474.428576 + Penalty 347.516098 = -124126.912478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8075.130000 sec): 3 clusters Score: Raw -123305.072615 + Penalty 695.032195 = -122610.040420 nChanged 887 SP:Iteration 1F (8075.370000 sec): 3 clusters Score: Raw -123882.517548 + Penalty 695.032195 = -123187.485353 nChanged 163 SP:Iteration 2F (8075.590000 sec): 3 clusters Score: Raw -124002.679449 + Penalty 695.032195 = -123307.647253 nChanged 139 SP:Iteration 3F (8075.820000 sec): 3 clusters Score: Raw -124100.900785 + Penalty 695.032195 = -123405.868590 nChanged 109 SP:Iteration 4F (8075.930000 sec): 3 clusters Score: Raw -124167.460056 + Penalty 695.032195 = -123472.427861 nChanged 88 SP:Iteration 5Q (8076.170000 sec): 3 clusters Score: Raw -124215.765835 + Penalty 695.032195 = -123520.733639 nChanged 68 SP:Iteration 6Q (8076.420000 sec): 3 clusters Score: Raw -124253.571898 + Penalty 695.032195 = -123558.539703 nChanged 65 SP:Iteration 7Q (8076.620000 sec): 3 clusters Score: Raw -124295.529192 + Penalty 695.032195 = -123600.496997 nChanged 70 SP:Iteration 8Q (8076.840000 sec): 3 clusters Score: Raw -124340.622974 + Penalty 695.032195 = -123645.590778 nChanged 69 SP:Iteration 9Q (8077.010000 sec): 3 clusters Score: Raw -124393.621715 + Penalty 695.032195 = -123698.589519 nChanged 63 SP:Iteration 10Q (8077.250000 sec): 3 clusters Score: Raw -124429.632574 + Penalty 695.032195 = -123734.600379 nChanged 54 SP:Iteration 11Q (8077.420000 sec): 3 clusters Score: Raw -124454.722124 + Penalty 695.032195 = -123759.689928 nChanged 34 SP:Iteration 12Q (8077.630000 sec): 3 clusters Score: Raw -124471.734287 + Penalty 695.032195 = -123776.702091 nChanged 34 SP:Iteration 13Q (8077.860000 sec): 3 clusters Score: Raw -124485.085383 + Penalty 695.032195 = -123790.053188 nChanged 26 SP:Iteration 14Q (8078.000000 sec): 3 clusters Score: Raw -124493.812232 + Penalty 695.032195 = -123798.780037 nChanged 21 SP:Iteration 15Q (8078.200000 sec): 3 clusters Score: Raw -124504.660762 + Penalty 695.032195 = -123809.628566 nChanged 28 SP:Iteration 16Q (8078.340000 sec): 3 clusters Score: Raw -124522.243889 + Penalty 695.032195 = -123827.211694 nChanged 32 SP:Iteration 17Q (8078.520000 sec): 3 clusters Score: Raw -124542.780943 + Penalty 695.032195 = -123847.748747 nChanged 30 SP:Iteration 18Q (8078.710000 sec): 3 clusters Score: Raw -124565.418216 + Penalty 695.032195 = -123870.386020 nChanged 33 SP:Iteration 19Q (8078.920000 sec): 3 clusters Score: Raw -124589.075699 + Penalty 695.032195 = -123894.043504 nChanged 33 SP:Iteration 20F (8079.080000 sec): 3 clusters Score: Raw -124613.919312 + Penalty 695.032195 = -123918.887116 nChanged 32 SP:Iteration 21Q (8079.280000 sec): 3 clusters Score: Raw -124636.815167 + Penalty 695.032195 = -123941.782972 nChanged 28 SP:Iteration 22Q (8079.480000 sec): 3 clusters Score: Raw -124653.788259 + Penalty 695.032195 = -123958.756063 nChanged 19 SP:Iteration 23Q (8079.660000 sec): 3 clusters Score: Raw -124658.885805 + Penalty 695.032195 = -123963.853609 nChanged 8 SP:Iteration 24Q (8079.860000 sec): 3 clusters Score: Raw -124659.972623 + Penalty 695.032195 = -123964.940427 nChanged 2 SP:Iteration 25Q (8080.100000 sec): 3 clusters Score: Raw -124660.502031 + Penalty 695.032195 = -123965.469835 nChanged 3 SP:Iteration 26Q (8080.300000 sec): 3 clusters Score: Raw -124661.311893 + Penalty 695.032195 = -123966.279698 nChanged 3 SP:Iteration 27Q (8080.450000 sec): 3 clusters Score: Raw -124662.031803 + Penalty 695.032195 = -123966.999607 nChanged 2 SP:Iteration 28Q (8080.640000 sec): 3 clusters Score: Raw -124662.860853 + Penalty 695.032195 = -123967.828658 nChanged 2 SP:Iteration 29Q (8080.790000 sec): 3 clusters Score: Raw -124663.625990 + Penalty 695.032195 = -123968.593794 nChanged 0 SP:Iteration 30F (8080.960000 sec): 3 clusters Score: Raw -124663.625990 + Penalty 695.032195 = -123968.593794 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8081.100000 sec): 2 clusters Score: Raw -895258.133442 + Penalty 435.822610 = -894822.310832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8081.380000 sec): 3 clusters Score: Raw -886002.726425 + Penalty 871.645219 = -885131.081206 nChanged 6904 SP:Iteration 1F (8081.600000 sec): 3 clusters Score: Raw -890237.266772 + Penalty 871.645219 = -889365.621553 nChanged 800 SP:Iteration 2F (8081.820000 sec): 3 clusters Score: Raw -890601.903053 + Penalty 871.645219 = -889730.257833 nChanged 888 SP:Iteration 3F (8082.050000 sec): 3 clusters Score: Raw -891106.563187 + Penalty 871.645219 = -890234.917968 nChanged 928 SP:Iteration 4F (8082.280000 sec): 3 clusters Score: Raw -891908.050821 + Penalty 871.645219 = -891036.405602 nChanged 899 SP:Iteration 5F (8082.520000 sec): 3 clusters Score: Raw -893120.603826 + Penalty 871.645219 = -892248.958607 nChanged 775 SP:Iteration 6F (8082.750000 sec): 3 clusters Score: Raw -893938.947128 + Penalty 871.645219 = -893067.301909 nChanged 468 SP:Iteration 7Q (8082.980000 sec): 3 clusters Score: Raw -894151.415417 + Penalty 871.645219 = -893279.770198 nChanged 231 SP:Iteration 8Q (8083.180000 sec): 3 clusters Score: Raw -894218.399846 + Penalty 871.645219 = -893346.754626 nChanged 153 SP:Iteration 9Q (8083.450000 sec): 3 clusters Score: Raw -894252.173150 + Penalty 871.645219 = -893380.527931 nChanged 104 SP:Iteration 10Q (8083.640000 sec): 3 clusters Score: Raw -894273.799015 + Penalty 871.645219 = -893402.153796 nChanged 89 SP:Iteration 11Q (8083.900000 sec): 3 clusters Score: Raw -894292.025643 + Penalty 871.645219 = -893420.380423 nChanged 89 SP:Iteration 12Q (8084.150000 sec): 3 clusters Score: Raw -894308.439234 + Penalty 871.645219 = -893436.794015 nChanged 71 SP:Iteration 13Q (8084.350000 sec): 3 clusters Score: Raw -894319.277307 + Penalty 871.645219 = -893447.632088 nChanged 49 SP:Iteration 14Q (8084.640000 sec): 3 clusters Score: Raw -894325.065202 + Penalty 871.645219 = -893453.419983 nChanged 44 SP:Iteration 15Q (8084.870000 sec): 3 clusters Score: Raw -894330.542357 + Penalty 871.645219 = -893458.897137 nChanged 38 SP:Iteration 16Q (8085.100000 sec): 3 clusters Score: Raw -894334.916735 + Penalty 871.645219 = -893463.271515 nChanged 39 SP:Iteration 17Q (8085.330000 sec): 3 clusters Score: Raw -894338.913430 + Penalty 871.645219 = -893467.268211 nChanged 33 SP:Iteration 18Q (8085.540000 sec): 3 clusters Score: Raw -894342.174667 + Penalty 871.645219 = -893470.529447 nChanged 31 SP:Iteration 19Q (8085.750000 sec): 3 clusters Score: Raw -894345.342540 + Penalty 871.645219 = -893473.697320 nChanged 28 SP:Iteration 20F (8085.980000 sec): 3 clusters Score: Raw -894348.849724 + Penalty 871.645219 = -893477.204505 nChanged 28 SP:Iteration 21Q (8086.180000 sec): 3 clusters Score: Raw -894351.084450 + Penalty 871.645219 = -893479.439231 nChanged 16 SP:Iteration 22Q (8086.400000 sec): 3 clusters Score: Raw -894351.986514 + Penalty 871.645219 = -893480.341295 nChanged 19 SP:Iteration 23Q (8086.570000 sec): 3 clusters Score: Raw -894353.106082 + Penalty 871.645219 = -893481.460863 nChanged 12 SP:Iteration 24Q (8086.800000 sec): 3 clusters Score: Raw -894353.907119 + Penalty 871.645219 = -893482.261899 nChanged 17 SP:Iteration 25Q (8087.030000 sec): 3 clusters Score: Raw -894355.252365 + Penalty 871.645219 = -893483.607146 nChanged 17 SP:Iteration 26Q (8087.230000 sec): 3 clusters Score: Raw -894356.778691 + Penalty 871.645219 = -893485.133472 nChanged 19 SP:Iteration 27Q (8087.440000 sec): 3 clusters Score: Raw -894357.969387 + Penalty 871.645219 = -893486.324167 nChanged 11 SP:Iteration 28Q (8087.680000 sec): 3 clusters Score: Raw -894358.448070 + Penalty 871.645219 = -893486.802851 nChanged 11 SP:Iteration 29Q (8087.940000 sec): 3 clusters Score: Raw -894359.073385 + Penalty 871.645219 = -893487.428166 nChanged 18 SP:Iteration 30Q (8088.170000 sec): 3 clusters Score: Raw -894360.159842 + Penalty 871.645219 = -893488.514623 nChanged 14 SP:Iteration 31Q (8088.380000 sec): 3 clusters Score: Raw -894361.124439 + Penalty 871.645219 = -893489.479219 nChanged 11 SP:Iteration 32Q (8088.570000 sec): 3 clusters Score: Raw -894361.730844 + Penalty 871.645219 = -893490.085625 nChanged 15 SP:Iteration 33Q (8088.830000 sec): 3 clusters Score: Raw -894362.520176 + Penalty 871.645219 = -893490.874957 nChanged 16 SP:Iteration 34Q (8089.020000 sec): 3 clusters Score: Raw -894363.172551 + Penalty 871.645219 = -893491.527332 nChanged 14 SP:Iteration 35Q (8089.200000 sec): 3 clusters Score: Raw -894364.080033 + Penalty 871.645219 = -893492.434813 nChanged 12 SP:Iteration 36Q (8089.430000 sec): 3 clusters Score: Raw -894365.045766 + Penalty 871.645219 = -893493.400547 nChanged 19 SP:Iteration 37Q (8089.640000 sec): 3 clusters Score: Raw -894367.325645 + Penalty 871.645219 = -893495.680426 nChanged 21 SP:Iteration 38Q (8089.800000 sec): 3 clusters Score: Raw -894369.556587 + Penalty 871.645219 = -893497.911368 nChanged 27 SP:Iteration 39Q (8090.060000 sec): 3 clusters Score: Raw -894372.093486 + Penalty 871.645219 = -893500.448266 nChanged 30 SP:Iteration 40F (8090.240000 sec): 3 clusters Score: Raw -894375.597691 + Penalty 871.645219 = -893503.952472 nChanged 39 SP:Iteration 41Q (8090.490000 sec): 3 clusters Score: Raw -894381.286763 + Penalty 871.645219 = -893509.641543 nChanged 59 SP:Iteration 42Q (8090.690000 sec): 3 clusters Score: Raw -894390.381593 + Penalty 871.645219 = -893518.736374 nChanged 66 SP:Iteration 43Q (8090.930000 sec): 3 clusters Score: Raw -894401.119300 + Penalty 871.645219 = -893529.474080 nChanged 73 SP:Iteration 44Q (8091.110000 sec): 3 clusters Score: Raw -894416.860856 + Penalty 871.645219 = -893545.215636 nChanged 86 SP:Iteration 45Q (8091.300000 sec): 3 clusters Score: Raw -894436.126590 + Penalty 871.645219 = -893564.481370 nChanged 86 SP:Iteration 46Q (8091.540000 sec): 3 clusters Score: Raw -894456.143963 + Penalty 871.645219 = -893584.498744 nChanged 87 SP:Iteration 47Q (8091.800000 sec): 3 clusters Score: Raw -894477.341894 + Penalty 871.645219 = -893605.696675 nChanged 91 SP:Iteration 48Q (8092.040000 sec): 3 clusters Score: Raw -894502.512688 + Penalty 871.645219 = -893630.867468 nChanged 102 SP:Iteration 49Q (8092.270000 sec): 3 clusters Score: Raw -894531.736085 + Penalty 871.645219 = -893660.090865 nChanged 117 SP:Iteration 50Q (8092.500000 sec): 3 clusters Score: Raw -894571.186575 + Penalty 871.645219 = -893699.541356 nChanged 114 SP:Iteration 51Q (8092.690000 sec): 3 clusters Score: Raw -894616.410672 + Penalty 871.645219 = -893744.765453 nChanged 139 SP:Iteration 52Q (8092.910000 sec): 3 clusters Score: Raw -894684.218843 + Penalty 871.645219 = -893812.573623 nChanged 158 SP:Iteration 53Q (8093.190000 sec): 3 clusters Score: Raw -894777.372849 + Penalty 871.645219 = -893905.727629 nChanged 177 SP:Iteration 54Q (8093.350000 sec): 3 clusters Score: Raw -894897.541591 + Penalty 871.645219 = -894025.896371 nChanged 175 SP:Iteration 55Q (8093.600000 sec): 3 clusters Score: Raw -895024.324135 + Penalty 871.645219 = -894152.678915 nChanged 156 SP:Iteration 56Q (8093.820000 sec): 3 clusters Score: Raw -895126.891521 + Penalty 871.645219 = -894255.246301 nChanged 146 SP:Iteration 57Q (8094.030000 sec): 3 clusters Score: Raw -895210.762271 + Penalty 871.645219 = -894339.117052 nChanged 109 SP:Iteration 58Q (8094.260000 sec): 3 clusters Score: Raw -895272.715569 + Penalty 871.645219 = -894401.070349 nChanged 112 SP:Iteration 59Q (8094.500000 sec): 3 clusters Score: Raw -895317.562626 + Penalty 871.645219 = -894445.917406 nChanged 76 SP:Iteration 60F (8094.700000 sec): 3 clusters Score: Raw -895348.147720 + Penalty 871.645219 = -894476.502500 nChanged 64 SP:Iteration 61Q (8094.990000 sec): 3 clusters Score: Raw -895374.081495 + Penalty 871.645219 = -894502.436275 nChanged 41 SP:Iteration 62Q (8095.220000 sec): 3 clusters Score: Raw -895390.747239 + Penalty 871.645219 = -894519.102019 nChanged 38 SP:Iteration 63Q (8095.440000 sec): 3 clusters Score: Raw -895401.265015 + Penalty 871.645219 = -894529.619795 nChanged 28 SP:Iteration 64Q (8095.680000 sec): 3 clusters Score: Raw -895409.207378 + Penalty 871.645219 = -894537.562158 nChanged 22 SP:Iteration 65Q (8095.900000 sec): 3 clusters Score: Raw -895413.615350 + Penalty 871.645219 = -894541.970131 nChanged 21 SP:Iteration 66Q (8096.140000 sec): 3 clusters Score: Raw -895419.035606 + Penalty 871.645219 = -894547.390387 nChanged 21 SP:Iteration 67Q (8096.340000 sec): 3 clusters Score: Raw -895425.710642 + Penalty 871.645219 = -894554.065422 nChanged 12 SP:Iteration 68Q (8096.570000 sec): 3 clusters Score: Raw -895430.083935 + Penalty 871.645219 = -894558.438715 nChanged 13 SP:Iteration 69Q (8096.770000 sec): 3 clusters Score: Raw -895434.572755 + Penalty 871.645219 = -894562.927535 nChanged 14 SP:Iteration 70Q (8096.960000 sec): 3 clusters Score: Raw -895437.898538 + Penalty 871.645219 = -894566.253318 nChanged 6 SP:Iteration 71Q (8097.220000 sec): 3 clusters Score: Raw -895439.720303 + Penalty 871.645219 = -894568.075083 nChanged 7 SP:Iteration 72Q (8097.450000 sec): 3 clusters Score: Raw -895441.432407 + Penalty 871.645219 = -894569.787188 nChanged 4 SP:Iteration 73Q (8097.650000 sec): 3 clusters Score: Raw -895442.518375 + Penalty 871.645219 = -894570.873155 nChanged 5 SP:Iteration 74Q (8097.860000 sec): 3 clusters Score: Raw -895443.674360 + Penalty 871.645219 = -894572.029141 nChanged 3 SP:Iteration 75Q (8098.100000 sec): 3 clusters Score: Raw -895444.189403 + Penalty 871.645219 = -894572.544183 nChanged 3 SP:Iteration 76Q (8098.340000 sec): 3 clusters Score: Raw -895445.315957 + Penalty 871.645219 = -894573.670738 nChanged 4 SP:Iteration 77Q (8098.530000 sec): 3 clusters Score: Raw -895447.471437 + Penalty 871.645219 = -894575.826218 nChanged 6 SP:Iteration 78Q (8098.780000 sec): 3 clusters Score: Raw -895449.058226 + Penalty 871.645219 = -894577.413007 nChanged 5 SP:Iteration 79Q (8098.980000 sec): 3 clusters Score: Raw -895449.828742 + Penalty 871.645219 = -894578.183522 nChanged 3 SP:Iteration 80F (8099.230000 sec): 3 clusters Score: Raw -895450.431535 + Penalty 871.645219 = -894578.786315 nChanged 5 SP:Iteration 81Q (8099.470000 sec): 3 clusters Score: Raw -895451.365408 + Penalty 871.645219 = -894579.720189 nChanged 5 SP:Iteration 82Q (8099.660000 sec): 3 clusters Score: Raw -895452.644547 + Penalty 871.645219 = -894580.999328 nChanged 7 SP:Iteration 83Q (8099.950000 sec): 3 clusters Score: Raw -895454.063447 + Penalty 871.645219 = -894582.418227 nChanged 7 SP:Iteration 84Q (8100.210000 sec): 3 clusters Score: Raw -895455.314529 + Penalty 871.645219 = -894583.669309 nChanged 3 SP:Iteration 85Q (8100.490000 sec): 3 clusters Score: Raw -895455.654378 + Penalty 871.645219 = -894584.009159 nChanged 1 SP:Iteration 86Q (8100.740000 sec): 3 clusters Score: Raw -895455.781674 + Penalty 871.645219 = -894584.136455 nChanged 2 SP:Iteration 87Q (8100.920000 sec): 3 clusters Score: Raw -895456.097256 + Penalty 871.645219 = -894584.452037 nChanged 1 SP:Iteration 88Q (8101.170000 sec): 3 clusters Score: Raw -895456.220277 + Penalty 871.645219 = -894584.575058 nChanged 1 SP:Iteration 89Q (8101.330000 sec): 3 clusters Score: Raw -895456.537384 + Penalty 871.645219 = -894584.892164 nChanged 2 SP:Iteration 90Q (8101.530000 sec): 3 clusters Score: Raw -895456.956838 + Penalty 871.645219 = -894585.311619 nChanged 3 SP:Iteration 91Q (8101.810000 sec): 3 clusters Score: Raw -895457.447097 + Penalty 871.645219 = -894585.801878 nChanged 3 SP:Iteration 92Q (8102.070000 sec): 3 clusters Score: Raw -895458.243989 + Penalty 871.645219 = -894586.598770 nChanged 4 SP:Iteration 93Q (8102.310000 sec): 3 clusters Score: Raw -895458.716580 + Penalty 871.645219 = -894587.071360 nChanged 0 SP:Iteration 94F (8102.530000 sec): 3 clusters Score: Raw -895458.716580 + Penalty 871.645219 = -894587.071360 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8102.610000 sec): 2 clusters Score: Raw -7931.443334 + Penalty 224.190043 = -7707.253291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8102.760000 sec): 3 clusters Score: Raw -7910.228509 + Penalty 448.380085 = -7461.848424 nChanged 35 SP:Iteration 1F (8102.970000 sec): 3 clusters Score: Raw -7960.145970 + Penalty 448.380085 = -7511.765885 nChanged 14 SP:Iteration 2F (8103.160000 sec): 3 clusters Score: Raw -7979.466486 + Penalty 448.380085 = -7531.086400 nChanged 4 SP:Iteration 3Q (8103.300000 sec): 3 clusters Score: Raw -7985.530231 + Penalty 448.380085 = -7537.150146 nChanged 1 SP:Iteration 4Q (8103.540000 sec): 3 clusters Score: Raw -7986.635581 + Penalty 448.380085 = -7538.255495 nChanged 1 SP:Iteration 5Q (8103.710000 sec): 3 clusters Score: Raw -7987.606552 + Penalty 448.380085 = -7539.226467 nChanged 1 SP:Iteration 6Q (8103.880000 sec): 3 clusters Score: Raw -7988.169656 + Penalty 448.380085 = -7539.789570 nChanged 0 SP:Iteration 7F (8104.050000 sec): 3 clusters Score: Raw -7988.169656 + Penalty 448.380085 = -7539.789570 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8104.140000 sec): 2 clusters Score: Raw -174111.809788 + Penalty 365.368826 = -173746.440962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8104.340000 sec): 3 clusters Score: Raw -172382.461872 + Penalty 730.737653 = -171651.724219 nChanged 1303 SP:Iteration 1F (8104.510000 sec): 3 clusters Score: Raw -173141.094411 + Penalty 730.737653 = -172410.356758 nChanged 236 SP:Iteration 2F (8104.710000 sec): 3 clusters Score: Raw -173310.665875 + Penalty 730.737653 = -172579.928223 nChanged 234 SP:Iteration 3F (8104.850000 sec): 3 clusters Score: Raw -173533.326071 + Penalty 730.737653 = -172802.588418 nChanged 223 SP:Iteration 4F (8105.060000 sec): 3 clusters Score: Raw -173723.983029 + Penalty 730.737653 = -172993.245377 nChanged 174 SP:Iteration 5F (8105.230000 sec): 3 clusters Score: Raw -173847.581360 + Penalty 730.737653 = -173116.843708 nChanged 139 SP:Iteration 6Q (8105.450000 sec): 3 clusters Score: Raw -173948.297075 + Penalty 730.737653 = -173217.559422 nChanged 102 SP:Iteration 7Q (8105.660000 sec): 3 clusters Score: Raw -173995.864028 + Penalty 730.737653 = -173265.126375 nChanged 73 SP:Iteration 8Q (8105.870000 sec): 3 clusters Score: Raw -174024.786220 + Penalty 730.737653 = -173294.048567 nChanged 42 SP:Iteration 9Q (8106.040000 sec): 3 clusters Score: Raw -174035.985877 + Penalty 730.737653 = -173305.248224 nChanged 25 SP:Iteration 10Q (8106.270000 sec): 3 clusters Score: Raw -174043.025004 + Penalty 730.737653 = -173312.287351 nChanged 18 SP:Iteration 11Q (8106.430000 sec): 3 clusters Score: Raw -174046.945083 + Penalty 730.737653 = -173316.207430 nChanged 22 SP:Iteration 12Q (8106.580000 sec): 3 clusters Score: Raw -174050.575122 + Penalty 730.737653 = -173319.837470 nChanged 17 SP:Iteration 13Q (8106.830000 sec): 3 clusters Score: Raw -174053.446845 + Penalty 730.737653 = -173322.709192 nChanged 14 SP:Iteration 14Q (8107.010000 sec): 3 clusters Score: Raw -174057.890939 + Penalty 730.737653 = -173327.153286 nChanged 17 SP:Iteration 15Q (8107.180000 sec): 3 clusters Score: Raw -174061.113068 + Penalty 730.737653 = -173330.375416 nChanged 13 SP:Iteration 16Q (8107.410000 sec): 3 clusters Score: Raw -174063.949274 + Penalty 730.737653 = -173333.211621 nChanged 13 SP:Iteration 17Q (8107.680000 sec): 3 clusters Score: Raw -174065.596130 + Penalty 730.737653 = -173334.858477 nChanged 8 SP:Iteration 18Q (8107.890000 sec): 3 clusters Score: Raw -174066.796584 + Penalty 730.737653 = -173336.058932 nChanged 7 SP:Iteration 19Q (8108.020000 sec): 3 clusters Score: Raw -174068.023657 + Penalty 730.737653 = -173337.286004 nChanged 8 SP:Iteration 20F (8108.210000 sec): 3 clusters Score: Raw -174069.848739 + Penalty 730.737653 = -173339.111087 nChanged 9 SP:Iteration 21Q (8108.410000 sec): 3 clusters Score: Raw -174074.423972 + Penalty 730.737653 = -173343.686320 nChanged 16 SP:Iteration 22Q (8108.610000 sec): 3 clusters Score: Raw -174079.471644 + Penalty 730.737653 = -173348.733991 nChanged 12 SP:Iteration 23Q (8108.800000 sec): 3 clusters Score: Raw -174083.064303 + Penalty 730.737653 = -173352.326651 nChanged 11 SP:Iteration 24Q (8108.980000 sec): 3 clusters Score: Raw -174087.020155 + Penalty 730.737653 = -173356.282502 nChanged 22 SP:Iteration 25Q (8109.150000 sec): 3 clusters Score: Raw -174093.781125 + Penalty 730.737653 = -173363.043473 nChanged 17 SP:Iteration 26Q (8109.410000 sec): 3 clusters Score: Raw -174099.138643 + Penalty 730.737653 = -173368.400990 nChanged 14 SP:Iteration 27Q (8109.580000 sec): 3 clusters Score: Raw -174101.584156 + Penalty 730.737653 = -173370.846503 nChanged 8 SP:Iteration 28Q (8109.810000 sec): 3 clusters Score: Raw -174103.362474 + Penalty 730.737653 = -173372.624821 nChanged 10 SP:Iteration 29Q (8109.990000 sec): 3 clusters Score: Raw -174105.266832 + Penalty 730.737653 = -173374.529180 nChanged 7 SP:Iteration 30Q (8110.170000 sec): 3 clusters Score: Raw -174106.276015 + Penalty 730.737653 = -173375.538363 nChanged 9 SP:Iteration 31Q (8110.370000 sec): 3 clusters Score: Raw -174108.123629 + Penalty 730.737653 = -173377.385976 nChanged 8 SP:Iteration 32Q (8110.570000 sec): 3 clusters Score: Raw -174110.913275 + Penalty 730.737653 = -173380.175622 nChanged 10 SP:Iteration 33Q (8110.750000 sec): 3 clusters Score: Raw -174115.015282 + Penalty 730.737653 = -173384.277629 nChanged 13 SP:Iteration 34Q (8110.930000 sec): 3 clusters Score: Raw -174118.226987 + Penalty 730.737653 = -173387.489334 nChanged 13 SP:Iteration 35Q (8111.120000 sec): 3 clusters Score: Raw -174120.086038 + Penalty 730.737653 = -173389.348386 nChanged 6 SP:Iteration 36Q (8111.310000 sec): 3 clusters Score: Raw -174120.791535 + Penalty 730.737653 = -173390.053883 nChanged 1 SP:Iteration 37Q (8111.480000 sec): 3 clusters Score: Raw -174120.860416 + Penalty 730.737653 = -173390.122764 nChanged 2 SP:Iteration 38Q (8111.690000 sec): 3 clusters Score: Raw -174121.480402 + Penalty 730.737653 = -173390.742749 nChanged 5 SP:Iteration 39Q (8111.870000 sec): 3 clusters Score: Raw -174122.043785 + Penalty 730.737653 = -173391.306132 nChanged 6 SP:Iteration 40F (8112.050000 sec): 3 clusters Score: Raw -174122.695374 + Penalty 730.737653 = -173391.957721 nChanged 6 SP:Iteration 41Q (8112.190000 sec): 3 clusters Score: Raw -174124.244008 + Penalty 730.737653 = -173393.506355 nChanged 9 SP:Iteration 42Q (8112.370000 sec): 3 clusters Score: Raw -174126.965576 + Penalty 730.737653 = -173396.227923 nChanged 11 SP:Iteration 43Q (8112.570000 sec): 3 clusters Score: Raw -174129.077851 + Penalty 730.737653 = -173398.340199 nChanged 8 SP:Iteration 44Q (8112.720000 sec): 3 clusters Score: Raw -174130.326814 + Penalty 730.737653 = -173399.589161 nChanged 8 SP:Iteration 45Q (8112.910000 sec): 3 clusters Score: Raw -174132.291180 + Penalty 730.737653 = -173401.553527 nChanged 7 SP:Iteration 46Q (8113.110000 sec): 3 clusters Score: Raw -174133.482806 + Penalty 730.737653 = -173402.745153 nChanged 8 SP:Iteration 47Q (8113.330000 sec): 3 clusters Score: Raw -174134.928890 + Penalty 730.737653 = -173404.191237 nChanged 8 SP:Iteration 48Q (8113.520000 sec): 3 clusters Score: Raw -174135.998704 + Penalty 730.737653 = -173405.261051 nChanged 3 SP:Iteration 49Q (8113.690000 sec): 3 clusters Score: Raw -174136.439078 + Penalty 730.737653 = -173405.701426 nChanged 3 SP:Iteration 50Q (8113.910000 sec): 3 clusters Score: Raw -174136.636773 + Penalty 730.737653 = -173405.899121 nChanged 3 SP:Iteration 51Q (8114.080000 sec): 3 clusters Score: Raw -174137.027977 + Penalty 730.737653 = -173406.290325 nChanged 3 SP:Iteration 52Q (8114.230000 sec): 3 clusters Score: Raw -174137.764413 + Penalty 730.737653 = -173407.026761 nChanged 5 SP:Iteration 53Q (8114.410000 sec): 3 clusters Score: Raw -174138.543830 + Penalty 730.737653 = -173407.806177 nChanged 3 SP:Iteration 54Q (8114.600000 sec): 3 clusters Score: Raw -174138.854668 + Penalty 730.737653 = -173408.117015 nChanged 3 SP:Iteration 55Q (8114.830000 sec): 3 clusters Score: Raw -174139.494201 + Penalty 730.737653 = -173408.756548 nChanged 5 SP:Iteration 56Q (8114.990000 sec): 3 clusters Score: Raw -174140.252239 + Penalty 730.737653 = -173409.514587 nChanged 1 SP:Iteration 57Q (8115.150000 sec): 3 clusters Score: Raw -174140.343734 + Penalty 730.737653 = -173409.606081 nChanged 0 SP:Iteration 58F (8115.370000 sec): 3 clusters Score: Raw -174140.343734 + Penalty 730.737653 = -173409.606081 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8116.020000 sec): 2 clusters Score: Raw -9444100.566769 + Penalty 544.998633 = -9443555.568136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8116.610000 sec): 3 clusters Score: Raw -9336545.000074 + Penalty 1089.997265 = -9335455.002809 nChanged 78164 SP:Iteration 1F (8117.340000 sec): 3 clusters Score: Raw -9386457.197101 + Penalty 1089.997265 = -9385367.199836 nChanged 7835 SP:Iteration 2Q (8118.060000 sec): 3 clusters Score: Raw -9389923.225384 + Penalty 1089.997265 = -9388833.228119 nChanged 8721 SP:Iteration 3F (8118.930000 sec): 3 clusters Score: Raw -9394797.350440 + Penalty 1089.997265 = -9393707.353175 nChanged 9788 SP:Iteration 4F (8119.690000 sec): 3 clusters Score: Raw -9401555.784816 + Penalty 1089.997265 = -9400465.787550 nChanged 10056 SP:Iteration 5F (8120.330000 sec): 3 clusters Score: Raw -9409449.984397 + Penalty 1089.997265 = -9408359.987132 nChanged 8968 SP:Iteration 6F (8121.150000 sec): 3 clusters Score: Raw -9416066.203299 + Penalty 1089.997265 = -9414976.206034 nChanged 6628 SP:Iteration 7Q (8121.960000 sec): 3 clusters Score: Raw -9419509.084972 + Penalty 1089.997265 = -9418419.087707 nChanged 4292 SP:Iteration 8Q (8122.860000 sec): 3 clusters Score: Raw -9421216.626680 + Penalty 1089.997265 = -9420126.629415 nChanged 3436 SP:Iteration 9Q (8123.640000 sec): 3 clusters Score: Raw -9422539.127972 + Penalty 1089.997265 = -9421449.130707 nChanged 3566 SP:Iteration 10Q (8124.340000 sec): 3 clusters Score: Raw -9423971.760009 + Penalty 1089.997265 = -9422881.762744 nChanged 3708 SP:Iteration 11Q (8125.200000 sec): 3 clusters Score: Raw -9425609.278803 + Penalty 1089.997265 = -9424519.281538 nChanged 3795 SP:Iteration 12Q (8125.940000 sec): 3 clusters Score: Raw -9427446.704042 + Penalty 1089.997265 = -9426356.706777 nChanged 3936 SP:Iteration 13Q (8126.660000 sec): 3 clusters Score: Raw -9429550.770974 + Penalty 1089.997265 = -9428460.773708 nChanged 3727 SP:Iteration 14Q (8127.420000 sec): 3 clusters Score: Raw -9431695.257155 + Penalty 1089.997265 = -9430605.259890 nChanged 3538 SP:Iteration 15Q (8128.070000 sec): 3 clusters Score: Raw -9433887.618688 + Penalty 1089.997265 = -9432797.621423 nChanged 3209 SP:Iteration 16Q (8128.760000 sec): 3 clusters Score: Raw -9436023.995197 + Penalty 1089.997265 = -9434933.997932 nChanged 2865 SP:Iteration 17Q (8129.510000 sec): 3 clusters Score: Raw -9438010.481434 + Penalty 1089.997265 = -9436920.484169 nChanged 2355 SP:Iteration 18Q (8130.260000 sec): 3 clusters Score: Raw -9439639.811818 + Penalty 1089.997265 = -9438549.814553 nChanged 1852 SP:Iteration 19Q (8130.960000 sec): 3 clusters Score: Raw -9440936.374364 + Penalty 1089.997265 = -9439846.377099 nChanged 1455 SP:Iteration 20F (8131.600000 sec): 3 clusters Score: Raw -9441966.876864 + Penalty 1089.997265 = -9440876.879599 nChanged 1083 SP:Iteration 21Q (8132.260000 sec): 3 clusters Score: Raw -9442729.868649 + Penalty 1089.997265 = -9441639.871383 nChanged 761 SP:Iteration 22Q (8132.890000 sec): 3 clusters Score: Raw -9443251.522307 + Penalty 1089.997265 = -9442161.525042 nChanged 536 SP:Iteration 23Q (8133.450000 sec): 3 clusters Score: Raw -9443623.268599 + Penalty 1089.997265 = -9442533.271334 nChanged 352 SP:Iteration 24Q (8134.050000 sec): 3 clusters Score: Raw -9443848.988863 + Penalty 1089.997265 = -9442758.991598 nChanged 198 SP:Iteration 25Q (8134.780000 sec): 3 clusters Score: Raw -9443962.482320 + Penalty 1089.997265 = -9442872.485054 nChanged 119 SP:Iteration 26Q (8135.550000 sec): 3 clusters Score: Raw -9444026.132022 + Penalty 1089.997265 = -9442936.134757 nChanged 83 SP:Iteration 27Q (8136.290000 sec): 3 clusters Score: Raw -9444068.251564 + Penalty 1089.997265 = -9442978.254299 nChanged 62 SP:Iteration 28Q (8137.010000 sec): 3 clusters Score: Raw -9444106.751188 + Penalty 1089.997265 = -9443016.753922 nChanged 50 SP:Iteration 29Q (8137.690000 sec): 3 clusters Score: Raw -9444138.112311 + Penalty 1089.997265 = -9443048.115046 nChanged 35 SP:Iteration 30Q (8138.400000 sec): 3 clusters Score: Raw -9444161.499914 + Penalty 1089.997265 = -9443071.502649 nChanged 33 SP:Iteration 31Q (8139.140000 sec): 3 clusters Score: Raw -9444181.834215 + Penalty 1089.997265 = -9443091.836949 nChanged 15 SP:Iteration 32Q (8139.920000 sec): 3 clusters Score: Raw -9444192.076740 + Penalty 1089.997265 = -9443102.079475 nChanged 15 SP:Iteration 33Q (8140.600000 sec): 3 clusters Score: Raw -9444200.579148 + Penalty 1089.997265 = -9443110.581883 nChanged 10 SP:Iteration 34Q (8141.320000 sec): 3 clusters Score: Raw -9444203.724833 + Penalty 1089.997265 = -9443113.727568 nChanged 5 SP:Iteration 35Q (8141.960000 sec): 3 clusters Score: Raw -9444205.632772 + Penalty 1089.997265 = -9443115.635506 nChanged 3 SP:Iteration 36Q (8142.670000 sec): 3 clusters Score: Raw -9444206.591785 + Penalty 1089.997265 = -9443116.594520 nChanged 2 SP:Iteration 37Q (8143.310000 sec): 3 clusters Score: Raw -9444208.512885 + Penalty 1089.997265 = -9443118.515619 nChanged 3 SP:Iteration 38Q (8143.980000 sec): 3 clusters Score: Raw -9444209.695725 + Penalty 1089.997265 = -9443119.698459 nChanged 2 SP:Iteration 39Q (8144.620000 sec): 3 clusters Score: Raw -9444210.062506 + Penalty 1089.997265 = -9443120.065241 nChanged 3 SP:Iteration 40F (8145.210000 sec): 3 clusters Score: Raw -9444210.803095 + Penalty 1089.997265 = -9443120.805829 nChanged 1 SP:Iteration 41Q (8145.850000 sec): 3 clusters Score: Raw -9444211.482522 + Penalty 1089.997265 = -9443121.485257 nChanged 2 SP:Iteration 42Q (8146.540000 sec): 3 clusters Score: Raw -9444212.383218 + Penalty 1089.997265 = -9443122.385952 nChanged 1 SP:Iteration 43Q (8147.320000 sec): 3 clusters Score: Raw -9444212.617976 + Penalty 1089.997265 = -9443122.620711 nChanged 0 SP:Iteration 44F (8148.190000 sec): 3 clusters Score: Raw -9444212.617976 + Penalty 1089.997265 = -9443122.620711 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8148.290000 sec): 2 clusters Score: Raw -46538.147672 + Penalty 303.921763 = -46234.225909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8148.430000 sec): 3 clusters Score: Raw -46175.803066 + Penalty 607.843526 = -45567.959540 nChanged 281 SP:Iteration 1F (8148.620000 sec): 3 clusters Score: Raw -46379.063700 + Penalty 607.843526 = -45771.220174 nChanged 67 SP:Iteration 2F (8148.780000 sec): 3 clusters Score: Raw -46436.679786 + Penalty 607.843526 = -45828.836260 nChanged 47 SP:Iteration 3F (8148.910000 sec): 3 clusters Score: Raw -46471.262258 + Penalty 607.843526 = -45863.418732 nChanged 31 SP:Iteration 4Q (8149.040000 sec): 3 clusters Score: Raw -46487.019279 + Penalty 607.843526 = -45879.175753 nChanged 19 SP:Iteration 5Q (8149.170000 sec): 3 clusters Score: Raw -46500.910059 + Penalty 607.843526 = -45893.066534 nChanged 16 SP:Iteration 6Q (8149.300000 sec): 3 clusters Score: Raw -46507.216564 + Penalty 607.843526 = -45899.373038 nChanged 12 SP:Iteration 7Q (8149.420000 sec): 3 clusters Score: Raw -46514.965120 + Penalty 607.843526 = -45907.121594 nChanged 13 SP:Iteration 8Q (8149.550000 sec): 3 clusters Score: Raw -46521.385794 + Penalty 607.843526 = -45913.542269 nChanged 11 SP:Iteration 9Q (8149.680000 sec): 3 clusters Score: Raw -46527.734569 + Penalty 607.843526 = -45919.891043 nChanged 8 SP:Iteration 10Q (8149.820000 sec): 3 clusters Score: Raw -46531.858495 + Penalty 607.843526 = -45924.014969 nChanged 6 SP:Iteration 11Q (8150.000000 sec): 3 clusters Score: Raw -46534.300538 + Penalty 607.843526 = -45926.457012 nChanged 5 SP:Iteration 12Q (8150.220000 sec): 3 clusters Score: Raw -46535.754901 + Penalty 607.843526 = -45927.911375 nChanged 5 SP:Iteration 13Q (8150.400000 sec): 3 clusters Score: Raw -46537.947221 + Penalty 607.843526 = -45930.103695 nChanged 5 SP:Iteration 14Q (8150.560000 sec): 3 clusters Score: Raw -46540.222807 + Penalty 607.843526 = -45932.379281 nChanged 8 SP:Iteration 15Q (8150.700000 sec): 3 clusters Score: Raw -46544.866670 + Penalty 607.843526 = -45937.023144 nChanged 7 SP:Iteration 16Q (8150.840000 sec): 3 clusters Score: Raw -46548.238627 + Penalty 607.843526 = -45940.395102 nChanged 14 SP:Iteration 17Q (8151.020000 sec): 3 clusters Score: Raw -46554.737162 + Penalty 607.843526 = -45946.893636 nChanged 9 SP:Iteration 18Q (8151.180000 sec): 3 clusters Score: Raw -46560.274901 + Penalty 607.843526 = -45952.431375 nChanged 11 SP:Iteration 19Q (8151.360000 sec): 3 clusters Score: Raw -46567.963780 + Penalty 607.843526 = -45960.120254 nChanged 7 SP:Iteration 20F (8151.490000 sec): 3 clusters Score: Raw -46574.791835 + Penalty 607.843526 = -45966.948309 nChanged 5 SP:Iteration 21Q (8151.660000 sec): 3 clusters Score: Raw -46577.526444 + Penalty 607.843526 = -45969.682918 nChanged 6 SP:Iteration 22Q (8151.840000 sec): 3 clusters Score: Raw -46580.832228 + Penalty 607.843526 = -45972.988702 nChanged 7 SP:Iteration 23Q (8152.050000 sec): 3 clusters Score: Raw -46583.593288 + Penalty 607.843526 = -45975.749762 nChanged 3 SP:Iteration 24Q (8152.190000 sec): 3 clusters Score: Raw -46585.536505 + Penalty 607.843526 = -45977.692979 nChanged 3 SP:Iteration 25Q (8152.400000 sec): 3 clusters Score: Raw -46587.194467 + Penalty 607.843526 = -45979.350941 nChanged 4 SP:Iteration 26Q (8152.560000 sec): 3 clusters Score: Raw -46589.880367 + Penalty 607.843526 = -45982.036841 nChanged 4 SP:Iteration 27Q (8152.730000 sec): 3 clusters Score: Raw -46591.313080 + Penalty 607.843526 = -45983.469554 nChanged 4 SP:Iteration 28Q (8152.930000 sec): 3 clusters Score: Raw -46593.765516 + Penalty 607.843526 = -45985.921990 nChanged 1 SP:Iteration 29Q (8153.080000 sec): 3 clusters Score: Raw -46593.921489 + Penalty 607.843526 = -45986.077963 nChanged 0 SP:Iteration 30F (8153.280000 sec): 3 clusters Score: Raw -46593.921489 + Penalty 607.843526 = -45986.077963 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8153.360000 sec): 2 clusters Score: Raw -10615.554451 + Penalty 239.687546 = -10375.866905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8153.500000 sec): 3 clusters Score: Raw -10621.913046 + Penalty 479.375092 = -10142.537954 nChanged 56 SP:Iteration 1F (8153.670000 sec): 3 clusters Score: Raw -10781.086974 + Penalty 479.375092 = -10301.711881 nChanged 19 SP:Iteration 2F (8153.860000 sec): 3 clusters Score: Raw -10824.094754 + Penalty 479.375092 = -10344.719661 nChanged 6 SP:Iteration 3Q (8153.980000 sec): 3 clusters Score: Raw -10843.796955 + Penalty 479.375092 = -10364.421862 nChanged 4 SP:Iteration 4Q (8154.150000 sec): 3 clusters Score: Raw -10855.603188 + Penalty 479.375092 = -10376.228095 nChanged 3 SP:Iteration 5Q (8154.360000 sec): 3 clusters Score: Raw -10868.089030 + Penalty 479.375092 = -10388.713937 nChanged 1 SP:Iteration 6Q (8154.560000 sec): 3 clusters Score: Raw -10870.308079 + Penalty 479.375092 = -10390.932987 nChanged 1 SP:Iteration 7Q (8154.740000 sec): 3 clusters Score: Raw -10875.284281 + Penalty 479.375092 = -10395.909189 nChanged 0 SP:Iteration 8F (8154.910000 sec): 3 clusters Score: Raw -10875.284281 + Penalty 479.375092 = -10395.909189 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 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8154.960000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8155.190000 sec): 3 clusters Score: Raw -7357.358304 + Penalty 445.703422 = -6911.654882 nChanged 35 SP:Iteration 1F (8155.330000 sec): 3 clusters Score: Raw -7407.170463 + Penalty 445.703422 = -6961.467041 nChanged 15 SP:Iteration 2F (8155.560000 sec): 3 clusters Score: Raw -7432.200899 + Penalty 445.703422 = -6986.497477 nChanged 5 SP:Iteration 3Q (8155.700000 sec): 3 clusters Score: Raw -7441.310702 + Penalty 445.703422 = -6995.607281 nChanged 2 SP:Iteration 4Q (8155.890000 sec): 3 clusters Score: Raw -7445.417824 + Penalty 445.703422 = -6999.714403 nChanged 1 SP:Iteration 5Q (8156.060000 sec): 3 clusters Score: Raw -7447.485059 + Penalty 445.703422 = -7001.781637 nChanged 0 SP:Iteration 6F (8156.220000 sec): 3 clusters Score: Raw -7447.485059 + Penalty 445.703422 = -7001.781637 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8156.320000 sec): 2 clusters Score: Raw -65125.958077 + Penalty 321.640566 = -64804.317511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8156.490000 sec): 3 clusters Score: Raw -64545.912086 + Penalty 643.281132 = -63902.630954 nChanged 476 SP:Iteration 1F (8156.640000 sec): 3 clusters Score: Raw -64893.760659 + Penalty 643.281132 = -64250.479527 nChanged 123 SP:Iteration 2F (8156.790000 sec): 3 clusters Score: Raw -65016.706865 + Penalty 643.281132 = -64373.425733 nChanged 94 SP:Iteration 3F (8157.000000 sec): 3 clusters Score: Raw -65112.027418 + Penalty 643.281132 = -64468.746286 nChanged 77 SP:Iteration 4F (8157.170000 sec): 3 clusters Score: Raw -65171.969349 + Penalty 643.281132 = -64528.688217 nChanged 57 SP:Iteration 5Q (8157.340000 sec): 3 clusters Score: Raw -65221.125889 + Penalty 643.281132 = -64577.844757 nChanged 52 SP:Iteration 6Q (8157.500000 sec): 3 clusters Score: Raw -65270.444640 + Penalty 643.281132 = -64627.163508 nChanged 41 SP:Iteration 7Q (8157.660000 sec): 3 clusters Score: Raw -65297.510061 + Penalty 643.281132 = -64654.228929 nChanged 26 SP:Iteration 8Q (8157.830000 sec): 3 clusters Score: Raw -65310.490326 + Penalty 643.281132 = -64667.209194 nChanged 12 SP:Iteration 9Q (8157.960000 sec): 3 clusters Score: Raw -65317.807832 + Penalty 643.281132 = -64674.526700 nChanged 15 SP:Iteration 10Q (8158.180000 sec): 3 clusters Score: Raw -65327.189667 + Penalty 643.281132 = -64683.908535 nChanged 8 SP:Iteration 11Q (8158.340000 sec): 3 clusters Score: Raw -65330.596424 + Penalty 643.281132 = -64687.315292 nChanged 8 SP:Iteration 12Q (8158.520000 sec): 3 clusters Score: Raw -65334.242705 + Penalty 643.281132 = -64690.961573 nChanged 7 SP:Iteration 13Q (8158.700000 sec): 3 clusters Score: Raw -65337.902313 + Penalty 643.281132 = -64694.621181 nChanged 5 SP:Iteration 14Q (8158.840000 sec): 3 clusters Score: Raw -65340.521330 + Penalty 643.281132 = -64697.240198 nChanged 6 SP:Iteration 15Q (8159.000000 sec): 3 clusters Score: Raw -65344.111146 + Penalty 643.281132 = -64700.830014 nChanged 4 SP:Iteration 16Q (8159.220000 sec): 3 clusters Score: Raw -65345.121643 + Penalty 643.281132 = -64701.840511 nChanged 1 SP:Iteration 17Q (8159.380000 sec): 3 clusters Score: Raw -65345.433689 + Penalty 643.281132 = -64702.152558 nChanged 1 SP:Iteration 18Q (8159.540000 sec): 3 clusters Score: Raw -65345.768115 + Penalty 643.281132 = -64702.486984 nChanged 1 SP:Iteration 19Q (8159.700000 sec): 3 clusters Score: Raw -65345.919822 + Penalty 643.281132 = -64702.638691 nChanged 1 SP:Iteration 20F (8159.840000 sec): 3 clusters Score: Raw -65346.002675 + Penalty 643.281132 = -64702.721543 nChanged 2 SP:Iteration 21Q (8159.990000 sec): 3 clusters Score: Raw -65346.674941 + Penalty 643.281132 = -64703.393810 nChanged 1 SP:Iteration 22Q (8160.170000 sec): 3 clusters Score: Raw -65346.781366 + Penalty 643.281132 = -64703.500234 nChanged 0 SP:Iteration 23F (8160.370000 sec): 3 clusters Score: Raw -65346.781366 + Penalty 643.281132 = -64703.500234 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8160.420000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8160.610000 sec): 3 clusters Score: Raw -16123.864600 + Penalty 515.644829 = -15608.219772 nChanged 89 SP:Iteration 1F (8160.820000 sec): 3 clusters Score: Raw -16213.276131 + Penalty 515.644829 = -15697.631302 nChanged 19 SP:Iteration 2F (8160.950000 sec): 3 clusters Score: Raw -16236.811075 + Penalty 515.644829 = -15721.166246 nChanged 14 SP:Iteration 3Q (8161.140000 sec): 3 clusters Score: Raw -16246.376771 + Penalty 515.644829 = -15730.731942 nChanged 4 SP:Iteration 4Q (8161.330000 sec): 3 clusters Score: Raw -16250.587542 + Penalty 515.644829 = -15734.942713 nChanged 4 SP:Iteration 5Q (8161.480000 sec): 3 clusters Score: Raw -16253.563546 + Penalty 515.644829 = -15737.918717 nChanged 1 SP:Iteration 6Q (8161.640000 sec): 3 clusters Score: Raw -16255.801911 + Penalty 515.644829 = -15740.157082 nChanged 5 SP:Iteration 7Q (8161.820000 sec): 3 clusters Score: Raw -16264.164290 + Penalty 515.644829 = -15748.519462 nChanged 6 SP:Iteration 8Q (8162.010000 sec): 3 clusters Score: Raw -16277.468199 + Penalty 515.644829 = -15761.823371 nChanged 9 SP:Iteration 9Q (8162.150000 sec): 3 clusters Score: Raw -16312.664178 + Penalty 515.644829 = -15797.019350 nChanged 11 SP:Iteration 10Q (8162.380000 sec): 3 clusters Score: Raw -16355.263784 + Penalty 515.644829 = -15839.618955 nChanged 9 SP:Iteration 11Q (8162.530000 sec): 3 clusters Score: Raw -16372.974544 + Penalty 515.644829 = -15857.329715 nChanged 6 SP:Iteration 12Q (8162.720000 sec): 3 clusters Score: Raw -16382.943518 + Penalty 515.644829 = -15867.298689 nChanged 5 SP:Iteration 13Q (8162.870000 sec): 3 clusters Score: Raw -16388.485914 + Penalty 515.644829 = -15872.841085 nChanged 4 SP:Iteration 14Q (8163.050000 sec): 3 clusters Score: Raw -16392.561763 + Penalty 515.644829 = -15876.916935 nChanged 5 SP:Iteration 15Q (8163.200000 sec): 3 clusters Score: Raw -16397.894213 + Penalty 515.644829 = -15882.249384 nChanged 2 SP:Iteration 16Q (8163.340000 sec): 3 clusters Score: Raw -16399.746426 + Penalty 515.644829 = -15884.101597 nChanged 1 SP:Iteration 17Q (8163.510000 sec): 3 clusters Score: Raw -16400.789460 + Penalty 515.644829 = -15885.144631 nChanged 1 SP:Iteration 18Q (8163.740000 sec): 3 clusters Score: Raw -16403.217484 + Penalty 515.644829 = -15887.572656 nChanged 2 SP:Iteration 19Q (8163.890000 sec): 3 clusters Score: Raw -16405.117281 + Penalty 515.644829 = -15889.472452 nChanged 1 SP:Iteration 20F (8164.050000 sec): 3 clusters Score: Raw -16405.549582 + Penalty 515.644829 = -15889.904753 nChanged 2 SP:Iteration 21Q (8164.290000 sec): 3 clusters Score: Raw -16406.950570 + Penalty 515.644829 = -15891.305741 nChanged 2 SP:Iteration 22Q (8164.430000 sec): 3 clusters Score: Raw -16407.682774 + Penalty 515.644829 = -15892.037945 nChanged 1 SP:Iteration 23Q (8164.640000 sec): 3 clusters Score: Raw -16408.609569 + Penalty 515.644829 = -15892.964740 nChanged 2 SP:Iteration 24Q (8164.830000 sec): 3 clusters Score: Raw -16412.295383 + Penalty 515.644829 = -15896.650554 nChanged 3 SP:Iteration 25Q (8165.050000 sec): 3 clusters Score: Raw -16416.026181 + Penalty 515.644829 = -15900.381352 nChanged 4 SP:Iteration 26Q (8165.220000 sec): 3 clusters Score: Raw -16417.966355 + Penalty 515.644829 = -15902.321527 nChanged 2 SP:Iteration 27Q (8165.440000 sec): 3 clusters Score: Raw -16420.699829 + Penalty 515.644829 = -15905.055001 nChanged 2 SP:Iteration 28Q (8165.660000 sec): 3 clusters Score: Raw -16422.878694 + Penalty 515.644829 = -15907.233865 nChanged 1 SP:Iteration 29Q (8165.870000 sec): 3 clusters Score: Raw -16424.077851 + Penalty 515.644829 = -15908.433023 nChanged 2 SP:Iteration 30Q (8166.090000 sec): 3 clusters Score: Raw -16432.993779 + Penalty 515.644829 = -15917.348951 nChanged 0 SP:Iteration 31F (8166.270000 sec): 3 clusters Score: Raw -16432.993779 + Penalty 515.644829 = -15917.348951 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8166.380000 sec): 2 clusters Score: Raw -873074.078010 + Penalty 434.668308 = -872639.409702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8166.620000 sec): 3 clusters Score: Raw -864179.747499 + Penalty 869.336616 = -863310.410883 nChanged 6563 SP:Iteration 1F (8166.800000 sec): 3 clusters Score: Raw -867816.305569 + Penalty 869.336616 = -866946.968953 nChanged 681 SP:Iteration 2Q (8167.000000 sec): 3 clusters Score: Raw -868070.658764 + Penalty 869.336616 = -867201.322148 nChanged 685 SP:Iteration 3Q (8167.220000 sec): 3 clusters Score: Raw -868356.963166 + Penalty 869.336616 = -867487.626550 nChanged 673 SP:Iteration 4Q (8167.460000 sec): 3 clusters Score: Raw -868675.663992 + Penalty 869.336616 = -867806.327376 nChanged 652 SP:Iteration 5Q (8167.680000 sec): 3 clusters Score: Raw -869055.283590 + Penalty 869.336616 = -868185.946973 nChanged 733 SP:Iteration 6F (8167.900000 sec): 3 clusters Score: Raw -869535.799369 + Penalty 869.336616 = -868666.462752 nChanged 762 SP:Iteration 7F (8168.080000 sec): 3 clusters Score: Raw -870045.924137 + Penalty 869.336616 = -869176.587520 nChanged 667 SP:Iteration 8Q (8168.300000 sec): 3 clusters Score: Raw -870369.531225 + Penalty 869.336616 = -869500.194609 nChanged 461 SP:Iteration 9Q (8168.520000 sec): 3 clusters Score: Raw -870516.527691 + Penalty 869.336616 = -869647.191075 nChanged 301 SP:Iteration 10Q (8168.710000 sec): 3 clusters Score: Raw -870579.598285 + Penalty 869.336616 = -869710.261669 nChanged 211 SP:Iteration 11Q (8168.980000 sec): 3 clusters Score: Raw -870620.062764 + Penalty 869.336616 = -869750.726147 nChanged 157 SP:Iteration 12Q (8169.170000 sec): 3 clusters Score: Raw -870650.027659 + Penalty 869.336616 = -869780.691042 nChanged 139 SP:Iteration 13Q (8169.380000 sec): 3 clusters Score: Raw -870675.161867 + Penalty 869.336616 = -869805.825251 nChanged 115 SP:Iteration 14Q (8169.620000 sec): 3 clusters Score: Raw -870695.730664 + Penalty 869.336616 = -869826.394048 nChanged 120 SP:Iteration 15Q (8169.830000 sec): 3 clusters Score: Raw -870719.613273 + Penalty 869.336616 = -869850.276656 nChanged 122 SP:Iteration 16Q (8170.070000 sec): 3 clusters Score: Raw -870744.289345 + Penalty 869.336616 = -869874.952728 nChanged 121 SP:Iteration 17Q (8170.310000 sec): 3 clusters Score: Raw -870771.383135 + Penalty 869.336616 = -869902.046519 nChanged 126 SP:Iteration 18Q (8170.560000 sec): 3 clusters Score: Raw -870800.352471 + Penalty 869.336616 = -869931.015855 nChanged 144 SP:Iteration 19Q (8170.810000 sec): 3 clusters Score: Raw -870829.220095 + Penalty 869.336616 = -869959.883479 nChanged 151 SP:Iteration 20F (8171.020000 sec): 3 clusters Score: Raw -870862.452736 + Penalty 869.336616 = -869993.116119 nChanged 158 SP:Iteration 21Q (8171.240000 sec): 3 clusters Score: Raw -870901.476430 + Penalty 869.336616 = -870032.139813 nChanged 159 SP:Iteration 22Q (8171.470000 sec): 3 clusters Score: Raw -870940.946725 + Penalty 869.336616 = -870071.610109 nChanged 171 SP:Iteration 23Q (8171.680000 sec): 3 clusters Score: Raw -870985.190497 + Penalty 869.336616 = -870115.853880 nChanged 177 SP:Iteration 24Q (8171.950000 sec): 3 clusters Score: Raw -871026.125640 + Penalty 869.336616 = -870156.789024 nChanged 147 SP:Iteration 25Q (8172.100000 sec): 3 clusters Score: Raw -871056.347854 + Penalty 869.336616 = -870187.011238 nChanged 135 SP:Iteration 26Q (8172.360000 sec): 3 clusters Score: Raw -871082.894416 + Penalty 869.336616 = -870213.557800 nChanged 119 SP:Iteration 27Q (8172.570000 sec): 3 clusters Score: Raw -871106.864092 + Penalty 869.336616 = -870237.527476 nChanged 130 SP:Iteration 28Q (8172.800000 sec): 3 clusters Score: Raw -871136.156445 + Penalty 869.336616 = -870266.819829 nChanged 142 SP:Iteration 29Q (8173.010000 sec): 3 clusters Score: Raw -871169.500142 + Penalty 869.336616 = -870300.163526 nChanged 142 SP:Iteration 30Q (8173.230000 sec): 3 clusters Score: Raw -871206.089585 + Penalty 869.336616 = -870336.752969 nChanged 164 SP:Iteration 31Q (8173.460000 sec): 3 clusters Score: Raw -871250.600837 + Penalty 869.336616 = -870381.264221 nChanged 166 SP:Iteration 32Q (8173.690000 sec): 3 clusters Score: Raw -871295.815993 + Penalty 869.336616 = -870426.479377 nChanged 170 SP:Iteration 33Q (8173.930000 sec): 3 clusters Score: Raw -871339.851376 + Penalty 869.336616 = -870470.514759 nChanged 177 SP:Iteration 34Q (8174.100000 sec): 3 clusters Score: Raw -871392.601217 + Penalty 869.336616 = -870523.264601 nChanged 170 SP:Iteration 35Q (8174.290000 sec): 3 clusters Score: Raw -871441.193373 + Penalty 869.336616 = -870571.856757 nChanged 167 SP:Iteration 36Q (8174.530000 sec): 3 clusters Score: Raw -871486.398557 + Penalty 869.336616 = -870617.061941 nChanged 181 SP:Iteration 37Q (8174.760000 sec): 3 clusters Score: Raw -871542.673264 + Penalty 869.336616 = -870673.336648 nChanged 179 SP:Iteration 38Q (8174.980000 sec): 3 clusters Score: Raw -871601.334971 + Penalty 869.336616 = -870731.998355 nChanged 176 SP:Iteration 39Q (8175.190000 sec): 3 clusters Score: Raw -871655.406114 + Penalty 869.336616 = -870786.069498 nChanged 178 SP:Iteration 40F (8175.460000 sec): 3 clusters Score: Raw -871712.664753 + Penalty 869.336616 = -870843.328137 nChanged 169 SP:Iteration 41Q (8175.650000 sec): 3 clusters Score: Raw -871774.097657 + Penalty 869.336616 = -870904.761041 nChanged 189 SP:Iteration 42Q (8175.900000 sec): 3 clusters Score: Raw -871844.945670 + Penalty 869.336616 = -870975.609054 nChanged 196 SP:Iteration 43Q (8176.110000 sec): 3 clusters Score: Raw -871924.530549 + Penalty 869.336616 = -871055.193933 nChanged 201 SP:Iteration 44Q (8176.300000 sec): 3 clusters Score: Raw -872010.295557 + Penalty 869.336616 = -871140.958941 nChanged 193 SP:Iteration 45Q (8176.520000 sec): 3 clusters Score: Raw -872088.140839 + Penalty 869.336616 = -871218.804223 nChanged 168 SP:Iteration 46Q (8176.760000 sec): 3 clusters Score: Raw -872166.946315 + Penalty 869.336616 = -871297.609698 nChanged 195 SP:Iteration 47Q (8176.960000 sec): 3 clusters Score: Raw -872267.790782 + Penalty 869.336616 = -871398.454165 nChanged 203 SP:Iteration 48Q (8177.200000 sec): 3 clusters Score: Raw -872378.375264 + Penalty 869.336616 = -871509.038647 nChanged 196 SP:Iteration 49Q (8177.400000 sec): 3 clusters Score: Raw -872485.269713 + Penalty 869.336616 = -871615.933097 nChanged 186 SP:Iteration 50Q (8177.600000 sec): 3 clusters Score: Raw -872597.212733 + Penalty 869.336616 = -871727.876116 nChanged 181 SP:Iteration 51Q (8177.820000 sec): 3 clusters Score: Raw -872700.778879 + Penalty 869.336616 = -871831.442263 nChanged 154 SP:Iteration 52Q (8178.000000 sec): 3 clusters Score: Raw -872805.049001 + Penalty 869.336616 = -871935.712384 nChanged 133 SP:Iteration 53Q (8178.200000 sec): 3 clusters Score: Raw -872890.349338 + Penalty 869.336616 = -872021.012722 nChanged 96 SP:Iteration 54Q (8178.420000 sec): 3 clusters Score: Raw -872951.919211 + Penalty 869.336616 = -872082.582595 nChanged 70 SP:Iteration 55Q (8178.620000 sec): 3 clusters Score: Raw -872993.057377 + Penalty 869.336616 = -872123.720761 nChanged 54 SP:Iteration 56Q (8178.820000 sec): 3 clusters Score: Raw -873021.041585 + Penalty 869.336616 = -872151.704969 nChanged 52 SP:Iteration 57Q (8179.020000 sec): 3 clusters Score: Raw -873051.183235 + Penalty 869.336616 = -872181.846619 nChanged 37 SP:Iteration 58Q (8179.220000 sec): 3 clusters Score: Raw -873077.117163 + Penalty 869.336616 = -872207.780547 nChanged 26 SP:Iteration 59Q (8179.430000 sec): 3 clusters Score: Raw -873093.079857 + Penalty 869.336616 = -872223.743241 nChanged 20 SP:Iteration 60F (8179.640000 sec): 3 clusters Score: Raw -873107.585932 + Penalty 869.336616 = -872238.249315 nChanged 15 SP:Iteration 61Q (8179.840000 sec): 3 clusters Score: Raw -873122.066954 + Penalty 869.336616 = -872252.730337 nChanged 10 SP:Iteration 62Q (8180.050000 sec): 3 clusters Score: Raw -873131.897980 + Penalty 869.336616 = -872262.561364 nChanged 9 SP:Iteration 63Q (8180.270000 sec): 3 clusters Score: Raw -873138.437048 + Penalty 869.336616 = -872269.100432 nChanged 6 SP:Iteration 64Q (8180.480000 sec): 3 clusters Score: Raw -873142.944414 + Penalty 869.336616 = -872273.607798 nChanged 6 SP:Iteration 65Q (8180.680000 sec): 3 clusters Score: Raw -873147.325239 + Penalty 869.336616 = -872277.988623 nChanged 2 SP:Iteration 66Q (8180.910000 sec): 3 clusters Score: Raw -873147.780500 + Penalty 869.336616 = -872278.443884 nChanged 0 SP:Iteration 67F (8181.180000 sec): 3 clusters Score: Raw -873147.780500 + Penalty 869.336616 = -872278.443884 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8181.310000 sec): 2 clusters Score: Raw -848629.858428 + Penalty 436.683421 = -848193.175007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8181.560000 sec): 3 clusters Score: Raw -839412.995970 + Penalty 873.366842 = -838539.629128 nChanged 6911 SP:Iteration 1F (8181.850000 sec): 3 clusters Score: Raw -844333.905643 + Penalty 873.366842 = -843460.538801 nChanged 1143 SP:Iteration 2F (8182.130000 sec): 3 clusters Score: Raw -845160.224516 + Penalty 873.366842 = -844286.857674 nChanged 1066 SP:Iteration 3F (8182.320000 sec): 3 clusters Score: Raw -845816.873858 + Penalty 873.366842 = -844943.507016 nChanged 825 SP:Iteration 4F (8182.570000 sec): 3 clusters Score: Raw -846256.882540 + Penalty 873.366842 = -845383.515699 nChanged 666 SP:Iteration 5Q (8182.780000 sec): 3 clusters Score: Raw -846552.064752 + Penalty 873.366842 = -845678.697910 nChanged 512 SP:Iteration 6Q (8183.040000 sec): 3 clusters Score: Raw -846732.605066 + Penalty 873.366842 = -845859.238224 nChanged 403 SP:Iteration 7Q (8183.250000 sec): 3 clusters Score: Raw -846855.506291 + Penalty 873.366842 = -845982.139450 nChanged 317 SP:Iteration 8Q (8183.500000 sec): 3 clusters Score: Raw -846947.658011 + Penalty 873.366842 = -846074.291169 nChanged 328 SP:Iteration 9Q (8183.700000 sec): 3 clusters Score: Raw -847040.923053 + Penalty 873.366842 = -846167.556211 nChanged 293 SP:Iteration 10Q (8183.940000 sec): 3 clusters Score: Raw -847121.304524 + Penalty 873.366842 = -846247.937682 nChanged 266 SP:Iteration 11Q (8184.160000 sec): 3 clusters Score: Raw -847185.950885 + Penalty 873.366842 = -846312.584044 nChanged 261 SP:Iteration 12Q (8184.330000 sec): 3 clusters Score: Raw -847247.542653 + Penalty 873.366842 = -846374.175811 nChanged 253 SP:Iteration 13Q (8184.570000 sec): 3 clusters Score: Raw -847309.759683 + Penalty 873.366842 = -846436.392841 nChanged 251 SP:Iteration 14Q (8184.840000 sec): 3 clusters Score: Raw -847371.412949 + Penalty 873.366842 = -846498.046107 nChanged 236 SP:Iteration 15Q (8185.040000 sec): 3 clusters Score: Raw -847427.081115 + Penalty 873.366842 = -846553.714273 nChanged 230 SP:Iteration 16Q (8185.300000 sec): 3 clusters Score: Raw -847487.803547 + Penalty 873.366842 = -846614.436706 nChanged 241 SP:Iteration 17Q (8185.560000 sec): 3 clusters Score: Raw -847548.932734 + Penalty 873.366842 = -846675.565892 nChanged 231 SP:Iteration 18Q (8185.800000 sec): 3 clusters Score: Raw -847609.410806 + Penalty 873.366842 = -846736.043964 nChanged 213 SP:Iteration 19Q (8186.050000 sec): 3 clusters Score: Raw -847664.480683 + Penalty 873.366842 = -846791.113841 nChanged 191 SP:Iteration 20F (8186.280000 sec): 3 clusters Score: Raw -847713.524545 + Penalty 873.366842 = -846840.157703 nChanged 187 SP:Iteration 21Q (8186.550000 sec): 3 clusters Score: Raw -847761.724757 + Penalty 873.366842 = -846888.357915 nChanged 195 SP:Iteration 22Q (8186.770000 sec): 3 clusters Score: Raw -847814.858706 + Penalty 873.366842 = -846941.491864 nChanged 198 SP:Iteration 23Q (8186.970000 sec): 3 clusters Score: Raw -847870.213984 + Penalty 873.366842 = -846996.847142 nChanged 193 SP:Iteration 24Q (8187.180000 sec): 3 clusters Score: Raw -847921.148391 + Penalty 873.366842 = -847047.781549 nChanged 178 SP:Iteration 25Q (8187.390000 sec): 3 clusters Score: Raw -847965.008596 + Penalty 873.366842 = -847091.641754 nChanged 182 SP:Iteration 26Q (8187.600000 sec): 3 clusters Score: Raw -848008.308568 + Penalty 873.366842 = -847134.941726 nChanged 171 SP:Iteration 27Q (8187.840000 sec): 3 clusters Score: Raw -848050.372664 + Penalty 873.366842 = -847177.005822 nChanged 179 SP:Iteration 28Q (8188.030000 sec): 3 clusters Score: Raw -848091.863609 + Penalty 873.366842 = -847218.496767 nChanged 155 SP:Iteration 29Q (8188.260000 sec): 3 clusters Score: Raw -848126.483392 + Penalty 873.366842 = -847253.116551 nChanged 139 SP:Iteration 30Q (8188.470000 sec): 3 clusters Score: Raw -848158.703427 + Penalty 873.366842 = -847285.336585 nChanged 139 SP:Iteration 31Q (8188.700000 sec): 3 clusters Score: Raw -848196.140046 + Penalty 873.366842 = -847322.773204 nChanged 139 SP:Iteration 32Q (8188.850000 sec): 3 clusters Score: Raw -848239.638122 + Penalty 873.366842 = -847366.271280 nChanged 139 SP:Iteration 33Q (8189.060000 sec): 3 clusters Score: Raw -848290.200642 + Penalty 873.366842 = -847416.833800 nChanged 134 SP:Iteration 34Q (8189.230000 sec): 3 clusters Score: Raw -848333.185513 + Penalty 873.366842 = -847459.818671 nChanged 135 SP:Iteration 35Q (8189.490000 sec): 3 clusters Score: Raw -848380.961266 + Penalty 873.366842 = -847507.594424 nChanged 136 SP:Iteration 36Q (8189.780000 sec): 3 clusters Score: Raw -848425.524824 + Penalty 873.366842 = -847552.157982 nChanged 128 SP:Iteration 37Q (8190.010000 sec): 3 clusters Score: Raw -848464.420749 + Penalty 873.366842 = -847591.053907 nChanged 109 SP:Iteration 38Q (8190.220000 sec): 3 clusters Score: Raw -848495.541825 + Penalty 873.366842 = -847622.174983 nChanged 83 SP:Iteration 39Q (8190.460000 sec): 3 clusters Score: Raw -848521.164844 + Penalty 873.366842 = -847647.798002 nChanged 82 SP:Iteration 40F (8190.710000 sec): 3 clusters Score: Raw -848544.692473 + Penalty 873.366842 = -847671.325631 nChanged 74 SP:Iteration 41Q (8190.880000 sec): 3 clusters Score: Raw -848564.323824 + Penalty 873.366842 = -847690.956982 nChanged 67 SP:Iteration 42Q (8191.100000 sec): 3 clusters Score: Raw -848581.179142 + Penalty 873.366842 = -847707.812300 nChanged 63 SP:Iteration 43Q (8191.330000 sec): 3 clusters Score: Raw -848598.478378 + Penalty 873.366842 = -847725.111536 nChanged 61 SP:Iteration 44Q (8191.550000 sec): 3 clusters Score: Raw -848616.241271 + Penalty 873.366842 = -847742.874430 nChanged 56 SP:Iteration 45Q (8191.760000 sec): 3 clusters Score: Raw -848628.971418 + Penalty 873.366842 = -847755.604576 nChanged 53 SP:Iteration 46Q (8192.020000 sec): 3 clusters Score: Raw -848641.578688 + Penalty 873.366842 = -847768.211846 nChanged 39 SP:Iteration 47Q (8192.200000 sec): 3 clusters Score: Raw -848654.179559 + Penalty 873.366842 = -847780.812717 nChanged 43 SP:Iteration 48Q (8192.400000 sec): 3 clusters Score: Raw -848666.956284 + Penalty 873.366842 = -847793.589442 nChanged 40 SP:Iteration 49Q (8192.610000 sec): 3 clusters Score: Raw -848675.006112 + Penalty 873.366842 = -847801.639271 nChanged 35 SP:Iteration 50Q (8192.830000 sec): 3 clusters Score: Raw -848681.473890 + Penalty 873.366842 = -847808.107048 nChanged 21 SP:Iteration 51Q (8193.050000 sec): 3 clusters Score: Raw -848686.947418 + Penalty 873.366842 = -847813.580576 nChanged 34 SP:Iteration 52Q (8193.280000 sec): 3 clusters Score: Raw -848699.404218 + Penalty 873.366842 = -847826.037376 nChanged 36 SP:Iteration 53Q (8193.480000 sec): 3 clusters Score: Raw -848711.965573 + Penalty 873.366842 = -847838.598731 nChanged 36 SP:Iteration 54Q (8193.700000 sec): 3 clusters Score: Raw -848722.628479 + Penalty 873.366842 = -847849.261637 nChanged 32 SP:Iteration 55Q (8193.910000 sec): 3 clusters Score: Raw -848731.295860 + Penalty 873.366842 = -847857.929018 nChanged 26 SP:Iteration 56Q (8194.140000 sec): 3 clusters Score: Raw -848735.868086 + Penalty 873.366842 = -847862.501244 nChanged 17 SP:Iteration 57Q (8194.370000 sec): 3 clusters Score: Raw -848739.255253 + Penalty 873.366842 = -847865.888411 nChanged 12 SP:Iteration 58Q (8194.540000 sec): 3 clusters Score: Raw -848741.366383 + Penalty 873.366842 = -847867.999541 nChanged 9 SP:Iteration 59Q (8194.740000 sec): 3 clusters Score: Raw -848743.603445 + Penalty 873.366842 = -847870.236603 nChanged 7 SP:Iteration 60F (8194.940000 sec): 3 clusters Score: Raw -848744.987469 + Penalty 873.366842 = -847871.620627 nChanged 10 SP:Iteration 61Q (8195.150000 sec): 3 clusters Score: Raw -848747.212195 + Penalty 873.366842 = -847873.845354 nChanged 14 SP:Iteration 62Q (8195.400000 sec): 3 clusters Score: Raw -848751.002951 + Penalty 873.366842 = -847877.636109 nChanged 15 SP:Iteration 63Q (8195.660000 sec): 3 clusters Score: Raw -848754.545713 + Penalty 873.366842 = -847881.178871 nChanged 12 SP:Iteration 64Q (8195.820000 sec): 3 clusters Score: Raw -848757.795630 + Penalty 873.366842 = -847884.428788 nChanged 12 SP:Iteration 65Q (8196.020000 sec): 3 clusters Score: Raw -848760.399501 + Penalty 873.366842 = -847887.032659 nChanged 10 SP:Iteration 66Q (8196.240000 sec): 3 clusters Score: Raw -848761.805977 + Penalty 873.366842 = -847888.439135 nChanged 6 SP:Iteration 67Q (8196.450000 sec): 3 clusters Score: Raw -848762.377425 + Penalty 873.366842 = -847889.010583 nChanged 2 SP:Iteration 68Q (8196.650000 sec): 3 clusters Score: Raw -848762.528643 + Penalty 873.366842 = -847889.161801 nChanged 0 SP:Iteration 69F (8196.840000 sec): 3 clusters Score: Raw -848762.528643 + Penalty 873.366842 = -847889.161801 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8196.930000 sec): 2 clusters Score: Raw -28182.066097 + Penalty 283.397251 = -27898.668847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8197.080000 sec): 3 clusters Score: Raw -27975.949780 + Penalty 566.794501 = -27409.155278 nChanged 185 SP:Iteration 1F (8197.240000 sec): 3 clusters Score: Raw -28134.895052 + Penalty 566.794501 = -27568.100550 nChanged 51 SP:Iteration 2F (8197.420000 sec): 3 clusters Score: Raw -28180.713664 + Penalty 566.794501 = -27613.919162 nChanged 26 SP:Iteration 3F (8197.630000 sec): 3 clusters Score: Raw -28197.975909 + Penalty 566.794501 = -27631.181408 nChanged 19 SP:Iteration 4Q (8197.770000 sec): 3 clusters Score: Raw -28212.110361 + Penalty 566.794501 = -27645.315860 nChanged 14 SP:Iteration 5Q (8197.980000 sec): 3 clusters Score: Raw -28225.378703 + Penalty 566.794501 = -27658.584202 nChanged 8 SP:Iteration 6Q (8198.160000 sec): 3 clusters Score: Raw -28232.276706 + Penalty 566.794501 = -27665.482205 nChanged 9 SP:Iteration 7Q (8198.350000 sec): 3 clusters Score: Raw -28240.036170 + Penalty 566.794501 = -27673.241668 nChanged 6 SP:Iteration 8Q (8198.540000 sec): 3 clusters Score: Raw -28246.961970 + Penalty 566.794501 = -27680.167468 nChanged 3 SP:Iteration 9Q (8198.690000 sec): 3 clusters Score: Raw -28248.279451 + Penalty 566.794501 = -27681.484950 nChanged 5 SP:Iteration 10Q (8198.850000 sec): 3 clusters Score: Raw -28251.684582 + Penalty 566.794501 = -27684.890081 nChanged 8 SP:Iteration 11Q (8199.050000 sec): 3 clusters Score: Raw -28256.042888 + Penalty 566.794501 = -27689.248387 nChanged 4 SP:Iteration 12Q (8199.250000 sec): 3 clusters Score: Raw -28261.350243 + Penalty 566.794501 = -27694.555741 nChanged 4 SP:Iteration 13Q (8199.450000 sec): 3 clusters Score: Raw -28265.452695 + Penalty 566.794501 = -27698.658193 nChanged 4 SP:Iteration 14Q (8199.640000 sec): 3 clusters Score: Raw -28268.437894 + Penalty 566.794501 = -27701.643392 nChanged 3 SP:Iteration 15Q (8199.850000 sec): 3 clusters Score: Raw -28273.184280 + Penalty 566.794501 = -27706.389779 nChanged 2 SP:Iteration 16Q (8200.020000 sec): 3 clusters Score: Raw -28279.620389 + Penalty 566.794501 = -27712.825887 nChanged 3 SP:Iteration 17Q (8200.200000 sec): 3 clusters Score: Raw -28281.130518 + Penalty 566.794501 = -27714.336017 nChanged 3 SP:Iteration 18Q (8200.410000 sec): 3 clusters Score: Raw -28283.453068 + Penalty 566.794501 = -27716.658567 nChanged 3 SP:Iteration 19Q (8200.610000 sec): 3 clusters Score: Raw -28285.368819 + Penalty 566.794501 = -27718.574318 nChanged 1 SP:Iteration 20F (8200.790000 sec): 3 clusters Score: Raw -28285.902558 + Penalty 566.794501 = -27719.108057 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8200.870000 sec): 2 clusters Score: Raw -7404.237360 + Penalty 218.582958 = -7185.654402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8201.040000 sec): 3 clusters Score: Raw -7399.257496 + Penalty 437.165915 = -6962.091581 nChanged 25 SP:Iteration 1F (8201.250000 sec): 3 clusters Score: Raw -7438.915969 + Penalty 437.165915 = -7001.750054 nChanged 1 SP:Iteration 2Q (8201.410000 sec): 3 clusters Score: Raw -7439.209750 + Penalty 437.165915 = -7002.043835 nChanged 0 SP:Iteration 3F (8201.640000 sec): 3 clusters Score: Raw -7439.209750 + Penalty 437.165915 = -7002.043835 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8201.690000 sec): 2 clusters Score: Raw -6722.948164 + Penalty 230.348074 = -6492.600090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8201.890000 sec): 3 clusters Score: Raw -6702.605221 + Penalty 460.696148 = -6241.909073 nChanged 32 SP:Iteration 1F (8202.050000 sec): 3 clusters Score: Raw -6753.424556 + Penalty 460.696148 = -6292.728408 nChanged 14 SP:Iteration 2F (8202.270000 sec): 3 clusters Score: Raw -6800.940384 + Penalty 460.696148 = -6340.244236 nChanged 7 SP:Iteration 3Q (8202.450000 sec): 3 clusters Score: Raw -6812.005865 + Penalty 460.696148 = -6351.309717 nChanged 3 SP:Iteration 4Q (8202.620000 sec): 3 clusters Score: Raw -6815.658978 + Penalty 460.696148 = -6354.962830 nChanged 1 SP:Iteration 5Q (8202.800000 sec): 3 clusters Score: Raw -6816.788021 + Penalty 460.696148 = -6356.091873 nChanged 0 SP:Iteration 6F (8202.960000 sec): 3 clusters Score: Raw -6816.788021 + Penalty 460.696148 = -6356.091873 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8203.050000 sec): 2 clusters Score: Raw -18985.647166 + Penalty 264.542939 = -18721.104226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8203.280000 sec): 3 clusters Score: Raw -18926.676270 + Penalty 529.085878 = -18397.590392 nChanged 112 SP:Iteration 1F (8203.410000 sec): 3 clusters Score: Raw -19092.173101 + Penalty 529.085878 = -18563.087222 nChanged 23 SP:Iteration 2F (8203.540000 sec): 3 clusters Score: Raw -19135.885684 + Penalty 529.085878 = -18606.799806 nChanged 9 SP:Iteration 3Q (8203.730000 sec): 3 clusters Score: Raw -19146.396135 + Penalty 529.085878 = -18617.310257 nChanged 3 SP:Iteration 4Q (8203.940000 sec): 3 clusters Score: Raw -19148.520383 + Penalty 529.085878 = -18619.434505 nChanged 3 SP:Iteration 5Q (8204.090000 sec): 3 clusters Score: Raw -19151.827516 + Penalty 529.085878 = -18622.741637 nChanged 2 SP:Iteration 6Q (8204.290000 sec): 3 clusters Score: Raw -19153.141358 + Penalty 529.085878 = -18624.055480 nChanged 2 SP:Iteration 7Q (8204.450000 sec): 3 clusters Score: Raw -19153.664482 + Penalty 529.085878 = -18624.578603 nChanged 1 SP:Iteration 8Q (8204.640000 sec): 3 clusters Score: Raw -19154.037420 + Penalty 529.085878 = -18624.951542 nChanged 1 SP:Iteration 9Q (8204.810000 sec): 3 clusters Score: Raw -19154.476425 + Penalty 529.085878 = -18625.390546 nChanged 2 SP:Iteration 10Q (8204.970000 sec): 3 clusters Score: Raw -19155.652905 + Penalty 529.085878 = -18626.567027 nChanged 2 SP:Iteration 11Q (8205.190000 sec): 3 clusters Score: Raw -19157.237243 + Penalty 529.085878 = -18628.151365 nChanged 1 SP:Iteration 12Q (8205.350000 sec): 3 clusters Score: Raw -19157.791870 + Penalty 529.085878 = -18628.705991 nChanged 0 SP:Iteration 13F (8205.530000 sec): 3 clusters Score: Raw -19157.791870 + Penalty 529.085878 = -18628.705991 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8205.600000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8205.780000 sec): 3 clusters Score: Raw -198810.955047 + Penalty 733.652700 = -198077.302347 nChanged 1376 SP:Iteration 1F (8205.980000 sec): 3 clusters Score: Raw -199550.947118 + Penalty 733.652700 = -198817.294418 nChanged 207 SP:Iteration 2F (8206.150000 sec): 3 clusters Score: Raw -199641.202233 + Penalty 733.652700 = -198907.549533 nChanged 177 SP:Iteration 3F (8206.360000 sec): 3 clusters Score: Raw -199719.020307 + Penalty 733.652700 = -198985.367607 nChanged 169 SP:Iteration 4F (8206.510000 sec): 3 clusters Score: Raw -199796.496030 + Penalty 733.652700 = -199062.843330 nChanged 153 SP:Iteration 5Q (8206.700000 sec): 3 clusters Score: Raw -199871.767845 + Penalty 733.652700 = -199138.115145 nChanged 126 SP:Iteration 6Q (8206.890000 sec): 3 clusters Score: Raw -199942.361767 + Penalty 733.652700 = -199208.709067 nChanged 118 SP:Iteration 7Q (8207.050000 sec): 3 clusters Score: Raw -200011.299921 + Penalty 733.652700 = -199277.647221 nChanged 109 SP:Iteration 8Q (8207.250000 sec): 3 clusters Score: Raw -200086.731987 + Penalty 733.652700 = -199353.079287 nChanged 115 SP:Iteration 9Q (8207.440000 sec): 3 clusters Score: Raw -200153.073048 + Penalty 733.652700 = -199419.420348 nChanged 90 SP:Iteration 10Q (8207.610000 sec): 3 clusters Score: Raw -200198.578129 + Penalty 733.652700 = -199464.925429 nChanged 83 SP:Iteration 11Q (8207.790000 sec): 3 clusters Score: Raw -200224.706191 + Penalty 733.652700 = -199491.053491 nChanged 45 SP:Iteration 12Q (8208.030000 sec): 3 clusters Score: Raw -200235.897952 + Penalty 733.652700 = -199502.245252 nChanged 36 SP:Iteration 13Q (8208.180000 sec): 3 clusters Score: Raw -200243.830971 + Penalty 733.652700 = -199510.178271 nChanged 22 SP:Iteration 14Q (8208.370000 sec): 3 clusters Score: Raw -200248.444434 + Penalty 733.652700 = -199514.791734 nChanged 16 SP:Iteration 15Q (8208.510000 sec): 3 clusters Score: Raw -200251.786091 + Penalty 733.652700 = -199518.133391 nChanged 13 SP:Iteration 16Q (8208.680000 sec): 3 clusters Score: Raw -200254.329776 + Penalty 733.652700 = -199520.677076 nChanged 16 SP:Iteration 17Q (8208.880000 sec): 3 clusters Score: Raw -200257.080659 + Penalty 733.652700 = -199523.427959 nChanged 13 SP:Iteration 18Q (8209.070000 sec): 3 clusters Score: Raw -200258.441092 + Penalty 733.652700 = -199524.788392 nChanged 8 SP:Iteration 19Q (8209.260000 sec): 3 clusters Score: Raw -200259.269926 + Penalty 733.652700 = -199525.617226 nChanged 7 SP:Iteration 20F (8209.410000 sec): 3 clusters Score: Raw -200261.460410 + Penalty 733.652700 = -199527.807710 nChanged 9 SP:Iteration 21Q (8209.580000 sec): 3 clusters Score: Raw -200263.320337 + Penalty 733.652700 = -199529.667637 nChanged 7 SP:Iteration 22Q (8209.780000 sec): 3 clusters Score: Raw -200264.333215 + Penalty 733.652700 = -199530.680515 nChanged 5 SP:Iteration 23Q (8209.940000 sec): 3 clusters Score: Raw -200264.850046 + Penalty 733.652700 = -199531.197346 nChanged 6 SP:Iteration 24Q (8210.110000 sec): 3 clusters Score: Raw -200265.575170 + Penalty 733.652700 = -199531.922470 nChanged 10 SP:Iteration 25Q (8210.310000 sec): 3 clusters Score: Raw -200267.454985 + Penalty 733.652700 = -199533.802285 nChanged 13 SP:Iteration 26Q (8210.500000 sec): 3 clusters Score: Raw -200269.235069 + Penalty 733.652700 = -199535.582369 nChanged 7 SP:Iteration 27Q (8210.700000 sec): 3 clusters Score: Raw -200269.907031 + Penalty 733.652700 = -199536.254331 nChanged 3 SP:Iteration 28Q (8210.900000 sec): 3 clusters Score: Raw -200270.185052 + Penalty 733.652700 = -199536.532352 nChanged 3 SP:Iteration 29Q (8211.090000 sec): 3 clusters Score: Raw -200270.450793 + Penalty 733.652700 = -199536.798093 nChanged 5 SP:Iteration 30Q (8211.280000 sec): 3 clusters Score: Raw -200270.905973 + Penalty 733.652700 = -199537.253273 nChanged 6 SP:Iteration 31Q (8211.500000 sec): 3 clusters Score: Raw -200271.538718 + Penalty 733.652700 = -199537.886018 nChanged 5 SP:Iteration 32Q (8211.750000 sec): 3 clusters Score: Raw -200272.233274 + Penalty 733.652700 = -199538.580574 nChanged 5 SP:Iteration 33Q (8211.920000 sec): 3 clusters Score: Raw -200272.795740 + Penalty 733.652700 = -199539.143040 nChanged 3 SP:Iteration 34Q (8212.120000 sec): 3 clusters Score: Raw -200273.105448 + Penalty 733.652700 = -199539.452748 nChanged 1 SP:Iteration 35Q (8212.340000 sec): 3 clusters Score: Raw -200273.165576 + Penalty 733.652700 = -199539.512876 nChanged 0 SP:Iteration 36F (8212.510000 sec): 3 clusters Score: Raw -200273.165576 + Penalty 733.652700 = -199539.512876 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8212.630000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8212.800000 sec): 3 clusters Score: Raw -7108.649024 + Penalty 440.821025 = -6667.827999 nChanged 32 SP:Iteration 1F (8212.960000 sec): 3 clusters Score: Raw -7163.429292 + Penalty 440.821025 = -6722.608267 nChanged 5 SP:Iteration 2Q (8213.140000 sec): 3 clusters Score: Raw -7168.655083 + Penalty 440.821025 = -6727.834058 nChanged 2 SP:Iteration 3Q (8213.320000 sec): 3 clusters Score: Raw -7171.379094 + Penalty 440.821025 = -6730.558069 nChanged 0 SP:Iteration 4F (8213.470000 sec): 3 clusters Score: Raw -7171.379094 + Penalty 440.821025 = -6730.558069 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8213.580000 sec): 2 clusters Score: Raw -6001.636038 + Penalty 219.688275 = -5781.947763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8213.800000 sec): 3 clusters Score: Raw -6005.019633 + Penalty 439.376550 = -5565.643083 nChanged 32 SP:Iteration 1F (8213.960000 sec): 3 clusters Score: Raw -6059.917396 + Penalty 439.376550 = -5620.540846 nChanged 5 SP:Iteration 2Q (8214.190000 sec): 3 clusters Score: Raw -6072.562337 + Penalty 439.376550 = -5633.185787 nChanged 2 SP:Iteration 3Q (8214.340000 sec): 3 clusters Score: Raw -6074.256364 + Penalty 439.376550 = -5634.879814 nChanged 3 SP:Iteration 4Q (8214.590000 sec): 3 clusters Score: Raw -6077.615757 + Penalty 439.376550 = -5638.239207 nChanged 2 SP:Iteration 5Q (8214.760000 sec): 3 clusters Score: Raw -6079.360875 + Penalty 439.376550 = -5639.984325 nChanged 2 SP:Iteration 6Q (8214.940000 sec): 3 clusters Score: Raw -6084.894771 + Penalty 439.376550 = -5645.518221 nChanged 1 SP:Iteration 7Q (8215.180000 sec): 3 clusters Score: Raw -6086.287817 + Penalty 439.376550 = -5646.911267 nChanged 2 SP:Iteration 8Q (8215.340000 sec): 3 clusters Score: Raw -6087.252821 + Penalty 439.376550 = -5647.876271 nChanged 0 SP:Iteration 9F (8215.570000 sec): 3 clusters Score: Raw -6087.252821 + Penalty 439.376550 = -5647.876271 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8215.720000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8215.870000 sec): 3 clusters Score: Raw -19603.503146 + Penalty 532.550426 = -19070.952720 nChanged 119 SP:Iteration 1F (8216.080000 sec): 3 clusters Score: Raw -19707.448060 + Penalty 532.550426 = -19174.897634 nChanged 25 SP:Iteration 2F (8216.240000 sec): 3 clusters Score: Raw -19731.289557 + Penalty 532.550426 = -19198.739132 nChanged 13 SP:Iteration 3Q (8216.440000 sec): 3 clusters Score: Raw -19749.249690 + Penalty 532.550426 = -19216.699264 nChanged 15 SP:Iteration 4Q (8216.600000 sec): 3 clusters Score: Raw -19775.615081 + Penalty 532.550426 = -19243.064655 nChanged 16 SP:Iteration 5Q (8216.780000 sec): 3 clusters Score: Raw -19799.559947 + Penalty 532.550426 = -19267.009522 nChanged 8 SP:Iteration 6Q (8216.930000 sec): 3 clusters Score: Raw -19805.198688 + Penalty 532.550426 = -19272.648262 nChanged 5 SP:Iteration 7Q (8217.170000 sec): 3 clusters Score: Raw -19811.564952 + Penalty 532.550426 = -19279.014527 nChanged 8 SP:Iteration 8Q (8217.330000 sec): 3 clusters Score: Raw -19817.305090 + Penalty 532.550426 = -19284.754664 nChanged 8 SP:Iteration 9Q (8217.520000 sec): 3 clusters Score: Raw -19823.060863 + Penalty 532.550426 = -19290.510438 nChanged 9 SP:Iteration 10Q (8217.690000 sec): 3 clusters Score: Raw -19828.496656 + Penalty 532.550426 = -19295.946230 nChanged 5 SP:Iteration 11Q (8217.850000 sec): 3 clusters Score: Raw -19832.386275 + Penalty 532.550426 = -19299.835849 nChanged 3 SP:Iteration 12Q (8218.030000 sec): 3 clusters Score: Raw -19834.186314 + Penalty 532.550426 = -19301.635888 nChanged 2 SP:Iteration 13Q (8218.220000 sec): 3 clusters Score: Raw -19835.825034 + Penalty 532.550426 = -19303.274609 nChanged 4 SP:Iteration 14Q (8218.400000 sec): 3 clusters Score: Raw -19837.882200 + Penalty 532.550426 = -19305.331774 nChanged 0 SP:Iteration 15F (8218.600000 sec): 3 clusters Score: Raw -19837.882200 + Penalty 532.550426 = -19305.331774 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8218.700000 sec): 2 clusters Score: Raw -11834.350317 + Penalty 242.418366 = -11591.931951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8218.880000 sec): 3 clusters Score: Raw -11796.841102 + Penalty 484.836731 = -11312.004371 nChanged 57 SP:Iteration 1F (8219.080000 sec): 3 clusters Score: Raw -11869.841931 + Penalty 484.836731 = -11385.005199 nChanged 12 SP:Iteration 2F (8219.270000 sec): 3 clusters Score: Raw -11885.170881 + Penalty 484.836731 = -11400.334150 nChanged 7 SP:Iteration 3Q (8219.470000 sec): 3 clusters Score: Raw -11895.100021 + Penalty 484.836731 = -11410.263289 nChanged 2 SP:Iteration 4Q (8219.640000 sec): 3 clusters Score: Raw -11897.297400 + Penalty 484.836731 = -11412.460668 nChanged 1 SP:Iteration 5Q (8219.820000 sec): 3 clusters Score: Raw -11897.684260 + Penalty 484.836731 = -11412.847529 nChanged 0 SP:Iteration 6F (8220.010000 sec): 3 clusters Score: Raw -11897.684260 + Penalty 484.836731 = -11412.847529 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8220.080000 sec): 2 clusters Score: Raw -231199.121452 + Penalty 379.120030 = -230820.001422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8220.290000 sec): 3 clusters Score: Raw -228774.280455 + Penalty 758.240060 = -228016.040395 nChanged 1847 SP:Iteration 1F (8220.490000 sec): 3 clusters Score: Raw -229904.449865 + Penalty 758.240060 = -229146.209805 nChanged 262 SP:Iteration 2F (8220.660000 sec): 3 clusters Score: Raw -230056.337286 + Penalty 758.240060 = -229298.097226 nChanged 213 SP:Iteration 3F (8220.860000 sec): 3 clusters Score: Raw -230195.499335 + Penalty 758.240060 = -229437.259275 nChanged 209 SP:Iteration 4F (8221.020000 sec): 3 clusters Score: Raw -230346.522985 + Penalty 758.240060 = -229588.282925 nChanged 211 SP:Iteration 5F (8221.200000 sec): 3 clusters Score: Raw -230520.707586 + Penalty 758.240060 = -229762.467526 nChanged 209 SP:Iteration 6F (8221.380000 sec): 3 clusters Score: Raw -230669.627769 + Penalty 758.240060 = -229911.387709 nChanged 186 SP:Iteration 7Q (8221.540000 sec): 3 clusters Score: Raw -230810.946771 + Penalty 758.240060 = -230052.706710 nChanged 175 SP:Iteration 8Q (8221.720000 sec): 3 clusters Score: Raw -230951.819233 + Penalty 758.240060 = -230193.579173 nChanged 149 SP:Iteration 9Q (8221.940000 sec): 3 clusters Score: Raw -231064.654682 + Penalty 758.240060 = -230306.414622 nChanged 109 SP:Iteration 10Q (8222.080000 sec): 3 clusters Score: Raw -231145.581829 + Penalty 758.240060 = -230387.341769 nChanged 84 SP:Iteration 11Q (8222.270000 sec): 3 clusters Score: Raw -231207.280508 + Penalty 758.240060 = -230449.040448 nChanged 68 SP:Iteration 12Q (8222.440000 sec): 3 clusters Score: Raw -231267.815866 + Penalty 758.240060 = -230509.575806 nChanged 52 SP:Iteration 13Q (8222.680000 sec): 3 clusters Score: Raw -231309.379813 + Penalty 758.240060 = -230551.139753 nChanged 34 SP:Iteration 14Q (8222.870000 sec): 3 clusters Score: Raw -231349.498354 + Penalty 758.240060 = -230591.258294 nChanged 24 SP:Iteration 15Q (8223.050000 sec): 3 clusters Score: Raw -231402.229599 + Penalty 758.240060 = -230643.989539 nChanged 22 SP:Iteration 16Q (8223.220000 sec): 3 clusters Score: Raw -231436.094359 + Penalty 758.240060 = -230677.854299 nChanged 23 SP:Iteration 17Q (8223.380000 sec): 3 clusters Score: Raw -231464.706098 + Penalty 758.240060 = -230706.466038 nChanged 20 SP:Iteration 18Q (8223.560000 sec): 3 clusters Score: Raw -231483.321418 + Penalty 758.240060 = -230725.081358 nChanged 12 SP:Iteration 19Q (8223.760000 sec): 3 clusters Score: Raw -231490.141119 + Penalty 758.240060 = -230731.901059 nChanged 7 SP:Iteration 20F (8223.920000 sec): 3 clusters Score: Raw -231493.248626 + Penalty 758.240060 = -230735.008566 nChanged 3 SP:Iteration 21Q (8224.120000 sec): 3 clusters Score: Raw -231495.242948 + Penalty 758.240060 = -230737.002888 nChanged 1 SP:Iteration 22Q (8224.290000 sec): 3 clusters Score: Raw -231496.391630 + Penalty 758.240060 = -230738.151570 nChanged 2 SP:Iteration 23Q (8224.500000 sec): 3 clusters Score: Raw -231498.044765 + Penalty 758.240060 = -230739.804705 nChanged 2 SP:Iteration 24Q (8224.680000 sec): 3 clusters Score: Raw -231499.836573 + Penalty 758.240060 = -230741.596513 nChanged 3 SP:Iteration 25Q (8224.870000 sec): 3 clusters Score: Raw -231503.175277 + Penalty 758.240060 = -230744.935217 nChanged 5 SP:Iteration 26Q (8225.000000 sec): 3 clusters Score: Raw -231504.750069 + Penalty 758.240060 = -230746.510009 nChanged 0 SP:Iteration 27F (8225.190000 sec): 3 clusters Score: Raw -231504.750069 + Penalty 758.240060 = -230746.510009 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8225.320000 sec): 2 clusters Score: Raw -5091.259442 + Penalty 216.288354 = -4874.971088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8225.490000 sec): 3 clusters Score: Raw -5106.873119 + Penalty 432.576707 = -4674.296411 nChanged 33 SP:Iteration 1F (8225.680000 sec): 3 clusters Score: Raw -5186.532713 + Penalty 432.576707 = -4753.956006 nChanged 7 SP:Iteration 2F (8225.880000 sec): 3 clusters Score: Raw -5209.777319 + Penalty 432.576707 = -4777.200612 nChanged 4 SP:Iteration 3Q (8226.050000 sec): 3 clusters Score: Raw -5219.768466 + Penalty 432.576707 = -4787.191759 nChanged 2 SP:Iteration 4Q (8226.240000 sec): 3 clusters Score: Raw -5226.778555 + Penalty 432.576707 = -4794.201847 nChanged 2 SP:Iteration 5Q (8226.410000 sec): 3 clusters Score: Raw -5230.716333 + Penalty 432.576707 = -4798.139625 nChanged 0 SP:Iteration 6F (8226.630000 sec): 3 clusters Score: Raw -5230.716333 + Penalty 432.576707 = -4798.139625 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8226.730000 sec): 2 clusters Score: Raw -8289.424582 + Penalty 225.490131 = -8063.934451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8226.910000 sec): 3 clusters Score: Raw -8259.918916 + Penalty 450.980262 = -7808.938653 nChanged 36 SP:Iteration 1F (8227.150000 sec): 3 clusters Score: Raw -8308.317408 + Penalty 450.980262 = -7857.337146 nChanged 14 SP:Iteration 2F (8227.330000 sec): 3 clusters Score: Raw -8336.862759 + Penalty 450.980262 = -7885.882497 nChanged 5 SP:Iteration 3Q (8227.500000 sec): 3 clusters Score: Raw -8342.547519 + Penalty 450.980262 = -7891.567257 nChanged 0 SP:Iteration 4F (8227.710000 sec): 3 clusters Score: Raw -8342.547519 + Penalty 450.980262 = -7891.567257 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8227.780000 sec): 2 clusters Score: Raw -49188.862071 + Penalty 306.477991 = -48882.384081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8228.000000 sec): 3 clusters Score: Raw -48788.260478 + Penalty 612.955981 = -48175.304496 nChanged 299 SP:Iteration 1F (8228.170000 sec): 3 clusters Score: Raw -48957.063667 + Penalty 612.955981 = -48344.107685 nChanged 61 SP:Iteration 2F (8228.330000 sec): 3 clusters Score: Raw -49005.947588 + Penalty 612.955981 = -48392.991607 nChanged 55 SP:Iteration 3F (8228.530000 sec): 3 clusters Score: Raw -49030.122938 + Penalty 612.955981 = -48417.166956 nChanged 36 SP:Iteration 4Q (8228.660000 sec): 3 clusters Score: Raw -49048.111979 + Penalty 612.955981 = -48435.155998 nChanged 29 SP:Iteration 5Q (8228.810000 sec): 3 clusters Score: Raw -49064.423356 + Penalty 612.955981 = -48451.467374 nChanged 29 SP:Iteration 6Q (8228.960000 sec): 3 clusters Score: Raw -49080.869597 + Penalty 612.955981 = -48467.913616 nChanged 33 SP:Iteration 7Q (8229.160000 sec): 3 clusters Score: Raw -49099.170606 + Penalty 612.955981 = -48486.214625 nChanged 29 SP:Iteration 8Q (8229.340000 sec): 3 clusters Score: Raw -49115.139349 + Penalty 612.955981 = -48502.183367 nChanged 24 SP:Iteration 9Q (8229.530000 sec): 3 clusters Score: Raw -49129.142514 + Penalty 612.955981 = -48516.186533 nChanged 25 SP:Iteration 10Q (8229.710000 sec): 3 clusters Score: Raw -49146.842317 + Penalty 612.955981 = -48533.886335 nChanged 23 SP:Iteration 11Q (8229.890000 sec): 3 clusters Score: Raw -49166.524031 + Penalty 612.955981 = -48553.568050 nChanged 16 SP:Iteration 12Q (8230.070000 sec): 3 clusters Score: Raw -49184.546570 + Penalty 612.955981 = -48571.590589 nChanged 25 SP:Iteration 13Q (8230.260000 sec): 3 clusters Score: Raw -49202.594685 + Penalty 612.955981 = -48589.638704 nChanged 20 SP:Iteration 14Q (8230.450000 sec): 3 clusters Score: Raw -49220.279293 + Penalty 612.955981 = -48607.323312 nChanged 14 SP:Iteration 15Q (8230.590000 sec): 3 clusters Score: Raw -49234.590965 + Penalty 612.955981 = -48621.634984 nChanged 9 SP:Iteration 16Q (8230.750000 sec): 3 clusters Score: Raw -49240.200270 + Penalty 612.955981 = -48627.244289 nChanged 7 SP:Iteration 17Q (8230.960000 sec): 3 clusters Score: Raw -49247.985747 + Penalty 612.955981 = -48635.029765 nChanged 3 SP:Iteration 18Q (8231.110000 sec): 3 clusters Score: Raw -49249.116124 + Penalty 612.955981 = -48636.160143 nChanged 3 SP:Iteration 19Q (8231.280000 sec): 3 clusters Score: Raw -49251.102602 + Penalty 612.955981 = -48638.146621 nChanged 0 SP:Iteration 20F (8231.490000 sec): 3 clusters Score: Raw -49251.102602 + Penalty 612.955981 = -48638.146621 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8231.560000 sec): 2 clusters Score: Raw -24889.767335 + Penalty 277.970765 = -24611.796570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8231.790000 sec): 3 clusters Score: Raw -24720.421163 + Penalty 555.941530 = -24164.479633 nChanged 157 SP:Iteration 1F (8231.970000 sec): 3 clusters Score: Raw -24854.735718 + Penalty 555.941530 = -24298.794188 nChanged 31 SP:Iteration 2F (8232.160000 sec): 3 clusters Score: Raw -24881.543646 + Penalty 555.941530 = -24325.602116 nChanged 13 SP:Iteration 3Q (8232.330000 sec): 3 clusters Score: Raw -24889.750166 + Penalty 555.941530 = -24333.808636 nChanged 12 SP:Iteration 4Q (8232.520000 sec): 3 clusters Score: Raw -24898.373094 + Penalty 555.941530 = -24342.431564 nChanged 6 SP:Iteration 5Q (8232.710000 sec): 3 clusters Score: Raw -24907.891046 + Penalty 555.941530 = -24351.949516 nChanged 12 SP:Iteration 6Q (8232.890000 sec): 3 clusters Score: Raw -24919.512008 + Penalty 555.941530 = -24363.570478 nChanged 8 SP:Iteration 7Q (8233.090000 sec): 3 clusters Score: Raw -24926.080131 + Penalty 555.941530 = -24370.138601 nChanged 5 SP:Iteration 8Q (8233.230000 sec): 3 clusters Score: Raw -24932.200149 + Penalty 555.941530 = -24376.258619 nChanged 4 SP:Iteration 9Q (8233.440000 sec): 3 clusters Score: Raw -24935.529790 + Penalty 555.941530 = -24379.588260 nChanged 4 SP:Iteration 10Q (8233.610000 sec): 3 clusters Score: Raw -24940.062163 + Penalty 555.941530 = -24384.120633 nChanged 3 SP:Iteration 11Q (8233.760000 sec): 3 clusters Score: Raw -24941.705286 + Penalty 555.941530 = -24385.763756 nChanged 1 SP:Iteration 12Q (8233.920000 sec): 3 clusters Score: Raw -24942.542785 + Penalty 555.941530 = -24386.601255 nChanged 1 SP:Iteration 13Q (8234.120000 sec): 3 clusters Score: Raw -24943.193075 + Penalty 555.941530 = -24387.251545 nChanged 2 SP:Iteration 14Q (8234.300000 sec): 3 clusters Score: Raw -24944.938436 + Penalty 555.941530 = -24388.996906 nChanged 4 SP:Iteration 15Q (8234.460000 sec): 3 clusters Score: Raw -24951.346207 + Penalty 555.941530 = -24395.404677 nChanged 6 SP:Iteration 16Q (8234.660000 sec): 3 clusters Score: Raw -24961.116528 + Penalty 555.941530 = -24405.174998 nChanged 5 SP:Iteration 17Q (8234.800000 sec): 3 clusters Score: Raw -24965.934208 + Penalty 555.941530 = -24409.992678 nChanged 4 SP:Iteration 18Q (8235.020000 sec): 3 clusters Score: Raw -24972.620634 + Penalty 555.941530 = -24416.679104 nChanged 3 SP:Iteration 19Q (8235.170000 sec): 3 clusters Score: Raw -24974.077355 + Penalty 555.941530 = -24418.135825 nChanged 1 SP:Iteration 20F (8235.360000 sec): 3 clusters Score: Raw -24975.956037 + Penalty 555.941530 = -24420.014507 nChanged 3 SP:Iteration 21Q (8235.560000 sec): 3 clusters Score: Raw -24982.156905 + Penalty 555.941530 = -24426.215375 nChanged 2 SP:Iteration 22Q (8235.730000 sec): 3 clusters Score: Raw -24985.142742 + Penalty 555.941530 = -24429.201212 nChanged 1 SP:Iteration 23Q (8235.950000 sec): 3 clusters Score: Raw -24988.511605 + Penalty 555.941530 = -24432.570075 nChanged 3 SP:Iteration 24Q (8236.100000 sec): 3 clusters Score: Raw -24992.506037 + Penalty 555.941530 = -24436.564507 nChanged 2 SP:Iteration 25Q (8236.250000 sec): 3 clusters Score: Raw -25000.884782 + Penalty 555.941530 = -24444.943252 nChanged 3 SP:Iteration 26Q (8236.410000 sec): 3 clusters Score: Raw -25003.824989 + Penalty 555.941530 = -24447.883459 nChanged 2 SP:Iteration 27Q (8236.580000 sec): 3 clusters Score: Raw -25004.453256 + Penalty 555.941530 = -24448.511726 nChanged 2 SP:Iteration 28Q (8236.750000 sec): 3 clusters Score: Raw -25004.963609 + Penalty 555.941530 = -24449.022079 nChanged 0 SP:Iteration 29F (8237.010000 sec): 3 clusters Score: Raw -25004.963609 + Penalty 555.941530 = -24449.022079 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8237.060000 sec): 2 clusters Score: Raw -50256.230431 + Penalty 305.273347 = -49950.957084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8237.290000 sec): 3 clusters Score: Raw -49873.520153 + Penalty 610.546695 = -49262.973458 nChanged 313 SP:Iteration 1F (8237.430000 sec): 3 clusters Score: Raw -50099.066410 + Penalty 610.546695 = -49488.519715 nChanged 66 SP:Iteration 2F (8237.680000 sec): 3 clusters Score: Raw -50148.935245 + Penalty 610.546695 = -49538.388550 nChanged 43 SP:Iteration 3F (8237.820000 sec): 3 clusters Score: Raw -50178.214119 + Penalty 610.546695 = -49567.667424 nChanged 25 SP:Iteration 4Q (8238.070000 sec): 3 clusters Score: Raw -50196.412373 + Penalty 610.546695 = -49585.865679 nChanged 19 SP:Iteration 5Q (8238.280000 sec): 3 clusters Score: Raw -50210.565559 + Penalty 610.546695 = -49600.018864 nChanged 19 SP:Iteration 6Q (8238.430000 sec): 3 clusters Score: Raw -50221.953110 + Penalty 610.546695 = -49611.406415 nChanged 26 SP:Iteration 7Q (8238.610000 sec): 3 clusters Score: Raw -50239.821750 + Penalty 610.546695 = -49629.275055 nChanged 23 SP:Iteration 8Q (8238.830000 sec): 3 clusters Score: Raw -50255.970155 + Penalty 610.546695 = -49645.423460 nChanged 22 SP:Iteration 9Q (8239.010000 sec): 3 clusters Score: Raw -50269.088375 + Penalty 610.546695 = -49658.541680 nChanged 19 SP:Iteration 10Q (8239.180000 sec): 3 clusters Score: Raw -50275.041320 + Penalty 610.546695 = -49664.494625 nChanged 8 SP:Iteration 11Q (8239.340000 sec): 3 clusters Score: Raw -50278.324805 + Penalty 610.546695 = -49667.778110 nChanged 8 SP:Iteration 12Q (8239.550000 sec): 3 clusters Score: Raw -50282.071415 + Penalty 610.546695 = -49671.524720 nChanged 7 SP:Iteration 13Q (8239.750000 sec): 3 clusters Score: Raw -50286.229049 + Penalty 610.546695 = -49675.682354 nChanged 7 SP:Iteration 14Q (8239.920000 sec): 3 clusters Score: Raw -50289.946331 + Penalty 610.546695 = -49679.399636 nChanged 5 SP:Iteration 15Q (8240.170000 sec): 3 clusters Score: Raw -50292.486154 + Penalty 610.546695 = -49681.939459 nChanged 7 SP:Iteration 16Q (8240.340000 sec): 3 clusters Score: Raw -50296.648104 + Penalty 610.546695 = -49686.101409 nChanged 7 SP:Iteration 17Q (8240.520000 sec): 3 clusters Score: Raw -50299.761263 + Penalty 610.546695 = -49689.214568 nChanged 8 SP:Iteration 18Q (8240.690000 sec): 3 clusters Score: Raw -50302.969838 + Penalty 610.546695 = -49692.423143 nChanged 7 SP:Iteration 19Q (8240.880000 sec): 3 clusters Score: Raw -50306.500880 + Penalty 610.546695 = -49695.954185 nChanged 2 SP:Iteration 20F (8241.070000 sec): 3 clusters Score: Raw -50309.308430 + Penalty 610.546695 = -49698.761735 nChanged 2 SP:Iteration 21Q (8241.280000 sec): 3 clusters Score: Raw -50310.975338 + Penalty 610.546695 = -49700.428643 nChanged 2 SP:Iteration 22Q (8241.450000 sec): 3 clusters Score: Raw -50311.718505 + Penalty 610.546695 = -49701.171810 nChanged 1 SP:Iteration 23Q (8241.620000 sec): 3 clusters Score: Raw -50313.339997 + Penalty 610.546695 = -49702.793302 nChanged 3 SP:Iteration 24Q (8241.770000 sec): 3 clusters Score: Raw -50315.297237 + Penalty 610.546695 = -49704.750542 nChanged 2 SP:Iteration 25Q (8241.980000 sec): 3 clusters Score: Raw -50316.654452 + Penalty 610.546695 = -49706.107757 nChanged 2 SP:Iteration 26Q (8242.140000 sec): 3 clusters Score: Raw -50317.600650 + Penalty 610.546695 = -49707.053955 nChanged 2 SP:Iteration 27Q (8242.340000 sec): 3 clusters Score: Raw -50318.324901 + Penalty 610.546695 = -49707.778206 nChanged 1 SP:Iteration 28Q (8242.500000 sec): 3 clusters Score: Raw -50318.679215 + Penalty 610.546695 = -49708.132520 nChanged 1 SP:Iteration 29Q (8242.700000 sec): 3 clusters Score: Raw -50318.886765 + Penalty 610.546695 = -49708.340070 nChanged 0 SP:Iteration 30F (8242.840000 sec): 3 clusters Score: Raw -50318.886765 + Penalty 610.546695 = -49708.340070 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8242.930000 sec): 2 clusters Score: Raw -7777.076281 + Penalty 228.884925 = -7548.191356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8243.120000 sec): 3 clusters Score: Raw -7785.632621 + Penalty 457.769851 = -7327.862771 nChanged 40 SP:Iteration 1F (8243.310000 sec): 3 clusters Score: Raw -7837.179494 + Penalty 457.769851 = -7379.409643 nChanged 6 SP:Iteration 2Q (8243.510000 sec): 3 clusters Score: Raw -7854.007310 + Penalty 457.769851 = -7396.237459 nChanged 4 SP:Iteration 3Q (8243.700000 sec): 3 clusters Score: Raw -7863.988668 + Penalty 457.769851 = -7406.218817 nChanged 1 SP:Iteration 4Q (8243.940000 sec): 3 clusters Score: Raw -7877.356032 + Penalty 457.769851 = -7419.586181 nChanged 1 SP:Iteration 5Q (8244.110000 sec): 3 clusters Score: Raw -7878.418271 + Penalty 457.769851 = -7420.648420 nChanged 3 SP:Iteration 6Q (8244.300000 sec): 3 clusters Score: Raw -7881.407755 + Penalty 457.769851 = -7423.637905 nChanged 2 SP:Iteration 7Q (8244.480000 sec): 3 clusters Score: Raw -7882.827233 + Penalty 457.769851 = -7425.057382 nChanged 3 SP:Iteration 8Q (8244.670000 sec): 3 clusters Score: Raw -7887.814861 + Penalty 457.769851 = -7430.045010 nChanged 1 SP:Iteration 9Q (8244.880000 sec): 3 clusters Score: Raw -7889.506132 + Penalty 457.769851 = -7431.736281 nChanged 0 SP:Iteration 10F (8245.060000 sec): 3 clusters Score: Raw -7889.506132 + Penalty 457.769851 = -7431.736281 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8245.150000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8245.340000 sec): 3 clusters Score: Raw -5008.165732 + Penalty 413.439825 = -4594.725907 nChanged 21 SP:Iteration 1F (8245.490000 sec): 3 clusters Score: Raw -5065.337388 + Penalty 413.439825 = -4651.897563 nChanged 4 SP:Iteration 2Q (8245.650000 sec): 3 clusters Score: Raw -5076.195977 + Penalty 413.439825 = -4662.756151 nChanged 2 SP:Iteration 3Q (8245.820000 sec): 3 clusters Score: Raw -5079.912181 + Penalty 413.439825 = -4666.472355 nChanged 0 SP:Iteration 4F (8246.020000 sec): 3 clusters Score: Raw -5079.912181 + Penalty 413.439825 = -4666.472355 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8246.160000 sec): 2 clusters Score: Raw -15305.895296 + Penalty 257.664702 = -15048.230595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8246.340000 sec): 3 clusters Score: Raw -15200.601342 + Penalty 515.329404 = -14685.271938 nChanged 87 SP:Iteration 1F (8246.540000 sec): 3 clusters Score: Raw -15290.931047 + Penalty 515.329404 = -14775.601644 nChanged 29 SP:Iteration 2F (8246.740000 sec): 3 clusters Score: Raw -15328.847143 + Penalty 515.329404 = -14813.517739 nChanged 16 SP:Iteration 3F (8246.930000 sec): 3 clusters Score: Raw -15358.333283 + Penalty 515.329404 = -14843.003879 nChanged 11 SP:Iteration 4Q (8247.080000 sec): 3 clusters Score: Raw -15367.497708 + Penalty 515.329404 = -14852.168304 nChanged 5 SP:Iteration 5Q (8247.340000 sec): 3 clusters Score: Raw -15371.749810 + Penalty 515.329404 = -14856.420406 nChanged 4 SP:Iteration 6Q (8247.540000 sec): 3 clusters Score: Raw -15376.391150 + Penalty 515.329404 = -14861.061746 nChanged 5 SP:Iteration 7Q (8247.760000 sec): 3 clusters Score: Raw -15383.562772 + Penalty 515.329404 = -14868.233368 nChanged 1 SP:Iteration 8Q (8248.010000 sec): 3 clusters Score: Raw -15386.757963 + Penalty 515.329404 = -14871.428559 nChanged 0 SP:Iteration 9F (8248.200000 sec): 3 clusters Score: Raw -15386.757963 + Penalty 515.329404 = -14871.428559 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8248.250000 sec): 2 clusters Score: Raw -23991.796611 + Penalty 274.396179 = -23717.400431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8248.390000 sec): 3 clusters Score: Raw -23829.825192 + Penalty 548.792359 = -23281.032834 nChanged 127 SP:Iteration 1F (8248.530000 sec): 3 clusters Score: Raw -23920.940411 + Penalty 548.792359 = -23372.148052 nChanged 35 SP:Iteration 2F (8248.690000 sec): 3 clusters Score: Raw -23957.976860 + Penalty 548.792359 = -23409.184501 nChanged 26 SP:Iteration 3F (8248.840000 sec): 3 clusters Score: Raw -23990.096748 + Penalty 548.792359 = -23441.304390 nChanged 19 SP:Iteration 4Q (8248.970000 sec): 3 clusters Score: Raw -24009.989288 + Penalty 548.792359 = -23461.196929 nChanged 17 SP:Iteration 5Q (8249.140000 sec): 3 clusters Score: Raw -24028.900484 + Penalty 548.792359 = -23480.108126 nChanged 9 SP:Iteration 6Q (8249.330000 sec): 3 clusters Score: Raw -24038.876830 + Penalty 548.792359 = -23490.084471 nChanged 6 SP:Iteration 7Q (8249.460000 sec): 3 clusters Score: Raw -24044.773246 + Penalty 548.792359 = -23495.980887 nChanged 4 SP:Iteration 8Q (8249.650000 sec): 3 clusters Score: Raw -24051.200432 + Penalty 548.792359 = -23502.408074 nChanged 6 SP:Iteration 9Q (8249.840000 sec): 3 clusters Score: Raw -24056.911006 + Penalty 548.792359 = -23508.118648 nChanged 1 SP:Iteration 10Q (8249.990000 sec): 3 clusters Score: Raw -24057.261485 + Penalty 548.792359 = -23508.469126 nChanged 0 SP:Iteration 11F (8250.160000 sec): 3 clusters Score: Raw -24057.261485 + Penalty 548.792359 = -23508.469126 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8250.230000 sec): 2 clusters Score: Raw -5681.494990 + Penalty 217.830874 = -5463.664116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8250.420000 sec): 3 clusters Score: Raw -5680.825009 + Penalty 435.661749 = -5245.163260 nChanged 36 SP:Iteration 1F (8250.600000 sec): 3 clusters Score: Raw -5759.477525 + Penalty 435.661749 = -5323.815776 nChanged 12 SP:Iteration 2F (8250.780000 sec): 3 clusters Score: Raw -5787.005824 + Penalty 435.661749 = -5351.344075 nChanged 4 SP:Iteration 3Q (8250.920000 sec): 3 clusters Score: Raw -5796.444940 + Penalty 435.661749 = -5360.783191 nChanged 3 SP:Iteration 4Q (8251.120000 sec): 3 clusters Score: Raw -5804.187674 + Penalty 435.661749 = -5368.525925 nChanged 3 SP:Iteration 5Q (8251.330000 sec): 3 clusters Score: Raw -5813.949075 + Penalty 435.661749 = -5378.287327 nChanged 1 SP:Iteration 6Q (8251.460000 sec): 3 clusters Score: Raw -5815.179980 + Penalty 435.661749 = -5379.518232 nChanged 2 SP:Iteration 7Q (8251.620000 sec): 3 clusters Score: Raw -5816.941425 + Penalty 435.661749 = -5381.279677 nChanged 0 SP:Iteration 8F (8251.820000 sec): 3 clusters Score: Raw -5816.941425 + Penalty 435.661749 = -5381.279677 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8251.930000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8252.030000 sec): 3 clusters Score: Raw -5059.803160 + Penalty 406.397639 = -4653.405521 nChanged 15 SP:Iteration 1F (8252.150000 sec): 3 clusters Score: Raw -5101.074681 + Penalty 406.397639 = -4694.677042 nChanged 8 SP:Iteration 2F (8252.260000 sec): 3 clusters Score: Raw -5119.326676 + Penalty 406.397639 = -4712.929037 nChanged 4 SP:Iteration 3Q (8252.370000 sec): 3 clusters Score: Raw -5129.905607 + Penalty 406.397639 = -4723.507969 nChanged 3 SP:Iteration 4Q (8252.480000 sec): 3 clusters Score: Raw -5138.040646 + Penalty 406.397639 = -4731.643007 nChanged 0 SP:Iteration 5F (8252.590000 sec): 3 clusters Score: Raw -5138.040646 + Penalty 406.397639 = -4731.643007 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8252.650000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8252.770000 sec): 3 clusters Score: Raw -4020.664074 + Penalty 403.204329 = -3617.459746 nChanged 16 SP:Iteration 1F (8252.880000 sec): 3 clusters Score: Raw -4069.116824 + Penalty 403.204329 = -3665.912495 nChanged 2 SP:Iteration 2Q (8253.000000 sec): 3 clusters Score: Raw -4075.884125 + Penalty 403.204329 = -3672.679796 nChanged 2 SP:Iteration 3Q (8253.130000 sec): 3 clusters Score: Raw -4078.481844 + Penalty 403.204329 = -3675.277515 nChanged 0 SP:Iteration 4F (8253.280000 sec): 3 clusters Score: Raw -4078.481844 + Penalty 403.204329 = -3675.277515 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8253.350000 sec): 2 clusters Score: Raw -24756.271295 + Penalty 276.007918 = -24480.263377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8253.490000 sec): 3 clusters Score: Raw -24568.368620 + Penalty 552.015836 = -24016.352784 nChanged 148 SP:Iteration 1F (8253.640000 sec): 3 clusters Score: Raw -24676.361131 + Penalty 552.015836 = -24124.345295 nChanged 36 SP:Iteration 2F (8253.780000 sec): 3 clusters Score: Raw -24705.952902 + Penalty 552.015836 = -24153.937066 nChanged 20 SP:Iteration 3Q (8253.930000 sec): 3 clusters Score: Raw -24726.871569 + Penalty 552.015836 = -24174.855733 nChanged 18 SP:Iteration 4Q (8254.070000 sec): 3 clusters Score: Raw -24739.549354 + Penalty 552.015836 = -24187.533518 nChanged 13 SP:Iteration 5Q (8254.210000 sec): 3 clusters Score: Raw -24749.627180 + Penalty 552.015836 = -24197.611344 nChanged 11 SP:Iteration 6Q (8254.360000 sec): 3 clusters Score: Raw -24755.710522 + Penalty 552.015836 = -24203.694686 nChanged 7 SP:Iteration 7Q (8254.500000 sec): 3 clusters Score: Raw -24760.973608 + Penalty 552.015836 = -24208.957771 nChanged 8 SP:Iteration 8Q (8254.650000 sec): 3 clusters Score: Raw -24765.685724 + Penalty 552.015836 = -24213.669887 nChanged 5 SP:Iteration 9Q (8254.790000 sec): 3 clusters Score: Raw -24767.271401 + Penalty 552.015836 = -24215.255565 nChanged 6 SP:Iteration 10Q (8254.930000 sec): 3 clusters Score: Raw -24772.431911 + Penalty 552.015836 = -24220.416075 nChanged 2 SP:Iteration 11Q (8255.070000 sec): 3 clusters Score: Raw -24773.744691 + Penalty 552.015836 = -24221.728855 nChanged 0 SP:Iteration 12F (8255.200000 sec): 3 clusters Score: Raw -24773.744691 + Penalty 552.015836 = -24221.728855 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8255.270000 sec): 2 clusters Score: Raw -2280.951794 + Penalty 175.181716 = -2105.770078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8255.390000 sec): 3 clusters Score: Raw -2334.914861 + Penalty 350.363432 = -1984.551429 nChanged 4 SP:Iteration 1F (8255.520000 sec): 3 clusters Score: Raw -2355.495981 + Penalty 350.363432 = -2005.132549 nChanged 2 SP:Iteration 2Q (8255.650000 sec): 3 clusters Score: Raw -2366.263193 + Penalty 350.363432 = -2015.899761 nChanged 0 SP:Iteration 3F (8255.780000 sec): 3 clusters Score: Raw -2366.263193 + Penalty 350.363432 = -2015.899761 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8255.840000 sec): 2 clusters Score: Raw -11704.838392 + Penalty 241.974460 = -11462.863933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8255.970000 sec): 3 clusters Score: Raw -11657.185747 + Penalty 483.948919 = -11173.236828 nChanged 56 SP:Iteration 1F (8256.100000 sec): 3 clusters Score: Raw -11721.361253 + Penalty 483.948919 = -11237.412333 nChanged 13 SP:Iteration 2F (8256.230000 sec): 3 clusters Score: Raw -11740.578358 + Penalty 483.948919 = -11256.629438 nChanged 6 SP:Iteration 3Q (8256.350000 sec): 3 clusters Score: Raw -11749.158305 + Penalty 483.948919 = -11265.209386 nChanged 2 SP:Iteration 4Q (8256.490000 sec): 3 clusters Score: Raw -11751.060059 + Penalty 483.948919 = -11267.111140 nChanged 1 SP:Iteration 5Q (8256.610000 sec): 3 clusters Score: Raw -11752.110505 + Penalty 483.948919 = -11268.161585 nChanged 0 SP:Iteration 6F (8256.730000 sec): 3 clusters Score: Raw -11752.110505 + Penalty 483.948919 = -11268.161585 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8256.800000 sec): 2 clusters Score: Raw -4187.163474 + Penalty 199.947437 = -3987.216038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8256.930000 sec): 3 clusters Score: Raw -4204.574681 + Penalty 399.894873 = -3804.679808 nChanged 13 SP:Iteration 1F (8257.050000 sec): 3 clusters Score: Raw -4237.635480 + Penalty 399.894873 = -3837.740607 nChanged 2 SP:Iteration 2Q (8257.180000 sec): 3 clusters Score: Raw -4240.503636 + Penalty 399.894873 = -3840.608763 nChanged 0 SP:Iteration 3F (8257.310000 sec): 3 clusters Score: Raw -4240.503636 + Penalty 399.894873 = -3840.608763 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8257.370000 sec): 2 clusters Score: Raw -10239.405561 + Penalty 233.678829 = -10005.726732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8257.500000 sec): 3 clusters Score: Raw -10193.736906 + Penalty 467.357658 = -9726.379248 nChanged 45 SP:Iteration 1F (8257.630000 sec): 3 clusters Score: Raw -10249.382872 + Penalty 467.357658 = -9782.025214 nChanged 11 SP:Iteration 2F (8257.760000 sec): 3 clusters Score: Raw -10262.188863 + Penalty 467.357658 = -9794.831206 nChanged 7 SP:Iteration 3Q (8257.890000 sec): 3 clusters Score: Raw -10278.479862 + Penalty 467.357658 = -9811.122204 nChanged 9 SP:Iteration 4F (8258.010000 sec): 3 clusters Score: Raw -10294.852756 + Penalty 467.357658 = -9827.495098 nChanged 2 SP:Iteration 5Q (8258.140000 sec): 3 clusters Score: Raw -10299.004646 + Penalty 467.357658 = -9831.646988 nChanged 2 SP:Iteration 6Q (8258.270000 sec): 3 clusters Score: Raw -10300.702056 + Penalty 467.357658 = -9833.344398 nChanged 0 SP:Iteration 7F (8258.400000 sec): 3 clusters Score: Raw -10300.702056 + Penalty 467.357658 = -9833.344398 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8258.460000 sec): 2 clusters Score: Raw -12572.772929 + Penalty 243.724675 = -12329.048253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8258.590000 sec): 3 clusters Score: Raw -12512.101178 + Penalty 487.449351 = -12024.651827 nChanged 61 SP:Iteration 1F (8258.720000 sec): 3 clusters Score: Raw -12565.118591 + Penalty 487.449351 = -12077.669240 nChanged 13 SP:Iteration 2F (8258.850000 sec): 3 clusters Score: Raw -12576.636088 + Penalty 487.449351 = -12089.186737 nChanged 5 SP:Iteration 3Q (8258.970000 sec): 3 clusters Score: Raw -12585.082069 + Penalty 487.449351 = -12097.632718 nChanged 5 SP:Iteration 4Q (8259.100000 sec): 3 clusters Score: Raw -12590.703885 + Penalty 487.449351 = -12103.254534 nChanged 2 SP:Iteration 5Q (8259.230000 sec): 3 clusters Score: Raw -12592.632793 + Penalty 487.449351 = -12105.183442 nChanged 1 SP:Iteration 6Q (8259.350000 sec): 3 clusters Score: Raw -12593.181778 + Penalty 487.449351 = -12105.732427 nChanged 1 SP:Iteration 7Q (8259.480000 sec): 3 clusters Score: Raw -12594.005067 + Penalty 487.449351 = -12106.555716 nChanged 0 SP:Iteration 8F (8259.610000 sec): 3 clusters Score: Raw -12594.005067 + Penalty 487.449351 = -12106.555716 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8259.670000 sec): 2 clusters Score: Raw -5160.819614 + Penalty 212.186479 = -4948.633135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8259.800000 sec): 3 clusters Score: Raw -5169.500636 + Penalty 424.372958 = -4745.127679 nChanged 16 SP:Iteration 1F (8259.930000 sec): 3 clusters Score: Raw -5208.299891 + Penalty 424.372958 = -4783.926933 nChanged 3 SP:Iteration 2Q (8260.060000 sec): 3 clusters Score: Raw -5224.380811 + Penalty 424.372958 = -4800.007854 nChanged 4 SP:Iteration 3Q (8260.190000 sec): 3 clusters Score: Raw -5237.937929 + Penalty 424.372958 = -4813.564971 nChanged 5 SP:Iteration 4Q (8260.310000 sec): 3 clusters Score: Raw -5252.150687 + Penalty 424.372958 = -4827.777730 nChanged 6 SP:Iteration 5F (8260.440000 sec): 3 clusters Score: Raw -5270.400397 + Penalty 424.372958 = -4846.027439 nChanged 1 SP:Iteration 6Q (8260.570000 sec): 3 clusters Score: Raw -5274.150219 + Penalty 424.372958 = -4849.777261 nChanged 1 SP:Iteration 7Q (8260.700000 sec): 3 clusters Score: Raw -5277.501724 + Penalty 424.372958 = -4853.128766 nChanged 1 SP:Iteration 8Q (8260.830000 sec): 3 clusters Score: Raw -5279.131996 + Penalty 424.372958 = -4854.759038 nChanged 1 SP:Iteration 9Q (8260.950000 sec): 3 clusters Score: Raw -5280.057607 + Penalty 424.372958 = -4855.684650 nChanged 0 SP:Iteration 10F (8261.080000 sec): 3 clusters Score: Raw -5280.057607 + Penalty 424.372958 = -4855.684650 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8261.150000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8261.270000 sec): 3 clusters Score: Raw -6467.190029 + Penalty 449.037128 = -6018.152901 nChanged 31 SP:Iteration 1F (8261.400000 sec): 3 clusters Score: Raw -6519.863794 + Penalty 449.037128 = -6070.826666 nChanged 6 SP:Iteration 2Q (8261.530000 sec): 3 clusters Score: Raw -6530.118002 + Penalty 449.037128 = -6081.080874 nChanged 3 SP:Iteration 3Q (8261.650000 sec): 3 clusters Score: Raw -6534.819709 + Penalty 449.037128 = -6085.782581 nChanged 0 SP:Iteration 4F (8261.770000 sec): 3 clusters Score: Raw -6534.819709 + Penalty 449.037128 = -6085.782581 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8261.820000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8261.940000 sec): 3 clusters Score: Raw -6484.831173 + Penalty 435.661749 = -6049.169424 nChanged 24 SP:Iteration 1F (8262.050000 sec): 3 clusters Score: Raw -6527.320066 + Penalty 435.661749 = -6091.658318 nChanged 5 SP:Iteration 2Q (8262.170000 sec): 3 clusters Score: Raw -6534.384593 + Penalty 435.661749 = -6098.722845 nChanged 3 SP:Iteration 3Q (8262.290000 sec): 3 clusters Score: Raw -6561.243850 + Penalty 435.661749 = -6125.582102 nChanged 4 SP:Iteration 4Q (8262.400000 sec): 3 clusters Score: Raw -6582.799581 + Penalty 435.661749 = -6147.137832 nChanged 2 SP:Iteration 5Q (8262.510000 sec): 3 clusters Score: Raw -6597.312965 + Penalty 435.661749 = -6161.651217 nChanged 2 SP:Iteration 6Q (8262.620000 sec): 3 clusters Score: Raw -6602.843406 + Penalty 435.661749 = -6167.181657 nChanged 1 SP:Iteration 7Q (8262.740000 sec): 3 clusters Score: Raw -6604.413546 + Penalty 435.661749 = -6168.751798 nChanged 0 SP:Iteration 8F (8262.850000 sec): 3 clusters Score: Raw -6604.413546 + Penalty 435.661749 = -6168.751798 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (89 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8262.900000 sec): 2 clusters Score: Raw -4324.416652 + Penalty 204.232955 = -4120.183697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8263.020000 sec): 3 clusters Score: Raw -4321.082073 + Penalty 408.465910 = -3912.616164 nChanged 18 SP:Iteration 1F (8263.130000 sec): 3 clusters Score: Raw -4352.106718 + Penalty 408.465910 = -3943.640809 nChanged 5 SP:Iteration 2F (8263.240000 sec): 3 clusters Score: Raw -4366.610440 + Penalty 408.465910 = -3958.144530 nChanged 1 SP:Iteration 3Q (8263.350000 sec): 3 clusters Score: Raw -4370.336864 + Penalty 408.465910 = -3961.870954 nChanged 0 SP:Iteration 4F (8263.460000 sec): 3 clusters Score: Raw -4370.336864 + Penalty 408.465910 = -3961.870954 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8263.520000 sec): 2 clusters Score: Raw -2363.127252 + Penalty 183.153502 = -2179.973750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8263.630000 sec): 3 clusters Score: Raw -2418.989845 + Penalty 366.307004 = -2052.682841 nChanged 9 SP:Iteration 1F (8263.740000 sec): 3 clusters Score: Raw -2458.330330 + Penalty 366.307004 = -2092.023326 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8263.800000 sec): 2 clusters Score: Raw -2158.699996 + Penalty 180.648282 = -1978.051714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8263.910000 sec): 3 clusters Score: Raw -2211.592527 + Penalty 361.296564 = -1850.295963 nChanged 6 SP:Iteration 1F (8264.020000 sec): 3 clusters Score: Raw -2219.526467 + Penalty 361.296564 = -1858.229903 nChanged 1 SP:Iteration 2Q (8264.130000 sec): 3 clusters Score: Raw -2222.204566 + Penalty 361.296564 = -1860.908001 nChanged 0 SP:Iteration 3F (8264.240000 sec): 3 clusters Score: Raw -2222.204566 + Penalty 361.296564 = -1860.908001 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8264.300000 sec): 2 clusters Score: Raw -18974.340901 + Penalty 268.069812 = -18706.271089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8264.410000 sec): 3 clusters Score: Raw -18857.770997 + Penalty 536.139623 = -18321.631374 nChanged 119 SP:Iteration 1F (8264.530000 sec): 3 clusters Score: Raw -18967.513482 + Penalty 536.139623 = -18431.373859 nChanged 29 SP:Iteration 2F (8264.640000 sec): 3 clusters Score: Raw -18998.067723 + Penalty 536.139623 = -18461.928100 nChanged 15 SP:Iteration 3Q (8264.750000 sec): 3 clusters Score: Raw -19009.746025 + Penalty 536.139623 = -18473.606401 nChanged 9 SP:Iteration 4Q (8264.860000 sec): 3 clusters Score: Raw -19016.568164 + Penalty 536.139623 = -18480.428541 nChanged 6 SP:Iteration 5Q (8264.970000 sec): 3 clusters Score: Raw -19021.584236 + Penalty 536.139623 = -18485.444612 nChanged 5 SP:Iteration 6Q (8265.080000 sec): 3 clusters Score: Raw -19026.405056 + Penalty 536.139623 = -18490.265433 nChanged 5 SP:Iteration 7Q (8265.200000 sec): 3 clusters Score: Raw -19031.296928 + Penalty 536.139623 = -18495.157305 nChanged 3 SP:Iteration 8Q (8265.310000 sec): 3 clusters Score: Raw -19037.497027 + Penalty 536.139623 = -18501.357404 nChanged 7 SP:Iteration 9Q (8265.420000 sec): 3 clusters Score: Raw -19047.404873 + Penalty 536.139623 = -18511.265250 nChanged 4 SP:Iteration 10Q (8265.530000 sec): 3 clusters Score: Raw -19054.329001 + Penalty 536.139623 = -18518.189377 nChanged 3 SP:Iteration 11Q (8265.640000 sec): 3 clusters Score: Raw -19063.033731 + Penalty 536.139623 = -18526.894107 nChanged 6 SP:Iteration 12Q (8265.760000 sec): 3 clusters Score: Raw -19082.723467 + Penalty 536.139623 = -18546.583844 nChanged 9 SP:Iteration 13Q (8265.870000 sec): 3 clusters Score: Raw -19095.557520 + Penalty 536.139623 = -18559.417896 nChanged 5 SP:Iteration 14Q (8265.980000 sec): 3 clusters Score: Raw -19099.801077 + Penalty 536.139623 = -18563.661453 nChanged 0 SP:Iteration 15F (8266.100000 sec): 3 clusters Score: Raw -19099.801077 + Penalty 536.139623 = -18563.661453 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8266.170000 sec): 2 clusters Score: Raw -6332.707948 + Penalty 235.257022 = -6097.450926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8266.300000 sec): 3 clusters Score: Raw -6302.048597 + Penalty 470.514044 = -5831.534554 nChanged 43 SP:Iteration 1F (8266.420000 sec): 3 clusters Score: Raw -6411.950615 + Penalty 470.514044 = -5941.436572 nChanged 18 SP:Iteration 2F (8266.550000 sec): 3 clusters Score: Raw -6465.454854 + Penalty 470.514044 = -5994.940810 nChanged 5 SP:Iteration 3Q (8266.680000 sec): 3 clusters Score: Raw -6486.744602 + Penalty 470.514044 = -6016.230558 nChanged 4 SP:Iteration 4Q (8266.800000 sec): 3 clusters Score: Raw -6494.373407 + Penalty 470.514044 = -6023.859363 nChanged 4 SP:Iteration 5Q (8266.930000 sec): 3 clusters Score: Raw -6502.779457 + Penalty 470.514044 = -6032.265413 nChanged 3 SP:Iteration 6Q (8267.060000 sec): 3 clusters Score: Raw -6505.961088 + Penalty 470.514044 = -6035.447044 nChanged 1 SP:Iteration 7Q (8267.190000 sec): 3 clusters Score: Raw -6506.399123 + Penalty 470.514044 = -6035.885079 nChanged 0 SP:Iteration 8F (8267.320000 sec): 3 clusters Score: Raw -6506.399123 + Penalty 470.514044 = -6035.885079 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8267.380000 sec): 2 clusters Score: Raw -8997.562486 + Penalty 241.974460 = -8755.588026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8267.500000 sec): 3 clusters Score: Raw -8940.373382 + Penalty 483.948919 = -8456.424463 nChanged 69 SP:Iteration 1F (8267.620000 sec): 3 clusters Score: Raw -9111.239826 + Penalty 483.948919 = -8627.290907 nChanged 21 SP:Iteration 2F (8267.730000 sec): 3 clusters Score: Raw -9164.895224 + Penalty 483.948919 = -8680.946304 nChanged 9 SP:Iteration 3Q (8267.850000 sec): 3 clusters Score: Raw -9202.571467 + Penalty 483.948919 = -8718.622548 nChanged 6 SP:Iteration 4Q (8267.960000 sec): 3 clusters Score: Raw -9233.550671 + Penalty 483.948919 = -8749.601751 nChanged 6 SP:Iteration 5Q (8268.080000 sec): 3 clusters Score: Raw -9296.014596 + Penalty 483.948919 = -8812.065677 nChanged 9 SP:Iteration 6Q (8268.190000 sec): 3 clusters Score: Raw -9348.880073 + Penalty 483.948919 = -8864.931153 nChanged 6 SP:Iteration 7Q (8268.310000 sec): 3 clusters Score: Raw -9362.511045 + Penalty 483.948919 = -8878.562125 nChanged 4 SP:Iteration 8Q (8268.420000 sec): 3 clusters Score: Raw -9369.570411 + Penalty 483.948919 = -8885.621491 nChanged 2 SP:Iteration 9Q (8268.540000 sec): 3 clusters Score: Raw -9373.339755 + Penalty 483.948919 = -8889.390835 nChanged 0 SP:Iteration 10F (8268.660000 sec): 3 clusters Score: Raw -9373.339755 + Penalty 483.948919 = -8889.390835 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 69. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8268.720000 sec): 2 clusters Score: Raw -19209.713262 + Penalty 263.996386 = -18945.716876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8268.860000 sec): 3 clusters Score: Raw -19090.198833 + Penalty 527.992772 = -18562.206060 nChanged 100 SP:Iteration 1F (8269.010000 sec): 3 clusters Score: Raw -19164.383884 + Penalty 527.992772 = -18636.391112 nChanged 22 SP:Iteration 2F (8269.150000 sec): 3 clusters Score: Raw -19191.515767 + Penalty 527.992772 = -18663.522994 nChanged 13 SP:Iteration 3Q (8269.300000 sec): 3 clusters Score: Raw -19216.124818 + Penalty 527.992772 = -18688.132046 nChanged 18 SP:Iteration 4F (8269.460000 sec): 3 clusters Score: Raw -19239.797250 + Penalty 527.992772 = -18711.804478 nChanged 11 SP:Iteration 5Q (8269.580000 sec): 3 clusters Score: Raw -19247.854000 + Penalty 527.992772 = -18719.861228 nChanged 3 SP:Iteration 6Q (8269.710000 sec): 3 clusters Score: Raw -19249.856848 + Penalty 527.992772 = -18721.864076 nChanged 2 SP:Iteration 7Q (8269.840000 sec): 3 clusters Score: Raw -19250.948835 + Penalty 527.992772 = -18722.956062 nChanged 1 SP:Iteration 8Q (8269.960000 sec): 3 clusters Score: Raw -19251.693359 + Penalty 527.992772 = -18723.700587 nChanged 2 SP:Iteration 9Q (8270.090000 sec): 3 clusters Score: Raw -19253.941411 + Penalty 527.992772 = -18725.948639 nChanged 3 SP:Iteration 10Q (8270.220000 sec): 3 clusters Score: Raw -19258.108371 + Penalty 527.992772 = -18730.115599 nChanged 5 SP:Iteration 11Q (8270.350000 sec): 3 clusters Score: Raw -19263.468405 + Penalty 527.992772 = -18735.475633 nChanged 6 SP:Iteration 12Q (8270.480000 sec): 3 clusters Score: Raw -19266.593624 + Penalty 527.992772 = -18738.600852 nChanged 2 SP:Iteration 13Q (8270.600000 sec): 3 clusters Score: Raw -19266.964589 + Penalty 527.992772 = -18738.971817 nChanged 0 SP:Iteration 14F (8270.730000 sec): 3 clusters Score: Raw -19266.964589 + Penalty 527.992772 = -18738.971817 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8270.800000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8270.920000 sec): 3 clusters Score: Raw -6402.168636 + Penalty 441.534754 = -5960.633882 nChanged 20 SP:Iteration 1F (8271.050000 sec): 3 clusters Score: Raw -6453.923248 + Penalty 441.534754 = -6012.388494 nChanged 8 SP:Iteration 2F (8271.180000 sec): 3 clusters Score: Raw -6491.361706 + Penalty 441.534754 = -6049.826952 nChanged 5 SP:Iteration 3Q (8271.310000 sec): 3 clusters Score: Raw -6509.433883 + Penalty 441.534754 = -6067.899129 nChanged 4 SP:Iteration 4Q (8271.440000 sec): 3 clusters Score: Raw -6521.274238 + Penalty 441.534754 = -6079.739484 nChanged 3 SP:Iteration 5Q (8271.560000 sec): 3 clusters Score: Raw -6527.214519 + Penalty 441.534754 = -6085.679765 nChanged 1 SP:Iteration 6Q (8271.690000 sec): 3 clusters Score: Raw -6527.937066 + Penalty 441.534754 = -6086.402312 nChanged 0 SP:Iteration 7F (8271.820000 sec): 3 clusters Score: Raw -6527.937066 + Penalty 441.534754 = -6086.402312 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8271.880000 sec): 2 clusters Score: Raw -6903.630392 + Penalty 230.635141 = -6672.995250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8272.010000 sec): 3 clusters Score: Raw -6924.468797 + Penalty 461.270282 = -6463.198515 nChanged 62 SP:Iteration 1F (8272.140000 sec): 3 clusters Score: Raw -7026.708142 + Penalty 461.270282 = -6565.437860 nChanged 8 SP:Iteration 2F (8272.270000 sec): 3 clusters Score: Raw -7062.292943 + Penalty 461.270282 = -6601.022661 nChanged 5 SP:Iteration 3Q (8272.400000 sec): 3 clusters Score: Raw -7069.654207 + Penalty 461.270282 = -6608.383925 nChanged 0 SP:Iteration 4F (8272.520000 sec): 3 clusters Score: Raw -7069.654207 + Penalty 461.270282 = -6608.383925 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8272.590000 sec): 2 clusters Score: Raw -4961.638741 + Penalty 213.036971 = -4748.601770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8272.720000 sec): 3 clusters Score: Raw -4947.318832 + Penalty 426.073942 = -4521.244890 nChanged 22 SP:Iteration 1F (8272.840000 sec): 3 clusters Score: Raw -4992.970833 + Penalty 426.073942 = -4566.896891 nChanged 11 SP:Iteration 2F (8272.970000 sec): 3 clusters Score: Raw -5019.530579 + Penalty 426.073942 = -4593.456638 nChanged 6 SP:Iteration 3F (8273.100000 sec): 3 clusters Score: Raw -5042.674694 + Penalty 426.073942 = -4616.600753 nChanged 2 SP:Iteration 4Q (8273.220000 sec): 3 clusters Score: Raw -5045.286069 + Penalty 426.073942 = -4619.212128 nChanged 2 SP:Iteration 5Q (8273.350000 sec): 3 clusters Score: Raw -5053.792831 + Penalty 426.073942 = -4627.718889 nChanged 0 SP:Iteration 6F (8273.480000 sec): 3 clusters Score: Raw -5053.792831 + Penalty 426.073942 = -4627.718889 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8273.540000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8273.670000 sec): 3 clusters Score: Raw -6387.348426 + Penalty 466.820783 = -5920.527643 nChanged 38 SP:Iteration 1F (8273.800000 sec): 3 clusters Score: Raw -6447.824517 + Penalty 466.820783 = -5981.003734 nChanged 10 SP:Iteration 2F (8273.930000 sec): 3 clusters Score: Raw -6471.710237 + Penalty 466.820783 = -6004.889453 nChanged 3 SP:Iteration 3Q (8274.060000 sec): 3 clusters Score: Raw -6485.467032 + Penalty 466.820783 = -6018.646249 nChanged 3 SP:Iteration 4Q (8274.180000 sec): 3 clusters Score: Raw -6488.113800 + Penalty 466.820783 = -6021.293017 nChanged 1 SP:Iteration 5Q (8274.310000 sec): 3 clusters Score: Raw -6492.222012 + Penalty 466.820783 = -6025.401229 nChanged 1 SP:Iteration 6Q (8274.440000 sec): 3 clusters Score: Raw -6495.054297 + Penalty 466.820783 = -6028.233514 nChanged 1 SP:Iteration 7Q (8274.570000 sec): 3 clusters Score: Raw -6496.309203 + Penalty 466.820783 = -6029.488420 nChanged 0 SP:Iteration 8F (8274.700000 sec): 3 clusters Score: Raw -6496.309203 + Penalty 466.820783 = -6029.488420 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8274.760000 sec): 2 clusters Score: Raw -15015.651748 + Penalty 254.896406 = -14760.755341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8274.890000 sec): 3 clusters Score: Raw -14923.822549 + Penalty 509.792813 = -14414.029736 nChanged 97 SP:Iteration 1F (8275.020000 sec): 3 clusters Score: Raw -14994.812230 + Penalty 509.792813 = -14485.019417 nChanged 20 SP:Iteration 2F (8275.140000 sec): 3 clusters Score: Raw -15014.298755 + Penalty 509.792813 = -14504.505942 nChanged 8 SP:Iteration 3Q (8275.270000 sec): 3 clusters Score: Raw -15026.312749 + Penalty 509.792813 = -14516.519936 nChanged 9 SP:Iteration 4Q (8275.400000 sec): 3 clusters Score: Raw -15039.749622 + Penalty 509.792813 = -14529.956809 nChanged 11 SP:Iteration 5Q (8275.530000 sec): 3 clusters Score: Raw -15051.179890 + Penalty 509.792813 = -14541.387078 nChanged 6 SP:Iteration 6Q (8275.660000 sec): 3 clusters Score: Raw -15056.227895 + Penalty 509.792813 = -14546.435082 nChanged 1 SP:Iteration 7Q (8275.780000 sec): 3 clusters Score: Raw -15056.641814 + Penalty 509.792813 = -14546.849002 nChanged 0 SP:Iteration 8F (8275.910000 sec): 3 clusters Score: Raw -15056.641814 + Penalty 509.792813 = -14546.849002 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8275.980000 sec): 2 clusters Score: Raw -2125.696573 + Penalty 172.180628 = -1953.515944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8276.110000 sec): 3 clusters Score: Raw -2178.300611 + Penalty 344.361257 = -1833.939354 nChanged 1 SP:Iteration 1Q (8276.230000 sec): 3 clusters Score: Raw -2184.529957 + Penalty 344.361257 = -1840.168700 nChanged 0 SP:Iteration 2F (8276.360000 sec): 3 clusters Score: Raw -2184.529957 + Penalty 344.361257 = -1840.168700 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8276.420000 sec): 2 clusters Score: Raw -2364.380628 + Penalty 191.987601 = -2172.393028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8276.550000 sec): 3 clusters Score: Raw -2397.990461 + Penalty 383.975201 = -2014.015259 nChanged 10 SP:Iteration 1F (8276.680000 sec): 3 clusters Score: Raw -2438.505627 + Penalty 383.975201 = -2054.530425 nChanged 3 SP:Iteration 2Q (8276.800000 sec): 3 clusters Score: Raw -2447.536777 + Penalty 383.975201 = -2063.561576 nChanged 0 SP:Iteration 3F (8276.930000 sec): 3 clusters Score: Raw -2447.536777 + Penalty 383.975201 = -2063.561576 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8277.000000 sec): 2 clusters Score: Raw -6871.138065 + Penalty 229.181343 = -6641.956722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8277.120000 sec): 3 clusters Score: Raw -6842.893091 + Penalty 458.362687 = -6384.530404 nChanged 33 SP:Iteration 1F (8277.250000 sec): 3 clusters Score: Raw -6893.014340 + Penalty 458.362687 = -6434.651654 nChanged 9 SP:Iteration 2F (8277.380000 sec): 3 clusters Score: Raw -6917.148696 + Penalty 458.362687 = -6458.786009 nChanged 4 SP:Iteration 3Q (8277.510000 sec): 3 clusters Score: Raw -6926.864191 + Penalty 458.362687 = -6468.501504 nChanged 2 SP:Iteration 4Q (8277.640000 sec): 3 clusters Score: Raw -6929.055470 + Penalty 458.362687 = -6470.692783 nChanged 0 SP:Iteration 5F (8277.760000 sec): 3 clusters Score: Raw -6929.055470 + Penalty 458.362687 = -6470.692783 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8277.830000 sec): 2 clusters Score: Raw -1525.276225 + Penalty 165.510170 = -1359.766055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8277.960000 sec): 3 clusters Score: Raw -1640.334304 + Penalty 331.020341 = -1309.313963 nChanged 2 SP:Iteration 1F (8278.080000 sec): 3 clusters Score: Raw -1645.300737 + Penalty 331.020341 = -1314.280396 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8278.150000 sec): 2 clusters Score: Raw -14132.734293 + Penalty 251.948709 = -13880.785584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8278.280000 sec): 3 clusters Score: Raw -14044.899883 + Penalty 503.897418 = -13541.002465 nChanged 73 SP:Iteration 1F (8278.400000 sec): 3 clusters Score: Raw -14121.917876 + Penalty 503.897418 = -13618.020458 nChanged 19 SP:Iteration 2F (8278.530000 sec): 3 clusters Score: Raw -14140.034378 + Penalty 503.897418 = -13636.136960 nChanged 15 SP:Iteration 3F (8278.660000 sec): 3 clusters Score: Raw -14155.910646 + Penalty 503.897418 = -13652.013228 nChanged 11 SP:Iteration 4Q (8278.780000 sec): 3 clusters Score: Raw -14170.624035 + Penalty 503.897418 = -13666.726617 nChanged 10 SP:Iteration 5Q (8278.910000 sec): 3 clusters Score: Raw -14184.356373 + Penalty 503.897418 = -13680.458955 nChanged 6 SP:Iteration 6Q (8279.040000 sec): 3 clusters Score: Raw -14189.444309 + Penalty 503.897418 = -13685.546891 nChanged 1 SP:Iteration 7Q (8279.170000 sec): 3 clusters Score: Raw -14190.089245 + Penalty 503.897418 = -13686.191827 nChanged 0 SP:Iteration 8F (8279.300000 sec): 3 clusters Score: Raw -14190.089245 + Penalty 503.897418 = -13686.191827 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8279.360000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8279.490000 sec): 3 clusters Score: Raw -6319.588660 + Penalty 447.718264 = -5871.870395 nChanged 28 SP:Iteration 1F (8279.620000 sec): 3 clusters Score: Raw -6390.000052 + Penalty 447.718264 = -5942.281787 nChanged 6 SP:Iteration 2Q (8279.740000 sec): 3 clusters Score: Raw -6413.021156 + Penalty 447.718264 = -5965.302892 nChanged 4 SP:Iteration 3Q (8279.870000 sec): 3 clusters Score: Raw -6421.644700 + Penalty 447.718264 = -5973.926435 nChanged 2 SP:Iteration 4Q (8280.000000 sec): 3 clusters Score: Raw -6426.934219 + Penalty 447.718264 = -5979.215955 nChanged 2 SP:Iteration 5Q (8280.130000 sec): 3 clusters Score: Raw -6432.636946 + Penalty 447.718264 = -5984.918681 nChanged 3 SP:Iteration 6Q (8280.260000 sec): 3 clusters Score: Raw -6445.316444 + Penalty 447.718264 = -5997.598179 nChanged 2 SP:Iteration 7Q (8280.380000 sec): 3 clusters Score: Raw -6448.274348 + Penalty 447.718264 = -6000.556083 nChanged 2 SP:Iteration 8Q (8280.510000 sec): 3 clusters Score: Raw -6451.981038 + Penalty 447.718264 = -6004.262774 nChanged 1 SP:Iteration 9Q (8280.640000 sec): 3 clusters Score: Raw -6452.869039 + Penalty 447.718264 = -6005.150774 nChanged 0 SP:Iteration 10F (8280.770000 sec): 3 clusters Score: Raw -6452.869039 + Penalty 447.718264 = -6005.150774 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8280.830000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8280.960000 sec): 3 clusters Score: Raw -4214.006746 + Penalty 413.439825 = -3800.566921 nChanged 22 SP:Iteration 1F (8281.090000 sec): 3 clusters Score: Raw -4264.271725 + Penalty 413.439825 = -3850.831899 nChanged 7 SP:Iteration 2F (8281.220000 sec): 3 clusters Score: Raw -4280.134225 + Penalty 413.439825 = -3866.694399 nChanged 6 SP:Iteration 3F (8281.340000 sec): 3 clusters Score: Raw -4300.497799 + Penalty 413.439825 = -3887.057974 nChanged 3 SP:Iteration 4Q (8281.470000 sec): 3 clusters Score: Raw -4306.117155 + Penalty 413.439825 = -3892.677330 nChanged 2 SP:Iteration 5Q (8281.600000 sec): 3 clusters Score: Raw -4308.342881 + Penalty 413.439825 = -3894.903056 nChanged 0 SP:Iteration 6F (8281.770000 sec): 3 clusters Score: Raw -4308.342881 + Penalty 413.439825 = -3894.903056 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8281.880000 sec): 2 clusters Score: Raw -3854.931837 + Penalty 195.215905 = -3659.715932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8282.080000 sec): 3 clusters Score: Raw -3867.339984 + Penalty 390.431809 = -3476.908174 nChanged 9 SP:Iteration 1F (8282.290000 sec): 3 clusters Score: Raw -3884.994284 + Penalty 390.431809 = -3494.562475 nChanged 1 SP:Iteration 2Q (8282.500000 sec): 3 clusters Score: Raw -3888.135858 + Penalty 390.431809 = -3497.704049 nChanged 1 SP:Iteration 3Q (8282.690000 sec): 3 clusters Score: Raw -3891.140213 + Penalty 390.431809 = -3500.708404 nChanged 1 SP:Iteration 4Q (8282.860000 sec): 3 clusters Score: Raw -3892.043861 + Penalty 390.431809 = -3501.612052 nChanged 1 SP:Iteration 5Q (8283.040000 sec): 3 clusters Score: Raw -3893.799142 + Penalty 390.431809 = -3503.367332 nChanged 2 SP:Iteration 6Q (8283.210000 sec): 3 clusters Score: Raw -3898.281350 + Penalty 390.431809 = -3507.849540 nChanged 0 SP:Iteration 7F (8283.420000 sec): 3 clusters Score: Raw -3898.281350 + Penalty 390.431809 = -3507.849540 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 67 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8283.490000 sec): 2 clusters Score: Raw -7840.608807 + Penalty 223.190002 = -7617.418805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8283.690000 sec): 3 clusters Score: Raw -7826.565907 + Penalty 446.380005 = -7380.185902 nChanged 24 SP:Iteration 1F (8283.860000 sec): 3 clusters Score: Raw -7869.312854 + Penalty 446.380005 = -7422.932850 nChanged 4 SP:Iteration 2Q (8284.040000 sec): 3 clusters Score: Raw -7886.686345 + Penalty 446.380005 = -7440.306340 nChanged 7 SP:Iteration 3F (8284.230000 sec): 3 clusters Score: Raw -7896.611550 + Penalty 446.380005 = -7450.231545 nChanged 3 SP:Iteration 4Q (8284.400000 sec): 3 clusters Score: Raw -7900.864151 + Penalty 446.380005 = -7454.484147 nChanged 2 SP:Iteration 5Q (8284.640000 sec): 3 clusters Score: Raw -7903.705767 + Penalty 446.380005 = -7457.325762 nChanged 0 SP:Iteration 6F (8284.820000 sec): 3 clusters Score: Raw -7903.705767 + Penalty 446.380005 = -7457.325762 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 68 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8284.880000 sec): 2 clusters Score: Raw -1866.228534 + Penalty 179.781589 = -1686.446944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8285.080000 sec): 3 clusters Score: Raw -1926.058759 + Penalty 359.563178 = -1566.495580 nChanged 3 SP:Iteration 1F (8285.300000 sec): 3 clusters Score: Raw -1948.386811 + Penalty 359.563178 = -1588.823633 nChanged 1 SP:Iteration 2Q (8285.450000 sec): 3 clusters Score: Raw -1953.975395 + Penalty 359.563178 = -1594.412216 nChanged 1 SP:Iteration 3Q (8285.610000 sec): 3 clusters Score: Raw -1955.059772 + Penalty 359.563178 = -1595.496593 nChanged 0 SP:Iteration 4F (8285.780000 sec): 3 clusters Score: Raw -1955.059772 + Penalty 359.563178 = -1595.496593 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 70 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8285.860000 sec): 2 clusters Score: Raw -3918.265489 + Penalty 201.602164 = -3716.663324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8286.030000 sec): 3 clusters Score: Raw -3933.969411 + Penalty 403.204329 = -3530.765082 nChanged 14 SP:Iteration 1F (8286.190000 sec): 3 clusters Score: Raw -3973.054087 + Penalty 403.204329 = -3569.849758 nChanged 3 SP:Iteration 2Q (8286.330000 sec): 3 clusters Score: Raw -3986.971410 + Penalty 403.204329 = -3583.767081 nChanged 2 SP:Iteration 3Q (8286.460000 sec): 3 clusters Score: Raw -3991.076560 + Penalty 403.204329 = -3587.872232 nChanged 1 SP:Iteration 4Q (8286.600000 sec): 3 clusters Score: Raw -4001.344571 + Penalty 403.204329 = -3598.140242 nChanged 0 SP:Iteration 5F (8286.790000 sec): 3 clusters Score: Raw -4001.344571 + Penalty 403.204329 = -3598.140242 nChanged 0 Iteration 259Q (8315.260000 sec): 71 clusters Score: Raw -13229369.122246 + Penalty 39343.934260 = -13190025.187985 nChanged 8 Iteration 260F (8350.780000 sec): 71 clusters Score: Raw -13229377.112532 + Penalty 39343.934260 = -13190033.178271 nChanged 8 Iteration 261Q (8377.390000 sec): 71 clusters Score: Raw -13229382.513361 + Penalty 39343.934260 = -13190038.579100 nChanged 5 Iteration 262Q (8404.060000 sec): 71 clusters Score: Raw -13229385.874626 + Penalty 39343.934260 = -13190041.940366 nChanged 3 Iteration 263Q (8432.830000 sec): 71 clusters Score: Raw -13229390.461164 + Penalty 39343.934260 = -13190046.526904 nChanged 4 Iteration 264Q (8471.230000 sec): 71 clusters Score: Raw -13229394.308676 + Penalty 39343.934260 = -13190050.374416 nChanged 4 Iteration 265Q (8504.520000 sec): 71 clusters Score: Raw -13229398.252359 + Penalty 39343.934260 = -13190054.318099 nChanged 4 Iteration 266Q (8527.790000 sec): 71 clusters Score: Raw -13229403.879123 + Penalty 39343.934260 = -13190059.944862 nChanged 4 Iteration 267Q (8550.380000 sec): 71 clusters Score: Raw -13229405.971182 + Penalty 39343.934260 = -13190062.036922 nChanged 2 Iteration 268Q (8573.210000 sec): 71 clusters Score: Raw -13229407.647780 + Penalty 39343.934260 = -13190063.713520 nChanged 1 Iteration 269Q (8595.910000 sec): 71 clusters Score: Raw -13229407.896044 + Penalty 39343.934260 = -13190063.961784 nChanged 0 Iteration 270F (8626.330000 sec): 71 clusters Score: Raw -13229407.896044 + Penalty 39343.934260 = -13190063.961784 nChanged 0 Compute initial score before splitting: Score: Raw -13229407.896044 + Penalty 39343.934260 = -13190063.961784 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8626.370000 sec): 2 clusters Score: Raw -17947.769128 + Penalty 262.883181 = -17684.885947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8626.510000 sec): 3 clusters Score: Raw -17838.660738 + Penalty 525.766361 = -17312.894376 nChanged 101 SP:Iteration 1F (8626.630000 sec): 3 clusters Score: Raw -17935.488589 + Penalty 525.766361 = -17409.722227 nChanged 25 SP:Iteration 2F (8626.760000 sec): 3 clusters Score: Raw -17956.230740 + Penalty 525.766361 = -17430.464378 nChanged 12 SP:Iteration 3Q (8626.890000 sec): 3 clusters Score: Raw -17972.439624 + Penalty 525.766361 = -17446.673262 nChanged 10 SP:Iteration 4Q (8627.020000 sec): 3 clusters Score: Raw -17982.846515 + Penalty 525.766361 = -17457.080154 nChanged 5 SP:Iteration 5Q (8627.150000 sec): 3 clusters Score: Raw -17986.467384 + Penalty 525.766361 = -17460.701022 nChanged 1 SP:Iteration 6Q (8627.290000 sec): 3 clusters Score: Raw -17986.608696 + Penalty 525.766361 = -17460.842335 nChanged 0 SP:Iteration 7F (8627.420000 sec): 3 clusters Score: Raw -17986.608696 + Penalty 525.766361 = -17460.842335 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8627.490000 sec): 2 clusters Score: Raw -51306.847760 + Penalty 313.197548 = -50993.650213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8627.610000 sec): 3 clusters Score: Raw -50837.419654 + Penalty 626.395095 = -50211.024559 nChanged 390 SP:Iteration 1F (8627.750000 sec): 3 clusters Score: Raw -51134.771999 + Penalty 626.395095 = -50508.376903 nChanged 87 SP:Iteration 2F (8627.880000 sec): 3 clusters Score: Raw -51210.542589 + Penalty 626.395095 = -50584.147493 nChanged 68 SP:Iteration 3F (8628.010000 sec): 3 clusters Score: Raw -51284.783312 + Penalty 626.395095 = -50658.388216 nChanged 60 SP:Iteration 4F (8628.140000 sec): 3 clusters Score: Raw -51332.728936 + Penalty 626.395095 = -50706.333840 nChanged 35 SP:Iteration 5Q (8628.270000 sec): 3 clusters Score: Raw -51360.307179 + Penalty 626.395095 = -50733.912084 nChanged 20 SP:Iteration 6Q (8628.410000 sec): 3 clusters Score: Raw -51374.638007 + Penalty 626.395095 = -50748.242912 nChanged 11 SP:Iteration 7Q (8628.540000 sec): 3 clusters Score: Raw -51381.259113 + Penalty 626.395095 = -50754.864018 nChanged 9 SP:Iteration 8Q (8628.670000 sec): 3 clusters Score: Raw -51387.288893 + Penalty 626.395095 = -50760.893797 nChanged 10 SP:Iteration 9Q (8628.800000 sec): 3 clusters Score: Raw -51404.480049 + Penalty 626.395095 = -50778.084953 nChanged 10 SP:Iteration 10Q (8628.930000 sec): 3 clusters Score: Raw -51415.307685 + Penalty 626.395095 = -50788.912589 nChanged 9 SP:Iteration 11Q (8629.070000 sec): 3 clusters Score: Raw -51420.577720 + Penalty 626.395095 = -50794.182624 nChanged 3 SP:Iteration 12Q (8629.200000 sec): 3 clusters Score: Raw -51424.293197 + Penalty 626.395095 = -50797.898101 nChanged 2 SP:Iteration 13Q (8629.330000 sec): 3 clusters Score: Raw -51424.895956 + Penalty 626.395095 = -50798.500861 nChanged 2 SP:Iteration 14Q (8629.460000 sec): 3 clusters Score: Raw -51426.778813 + Penalty 626.395095 = -50800.383718 nChanged 0 SP:Iteration 15F (8629.590000 sec): 3 clusters Score: Raw -51426.778813 + Penalty 626.395095 = -50800.383718 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8629.660000 sec): 2 clusters Score: Raw -124474.428576 + Penalty 347.516098 = -124126.912478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8629.790000 sec): 3 clusters Score: Raw -123340.970944 + Penalty 695.032195 = -122645.938749 nChanged 859 SP:Iteration 1F (8629.920000 sec): 3 clusters Score: Raw -123772.321439 + Penalty 695.032195 = -123077.289244 nChanged 126 SP:Iteration 2F (8630.050000 sec): 3 clusters Score: Raw -123827.018508 + Penalty 695.032195 = -123131.986312 nChanged 92 SP:Iteration 3Q (8630.180000 sec): 3 clusters Score: Raw -123872.705842 + Penalty 695.032195 = -123177.673647 nChanged 86 SP:Iteration 4Q (8630.310000 sec): 3 clusters Score: Raw -123915.286815 + Penalty 695.032195 = -123220.254619 nChanged 78 SP:Iteration 5Q (8630.450000 sec): 3 clusters Score: Raw -123955.849001 + Penalty 695.032195 = -123260.816806 nChanged 80 SP:Iteration 6Q (8630.600000 sec): 3 clusters Score: Raw -124003.340274 + Penalty 695.032195 = -123308.308078 nChanged 92 SP:Iteration 7Q (8630.730000 sec): 3 clusters Score: Raw -124076.039260 + Penalty 695.032195 = -123381.007064 nChanged 109 SP:Iteration 8F (8630.840000 sec): 3 clusters Score: Raw -124163.992348 + Penalty 695.032195 = -123468.960152 nChanged 97 SP:Iteration 9Q (8630.960000 sec): 3 clusters Score: Raw -124246.520278 + Penalty 695.032195 = -123551.488082 nChanged 78 SP:Iteration 10Q (8631.070000 sec): 3 clusters Score: Raw -124313.867242 + Penalty 695.032195 = -123618.835047 nChanged 63 SP:Iteration 11Q (8631.190000 sec): 3 clusters Score: Raw -124372.966421 + Penalty 695.032195 = -123677.934226 nChanged 47 SP:Iteration 12Q (8631.330000 sec): 3 clusters Score: Raw -124416.170234 + Penalty 695.032195 = -123721.138038 nChanged 31 SP:Iteration 13Q (8631.440000 sec): 3 clusters Score: Raw -124441.896277 + Penalty 695.032195 = -123746.864082 nChanged 25 SP:Iteration 14Q (8631.570000 sec): 3 clusters Score: Raw -124459.781501 + Penalty 695.032195 = -123764.749305 nChanged 18 SP:Iteration 15Q (8631.720000 sec): 3 clusters Score: Raw -124477.391662 + Penalty 695.032195 = -123782.359467 nChanged 12 SP:Iteration 16Q (8631.850000 sec): 3 clusters Score: Raw -124488.603715 + Penalty 695.032195 = -123793.571520 nChanged 6 SP:Iteration 17Q (8631.960000 sec): 3 clusters Score: Raw -124492.969091 + Penalty 695.032195 = -123797.936895 nChanged 3 SP:Iteration 18Q (8632.080000 sec): 3 clusters Score: Raw -124494.676122 + Penalty 695.032195 = -123799.643926 nChanged 1 SP:Iteration 19Q (8632.210000 sec): 3 clusters Score: Raw -124495.356273 + Penalty 695.032195 = -123800.324078 nChanged 0 SP:Iteration 20F (8632.290000 sec): 3 clusters Score: Raw -124495.356273 + Penalty 695.032195 = -123800.324078 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8632.410000 sec): 2 clusters Score: Raw -895258.133442 + Penalty 435.822610 = -894822.310832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8632.630000 sec): 3 clusters Score: Raw -886089.279432 + Penalty 871.645219 = -885217.634213 nChanged 6776 SP:Iteration 1F (8632.820000 sec): 3 clusters Score: Raw -890067.939892 + Penalty 871.645219 = -889196.294672 nChanged 876 SP:Iteration 2F (8633.040000 sec): 3 clusters Score: Raw -890475.800246 + Penalty 871.645219 = -889604.155027 nChanged 970 SP:Iteration 3F (8633.250000 sec): 3 clusters Score: Raw -891025.260334 + Penalty 871.645219 = -890153.615115 nChanged 1057 SP:Iteration 4F (8633.450000 sec): 3 clusters Score: Raw -891737.901206 + Penalty 871.645219 = -890866.255986 nChanged 1005 SP:Iteration 5F (8633.680000 sec): 3 clusters Score: Raw -892452.061649 + Penalty 871.645219 = -891580.416430 nChanged 932 SP:Iteration 6F (8633.910000 sec): 3 clusters Score: Raw -893137.353564 + Penalty 871.645219 = -892265.708345 nChanged 767 SP:Iteration 7F (8634.110000 sec): 3 clusters Score: Raw -893756.165154 + Penalty 871.645219 = -892884.519934 nChanged 568 SP:Iteration 8Q (8634.340000 sec): 3 clusters Score: Raw -894255.777561 + Penalty 871.645219 = -893384.132342 nChanged 378 SP:Iteration 9Q (8634.560000 sec): 3 clusters Score: Raw -894586.810178 + Penalty 871.645219 = -893715.164959 nChanged 273 SP:Iteration 10Q (8634.790000 sec): 3 clusters Score: Raw -894796.863893 + Penalty 871.645219 = -893925.218673 nChanged 196 SP:Iteration 11Q (8634.990000 sec): 3 clusters Score: Raw -894919.327027 + Penalty 871.645219 = -894047.681807 nChanged 148 SP:Iteration 12Q (8635.160000 sec): 3 clusters Score: Raw -895002.839590 + Penalty 871.645219 = -894131.194370 nChanged 125 SP:Iteration 13Q (8635.360000 sec): 3 clusters Score: Raw -895067.719646 + Penalty 871.645219 = -894196.074427 nChanged 110 SP:Iteration 14Q (8635.550000 sec): 3 clusters Score: Raw -895123.829069 + Penalty 871.645219 = -894252.183849 nChanged 93 SP:Iteration 15Q (8635.730000 sec): 3 clusters Score: Raw -895165.447667 + Penalty 871.645219 = -894293.802448 nChanged 81 SP:Iteration 16Q (8635.930000 sec): 3 clusters Score: Raw -895198.832619 + Penalty 871.645219 = -894327.187400 nChanged 60 SP:Iteration 17Q (8636.100000 sec): 3 clusters Score: Raw -895217.154993 + Penalty 871.645219 = -894345.509774 nChanged 44 SP:Iteration 18Q (8636.350000 sec): 3 clusters Score: Raw -895228.603638 + Penalty 871.645219 = -894356.958419 nChanged 41 SP:Iteration 19Q (8636.570000 sec): 3 clusters Score: Raw -895238.216553 + Penalty 871.645219 = -894366.571334 nChanged 24 SP:Iteration 20F (8636.740000 sec): 3 clusters Score: Raw -895243.858725 + Penalty 871.645219 = -894372.213505 nChanged 26 SP:Iteration 21Q (8636.950000 sec): 3 clusters Score: Raw -895248.125199 + Penalty 871.645219 = -894376.479979 nChanged 14 SP:Iteration 22Q (8637.170000 sec): 3 clusters Score: Raw -895250.807433 + Penalty 871.645219 = -894379.162213 nChanged 15 SP:Iteration 23Q (8637.330000 sec): 3 clusters Score: Raw -895255.304199 + Penalty 871.645219 = -894383.658979 nChanged 25 SP:Iteration 24Q (8637.530000 sec): 3 clusters Score: Raw -895265.191015 + Penalty 871.645219 = -894393.545796 nChanged 25 SP:Iteration 25Q (8637.750000 sec): 3 clusters Score: Raw -895271.438533 + Penalty 871.645219 = -894399.793313 nChanged 17 SP:Iteration 26Q (8638.000000 sec): 3 clusters Score: Raw -895275.989863 + Penalty 871.645219 = -894404.344643 nChanged 20 SP:Iteration 27Q (8638.200000 sec): 3 clusters Score: Raw -895281.925874 + Penalty 871.645219 = -894410.280654 nChanged 19 SP:Iteration 28Q (8638.430000 sec): 3 clusters Score: Raw -895289.393639 + Penalty 871.645219 = -894417.748420 nChanged 18 SP:Iteration 29Q (8638.620000 sec): 3 clusters Score: Raw -895294.768075 + Penalty 871.645219 = -894423.122855 nChanged 11 SP:Iteration 30Q (8638.820000 sec): 3 clusters Score: Raw -895296.607609 + Penalty 871.645219 = -894424.962389 nChanged 10 SP:Iteration 31Q (8639.000000 sec): 3 clusters Score: Raw -895299.802032 + Penalty 871.645219 = -894428.156813 nChanged 17 SP:Iteration 32Q (8639.150000 sec): 3 clusters Score: Raw -895304.840475 + Penalty 871.645219 = -894433.195255 nChanged 9 SP:Iteration 33Q (8639.330000 sec): 3 clusters Score: Raw -895306.668754 + Penalty 871.645219 = -894435.023534 nChanged 8 SP:Iteration 34Q (8639.490000 sec): 3 clusters Score: Raw -895309.076286 + Penalty 871.645219 = -894437.431067 nChanged 14 SP:Iteration 35Q (8639.710000 sec): 3 clusters Score: Raw -895312.968766 + Penalty 871.645219 = -894441.323547 nChanged 7 SP:Iteration 36Q (8639.890000 sec): 3 clusters Score: Raw -895314.989674 + Penalty 871.645219 = -894443.344454 nChanged 5 SP:Iteration 37Q (8640.140000 sec): 3 clusters Score: Raw -895316.774468 + Penalty 871.645219 = -894445.129248 nChanged 9 SP:Iteration 38Q (8640.420000 sec): 3 clusters Score: Raw -895318.895949 + Penalty 871.645219 = -894447.250729 nChanged 8 SP:Iteration 39Q (8640.650000 sec): 3 clusters Score: Raw -895321.660070 + Penalty 871.645219 = -894450.014850 nChanged 5 SP:Iteration 40F (8640.870000 sec): 3 clusters Score: Raw -895322.564311 + Penalty 871.645219 = -894450.919092 nChanged 3 SP:Iteration 41Q (8641.060000 sec): 3 clusters Score: Raw -895323.226125 + Penalty 871.645219 = -894451.580905 nChanged 3 SP:Iteration 42Q (8641.290000 sec): 3 clusters Score: Raw -895323.975688 + Penalty 871.645219 = -894452.330468 nChanged 3 SP:Iteration 43Q (8641.470000 sec): 3 clusters Score: Raw -895325.240521 + Penalty 871.645219 = -894453.595302 nChanged 4 SP:Iteration 44Q (8641.700000 sec): 3 clusters Score: Raw -895325.734621 + Penalty 871.645219 = -894454.089401 nChanged 4 SP:Iteration 45Q (8641.930000 sec): 3 clusters Score: Raw -895326.084895 + Penalty 871.645219 = -894454.439675 nChanged 4 SP:Iteration 46Q (8642.100000 sec): 3 clusters Score: Raw -895326.729154 + Penalty 871.645219 = -894455.083934 nChanged 6 SP:Iteration 47Q (8642.330000 sec): 3 clusters Score: Raw -895327.578801 + Penalty 871.645219 = -894455.933582 nChanged 3 SP:Iteration 48Q (8642.530000 sec): 3 clusters Score: Raw -895328.756948 + Penalty 871.645219 = -894457.111729 nChanged 3 SP:Iteration 49Q (8642.730000 sec): 3 clusters Score: Raw -895329.428211 + Penalty 871.645219 = -894457.782992 nChanged 4 SP:Iteration 50Q (8642.910000 sec): 3 clusters Score: Raw -895330.203462 + Penalty 871.645219 = -894458.558243 nChanged 2 SP:Iteration 51Q (8643.070000 sec): 3 clusters Score: Raw -895330.643414 + Penalty 871.645219 = -894458.998195 nChanged 2 SP:Iteration 52Q (8643.260000 sec): 3 clusters Score: Raw -895331.021161 + Penalty 871.645219 = -894459.375941 nChanged 0 SP:Iteration 53F (8643.430000 sec): 3 clusters Score: Raw -895331.021161 + Penalty 871.645219 = -894459.375941 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8643.540000 sec): 2 clusters Score: Raw -7931.443334 + Penalty 224.190043 = -7707.253291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8643.690000 sec): 3 clusters Score: Raw -7910.467149 + Penalty 448.380085 = -7462.087064 nChanged 35 SP:Iteration 1F (8643.850000 sec): 3 clusters Score: Raw -7971.234348 + Penalty 448.380085 = -7522.854263 nChanged 5 SP:Iteration 2Q (8644.030000 sec): 3 clusters Score: Raw -7982.089434 + Penalty 448.380085 = -7533.709348 nChanged 3 SP:Iteration 3Q (8644.230000 sec): 3 clusters Score: Raw -7987.097140 + Penalty 448.380085 = -7538.717054 nChanged 0 SP:Iteration 4F (8644.390000 sec): 3 clusters Score: Raw -7987.097140 + Penalty 448.380085 = -7538.717054 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8644.480000 sec): 2 clusters Score: Raw -174111.809788 + Penalty 365.368826 = -173746.440962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8644.670000 sec): 3 clusters Score: Raw -172309.942512 + Penalty 730.737653 = -171579.204859 nChanged 1386 SP:Iteration 1F (8644.860000 sec): 3 clusters Score: Raw -173209.316243 + Penalty 730.737653 = -172478.578591 nChanged 259 SP:Iteration 2F (8645.030000 sec): 3 clusters Score: Raw -173400.125205 + Penalty 730.737653 = -172669.387552 nChanged 215 SP:Iteration 3F (8645.190000 sec): 3 clusters Score: Raw -173550.815385 + Penalty 730.737653 = -172820.077733 nChanged 170 SP:Iteration 4F (8645.360000 sec): 3 clusters Score: Raw -173668.248833 + Penalty 730.737653 = -172937.511180 nChanged 156 SP:Iteration 5F (8645.500000 sec): 3 clusters Score: Raw -173769.163464 + Penalty 730.737653 = -173038.425811 nChanged 102 SP:Iteration 6Q (8645.700000 sec): 3 clusters Score: Raw -173824.813943 + Penalty 730.737653 = -173094.076291 nChanged 83 SP:Iteration 7Q (8645.830000 sec): 3 clusters Score: Raw -173857.264791 + Penalty 730.737653 = -173126.527139 nChanged 56 SP:Iteration 8Q (8646.030000 sec): 3 clusters Score: Raw -173883.431758 + Penalty 730.737653 = -173152.694105 nChanged 64 SP:Iteration 9Q (8646.210000 sec): 3 clusters Score: Raw -173913.263954 + Penalty 730.737653 = -173182.526302 nChanged 46 SP:Iteration 10Q (8646.400000 sec): 3 clusters Score: Raw -173938.138111 + Penalty 730.737653 = -173207.400459 nChanged 49 SP:Iteration 11Q (8646.590000 sec): 3 clusters Score: Raw -173953.261514 + Penalty 730.737653 = -173222.523861 nChanged 40 SP:Iteration 12Q (8646.770000 sec): 3 clusters Score: Raw -173964.111084 + Penalty 730.737653 = -173233.373432 nChanged 34 SP:Iteration 13Q (8646.940000 sec): 3 clusters Score: Raw -173972.960579 + Penalty 730.737653 = -173242.222927 nChanged 31 SP:Iteration 14Q (8647.130000 sec): 3 clusters Score: Raw -173982.787712 + Penalty 730.737653 = -173252.050059 nChanged 30 SP:Iteration 15Q (8647.320000 sec): 3 clusters Score: Raw -173988.872340 + Penalty 730.737653 = -173258.134687 nChanged 23 SP:Iteration 16Q (8647.490000 sec): 3 clusters Score: Raw -173992.544179 + Penalty 730.737653 = -173261.806527 nChanged 15 SP:Iteration 17Q (8647.650000 sec): 3 clusters Score: Raw -173995.607970 + Penalty 730.737653 = -173264.870317 nChanged 14 SP:Iteration 18Q (8647.800000 sec): 3 clusters Score: Raw -173998.644669 + Penalty 730.737653 = -173267.907017 nChanged 13 SP:Iteration 19Q (8647.950000 sec): 3 clusters Score: Raw -174002.100433 + Penalty 730.737653 = -173271.362780 nChanged 16 SP:Iteration 20F (8648.130000 sec): 3 clusters Score: Raw -174004.778319 + Penalty 730.737653 = -173274.040666 nChanged 12 SP:Iteration 21Q (8648.280000 sec): 3 clusters Score: Raw -174007.254012 + Penalty 730.737653 = -173276.516360 nChanged 14 SP:Iteration 22Q (8648.450000 sec): 3 clusters Score: Raw -174009.558804 + Penalty 730.737653 = -173278.821152 nChanged 13 SP:Iteration 23Q (8648.610000 sec): 3 clusters Score: Raw -174011.178388 + Penalty 730.737653 = -173280.440735 nChanged 8 SP:Iteration 24Q (8648.800000 sec): 3 clusters Score: Raw -174012.363880 + Penalty 730.737653 = -173281.626228 nChanged 9 SP:Iteration 25Q (8648.970000 sec): 3 clusters Score: Raw -174014.404159 + Penalty 730.737653 = -173283.666507 nChanged 11 SP:Iteration 26Q (8649.150000 sec): 3 clusters Score: Raw -174016.901484 + Penalty 730.737653 = -173286.163832 nChanged 15 SP:Iteration 27Q (8649.310000 sec): 3 clusters Score: Raw -174021.248747 + Penalty 730.737653 = -173290.511095 nChanged 18 SP:Iteration 28Q (8649.500000 sec): 3 clusters Score: Raw -174027.434332 + Penalty 730.737653 = -173296.696679 nChanged 26 SP:Iteration 29Q (8649.680000 sec): 3 clusters Score: Raw -174036.367884 + Penalty 730.737653 = -173305.630232 nChanged 25 SP:Iteration 30Q (8649.850000 sec): 3 clusters Score: Raw -174042.905800 + Penalty 730.737653 = -173312.168147 nChanged 25 SP:Iteration 31Q (8650.010000 sec): 3 clusters Score: Raw -174048.051239 + Penalty 730.737653 = -173317.313587 nChanged 19 SP:Iteration 32Q (8650.220000 sec): 3 clusters Score: Raw -174051.876501 + Penalty 730.737653 = -173321.138848 nChanged 18 SP:Iteration 33Q (8650.370000 sec): 3 clusters Score: Raw -174054.628208 + Penalty 730.737653 = -173323.890555 nChanged 15 SP:Iteration 34Q (8650.510000 sec): 3 clusters Score: Raw -174057.059445 + Penalty 730.737653 = -173326.321792 nChanged 18 SP:Iteration 35Q (8650.690000 sec): 3 clusters Score: Raw -174061.311921 + Penalty 730.737653 = -173330.574268 nChanged 19 SP:Iteration 36Q (8650.850000 sec): 3 clusters Score: Raw -174065.478963 + Penalty 730.737653 = -173334.741310 nChanged 21 SP:Iteration 37Q (8651.030000 sec): 3 clusters Score: Raw -174071.490994 + Penalty 730.737653 = -173340.753342 nChanged 18 SP:Iteration 38Q (8651.230000 sec): 3 clusters Score: Raw -174074.070431 + Penalty 730.737653 = -173343.332779 nChanged 13 SP:Iteration 39Q (8651.380000 sec): 3 clusters Score: Raw -174077.216649 + Penalty 730.737653 = -173346.478996 nChanged 17 SP:Iteration 40F (8651.570000 sec): 3 clusters Score: Raw -174081.092955 + Penalty 730.737653 = -173350.355302 nChanged 16 SP:Iteration 41Q (8651.720000 sec): 3 clusters Score: Raw -174085.097560 + Penalty 730.737653 = -173354.359907 nChanged 24 SP:Iteration 42Q (8651.910000 sec): 3 clusters Score: Raw -174091.241176 + Penalty 730.737653 = -173360.503524 nChanged 20 SP:Iteration 43Q (8652.050000 sec): 3 clusters Score: Raw -174096.222952 + Penalty 730.737653 = -173365.485299 nChanged 19 SP:Iteration 44Q (8652.240000 sec): 3 clusters Score: Raw -174100.502546 + Penalty 730.737653 = -173369.764893 nChanged 15 SP:Iteration 45Q (8652.430000 sec): 3 clusters Score: Raw -174104.105147 + Penalty 730.737653 = -173373.367494 nChanged 20 SP:Iteration 46Q (8652.590000 sec): 3 clusters Score: Raw -174108.546655 + Penalty 730.737653 = -173377.809002 nChanged 21 SP:Iteration 47Q (8652.740000 sec): 3 clusters Score: Raw -174114.364109 + Penalty 730.737653 = -173383.626457 nChanged 17 SP:Iteration 48Q (8652.910000 sec): 3 clusters Score: Raw -174118.424563 + Penalty 730.737653 = -173387.686910 nChanged 12 SP:Iteration 49Q (8653.090000 sec): 3 clusters Score: Raw -174120.162316 + Penalty 730.737653 = -173389.424663 nChanged 8 SP:Iteration 50Q (8653.280000 sec): 3 clusters Score: Raw -174122.086872 + Penalty 730.737653 = -173391.349220 nChanged 10 SP:Iteration 51Q (8653.440000 sec): 3 clusters Score: Raw -174125.783970 + Penalty 730.737653 = -173395.046317 nChanged 10 SP:Iteration 52Q (8653.650000 sec): 3 clusters Score: Raw -174130.485507 + Penalty 730.737653 = -173399.747855 nChanged 14 SP:Iteration 53Q (8653.820000 sec): 3 clusters Score: Raw -174139.823378 + Penalty 730.737653 = -173409.085725 nChanged 20 SP:Iteration 54Q (8653.980000 sec): 3 clusters Score: Raw -174150.102588 + Penalty 730.737653 = -173419.364936 nChanged 18 SP:Iteration 55Q (8654.140000 sec): 3 clusters Score: Raw -174156.452281 + Penalty 730.737653 = -173425.714629 nChanged 16 SP:Iteration 56Q (8654.350000 sec): 3 clusters Score: Raw -174160.827276 + Penalty 730.737653 = -173430.089624 nChanged 13 SP:Iteration 57Q (8654.520000 sec): 3 clusters Score: Raw -174165.287878 + Penalty 730.737653 = -173434.550225 nChanged 12 SP:Iteration 58Q (8654.700000 sec): 3 clusters Score: Raw -174170.025489 + Penalty 730.737653 = -173439.287836 nChanged 11 SP:Iteration 59Q (8654.870000 sec): 3 clusters Score: Raw -174173.601437 + Penalty 730.737653 = -173442.863785 nChanged 10 SP:Iteration 60F (8655.040000 sec): 3 clusters Score: Raw -174177.027480 + Penalty 730.737653 = -173446.289827 nChanged 7 SP:Iteration 61Q (8655.180000 sec): 3 clusters Score: Raw -174178.593826 + Penalty 730.737653 = -173447.856173 nChanged 5 SP:Iteration 62Q (8655.380000 sec): 3 clusters Score: Raw -174179.465265 + Penalty 730.737653 = -173448.727613 nChanged 3 SP:Iteration 63Q (8655.540000 sec): 3 clusters Score: Raw -174179.970941 + Penalty 730.737653 = -173449.233288 nChanged 5 SP:Iteration 64Q (8655.710000 sec): 3 clusters Score: Raw -174180.647868 + Penalty 730.737653 = -173449.910216 nChanged 3 SP:Iteration 65Q (8655.890000 sec): 3 clusters Score: Raw -174180.997449 + Penalty 730.737653 = -173450.259796 nChanged 0 SP:Iteration 66F (8656.060000 sec): 3 clusters Score: Raw -174180.997449 + Penalty 730.737653 = -173450.259796 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8656.670000 sec): 2 clusters Score: Raw -9443935.012992 + Penalty 544.997775 = -9443390.015217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8657.360000 sec): 3 clusters Score: Raw -9336536.555201 + Penalty 1089.995551 = -9335446.559650 nChanged 77996 SP:Iteration 1F (8658.060000 sec): 3 clusters Score: Raw -9385647.141618 + Penalty 1089.995551 = -9384557.146068 nChanged 7490 SP:Iteration 2Q (8658.780000 sec): 3 clusters Score: Raw -9388344.065213 + Penalty 1089.995551 = -9387254.069663 nChanged 7997 SP:Iteration 3F (8659.340000 sec): 3 clusters Score: Raw -9391375.037521 + Penalty 1089.995551 = -9390285.041970 nChanged 7971 SP:Iteration 4F (8659.990000 sec): 3 clusters Score: Raw -9394588.693526 + Penalty 1089.995551 = -9393498.697975 nChanged 7995 SP:Iteration 5F (8660.670000 sec): 3 clusters Score: Raw -9398065.062183 + Penalty 1089.995551 = -9396975.066632 nChanged 7776 SP:Iteration 6Q (8661.390000 sec): 3 clusters Score: Raw -9401946.780251 + Penalty 1089.995551 = -9400856.784700 nChanged 7576 SP:Iteration 7Q (8662.090000 sec): 3 clusters Score: Raw -9406675.170778 + Penalty 1089.995551 = -9405585.175228 nChanged 7454 SP:Iteration 8Q (8662.800000 sec): 3 clusters Score: Raw -9412417.832957 + Penalty 1089.995551 = -9411327.837406 nChanged 6892 SP:Iteration 9Q (8663.460000 sec): 3 clusters Score: Raw -9418004.733123 + Penalty 1089.995551 = -9416914.737572 nChanged 5848 SP:Iteration 10Q (8664.080000 sec): 3 clusters Score: Raw -9422034.044166 + Penalty 1089.995551 = -9420944.048616 nChanged 4345 SP:Iteration 11Q (8664.700000 sec): 3 clusters Score: Raw -9424263.183986 + Penalty 1089.995551 = -9423173.188436 nChanged 3174 SP:Iteration 12Q (8665.340000 sec): 3 clusters Score: Raw -9425634.331568 + Penalty 1089.995551 = -9424544.336017 nChanged 3102 SP:Iteration 13Q (8665.960000 sec): 3 clusters Score: Raw -9426821.068553 + Penalty 1089.995551 = -9425731.073003 nChanged 3054 SP:Iteration 14Q (8666.660000 sec): 3 clusters Score: Raw -9427989.080681 + Penalty 1089.995551 = -9426899.085130 nChanged 3051 SP:Iteration 15Q (8667.280000 sec): 3 clusters Score: Raw -9429240.178391 + Penalty 1089.995551 = -9428150.182840 nChanged 3135 SP:Iteration 16Q (8667.850000 sec): 3 clusters Score: Raw -9430593.534413 + Penalty 1089.995551 = -9429503.538862 nChanged 3098 SP:Iteration 17Q (8668.360000 sec): 3 clusters Score: Raw -9432040.421557 + Penalty 1089.995551 = -9430950.426006 nChanged 3040 SP:Iteration 18Q (8669.030000 sec): 3 clusters Score: Raw -9433541.000162 + Penalty 1089.995551 = -9432451.004612 nChanged 2825 SP:Iteration 19Q (8669.700000 sec): 3 clusters Score: Raw -9435013.551012 + Penalty 1089.995551 = -9433923.555462 nChanged 2601 SP:Iteration 20F (8670.390000 sec): 3 clusters Score: Raw -9436442.164151 + Penalty 1089.995551 = -9435352.168601 nChanged 2409 SP:Iteration 21Q (8671.090000 sec): 3 clusters Score: Raw -9437854.363287 + Penalty 1089.995551 = -9436764.367736 nChanged 2143 SP:Iteration 22Q (8671.820000 sec): 3 clusters Score: Raw -9439168.590960 + Penalty 1089.995551 = -9438078.595409 nChanged 1861 SP:Iteration 23Q (8672.460000 sec): 3 clusters Score: Raw -9440362.615574 + Penalty 1089.995551 = -9439272.620023 nChanged 1509 SP:Iteration 24Q (8673.060000 sec): 3 clusters Score: Raw -9441363.026508 + Penalty 1089.995551 = -9440273.030958 nChanged 1138 SP:Iteration 25Q (8673.710000 sec): 3 clusters Score: Raw -9442087.630526 + Penalty 1089.995551 = -9440997.634976 nChanged 851 SP:Iteration 26Q (8674.270000 sec): 3 clusters Score: Raw -9442602.128638 + Penalty 1089.995551 = -9441512.133088 nChanged 664 SP:Iteration 27Q (8674.860000 sec): 3 clusters Score: Raw -9443007.324377 + Penalty 1089.995551 = -9441917.328826 nChanged 526 SP:Iteration 28Q (8675.420000 sec): 3 clusters Score: Raw -9443325.905894 + Penalty 1089.995551 = -9442235.910344 nChanged 363 SP:Iteration 29Q (8675.990000 sec): 3 clusters Score: Raw -9443524.622130 + Penalty 1089.995551 = -9442434.626580 nChanged 271 SP:Iteration 30Q (8676.530000 sec): 3 clusters Score: Raw -9443660.476304 + Penalty 1089.995551 = -9442570.480753 nChanged 208 SP:Iteration 31Q (8677.090000 sec): 3 clusters Score: Raw -9443760.304177 + Penalty 1089.995551 = -9442670.308626 nChanged 149 SP:Iteration 32Q (8677.650000 sec): 3 clusters Score: Raw -9443825.455166 + Penalty 1089.995551 = -9442735.459616 nChanged 106 SP:Iteration 33Q (8678.300000 sec): 3 clusters Score: Raw -9443868.604141 + Penalty 1089.995551 = -9442778.608591 nChanged 86 SP:Iteration 34Q (8678.930000 sec): 3 clusters Score: Raw -9443901.789457 + Penalty 1089.995551 = -9442811.793907 nChanged 74 SP:Iteration 35Q (8679.570000 sec): 3 clusters Score: Raw -9443930.486530 + Penalty 1089.995551 = -9442840.490980 nChanged 43 SP:Iteration 36Q (8680.170000 sec): 3 clusters Score: Raw -9443946.036188 + Penalty 1089.995551 = -9442856.040637 nChanged 43 SP:Iteration 37Q (8680.850000 sec): 3 clusters Score: Raw -9443967.487149 + Penalty 1089.995551 = -9442877.491598 nChanged 36 SP:Iteration 38Q (8681.470000 sec): 3 clusters Score: Raw -9443984.630131 + Penalty 1089.995551 = -9442894.634581 nChanged 28 SP:Iteration 39Q (8682.110000 sec): 3 clusters Score: Raw -9444000.548973 + Penalty 1089.995551 = -9442910.553423 nChanged 29 SP:Iteration 40F (8682.810000 sec): 3 clusters Score: Raw -9444013.456976 + Penalty 1089.995551 = -9442923.461426 nChanged 24 SP:Iteration 41Q (8683.390000 sec): 3 clusters Score: Raw -9444019.317393 + Penalty 1089.995551 = -9442929.321842 nChanged 16 SP:Iteration 42Q (8684.000000 sec): 3 clusters Score: Raw -9444023.869263 + Penalty 1089.995551 = -9442933.873712 nChanged 12 SP:Iteration 43Q (8684.570000 sec): 3 clusters Score: Raw -9444025.726189 + Penalty 1089.995551 = -9442935.730638 nChanged 10 SP:Iteration 44Q (8685.240000 sec): 3 clusters Score: Raw -9444028.033493 + Penalty 1089.995551 = -9442938.037943 nChanged 8 SP:Iteration 45Q (8685.830000 sec): 3 clusters Score: Raw -9444031.262981 + Penalty 1089.995551 = -9442941.267431 nChanged 8 SP:Iteration 46Q (8686.490000 sec): 3 clusters Score: Raw -9444034.289937 + Penalty 1089.995551 = -9442944.294387 nChanged 7 SP:Iteration 47Q (8687.140000 sec): 3 clusters Score: Raw -9444036.111259 + Penalty 1089.995551 = -9442946.115708 nChanged 7 SP:Iteration 48Q (8687.740000 sec): 3 clusters Score: Raw -9444038.287856 + Penalty 1089.995551 = -9442948.292305 nChanged 8 SP:Iteration 49Q (8688.260000 sec): 3 clusters Score: Raw -9444040.153702 + Penalty 1089.995551 = -9442950.158152 nChanged 3 SP:Iteration 50Q (8688.820000 sec): 3 clusters Score: Raw -9444040.637834 + Penalty 1089.995551 = -9442950.642284 nChanged 4 SP:Iteration 51Q (8689.440000 sec): 3 clusters Score: Raw -9444041.830815 + Penalty 1089.995551 = -9442951.835265 nChanged 4 SP:Iteration 52Q (8690.090000 sec): 3 clusters Score: Raw -9444042.701950 + Penalty 1089.995551 = -9442952.706400 nChanged 4 SP:Iteration 53Q (8690.720000 sec): 3 clusters Score: Raw -9444044.975354 + Penalty 1089.995551 = -9442954.979803 nChanged 8 SP:Iteration 54Q (8691.330000 sec): 3 clusters Score: Raw -9444049.093295 + Penalty 1089.995551 = -9442959.097745 nChanged 11 SP:Iteration 55Q (8691.910000 sec): 3 clusters Score: Raw -9444056.020982 + Penalty 1089.995551 = -9442966.025432 nChanged 7 SP:Iteration 56Q (8692.530000 sec): 3 clusters Score: Raw -9444058.890792 + Penalty 1089.995551 = -9442968.895241 nChanged 7 SP:Iteration 57Q (8693.150000 sec): 3 clusters Score: Raw -9444060.941764 + Penalty 1089.995551 = -9442970.946213 nChanged 3 SP:Iteration 58Q (8693.750000 sec): 3 clusters Score: Raw -9444061.715606 + Penalty 1089.995551 = -9442971.720055 nChanged 2 SP:Iteration 59Q (8694.340000 sec): 3 clusters Score: Raw -9444062.582293 + Penalty 1089.995551 = -9442972.586743 nChanged 2 SP:Iteration 60F (8694.970000 sec): 3 clusters Score: Raw -9444063.616785 + Penalty 1089.995551 = -9442973.621235 nChanged 3 SP:Iteration 61Q (8695.540000 sec): 3 clusters Score: Raw -9444064.390546 + Penalty 1089.995551 = -9442974.394995 nChanged 2 SP:Iteration 62Q (8696.250000 sec): 3 clusters Score: Raw -9444064.964133 + Penalty 1089.995551 = -9442974.968582 nChanged 0 SP:Iteration 63F (8696.950000 sec): 3 clusters Score: Raw -9444064.964133 + Penalty 1089.995551 = -9442974.968582 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8697.130000 sec): 2 clusters Score: Raw -46538.147672 + Penalty 303.921763 = -46234.225909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8697.290000 sec): 3 clusters Score: Raw -46178.915355 + Penalty 607.843526 = -45571.071829 nChanged 298 SP:Iteration 1F (8697.440000 sec): 3 clusters Score: Raw -46345.091363 + Penalty 607.843526 = -45737.247837 nChanged 54 SP:Iteration 2F (8697.620000 sec): 3 clusters Score: Raw -46390.197867 + Penalty 607.843526 = -45782.354341 nChanged 63 SP:Iteration 3F (8697.790000 sec): 3 clusters Score: Raw -46459.482199 + Penalty 607.843526 = -45851.638673 nChanged 51 SP:Iteration 4F (8697.980000 sec): 3 clusters Score: Raw -46504.209480 + Penalty 607.843526 = -45896.365954 nChanged 37 SP:Iteration 5Q (8698.160000 sec): 3 clusters Score: Raw -46532.897808 + Penalty 607.843526 = -45925.054282 nChanged 31 SP:Iteration 6Q (8698.370000 sec): 3 clusters Score: Raw -46557.902903 + Penalty 607.843526 = -45950.059377 nChanged 21 SP:Iteration 7Q (8698.550000 sec): 3 clusters Score: Raw -46578.888345 + Penalty 607.843526 = -45971.044819 nChanged 13 SP:Iteration 8Q (8698.720000 sec): 3 clusters Score: Raw -46590.810452 + Penalty 607.843526 = -45982.966926 nChanged 6 SP:Iteration 9Q (8698.880000 sec): 3 clusters Score: Raw -46594.734532 + Penalty 607.843526 = -45986.891006 nChanged 5 SP:Iteration 10Q (8699.020000 sec): 3 clusters Score: Raw -46598.282660 + Penalty 607.843526 = -45990.439134 nChanged 5 SP:Iteration 11Q (8699.180000 sec): 3 clusters Score: Raw -46603.521396 + Penalty 607.843526 = -45995.677870 nChanged 2 SP:Iteration 12Q (8699.410000 sec): 3 clusters Score: Raw -46604.356759 + Penalty 607.843526 = -45996.513233 nChanged 2 SP:Iteration 13Q (8699.530000 sec): 3 clusters Score: Raw -46605.259887 + Penalty 607.843526 = -45997.416361 nChanged 0 SP:Iteration 14F (8699.730000 sec): 3 clusters Score: Raw -46605.259887 + Penalty 607.843526 = -45997.416361 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8699.830000 sec): 2 clusters Score: Raw -9347.053017 + Penalty 232.320519 = -9114.732498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8699.990000 sec): 3 clusters Score: Raw -9330.786874 + Penalty 464.641038 = -8866.145836 nChanged 40 SP:Iteration 1F (8700.140000 sec): 3 clusters Score: Raw -9414.754240 + Penalty 464.641038 = -8950.113201 nChanged 14 SP:Iteration 2F (8700.320000 sec): 3 clusters Score: Raw -9452.032636 + Penalty 464.641038 = -8987.391598 nChanged 4 SP:Iteration 3Q (8700.520000 sec): 3 clusters Score: Raw -9460.526046 + Penalty 464.641038 = -8995.885008 nChanged 1 SP:Iteration 4Q (8700.670000 sec): 3 clusters Score: Raw -9461.133197 + Penalty 464.641038 = -8996.492159 nChanged 0 SP:Iteration 5F (8700.870000 sec): 3 clusters Score: Raw -9461.133197 + Penalty 464.641038 = -8996.492159 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8700.940000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8701.120000 sec): 3 clusters Score: Raw -7339.886089 + Penalty 445.703422 = -6894.182668 nChanged 34 SP:Iteration 1F (8701.270000 sec): 3 clusters Score: Raw -7382.245926 + Penalty 445.703422 = -6936.542504 nChanged 4 SP:Iteration 2Q (8701.450000 sec): 3 clusters Score: Raw -7387.306911 + Penalty 445.703422 = -6941.603489 nChanged 1 SP:Iteration 3Q (8701.600000 sec): 3 clusters Score: Raw -7388.884115 + Penalty 445.703422 = -6943.180693 nChanged 0 SP:Iteration 4F (8701.760000 sec): 3 clusters Score: Raw -7388.884115 + Penalty 445.703422 = -6943.180693 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8701.870000 sec): 2 clusters Score: Raw -65183.799276 + Penalty 321.679273 = -64862.120004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8701.990000 sec): 3 clusters Score: Raw -64593.516434 + Penalty 643.358546 = -63950.157888 nChanged 467 SP:Iteration 1F (8702.210000 sec): 3 clusters Score: Raw -64882.704634 + Penalty 643.358546 = -64239.346089 nChanged 82 SP:Iteration 2F (8702.370000 sec): 3 clusters Score: Raw -64926.493105 + Penalty 643.358546 = -64283.134559 nChanged 62 SP:Iteration 3F (8702.550000 sec): 3 clusters Score: Raw -64965.318478 + Penalty 643.358546 = -64321.959932 nChanged 53 SP:Iteration 4Q (8702.710000 sec): 3 clusters Score: Raw -64993.862319 + Penalty 643.358546 = -64350.503773 nChanged 30 SP:Iteration 5Q (8702.880000 sec): 3 clusters Score: Raw -65007.256924 + Penalty 643.358546 = -64363.898378 nChanged 24 SP:Iteration 6Q (8703.060000 sec): 3 clusters Score: Raw -65015.308857 + Penalty 643.358546 = -64371.950311 nChanged 13 SP:Iteration 7Q (8703.200000 sec): 3 clusters Score: Raw -65020.247760 + Penalty 643.358546 = -64376.889214 nChanged 15 SP:Iteration 8Q (8703.430000 sec): 3 clusters Score: Raw -65032.977322 + Penalty 643.358546 = -64389.618776 nChanged 19 SP:Iteration 9Q (8703.570000 sec): 3 clusters Score: Raw -65054.899758 + Penalty 643.358546 = -64411.541213 nChanged 28 SP:Iteration 10Q (8703.710000 sec): 3 clusters Score: Raw -65086.618998 + Penalty 643.358546 = -64443.260453 nChanged 41 SP:Iteration 11Q (8703.900000 sec): 3 clusters Score: Raw -65122.620209 + Penalty 643.358546 = -64479.261664 nChanged 48 SP:Iteration 12Q (8704.100000 sec): 3 clusters Score: Raw -65162.001115 + Penalty 643.358546 = -64518.642569 nChanged 39 SP:Iteration 13Q (8704.290000 sec): 3 clusters Score: Raw -65186.145543 + Penalty 643.358546 = -64542.786998 nChanged 32 SP:Iteration 14Q (8704.430000 sec): 3 clusters Score: Raw -65201.717493 + Penalty 643.358546 = -64558.358947 nChanged 26 SP:Iteration 15Q (8704.630000 sec): 3 clusters Score: Raw -65216.702297 + Penalty 643.358546 = -64573.343751 nChanged 25 SP:Iteration 16Q (8704.790000 sec): 3 clusters Score: Raw -65227.865904 + Penalty 643.358546 = -64584.507358 nChanged 24 SP:Iteration 17Q (8704.960000 sec): 3 clusters Score: Raw -65237.631476 + Penalty 643.358546 = -64594.272931 nChanged 19 SP:Iteration 18Q (8705.140000 sec): 3 clusters Score: Raw -65247.303770 + Penalty 643.358546 = -64603.945224 nChanged 25 SP:Iteration 19Q (8705.300000 sec): 3 clusters Score: Raw -65259.907175 + Penalty 643.358546 = -64616.548630 nChanged 30 SP:Iteration 20F (8705.500000 sec): 3 clusters Score: Raw -65275.769185 + Penalty 643.358546 = -64632.410639 nChanged 29 SP:Iteration 21Q (8705.660000 sec): 3 clusters Score: Raw -65295.607518 + Penalty 643.358546 = -64652.248972 nChanged 34 SP:Iteration 22Q (8705.860000 sec): 3 clusters Score: Raw -65318.434268 + Penalty 643.358546 = -64675.075722 nChanged 28 SP:Iteration 23Q (8706.050000 sec): 3 clusters Score: Raw -65335.786040 + Penalty 643.358546 = -64692.427494 nChanged 25 SP:Iteration 24Q (8706.210000 sec): 3 clusters Score: Raw -65352.022083 + Penalty 643.358546 = -64708.663538 nChanged 19 SP:Iteration 25Q (8706.360000 sec): 3 clusters Score: Raw -65361.999128 + Penalty 643.358546 = -64718.640582 nChanged 12 SP:Iteration 26Q (8706.580000 sec): 3 clusters Score: Raw -65369.265440 + Penalty 643.358546 = -64725.906894 nChanged 10 SP:Iteration 27Q (8706.750000 sec): 3 clusters Score: Raw -65375.840395 + Penalty 643.358546 = -64732.481850 nChanged 11 SP:Iteration 28Q (8706.910000 sec): 3 clusters Score: Raw -65379.272955 + Penalty 643.358546 = -64735.914409 nChanged 7 SP:Iteration 29Q (8707.090000 sec): 3 clusters Score: Raw -65381.219780 + Penalty 643.358546 = -64737.861234 nChanged 6 SP:Iteration 30Q (8707.230000 sec): 3 clusters Score: Raw -65383.252129 + Penalty 643.358546 = -64739.893583 nChanged 5 SP:Iteration 31Q (8707.390000 sec): 3 clusters Score: Raw -65384.827415 + Penalty 643.358546 = -64741.468869 nChanged 6 SP:Iteration 32Q (8707.600000 sec): 3 clusters Score: Raw -65386.696437 + Penalty 643.358546 = -64743.337892 nChanged 5 SP:Iteration 33Q (8707.780000 sec): 3 clusters Score: Raw -65388.368945 + Penalty 643.358546 = -64745.010399 nChanged 5 SP:Iteration 34Q (8707.930000 sec): 3 clusters Score: Raw -65389.770652 + Penalty 643.358546 = -64746.412106 nChanged 1 SP:Iteration 35Q (8708.130000 sec): 3 clusters Score: Raw -65390.454071 + Penalty 643.358546 = -64747.095525 nChanged 0 SP:Iteration 36F (8708.270000 sec): 3 clusters Score: Raw -65390.454071 + Penalty 643.358546 = -64747.095525 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8708.390000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8708.570000 sec): 3 clusters Score: Raw -16115.276613 + Penalty 515.644829 = -15599.631784 nChanged 91 SP:Iteration 1F (8708.700000 sec): 3 clusters Score: Raw -16222.010081 + Penalty 515.644829 = -15706.365253 nChanged 21 SP:Iteration 2F (8708.860000 sec): 3 clusters Score: Raw -16255.955708 + Penalty 515.644829 = -15740.310880 nChanged 15 SP:Iteration 3F (8709.060000 sec): 3 clusters Score: Raw -16284.131803 + Penalty 515.644829 = -15768.486975 nChanged 12 SP:Iteration 4Q (8709.260000 sec): 3 clusters Score: Raw -16300.691351 + Penalty 515.644829 = -15785.046522 nChanged 8 SP:Iteration 5Q (8709.400000 sec): 3 clusters Score: Raw -16306.668942 + Penalty 515.644829 = -15791.024113 nChanged 5 SP:Iteration 6Q (8709.580000 sec): 3 clusters Score: Raw -16311.532201 + Penalty 515.644829 = -15795.887373 nChanged 3 SP:Iteration 7Q (8709.790000 sec): 3 clusters Score: Raw -16313.252039 + Penalty 515.644829 = -15797.607210 nChanged 3 SP:Iteration 8Q (8709.970000 sec): 3 clusters Score: Raw -16317.248885 + Penalty 515.644829 = -15801.604057 nChanged 2 SP:Iteration 9Q (8710.150000 sec): 3 clusters Score: Raw -16318.694780 + Penalty 515.644829 = -15803.049952 nChanged 0 SP:Iteration 10F (8710.310000 sec): 3 clusters Score: Raw -16318.694780 + Penalty 515.644829 = -15803.049952 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8710.440000 sec): 2 clusters Score: Raw -873074.078010 + Penalty 434.668308 = -872639.409702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8710.620000 sec): 3 clusters Score: Raw -864152.316612 + Penalty 869.336616 = -863282.979995 nChanged 6673 SP:Iteration 1F (8710.830000 sec): 3 clusters Score: Raw -867968.477748 + Penalty 869.336616 = -867099.141131 nChanged 744 SP:Iteration 2F (8711.020000 sec): 3 clusters Score: Raw -868257.746183 + Penalty 869.336616 = -867388.409567 nChanged 811 SP:Iteration 3F (8711.210000 sec): 3 clusters Score: Raw -868618.342366 + Penalty 869.336616 = -867749.005749 nChanged 874 SP:Iteration 4F (8711.430000 sec): 3 clusters Score: Raw -869057.355705 + Penalty 869.336616 = -868188.019089 nChanged 887 SP:Iteration 5F (8711.640000 sec): 3 clusters Score: Raw -869579.695130 + Penalty 869.336616 = -868710.358514 nChanged 890 SP:Iteration 6F (8711.840000 sec): 3 clusters Score: Raw -870185.484272 + Penalty 869.336616 = -869316.147656 nChanged 853 SP:Iteration 7F (8712.030000 sec): 3 clusters Score: Raw -870808.052329 + Penalty 869.336616 = -869938.715712 nChanged 762 SP:Iteration 8F (8712.240000 sec): 3 clusters Score: Raw -871411.654844 + Penalty 869.336616 = -870542.318228 nChanged 649 SP:Iteration 9Q (8712.470000 sec): 3 clusters Score: Raw -871971.820736 + Penalty 869.336616 = -871102.484120 nChanged 534 SP:Iteration 10Q (8712.670000 sec): 3 clusters Score: Raw -872471.249536 + Penalty 869.336616 = -871601.912920 nChanged 325 SP:Iteration 11Q (8712.900000 sec): 3 clusters Score: Raw -872796.449258 + Penalty 869.336616 = -871927.112642 nChanged 171 SP:Iteration 12Q (8713.080000 sec): 3 clusters Score: Raw -872990.508136 + Penalty 869.336616 = -872121.171520 nChanged 78 SP:Iteration 13Q (8713.250000 sec): 3 clusters Score: Raw -873077.767758 + Penalty 869.336616 = -872208.431141 nChanged 36 SP:Iteration 14Q (8713.460000 sec): 3 clusters Score: Raw -873113.040192 + Penalty 869.336616 = -872243.703576 nChanged 17 SP:Iteration 15Q (8713.630000 sec): 3 clusters Score: Raw -873125.817140 + Penalty 869.336616 = -872256.480524 nChanged 12 SP:Iteration 16Q (8713.820000 sec): 3 clusters Score: Raw -873136.741844 + Penalty 869.336616 = -872267.405227 nChanged 7 SP:Iteration 17Q (8714.010000 sec): 3 clusters Score: Raw -873142.027967 + Penalty 869.336616 = -872272.691351 nChanged 5 SP:Iteration 18Q (8714.210000 sec): 3 clusters Score: Raw -873146.070022 + Penalty 869.336616 = -872276.733405 nChanged 3 SP:Iteration 19Q (8714.380000 sec): 3 clusters Score: Raw -873147.013046 + Penalty 869.336616 = -872277.676429 nChanged 0 SP:Iteration 20F (8714.590000 sec): 3 clusters Score: Raw -873147.013046 + Penalty 869.336616 = -872277.676429 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8714.700000 sec): 2 clusters Score: Raw -848747.277565 + Penalty 436.689600 = -848310.587966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8714.910000 sec): 3 clusters Score: Raw -839374.462640 + Penalty 873.379199 = -838501.083441 nChanged 6914 SP:Iteration 1F (8715.130000 sec): 3 clusters Score: Raw -843845.114325 + Penalty 873.379199 = -842971.735125 nChanged 1056 SP:Iteration 2F (8715.300000 sec): 3 clusters Score: Raw -844653.352312 + Penalty 873.379199 = -843779.973112 nChanged 1158 SP:Iteration 3F (8715.520000 sec): 3 clusters Score: Raw -845524.727013 + Penalty 873.379199 = -844651.347814 nChanged 1104 SP:Iteration 4F (8715.780000 sec): 3 clusters Score: Raw -846250.449376 + Penalty 873.379199 = -845377.070176 nChanged 876 SP:Iteration 5F (8716.000000 sec): 3 clusters Score: Raw -846751.611708 + Penalty 873.379199 = -845878.232508 nChanged 672 SP:Iteration 6Q (8716.210000 sec): 3 clusters Score: Raw -847054.190506 + Penalty 873.379199 = -846180.811307 nChanged 474 SP:Iteration 7Q (8716.370000 sec): 3 clusters Score: Raw -847213.249479 + Penalty 873.379199 = -846339.870279 nChanged 379 SP:Iteration 8Q (8716.610000 sec): 3 clusters Score: Raw -847316.213275 + Penalty 873.379199 = -846442.834076 nChanged 289 SP:Iteration 9Q (8716.790000 sec): 3 clusters Score: Raw -847378.635194 + Penalty 873.379199 = -846505.255995 nChanged 221 SP:Iteration 10Q (8717.000000 sec): 3 clusters Score: Raw -847423.058798 + Penalty 873.379199 = -846549.679599 nChanged 185 SP:Iteration 11Q (8717.200000 sec): 3 clusters Score: Raw -847454.719105 + Penalty 873.379199 = -846581.339906 nChanged 163 SP:Iteration 12Q (8717.390000 sec): 3 clusters Score: Raw -847478.595927 + Penalty 873.379199 = -846605.216728 nChanged 121 SP:Iteration 13Q (8717.630000 sec): 3 clusters Score: Raw -847497.176545 + Penalty 873.379199 = -846623.797346 nChanged 121 SP:Iteration 14Q (8717.840000 sec): 3 clusters Score: Raw -847514.117753 + Penalty 873.379199 = -846640.738554 nChanged 87 SP:Iteration 15Q (8718.020000 sec): 3 clusters Score: Raw -847526.941887 + Penalty 873.379199 = -846653.562688 nChanged 96 SP:Iteration 16Q (8718.240000 sec): 3 clusters Score: Raw -847538.339159 + Penalty 873.379199 = -846664.959960 nChanged 84 SP:Iteration 17Q (8718.420000 sec): 3 clusters Score: Raw -847547.710130 + Penalty 873.379199 = -846674.330931 nChanged 80 SP:Iteration 18Q (8718.640000 sec): 3 clusters Score: Raw -847557.483725 + Penalty 873.379199 = -846684.104526 nChanged 71 SP:Iteration 19Q (8718.870000 sec): 3 clusters Score: Raw -847565.303850 + Penalty 873.379199 = -846691.924651 nChanged 75 SP:Iteration 20F (8719.090000 sec): 3 clusters Score: Raw -847572.810053 + Penalty 873.379199 = -846699.430853 nChanged 69 SP:Iteration 21Q (8719.290000 sec): 3 clusters Score: Raw -847579.321330 + Penalty 873.379199 = -846705.942130 nChanged 69 SP:Iteration 22Q (8719.550000 sec): 3 clusters Score: Raw -847584.635522 + Penalty 873.379199 = -846711.256323 nChanged 52 SP:Iteration 23Q (8719.730000 sec): 3 clusters Score: Raw -847588.285937 + Penalty 873.379199 = -846714.906738 nChanged 36 SP:Iteration 24Q (8719.950000 sec): 3 clusters Score: Raw -847590.438869 + Penalty 873.379199 = -846717.059670 nChanged 39 SP:Iteration 25Q (8720.160000 sec): 3 clusters Score: Raw -847593.266341 + Penalty 873.379199 = -846719.887141 nChanged 42 SP:Iteration 26Q (8720.400000 sec): 3 clusters Score: Raw -847595.889529 + Penalty 873.379199 = -846722.510330 nChanged 42 SP:Iteration 27Q (8720.580000 sec): 3 clusters Score: Raw -847598.762113 + Penalty 873.379199 = -846725.382914 nChanged 42 SP:Iteration 28Q (8720.790000 sec): 3 clusters Score: Raw -847601.407618 + Penalty 873.379199 = -846728.028419 nChanged 40 SP:Iteration 29Q (8721.010000 sec): 3 clusters Score: Raw -847603.394519 + Penalty 873.379199 = -846730.015320 nChanged 33 SP:Iteration 30Q (8721.220000 sec): 3 clusters Score: Raw -847605.480811 + Penalty 873.379199 = -846732.101612 nChanged 36 SP:Iteration 31Q (8721.420000 sec): 3 clusters Score: Raw -847607.817905 + Penalty 873.379199 = -846734.438705 nChanged 31 SP:Iteration 32Q (8721.630000 sec): 3 clusters Score: Raw -847609.318914 + Penalty 873.379199 = -846735.939715 nChanged 24 SP:Iteration 33Q (8721.850000 sec): 3 clusters Score: Raw -847610.212762 + Penalty 873.379199 = -846736.833562 nChanged 21 SP:Iteration 34Q (8722.050000 sec): 3 clusters Score: Raw -847611.141458 + Penalty 873.379199 = -846737.762259 nChanged 21 SP:Iteration 35Q (8722.300000 sec): 3 clusters Score: Raw -847611.940228 + Penalty 873.379199 = -846738.561029 nChanged 11 SP:Iteration 36Q (8722.510000 sec): 3 clusters Score: Raw -847612.224210 + Penalty 873.379199 = -846738.845011 nChanged 12 SP:Iteration 37Q (8722.720000 sec): 3 clusters Score: Raw -847612.501665 + Penalty 873.379199 = -846739.122466 nChanged 12 SP:Iteration 38Q (8722.900000 sec): 3 clusters Score: Raw -847612.863509 + Penalty 873.379199 = -846739.484310 nChanged 9 SP:Iteration 39Q (8723.150000 sec): 3 clusters Score: Raw -847613.113494 + Penalty 873.379199 = -846739.734294 nChanged 12 SP:Iteration 40F (8723.330000 sec): 3 clusters Score: Raw -847613.375693 + Penalty 873.379199 = -846739.996494 nChanged 9 SP:Iteration 41Q (8723.570000 sec): 3 clusters Score: Raw -847613.506953 + Penalty 873.379199 = -846740.127753 nChanged 3 SP:Iteration 42Q (8723.770000 sec): 3 clusters Score: Raw -847613.619483 + Penalty 873.379199 = -846740.240284 nChanged 3 SP:Iteration 43Q (8723.980000 sec): 3 clusters Score: Raw -847613.700475 + Penalty 873.379199 = -846740.321276 nChanged 6 SP:Iteration 44Q (8724.150000 sec): 3 clusters Score: Raw -847613.902178 + Penalty 873.379199 = -846740.522978 nChanged 5 SP:Iteration 45Q (8724.390000 sec): 3 clusters Score: Raw -847614.108325 + Penalty 873.379199 = -846740.729126 nChanged 5 SP:Iteration 46Q (8724.590000 sec): 3 clusters Score: Raw -847614.281030 + Penalty 873.379199 = -846740.901831 nChanged 5 SP:Iteration 47Q (8724.810000 sec): 3 clusters Score: Raw -847614.403075 + Penalty 873.379199 = -846741.023876 nChanged 4 SP:Iteration 48Q (8725.010000 sec): 3 clusters Score: Raw -847614.472841 + Penalty 873.379199 = -846741.093642 nChanged 1 SP:Iteration 49Q (8725.210000 sec): 3 clusters Score: Raw -847614.479363 + Penalty 873.379199 = -846741.100164 nChanged 1 SP:Iteration 50Q (8725.420000 sec): 3 clusters Score: Raw -847614.487466 + Penalty 873.379199 = -846741.108267 nChanged 0 SP:Iteration 51F (8725.630000 sec): 3 clusters Score: Raw -847614.487466 + Penalty 873.379199 = -846741.108267 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8725.690000 sec): 2 clusters Score: Raw -28182.066097 + Penalty 283.397251 = -27898.668847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8725.870000 sec): 3 clusters Score: Raw -27987.495912 + Penalty 566.794501 = -27420.701410 nChanged 185 SP:Iteration 1F (8726.020000 sec): 3 clusters Score: Raw -28140.544706 + Penalty 566.794501 = -27573.750205 nChanged 43 SP:Iteration 2F (8726.210000 sec): 3 clusters Score: Raw -28186.576144 + Penalty 566.794501 = -27619.781643 nChanged 30 SP:Iteration 3F (8726.350000 sec): 3 clusters Score: Raw -28211.917092 + Penalty 566.794501 = -27645.122591 nChanged 16 SP:Iteration 4Q (8726.470000 sec): 3 clusters Score: Raw -28224.433399 + Penalty 566.794501 = -27657.638897 nChanged 11 SP:Iteration 5Q (8726.590000 sec): 3 clusters Score: Raw -28235.129163 + Penalty 566.794501 = -27668.334661 nChanged 11 SP:Iteration 6Q (8726.790000 sec): 3 clusters Score: Raw -28245.470332 + Penalty 566.794501 = -27678.675830 nChanged 6 SP:Iteration 7Q (8726.940000 sec): 3 clusters Score: Raw -28250.277552 + Penalty 566.794501 = -27683.483051 nChanged 5 SP:Iteration 8Q (8727.060000 sec): 3 clusters Score: Raw -28252.205792 + Penalty 566.794501 = -27685.411291 nChanged 2 SP:Iteration 9Q (8727.220000 sec): 3 clusters Score: Raw -28253.781620 + Penalty 566.794501 = -27686.987119 nChanged 1 SP:Iteration 10Q (8727.370000 sec): 3 clusters Score: Raw -28254.254696 + Penalty 566.794501 = -27687.460194 nChanged 2 SP:Iteration 11Q (8727.520000 sec): 3 clusters Score: Raw -28256.873746 + Penalty 566.794501 = -27690.079245 nChanged 4 SP:Iteration 12Q (8727.630000 sec): 3 clusters Score: Raw -28259.702607 + Penalty 566.794501 = -27692.908106 nChanged 3 SP:Iteration 13Q (8727.820000 sec): 3 clusters Score: Raw -28262.218865 + Penalty 566.794501 = -27695.424364 nChanged 3 SP:Iteration 14Q (8727.970000 sec): 3 clusters Score: Raw -28265.038490 + Penalty 566.794501 = -27698.243989 nChanged 2 SP:Iteration 15Q (8728.150000 sec): 3 clusters Score: Raw -28265.833890 + Penalty 566.794501 = -27699.039389 nChanged 2 SP:Iteration 16Q (8728.280000 sec): 3 clusters Score: Raw -28266.751038 + Penalty 566.794501 = -27699.956537 nChanged 3 SP:Iteration 17Q (8728.420000 sec): 3 clusters Score: Raw -28268.778068 + Penalty 566.794501 = -27701.983566 nChanged 2 SP:Iteration 18Q (8728.560000 sec): 3 clusters Score: Raw -28269.337763 + Penalty 566.794501 = -27702.543261 nChanged 0 SP:Iteration 19F (8728.770000 sec): 3 clusters Score: Raw -28269.337763 + Penalty 566.794501 = -27702.543261 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8728.830000 sec): 2 clusters Score: Raw -7404.237360 + Penalty 218.582958 = -7185.654402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8728.930000 sec): 3 clusters Score: Raw -7392.825417 + Penalty 437.165915 = -6955.659502 nChanged 22 SP:Iteration 1F (8729.110000 sec): 3 clusters Score: Raw -7440.675879 + Penalty 437.165915 = -7003.509964 nChanged 7 SP:Iteration 2F (8729.270000 sec): 3 clusters Score: Raw -7457.036368 + Penalty 437.165915 = -7019.870453 nChanged 3 SP:Iteration 3Q (8729.470000 sec): 3 clusters Score: Raw -7459.643833 + Penalty 437.165915 = -7022.477918 nChanged 0 SP:Iteration 4F (8729.580000 sec): 3 clusters Score: Raw -7459.643833 + Penalty 437.165915 = -7022.477918 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8729.670000 sec): 2 clusters Score: Raw -6722.948164 + Penalty 230.348074 = -6492.600090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8729.830000 sec): 3 clusters Score: Raw -6722.385383 + Penalty 460.696148 = -6261.689235 nChanged 34 SP:Iteration 1F (8729.950000 sec): 3 clusters Score: Raw -6765.807628 + Penalty 460.696148 = -6305.111480 nChanged 6 SP:Iteration 2Q (8730.170000 sec): 3 clusters Score: Raw -6778.250813 + Penalty 460.696148 = -6317.554665 nChanged 1 SP:Iteration 3Q (8730.330000 sec): 3 clusters Score: Raw -6779.924995 + Penalty 460.696148 = -6319.228847 nChanged 2 SP:Iteration 4Q (8730.500000 sec): 3 clusters Score: Raw -6784.280179 + Penalty 460.696148 = -6323.584031 nChanged 2 SP:Iteration 5Q (8730.710000 sec): 3 clusters Score: Raw -6790.913781 + Penalty 460.696148 = -6330.217633 nChanged 2 SP:Iteration 6Q (8730.860000 sec): 3 clusters Score: Raw -6795.951080 + Penalty 460.696148 = -6335.254932 nChanged 4 SP:Iteration 7Q (8731.040000 sec): 3 clusters Score: Raw -6803.894546 + Penalty 460.696148 = -6343.198398 nChanged 5 SP:Iteration 8Q (8731.250000 sec): 3 clusters Score: Raw -6814.887863 + Penalty 460.696148 = -6354.191715 nChanged 7 SP:Iteration 9Q (8731.430000 sec): 3 clusters Score: Raw -6849.957710 + Penalty 460.696148 = -6389.261562 nChanged 5 SP:Iteration 10Q (8731.560000 sec): 3 clusters Score: Raw -6865.854295 + Penalty 460.696148 = -6405.158147 nChanged 3 SP:Iteration 11Q (8731.730000 sec): 3 clusters Score: Raw -6875.773483 + Penalty 460.696148 = -6415.077335 nChanged 5 SP:Iteration 12Q (8731.910000 sec): 3 clusters Score: Raw -6885.813274 + Penalty 460.696148 = -6425.117126 nChanged 2 SP:Iteration 13Q (8732.100000 sec): 3 clusters Score: Raw -6889.450656 + Penalty 460.696148 = -6428.754508 nChanged 1 SP:Iteration 14Q (8732.310000 sec): 3 clusters Score: Raw -6893.171247 + Penalty 460.696148 = -6432.475099 nChanged 1 SP:Iteration 15Q (8732.510000 sec): 3 clusters Score: Raw -6895.017082 + Penalty 460.696148 = -6434.320934 nChanged 1 SP:Iteration 16Q (8732.670000 sec): 3 clusters Score: Raw -6896.346977 + Penalty 460.696148 = -6435.650829 nChanged 1 SP:Iteration 17Q (8732.870000 sec): 3 clusters Score: Raw -6897.168958 + Penalty 460.696148 = -6436.472810 nChanged 1 SP:Iteration 18Q (8733.050000 sec): 3 clusters Score: Raw -6903.771964 + Penalty 460.696148 = -6443.075816 nChanged 3 SP:Iteration 19Q (8733.290000 sec): 3 clusters Score: Raw -6922.422364 + Penalty 460.696148 = -6461.726216 nChanged 0 SP:Iteration 20F (8733.470000 sec): 3 clusters Score: Raw -6922.422364 + Penalty 460.696148 = -6461.726216 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8733.530000 sec): 2 clusters Score: Raw -18985.647166 + Penalty 264.542939 = -18721.104226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8733.710000 sec): 3 clusters Score: Raw -18875.304631 + Penalty 529.085878 = -18346.218752 nChanged 114 SP:Iteration 1F (8733.900000 sec): 3 clusters Score: Raw -19011.913578 + Penalty 529.085878 = -18482.827700 nChanged 41 SP:Iteration 2F (8734.100000 sec): 3 clusters Score: Raw -19129.612045 + Penalty 529.085878 = -18600.526166 nChanged 25 SP:Iteration 3F (8734.250000 sec): 3 clusters Score: Raw -19189.856899 + Penalty 529.085878 = -18660.771020 nChanged 16 SP:Iteration 4Q (8734.430000 sec): 3 clusters Score: Raw -19225.965051 + Penalty 529.085878 = -18696.879172 nChanged 9 SP:Iteration 5Q (8734.590000 sec): 3 clusters Score: Raw -19239.733648 + Penalty 529.085878 = -18710.647770 nChanged 3 SP:Iteration 6Q (8734.770000 sec): 3 clusters Score: Raw -19244.305523 + Penalty 529.085878 = -18715.219645 nChanged 2 SP:Iteration 7Q (8734.940000 sec): 3 clusters Score: Raw -19247.199993 + Penalty 529.085878 = -18718.114115 nChanged 4 SP:Iteration 8Q (8735.110000 sec): 3 clusters Score: Raw -19252.392224 + Penalty 529.085878 = -18723.306346 nChanged 1 SP:Iteration 9Q (8735.260000 sec): 3 clusters Score: Raw -19253.371938 + Penalty 529.085878 = -18724.286059 nChanged 1 SP:Iteration 10Q (8735.390000 sec): 3 clusters Score: Raw -19253.730487 + Penalty 529.085878 = -18724.644609 nChanged 1 SP:Iteration 11Q (8735.590000 sec): 3 clusters Score: Raw -19254.953483 + Penalty 529.085878 = -18725.867604 nChanged 1 SP:Iteration 12Q (8735.750000 sec): 3 clusters Score: Raw -19256.852660 + Penalty 529.085878 = -18727.766782 nChanged 1 SP:Iteration 13Q (8735.950000 sec): 3 clusters Score: Raw -19258.167771 + Penalty 529.085878 = -18729.081892 nChanged 3 SP:Iteration 14Q (8736.100000 sec): 3 clusters Score: Raw -19261.867460 + Penalty 529.085878 = -18732.781581 nChanged 3 SP:Iteration 15Q (8736.290000 sec): 3 clusters Score: Raw -19265.354905 + Penalty 529.085878 = -18736.269027 nChanged 1 SP:Iteration 16Q (8736.440000 sec): 3 clusters Score: Raw -19266.022309 + Penalty 529.085878 = -18736.936431 nChanged 0 SP:Iteration 17F (8736.620000 sec): 3 clusters Score: Raw -19266.022309 + Penalty 529.085878 = -18736.936431 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 71. Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8736.690000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8736.850000 sec): 3 clusters Score: Raw -198857.299383 + Penalty 733.652700 = -198123.646682 nChanged 1386 SP:Iteration 1F (8737.060000 sec): 3 clusters Score: Raw -199648.066973 + Penalty 733.652700 = -198914.414273 nChanged 182 SP:Iteration 2F (8737.230000 sec): 3 clusters Score: Raw -199752.403969 + Penalty 733.652700 = -199018.751269 nChanged 179 SP:Iteration 3F (8737.400000 sec): 3 clusters Score: Raw -199862.625205 + Penalty 733.652700 = -199128.972505 nChanged 174 SP:Iteration 4F (8737.540000 sec): 3 clusters Score: Raw -199966.626693 + Penalty 733.652700 = -199232.973993 nChanged 143 SP:Iteration 5Q (8737.720000 sec): 3 clusters Score: Raw -200051.182867 + Penalty 733.652700 = -199317.530167 nChanged 133 SP:Iteration 6Q (8737.930000 sec): 3 clusters Score: Raw -200134.282975 + Penalty 733.652700 = -199400.630275 nChanged 140 SP:Iteration 7Q (8738.100000 sec): 3 clusters Score: Raw -200227.861948 + Penalty 733.652700 = -199494.209248 nChanged 122 SP:Iteration 8Q (8738.240000 sec): 3 clusters Score: Raw -200301.312809 + Penalty 733.652700 = -199567.660109 nChanged 103 SP:Iteration 9Q (8738.450000 sec): 3 clusters Score: Raw -200356.649494 + Penalty 733.652700 = -199622.996793 nChanged 70 SP:Iteration 10Q (8738.600000 sec): 3 clusters Score: Raw -200386.354313 + Penalty 733.652700 = -199652.701613 nChanged 53 SP:Iteration 11Q (8738.790000 sec): 3 clusters Score: Raw -200406.824339 + Penalty 733.652700 = -199673.171639 nChanged 34 SP:Iteration 12Q (8738.950000 sec): 3 clusters Score: Raw -200415.256969 + Penalty 733.652700 = -199681.604269 nChanged 29 SP:Iteration 13Q (8739.120000 sec): 3 clusters Score: Raw -200424.939488 + Penalty 733.652700 = -199691.286788 nChanged 21 SP:Iteration 14Q (8739.280000 sec): 3 clusters Score: Raw -200430.485165 + Penalty 733.652700 = -199696.832465 nChanged 18 SP:Iteration 15Q (8739.450000 sec): 3 clusters Score: Raw -200434.653892 + Penalty 733.652700 = -199701.001192 nChanged 20 SP:Iteration 16Q (8739.630000 sec): 3 clusters Score: Raw -200440.013629 + Penalty 733.652700 = -199706.360929 nChanged 22 SP:Iteration 17Q (8739.800000 sec): 3 clusters Score: Raw -200445.210521 + Penalty 733.652700 = -199711.557821 nChanged 16 SP:Iteration 18Q (8739.980000 sec): 3 clusters Score: Raw -200448.599096 + Penalty 733.652700 = -199714.946396 nChanged 12 SP:Iteration 19Q (8740.140000 sec): 3 clusters Score: Raw -200450.473795 + Penalty 733.652700 = -199716.821095 nChanged 10 SP:Iteration 20F (8740.310000 sec): 3 clusters Score: Raw -200452.415032 + Penalty 733.652700 = -199718.762332 nChanged 10 SP:Iteration 21Q (8740.500000 sec): 3 clusters Score: Raw -200455.788830 + Penalty 733.652700 = -199722.136130 nChanged 14 SP:Iteration 22Q (8740.690000 sec): 3 clusters Score: Raw -200458.996824 + Penalty 733.652700 = -199725.344124 nChanged 11 SP:Iteration 23Q (8740.920000 sec): 3 clusters Score: Raw -200460.633879 + Penalty 733.652700 = -199726.981179 nChanged 8 SP:Iteration 24Q (8741.050000 sec): 3 clusters Score: Raw -200462.491265 + Penalty 733.652700 = -199728.838564 nChanged 11 SP:Iteration 25Q (8741.270000 sec): 3 clusters Score: Raw -200464.556258 + Penalty 733.652700 = -199730.903558 nChanged 7 SP:Iteration 26Q (8741.430000 sec): 3 clusters Score: Raw -200465.417096 + Penalty 733.652700 = -199731.764396 nChanged 8 SP:Iteration 27Q (8741.660000 sec): 3 clusters Score: Raw -200466.090482 + Penalty 733.652700 = -199732.437782 nChanged 4 SP:Iteration 28Q (8741.810000 sec): 3 clusters Score: Raw -200466.449389 + Penalty 733.652700 = -199732.796689 nChanged 5 SP:Iteration 29Q (8741.990000 sec): 3 clusters Score: Raw -200467.331988 + Penalty 733.652700 = -199733.679288 nChanged 8 SP:Iteration 30Q (8742.220000 sec): 3 clusters Score: Raw -200468.610345 + Penalty 733.652700 = -199734.957645 nChanged 5 SP:Iteration 31Q (8742.400000 sec): 3 clusters Score: Raw -200469.507967 + Penalty 733.652700 = -199735.855267 nChanged 8 SP:Iteration 32Q (8742.560000 sec): 3 clusters Score: Raw -200471.224757 + Penalty 733.652700 = -199737.572057 nChanged 12 SP:Iteration 33Q (8742.780000 sec): 3 clusters Score: Raw -200475.469438 + Penalty 733.652700 = -199741.816738 nChanged 17 SP:Iteration 34Q (8742.920000 sec): 3 clusters Score: Raw -200479.889209 + Penalty 733.652700 = -199746.236509 nChanged 18 SP:Iteration 35Q (8743.130000 sec): 3 clusters Score: Raw -200482.885007 + Penalty 733.652700 = -199749.232307 nChanged 12 SP:Iteration 36Q (8743.290000 sec): 3 clusters Score: Raw -200484.831265 + Penalty 733.652700 = -199751.178565 nChanged 14 SP:Iteration 37Q (8743.460000 sec): 3 clusters Score: Raw -200487.231400 + Penalty 733.652700 = -199753.578700 nChanged 13 SP:Iteration 38Q (8743.620000 sec): 3 clusters Score: Raw -200490.216977 + Penalty 733.652700 = -199756.564277 nChanged 9 SP:Iteration 39Q (8743.800000 sec): 3 clusters Score: Raw -200491.604838 + Penalty 733.652700 = -199757.952138 nChanged 7 SP:Iteration 40F (8743.980000 sec): 3 clusters Score: Raw -200492.469199 + Penalty 733.652700 = -199758.816499 nChanged 6 SP:Iteration 41Q (8744.170000 sec): 3 clusters Score: Raw -200493.057305 + Penalty 733.652700 = -199759.404605 nChanged 3 SP:Iteration 42Q (8744.330000 sec): 3 clusters Score: Raw -200493.432398 + Penalty 733.652700 = -199759.779698 nChanged 1 SP:Iteration 43Q (8744.570000 sec): 3 clusters Score: Raw -200493.525963 + Penalty 733.652700 = -199759.873263 nChanged 1 SP:Iteration 44Q (8744.760000 sec): 3 clusters Score: Raw -200493.613572 + Penalty 733.652700 = -199759.960872 nChanged 3 SP:Iteration 45Q (8744.940000 sec): 3 clusters Score: Raw -200494.264268 + Penalty 733.652700 = -199760.611568 nChanged 3 SP:Iteration 46Q (8745.100000 sec): 3 clusters Score: Raw -200494.639500 + Penalty 733.652700 = -199760.986800 nChanged 5 SP:Iteration 47Q (8745.260000 sec): 3 clusters Score: Raw -200495.016277 + Penalty 733.652700 = -199761.363577 nChanged 4 SP:Iteration 48Q (8745.450000 sec): 3 clusters Score: Raw -200495.274610 + Penalty 733.652700 = -199761.621910 nChanged 2 SP:Iteration 49Q (8745.650000 sec): 3 clusters Score: Raw -200495.410159 + Penalty 733.652700 = -199761.757459 nChanged 2 SP:Iteration 50Q (8745.800000 sec): 3 clusters Score: Raw -200495.523671 + Penalty 733.652700 = -199761.870971 nChanged 1 SP:Iteration 51Q (8745.970000 sec): 3 clusters Score: Raw -200495.688890 + Penalty 733.652700 = -199762.036190 nChanged 3 SP:Iteration 52Q (8746.180000 sec): 3 clusters Score: Raw -200496.360280 + Penalty 733.652700 = -199762.707580 nChanged 6 SP:Iteration 53Q (8746.360000 sec): 3 clusters Score: Raw -200497.074592 + Penalty 733.652700 = -199763.421892 nChanged 4 SP:Iteration 54Q (8746.510000 sec): 3 clusters Score: Raw -200497.452353 + Penalty 733.652700 = -199763.799653 nChanged 2 SP:Iteration 55Q (8746.750000 sec): 3 clusters Score: Raw -200497.563472 + Penalty 733.652700 = -199763.910772 nChanged 0 SP:Iteration 56F (8746.900000 sec): 3 clusters Score: Raw -200497.563472 + Penalty 733.652700 = -199763.910772 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8746.950000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8747.150000 sec): 3 clusters Score: Raw -7109.460560 + Penalty 440.821025 = -6668.639536 nChanged 25 SP:Iteration 1F (8747.330000 sec): 3 clusters Score: Raw -7153.712292 + Penalty 440.821025 = -6712.891267 nChanged 8 SP:Iteration 2F (8747.530000 sec): 3 clusters Score: Raw -7165.141050 + Penalty 440.821025 = -6724.320025 nChanged 2 SP:Iteration 3Q (8747.670000 sec): 3 clusters Score: Raw -7168.087487 + Penalty 440.821025 = -6727.266463 nChanged 2 SP:Iteration 4Q (8747.850000 sec): 3 clusters Score: Raw -7170.170675 + Penalty 440.821025 = -6729.349650 nChanged 0 SP:Iteration 5F (8748.050000 sec): 3 clusters Score: Raw -7170.170675 + Penalty 440.821025 = -6729.349650 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8748.110000 sec): 2 clusters Score: Raw -6001.636038 + Penalty 219.688275 = -5781.947763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8748.280000 sec): 3 clusters Score: Raw -6023.224873 + Penalty 439.376550 = -5583.848323 nChanged 30 SP:Iteration 1F (8748.490000 sec): 3 clusters Score: Raw -6068.109578 + Penalty 439.376550 = -5628.733028 nChanged 7 SP:Iteration 2F (8748.610000 sec): 3 clusters Score: Raw -6077.639905 + Penalty 439.376550 = -5638.263355 nChanged 1 SP:Iteration 3Q (8748.750000 sec): 3 clusters Score: Raw -6080.958293 + Penalty 439.376550 = -5641.581743 nChanged 0 SP:Iteration 4F (8748.910000 sec): 3 clusters Score: Raw -6080.958293 + Penalty 439.376550 = -5641.581743 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8749.020000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8749.130000 sec): 3 clusters Score: Raw -19613.671737 + Penalty 532.550426 = -19081.121311 nChanged 113 SP:Iteration 1F (8749.320000 sec): 3 clusters Score: Raw -19715.480738 + Penalty 532.550426 = -19182.930312 nChanged 28 SP:Iteration 2F (8749.430000 sec): 3 clusters Score: Raw -19738.548018 + Penalty 532.550426 = -19205.997593 nChanged 12 SP:Iteration 3Q (8749.590000 sec): 3 clusters Score: Raw -19744.118575 + Penalty 532.550426 = -19211.568149 nChanged 7 SP:Iteration 4Q (8749.760000 sec): 3 clusters Score: Raw -19746.604788 + Penalty 532.550426 = -19214.054362 nChanged 6 SP:Iteration 5Q (8749.920000 sec): 3 clusters Score: Raw -19749.742742 + Penalty 532.550426 = -19217.192316 nChanged 7 SP:Iteration 6Q (8750.110000 sec): 3 clusters Score: Raw -19753.362606 + Penalty 532.550426 = -19220.812180 nChanged 6 SP:Iteration 7Q (8750.300000 sec): 3 clusters Score: Raw -19758.823551 + Penalty 532.550426 = -19226.273125 nChanged 6 SP:Iteration 8Q (8750.450000 sec): 3 clusters Score: Raw -19763.791074 + Penalty 532.550426 = -19231.240649 nChanged 8 SP:Iteration 9Q (8750.640000 sec): 3 clusters Score: Raw -19768.095417 + Penalty 532.550426 = -19235.544992 nChanged 8 SP:Iteration 10Q (8750.810000 sec): 3 clusters Score: Raw -19774.691051 + Penalty 532.550426 = -19242.140625 nChanged 6 SP:Iteration 11Q (8750.960000 sec): 3 clusters Score: Raw -19779.029522 + Penalty 532.550426 = -19246.479096 nChanged 5 SP:Iteration 12Q (8751.110000 sec): 3 clusters Score: Raw -19782.920911 + Penalty 532.550426 = -19250.370485 nChanged 6 SP:Iteration 13Q (8751.250000 sec): 3 clusters Score: Raw -19787.681704 + Penalty 532.550426 = -19255.131278 nChanged 3 SP:Iteration 14Q (8751.390000 sec): 3 clusters Score: Raw -19789.644074 + Penalty 532.550426 = -19257.093648 nChanged 3 SP:Iteration 15Q (8751.480000 sec): 3 clusters Score: Raw -19796.094893 + Penalty 532.550426 = -19263.544468 nChanged 3 SP:Iteration 16Q (8751.670000 sec): 3 clusters Score: Raw -19801.863422 + Penalty 532.550426 = -19269.312996 nChanged 4 SP:Iteration 17Q (8751.820000 sec): 3 clusters Score: Raw -19805.607671 + Penalty 532.550426 = -19273.057245 nChanged 2 SP:Iteration 18Q (8751.980000 sec): 3 clusters Score: Raw -19807.040163 + Penalty 532.550426 = -19274.489737 nChanged 1 SP:Iteration 19Q (8752.130000 sec): 3 clusters Score: Raw -19807.316906 + Penalty 532.550426 = -19274.766480 nChanged 0 SP:Iteration 20F (8752.290000 sec): 3 clusters Score: Raw -19807.316906 + Penalty 532.550426 = -19274.766480 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8752.400000 sec): 2 clusters Score: Raw -12050.105878 + Penalty 243.293393 = -11806.812486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8752.550000 sec): 3 clusters Score: Raw -12006.421295 + Penalty 486.586785 = -11519.834509 nChanged 53 SP:Iteration 1F (8752.700000 sec): 3 clusters Score: Raw -12064.986971 + Penalty 486.586785 = -11578.400186 nChanged 12 SP:Iteration 2F (8752.800000 sec): 3 clusters Score: Raw -12084.597958 + Penalty 486.586785 = -11598.011173 nChanged 4 SP:Iteration 3Q (8752.960000 sec): 3 clusters Score: Raw -12087.758438 + Penalty 486.586785 = -11601.171653 nChanged 4 SP:Iteration 4Q (8753.090000 sec): 3 clusters Score: Raw -12094.042329 + Penalty 486.586785 = -11607.455544 nChanged 4 SP:Iteration 5Q (8753.230000 sec): 3 clusters Score: Raw -12098.780656 + Penalty 486.586785 = -11612.193870 nChanged 5 SP:Iteration 6Q (8753.380000 sec): 3 clusters Score: Raw -12103.191200 + Penalty 486.586785 = -11616.604415 nChanged 3 SP:Iteration 7Q (8753.510000 sec): 3 clusters Score: Raw -12105.793184 + Penalty 486.586785 = -11619.206399 nChanged 2 SP:Iteration 8Q (8753.690000 sec): 3 clusters Score: Raw -12110.707109 + Penalty 486.586785 = -11624.120324 nChanged 3 SP:Iteration 9Q (8753.830000 sec): 3 clusters Score: Raw -12114.764224 + Penalty 486.586785 = -11628.177438 nChanged 2 SP:Iteration 10Q (8754.010000 sec): 3 clusters Score: Raw -12115.865338 + Penalty 486.586785 = -11629.278553 nChanged 2 SP:Iteration 11Q (8754.200000 sec): 3 clusters Score: Raw -12122.365426 + Penalty 486.586785 = -11635.778640 nChanged 3 SP:Iteration 12Q (8754.390000 sec): 3 clusters Score: Raw -12127.061880 + Penalty 486.586785 = -11640.475094 nChanged 3 SP:Iteration 13Q (8754.530000 sec): 3 clusters Score: Raw -12128.765113 + Penalty 486.586785 = -11642.178327 nChanged 2 SP:Iteration 14Q (8754.670000 sec): 3 clusters Score: Raw -12129.745945 + Penalty 486.586785 = -11643.159160 nChanged 1 SP:Iteration 15Q (8754.860000 sec): 3 clusters Score: Raw -12130.592851 + Penalty 486.586785 = -11644.006066 nChanged 1 SP:Iteration 16Q (8755.000000 sec): 3 clusters Score: Raw -12131.664157 + Penalty 486.586785 = -11645.077371 nChanged 0 SP:Iteration 17F (8755.140000 sec): 3 clusters Score: Raw -12131.664157 + Penalty 486.586785 = -11645.077371 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8755.200000 sec): 2 clusters Score: Raw -231294.652581 + Penalty 379.141921 = -230915.510660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8755.390000 sec): 3 clusters Score: Raw -228779.440824 + Penalty 758.283842 = -228021.156983 nChanged 1864 SP:Iteration 1F (8755.530000 sec): 3 clusters Score: Raw -229918.035351 + Penalty 758.283842 = -229159.751509 nChanged 282 SP:Iteration 2F (8755.720000 sec): 3 clusters Score: Raw -230044.373730 + Penalty 758.283842 = -229286.089888 nChanged 244 SP:Iteration 3F (8755.860000 sec): 3 clusters Score: Raw -230165.472498 + Penalty 758.283842 = -229407.188656 nChanged 242 SP:Iteration 4F (8756.000000 sec): 3 clusters Score: Raw -230269.721156 + Penalty 758.283842 = -229511.437315 nChanged 209 SP:Iteration 5F (8756.170000 sec): 3 clusters Score: Raw -230357.786856 + Penalty 758.283842 = -229599.503015 nChanged 188 SP:Iteration 6Q (8756.340000 sec): 3 clusters Score: Raw -230452.834084 + Penalty 758.283842 = -229694.550242 nChanged 176 SP:Iteration 7Q (8756.500000 sec): 3 clusters Score: Raw -230536.079847 + Penalty 758.283842 = -229777.796005 nChanged 182 SP:Iteration 8Q (8756.680000 sec): 3 clusters Score: Raw -230638.227129 + Penalty 758.283842 = -229879.943288 nChanged 187 SP:Iteration 9Q (8756.820000 sec): 3 clusters Score: Raw -230752.112693 + Penalty 758.283842 = -229993.828851 nChanged 179 SP:Iteration 10Q (8757.010000 sec): 3 clusters Score: Raw -230874.106243 + Penalty 758.283842 = -230115.822401 nChanged 178 SP:Iteration 11Q (8757.150000 sec): 3 clusters Score: Raw -231003.651508 + Penalty 758.283842 = -230245.367666 nChanged 145 SP:Iteration 12Q (8757.290000 sec): 3 clusters Score: Raw -231121.527150 + Penalty 758.283842 = -230363.243309 nChanged 117 SP:Iteration 13Q (8757.480000 sec): 3 clusters Score: Raw -231224.990264 + Penalty 758.283842 = -230466.706423 nChanged 67 SP:Iteration 14Q (8757.620000 sec): 3 clusters Score: Raw -231280.516838 + Penalty 758.283842 = -230522.232996 nChanged 33 SP:Iteration 15Q (8757.760000 sec): 3 clusters Score: Raw -231302.335617 + Penalty 758.283842 = -230544.051775 nChanged 24 SP:Iteration 16Q (8757.910000 sec): 3 clusters Score: Raw -231320.932239 + Penalty 758.283842 = -230562.648397 nChanged 14 SP:Iteration 17Q (8758.050000 sec): 3 clusters Score: Raw -231335.573609 + Penalty 758.283842 = -230577.289768 nChanged 10 SP:Iteration 18Q (8758.200000 sec): 3 clusters Score: Raw -231343.869809 + Penalty 758.283842 = -230585.585967 nChanged 3 SP:Iteration 19Q (8758.340000 sec): 3 clusters Score: Raw -231347.509412 + Penalty 758.283842 = -230589.225571 nChanged 3 SP:Iteration 20F (8758.490000 sec): 3 clusters Score: Raw -231352.274896 + Penalty 758.283842 = -230593.991055 nChanged 3 SP:Iteration 21Q (8758.630000 sec): 3 clusters Score: Raw -231355.952757 + Penalty 758.283842 = -230597.668915 nChanged 1 SP:Iteration 22Q (8758.780000 sec): 3 clusters Score: Raw -231356.945495 + Penalty 758.283842 = -230598.661653 nChanged 3 SP:Iteration 23Q (8758.930000 sec): 3 clusters Score: Raw -231360.881543 + Penalty 758.283842 = -230602.597702 nChanged 0 SP:Iteration 24F (8759.110000 sec): 3 clusters Score: Raw -231360.881543 + Penalty 758.283842 = -230602.597702 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8759.180000 sec): 2 clusters Score: Raw -4735.255785 + Penalty 213.036971 = -4522.218814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8759.410000 sec): 3 clusters Score: Raw -4730.998762 + Penalty 426.073942 = -4304.924820 nChanged 19 SP:Iteration 1F (8759.570000 sec): 3 clusters Score: Raw -4761.158776 + Penalty 426.073942 = -4335.084835 nChanged 5 SP:Iteration 2Q (8759.710000 sec): 3 clusters Score: Raw -4779.159130 + Penalty 426.073942 = -4353.085189 nChanged 4 SP:Iteration 3Q (8759.900000 sec): 3 clusters Score: Raw -4790.846316 + Penalty 426.073942 = -4364.772374 nChanged 3 SP:Iteration 4Q (8760.100000 sec): 3 clusters Score: Raw -4795.273982 + Penalty 426.073942 = -4369.200040 nChanged 2 SP:Iteration 5Q (8760.260000 sec): 3 clusters Score: Raw -4799.341722 + Penalty 426.073942 = -4373.267781 nChanged 3 SP:Iteration 6Q (8760.400000 sec): 3 clusters Score: Raw -4806.571373 + Penalty 426.073942 = -4380.497432 nChanged 4 SP:Iteration 7Q (8760.550000 sec): 3 clusters Score: Raw -4811.289098 + Penalty 426.073942 = -4385.215157 nChanged 0 SP:Iteration 8F (8760.690000 sec): 3 clusters Score: Raw -4811.289098 + Penalty 426.073942 = -4385.215157 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8760.780000 sec): 2 clusters Score: Raw -8289.424582 + Penalty 225.490131 = -8063.934451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8760.940000 sec): 3 clusters Score: Raw -8280.267192 + Penalty 450.980262 = -7829.286930 nChanged 24 SP:Iteration 1F (8761.080000 sec): 3 clusters Score: Raw -8316.472501 + Penalty 450.980262 = -7865.492239 nChanged 6 SP:Iteration 2Q (8761.220000 sec): 3 clusters Score: Raw -8325.313133 + Penalty 450.980262 = -7874.332871 nChanged 1 SP:Iteration 3Q (8761.360000 sec): 3 clusters Score: Raw -8327.119571 + Penalty 450.980262 = -7876.139309 nChanged 1 SP:Iteration 4Q (8761.510000 sec): 3 clusters Score: Raw -8327.770634 + Penalty 450.980262 = -7876.790371 nChanged 1 SP:Iteration 5Q (8761.650000 sec): 3 clusters Score: Raw -8329.550075 + Penalty 450.980262 = -7878.569812 nChanged 0 SP:Iteration 6F (8761.800000 sec): 3 clusters Score: Raw -8329.550075 + Penalty 450.980262 = -7878.569812 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8761.890000 sec): 2 clusters Score: Raw -49188.862071 + Penalty 306.477991 = -48882.384081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8762.040000 sec): 3 clusters Score: Raw -48808.782626 + Penalty 612.955981 = -48195.826645 nChanged 298 SP:Iteration 1F (8762.190000 sec): 3 clusters Score: Raw -48985.190292 + Penalty 612.955981 = -48372.234310 nChanged 75 SP:Iteration 2F (8762.330000 sec): 3 clusters Score: Raw -49058.128984 + Penalty 612.955981 = -48445.173003 nChanged 56 SP:Iteration 3F (8762.480000 sec): 3 clusters Score: Raw -49099.777189 + Penalty 612.955981 = -48486.821207 nChanged 39 SP:Iteration 4Q (8762.620000 sec): 3 clusters Score: Raw -49134.111311 + Penalty 612.955981 = -48521.155330 nChanged 34 SP:Iteration 5Q (8762.740000 sec): 3 clusters Score: Raw -49156.552808 + Penalty 612.955981 = -48543.596827 nChanged 20 SP:Iteration 6Q (8762.880000 sec): 3 clusters Score: Raw -49167.141013 + Penalty 612.955981 = -48554.185032 nChanged 19 SP:Iteration 7Q (8763.070000 sec): 3 clusters Score: Raw -49177.650304 + Penalty 612.955981 = -48564.694323 nChanged 20 SP:Iteration 8Q (8763.210000 sec): 3 clusters Score: Raw -49187.509847 + Penalty 612.955981 = -48574.553865 nChanged 4 SP:Iteration 9Q (8763.360000 sec): 3 clusters Score: Raw -49189.357279 + Penalty 612.955981 = -48576.401298 nChanged 5 SP:Iteration 10Q (8763.510000 sec): 3 clusters Score: Raw -49192.047865 + Penalty 612.955981 = -48579.091883 nChanged 3 SP:Iteration 11Q (8763.650000 sec): 3 clusters Score: Raw -49195.310670 + Penalty 612.955981 = -48582.354688 nChanged 4 SP:Iteration 12Q (8763.780000 sec): 3 clusters Score: Raw -49196.022884 + Penalty 612.955981 = -48583.066903 nChanged 2 SP:Iteration 13Q (8763.940000 sec): 3 clusters Score: Raw -49196.415343 + Penalty 612.955981 = -48583.459362 nChanged 2 SP:Iteration 14Q (8764.150000 sec): 3 clusters Score: Raw -49197.464412 + Penalty 612.955981 = -48584.508430 nChanged 3 SP:Iteration 15Q (8764.280000 sec): 3 clusters Score: Raw -49198.604831 + Penalty 612.955981 = -48585.648850 nChanged 1 SP:Iteration 16Q (8764.470000 sec): 3 clusters Score: Raw -49199.408203 + Penalty 612.955981 = -48586.452222 nChanged 4 SP:Iteration 17Q (8764.680000 sec): 3 clusters Score: Raw -49201.064322 + Penalty 612.955981 = -48588.108341 nChanged 3 SP:Iteration 18Q (8764.840000 sec): 3 clusters Score: Raw -49202.500222 + Penalty 612.955981 = -48589.544241 nChanged 2 SP:Iteration 19Q (8764.990000 sec): 3 clusters Score: Raw -49203.535021 + Penalty 612.955981 = -48590.579040 nChanged 4 SP:Iteration 20F (8765.140000 sec): 3 clusters Score: Raw -49205.647469 + Penalty 612.955981 = -48592.691488 nChanged 2 SP:Iteration 21Q (8765.290000 sec): 3 clusters Score: Raw -49206.445877 + Penalty 612.955981 = -48593.489895 nChanged 3 SP:Iteration 22Q (8765.440000 sec): 3 clusters Score: Raw -49207.042293 + Penalty 612.955981 = -48594.086312 nChanged 2 SP:Iteration 23Q (8765.650000 sec): 3 clusters Score: Raw -49207.374710 + Penalty 612.955981 = -48594.418729 nChanged 2 SP:Iteration 24Q (8765.800000 sec): 3 clusters Score: Raw -49207.653781 + Penalty 612.955981 = -48594.697800 nChanged 0 SP:Iteration 25F (8765.940000 sec): 3 clusters Score: Raw -49207.653781 + Penalty 612.955981 = -48594.697800 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8766.030000 sec): 2 clusters Score: Raw -24889.767335 + Penalty 277.970765 = -24611.796570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8766.180000 sec): 3 clusters Score: Raw -24732.397302 + Penalty 555.941530 = -24176.455772 nChanged 150 SP:Iteration 1F (8766.320000 sec): 3 clusters Score: Raw -24848.696514 + Penalty 555.941530 = -24292.754984 nChanged 33 SP:Iteration 2F (8766.470000 sec): 3 clusters Score: Raw -24880.372746 + Penalty 555.941530 = -24324.431215 nChanged 19 SP:Iteration 3Q (8766.610000 sec): 3 clusters Score: Raw -24894.438707 + Penalty 555.941530 = -24338.497177 nChanged 10 SP:Iteration 4Q (8766.760000 sec): 3 clusters Score: Raw -24900.754630 + Penalty 555.941530 = -24344.813100 nChanged 6 SP:Iteration 5Q (8766.900000 sec): 3 clusters Score: Raw -24905.831828 + Penalty 555.941530 = -24349.890298 nChanged 4 SP:Iteration 6Q (8767.040000 sec): 3 clusters Score: Raw -24909.913590 + Penalty 555.941530 = -24353.972060 nChanged 5 SP:Iteration 7Q (8767.180000 sec): 3 clusters Score: Raw -24916.676066 + Penalty 555.941530 = -24360.734536 nChanged 4 SP:Iteration 8Q (8767.330000 sec): 3 clusters Score: Raw -24918.370110 + Penalty 555.941530 = -24362.428580 nChanged 3 SP:Iteration 9Q (8767.470000 sec): 3 clusters Score: Raw -24920.077296 + Penalty 555.941530 = -24364.135766 nChanged 3 SP:Iteration 10Q (8767.620000 sec): 3 clusters Score: Raw -24921.230678 + Penalty 555.941530 = -24365.289148 nChanged 1 SP:Iteration 11Q (8767.760000 sec): 3 clusters Score: Raw -24921.382554 + Penalty 555.941530 = -24365.441024 nChanged 0 SP:Iteration 12F (8767.900000 sec): 3 clusters Score: Raw -24921.382554 + Penalty 555.941530 = -24365.441024 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8767.950000 sec): 2 clusters Score: Raw -50256.230431 + Penalty 305.273347 = -49950.957084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8768.100000 sec): 3 clusters Score: Raw -49850.264882 + Penalty 610.546695 = -49239.718187 nChanged 307 SP:Iteration 1F (8768.240000 sec): 3 clusters Score: Raw -50063.619903 + Penalty 610.546695 = -49453.073208 nChanged 65 SP:Iteration 2F (8768.400000 sec): 3 clusters Score: Raw -50119.069353 + Penalty 610.546695 = -49508.522658 nChanged 48 SP:Iteration 3F (8768.580000 sec): 3 clusters Score: Raw -50176.067615 + Penalty 610.546695 = -49565.520920 nChanged 40 SP:Iteration 4Q (8768.750000 sec): 3 clusters Score: Raw -50209.164052 + Penalty 610.546695 = -49598.617357 nChanged 28 SP:Iteration 5Q (8768.920000 sec): 3 clusters Score: Raw -50227.841357 + Penalty 610.546695 = -49617.294662 nChanged 19 SP:Iteration 6Q (8769.090000 sec): 3 clusters Score: Raw -50240.491358 + Penalty 610.546695 = -49629.944663 nChanged 18 SP:Iteration 7Q (8769.250000 sec): 3 clusters Score: Raw -50249.178210 + Penalty 610.546695 = -49638.631515 nChanged 8 SP:Iteration 8Q (8769.440000 sec): 3 clusters Score: Raw -50252.186731 + Penalty 610.546695 = -49641.640036 nChanged 12 SP:Iteration 9Q (8769.640000 sec): 3 clusters Score: Raw -50258.650545 + Penalty 610.546695 = -49648.103850 nChanged 19 SP:Iteration 10Q (8769.820000 sec): 3 clusters Score: Raw -50265.175487 + Penalty 610.546695 = -49654.628792 nChanged 13 SP:Iteration 11Q (8769.960000 sec): 3 clusters Score: Raw -50270.640968 + Penalty 610.546695 = -49660.094273 nChanged 14 SP:Iteration 12Q (8770.150000 sec): 3 clusters Score: Raw -50276.875988 + Penalty 610.546695 = -49666.329293 nChanged 15 SP:Iteration 13Q (8770.320000 sec): 3 clusters Score: Raw -50283.026005 + Penalty 610.546695 = -49672.479310 nChanged 12 SP:Iteration 14Q (8770.490000 sec): 3 clusters Score: Raw -50288.284470 + Penalty 610.546695 = -49677.737775 nChanged 16 SP:Iteration 15Q (8770.670000 sec): 3 clusters Score: Raw -50294.877485 + Penalty 610.546695 = -49684.330790 nChanged 11 SP:Iteration 16Q (8770.880000 sec): 3 clusters Score: Raw -50300.963305 + Penalty 610.546695 = -49690.416610 nChanged 8 SP:Iteration 17Q (8771.030000 sec): 3 clusters Score: Raw -50303.333083 + Penalty 610.546695 = -49692.786388 nChanged 9 SP:Iteration 18Q (8771.170000 sec): 3 clusters Score: Raw -50308.276144 + Penalty 610.546695 = -49697.729449 nChanged 15 SP:Iteration 19Q (8771.320000 sec): 3 clusters Score: Raw -50322.679909 + Penalty 610.546695 = -49712.133214 nChanged 15 SP:Iteration 20F (8771.480000 sec): 3 clusters Score: Raw -50334.133146 + Penalty 610.546695 = -49723.586451 nChanged 18 SP:Iteration 21Q (8771.640000 sec): 3 clusters Score: Raw -50348.633283 + Penalty 610.546695 = -49738.086588 nChanged 11 SP:Iteration 22Q (8771.800000 sec): 3 clusters Score: Raw -50354.057991 + Penalty 610.546695 = -49743.511296 nChanged 9 SP:Iteration 23Q (8771.970000 sec): 3 clusters Score: Raw -50358.285517 + Penalty 610.546695 = -49747.738822 nChanged 6 SP:Iteration 24Q (8772.110000 sec): 3 clusters Score: Raw -50360.431119 + Penalty 610.546695 = -49749.884424 nChanged 5 SP:Iteration 25Q (8772.280000 sec): 3 clusters Score: Raw -50362.908313 + Penalty 610.546695 = -49752.361618 nChanged 3 SP:Iteration 26Q (8772.460000 sec): 3 clusters Score: Raw -50364.503423 + Penalty 610.546695 = -49753.956728 nChanged 3 SP:Iteration 27Q (8772.630000 sec): 3 clusters Score: Raw -50366.368077 + Penalty 610.546695 = -49755.821382 nChanged 5 SP:Iteration 28Q (8772.820000 sec): 3 clusters Score: Raw -50368.972015 + Penalty 610.546695 = -49758.425320 nChanged 5 SP:Iteration 29Q (8773.010000 sec): 3 clusters Score: Raw -50370.434919 + Penalty 610.546695 = -49759.888224 nChanged 2 SP:Iteration 30Q (8773.160000 sec): 3 clusters Score: Raw -50371.529601 + Penalty 610.546695 = -49760.982906 nChanged 2 SP:Iteration 31Q (8773.310000 sec): 3 clusters Score: Raw -50372.260731 + Penalty 610.546695 = -49761.714036 nChanged 2 SP:Iteration 32Q (8773.440000 sec): 3 clusters Score: Raw -50372.711654 + Penalty 610.546695 = -49762.164959 nChanged 1 SP:Iteration 33Q (8773.620000 sec): 3 clusters Score: Raw -50373.598912 + Penalty 610.546695 = -49763.052217 nChanged 2 SP:Iteration 34Q (8773.780000 sec): 3 clusters Score: Raw -50374.737254 + Penalty 610.546695 = -49764.190559 nChanged 1 SP:Iteration 35Q (8773.930000 sec): 3 clusters Score: Raw -50375.160873 + Penalty 610.546695 = -49764.614178 nChanged 1 SP:Iteration 36Q (8774.140000 sec): 3 clusters Score: Raw -50375.277709 + Penalty 610.546695 = -49764.731014 nChanged 1 SP:Iteration 37Q (8774.280000 sec): 3 clusters Score: Raw -50375.528435 + Penalty 610.546695 = -49764.981740 nChanged 0 SP:Iteration 38F (8774.460000 sec): 3 clusters Score: Raw -50375.528435 + Penalty 610.546695 = -49764.981740 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (153 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8774.550000 sec): 2 clusters Score: Raw -7777.076281 + Penalty 228.884925 = -7548.191356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8774.720000 sec): 3 clusters Score: Raw -7780.897533 + Penalty 457.769851 = -7323.127682 nChanged 39 SP:Iteration 1F (8774.860000 sec): 3 clusters Score: Raw -7827.635135 + Penalty 457.769851 = -7369.865285 nChanged 13 SP:Iteration 2F (8775.070000 sec): 3 clusters Score: Raw -7864.401135 + Penalty 457.769851 = -7406.631284 nChanged 5 SP:Iteration 3Q (8775.230000 sec): 3 clusters Score: Raw -7869.343415 + Penalty 457.769851 = -7411.573564 nChanged 4 SP:Iteration 4Q (8775.390000 sec): 3 clusters Score: Raw -7874.513160 + Penalty 457.769851 = -7416.743309 nChanged 2 SP:Iteration 5Q (8775.550000 sec): 3 clusters Score: Raw -7876.724625 + Penalty 457.769851 = -7418.954775 nChanged 2 SP:Iteration 6Q (8775.730000 sec): 3 clusters Score: Raw -7877.657518 + Penalty 457.769851 = -7419.887667 nChanged 0 SP:Iteration 7F (8775.890000 sec): 3 clusters Score: Raw -7877.657518 + Penalty 457.769851 = -7419.887667 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8776.020000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8776.180000 sec): 3 clusters Score: Raw -4992.892677 + Penalty 413.439825 = -4579.452852 nChanged 19 SP:Iteration 1F (8776.310000 sec): 3 clusters Score: Raw -5030.900240 + Penalty 413.439825 = -4617.460415 nChanged 5 SP:Iteration 2F (8776.510000 sec): 3 clusters Score: Raw -5053.745002 + Penalty 413.439825 = -4640.305177 nChanged 3 SP:Iteration 3Q (8776.660000 sec): 3 clusters Score: Raw -5076.817398 + Penalty 413.439825 = -4663.377572 nChanged 3 SP:Iteration 4Q (8776.830000 sec): 3 clusters Score: Raw -5084.714385 + Penalty 413.439825 = -4671.274560 nChanged 3 SP:Iteration 5Q (8777.050000 sec): 3 clusters Score: Raw -5100.691543 + Penalty 413.439825 = -4687.251718 nChanged 2 SP:Iteration 6Q (8777.190000 sec): 3 clusters Score: Raw -5105.859753 + Penalty 413.439825 = -4692.419927 nChanged 0 SP:Iteration 7F (8777.310000 sec): 3 clusters Score: Raw -5105.859753 + Penalty 413.439825 = -4692.419927 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8777.430000 sec): 2 clusters Score: Raw -15305.895296 + Penalty 257.664702 = -15048.230595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8777.600000 sec): 3 clusters Score: Raw -15228.015027 + Penalty 515.329404 = -14712.685623 nChanged 103 SP:Iteration 1F (8777.730000 sec): 3 clusters Score: Raw -15332.226933 + Penalty 515.329404 = -14816.897529 nChanged 24 SP:Iteration 2F (8777.910000 sec): 3 clusters Score: Raw -15363.197763 + Penalty 515.329404 = -14847.868360 nChanged 26 SP:Iteration 3F (8778.020000 sec): 3 clusters Score: Raw -15390.001672 + Penalty 515.329404 = -14874.672268 nChanged 12 SP:Iteration 4Q (8778.200000 sec): 3 clusters Score: Raw -15401.722425 + Penalty 515.329404 = -14886.393021 nChanged 7 SP:Iteration 5Q (8778.390000 sec): 3 clusters Score: Raw -15416.081654 + Penalty 515.329404 = -14900.752250 nChanged 9 SP:Iteration 6Q (8778.570000 sec): 3 clusters Score: Raw -15431.387899 + Penalty 515.329404 = -14916.058495 nChanged 10 SP:Iteration 7Q (8778.770000 sec): 3 clusters Score: Raw -15451.243059 + Penalty 515.329404 = -14935.913655 nChanged 8 SP:Iteration 8Q (8778.960000 sec): 3 clusters Score: Raw -15473.311638 + Penalty 515.329404 = -14957.982234 nChanged 5 SP:Iteration 9Q (8779.130000 sec): 3 clusters Score: Raw -15479.328881 + Penalty 515.329404 = -14963.999477 nChanged 1 SP:Iteration 10Q (8779.290000 sec): 3 clusters Score: Raw -15480.860201 + Penalty 515.329404 = -14965.530797 nChanged 0 SP:Iteration 11F (8779.460000 sec): 3 clusters Score: Raw -15480.860201 + Penalty 515.329404 = -14965.530797 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8779.540000 sec): 2 clusters Score: Raw -23991.796611 + Penalty 274.396179 = -23717.400431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8779.720000 sec): 3 clusters Score: Raw -23821.043630 + Penalty 548.792359 = -23272.251271 nChanged 129 SP:Iteration 1F (8779.850000 sec): 3 clusters Score: Raw -23909.295376 + Penalty 548.792359 = -23360.503018 nChanged 29 SP:Iteration 2F (8780.010000 sec): 3 clusters Score: Raw -23935.539722 + Penalty 548.792359 = -23386.747363 nChanged 24 SP:Iteration 3F (8780.190000 sec): 3 clusters Score: Raw -23956.448309 + Penalty 548.792359 = -23407.655950 nChanged 17 SP:Iteration 4Q (8780.330000 sec): 3 clusters Score: Raw -23972.409931 + Penalty 548.792359 = -23423.617572 nChanged 14 SP:Iteration 5Q (8780.510000 sec): 3 clusters Score: Raw -23988.453633 + Penalty 548.792359 = -23439.661274 nChanged 12 SP:Iteration 6Q (8780.670000 sec): 3 clusters Score: Raw -24011.469531 + Penalty 548.792359 = -23462.677172 nChanged 18 SP:Iteration 7Q (8780.790000 sec): 3 clusters Score: Raw -24032.870353 + Penalty 548.792359 = -23484.077995 nChanged 18 SP:Iteration 8Q (8780.950000 sec): 3 clusters Score: Raw -24055.307114 + Penalty 548.792359 = -23506.514755 nChanged 12 SP:Iteration 9Q (8781.090000 sec): 3 clusters Score: Raw -24076.256427 + Penalty 548.792359 = -23527.464068 nChanged 16 SP:Iteration 10Q (8781.250000 sec): 3 clusters Score: Raw -24105.623715 + Penalty 548.792359 = -23556.831356 nChanged 11 SP:Iteration 11Q (8781.370000 sec): 3 clusters Score: Raw -24115.992385 + Penalty 548.792359 = -23567.200026 nChanged 6 SP:Iteration 12Q (8781.530000 sec): 3 clusters Score: Raw -24122.135635 + Penalty 548.792359 = -23573.343276 nChanged 4 SP:Iteration 13Q (8781.710000 sec): 3 clusters Score: Raw -24124.157916 + Penalty 548.792359 = -23575.365557 nChanged 0 SP:Iteration 14F (8781.870000 sec): 3 clusters Score: Raw -24124.157916 + Penalty 548.792359 = -23575.365557 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8781.910000 sec): 2 clusters Score: Raw -5681.494990 + Penalty 217.830874 = -5463.664116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8782.100000 sec): 3 clusters Score: Raw -5698.082854 + Penalty 435.661749 = -5262.421105 nChanged 35 SP:Iteration 1F (8782.250000 sec): 3 clusters Score: Raw -5759.993717 + Penalty 435.661749 = -5324.331968 nChanged 5 SP:Iteration 2Q (8782.390000 sec): 3 clusters Score: Raw -5771.347166 + Penalty 435.661749 = -5335.685418 nChanged 5 SP:Iteration 3Q (8782.570000 sec): 3 clusters Score: Raw -5797.535531 + Penalty 435.661749 = -5361.873783 nChanged 6 SP:Iteration 4Q (8782.750000 sec): 3 clusters Score: Raw -5813.137238 + Penalty 435.661749 = -5377.475489 nChanged 4 SP:Iteration 5Q (8782.920000 sec): 3 clusters Score: Raw -5824.252440 + Penalty 435.661749 = -5388.590692 nChanged 2 SP:Iteration 6Q (8783.110000 sec): 3 clusters Score: Raw -5843.440428 + Penalty 435.661749 = -5407.778680 nChanged 1 SP:Iteration 7Q (8783.250000 sec): 3 clusters Score: Raw -5850.250093 + Penalty 435.661749 = -5414.588344 nChanged 0 SP:Iteration 8F (8783.370000 sec): 3 clusters Score: Raw -5850.250093 + Penalty 435.661749 = -5414.588344 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8783.480000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8783.580000 sec): 3 clusters Score: Raw -5103.167757 + Penalty 406.397639 = -4696.770118 nChanged 12 SP:Iteration 1F (8783.730000 sec): 3 clusters Score: Raw -5130.577488 + Penalty 406.397639 = -4724.179849 nChanged 6 SP:Iteration 2F (8783.890000 sec): 3 clusters Score: Raw -5147.205291 + Penalty 406.397639 = -4740.807653 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8783.930000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8784.100000 sec): 3 clusters Score: Raw -4018.186127 + Penalty 403.204329 = -3614.981799 nChanged 25 SP:Iteration 1F (8784.280000 sec): 3 clusters Score: Raw -4071.790558 + Penalty 403.204329 = -3668.586229 nChanged 2 SP:Iteration 2Q (8784.450000 sec): 3 clusters Score: Raw -4082.822635 + Penalty 403.204329 = -3679.618306 nChanged 1 SP:Iteration 3Q (8784.640000 sec): 3 clusters Score: Raw -4099.018142 + Penalty 403.204329 = -3695.813813 nChanged 2 SP:Iteration 4Q (8784.820000 sec): 3 clusters Score: Raw -4104.939607 + Penalty 403.204329 = -3701.735278 nChanged 1 SP:Iteration 5Q (8785.010000 sec): 3 clusters Score: Raw -4106.815493 + Penalty 403.204329 = -3703.611165 nChanged 0 SP:Iteration 6F (8785.200000 sec): 3 clusters Score: Raw -4106.815493 + Penalty 403.204329 = -3703.611165 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8785.280000 sec): 2 clusters Score: Raw -24756.271295 + Penalty 276.007918 = -24480.263377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8785.460000 sec): 3 clusters Score: Raw -24593.943603 + Penalty 552.015836 = -24041.927767 nChanged 141 SP:Iteration 1F (8785.640000 sec): 3 clusters Score: Raw -24687.762442 + Penalty 552.015836 = -24135.746606 nChanged 19 SP:Iteration 2Q (8785.820000 sec): 3 clusters Score: Raw -24695.289039 + Penalty 552.015836 = -24143.273202 nChanged 9 SP:Iteration 3Q (8786.000000 sec): 3 clusters Score: Raw -24701.172437 + Penalty 552.015836 = -24149.156600 nChanged 13 SP:Iteration 4Q (8786.170000 sec): 3 clusters Score: Raw -24712.453181 + Penalty 552.015836 = -24160.437345 nChanged 4 SP:Iteration 5Q (8786.350000 sec): 3 clusters Score: Raw -24716.083314 + Penalty 552.015836 = -24164.067478 nChanged 3 SP:Iteration 6Q (8786.520000 sec): 3 clusters Score: Raw -24717.192592 + Penalty 552.015836 = -24165.176756 nChanged 2 SP:Iteration 7Q (8786.710000 sec): 3 clusters Score: Raw -24717.454816 + Penalty 552.015836 = -24165.438980 nChanged 0 SP:Iteration 8F (8786.900000 sec): 3 clusters Score: Raw -24717.454816 + Penalty 552.015836 = -24165.438980 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8787.000000 sec): 2 clusters Score: Raw -2280.951794 + Penalty 175.181716 = -2105.770078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8787.180000 sec): 3 clusters Score: Raw -2322.404201 + Penalty 350.363432 = -1972.040769 nChanged 6 SP:Iteration 1F (8787.370000 sec): 3 clusters Score: Raw -2343.122054 + Penalty 350.363432 = -1992.758622 nChanged 1 SP:Iteration 2Q (8787.550000 sec): 3 clusters Score: Raw -2357.819735 + Penalty 350.363432 = -2007.456303 nChanged 0 SP:Iteration 3F (8787.720000 sec): 3 clusters Score: Raw -2357.819735 + Penalty 350.363432 = -2007.456303 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8787.780000 sec): 2 clusters Score: Raw -11825.236182 + Penalty 242.418366 = -11582.817816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8787.960000 sec): 3 clusters Score: Raw -11783.581383 + Penalty 484.836731 = -11298.744652 nChanged 59 SP:Iteration 1F (8788.150000 sec): 3 clusters Score: Raw -11843.558361 + Penalty 484.836731 = -11358.721630 nChanged 17 SP:Iteration 2F (8788.330000 sec): 3 clusters Score: Raw -11872.862121 + Penalty 484.836731 = -11388.025390 nChanged 13 SP:Iteration 3F (8788.520000 sec): 3 clusters Score: Raw -11890.035966 + Penalty 484.836731 = -11405.199235 nChanged 6 SP:Iteration 4Q (8788.680000 sec): 3 clusters Score: Raw -11899.690605 + Penalty 484.836731 = -11414.853873 nChanged 3 SP:Iteration 5Q (8788.860000 sec): 3 clusters Score: Raw -11906.392680 + Penalty 484.836731 = -11421.555949 nChanged 2 SP:Iteration 6Q (8789.040000 sec): 3 clusters Score: Raw -11913.828765 + Penalty 484.836731 = -11428.992034 nChanged 1 SP:Iteration 7Q (8789.190000 sec): 3 clusters Score: Raw -11916.433994 + Penalty 484.836731 = -11431.597263 nChanged 1 SP:Iteration 8Q (8789.360000 sec): 3 clusters Score: Raw -11917.601639 + Penalty 484.836731 = -11432.764908 nChanged 1 SP:Iteration 9Q (8789.540000 sec): 3 clusters Score: Raw -11918.387063 + Penalty 484.836731 = -11433.550332 nChanged 0 SP:Iteration 10F (8789.710000 sec): 3 clusters Score: Raw -11918.387063 + Penalty 484.836731 = -11433.550332 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8789.800000 sec): 2 clusters Score: Raw -2457.508546 + Penalty 172.180628 = -2285.327918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8789.980000 sec): 3 clusters Score: Raw -2527.149533 + Penalty 344.361257 = -2182.788276 nChanged 3 SP:Iteration 1F (8790.160000 sec): 3 clusters Score: Raw -2551.354455 + Penalty 344.361257 = -2206.993199 nChanged 1 SP:Iteration 2Q (8790.360000 sec): 3 clusters Score: Raw -2554.132103 + Penalty 344.361257 = -2209.770846 nChanged 0 SP:Iteration 3F (8790.540000 sec): 3 clusters Score: Raw -2554.132103 + Penalty 344.361257 = -2209.770846 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8790.590000 sec): 2 clusters Score: Raw -4187.163474 + Penalty 199.947437 = -3987.216038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8790.770000 sec): 3 clusters Score: Raw -4213.230235 + Penalty 399.894873 = -3813.335362 nChanged 15 SP:Iteration 1F (8790.910000 sec): 3 clusters Score: Raw -4253.584338 + Penalty 399.894873 = -3853.689465 nChanged 3 SP:Iteration 2Q (8791.070000 sec): 3 clusters Score: Raw -4260.308932 + Penalty 399.894873 = -3860.414059 nChanged 1 SP:Iteration 3Q (8791.220000 sec): 3 clusters Score: Raw -4261.429121 + Penalty 399.894873 = -3861.534248 nChanged 0 SP:Iteration 4F (8791.360000 sec): 3 clusters Score: Raw -4261.429121 + Penalty 399.894873 = -3861.534248 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8791.450000 sec): 2 clusters Score: Raw -10239.405561 + Penalty 233.678829 = -10005.726732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8791.630000 sec): 3 clusters Score: Raw -10195.141219 + Penalty 467.357658 = -9727.783561 nChanged 41 SP:Iteration 1F (8791.810000 sec): 3 clusters Score: Raw -10246.765958 + Penalty 467.357658 = -9779.408300 nChanged 4 SP:Iteration 2Q (8791.980000 sec): 3 clusters Score: Raw -10255.661264 + Penalty 467.357658 = -9788.303606 nChanged 4 SP:Iteration 3Q (8792.110000 sec): 3 clusters Score: Raw -10262.522032 + Penalty 467.357658 = -9795.164374 nChanged 3 SP:Iteration 4Q (8792.300000 sec): 3 clusters Score: Raw -10268.351580 + Penalty 467.357658 = -9800.993922 nChanged 2 SP:Iteration 5Q (8792.470000 sec): 3 clusters Score: Raw -10270.706913 + Penalty 467.357658 = -9803.349256 nChanged 2 SP:Iteration 6Q (8792.620000 sec): 3 clusters Score: Raw -10272.727085 + Penalty 467.357658 = -9805.369428 nChanged 1 SP:Iteration 7Q (8792.820000 sec): 3 clusters Score: Raw -10273.780881 + Penalty 467.357658 = -9806.423223 nChanged 1 SP:Iteration 8Q (8792.920000 sec): 3 clusters Score: Raw -10275.621297 + Penalty 467.357658 = -9808.263639 nChanged 1 SP:Iteration 9Q (8793.090000 sec): 3 clusters Score: Raw -10277.840555 + Penalty 467.357658 = -9810.482897 nChanged 1 SP:Iteration 10Q (8793.230000 sec): 3 clusters Score: Raw -10278.246720 + Penalty 467.357658 = -9810.889063 nChanged 0 SP:Iteration 11F (8793.370000 sec): 3 clusters Score: Raw -10278.246720 + Penalty 467.357658 = -9810.889063 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8793.470000 sec): 2 clusters Score: Raw -12572.772929 + Penalty 243.724675 = -12329.048253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8793.620000 sec): 3 clusters Score: Raw -12526.950722 + Penalty 487.449351 = -12039.501371 nChanged 51 SP:Iteration 1F (8793.810000 sec): 3 clusters Score: Raw -12568.072669 + Penalty 487.449351 = -12080.623318 nChanged 9 SP:Iteration 2Q (8793.980000 sec): 3 clusters Score: Raw -12574.723356 + Penalty 487.449351 = -12087.274005 nChanged 2 SP:Iteration 3Q (8794.150000 sec): 3 clusters Score: Raw -12578.119399 + Penalty 487.449351 = -12090.670048 nChanged 2 SP:Iteration 4Q (8794.280000 sec): 3 clusters Score: Raw -12580.840703 + Penalty 487.449351 = -12093.391352 nChanged 3 SP:Iteration 5Q (8794.440000 sec): 3 clusters Score: Raw -12585.142688 + Penalty 487.449351 = -12097.693337 nChanged 4 SP:Iteration 6Q (8794.620000 sec): 3 clusters Score: Raw -12591.239137 + Penalty 487.449351 = -12103.789786 nChanged 3 SP:Iteration 7Q (8794.790000 sec): 3 clusters Score: Raw -12595.112392 + Penalty 487.449351 = -12107.663041 nChanged 4 SP:Iteration 8Q (8794.970000 sec): 3 clusters Score: Raw -12599.181043 + Penalty 487.449351 = -12111.731692 nChanged 6 SP:Iteration 9Q (8795.180000 sec): 3 clusters Score: Raw -12605.211437 + Penalty 487.449351 = -12117.762086 nChanged 1 SP:Iteration 10Q (8795.350000 sec): 3 clusters Score: Raw -12606.056972 + Penalty 487.449351 = -12118.607621 nChanged 0 SP:Iteration 11F (8795.500000 sec): 3 clusters Score: Raw -12606.056972 + Penalty 487.449351 = -12118.607621 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8795.590000 sec): 2 clusters Score: Raw -5160.819614 + Penalty 212.186479 = -4948.633135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8795.790000 sec): 3 clusters Score: Raw -5157.652915 + Penalty 424.372958 = -4733.279958 nChanged 16 SP:Iteration 1F (8795.960000 sec): 3 clusters Score: Raw -5189.954537 + Penalty 424.372958 = -4765.581579 nChanged 4 SP:Iteration 2Q (8796.100000 sec): 3 clusters Score: Raw -5200.181082 + Penalty 424.372958 = -4775.808125 nChanged 4 SP:Iteration 3Q (8796.280000 sec): 3 clusters Score: Raw -5203.364990 + Penalty 424.372958 = -4778.992032 nChanged 0 SP:Iteration 4F (8796.460000 sec): 3 clusters Score: Raw -5203.364990 + Penalty 424.372958 = -4778.992032 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8796.540000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8796.700000 sec): 3 clusters Score: Raw -6487.147915 + Penalty 449.037128 = -6038.110787 nChanged 25 SP:Iteration 1F (8796.910000 sec): 3 clusters Score: Raw -6517.932814 + Penalty 449.037128 = -6068.895686 nChanged 6 SP:Iteration 2Q (8797.060000 sec): 3 clusters Score: Raw -6526.798476 + Penalty 449.037128 = -6077.761348 nChanged 4 SP:Iteration 3Q (8797.280000 sec): 3 clusters Score: Raw -6533.737353 + Penalty 449.037128 = -6084.700225 nChanged 3 SP:Iteration 4Q (8797.440000 sec): 3 clusters Score: Raw -6538.293120 + Penalty 449.037128 = -6089.255992 nChanged 1 SP:Iteration 5Q (8797.630000 sec): 3 clusters Score: Raw -6539.396055 + Penalty 449.037128 = -6090.358927 nChanged 0 SP:Iteration 6F (8797.780000 sec): 3 clusters Score: Raw -6539.396055 + Penalty 449.037128 = -6090.358927 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8797.910000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8798.060000 sec): 3 clusters Score: Raw -6466.104672 + Penalty 435.661749 = -6030.442924 nChanged 28 SP:Iteration 1F (8798.220000 sec): 3 clusters Score: Raw -6520.531583 + Penalty 435.661749 = -6084.869834 nChanged 5 SP:Iteration 2Q (8798.390000 sec): 3 clusters Score: Raw -6533.117292 + Penalty 435.661749 = -6097.455544 nChanged 4 SP:Iteration 3Q (8798.560000 sec): 3 clusters Score: Raw -6546.773505 + Penalty 435.661749 = -6111.111756 nChanged 2 SP:Iteration 4Q (8798.740000 sec): 3 clusters Score: Raw -6560.458580 + Penalty 435.661749 = -6124.796831 nChanged 1 SP:Iteration 5Q (8798.890000 sec): 3 clusters Score: Raw -6561.216550 + Penalty 435.661749 = -6125.554801 nChanged 0 SP:Iteration 6F (8799.080000 sec): 3 clusters Score: Raw -6561.216550 + Penalty 435.661749 = -6125.554801 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8799.180000 sec): 2 clusters Score: Raw -4118.899588 + Penalty 202.140632 = -3916.758955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8799.360000 sec): 3 clusters Score: Raw -4140.775033 + Penalty 404.281264 = -3736.493769 nChanged 15 SP:Iteration 1F (8799.510000 sec): 3 clusters Score: Raw -4165.140513 + Penalty 404.281264 = -3760.859249 nChanged 1 SP:Iteration 2Q (8799.700000 sec): 3 clusters Score: Raw -4168.163384 + Penalty 404.281264 = -3763.882120 nChanged 0 SP:Iteration 3F (8799.830000 sec): 3 clusters Score: Raw -4168.163384 + Penalty 404.281264 = -3763.882120 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8799.920000 sec): 2 clusters Score: Raw -2363.127252 + Penalty 183.153502 = -2179.973750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8800.120000 sec): 3 clusters Score: Raw -2412.630571 + Penalty 366.307004 = -2046.323567 nChanged 10 SP:Iteration 1F (8800.280000 sec): 3 clusters Score: Raw -2449.366423 + Penalty 366.307004 = -2083.059419 nChanged 3 SP:Iteration 2F (8800.430000 sec): 3 clusters Score: Raw -2482.278093 + Penalty 366.307004 = -2115.971089 nChanged 2 SP:Iteration 3Q (8800.620000 sec): 3 clusters Score: Raw -2514.526593 + Penalty 366.307004 = -2148.219589 nChanged 3 SP:Iteration 4F (8800.760000 sec): 3 clusters Score: Raw -2526.422942 + Penalty 366.307004 = -2160.115938 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8800.810000 sec): 2 clusters Score: Raw -2158.699996 + Penalty 180.648282 = -1978.051714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.000000 sec): 3 clusters Score: Raw -2195.283591 + Penalty 361.296564 = -1833.987027 nChanged 9 SP:Iteration 1F (8801.160000 sec): 3 clusters Score: Raw -2234.443603 + Penalty 361.296564 = -1873.147039 nChanged 1 SP:Iteration 2Q (8801.340000 sec): 3 clusters Score: Raw -2242.620590 + Penalty 361.296564 = -1881.324026 nChanged 0 SP:Iteration 3F (8801.480000 sec): 3 clusters Score: Raw -2242.620590 + Penalty 361.296564 = -1881.324026 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8801.570000 sec): 2 clusters Score: Raw -18974.340901 + Penalty 268.069812 = -18706.271089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8801.760000 sec): 3 clusters Score: Raw -18843.972982 + Penalty 536.139623 = -18307.833359 nChanged 118 SP:Iteration 1F (8801.950000 sec): 3 clusters Score: Raw -18944.051009 + Penalty 536.139623 = -18407.911385 nChanged 32 SP:Iteration 2F (8802.110000 sec): 3 clusters Score: Raw -18980.847402 + Penalty 536.139623 = -18444.707778 nChanged 19 SP:Iteration 3F (8802.280000 sec): 3 clusters Score: Raw -18998.415144 + Penalty 536.139623 = -18462.275521 nChanged 19 SP:Iteration 4F (8802.430000 sec): 3 clusters Score: Raw -19020.684746 + Penalty 536.139623 = -18484.545122 nChanged 13 SP:Iteration 5Q (8802.620000 sec): 3 clusters Score: Raw -19031.429003 + Penalty 536.139623 = -18495.289379 nChanged 9 SP:Iteration 6Q (8802.760000 sec): 3 clusters Score: Raw -19041.301342 + Penalty 536.139623 = -18505.161719 nChanged 5 SP:Iteration 7Q (8802.940000 sec): 3 clusters Score: Raw -19050.313311 + Penalty 536.139623 = -18514.173688 nChanged 9 SP:Iteration 8Q (8803.110000 sec): 3 clusters Score: Raw -19058.323275 + Penalty 536.139623 = -18522.183651 nChanged 7 SP:Iteration 9Q (8803.280000 sec): 3 clusters Score: Raw -19066.087164 + Penalty 536.139623 = -18529.947541 nChanged 4 SP:Iteration 10Q (8803.430000 sec): 3 clusters Score: Raw -19078.326760 + Penalty 536.139623 = -18542.187137 nChanged 6 SP:Iteration 11Q (8803.580000 sec): 3 clusters Score: Raw -19086.579714 + Penalty 536.139623 = -18550.440091 nChanged 5 SP:Iteration 12Q (8803.730000 sec): 3 clusters Score: Raw -19090.450936 + Penalty 536.139623 = -18554.311313 nChanged 4 SP:Iteration 13Q (8803.920000 sec): 3 clusters Score: Raw -19094.838211 + Penalty 536.139623 = -18558.698588 nChanged 5 SP:Iteration 14Q (8804.100000 sec): 3 clusters Score: Raw -19099.992813 + Penalty 536.139623 = -18563.853190 nChanged 4 SP:Iteration 15Q (8804.270000 sec): 3 clusters Score: Raw -19104.773881 + Penalty 536.139623 = -18568.634257 nChanged 3 SP:Iteration 16Q (8804.460000 sec): 3 clusters Score: Raw -19106.455099 + Penalty 536.139623 = -18570.315476 nChanged 1 SP:Iteration 17Q (8804.650000 sec): 3 clusters Score: Raw -19107.225139 + Penalty 536.139623 = -18571.085515 nChanged 1 SP:Iteration 18Q (8804.830000 sec): 3 clusters Score: Raw -19108.473000 + Penalty 536.139623 = -18572.333377 nChanged 1 SP:Iteration 19Q (8804.990000 sec): 3 clusters Score: Raw -19109.929307 + Penalty 536.139623 = -18573.789684 nChanged 2 SP:Iteration 20F (8805.140000 sec): 3 clusters Score: Raw -19111.254565 + Penalty 536.139623 = -18575.114942 nChanged 1 SP:Iteration 21Q (8805.320000 sec): 3 clusters Score: Raw -19112.730932 + Penalty 536.139623 = -18576.591308 nChanged 0 SP:Iteration 22F (8805.520000 sec): 3 clusters Score: Raw -19112.730932 + Penalty 536.139623 = -18576.591308 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8805.600000 sec): 2 clusters Score: Raw -6332.707948 + Penalty 235.257022 = -6097.450926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8805.780000 sec): 3 clusters Score: Raw -6294.895445 + Penalty 470.514044 = -5824.381401 nChanged 42 SP:Iteration 1F (8805.950000 sec): 3 clusters Score: Raw -6387.376684 + Penalty 470.514044 = -5916.862640 nChanged 16 SP:Iteration 2F (8806.140000 sec): 3 clusters Score: Raw -6420.714545 + Penalty 470.514044 = -5950.200501 nChanged 4 SP:Iteration 3Q (8806.320000 sec): 3 clusters Score: Raw -6436.404924 + Penalty 470.514044 = -5965.890881 nChanged 6 SP:Iteration 4Q (8806.530000 sec): 3 clusters Score: Raw -6454.391880 + Penalty 470.514044 = -5983.877836 nChanged 5 SP:Iteration 5Q (8806.710000 sec): 3 clusters Score: Raw -6466.566632 + Penalty 470.514044 = -5996.052588 nChanged 3 SP:Iteration 6Q (8806.880000 sec): 3 clusters Score: Raw -6476.835983 + Penalty 470.514044 = -6006.321939 nChanged 2 SP:Iteration 7Q (8807.030000 sec): 3 clusters Score: Raw -6479.004832 + Penalty 470.514044 = -6008.490789 nChanged 1 SP:Iteration 8Q (8807.200000 sec): 3 clusters Score: Raw -6483.483639 + Penalty 470.514044 = -6012.969596 nChanged 1 SP:Iteration 9Q (8807.390000 sec): 3 clusters Score: Raw -6492.363187 + Penalty 470.514044 = -6021.849144 nChanged 3 SP:Iteration 10Q (8807.530000 sec): 3 clusters Score: Raw -6502.349198 + Penalty 470.514044 = -6031.835155 nChanged 1 SP:Iteration 11Q (8807.680000 sec): 3 clusters Score: Raw -6505.272526 + Penalty 470.514044 = -6034.758483 nChanged 0 SP:Iteration 12F (8807.880000 sec): 3 clusters Score: Raw -6505.272526 + Penalty 470.514044 = -6034.758483 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8807.930000 sec): 2 clusters Score: Raw -5477.604736 + Penalty 217.450119 = -5260.154617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8808.130000 sec): 3 clusters Score: Raw -5469.467778 + Penalty 434.900238 = -5034.567540 nChanged 24 SP:Iteration 1F (8808.290000 sec): 3 clusters Score: Raw -5513.118803 + Penalty 434.900238 = -5078.218565 nChanged 8 SP:Iteration 2F (8808.410000 sec): 3 clusters Score: Raw -5522.098363 + Penalty 434.900238 = -5087.198125 nChanged 4 SP:Iteration 3Q (8808.620000 sec): 3 clusters Score: Raw -5532.298764 + Penalty 434.900238 = -5097.398527 nChanged 3 SP:Iteration 4Q (8808.800000 sec): 3 clusters Score: Raw -5540.246224 + Penalty 434.900238 = -5105.345986 nChanged 2 SP:Iteration 5Q (8809.010000 sec): 3 clusters Score: Raw -5542.484877 + Penalty 434.900238 = -5107.584640 nChanged 2 SP:Iteration 6Q (8809.150000 sec): 3 clusters Score: Raw -5550.495374 + Penalty 434.900238 = -5115.595137 nChanged 5 SP:Iteration 7Q (8809.330000 sec): 3 clusters Score: Raw -5556.540206 + Penalty 434.900238 = -5121.639968 nChanged 0 SP:Iteration 8F (8809.500000 sec): 3 clusters Score: Raw -5556.540206 + Penalty 434.900238 = -5121.639968 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8809.540000 sec): 2 clusters Score: Raw -18245.392902 + Penalty 261.452245 = -17983.940657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8809.720000 sec): 3 clusters Score: Raw -18151.761108 + Penalty 522.904490 = -17628.856618 nChanged 80 SP:Iteration 1F (8809.920000 sec): 3 clusters Score: Raw -18223.643182 + Penalty 522.904490 = -17700.738692 nChanged 20 SP:Iteration 2F (8810.060000 sec): 3 clusters Score: Raw -18238.909459 + Penalty 522.904490 = -17716.004968 nChanged 8 SP:Iteration 3Q (8810.250000 sec): 3 clusters Score: Raw -18243.534366 + Penalty 522.904490 = -17720.629875 nChanged 5 SP:Iteration 4Q (8810.410000 sec): 3 clusters Score: Raw -18248.321101 + Penalty 522.904490 = -17725.416610 nChanged 1 SP:Iteration 5Q (8810.590000 sec): 3 clusters Score: Raw -18249.128033 + Penalty 522.904490 = -17726.223543 nChanged 1 SP:Iteration 6Q (8810.780000 sec): 3 clusters Score: Raw -18250.308405 + Penalty 522.904490 = -17727.403914 nChanged 2 SP:Iteration 7Q (8810.950000 sec): 3 clusters Score: Raw -18251.063729 + Penalty 522.904490 = -17728.159239 nChanged 0 SP:Iteration 8F (8811.160000 sec): 3 clusters Score: Raw -18251.063729 + Penalty 522.904490 = -17728.159239 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8811.240000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8811.380000 sec): 3 clusters Score: Raw -6389.541942 + Penalty 441.534754 = -5948.007188 nChanged 33 SP:Iteration 1F (8811.570000 sec): 3 clusters Score: Raw -6459.289748 + Penalty 441.534754 = -6017.754994 nChanged 5 SP:Iteration 2Q (8811.710000 sec): 3 clusters Score: Raw -6467.376501 + Penalty 441.534754 = -6025.841747 nChanged 1 SP:Iteration 3Q (8811.880000 sec): 3 clusters Score: Raw -6468.052407 + Penalty 441.534754 = -6026.517653 nChanged 0 SP:Iteration 4F (8812.060000 sec): 3 clusters Score: Raw -6468.052407 + Penalty 441.534754 = -6026.517653 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8812.140000 sec): 2 clusters Score: Raw -6903.630392 + Penalty 230.635141 = -6672.995250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8812.330000 sec): 3 clusters Score: Raw -6913.172969 + Penalty 461.270282 = -6451.902686 nChanged 54 SP:Iteration 1F (8812.520000 sec): 3 clusters Score: Raw -7014.764057 + Penalty 461.270282 = -6553.493775 nChanged 16 SP:Iteration 2F (8812.670000 sec): 3 clusters Score: Raw -7054.550771 + Penalty 461.270282 = -6593.280489 nChanged 9 SP:Iteration 3F (8812.830000 sec): 3 clusters Score: Raw -7074.159704 + Penalty 461.270282 = -6612.889421 nChanged 3 SP:Iteration 4Q (8812.980000 sec): 3 clusters Score: Raw -7078.405661 + Penalty 461.270282 = -6617.135379 nChanged 0 SP:Iteration 5F (8813.150000 sec): 3 clusters Score: Raw -7078.405661 + Penalty 461.270282 = -6617.135379 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8813.250000 sec): 2 clusters Score: Raw -4961.638741 + Penalty 213.036971 = -4748.601770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8813.440000 sec): 3 clusters Score: Raw -4977.261585 + Penalty 426.073942 = -4551.187644 nChanged 30 SP:Iteration 1F (8813.620000 sec): 3 clusters Score: Raw -5087.717260 + Penalty 426.073942 = -4661.643318 nChanged 6 SP:Iteration 2F (8813.780000 sec): 3 clusters Score: Raw -5120.430620 + Penalty 426.073942 = -4694.356678 nChanged 1 SP:Iteration 3Q (8813.990000 sec): 3 clusters Score: Raw -5125.067886 + Penalty 426.073942 = -4698.993944 nChanged 0 SP:Iteration 4F (8814.130000 sec): 3 clusters Score: Raw -5125.067886 + Penalty 426.073942 = -4698.993944 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8814.240000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8814.430000 sec): 3 clusters Score: Raw -6375.472870 + Penalty 466.820783 = -5908.652087 nChanged 43 SP:Iteration 1F (8814.570000 sec): 3 clusters Score: Raw -6481.272797 + Penalty 466.820783 = -6014.452014 nChanged 11 SP:Iteration 2F (8814.770000 sec): 3 clusters Score: Raw -6508.186851 + Penalty 466.820783 = -6041.366068 nChanged 5 SP:Iteration 3Q (8814.920000 sec): 3 clusters Score: Raw -6516.708886 + Penalty 466.820783 = -6049.888103 nChanged 1 SP:Iteration 4Q (8815.110000 sec): 3 clusters Score: Raw -6517.521796 + Penalty 466.820783 = -6050.701013 nChanged 0 SP:Iteration 5F (8815.280000 sec): 3 clusters Score: Raw -6517.521796 + Penalty 466.820783 = -6050.701013 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8815.360000 sec): 2 clusters Score: Raw -15015.651748 + Penalty 254.896406 = -14760.755341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8815.540000 sec): 3 clusters Score: Raw -14937.522828 + Penalty 509.792813 = -14427.730016 nChanged 77 SP:Iteration 1F (8815.700000 sec): 3 clusters Score: Raw -15005.495082 + Penalty 509.792813 = -14495.702269 nChanged 15 SP:Iteration 2F (8815.880000 sec): 3 clusters Score: Raw -15027.535568 + Penalty 509.792813 = -14517.742756 nChanged 10 SP:Iteration 3Q (8816.050000 sec): 3 clusters Score: Raw -15045.703532 + Penalty 509.792813 = -14535.910719 nChanged 7 SP:Iteration 4Q (8816.180000 sec): 3 clusters Score: Raw -15054.609991 + Penalty 509.792813 = -14544.817178 nChanged 6 SP:Iteration 5Q (8816.350000 sec): 3 clusters Score: Raw -15066.530189 + Penalty 509.792813 = -14556.737376 nChanged 10 SP:Iteration 6Q (8816.540000 sec): 3 clusters Score: Raw -15078.120223 + Penalty 509.792813 = -14568.327411 nChanged 4 SP:Iteration 7Q (8816.700000 sec): 3 clusters Score: Raw -15096.487841 + Penalty 509.792813 = -14586.695028 nChanged 5 SP:Iteration 8Q (8816.850000 sec): 3 clusters Score: Raw -15110.024732 + Penalty 509.792813 = -14600.231919 nChanged 6 SP:Iteration 9Q (8817.070000 sec): 3 clusters Score: Raw -15122.584084 + Penalty 509.792813 = -14612.791271 nChanged 8 SP:Iteration 10Q (8817.240000 sec): 3 clusters Score: Raw -15135.848147 + Penalty 509.792813 = -14626.055334 nChanged 6 SP:Iteration 11Q (8817.440000 sec): 3 clusters Score: Raw -15141.653402 + Penalty 509.792813 = -14631.860589 nChanged 4 SP:Iteration 12Q (8817.620000 sec): 3 clusters Score: Raw -15150.065007 + Penalty 509.792813 = -14640.272194 nChanged 4 SP:Iteration 13Q (8817.760000 sec): 3 clusters Score: Raw -15155.307798 + Penalty 509.792813 = -14645.514985 nChanged 7 SP:Iteration 14Q (8817.940000 sec): 3 clusters Score: Raw -15164.465668 + Penalty 509.792813 = -14654.672856 nChanged 9 SP:Iteration 15Q (8818.110000 sec): 3 clusters Score: Raw -15186.731498 + Penalty 509.792813 = -14676.938685 nChanged 7 SP:Iteration 16Q (8818.300000 sec): 3 clusters Score: Raw -15197.424801 + Penalty 509.792813 = -14687.631989 nChanged 6 SP:Iteration 17Q (8818.440000 sec): 3 clusters Score: Raw -15203.273657 + Penalty 509.792813 = -14693.480845 nChanged 4 SP:Iteration 18Q (8818.600000 sec): 3 clusters Score: Raw -15206.402586 + Penalty 509.792813 = -14696.609774 nChanged 2 SP:Iteration 19Q (8818.780000 sec): 3 clusters Score: Raw -15212.898177 + Penalty 509.792813 = -14703.105364 nChanged 2 SP:Iteration 20F (8818.950000 sec): 3 clusters Score: Raw -15215.545035 + Penalty 509.792813 = -14705.752223 nChanged 2 SP:Iteration 21Q (8819.130000 sec): 3 clusters Score: Raw -15216.599003 + Penalty 509.792813 = -14706.806191 nChanged 0 SP:Iteration 22F (8819.290000 sec): 3 clusters Score: Raw -15216.599003 + Penalty 509.792813 = -14706.806191 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8819.340000 sec): 2 clusters Score: Raw -2125.696573 + Penalty 172.180628 = -1953.515944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8819.560000 sec): 3 clusters Score: Raw -2184.566955 + Penalty 344.361257 = -1840.205699 nChanged 4 SP:Iteration 1F (8819.720000 sec): 3 clusters Score: Raw -2201.130774 + Penalty 344.361257 = -1856.769518 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8819.820000 sec): 2 clusters Score: Raw -2364.380628 + Penalty 191.987601 = -2172.393028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8819.980000 sec): 3 clusters Score: Raw -2386.054513 + Penalty 383.975201 = -2002.079312 nChanged 11 SP:Iteration 1F (8820.140000 sec): 3 clusters Score: Raw -2411.769663 + Penalty 383.975201 = -2027.794462 nChanged 3 SP:Iteration 2Q (8820.320000 sec): 3 clusters Score: Raw -2425.227934 + Penalty 383.975201 = -2041.252733 nChanged 2 SP:Iteration 3Q (8820.460000 sec): 3 clusters Score: Raw -2432.995022 + Penalty 383.975201 = -2049.019820 nChanged 0 SP:Iteration 4F (8820.600000 sec): 3 clusters Score: Raw -2432.995022 + Penalty 383.975201 = -2049.019820 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8820.710000 sec): 2 clusters Score: Raw -6871.138065 + Penalty 229.181343 = -6641.956722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8820.880000 sec): 3 clusters Score: Raw -6853.556457 + Penalty 458.362687 = -6395.193770 nChanged 43 SP:Iteration 1F (8821.070000 sec): 3 clusters Score: Raw -6914.425531 + Penalty 458.362687 = -6456.062844 nChanged 10 SP:Iteration 2F (8821.240000 sec): 3 clusters Score: Raw -6940.420510 + Penalty 458.362687 = -6482.057823 nChanged 7 SP:Iteration 3Q (8821.390000 sec): 3 clusters Score: Raw -6960.144573 + Penalty 458.362687 = -6501.781886 nChanged 1 SP:Iteration 4Q (8821.580000 sec): 3 clusters Score: Raw -6967.241521 + Penalty 458.362687 = -6508.878834 nChanged 0 SP:Iteration 5F (8821.790000 sec): 3 clusters Score: Raw -6967.241521 + Penalty 458.362687 = -6508.878834 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8821.860000 sec): 2 clusters Score: Raw -1525.276225 + Penalty 165.510170 = -1359.766055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8822.020000 sec): 3 clusters Score: Raw -1643.613021 + Penalty 331.020341 = -1312.592681 nChanged 2 SP:Iteration 1F (8822.180000 sec): 3 clusters Score: Raw -1649.461049 + Penalty 331.020341 = -1318.440709 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8822.270000 sec): 2 clusters Score: Raw -14132.734293 + Penalty 251.948709 = -13880.785584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8822.460000 sec): 3 clusters Score: Raw -14080.006589 + Penalty 503.897418 = -13576.109170 nChanged 80 SP:Iteration 1F (8822.570000 sec): 3 clusters Score: Raw -14175.857246 + Penalty 503.897418 = -13671.959828 nChanged 18 SP:Iteration 2F (8822.770000 sec): 3 clusters Score: Raw -14203.990346 + Penalty 503.897418 = -13700.092927 nChanged 7 SP:Iteration 3Q (8822.940000 sec): 3 clusters Score: Raw -14212.211921 + Penalty 503.897418 = -13708.314502 nChanged 4 SP:Iteration 4Q (8823.090000 sec): 3 clusters Score: Raw -14216.071097 + Penalty 503.897418 = -13712.173679 nChanged 4 SP:Iteration 5Q (8823.270000 sec): 3 clusters Score: Raw -14219.985025 + Penalty 503.897418 = -13716.087607 nChanged 1 SP:Iteration 6Q (8823.480000 sec): 3 clusters Score: Raw -14220.977673 + Penalty 503.897418 = -13717.080255 nChanged 0 SP:Iteration 7F (8823.620000 sec): 3 clusters Score: Raw -14220.977673 + Penalty 503.897418 = -13717.080255 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8823.710000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8823.940000 sec): 3 clusters Score: Raw -6313.906731 + Penalty 447.718264 = -5866.188467 nChanged 33 SP:Iteration 1F (8824.080000 sec): 3 clusters Score: Raw -6370.117622 + Penalty 447.718264 = -5922.399358 nChanged 9 SP:Iteration 2F (8824.270000 sec): 3 clusters Score: Raw -6385.713186 + Penalty 447.718264 = -5937.994922 nChanged 3 SP:Iteration 3Q (8824.460000 sec): 3 clusters Score: Raw -6391.886129 + Penalty 447.718264 = -5944.167865 nChanged 2 SP:Iteration 4Q (8824.610000 sec): 3 clusters Score: Raw -6393.909596 + Penalty 447.718264 = -5946.191332 nChanged 1 SP:Iteration 5Q (8824.790000 sec): 3 clusters Score: Raw -6395.232188 + Penalty 447.718264 = -5947.513923 nChanged 0 SP:Iteration 6F (8824.980000 sec): 3 clusters Score: Raw -6395.232188 + Penalty 447.718264 = -5947.513923 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8825.100000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8825.240000 sec): 3 clusters Score: Raw -4227.912710 + Penalty 413.439825 = -3814.472885 nChanged 21 SP:Iteration 1F (8825.420000 sec): 3 clusters Score: Raw -4334.178020 + Penalty 413.439825 = -3920.738195 nChanged 6 SP:Iteration 2F (8825.600000 sec): 3 clusters Score: Raw -4354.902266 + Penalty 413.439825 = -3941.462441 nChanged 1 SP:Iteration 3Q (8825.810000 sec): 3 clusters Score: Raw -4356.904786 + Penalty 413.439825 = -3943.464960 nChanged 0 SP:Iteration 4F (8825.980000 sec): 3 clusters Score: Raw -4356.904786 + Penalty 413.439825 = -3943.464960 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8826.040000 sec): 2 clusters Score: Raw -3854.931837 + Penalty 195.215905 = -3659.715932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8826.230000 sec): 3 clusters Score: Raw -3865.548374 + Penalty 390.431809 = -3475.116565 nChanged 2 SP:Iteration 1Q (8826.400000 sec): 3 clusters Score: Raw -3870.102698 + Penalty 390.431809 = -3479.670889 nChanged 2 SP:Iteration 2Q (8826.560000 sec): 3 clusters Score: Raw -3876.939037 + Penalty 390.431809 = -3486.507228 nChanged 2 SP:Iteration 3Q (8826.730000 sec): 3 clusters Score: Raw -3884.861334 + Penalty 390.431809 = -3494.429525 nChanged 2 SP:Iteration 4Q (8826.880000 sec): 3 clusters Score: Raw -3893.488404 + Penalty 390.431809 = -3503.056595 nChanged 1 SP:Iteration 5Q (8827.040000 sec): 3 clusters Score: Raw -3900.144136 + Penalty 390.431809 = -3509.712327 nChanged 0 SP:Iteration 6F (8827.190000 sec): 3 clusters Score: Raw -3900.144136 + Penalty 390.431809 = -3509.712327 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 67 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8827.280000 sec): 2 clusters Score: Raw -7840.608807 + Penalty 223.190002 = -7617.418805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8827.440000 sec): 3 clusters Score: Raw -7811.246490 + Penalty 446.380005 = -7364.866485 nChanged 30 SP:Iteration 1F (8827.600000 sec): 3 clusters Score: Raw -7865.260990 + Penalty 446.380005 = -7418.880985 nChanged 11 SP:Iteration 2F (8827.750000 sec): 3 clusters Score: Raw -7884.551976 + Penalty 446.380005 = -7438.171972 nChanged 3 SP:Iteration 3Q (8827.940000 sec): 3 clusters Score: Raw -7891.630167 + Penalty 446.380005 = -7445.250162 nChanged 2 SP:Iteration 4Q (8828.090000 sec): 3 clusters Score: Raw -7896.463890 + Penalty 446.380005 = -7450.083885 nChanged 1 SP:Iteration 5Q (8828.240000 sec): 3 clusters Score: Raw -7898.391828 + Penalty 446.380005 = -7452.011823 nChanged 1 SP:Iteration 6Q (8828.410000 sec): 3 clusters Score: Raw -7899.435994 + Penalty 446.380005 = -7453.055989 nChanged 0 SP:Iteration 7F (8828.590000 sec): 3 clusters Score: Raw -7899.435994 + Penalty 446.380005 = -7453.055989 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 68 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8828.660000 sec): 2 clusters Score: Raw -1866.228534 + Penalty 179.781589 = -1686.446944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8828.840000 sec): 3 clusters Score: Raw -1924.451657 + Penalty 359.563178 = -1564.888478 nChanged 7 SP:Iteration 1F (8829.010000 sec): 3 clusters Score: Raw -1946.318261 + Penalty 359.563178 = -1586.755083 nChanged 1 SP:Iteration 2Q (8829.210000 sec): 3 clusters Score: Raw -1950.064118 + Penalty 359.563178 = -1590.500939 nChanged 0 SP:Iteration 3F (8829.400000 sec): 3 clusters Score: Raw -1950.064118 + Penalty 359.563178 = -1590.500939 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 69 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8829.450000 sec): 2 clusters Score: Raw -4404.401875 + Penalty 206.233277 = -4198.168598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8829.660000 sec): 3 clusters Score: Raw -4407.217606 + Penalty 412.466554 = -3994.751052 nChanged 10 SP:Iteration 1F (8829.840000 sec): 3 clusters Score: Raw -4439.124334 + Penalty 412.466554 = -4026.657780 nChanged 7 SP:Iteration 2F (8829.980000 sec): 3 clusters Score: Raw -4461.117070 + Penalty 412.466554 = -4048.650516 nChanged 3 SP:Iteration 3Q (8830.180000 sec): 3 clusters Score: Raw -4470.719074 + Penalty 412.466554 = -4058.252520 nChanged 2 SP:Iteration 4Q (8830.320000 sec): 3 clusters Score: Raw -4473.220555 + Penalty 412.466554 = -4060.754001 nChanged 1 SP:Iteration 5Q (8830.480000 sec): 3 clusters Score: Raw -4475.848380 + Penalty 412.466554 = -4063.381826 nChanged 1 SP:Iteration 6Q (8830.660000 sec): 3 clusters Score: Raw -4477.969972 + Penalty 412.466554 = -4065.503419 nChanged 0 SP:Iteration 7F (8830.820000 sec): 3 clusters Score: Raw -4477.969972 + Penalty 412.466554 = -4065.503419 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 70 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8830.910000 sec): 2 clusters Score: Raw -3918.265489 + Penalty 201.602164 = -3716.663324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8831.070000 sec): 3 clusters Score: Raw -3933.327498 + Penalty 403.204329 = -3530.123169 nChanged 24 SP:Iteration 1F (8831.200000 sec): 3 clusters Score: Raw -4004.232698 + Penalty 403.204329 = -3601.028369 nChanged 1 SP:Iteration 2Q (8831.340000 sec): 3 clusters Score: Raw -4005.571511 + Penalty 403.204329 = -3602.367183 nChanged 1 SP:Iteration 3Q (8831.510000 sec): 3 clusters Score: Raw -4006.357287 + Penalty 403.204329 = -3603.152958 nChanged 0 SP:Iteration 4F (8831.680000 sec): 3 clusters Score: Raw -4006.357287 + Penalty 403.204329 = -3603.152958 nChanged 0 Iteration 271F (8858.660000 sec): 72 clusters Score: Raw -13229693.813833 + Penalty 39905.990464 = -13189787.823369 nChanged 3 Iteration 272F (8884.520000 sec): 72 clusters Score: Raw -13229698.099804 + Penalty 39905.990464 = -13189792.109340 nChanged 1 Iteration 273Q (8908.880000 sec): 72 clusters Score: Raw -13229699.216944 + Penalty 39905.990464 = -13189793.226480 nChanged 0 Iteration 274F (8934.180000 sec): 72 clusters Score: Raw -13229699.216944 + Penalty 39905.990464 = -13189793.226480 nChanged 0 Compute initial score before splitting: Score: Raw -13229699.216944 + Penalty 39905.990464 = -13189793.226480 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 1 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8934.250000 sec): 2 clusters Score: Raw -17947.769128 + Penalty 262.883181 = -17684.885947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8934.400000 sec): 3 clusters Score: Raw -17872.029393 + Penalty 525.766361 = -17346.263031 nChanged 90 SP:Iteration 1F (8934.530000 sec): 3 clusters Score: Raw -17982.253384 + Penalty 525.766361 = -17456.487023 nChanged 31 SP:Iteration 2F (8934.720000 sec): 3 clusters Score: Raw -18029.696100 + Penalty 525.766361 = -17503.929739 nChanged 17 SP:Iteration 3F (8934.870000 sec): 3 clusters Score: Raw -18054.517684 + Penalty 525.766361 = -17528.751322 nChanged 7 SP:Iteration 4Q (8935.080000 sec): 3 clusters Score: Raw -18065.087387 + Penalty 525.766361 = -17539.321025 nChanged 6 SP:Iteration 5Q (8935.250000 sec): 3 clusters Score: Raw -18075.540384 + Penalty 525.766361 = -17549.774022 nChanged 1 SP:Iteration 6Q (8935.430000 sec): 3 clusters Score: Raw -18076.083824 + Penalty 525.766361 = -17550.317463 nChanged 1 SP:Iteration 7Q (8935.580000 sec): 3 clusters Score: Raw -18076.261670 + Penalty 525.766361 = -17550.495308 nChanged 0 SP:Iteration 8F (8935.760000 sec): 3 clusters Score: Raw -18076.261670 + Penalty 525.766361 = -17550.495308 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 2 (976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8935.840000 sec): 2 clusters Score: Raw -51306.847760 + Penalty 313.197548 = -50993.650213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8936.040000 sec): 3 clusters Score: Raw -50826.590764 + Penalty 626.395095 = -50200.195669 nChanged 386 SP:Iteration 1F (8936.170000 sec): 3 clusters Score: Raw -51089.878380 + Penalty 626.395095 = -50463.483284 nChanged 103 SP:Iteration 2F (8936.340000 sec): 3 clusters Score: Raw -51178.767291 + Penalty 626.395095 = -50552.372196 nChanged 69 SP:Iteration 3F (8936.490000 sec): 3 clusters Score: Raw -51233.155012 + Penalty 626.395095 = -50606.759917 nChanged 50 SP:Iteration 4F (8936.640000 sec): 3 clusters Score: Raw -51263.236209 + Penalty 626.395095 = -50636.841114 nChanged 45 SP:Iteration 5Q (8936.860000 sec): 3 clusters Score: Raw -51292.295575 + Penalty 626.395095 = -50665.900479 nChanged 30 SP:Iteration 6Q (8937.000000 sec): 3 clusters Score: Raw -51314.322239 + Penalty 626.395095 = -50687.927143 nChanged 27 SP:Iteration 7Q (8937.210000 sec): 3 clusters Score: Raw -51330.409746 + Penalty 626.395095 = -50704.014650 nChanged 21 SP:Iteration 8Q (8937.360000 sec): 3 clusters Score: Raw -51341.990068 + Penalty 626.395095 = -50715.594972 nChanged 15 SP:Iteration 9Q (8937.500000 sec): 3 clusters Score: Raw -51352.120874 + Penalty 626.395095 = -50725.725779 nChanged 14 SP:Iteration 10Q (8937.670000 sec): 3 clusters Score: Raw -51364.596101 + Penalty 626.395095 = -50738.201006 nChanged 15 SP:Iteration 11Q (8937.860000 sec): 3 clusters Score: Raw -51375.811946 + Penalty 626.395095 = -50749.416851 nChanged 12 SP:Iteration 12Q (8938.040000 sec): 3 clusters Score: Raw -51384.350680 + Penalty 626.395095 = -50757.955584 nChanged 7 SP:Iteration 13Q (8938.260000 sec): 3 clusters Score: Raw -51388.217763 + Penalty 626.395095 = -50761.822668 nChanged 1 SP:Iteration 14Q (8938.420000 sec): 3 clusters Score: Raw -51389.117011 + Penalty 626.395095 = -50762.721915 nChanged 4 SP:Iteration 15Q (8938.560000 sec): 3 clusters Score: Raw -51391.659676 + Penalty 626.395095 = -50765.264581 nChanged 2 SP:Iteration 16Q (8938.770000 sec): 3 clusters Score: Raw -51391.903555 + Penalty 626.395095 = -50765.508460 nChanged 1 SP:Iteration 17Q (8938.960000 sec): 3 clusters Score: Raw -51392.263190 + Penalty 626.395095 = -50765.868095 nChanged 1 SP:Iteration 18Q (8939.120000 sec): 3 clusters Score: Raw -51392.477629 + Penalty 626.395095 = -50766.082533 nChanged 1 SP:Iteration 19Q (8939.300000 sec): 3 clusters Score: Raw -51392.637392 + Penalty 626.395095 = -50766.242296 nChanged 2 SP:Iteration 20F (8939.460000 sec): 3 clusters Score: Raw -51393.874385 + Penalty 626.395095 = -50767.479290 nChanged 3 SP:Iteration 21Q (8939.590000 sec): 3 clusters Score: Raw -51396.566404 + Penalty 626.395095 = -50770.171309 nChanged 2 SP:Iteration 22Q (8939.790000 sec): 3 clusters Score: Raw -51398.790476 + Penalty 626.395095 = -50772.395381 nChanged 4 SP:Iteration 23Q (8939.960000 sec): 3 clusters Score: Raw -51402.569350 + Penalty 626.395095 = -50776.174255 nChanged 5 SP:Iteration 24Q (8940.080000 sec): 3 clusters Score: Raw -51409.933440 + Penalty 626.395095 = -50783.538345 nChanged 4 SP:Iteration 25Q (8940.260000 sec): 3 clusters Score: Raw -51415.757846 + Penalty 626.395095 = -50789.362751 nChanged 6 SP:Iteration 26Q (8940.490000 sec): 3 clusters Score: Raw -51426.033679 + Penalty 626.395095 = -50799.638583 nChanged 5 SP:Iteration 27Q (8940.640000 sec): 3 clusters Score: Raw -51432.012209 + Penalty 626.395095 = -50805.617113 nChanged 4 SP:Iteration 28Q (8940.820000 sec): 3 clusters Score: Raw -51435.228218 + Penalty 626.395095 = -50808.833122 nChanged 5 SP:Iteration 29Q (8940.990000 sec): 3 clusters Score: Raw -51436.967179 + Penalty 626.395095 = -50810.572083 nChanged 2 SP:Iteration 30Q (8941.150000 sec): 3 clusters Score: Raw -51438.997218 + Penalty 626.395095 = -50812.602122 nChanged 2 SP:Iteration 31Q (8941.320000 sec): 3 clusters Score: Raw -51439.941984 + Penalty 626.395095 = -50813.546888 nChanged 0 SP:Iteration 32F (8941.520000 sec): 3 clusters Score: Raw -51439.941984 + Penalty 626.395095 = -50813.546888 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 3 (2075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8941.580000 sec): 2 clusters Score: Raw -124474.428576 + Penalty 347.516098 = -124126.912478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8941.780000 sec): 3 clusters Score: Raw -123338.093025 + Penalty 695.032195 = -122643.060830 nChanged 858 SP:Iteration 1F (8942.000000 sec): 3 clusters Score: Raw -123819.418447 + Penalty 695.032195 = -123124.386252 nChanged 164 SP:Iteration 2F (8942.190000 sec): 3 clusters Score: Raw -123941.238747 + Penalty 695.032195 = -123246.206552 nChanged 137 SP:Iteration 3F (8942.330000 sec): 3 clusters Score: Raw -124047.697583 + Penalty 695.032195 = -123352.665388 nChanged 98 SP:Iteration 4Q (8942.480000 sec): 3 clusters Score: Raw -124125.671463 + Penalty 695.032195 = -123430.639268 nChanged 88 SP:Iteration 5Q (8942.660000 sec): 3 clusters Score: Raw -124188.127439 + Penalty 695.032195 = -123493.095244 nChanged 73 SP:Iteration 6Q (8942.840000 sec): 3 clusters Score: Raw -124253.497929 + Penalty 695.032195 = -123558.465734 nChanged 71 SP:Iteration 7Q (8943.060000 sec): 3 clusters Score: Raw -124319.305712 + Penalty 695.032195 = -123624.273517 nChanged 64 SP:Iteration 8Q (8943.240000 sec): 3 clusters Score: Raw -124369.242379 + Penalty 695.032195 = -123674.210183 nChanged 49 SP:Iteration 9Q (8943.370000 sec): 3 clusters Score: Raw -124406.600752 + Penalty 695.032195 = -123711.568556 nChanged 47 SP:Iteration 10Q (8943.560000 sec): 3 clusters Score: Raw -124445.410467 + Penalty 695.032195 = -123750.378272 nChanged 40 SP:Iteration 11Q (8943.710000 sec): 3 clusters Score: Raw -124466.290875 + Penalty 695.032195 = -123771.258680 nChanged 24 SP:Iteration 12Q (8943.910000 sec): 3 clusters Score: Raw -124476.218860 + Penalty 695.032195 = -123781.186664 nChanged 17 SP:Iteration 13Q (8944.060000 sec): 3 clusters Score: Raw -124482.373241 + Penalty 695.032195 = -123787.341046 nChanged 13 SP:Iteration 14Q (8944.230000 sec): 3 clusters Score: Raw -124488.236063 + Penalty 695.032195 = -123793.203867 nChanged 9 SP:Iteration 15Q (8944.410000 sec): 3 clusters Score: Raw -124491.792279 + Penalty 695.032195 = -123796.760083 nChanged 7 SP:Iteration 16Q (8944.600000 sec): 3 clusters Score: Raw -124493.738379 + Penalty 695.032195 = -123798.706183 nChanged 7 SP:Iteration 17Q (8944.810000 sec): 3 clusters Score: Raw -124496.305094 + Penalty 695.032195 = -123801.272899 nChanged 10 SP:Iteration 18Q (8944.960000 sec): 3 clusters Score: Raw -124500.747697 + Penalty 695.032195 = -123805.715502 nChanged 9 SP:Iteration 19Q (8945.140000 sec): 3 clusters Score: Raw -124502.584399 + Penalty 695.032195 = -123807.552204 nChanged 5 SP:Iteration 20F (8945.330000 sec): 3 clusters Score: Raw -124504.496660 + Penalty 695.032195 = -123809.464465 nChanged 4 SP:Iteration 21Q (8945.520000 sec): 3 clusters Score: Raw -124506.296471 + Penalty 695.032195 = -123811.264276 nChanged 3 SP:Iteration 22Q (8945.730000 sec): 3 clusters Score: Raw -124507.450233 + Penalty 695.032195 = -123812.418037 nChanged 5 SP:Iteration 23Q (8945.910000 sec): 3 clusters Score: Raw -124508.587644 + Penalty 695.032195 = -123813.555448 nChanged 5 SP:Iteration 24Q (8946.040000 sec): 3 clusters Score: Raw -124510.838105 + Penalty 695.032195 = -123815.805909 nChanged 11 SP:Iteration 25Q (8946.230000 sec): 3 clusters Score: Raw -124514.719919 + Penalty 695.032195 = -123819.687724 nChanged 7 SP:Iteration 26Q (8946.390000 sec): 3 clusters Score: Raw -124516.650555 + Penalty 695.032195 = -123821.618359 nChanged 3 SP:Iteration 27Q (8946.530000 sec): 3 clusters Score: Raw -124517.771338 + Penalty 695.032195 = -123822.739143 nChanged 2 SP:Iteration 28Q (8946.690000 sec): 3 clusters Score: Raw -124518.143438 + Penalty 695.032195 = -123823.111243 nChanged 0 SP:Iteration 29F (8946.870000 sec): 3 clusters Score: Raw -124518.143438 + Penalty 695.032195 = -123823.111243 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 4 (14451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8947.010000 sec): 2 clusters Score: Raw -895258.133442 + Penalty 435.822610 = -894822.310832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8947.230000 sec): 3 clusters Score: Raw -885971.328603 + Penalty 871.645219 = -885099.683383 nChanged 6843 SP:Iteration 1F (8947.430000 sec): 3 clusters Score: Raw -890176.922829 + Penalty 871.645219 = -889305.277609 nChanged 827 SP:Iteration 2F (8947.630000 sec): 3 clusters Score: Raw -890575.216070 + Penalty 871.645219 = -889703.570850 nChanged 881 SP:Iteration 3F (8947.850000 sec): 3 clusters Score: Raw -891019.275705 + Penalty 871.645219 = -890147.630486 nChanged 922 SP:Iteration 4F (8948.070000 sec): 3 clusters Score: Raw -891499.796548 + Penalty 871.645219 = -890628.151328 nChanged 793 SP:Iteration 5F (8948.270000 sec): 3 clusters Score: Raw -891946.002738 + Penalty 871.645219 = -891074.357518 nChanged 741 SP:Iteration 6F (8948.510000 sec): 3 clusters Score: Raw -892390.549089 + Penalty 871.645219 = -891518.903869 nChanged 624 SP:Iteration 7Q (8948.740000 sec): 3 clusters Score: Raw -892783.810104 + Penalty 871.645219 = -891912.164885 nChanged 518 SP:Iteration 8Q (8948.920000 sec): 3 clusters Score: Raw -893137.898424 + Penalty 871.645219 = -892266.253205 nChanged 457 SP:Iteration 9Q (8949.160000 sec): 3 clusters Score: Raw -893450.196578 + Penalty 871.645219 = -892578.551359 nChanged 416 SP:Iteration 10Q (8949.360000 sec): 3 clusters Score: Raw -893698.287321 + Penalty 871.645219 = -892826.642102 nChanged 358 SP:Iteration 11Q (8949.600000 sec): 3 clusters Score: Raw -893885.811320 + Penalty 871.645219 = -893014.166100 nChanged 323 SP:Iteration 12Q (8949.770000 sec): 3 clusters Score: Raw -894048.391359 + Penalty 871.645219 = -893176.746140 nChanged 328 SP:Iteration 13Q (8950.020000 sec): 3 clusters Score: Raw -894223.279492 + Penalty 871.645219 = -893351.634273 nChanged 312 SP:Iteration 14Q (8950.240000 sec): 3 clusters Score: Raw -894383.477670 + Penalty 871.645219 = -893511.832450 nChanged 246 SP:Iteration 15Q (8950.400000 sec): 3 clusters Score: Raw -894505.103029 + Penalty 871.645219 = -893633.457810 nChanged 224 SP:Iteration 16Q (8950.650000 sec): 3 clusters Score: Raw -894614.622527 + Penalty 871.645219 = -893742.977308 nChanged 193 SP:Iteration 17Q (8950.880000 sec): 3 clusters Score: Raw -894707.103269 + Penalty 871.645219 = -893835.458050 nChanged 156 SP:Iteration 18Q (8951.100000 sec): 3 clusters Score: Raw -894786.223508 + Penalty 871.645219 = -893914.578288 nChanged 161 SP:Iteration 19Q (8951.300000 sec): 3 clusters Score: Raw -894881.176158 + Penalty 871.645219 = -894009.530939 nChanged 131 SP:Iteration 20F (8951.560000 sec): 3 clusters Score: Raw -894962.144787 + Penalty 871.645219 = -894090.499567 nChanged 113 SP:Iteration 21Q (8951.750000 sec): 3 clusters Score: Raw -895023.020171 + Penalty 871.645219 = -894151.374952 nChanged 87 SP:Iteration 22Q (8951.940000 sec): 3 clusters Score: Raw -895072.811045 + Penalty 871.645219 = -894201.165826 nChanged 80 SP:Iteration 23Q (8952.140000 sec): 3 clusters Score: Raw -895120.624584 + Penalty 871.645219 = -894248.979364 nChanged 62 SP:Iteration 24Q (8952.360000 sec): 3 clusters Score: Raw -895156.810942 + Penalty 871.645219 = -894285.165722 nChanged 53 SP:Iteration 25Q (8952.560000 sec): 3 clusters Score: Raw -895186.436672 + Penalty 871.645219 = -894314.791453 nChanged 43 SP:Iteration 26Q (8952.740000 sec): 3 clusters Score: Raw -895208.110764 + Penalty 871.645219 = -894336.465544 nChanged 33 SP:Iteration 27Q (8952.950000 sec): 3 clusters Score: Raw -895225.379620 + Penalty 871.645219 = -894353.734401 nChanged 25 SP:Iteration 28Q (8953.180000 sec): 3 clusters Score: Raw -895240.121458 + Penalty 871.645219 = -894368.476239 nChanged 17 SP:Iteration 29Q (8953.340000 sec): 3 clusters Score: Raw -895249.779023 + Penalty 871.645219 = -894378.133804 nChanged 13 SP:Iteration 30Q (8953.550000 sec): 3 clusters Score: Raw -895255.682897 + Penalty 871.645219 = -894384.037677 nChanged 13 SP:Iteration 31Q (8953.700000 sec): 3 clusters Score: Raw -895261.135458 + Penalty 871.645219 = -894389.490238 nChanged 15 SP:Iteration 32Q (8953.920000 sec): 3 clusters Score: Raw -895267.994367 + Penalty 871.645219 = -894396.349148 nChanged 15 SP:Iteration 33Q (8954.080000 sec): 3 clusters Score: Raw -895273.468341 + Penalty 871.645219 = -894401.823122 nChanged 9 SP:Iteration 34Q (8954.300000 sec): 3 clusters Score: Raw -895275.968389 + Penalty 871.645219 = -894404.323170 nChanged 7 SP:Iteration 35Q (8954.450000 sec): 3 clusters Score: Raw -895278.083616 + Penalty 871.645219 = -894406.438396 nChanged 4 SP:Iteration 36Q (8954.670000 sec): 3 clusters Score: Raw -895280.228212 + Penalty 871.645219 = -894408.582992 nChanged 5 SP:Iteration 37Q (8954.840000 sec): 3 clusters Score: Raw -895284.191110 + Penalty 871.645219 = -894412.545890 nChanged 5 SP:Iteration 38Q (8955.030000 sec): 3 clusters Score: Raw -895286.683259 + Penalty 871.645219 = -894415.038039 nChanged 6 SP:Iteration 39Q (8955.240000 sec): 3 clusters Score: Raw -895289.743742 + Penalty 871.645219 = -894418.098523 nChanged 5 SP:Iteration 40F (8955.450000 sec): 3 clusters Score: Raw -895293.843101 + Penalty 871.645219 = -894422.197881 nChanged 2 SP:Iteration 41Q (8955.680000 sec): 3 clusters Score: Raw -895294.584486 + Penalty 871.645219 = -894422.939267 nChanged 2 SP:Iteration 42Q (8955.900000 sec): 3 clusters Score: Raw -895295.944050 + Penalty 871.645219 = -894424.298830 nChanged 3 SP:Iteration 43Q (8956.110000 sec): 3 clusters Score: Raw -895298.372353 + Penalty 871.645219 = -894426.727133 nChanged 7 SP:Iteration 44Q (8956.310000 sec): 3 clusters Score: Raw -895301.954834 + Penalty 871.645219 = -894430.309615 nChanged 3 SP:Iteration 45Q (8956.520000 sec): 3 clusters Score: Raw -895304.134871 + Penalty 871.645219 = -894432.489652 nChanged 3 SP:Iteration 46Q (8956.720000 sec): 3 clusters Score: Raw -895305.360029 + Penalty 871.645219 = -894433.714810 nChanged 4 SP:Iteration 47Q (8956.930000 sec): 3 clusters Score: Raw -895310.173966 + Penalty 871.645219 = -894438.528747 nChanged 8 SP:Iteration 48Q (8957.140000 sec): 3 clusters Score: Raw -895316.771100 + Penalty 871.645219 = -894445.125881 nChanged 7 SP:Iteration 49Q (8957.360000 sec): 3 clusters Score: Raw -895322.779821 + Penalty 871.645219 = -894451.134601 nChanged 5 SP:Iteration 50Q (8957.560000 sec): 3 clusters Score: Raw -895325.810767 + Penalty 871.645219 = -894454.165547 nChanged 1 SP:Iteration 51Q (8957.770000 sec): 3 clusters Score: Raw -895326.373738 + Penalty 871.645219 = -894454.728519 nChanged 0 SP:Iteration 52F (8957.940000 sec): 3 clusters Score: Raw -895326.373738 + Penalty 871.645219 = -894454.728519 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 5 (138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8958.060000 sec): 2 clusters Score: Raw -7931.443334 + Penalty 224.190043 = -7707.253291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8958.220000 sec): 3 clusters Score: Raw -7916.190417 + Penalty 448.380085 = -7467.810331 nChanged 27 SP:Iteration 1F (8958.350000 sec): 3 clusters Score: Raw -7950.630920 + Penalty 448.380085 = -7502.250834 nChanged 13 SP:Iteration 2F (8958.520000 sec): 3 clusters Score: Raw -7972.635096 + Penalty 448.380085 = -7524.255011 nChanged 5 SP:Iteration 3Q (8958.680000 sec): 3 clusters Score: Raw -7981.625714 + Penalty 448.380085 = -7533.245629 nChanged 3 SP:Iteration 4Q (8958.840000 sec): 3 clusters Score: Raw -7987.527787 + Penalty 448.380085 = -7539.147701 nChanged 0 SP:Iteration 5F (8959.010000 sec): 3 clusters Score: Raw -7987.527787 + Penalty 448.380085 = -7539.147701 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 6 (3072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8959.150000 sec): 2 clusters Score: Raw -174111.809788 + Penalty 365.368826 = -173746.440962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8959.310000 sec): 3 clusters Score: Raw -172427.161075 + Penalty 730.737653 = -171696.423422 nChanged 1344 SP:Iteration 1F (8959.510000 sec): 3 clusters Score: Raw -173237.639790 + Penalty 730.737653 = -172506.902137 nChanged 251 SP:Iteration 2F (8959.680000 sec): 3 clusters Score: Raw -173408.646546 + Penalty 730.737653 = -172677.908893 nChanged 235 SP:Iteration 3F (8959.860000 sec): 3 clusters Score: Raw -173595.851226 + Penalty 730.737653 = -172865.113573 nChanged 210 SP:Iteration 4F (8959.990000 sec): 3 clusters Score: Raw -173770.790657 + Penalty 730.737653 = -173040.053004 nChanged 179 SP:Iteration 5F (8960.180000 sec): 3 clusters Score: Raw -173901.152780 + Penalty 730.737653 = -173170.415127 nChanged 136 SP:Iteration 6Q (8960.370000 sec): 3 clusters Score: Raw -173986.154868 + Penalty 730.737653 = -173255.417215 nChanged 113 SP:Iteration 7Q (8960.520000 sec): 3 clusters Score: Raw -174042.702034 + Penalty 730.737653 = -173311.964382 nChanged 79 SP:Iteration 8Q (8960.690000 sec): 3 clusters Score: Raw -174075.506737 + Penalty 730.737653 = -173344.769084 nChanged 62 SP:Iteration 9Q (8960.900000 sec): 3 clusters Score: Raw -174096.726222 + Penalty 730.737653 = -173365.988569 nChanged 40 SP:Iteration 10Q (8961.060000 sec): 3 clusters Score: Raw -174108.996613 + Penalty 730.737653 = -173378.258960 nChanged 40 SP:Iteration 11Q (8961.300000 sec): 3 clusters Score: Raw -174119.362616 + Penalty 730.737653 = -173388.624963 nChanged 32 SP:Iteration 12Q (8961.460000 sec): 3 clusters Score: Raw -174127.459061 + Penalty 730.737653 = -173396.721409 nChanged 22 SP:Iteration 13Q (8961.620000 sec): 3 clusters Score: Raw -174134.108678 + Penalty 730.737653 = -173403.371025 nChanged 21 SP:Iteration 14Q (8961.790000 sec): 3 clusters Score: Raw -174140.173326 + Penalty 730.737653 = -173409.435674 nChanged 19 SP:Iteration 15Q (8961.990000 sec): 3 clusters Score: Raw -174143.977661 + Penalty 730.737653 = -173413.240008 nChanged 14 SP:Iteration 16Q (8962.130000 sec): 3 clusters Score: Raw -174145.907488 + Penalty 730.737653 = -173415.169836 nChanged 11 SP:Iteration 17Q (8962.290000 sec): 3 clusters Score: Raw -174148.406326 + Penalty 730.737653 = -173417.668673 nChanged 15 SP:Iteration 18Q (8962.460000 sec): 3 clusters Score: Raw -174151.186657 + Penalty 730.737653 = -173420.449005 nChanged 10 SP:Iteration 19Q (8962.680000 sec): 3 clusters Score: Raw -174152.691237 + Penalty 730.737653 = -173421.953585 nChanged 12 SP:Iteration 20F (8962.820000 sec): 3 clusters Score: Raw -174154.482783 + Penalty 730.737653 = -173423.745131 nChanged 9 SP:Iteration 21Q (8963.000000 sec): 3 clusters Score: Raw -174156.207319 + Penalty 730.737653 = -173425.469666 nChanged 11 SP:Iteration 22Q (8963.110000 sec): 3 clusters Score: Raw -174158.002207 + Penalty 730.737653 = -173427.264554 nChanged 10 SP:Iteration 23Q (8963.290000 sec): 3 clusters Score: Raw -174159.417009 + Penalty 730.737653 = -173428.679357 nChanged 13 SP:Iteration 24Q (8963.430000 sec): 3 clusters Score: Raw -174161.111354 + Penalty 730.737653 = -173430.373701 nChanged 6 SP:Iteration 25Q (8963.620000 sec): 3 clusters Score: Raw -174161.707576 + Penalty 730.737653 = -173430.969924 nChanged 5 SP:Iteration 26Q (8963.770000 sec): 3 clusters Score: Raw -174162.420592 + Penalty 730.737653 = -173431.682939 nChanged 3 SP:Iteration 27Q (8963.910000 sec): 3 clusters Score: Raw -174162.865276 + Penalty 730.737653 = -173432.127623 nChanged 6 SP:Iteration 28Q (8964.110000 sec): 3 clusters Score: Raw -174164.025646 + Penalty 730.737653 = -173433.287994 nChanged 7 SP:Iteration 29Q (8964.310000 sec): 3 clusters Score: Raw -174165.057954 + Penalty 730.737653 = -173434.320301 nChanged 7 SP:Iteration 30Q (8964.500000 sec): 3 clusters Score: Raw -174166.521257 + Penalty 730.737653 = -173435.783605 nChanged 6 SP:Iteration 31Q (8964.680000 sec): 3 clusters Score: Raw -174167.189255 + Penalty 730.737653 = -173436.451602 nChanged 4 SP:Iteration 32Q (8964.860000 sec): 3 clusters Score: Raw -174167.901200 + Penalty 730.737653 = -173437.163547 nChanged 7 SP:Iteration 33Q (8965.060000 sec): 3 clusters Score: Raw -174168.665417 + Penalty 730.737653 = -173437.927764 nChanged 3 SP:Iteration 34Q (8965.220000 sec): 3 clusters Score: Raw -174168.843577 + Penalty 730.737653 = -173438.105924 nChanged 4 SP:Iteration 35Q (8965.440000 sec): 3 clusters Score: Raw -174169.010799 + Penalty 730.737653 = -173438.273146 nChanged 1 SP:Iteration 36Q (8965.620000 sec): 3 clusters Score: Raw -174169.024998 + Penalty 730.737653 = -173438.287345 nChanged 1 SP:Iteration 37Q (8965.750000 sec): 3 clusters Score: Raw -174169.058685 + Penalty 730.737653 = -173438.321032 nChanged 0 SP:Iteration 38F (8965.950000 sec): 3 clusters Score: Raw -174169.058685 + Penalty 730.737653 = -173438.321032 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 7 (159209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8966.580000 sec): 2 clusters Score: Raw -9443935.012992 + Penalty 544.997775 = -9443390.015217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8967.230000 sec): 3 clusters Score: Raw -9336822.971040 + Penalty 1089.995551 = -9335732.975489 nChanged 78167 SP:Iteration 1F (8967.860000 sec): 3 clusters Score: Raw -9384679.003698 + Penalty 1089.995551 = -9383589.008148 nChanged 6588 SP:Iteration 2Q (8968.550000 sec): 3 clusters Score: Raw -9387272.301628 + Penalty 1089.995551 = -9386182.306078 nChanged 7852 SP:Iteration 3Q (8969.200000 sec): 3 clusters Score: Raw -9391249.559509 + Penalty 1089.995551 = -9390159.563959 nChanged 9111 SP:Iteration 4F (8969.830000 sec): 3 clusters Score: Raw -9397277.960772 + Penalty 1089.995551 = -9396187.965221 nChanged 10319 SP:Iteration 5F (8970.510000 sec): 3 clusters Score: Raw -9405512.342242 + Penalty 1089.995551 = -9404422.346691 nChanged 10326 SP:Iteration 6F (8971.160000 sec): 3 clusters Score: Raw -9412837.867556 + Penalty 1089.995551 = -9411747.872006 nChanged 7782 SP:Iteration 7Q (8971.970000 sec): 3 clusters Score: Raw -9416087.127648 + Penalty 1089.995551 = -9414997.132098 nChanged 4347 SP:Iteration 8Q (8972.700000 sec): 3 clusters Score: Raw -9416978.149401 + Penalty 1089.995551 = -9415888.153851 nChanged 2287 SP:Iteration 9Q (8973.510000 sec): 3 clusters Score: Raw -9417312.511745 + Penalty 1089.995551 = -9416222.516194 nChanged 1656 SP:Iteration 10Q (8974.370000 sec): 3 clusters Score: Raw -9417580.853908 + Penalty 1089.995551 = -9416490.858358 nChanged 1608 SP:Iteration 11Q (8975.090000 sec): 3 clusters Score: Raw -9417871.026012 + Penalty 1089.995551 = -9416781.030462 nChanged 1683 SP:Iteration 12Q (8975.900000 sec): 3 clusters Score: Raw -9418188.841172 + Penalty 1089.995551 = -9417098.845621 nChanged 1723 SP:Iteration 13Q (8976.590000 sec): 3 clusters Score: Raw -9418533.671029 + Penalty 1089.995551 = -9417443.675478 nChanged 1876 SP:Iteration 14Q (8977.290000 sec): 3 clusters Score: Raw -9418934.603537 + Penalty 1089.995551 = -9417844.607986 nChanged 2043 SP:Iteration 15Q (8978.060000 sec): 3 clusters Score: Raw -9419413.726622 + Penalty 1089.995551 = -9418323.731072 nChanged 2212 SP:Iteration 16Q (8978.860000 sec): 3 clusters Score: Raw -9420001.109051 + Penalty 1089.995551 = -9418911.113501 nChanged 2340 SP:Iteration 17Q (8979.670000 sec): 3 clusters Score: Raw -9420678.285714 + Penalty 1089.995551 = -9419588.290164 nChanged 2453 SP:Iteration 18Q (8980.460000 sec): 3 clusters Score: Raw -9421422.511600 + Penalty 1089.995551 = -9420332.516049 nChanged 2630 SP:Iteration 19Q (8981.180000 sec): 3 clusters Score: Raw -9422280.852524 + Penalty 1089.995551 = -9421190.856973 nChanged 2751 SP:Iteration 20F (8981.870000 sec): 3 clusters Score: Raw -9423204.053744 + Penalty 1089.995551 = -9422114.058193 nChanged 2786 SP:Iteration 21Q (8982.570000 sec): 3 clusters Score: Raw -9424162.142302 + Penalty 1089.995551 = -9423072.146751 nChanged 2720 SP:Iteration 22Q (8983.280000 sec): 3 clusters Score: Raw -9425088.127638 + Penalty 1089.995551 = -9423998.132088 nChanged 2722 SP:Iteration 23Q (8983.960000 sec): 3 clusters Score: Raw -9426048.562808 + Penalty 1089.995551 = -9424958.567257 nChanged 2787 SP:Iteration 24Q (8984.720000 sec): 3 clusters Score: Raw -9427069.167353 + Penalty 1089.995551 = -9425979.171803 nChanged 2661 SP:Iteration 25Q (8985.500000 sec): 3 clusters Score: Raw -9428056.484970 + Penalty 1089.995551 = -9426966.489419 nChanged 2685 SP:Iteration 26Q (8986.270000 sec): 3 clusters Score: Raw -9429080.602364 + Penalty 1089.995551 = -9427990.606814 nChanged 2687 SP:Iteration 27Q (8987.040000 sec): 3 clusters Score: Raw -9430116.296371 + Penalty 1089.995551 = -9429026.300820 nChanged 2568 SP:Iteration 28Q (8987.880000 sec): 3 clusters Score: Raw -9431120.482732 + Penalty 1089.995551 = -9430030.487181 nChanged 2556 SP:Iteration 29Q (8988.560000 sec): 3 clusters Score: Raw -9432150.029363 + Penalty 1089.995551 = -9431060.033813 nChanged 2494 SP:Iteration 30Q (8989.270000 sec): 3 clusters Score: Raw -9433153.848535 + Penalty 1089.995551 = -9432063.852984 nChanged 2313 SP:Iteration 31Q (8989.950000 sec): 3 clusters Score: Raw -9434081.356127 + Penalty 1089.995551 = -9432991.360577 nChanged 2276 SP:Iteration 32Q (8990.690000 sec): 3 clusters Score: Raw -9435013.522664 + Penalty 1089.995551 = -9433923.527114 nChanged 2107 SP:Iteration 33Q (8991.360000 sec): 3 clusters Score: Raw -9435879.043443 + Penalty 1089.995551 = -9434789.047892 nChanged 2003 SP:Iteration 34Q (8992.120000 sec): 3 clusters Score: Raw -9436719.361598 + Penalty 1089.995551 = -9435629.366047 nChanged 1951 SP:Iteration 35Q (8992.900000 sec): 3 clusters Score: Raw -9437587.781758 + Penalty 1089.995551 = -9436497.786207 nChanged 1838 SP:Iteration 36Q (8993.710000 sec): 3 clusters Score: Raw -9438435.838727 + Penalty 1089.995551 = -9437345.843177 nChanged 1720 SP:Iteration 37Q (8994.390000 sec): 3 clusters Score: Raw -9439272.014468 + Penalty 1089.995551 = -9438182.018917 nChanged 1598 SP:Iteration 38Q (8995.080000 sec): 3 clusters Score: Raw -9440082.507727 + Penalty 1089.995551 = -9438992.512176 nChanged 1376 SP:Iteration 39Q (8995.760000 sec): 3 clusters Score: Raw -9440774.655348 + Penalty 1089.995551 = -9439684.659798 nChanged 1176 SP:Iteration 40F (8996.410000 sec): 3 clusters Score: Raw -9441472.438811 + Penalty 1089.995551 = -9440382.443260 nChanged 1117 SP:Iteration 41Q (8997.070000 sec): 3 clusters Score: Raw -9442091.853734 + Penalty 1089.995551 = -9441001.858183 nChanged 875 SP:Iteration 42Q (8997.750000 sec): 3 clusters Score: Raw -9442567.545191 + Penalty 1089.995551 = -9441477.549640 nChanged 717 SP:Iteration 43Q (8998.400000 sec): 3 clusters Score: Raw -9442956.827118 + Penalty 1089.995551 = -9441866.831568 nChanged 554 SP:Iteration 44Q (8999.060000 sec): 3 clusters Score: Raw -9443265.037625 + Penalty 1089.995551 = -9442175.042075 nChanged 405 SP:Iteration 45Q (8999.690000 sec): 3 clusters Score: Raw -9443500.885799 + Penalty 1089.995551 = -9442410.890248 nChanged 272 SP:Iteration 46Q (9000.310000 sec): 3 clusters Score: Raw -9443654.062658 + Penalty 1089.995551 = -9442564.067108 nChanged 182 SP:Iteration 47Q (9000.940000 sec): 3 clusters Score: Raw -9443748.160987 + Penalty 1089.995551 = -9442658.165436 nChanged 141 SP:Iteration 48Q (9001.670000 sec): 3 clusters Score: Raw -9443821.831898 + Penalty 1089.995551 = -9442731.836348 nChanged 81 SP:Iteration 49Q (9002.240000 sec): 3 clusters Score: Raw -9443867.831633 + Penalty 1089.995551 = -9442777.836083 nChanged 63 SP:Iteration 50Q (9002.830000 sec): 3 clusters Score: Raw -9443906.212287 + Penalty 1089.995551 = -9442816.216737 nChanged 48 SP:Iteration 51Q (9003.440000 sec): 3 clusters Score: Raw -9443931.029042 + Penalty 1089.995551 = -9442841.033492 nChanged 40 SP:Iteration 52Q (9004.110000 sec): 3 clusters Score: Raw -9443948.794100 + Penalty 1089.995551 = -9442858.798550 nChanged 22 SP:Iteration 53Q (9004.830000 sec): 3 clusters Score: Raw -9443959.430565 + Penalty 1089.995551 = -9442869.435015 nChanged 19 SP:Iteration 54Q (9005.540000 sec): 3 clusters Score: Raw -9443971.183185 + Penalty 1089.995551 = -9442881.187635 nChanged 12 SP:Iteration 55Q (9006.230000 sec): 3 clusters Score: Raw -9443979.888387 + Penalty 1089.995551 = -9442889.892837 nChanged 21 SP:Iteration 56Q (9006.910000 sec): 3 clusters Score: Raw -9443990.812072 + Penalty 1089.995551 = -9442900.816521 nChanged 13 SP:Iteration 57Q (9007.630000 sec): 3 clusters Score: Raw -9444002.085065 + Penalty 1089.995551 = -9442912.089515 nChanged 14 SP:Iteration 58Q (9008.240000 sec): 3 clusters Score: Raw -9444008.963582 + Penalty 1089.995551 = -9442918.968031 nChanged 6 SP:Iteration 59Q (9008.810000 sec): 3 clusters Score: Raw -9444011.825307 + Penalty 1089.995551 = -9442921.829756 nChanged 5 SP:Iteration 60F (9009.510000 sec): 3 clusters Score: Raw -9444013.861903 + Penalty 1089.995551 = -9442923.866352 nChanged 7 SP:Iteration 61Q (9010.150000 sec): 3 clusters Score: Raw -9444017.830105 + Penalty 1089.995551 = -9442927.834554 nChanged 8 SP:Iteration 62Q (9010.860000 sec): 3 clusters Score: Raw -9444020.679142 + Penalty 1089.995551 = -9442930.683592 nChanged 3 SP:Iteration 63Q (9011.520000 sec): 3 clusters Score: Raw -9444022.416618 + Penalty 1089.995551 = -9442932.421067 nChanged 1 SP:Iteration 64Q (9012.160000 sec): 3 clusters Score: Raw -9444023.148438 + Penalty 1089.995551 = -9442933.152887 nChanged 4 SP:Iteration 65Q (9012.860000 sec): 3 clusters Score: Raw -9444025.955040 + Penalty 1089.995551 = -9442935.959489 nChanged 2 SP:Iteration 66Q (9013.630000 sec): 3 clusters Score: Raw -9444026.676621 + Penalty 1089.995551 = -9442936.681071 nChanged 0 SP:Iteration 67F (9014.450000 sec): 3 clusters Score: Raw -9444026.676621 + Penalty 1089.995551 = -9442936.681071 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 8 (796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9014.590000 sec): 2 clusters Score: Raw -46538.147672 + Penalty 303.921763 = -46234.225909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9014.700000 sec): 3 clusters Score: Raw -46160.671966 + Penalty 607.843526 = -45552.828440 nChanged 293 SP:Iteration 1F (9014.830000 sec): 3 clusters Score: Raw -46304.182763 + Penalty 607.843526 = -45696.339237 nChanged 67 SP:Iteration 2F (9014.960000 sec): 3 clusters Score: Raw -46350.132209 + Penalty 607.843526 = -45742.288683 nChanged 55 SP:Iteration 3F (9015.100000 sec): 3 clusters Score: Raw -46388.401733 + Penalty 607.843526 = -45780.558207 nChanged 33 SP:Iteration 4Q (9015.230000 sec): 3 clusters Score: Raw -46409.318598 + Penalty 607.843526 = -45801.475072 nChanged 23 SP:Iteration 5Q (9015.360000 sec): 3 clusters Score: Raw -46421.531271 + Penalty 607.843526 = -45813.687745 nChanged 21 SP:Iteration 6Q (9015.490000 sec): 3 clusters Score: Raw -46439.297354 + Penalty 607.843526 = -45831.453828 nChanged 30 SP:Iteration 7Q (9015.620000 sec): 3 clusters Score: Raw -46459.503183 + Penalty 607.843526 = -45851.659657 nChanged 23 SP:Iteration 8Q (9015.750000 sec): 3 clusters Score: Raw -46472.474597 + Penalty 607.843526 = -45864.631071 nChanged 14 SP:Iteration 9Q (9015.880000 sec): 3 clusters Score: Raw -46479.111047 + Penalty 607.843526 = -45871.267521 nChanged 14 SP:Iteration 10Q (9016.020000 sec): 3 clusters Score: Raw -46487.395655 + Penalty 607.843526 = -45879.552129 nChanged 14 SP:Iteration 11Q (9016.150000 sec): 3 clusters Score: Raw -46493.756619 + Penalty 607.843526 = -45885.913093 nChanged 8 SP:Iteration 12Q (9016.280000 sec): 3 clusters Score: Raw -46497.118132 + Penalty 607.843526 = -45889.274606 nChanged 6 SP:Iteration 13Q (9016.420000 sec): 3 clusters Score: Raw -46499.848459 + Penalty 607.843526 = -45892.004933 nChanged 7 SP:Iteration 14Q (9016.600000 sec): 3 clusters Score: Raw -46503.069272 + Penalty 607.843526 = -45895.225746 nChanged 7 SP:Iteration 15Q (9016.800000 sec): 3 clusters Score: Raw -46505.312813 + Penalty 607.843526 = -45897.469287 nChanged 7 SP:Iteration 16Q (9016.950000 sec): 3 clusters Score: Raw -46508.420534 + Penalty 607.843526 = -45900.577008 nChanged 3 SP:Iteration 17Q (9017.150000 sec): 3 clusters Score: Raw -46509.780140 + Penalty 607.843526 = -45901.936614 nChanged 5 SP:Iteration 18Q (9017.280000 sec): 3 clusters Score: Raw -46511.256548 + Penalty 607.843526 = -45903.413023 nChanged 3 SP:Iteration 19Q (9017.410000 sec): 3 clusters Score: Raw -46513.161417 + Penalty 607.843526 = -45905.317891 nChanged 4 SP:Iteration 20F (9017.540000 sec): 3 clusters Score: Raw -46515.358284 + Penalty 607.843526 = -45907.514758 nChanged 3 SP:Iteration 21Q (9017.670000 sec): 3 clusters Score: Raw -46516.660950 + Penalty 607.843526 = -45908.817424 nChanged 4 SP:Iteration 22Q (9017.820000 sec): 3 clusters Score: Raw -46518.960630 + Penalty 607.843526 = -45911.117104 nChanged 5 SP:Iteration 23Q (9017.990000 sec): 3 clusters Score: Raw -46522.201357 + Penalty 607.843526 = -45914.357832 nChanged 6 SP:Iteration 24Q (9018.190000 sec): 3 clusters Score: Raw -46526.411080 + Penalty 607.843526 = -45918.567554 nChanged 7 SP:Iteration 25Q (9018.330000 sec): 3 clusters Score: Raw -46530.200769 + Penalty 607.843526 = -45922.357243 nChanged 3 SP:Iteration 26Q (9018.510000 sec): 3 clusters Score: Raw -46531.614162 + Penalty 607.843526 = -45923.770636 nChanged 2 SP:Iteration 27Q (9018.680000 sec): 3 clusters Score: Raw -46532.152834 + Penalty 607.843526 = -45924.309308 nChanged 3 SP:Iteration 28Q (9018.840000 sec): 3 clusters Score: Raw -46533.491956 + Penalty 607.843526 = -45925.648430 nChanged 1 SP:Iteration 29Q (9019.000000 sec): 3 clusters Score: Raw -46533.780871 + Penalty 607.843526 = -45925.937345 nChanged 2 SP:Iteration 30Q (9019.200000 sec): 3 clusters Score: Raw -46534.140404 + Penalty 607.843526 = -45926.296878 nChanged 0 SP:Iteration 31F (9019.380000 sec): 3 clusters Score: Raw -46534.140404 + Penalty 607.843526 = -45926.296878 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 9 (165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9019.440000 sec): 2 clusters Score: Raw -9347.053017 + Penalty 232.320519 = -9114.732498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9019.640000 sec): 3 clusters Score: Raw -9320.725901 + Penalty 464.641038 = -8856.084863 nChanged 42 SP:Iteration 1F (9019.820000 sec): 3 clusters Score: Raw -9375.943352 + Penalty 464.641038 = -8911.302314 nChanged 7 SP:Iteration 2Q (9019.980000 sec): 3 clusters Score: Raw -9390.773016 + Penalty 464.641038 = -8926.131978 nChanged 3 SP:Iteration 3Q (9020.130000 sec): 3 clusters Score: Raw -9398.824567 + Penalty 464.641038 = -8934.183529 nChanged 3 SP:Iteration 4Q (9020.310000 sec): 3 clusters Score: Raw -9402.157784 + Penalty 464.641038 = -8937.516746 nChanged 1 SP:Iteration 5Q (9020.520000 sec): 3 clusters Score: Raw -9404.614657 + Penalty 464.641038 = -8939.973618 nChanged 0 SP:Iteration 6F (9020.700000 sec): 3 clusters Score: Raw -9404.614657 + Penalty 464.641038 = -8939.973618 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 10 (134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9020.770000 sec): 2 clusters Score: Raw -7355.683562 + Penalty 222.851711 = -7132.831851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9020.990000 sec): 3 clusters Score: Raw -7359.661403 + Penalty 445.703422 = -6913.957981 nChanged 22 SP:Iteration 1F (9021.190000 sec): 3 clusters Score: Raw -7415.060096 + Penalty 445.703422 = -6969.356674 nChanged 8 SP:Iteration 2F (9021.350000 sec): 3 clusters Score: Raw -7430.956271 + Penalty 445.703422 = -6985.252849 nChanged 2 SP:Iteration 3Q (9021.510000 sec): 3 clusters Score: Raw -7433.099352 + Penalty 445.703422 = -6987.395930 nChanged 0 SP:Iteration 4F (9021.750000 sec): 3 clusters Score: Raw -7433.099352 + Penalty 445.703422 = -6987.395930 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 11 (1176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9021.850000 sec): 2 clusters Score: Raw -65183.799276 + Penalty 321.679273 = -64862.120004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9022.050000 sec): 3 clusters Score: Raw -64602.991336 + Penalty 643.358546 = -63959.632790 nChanged 481 SP:Iteration 1F (9022.260000 sec): 3 clusters Score: Raw -64926.641728 + Penalty 643.358546 = -64283.283183 nChanged 125 SP:Iteration 2F (9022.410000 sec): 3 clusters Score: Raw -65083.033682 + Penalty 643.358546 = -64439.675136 nChanged 113 SP:Iteration 3F (9022.640000 sec): 3 clusters Score: Raw -65214.814378 + Penalty 643.358546 = -64571.455833 nChanged 96 SP:Iteration 4F (9022.790000 sec): 3 clusters Score: Raw -65305.071436 + Penalty 643.358546 = -64661.712891 nChanged 53 SP:Iteration 5Q (9022.970000 sec): 3 clusters Score: Raw -65342.905578 + Penalty 643.358546 = -64699.547032 nChanged 32 SP:Iteration 6Q (9023.170000 sec): 3 clusters Score: Raw -65359.534045 + Penalty 643.358546 = -64716.175499 nChanged 18 SP:Iteration 7Q (9023.370000 sec): 3 clusters Score: Raw -65368.122032 + Penalty 643.358546 = -64724.763487 nChanged 16 SP:Iteration 8Q (9023.580000 sec): 3 clusters Score: Raw -65375.971524 + Penalty 643.358546 = -64732.612978 nChanged 14 SP:Iteration 9Q (9023.790000 sec): 3 clusters Score: Raw -65383.302494 + Penalty 643.358546 = -64739.943949 nChanged 11 SP:Iteration 10Q (9023.980000 sec): 3 clusters Score: Raw -65387.075191 + Penalty 643.358546 = -64743.716646 nChanged 8 SP:Iteration 11Q (9024.150000 sec): 3 clusters Score: Raw -65392.527377 + Penalty 643.358546 = -64749.168832 nChanged 8 SP:Iteration 12Q (9024.300000 sec): 3 clusters Score: Raw -65395.854649 + Penalty 643.358546 = -64752.496103 nChanged 6 SP:Iteration 13Q (9024.530000 sec): 3 clusters Score: Raw -65398.564204 + Penalty 643.358546 = -64755.205659 nChanged 1 SP:Iteration 14Q (9024.670000 sec): 3 clusters Score: Raw -65398.723986 + Penalty 643.358546 = -64755.365440 nChanged 0 SP:Iteration 15F (9024.890000 sec): 3 clusters Score: Raw -65398.723986 + Penalty 643.358546 = -64755.365440 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 12 (289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9024.930000 sec): 2 clusters Score: Raw -16200.187738 + Penalty 257.822414 = -15942.365323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9025.170000 sec): 3 clusters Score: Raw -16121.081469 + Penalty 515.644829 = -15605.436641 nChanged 79 SP:Iteration 1F (9025.370000 sec): 3 clusters Score: Raw -16198.266770 + Penalty 515.644829 = -15682.621941 nChanged 19 SP:Iteration 2F (9025.530000 sec): 3 clusters Score: Raw -16229.178772 + Penalty 515.644829 = -15713.533943 nChanged 14 SP:Iteration 3Q (9025.700000 sec): 3 clusters Score: Raw -16266.987719 + Penalty 515.644829 = -15751.342891 nChanged 14 SP:Iteration 4Q (9025.880000 sec): 3 clusters Score: Raw -16307.427364 + Penalty 515.644829 = -15791.782535 nChanged 8 SP:Iteration 5Q (9026.060000 sec): 3 clusters Score: Raw -16334.375434 + Penalty 515.644829 = -15818.730605 nChanged 13 SP:Iteration 6Q (9026.250000 sec): 3 clusters Score: Raw -16354.727582 + Penalty 515.644829 = -15839.082753 nChanged 10 SP:Iteration 7Q (9026.460000 sec): 3 clusters Score: Raw -16372.482244 + Penalty 515.644829 = -15856.837415 nChanged 8 SP:Iteration 8Q (9026.600000 sec): 3 clusters Score: Raw -16388.111399 + Penalty 515.644829 = -15872.466570 nChanged 7 SP:Iteration 9Q (9026.770000 sec): 3 clusters Score: Raw -16406.992066 + Penalty 515.644829 = -15891.347238 nChanged 3 SP:Iteration 10Q (9026.940000 sec): 3 clusters Score: Raw -16409.843951 + Penalty 515.644829 = -15894.199122 nChanged 3 SP:Iteration 11Q (9027.100000 sec): 3 clusters Score: Raw -16412.435368 + Penalty 515.644829 = -15896.790540 nChanged 1 SP:Iteration 12Q (9027.230000 sec): 3 clusters Score: Raw -16414.613928 + Penalty 515.644829 = -15898.969100 nChanged 1 SP:Iteration 13Q (9027.360000 sec): 3 clusters Score: Raw -16417.556048 + Penalty 515.644829 = -15901.911219 nChanged 2 SP:Iteration 14Q (9027.490000 sec): 3 clusters Score: Raw -16421.133384 + Penalty 515.644829 = -15905.488555 nChanged 1 SP:Iteration 15Q (9027.610000 sec): 3 clusters Score: Raw -16422.018140 + Penalty 515.644829 = -15906.373311 nChanged 0 SP:Iteration 16F (9027.740000 sec): 3 clusters Score: Raw -16422.018140 + Penalty 515.644829 = -15906.373311 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 13 (14089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9027.880000 sec): 2 clusters Score: Raw -873074.078010 + Penalty 434.668308 = -872639.409702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9028.090000 sec): 3 clusters Score: Raw -864167.262981 + Penalty 869.336616 = -863297.926365 nChanged 6645 SP:Iteration 1F (9028.280000 sec): 3 clusters Score: Raw -867911.977763 + Penalty 869.336616 = -867042.641146 nChanged 677 SP:Iteration 2Q (9028.470000 sec): 3 clusters Score: Raw -868175.103378 + Penalty 869.336616 = -867305.766761 nChanged 785 SP:Iteration 3F (9028.650000 sec): 3 clusters Score: Raw -868477.814288 + Penalty 869.336616 = -867608.477671 nChanged 788 SP:Iteration 4F (9028.850000 sec): 3 clusters Score: Raw -868786.072034 + Penalty 869.336616 = -867916.735417 nChanged 697 SP:Iteration 5Q (9029.030000 sec): 3 clusters Score: Raw -869039.016470 + Penalty 869.336616 = -868169.679853 nChanged 621 SP:Iteration 6Q (9029.260000 sec): 3 clusters Score: Raw -869269.030492 + Penalty 869.336616 = -868399.693876 nChanged 564 SP:Iteration 7Q (9029.460000 sec): 3 clusters Score: Raw -869489.639375 + Penalty 869.336616 = -868620.302759 nChanged 552 SP:Iteration 8Q (9029.730000 sec): 3 clusters Score: Raw -869746.490039 + Penalty 869.336616 = -868877.153423 nChanged 606 SP:Iteration 9Q (9029.900000 sec): 3 clusters Score: Raw -870082.112318 + Penalty 869.336616 = -869212.775702 nChanged 643 SP:Iteration 10Q (9030.110000 sec): 3 clusters Score: Raw -870498.671190 + Penalty 869.336616 = -869629.334574 nChanged 649 SP:Iteration 11Q (9030.310000 sec): 3 clusters Score: Raw -870978.752975 + Penalty 869.336616 = -870109.416358 nChanged 611 SP:Iteration 12Q (9030.530000 sec): 3 clusters Score: Raw -871499.872265 + Penalty 869.336616 = -870630.535649 nChanged 539 SP:Iteration 13Q (9030.720000 sec): 3 clusters Score: Raw -872041.588744 + Penalty 869.336616 = -871172.252128 nChanged 365 SP:Iteration 14Q (9030.960000 sec): 3 clusters Score: Raw -872394.639818 + Penalty 869.336616 = -871525.303201 nChanged 246 SP:Iteration 15Q (9031.110000 sec): 3 clusters Score: Raw -872613.183313 + Penalty 869.336616 = -871743.846697 nChanged 177 SP:Iteration 16Q (9031.300000 sec): 3 clusters Score: Raw -872754.065329 + Penalty 869.336616 = -871884.728713 nChanged 131 SP:Iteration 17Q (9031.520000 sec): 3 clusters Score: Raw -872852.026923 + Penalty 869.336616 = -871982.690306 nChanged 96 SP:Iteration 18Q (9031.740000 sec): 3 clusters Score: Raw -872922.146479 + Penalty 869.336616 = -872052.809863 nChanged 90 SP:Iteration 19Q (9031.940000 sec): 3 clusters Score: Raw -872984.696149 + Penalty 869.336616 = -872115.359533 nChanged 71 SP:Iteration 20F (9032.110000 sec): 3 clusters Score: Raw -873028.370491 + Penalty 869.336616 = -872159.033875 nChanged 60 SP:Iteration 21Q (9032.300000 sec): 3 clusters Score: Raw -873062.167330 + Penalty 869.336616 = -872192.830714 nChanged 29 SP:Iteration 22Q (9032.500000 sec): 3 clusters Score: Raw -873074.486730 + Penalty 869.336616 = -872205.150114 nChanged 28 SP:Iteration 23Q (9032.690000 sec): 3 clusters Score: Raw -873091.466766 + Penalty 869.336616 = -872222.130150 nChanged 22 SP:Iteration 24Q (9032.900000 sec): 3 clusters Score: Raw -873102.989087 + Penalty 869.336616 = -872233.652470 nChanged 19 SP:Iteration 25Q (9033.080000 sec): 3 clusters Score: Raw -873116.805098 + Penalty 869.336616 = -872247.468481 nChanged 24 SP:Iteration 26Q (9033.270000 sec): 3 clusters Score: Raw -873129.952036 + Penalty 869.336616 = -872260.615420 nChanged 8 SP:Iteration 27Q (9033.460000 sec): 3 clusters Score: Raw -873131.575600 + Penalty 869.336616 = -872262.238983 nChanged 5 SP:Iteration 28Q (9033.630000 sec): 3 clusters Score: Raw -873134.346495 + Penalty 869.336616 = -872265.009878 nChanged 6 SP:Iteration 29Q (9033.820000 sec): 3 clusters Score: Raw -873138.583655 + Penalty 869.336616 = -872269.247039 nChanged 8 SP:Iteration 30Q (9033.990000 sec): 3 clusters Score: Raw -873141.689513 + Penalty 869.336616 = -872272.352896 nChanged 5 SP:Iteration 31Q (9034.120000 sec): 3 clusters Score: Raw -873144.586145 + Penalty 869.336616 = -872275.249529 nChanged 4 SP:Iteration 32Q (9034.280000 sec): 3 clusters Score: Raw -873146.152447 + Penalty 869.336616 = -872276.815830 nChanged 5 SP:Iteration 33Q (9034.420000 sec): 3 clusters Score: Raw -873147.619817 + Penalty 869.336616 = -872278.283201 nChanged 4 SP:Iteration 34Q (9034.570000 sec): 3 clusters Score: Raw -873149.518065 + Penalty 869.336616 = -872280.181449 nChanged 2 SP:Iteration 35Q (9034.800000 sec): 3 clusters Score: Raw -873149.755220 + Penalty 869.336616 = -872280.418603 nChanged 0 SP:Iteration 36F (9035.010000 sec): 3 clusters Score: Raw -873149.755220 + Penalty 869.336616 = -872280.418603 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 14 (14729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9035.170000 sec): 2 clusters Score: Raw -848747.277565 + Penalty 436.689600 = -848310.587966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9035.350000 sec): 3 clusters Score: Raw -839465.776806 + Penalty 873.379199 = -838592.397607 nChanged 6951 SP:Iteration 1F (9035.570000 sec): 3 clusters Score: Raw -843951.350329 + Penalty 873.379199 = -843077.971129 nChanged 907 SP:Iteration 2F (9035.770000 sec): 3 clusters Score: Raw -844493.187005 + Penalty 873.379199 = -843619.807806 nChanged 939 SP:Iteration 3F (9036.010000 sec): 3 clusters Score: Raw -845154.871904 + Penalty 873.379199 = -844281.492704 nChanged 991 SP:Iteration 4F (9036.170000 sec): 3 clusters Score: Raw -845955.557627 + Penalty 873.379199 = -845082.178428 nChanged 904 SP:Iteration 5F (9036.400000 sec): 3 clusters Score: Raw -846732.778263 + Penalty 873.379199 = -845859.399064 nChanged 728 SP:Iteration 6Q (9036.610000 sec): 3 clusters Score: Raw -847245.725739 + Penalty 873.379199 = -846372.346540 nChanged 537 SP:Iteration 7Q (9036.820000 sec): 3 clusters Score: Raw -847547.862788 + Penalty 873.379199 = -846674.483589 nChanged 401 SP:Iteration 8Q (9037.000000 sec): 3 clusters Score: Raw -847738.797763 + Penalty 873.379199 = -846865.418563 nChanged 323 SP:Iteration 9Q (9037.220000 sec): 3 clusters Score: Raw -847877.093455 + Penalty 873.379199 = -847003.714256 nChanged 294 SP:Iteration 10Q (9037.460000 sec): 3 clusters Score: Raw -848005.607005 + Penalty 873.379199 = -847132.227805 nChanged 270 SP:Iteration 11Q (9037.650000 sec): 3 clusters Score: Raw -848123.788259 + Penalty 873.379199 = -847250.409060 nChanged 247 SP:Iteration 12Q (9037.850000 sec): 3 clusters Score: Raw -848224.943018 + Penalty 873.379199 = -847351.563819 nChanged 220 SP:Iteration 13Q (9038.080000 sec): 3 clusters Score: Raw -848306.933820 + Penalty 873.379199 = -847433.554621 nChanged 192 SP:Iteration 14Q (9038.290000 sec): 3 clusters Score: Raw -848382.153657 + Penalty 873.379199 = -847508.774457 nChanged 172 SP:Iteration 15Q (9038.480000 sec): 3 clusters Score: Raw -848447.454664 + Penalty 873.379199 = -847574.075465 nChanged 174 SP:Iteration 16Q (9038.700000 sec): 3 clusters Score: Raw -848523.175816 + Penalty 873.379199 = -847649.796617 nChanged 173 SP:Iteration 17Q (9038.910000 sec): 3 clusters Score: Raw -848594.373581 + Penalty 873.379199 = -847720.994382 nChanged 152 SP:Iteration 18Q (9039.150000 sec): 3 clusters Score: Raw -848653.236389 + Penalty 873.379199 = -847779.857190 nChanged 127 SP:Iteration 19Q (9039.370000 sec): 3 clusters Score: Raw -848699.963036 + Penalty 873.379199 = -847826.583836 nChanged 94 SP:Iteration 20F (9039.630000 sec): 3 clusters Score: Raw -848731.399373 + Penalty 873.379199 = -847858.020173 nChanged 72 SP:Iteration 21Q (9039.820000 sec): 3 clusters Score: Raw -848751.880762 + Penalty 873.379199 = -847878.501562 nChanged 68 SP:Iteration 22Q (9040.040000 sec): 3 clusters Score: Raw -848769.937109 + Penalty 873.379199 = -847896.557910 nChanged 62 SP:Iteration 23Q (9040.230000 sec): 3 clusters Score: Raw -848784.528729 + Penalty 873.379199 = -847911.149530 nChanged 51 SP:Iteration 24Q (9040.420000 sec): 3 clusters Score: Raw -848795.640386 + Penalty 873.379199 = -847922.261187 nChanged 40 SP:Iteration 25Q (9040.600000 sec): 3 clusters Score: Raw -848807.663509 + Penalty 873.379199 = -847934.284309 nChanged 38 SP:Iteration 26Q (9040.820000 sec): 3 clusters Score: Raw -848818.258613 + Penalty 873.379199 = -847944.879414 nChanged 34 SP:Iteration 27Q (9041.070000 sec): 3 clusters Score: Raw -848827.979607 + Penalty 873.379199 = -847954.600408 nChanged 32 SP:Iteration 28Q (9041.250000 sec): 3 clusters Score: Raw -848836.943232 + Penalty 873.379199 = -847963.564033 nChanged 27 SP:Iteration 29Q (9041.490000 sec): 3 clusters Score: Raw -848845.064778 + Penalty 873.379199 = -847971.685579 nChanged 30 SP:Iteration 30Q (9041.670000 sec): 3 clusters Score: Raw -848853.892554 + Penalty 873.379199 = -847980.513355 nChanged 32 SP:Iteration 31Q (9041.900000 sec): 3 clusters Score: Raw -848862.419606 + Penalty 873.379199 = -847989.040407 nChanged 25 SP:Iteration 32Q (9042.100000 sec): 3 clusters Score: Raw -848868.879434 + Penalty 873.379199 = -847995.500235 nChanged 32 SP:Iteration 33Q (9042.310000 sec): 3 clusters Score: Raw -848877.450741 + Penalty 873.379199 = -848004.071542 nChanged 24 SP:Iteration 34Q (9042.560000 sec): 3 clusters Score: Raw -848885.129993 + Penalty 873.379199 = -848011.750794 nChanged 22 SP:Iteration 35Q (9042.740000 sec): 3 clusters Score: Raw -848892.142745 + Penalty 873.379199 = -848018.763546 nChanged 19 SP:Iteration 36Q (9043.000000 sec): 3 clusters Score: Raw -848897.790902 + Penalty 873.379199 = -848024.411703 nChanged 18 SP:Iteration 37Q (9043.220000 sec): 3 clusters Score: Raw -848904.411340 + Penalty 873.379199 = -848031.032140 nChanged 19 SP:Iteration 38Q (9043.490000 sec): 3 clusters Score: Raw -848909.925675 + Penalty 873.379199 = -848036.546476 nChanged 18 SP:Iteration 39Q (9043.710000 sec): 3 clusters Score: Raw -848917.038163 + Penalty 873.379199 = -848043.658964 nChanged 28 SP:Iteration 40F (9043.920000 sec): 3 clusters Score: Raw -848929.131242 + Penalty 873.379199 = -848055.752043 nChanged 24 SP:Iteration 41Q (9044.180000 sec): 3 clusters Score: Raw -848937.161525 + Penalty 873.379199 = -848063.782326 nChanged 23 SP:Iteration 42Q (9044.330000 sec): 3 clusters Score: Raw -848943.994430 + Penalty 873.379199 = -848070.615230 nChanged 17 SP:Iteration 43Q (9044.550000 sec): 3 clusters Score: Raw -848948.827778 + Penalty 873.379199 = -848075.448578 nChanged 11 SP:Iteration 44Q (9044.740000 sec): 3 clusters Score: Raw -848951.343415 + Penalty 873.379199 = -848077.964215 nChanged 9 SP:Iteration 45Q (9045.000000 sec): 3 clusters Score: Raw -848953.308652 + Penalty 873.379199 = -848079.929453 nChanged 5 SP:Iteration 46Q (9045.230000 sec): 3 clusters Score: Raw -848953.825418 + Penalty 873.379199 = -848080.446219 nChanged 5 SP:Iteration 47Q (9045.430000 sec): 3 clusters Score: Raw -848954.534975 + Penalty 873.379199 = -848081.155775 nChanged 2 SP:Iteration 48Q (9045.650000 sec): 3 clusters Score: Raw -848954.736774 + Penalty 873.379199 = -848081.357574 nChanged 1 SP:Iteration 49Q (9045.910000 sec): 3 clusters Score: Raw -848954.759845 + Penalty 873.379199 = -848081.380645 nChanged 0 SP:Iteration 50F (9046.120000 sec): 3 clusters Score: Raw -848954.759845 + Penalty 873.379199 = -848081.380645 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 15 (507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9046.220000 sec): 2 clusters Score: Raw -28182.066097 + Penalty 283.397251 = -27898.668847 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9046.460000 sec): 3 clusters Score: Raw -27959.977427 + Penalty 566.794501 = -27393.182926 nChanged 185 SP:Iteration 1F (9046.630000 sec): 3 clusters Score: Raw -28086.255684 + Penalty 566.794501 = -27519.461182 nChanged 50 SP:Iteration 2F (9046.840000 sec): 3 clusters Score: Raw -28127.553726 + Penalty 566.794501 = -27560.759225 nChanged 42 SP:Iteration 3F (9047.010000 sec): 3 clusters Score: Raw -28177.122631 + Penalty 566.794501 = -27610.328130 nChanged 28 SP:Iteration 4F (9047.220000 sec): 3 clusters Score: Raw -28203.997087 + Penalty 566.794501 = -27637.202586 nChanged 16 SP:Iteration 5Q (9047.360000 sec): 3 clusters Score: Raw -28219.849525 + Penalty 566.794501 = -27653.055024 nChanged 11 SP:Iteration 6Q (9047.530000 sec): 3 clusters Score: Raw -28228.794267 + Penalty 566.794501 = -27661.999766 nChanged 8 SP:Iteration 7Q (9047.680000 sec): 3 clusters Score: Raw -28233.508589 + Penalty 566.794501 = -27666.714087 nChanged 8 SP:Iteration 8Q (9047.830000 sec): 3 clusters Score: Raw -28248.487359 + Penalty 566.794501 = -27681.692858 nChanged 11 SP:Iteration 9Q (9047.930000 sec): 3 clusters Score: Raw -28257.557998 + Penalty 566.794501 = -27690.763497 nChanged 9 SP:Iteration 10Q (9048.050000 sec): 3 clusters Score: Raw -28265.046454 + Penalty 566.794501 = -27698.251953 nChanged 8 SP:Iteration 11Q (9048.220000 sec): 3 clusters Score: Raw -28270.345888 + Penalty 566.794501 = -27703.551387 nChanged 5 SP:Iteration 12Q (9048.390000 sec): 3 clusters Score: Raw -28277.201188 + Penalty 566.794501 = -27710.406687 nChanged 9 SP:Iteration 13Q (9048.510000 sec): 3 clusters Score: Raw -28285.110867 + Penalty 566.794501 = -27718.316366 nChanged 4 SP:Iteration 14Q (9048.620000 sec): 3 clusters Score: Raw -28286.247186 + Penalty 566.794501 = -27719.452685 nChanged 1 SP:Iteration 15Q (9048.750000 sec): 3 clusters Score: Raw -28287.481918 + Penalty 566.794501 = -27720.687416 nChanged 1 SP:Iteration 16Q (9048.920000 sec): 3 clusters Score: Raw -28288.642734 + Penalty 566.794501 = -27721.848232 nChanged 1 SP:Iteration 17Q (9049.080000 sec): 3 clusters Score: Raw -28290.888876 + Penalty 566.794501 = -27724.094375 nChanged 3 SP:Iteration 18Q (9049.260000 sec): 3 clusters Score: Raw -28294.790988 + Penalty 566.794501 = -27727.996487 nChanged 4 SP:Iteration 19Q (9049.440000 sec): 3 clusters Score: Raw -28297.023756 + Penalty 566.794501 = -27730.229255 nChanged 3 SP:Iteration 20F (9049.560000 sec): 3 clusters Score: Raw -28301.245600 + Penalty 566.794501 = -27734.451098 nChanged 3 SP:Iteration 21Q (9049.700000 sec): 3 clusters Score: Raw -28302.572135 + Penalty 566.794501 = -27735.777634 nChanged 0 SP:Iteration 22F (9049.880000 sec): 3 clusters Score: Raw -28302.572135 + Penalty 566.794501 = -27735.777634 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 16 (122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9050.010000 sec): 2 clusters Score: Raw -7404.237360 + Penalty 218.582958 = -7185.654402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9050.120000 sec): 3 clusters Score: Raw -7393.101819 + Penalty 437.165915 = -6955.935904 nChanged 21 SP:Iteration 1F (9050.300000 sec): 3 clusters Score: Raw -7442.031762 + Penalty 437.165915 = -7004.865847 nChanged 6 SP:Iteration 2Q (9050.440000 sec): 3 clusters Score: Raw -7449.259502 + Penalty 437.165915 = -7012.093586 nChanged 1 SP:Iteration 3Q (9050.610000 sec): 3 clusters Score: Raw -7450.816943 + Penalty 437.165915 = -7013.651028 nChanged 2 SP:Iteration 4Q (9050.720000 sec): 3 clusters Score: Raw -7456.179980 + Penalty 437.165915 = -7019.014065 nChanged 1 SP:Iteration 5Q (9050.880000 sec): 3 clusters Score: Raw -7457.366936 + Penalty 437.165915 = -7020.201021 nChanged 0 SP:Iteration 6F (9051.070000 sec): 3 clusters Score: Raw -7457.366936 + Penalty 437.165915 = -7020.201021 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 17 (158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9051.150000 sec): 2 clusters Score: Raw -6722.948164 + Penalty 230.348074 = -6492.600090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9051.320000 sec): 3 clusters Score: Raw -6714.882789 + Penalty 460.696148 = -6254.186641 nChanged 31 SP:Iteration 1F (9051.470000 sec): 3 clusters Score: Raw -6768.793867 + Penalty 460.696148 = -6308.097719 nChanged 11 SP:Iteration 2F (9051.660000 sec): 3 clusters Score: Raw -6790.779279 + Penalty 460.696148 = -6330.083131 nChanged 4 SP:Iteration 3Q (9051.840000 sec): 3 clusters Score: Raw -6798.001777 + Penalty 460.696148 = -6337.305629 nChanged 2 SP:Iteration 4Q (9051.970000 sec): 3 clusters Score: Raw -6800.179089 + Penalty 460.696148 = -6339.482941 nChanged 1 SP:Iteration 5Q (9052.100000 sec): 3 clusters Score: Raw -6800.792618 + Penalty 460.696148 = -6340.096470 nChanged 0 SP:Iteration 6F (9052.240000 sec): 3 clusters Score: Raw -6800.792618 + Penalty 460.696148 = -6340.096470 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 18 (205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9052.330000 sec): 2 clusters Score: Raw -12178.832072 + Penalty 242.196954 = -11936.635118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9052.520000 sec): 3 clusters Score: Raw -12156.369623 + Penalty 484.393908 = -11671.975715 nChanged 53 SP:Iteration 1F (9052.640000 sec): 3 clusters Score: Raw -12216.061404 + Penalty 484.393908 = -11731.667496 nChanged 13 SP:Iteration 2F (9052.790000 sec): 3 clusters Score: Raw -12238.337239 + Penalty 484.393908 = -11753.943331 nChanged 6 SP:Iteration 3Q (9052.950000 sec): 3 clusters Score: Raw -12256.455768 + Penalty 484.393908 = -11772.061860 nChanged 3 SP:Iteration 4Q (9053.160000 sec): 3 clusters Score: Raw -12273.114524 + Penalty 484.393908 = -11788.720616 nChanged 6 SP:Iteration 5Q (9053.270000 sec): 3 clusters Score: Raw -12278.747188 + Penalty 484.393908 = -11794.353280 nChanged 2 SP:Iteration 6Q (9053.470000 sec): 3 clusters Score: Raw -12282.153696 + Penalty 484.393908 = -11797.759788 nChanged 1 SP:Iteration 7Q (9053.580000 sec): 3 clusters Score: Raw -12286.378428 + Penalty 484.393908 = -11801.984520 nChanged 1 SP:Iteration 8Q (9053.710000 sec): 3 clusters Score: Raw -12288.850964 + Penalty 484.393908 = -11804.457056 nChanged 0 SP:Iteration 9F (9053.890000 sec): 3 clusters Score: Raw -12288.850964 + Penalty 484.393908 = -11804.457056 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 19 (3172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9053.980000 sec): 2 clusters Score: Raw -200633.061201 + Penalty 366.826350 = -200266.234851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9054.090000 sec): 3 clusters Score: Raw -198815.378330 + Penalty 733.652700 = -198081.725630 nChanged 1386 SP:Iteration 1F (9054.200000 sec): 3 clusters Score: Raw -199548.980364 + Penalty 733.652700 = -198815.327664 nChanged 200 SP:Iteration 2F (9054.400000 sec): 3 clusters Score: Raw -199627.410372 + Penalty 733.652700 = -198893.757672 nChanged 154 SP:Iteration 3Q (9054.550000 sec): 3 clusters Score: Raw -199691.010898 + Penalty 733.652700 = -198957.358198 nChanged 141 SP:Iteration 4Q (9054.730000 sec): 3 clusters Score: Raw -199755.305361 + Penalty 733.652700 = -199021.652661 nChanged 135 SP:Iteration 5Q (9054.870000 sec): 3 clusters Score: Raw -199828.873728 + Penalty 733.652700 = -199095.221028 nChanged 125 SP:Iteration 6Q (9054.990000 sec): 3 clusters Score: Raw -199900.927923 + Penalty 733.652700 = -199167.275223 nChanged 132 SP:Iteration 7Q (9055.120000 sec): 3 clusters Score: Raw -199991.228362 + Penalty 733.652700 = -199257.575662 nChanged 131 SP:Iteration 8Q (9055.300000 sec): 3 clusters Score: Raw -200094.956967 + Penalty 733.652700 = -199361.304267 nChanged 140 SP:Iteration 9Q (9055.460000 sec): 3 clusters Score: Raw -200206.639847 + Penalty 733.652700 = -199472.987147 nChanged 117 SP:Iteration 10Q (9055.670000 sec): 3 clusters Score: Raw -200274.212172 + Penalty 733.652700 = -199540.559472 nChanged 69 SP:Iteration 11Q (9055.810000 sec): 3 clusters Score: Raw -200297.092536 + Penalty 733.652700 = -199563.439836 nChanged 48 SP:Iteration 12Q (9055.970000 sec): 3 clusters Score: Raw -200319.478706 + Penalty 733.652700 = -199585.826006 nChanged 49 SP:Iteration 13Q (9056.150000 sec): 3 clusters Score: Raw -200343.471575 + Penalty 733.652700 = -199609.818875 nChanged 49 SP:Iteration 14Q (9056.310000 sec): 3 clusters Score: Raw -200364.766546 + Penalty 733.652700 = -199631.113846 nChanged 49 SP:Iteration 15Q (9056.480000 sec): 3 clusters Score: Raw -200386.098272 + Penalty 733.652700 = -199652.445572 nChanged 46 SP:Iteration 16Q (9056.680000 sec): 3 clusters Score: Raw -200403.522550 + Penalty 733.652700 = -199669.869850 nChanged 38 SP:Iteration 17Q (9056.790000 sec): 3 clusters Score: Raw -200418.821932 + Penalty 733.652700 = -199685.169232 nChanged 41 SP:Iteration 18Q (9056.900000 sec): 3 clusters Score: Raw -200431.446107 + Penalty 733.652700 = -199697.793407 nChanged 28 SP:Iteration 19Q (9057.050000 sec): 3 clusters Score: Raw -200440.951720 + Penalty 733.652700 = -199707.299020 nChanged 34 SP:Iteration 20F (9057.180000 sec): 3 clusters Score: Raw -200453.751404 + Penalty 733.652700 = -199720.098704 nChanged 37 SP:Iteration 21Q (9057.310000 sec): 3 clusters Score: Raw -200464.826057 + Penalty 733.652700 = -199731.173357 nChanged 27 SP:Iteration 22Q (9057.490000 sec): 3 clusters Score: Raw -200474.782066 + Penalty 733.652700 = -199741.129366 nChanged 27 SP:Iteration 23Q (9057.730000 sec): 3 clusters Score: Raw -200482.383637 + Penalty 733.652700 = -199748.730937 nChanged 14 SP:Iteration 24Q (9057.890000 sec): 3 clusters Score: Raw -200484.767736 + Penalty 733.652700 = -199751.115036 nChanged 14 SP:Iteration 25Q (9058.030000 sec): 3 clusters Score: Raw -200486.852394 + Penalty 733.652700 = -199753.199694 nChanged 9 SP:Iteration 26Q (9058.170000 sec): 3 clusters Score: Raw -200488.047542 + Penalty 733.652700 = -199754.394842 nChanged 6 SP:Iteration 27Q (9058.300000 sec): 3 clusters Score: Raw -200489.182681 + Penalty 733.652700 = -199755.529981 nChanged 10 SP:Iteration 28Q (9058.410000 sec): 3 clusters Score: Raw -200491.181322 + Penalty 733.652700 = -199757.528622 nChanged 9 SP:Iteration 29Q (9058.630000 sec): 3 clusters Score: Raw -200492.263444 + Penalty 733.652700 = -199758.610744 nChanged 4 SP:Iteration 30Q (9058.770000 sec): 3 clusters Score: Raw -200492.693851 + Penalty 733.652700 = -199759.041150 nChanged 1 SP:Iteration 31Q (9058.920000 sec): 3 clusters Score: Raw -200492.802696 + Penalty 733.652700 = -199759.149996 nChanged 0 SP:Iteration 32F (9059.070000 sec): 3 clusters Score: Raw -200492.802696 + Penalty 733.652700 = -199759.149996 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 20 (127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9059.200000 sec): 2 clusters Score: Raw -7108.823510 + Penalty 220.410512 = -6888.412997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9059.330000 sec): 3 clusters Score: Raw -7103.971109 + Penalty 440.821025 = -6663.150084 nChanged 24 SP:Iteration 1F (9059.560000 sec): 3 clusters Score: Raw -7139.636696 + Penalty 440.821025 = -6698.815671 nChanged 5 SP:Iteration 2Q (9059.710000 sec): 3 clusters Score: Raw -7159.800100 + Penalty 440.821025 = -6718.979075 nChanged 5 SP:Iteration 3Q (9059.900000 sec): 3 clusters Score: Raw -7173.640750 + Penalty 440.821025 = -6732.819725 nChanged 5 SP:Iteration 4Q (9060.050000 sec): 3 clusters Score: Raw -7182.719608 + Penalty 440.821025 = -6741.898583 nChanged 3 SP:Iteration 5Q (9060.230000 sec): 3 clusters Score: Raw -7187.307443 + Penalty 440.821025 = -6746.486419 nChanged 2 SP:Iteration 6Q (9060.380000 sec): 3 clusters Score: Raw -7195.084520 + Penalty 440.821025 = -6754.263496 nChanged 0 SP:Iteration 7F (9060.540000 sec): 3 clusters Score: Raw -7195.084520 + Penalty 440.821025 = -6754.263496 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 21 (125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9060.630000 sec): 2 clusters Score: Raw -6001.636038 + Penalty 219.688275 = -5781.947763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9060.800000 sec): 3 clusters Score: Raw -6015.839729 + Penalty 439.376550 = -5576.463179 nChanged 26 SP:Iteration 1F (9060.930000 sec): 3 clusters Score: Raw -6059.587764 + Penalty 439.376550 = -5620.211214 nChanged 9 SP:Iteration 2F (9061.150000 sec): 3 clusters Score: Raw -6083.259320 + Penalty 439.376550 = -5643.882770 nChanged 4 SP:Iteration 3Q (9061.330000 sec): 3 clusters Score: Raw -6090.940011 + Penalty 439.376550 = -5651.563461 nChanged 3 SP:Iteration 4Q (9061.480000 sec): 3 clusters Score: Raw -6095.160680 + Penalty 439.376550 = -5655.784130 nChanged 1 SP:Iteration 5Q (9061.670000 sec): 3 clusters Score: Raw -6095.582920 + Penalty 439.376550 = -5656.206370 nChanged 0 SP:Iteration 6F (9061.820000 sec): 3 clusters Score: Raw -6095.582920 + Penalty 439.376550 = -5656.206370 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 22 (348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9061.910000 sec): 2 clusters Score: Raw -19722.002424 + Penalty 266.275213 = -19455.727211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9062.100000 sec): 3 clusters Score: Raw -19618.248273 + Penalty 532.550426 = -19085.697847 nChanged 126 SP:Iteration 1F (9062.320000 sec): 3 clusters Score: Raw -19751.262888 + Penalty 532.550426 = -19218.712462 nChanged 28 SP:Iteration 2F (9062.490000 sec): 3 clusters Score: Raw -19778.223370 + Penalty 532.550426 = -19245.672945 nChanged 12 SP:Iteration 3Q (9062.710000 sec): 3 clusters Score: Raw -19789.904039 + Penalty 532.550426 = -19257.353613 nChanged 12 SP:Iteration 4Q (9062.860000 sec): 3 clusters Score: Raw -19798.576967 + Penalty 532.550426 = -19266.026542 nChanged 8 SP:Iteration 5Q (9063.050000 sec): 3 clusters Score: Raw -19805.904553 + Penalty 532.550426 = -19273.354127 nChanged 7 SP:Iteration 6Q (9063.220000 sec): 3 clusters Score: Raw -19810.560802 + Penalty 532.550426 = -19278.010376 nChanged 5 SP:Iteration 7Q (9063.360000 sec): 3 clusters Score: Raw -19813.152140 + Penalty 532.550426 = -19280.601714 nChanged 3 SP:Iteration 8Q (9063.540000 sec): 3 clusters Score: Raw -19816.025961 + Penalty 532.550426 = -19283.475535 nChanged 3 SP:Iteration 9Q (9063.740000 sec): 3 clusters Score: Raw -19818.713923 + Penalty 532.550426 = -19286.163497 nChanged 1 SP:Iteration 10Q (9063.910000 sec): 3 clusters Score: Raw -19819.266023 + Penalty 532.550426 = -19286.715598 nChanged 1 SP:Iteration 11Q (9064.110000 sec): 3 clusters Score: Raw -19819.889007 + Penalty 532.550426 = -19287.338581 nChanged 0 SP:Iteration 12F (9064.290000 sec): 3 clusters Score: Raw -19819.889007 + Penalty 532.550426 = -19287.338581 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 23 (210 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9064.340000 sec): 2 clusters Score: Raw -12050.105878 + Penalty 243.293393 = -11806.812486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9064.530000 sec): 3 clusters Score: Raw -12003.610434 + Penalty 486.586785 = -11517.023648 nChanged 64 SP:Iteration 1F (9064.740000 sec): 3 clusters Score: Raw -12085.303012 + Penalty 486.586785 = -11598.716227 nChanged 19 SP:Iteration 2F (9064.920000 sec): 3 clusters Score: Raw -12117.041335 + Penalty 486.586785 = -11630.454550 nChanged 12 SP:Iteration 3F (9065.040000 sec): 3 clusters Score: Raw -12135.916824 + Penalty 486.586785 = -11649.330039 nChanged 13 SP:Iteration 4F (9065.170000 sec): 3 clusters Score: Raw -12151.124555 + Penalty 486.586785 = -11664.537770 nChanged 6 SP:Iteration 5Q (9065.350000 sec): 3 clusters Score: Raw -12156.721807 + Penalty 486.586785 = -11670.135021 nChanged 0 SP:Iteration 6F (9065.530000 sec): 3 clusters Score: Raw -12156.721807 + Penalty 486.586785 = -11670.135021 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 24 (4159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9065.650000 sec): 2 clusters Score: Raw -231336.936895 + Penalty 379.152862 = -230957.784033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9065.830000 sec): 3 clusters Score: Raw -228879.661145 + Penalty 758.305725 = -228121.355420 nChanged 1821 SP:Iteration 1F (9066.010000 sec): 3 clusters Score: Raw -229941.112334 + Penalty 758.305725 = -229182.806609 nChanged 262 SP:Iteration 2F (9066.210000 sec): 3 clusters Score: Raw -230049.310247 + Penalty 758.305725 = -229291.004523 nChanged 221 SP:Iteration 3F (9066.410000 sec): 3 clusters Score: Raw -230157.817870 + Penalty 758.305725 = -229399.512145 nChanged 211 SP:Iteration 4F (9066.600000 sec): 3 clusters Score: Raw -230279.319665 + Penalty 758.305725 = -229521.013940 nChanged 227 SP:Iteration 5F (9066.780000 sec): 3 clusters Score: Raw -230441.099328 + Penalty 758.305725 = -229682.793604 nChanged 232 SP:Iteration 6F (9066.920000 sec): 3 clusters Score: Raw -230641.742150 + Penalty 758.305725 = -229883.436425 nChanged 218 SP:Iteration 7F (9067.130000 sec): 3 clusters Score: Raw -230824.411104 + Penalty 758.305725 = -230066.105380 nChanged 170 SP:Iteration 8Q (9067.310000 sec): 3 clusters Score: Raw -230953.753637 + Penalty 758.305725 = -230195.447912 nChanged 109 SP:Iteration 9Q (9067.530000 sec): 3 clusters Score: Raw -231034.757689 + Penalty 758.305725 = -230276.451965 nChanged 98 SP:Iteration 10Q (9067.720000 sec): 3 clusters Score: Raw -231090.046135 + Penalty 758.305725 = -230331.740410 nChanged 73 SP:Iteration 11Q (9067.920000 sec): 3 clusters Score: Raw -231131.961496 + Penalty 758.305725 = -230373.655772 nChanged 61 SP:Iteration 12Q (9068.100000 sec): 3 clusters Score: Raw -231160.531917 + Penalty 758.305725 = -230402.226192 nChanged 50 SP:Iteration 13Q (9068.320000 sec): 3 clusters Score: Raw -231185.488824 + Penalty 758.305725 = -230427.183100 nChanged 48 SP:Iteration 14Q (9068.510000 sec): 3 clusters Score: Raw -231215.388361 + Penalty 758.305725 = -230457.082637 nChanged 57 SP:Iteration 15Q (9068.670000 sec): 3 clusters Score: Raw -231259.893065 + Penalty 758.305725 = -230501.587341 nChanged 52 SP:Iteration 16Q (9068.830000 sec): 3 clusters Score: Raw -231303.407180 + Penalty 758.305725 = -230545.101456 nChanged 41 SP:Iteration 17Q (9069.010000 sec): 3 clusters Score: Raw -231331.857325 + Penalty 758.305725 = -230573.551600 nChanged 33 SP:Iteration 18Q (9069.180000 sec): 3 clusters Score: Raw -231351.050123 + Penalty 758.305725 = -230592.744398 nChanged 25 SP:Iteration 19Q (9069.360000 sec): 3 clusters Score: Raw -231369.684462 + Penalty 758.305725 = -230611.378738 nChanged 27 SP:Iteration 20F (9069.500000 sec): 3 clusters Score: Raw -231389.541695 + Penalty 758.305725 = -230631.235970 nChanged 23 SP:Iteration 21Q (9069.640000 sec): 3 clusters Score: Raw -231412.354353 + Penalty 758.305725 = -230654.048628 nChanged 19 SP:Iteration 22Q (9069.770000 sec): 3 clusters Score: Raw -231429.106361 + Penalty 758.305725 = -230670.800636 nChanged 18 SP:Iteration 23Q (9069.900000 sec): 3 clusters Score: Raw -231442.804559 + Penalty 758.305725 = -230684.498834 nChanged 15 SP:Iteration 24Q (9070.030000 sec): 3 clusters Score: Raw -231464.421231 + Penalty 758.305725 = -230706.115506 nChanged 16 SP:Iteration 25Q (9070.160000 sec): 3 clusters Score: Raw -231493.685211 + Penalty 758.305725 = -230735.379486 nChanged 14 SP:Iteration 26Q (9070.320000 sec): 3 clusters Score: Raw -231509.740784 + Penalty 758.305725 = -230751.435059 nChanged 16 SP:Iteration 27Q (9070.460000 sec): 3 clusters Score: Raw -231527.128296 + Penalty 758.305725 = -230768.822572 nChanged 12 SP:Iteration 28Q (9070.600000 sec): 3 clusters Score: Raw -231538.898960 + Penalty 758.305725 = -230780.593236 nChanged 6 SP:Iteration 29Q (9070.810000 sec): 3 clusters Score: Raw -231551.991140 + Penalty 758.305725 = -230793.685416 nChanged 6 SP:Iteration 30Q (9070.950000 sec): 3 clusters Score: Raw -231556.811927 + Penalty 758.305725 = -230798.506203 nChanged 5 SP:Iteration 31Q (9071.130000 sec): 3 clusters Score: Raw -231559.603293 + Penalty 758.305725 = -230801.297569 nChanged 5 SP:Iteration 32Q (9071.300000 sec): 3 clusters Score: Raw -231563.125169 + Penalty 758.305725 = -230804.819444 nChanged 3 SP:Iteration 33Q (9071.500000 sec): 3 clusters Score: Raw -231567.460331 + Penalty 758.305725 = -230809.154606 nChanged 7 SP:Iteration 34Q (9071.620000 sec): 3 clusters Score: Raw -231585.623169 + Penalty 758.305725 = -230827.317445 nChanged 12 SP:Iteration 35Q (9071.810000 sec): 3 clusters Score: Raw -231610.230572 + Penalty 758.305725 = -230851.924847 nChanged 13 SP:Iteration 36Q (9071.950000 sec): 3 clusters Score: Raw -231649.214671 + Penalty 758.305725 = -230890.908946 nChanged 11 SP:Iteration 37Q (9072.160000 sec): 3 clusters Score: Raw -231681.005482 + Penalty 758.305725 = -230922.699757 nChanged 11 SP:Iteration 38Q (9072.280000 sec): 3 clusters Score: Raw -231699.637158 + Penalty 758.305725 = -230941.331433 nChanged 8 SP:Iteration 39Q (9072.430000 sec): 3 clusters Score: Raw -231707.986504 + Penalty 758.305725 = -230949.680779 nChanged 2 SP:Iteration 40F (9072.550000 sec): 3 clusters Score: Raw -231710.964547 + Penalty 758.305725 = -230952.658823 nChanged 3 SP:Iteration 41Q (9072.680000 sec): 3 clusters Score: Raw -231712.608767 + Penalty 758.305725 = -230954.303042 nChanged 0 SP:Iteration 42F (9072.810000 sec): 3 clusters Score: Raw -231712.608767 + Penalty 758.305725 = -230954.303042 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 25 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9072.870000 sec): 2 clusters Score: Raw -4735.255785 + Penalty 213.036971 = -4522.218814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9072.990000 sec): 3 clusters Score: Raw -4732.795521 + Penalty 426.073942 = -4306.721579 nChanged 17 SP:Iteration 1F (9073.120000 sec): 3 clusters Score: Raw -4762.609998 + Penalty 426.073942 = -4336.536056 nChanged 5 SP:Iteration 2Q (9073.240000 sec): 3 clusters Score: Raw -4778.575136 + Penalty 426.073942 = -4352.501195 nChanged 4 SP:Iteration 3Q (9073.360000 sec): 3 clusters Score: Raw -4790.703449 + Penalty 426.073942 = -4364.629507 nChanged 4 SP:Iteration 4Q (9073.500000 sec): 3 clusters Score: Raw -4799.974083 + Penalty 426.073942 = -4373.900141 nChanged 0 SP:Iteration 5F (9073.660000 sec): 3 clusters Score: Raw -4799.974083 + Penalty 426.073942 = -4373.900141 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 26 (142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9073.720000 sec): 2 clusters Score: Raw -8289.424582 + Penalty 225.490131 = -8063.934451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9073.850000 sec): 3 clusters Score: Raw -8265.888419 + Penalty 450.980262 = -7814.908157 nChanged 23 SP:Iteration 1F (9073.960000 sec): 3 clusters Score: Raw -8303.536712 + Penalty 450.980262 = -7852.556450 nChanged 8 SP:Iteration 2F (9074.110000 sec): 3 clusters Score: Raw -8319.183193 + Penalty 450.980262 = -7868.202931 nChanged 5 SP:Iteration 3Q (9074.230000 sec): 3 clusters Score: Raw -8323.591361 + Penalty 450.980262 = -7872.611098 nChanged 2 SP:Iteration 4Q (9074.340000 sec): 3 clusters Score: Raw -8330.208471 + Penalty 450.980262 = -7879.228208 nChanged 2 SP:Iteration 5Q (9074.490000 sec): 3 clusters Score: Raw -8331.681140 + Penalty 450.980262 = -7880.700878 nChanged 0 SP:Iteration 6F (9074.660000 sec): 3 clusters Score: Raw -8331.681140 + Penalty 450.980262 = -7880.700878 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 27 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9074.760000 sec): 2 clusters Score: Raw -49188.862071 + Penalty 306.477991 = -48882.384081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9074.930000 sec): 3 clusters Score: Raw -48774.185828 + Penalty 612.955981 = -48161.229846 nChanged 320 SP:Iteration 1F (9075.120000 sec): 3 clusters Score: Raw -48965.720125 + Penalty 612.955981 = -48352.764144 nChanged 80 SP:Iteration 2F (9075.290000 sec): 3 clusters Score: Raw -49040.110344 + Penalty 612.955981 = -48427.154363 nChanged 71 SP:Iteration 3F (9075.460000 sec): 3 clusters Score: Raw -49095.804417 + Penalty 612.955981 = -48482.848436 nChanged 56 SP:Iteration 4F (9075.600000 sec): 3 clusters Score: Raw -49138.149447 + Penalty 612.955981 = -48525.193466 nChanged 38 SP:Iteration 5Q (9075.790000 sec): 3 clusters Score: Raw -49167.495650 + Penalty 612.955981 = -48554.539669 nChanged 19 SP:Iteration 6Q (9075.900000 sec): 3 clusters Score: Raw -49175.046761 + Penalty 612.955981 = -48562.090780 nChanged 17 SP:Iteration 7Q (9076.050000 sec): 3 clusters Score: Raw -49185.977633 + Penalty 612.955981 = -48573.021652 nChanged 14 SP:Iteration 8Q (9076.180000 sec): 3 clusters Score: Raw -49193.603751 + Penalty 612.955981 = -48580.647770 nChanged 13 SP:Iteration 9Q (9076.280000 sec): 3 clusters Score: Raw -49206.443714 + Penalty 612.955981 = -48593.487732 nChanged 18 SP:Iteration 10Q (9076.380000 sec): 3 clusters Score: Raw -49215.648772 + Penalty 612.955981 = -48602.692791 nChanged 16 SP:Iteration 11Q (9076.560000 sec): 3 clusters Score: Raw -49222.630996 + Penalty 612.955981 = -48609.675014 nChanged 10 SP:Iteration 12Q (9076.660000 sec): 3 clusters Score: Raw -49228.002404 + Penalty 612.955981 = -48615.046422 nChanged 9 SP:Iteration 13Q (9076.790000 sec): 3 clusters Score: Raw -49234.910861 + Penalty 612.955981 = -48621.954880 nChanged 4 SP:Iteration 14Q (9076.960000 sec): 3 clusters Score: Raw -49236.732745 + Penalty 612.955981 = -48623.776763 nChanged 1 SP:Iteration 15Q (9077.070000 sec): 3 clusters Score: Raw -49237.264863 + Penalty 612.955981 = -48624.308882 nChanged 2 SP:Iteration 16Q (9077.180000 sec): 3 clusters Score: Raw -49238.475512 + Penalty 612.955981 = -48625.519530 nChanged 2 SP:Iteration 17Q (9077.300000 sec): 3 clusters Score: Raw -49240.493664 + Penalty 612.955981 = -48627.537682 nChanged 3 SP:Iteration 18Q (9077.410000 sec): 3 clusters Score: Raw -49242.450137 + Penalty 612.955981 = -48629.494155 nChanged 0 SP:Iteration 19F (9077.600000 sec): 3 clusters Score: Raw -49242.450137 + Penalty 612.955981 = -48629.494155 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 28 (450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9077.690000 sec): 2 clusters Score: Raw -24889.767335 + Penalty 277.970765 = -24611.796570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9077.900000 sec): 3 clusters Score: Raw -24732.021388 + Penalty 555.941530 = -24176.079858 nChanged 154 SP:Iteration 1F (9078.040000 sec): 3 clusters Score: Raw -24859.139096 + Penalty 555.941530 = -24303.197566 nChanged 42 SP:Iteration 2F (9078.230000 sec): 3 clusters Score: Raw -24906.724892 + Penalty 555.941530 = -24350.783362 nChanged 27 SP:Iteration 3F (9078.370000 sec): 3 clusters Score: Raw -24935.868803 + Penalty 555.941530 = -24379.927273 nChanged 21 SP:Iteration 4Q (9078.500000 sec): 3 clusters Score: Raw -24959.679820 + Penalty 555.941530 = -24403.738290 nChanged 16 SP:Iteration 5Q (9078.610000 sec): 3 clusters Score: Raw -24980.133384 + Penalty 555.941530 = -24424.191854 nChanged 18 SP:Iteration 6Q (9078.730000 sec): 3 clusters Score: Raw -24994.495474 + Penalty 555.941530 = -24438.553944 nChanged 8 SP:Iteration 7Q (9078.860000 sec): 3 clusters Score: Raw -25003.173416 + Penalty 555.941530 = -24447.231886 nChanged 6 SP:Iteration 8Q (9078.990000 sec): 3 clusters Score: Raw -25008.651497 + Penalty 555.941530 = -24452.709967 nChanged 5 SP:Iteration 9Q (9079.120000 sec): 3 clusters Score: Raw -25014.605822 + Penalty 555.941530 = -24458.664292 nChanged 5 SP:Iteration 10Q (9079.250000 sec): 3 clusters Score: Raw -25018.440165 + Penalty 555.941530 = -24462.498635 nChanged 6 SP:Iteration 11Q (9079.390000 sec): 3 clusters Score: Raw -25023.193371 + Penalty 555.941530 = -24467.251841 nChanged 7 SP:Iteration 12Q (9079.520000 sec): 3 clusters Score: Raw -25035.809788 + Penalty 555.941530 = -24479.868258 nChanged 7 SP:Iteration 13Q (9079.650000 sec): 3 clusters Score: Raw -25043.629777 + Penalty 555.941530 = -24487.688247 nChanged 5 SP:Iteration 14Q (9079.780000 sec): 3 clusters Score: Raw -25051.625105 + Penalty 555.941530 = -24495.683574 nChanged 4 SP:Iteration 15Q (9079.910000 sec): 3 clusters Score: Raw -25055.206276 + Penalty 555.941530 = -24499.264746 nChanged 5 SP:Iteration 16Q (9080.040000 sec): 3 clusters Score: Raw -25058.393677 + Penalty 555.941530 = -24502.452147 nChanged 0 SP:Iteration 17F (9080.170000 sec): 3 clusters Score: Raw -25059.340874 + Penalty 555.941530 = -24503.399344 nChanged 1 SP:Iteration 18Q (9080.310000 sec): 3 clusters Score: Raw -25060.852502 + Penalty 555.941530 = -24504.910972 nChanged 1 SP:Iteration 19Q (9080.440000 sec): 3 clusters Score: Raw -25061.054337 + Penalty 555.941530 = -24505.112807 nChanged 1 SP:Iteration 20F (9080.570000 sec): 3 clusters Score: Raw -25061.457460 + Penalty 555.941530 = -24505.515930 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 29 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9080.630000 sec): 2 clusters Score: Raw -50256.230431 + Penalty 305.273347 = -49950.957084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9080.760000 sec): 3 clusters Score: Raw -49846.169883 + Penalty 610.546695 = -49235.623188 nChanged 308 SP:Iteration 1F (9080.890000 sec): 3 clusters Score: Raw -50025.973576 + Penalty 610.546695 = -49415.426881 nChanged 80 SP:Iteration 2F (9081.110000 sec): 3 clusters Score: Raw -50095.933840 + Penalty 610.546695 = -49485.387145 nChanged 59 SP:Iteration 3F (9081.290000 sec): 3 clusters Score: Raw -50149.513057 + Penalty 610.546695 = -49538.966362 nChanged 47 SP:Iteration 4F (9081.490000 sec): 3 clusters Score: Raw -50190.146935 + Penalty 610.546695 = -49579.600240 nChanged 30 SP:Iteration 5Q (9081.620000 sec): 3 clusters Score: Raw -50213.861015 + Penalty 610.546695 = -49603.314320 nChanged 22 SP:Iteration 6Q (9081.790000 sec): 3 clusters Score: Raw -50231.614293 + Penalty 610.546695 = -49621.067598 nChanged 23 SP:Iteration 7Q (9081.890000 sec): 3 clusters Score: Raw -50252.365853 + Penalty 610.546695 = -49641.819158 nChanged 21 SP:Iteration 8Q (9082.010000 sec): 3 clusters Score: Raw -50267.638604 + Penalty 610.546695 = -49657.091909 nChanged 19 SP:Iteration 9Q (9082.120000 sec): 3 clusters Score: Raw -50281.115016 + Penalty 610.546695 = -49670.568321 nChanged 10 SP:Iteration 10Q (9082.230000 sec): 3 clusters Score: Raw -50287.052395 + Penalty 610.546695 = -49676.505700 nChanged 9 SP:Iteration 11Q (9082.340000 sec): 3 clusters Score: Raw -50289.828036 + Penalty 610.546695 = -49679.281341 nChanged 3 SP:Iteration 12Q (9082.450000 sec): 3 clusters Score: Raw -50290.758018 + Penalty 610.546695 = -49680.211323 nChanged 3 SP:Iteration 13Q (9082.560000 sec): 3 clusters Score: Raw -50291.580979 + Penalty 610.546695 = -49681.034284 nChanged 1 SP:Iteration 14Q (9082.720000 sec): 3 clusters Score: Raw -50291.856024 + Penalty 610.546695 = -49681.309329 nChanged 1 SP:Iteration 15Q (9082.850000 sec): 3 clusters Score: Raw -50292.297189 + Penalty 610.546695 = -49681.750494 nChanged 1 SP:Iteration 16Q (9082.970000 sec): 3 clusters Score: Raw -50292.405536 + Penalty 610.546695 = -49681.858841 nChanged 0 SP:Iteration 17F (9083.100000 sec): 3 clusters Score: Raw -50292.405536 + Penalty 610.546695 = -49681.858841 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 30 (149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9083.160000 sec): 2 clusters Score: Raw -7580.532371 + Penalty 227.679557 = -7352.852814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9083.290000 sec): 3 clusters Score: Raw -7583.588309 + Penalty 455.359114 = -7128.229196 nChanged 33 SP:Iteration 1F (9083.410000 sec): 3 clusters Score: Raw -7645.458310 + Penalty 455.359114 = -7190.099196 nChanged 6 SP:Iteration 2Q (9083.540000 sec): 3 clusters Score: Raw -7651.361497 + Penalty 455.359114 = -7196.002383 nChanged 1 SP:Iteration 3Q (9083.680000 sec): 3 clusters Score: Raw -7651.760332 + Penalty 455.359114 = -7196.401219 nChanged 0 SP:Iteration 4F (9083.790000 sec): 3 clusters Score: Raw -7651.760332 + Penalty 455.359114 = -7196.401219 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 31 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9083.850000 sec): 2 clusters Score: Raw -4997.121979 + Penalty 206.719913 = -4790.402066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9084.030000 sec): 3 clusters Score: Raw -5024.248476 + Penalty 413.439825 = -4610.808650 nChanged 14 SP:Iteration 1F (9084.170000 sec): 3 clusters Score: Raw -5062.629372 + Penalty 413.439825 = -4649.189547 nChanged 5 SP:Iteration 2F (9084.380000 sec): 3 clusters Score: Raw -5077.996857 + Penalty 413.439825 = -4664.557032 nChanged 1 SP:Iteration 3Q (9084.610000 sec): 3 clusters Score: Raw -5083.868080 + Penalty 413.439825 = -4670.428254 nChanged 1 SP:Iteration 4Q (9084.790000 sec): 3 clusters Score: Raw -5089.668864 + Penalty 413.439825 = -4676.229039 nChanged 2 SP:Iteration 5Q (9084.900000 sec): 3 clusters Score: Raw -5094.383220 + Penalty 413.439825 = -4680.943394 nChanged 2 SP:Iteration 6Q (9085.040000 sec): 3 clusters Score: Raw -5102.431095 + Penalty 413.439825 = -4688.991270 nChanged 4 SP:Iteration 7Q (9085.150000 sec): 3 clusters Score: Raw -5115.540919 + Penalty 413.439825 = -4702.101094 nChanged 0 SP:Iteration 8F (9085.260000 sec): 3 clusters Score: Raw -5115.540919 + Penalty 413.439825 = -4702.101094 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 32 (288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9085.320000 sec): 2 clusters Score: Raw -15305.895296 + Penalty 257.664702 = -15048.230595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9085.430000 sec): 3 clusters Score: Raw -15238.395488 + Penalty 515.329404 = -14723.066084 nChanged 92 SP:Iteration 1F (9085.540000 sec): 3 clusters Score: Raw -15361.702287 + Penalty 515.329404 = -14846.372883 nChanged 29 SP:Iteration 2F (9085.690000 sec): 3 clusters Score: Raw -15409.343742 + Penalty 515.329404 = -14894.014338 nChanged 17 SP:Iteration 3F (9085.880000 sec): 3 clusters Score: Raw -15436.525490 + Penalty 515.329404 = -14921.196086 nChanged 12 SP:Iteration 4Q (9086.050000 sec): 3 clusters Score: Raw -15455.237596 + Penalty 515.329404 = -14939.908192 nChanged 5 SP:Iteration 5Q (9086.240000 sec): 3 clusters Score: Raw -15462.824868 + Penalty 515.329404 = -14947.495465 nChanged 4 SP:Iteration 6Q (9086.390000 sec): 3 clusters Score: Raw -15468.784891 + Penalty 515.329404 = -14953.455488 nChanged 3 SP:Iteration 7Q (9086.580000 sec): 3 clusters Score: Raw -15473.196101 + Penalty 515.329404 = -14957.866697 nChanged 4 SP:Iteration 8Q (9086.770000 sec): 3 clusters Score: Raw -15475.721860 + Penalty 515.329404 = -14960.392456 nChanged 0 SP:Iteration 9F (9086.920000 sec): 3 clusters Score: Raw -15475.721860 + Penalty 515.329404 = -14960.392456 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 33 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9086.970000 sec): 2 clusters Score: Raw -23991.796611 + Penalty 274.396179 = -23717.400431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9087.170000 sec): 3 clusters Score: Raw -23810.564092 + Penalty 548.792359 = -23261.771733 nChanged 142 SP:Iteration 1F (9087.260000 sec): 3 clusters Score: Raw -23922.399215 + Penalty 548.792359 = -23373.606857 nChanged 37 SP:Iteration 2F (9087.390000 sec): 3 clusters Score: Raw -23949.878398 + Penalty 548.792359 = -23401.086039 nChanged 15 SP:Iteration 3Q (9087.510000 sec): 3 clusters Score: Raw -23957.063011 + Penalty 548.792359 = -23408.270653 nChanged 12 SP:Iteration 4Q (9087.640000 sec): 3 clusters Score: Raw -23969.229208 + Penalty 548.792359 = -23420.436849 nChanged 14 SP:Iteration 5Q (9087.770000 sec): 3 clusters Score: Raw -23982.077683 + Penalty 548.792359 = -23433.285325 nChanged 13 SP:Iteration 6Q (9087.900000 sec): 3 clusters Score: Raw -23992.245417 + Penalty 548.792359 = -23443.453058 nChanged 15 SP:Iteration 7Q (9088.030000 sec): 3 clusters Score: Raw -24003.690843 + Penalty 548.792359 = -23454.898484 nChanged 14 SP:Iteration 8Q (9088.150000 sec): 3 clusters Score: Raw -24016.600380 + Penalty 548.792359 = -23467.808021 nChanged 17 SP:Iteration 9Q (9088.280000 sec): 3 clusters Score: Raw -24035.696361 + Penalty 548.792359 = -23486.904003 nChanged 20 SP:Iteration 10Q (9088.410000 sec): 3 clusters Score: Raw -24057.353661 + Penalty 548.792359 = -23508.561302 nChanged 14 SP:Iteration 11Q (9088.530000 sec): 3 clusters Score: Raw -24070.272658 + Penalty 548.792359 = -23521.480299 nChanged 17 SP:Iteration 12Q (9088.660000 sec): 3 clusters Score: Raw -24085.964125 + Penalty 548.792359 = -23537.171766 nChanged 11 SP:Iteration 13Q (9088.790000 sec): 3 clusters Score: Raw -24095.335071 + Penalty 548.792359 = -23546.542713 nChanged 6 SP:Iteration 14Q (9088.910000 sec): 3 clusters Score: Raw -24100.438839 + Penalty 548.792359 = -23551.646480 nChanged 5 SP:Iteration 15Q (9089.040000 sec): 3 clusters Score: Raw -24105.350593 + Penalty 548.792359 = -23556.558234 nChanged 3 SP:Iteration 16Q (9089.170000 sec): 3 clusters Score: Raw -24108.079841 + Penalty 548.792359 = -23559.287483 nChanged 1 SP:Iteration 17Q (9089.300000 sec): 3 clusters Score: Raw -24108.840362 + Penalty 548.792359 = -23560.048003 nChanged 0 SP:Iteration 18F (9089.430000 sec): 3 clusters Score: Raw -24108.840362 + Penalty 548.792359 = -23560.048003 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 34 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9089.490000 sec): 2 clusters Score: Raw -5681.494990 + Penalty 217.830874 = -5463.664116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9089.620000 sec): 3 clusters Score: Raw -5715.607610 + Penalty 435.661749 = -5279.945861 nChanged 30 SP:Iteration 1F (9089.750000 sec): 3 clusters Score: Raw -5800.132306 + Penalty 435.661749 = -5364.470558 nChanged 6 SP:Iteration 2Q (9089.970000 sec): 3 clusters Score: Raw -5817.968877 + Penalty 435.661749 = -5382.307128 nChanged 2 SP:Iteration 3Q (9090.110000 sec): 3 clusters Score: Raw -5827.814753 + Penalty 435.661749 = -5392.153004 nChanged 0 SP:Iteration 4F (9090.310000 sec): 3 clusters Score: Raw -5827.814753 + Penalty 435.661749 = -5392.153004 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 35 (87 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9090.370000 sec): 2 clusters Score: Raw -5058.975811 + Penalty 203.198819 = -4855.776991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9090.530000 sec): 3 clusters Score: Raw -5070.352423 + Penalty 406.397639 = -4663.954784 nChanged 17 SP:Iteration 1F (9090.680000 sec): 3 clusters Score: Raw -5099.820157 + Penalty 406.397639 = -4693.422518 nChanged 1 SP:Iteration 2Q (9090.830000 sec): 3 clusters Score: Raw -5100.541035 + Penalty 406.397639 = -4694.143396 nChanged 1 SP:Iteration 3Q (9090.970000 sec): 3 clusters Score: Raw -5101.267212 + Penalty 406.397639 = -4694.869574 nChanged 0 SP:Iteration 4F (9091.100000 sec): 3 clusters Score: Raw -5101.267212 + Penalty 406.397639 = -4694.869574 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 36 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9091.160000 sec): 2 clusters Score: Raw -3989.404682 + Penalty 201.602164 = -3787.802518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9091.290000 sec): 3 clusters Score: Raw -4006.843294 + Penalty 403.204329 = -3603.638965 nChanged 14 SP:Iteration 1F (9091.420000 sec): 3 clusters Score: Raw -4036.678576 + Penalty 403.204329 = -3633.474247 nChanged 4 SP:Iteration 2Q (9091.550000 sec): 3 clusters Score: Raw -4046.203785 + Penalty 403.204329 = -3642.999457 nChanged 1 SP:Iteration 3Q (9091.690000 sec): 3 clusters Score: Raw -4050.119461 + Penalty 403.204329 = -3646.915132 nChanged 1 SP:Iteration 4Q (9091.820000 sec): 3 clusters Score: Raw -4057.068817 + Penalty 403.204329 = -3653.864488 nChanged 1 SP:Iteration 5Q (9091.950000 sec): 3 clusters Score: Raw -4058.189211 + Penalty 403.204329 = -3654.984882 nChanged 0 SP:Iteration 6F (9092.080000 sec): 3 clusters Score: Raw -4058.189211 + Penalty 403.204329 = -3654.984882 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 37 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9092.140000 sec): 2 clusters Score: Raw -24756.271295 + Penalty 276.007918 = -24480.263377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9092.270000 sec): 3 clusters Score: Raw -24582.238459 + Penalty 552.015836 = -24030.222622 nChanged 167 SP:Iteration 1F (9092.400000 sec): 3 clusters Score: Raw -24675.999806 + Penalty 552.015836 = -24123.983970 nChanged 28 SP:Iteration 2F (9092.530000 sec): 3 clusters Score: Raw -24696.652769 + Penalty 552.015836 = -24144.636932 nChanged 16 SP:Iteration 3Q (9092.660000 sec): 3 clusters Score: Raw -24710.095426 + Penalty 552.015836 = -24158.079589 nChanged 12 SP:Iteration 4Q (9092.790000 sec): 3 clusters Score: Raw -24718.027093 + Penalty 552.015836 = -24166.011257 nChanged 8 SP:Iteration 5Q (9092.930000 sec): 3 clusters Score: Raw -24725.014217 + Penalty 552.015836 = -24172.998381 nChanged 4 SP:Iteration 6Q (9093.060000 sec): 3 clusters Score: Raw -24730.115532 + Penalty 552.015836 = -24178.099696 nChanged 5 SP:Iteration 7Q (9093.270000 sec): 3 clusters Score: Raw -24734.099823 + Penalty 552.015836 = -24182.083987 nChanged 6 SP:Iteration 8Q (9093.430000 sec): 3 clusters Score: Raw -24738.427975 + Penalty 552.015836 = -24186.412139 nChanged 2 SP:Iteration 9Q (9093.590000 sec): 3 clusters Score: Raw -24739.631455 + Penalty 552.015836 = -24187.615618 nChanged 3 SP:Iteration 10Q (9093.720000 sec): 3 clusters Score: Raw -24742.167365 + Penalty 552.015836 = -24190.151529 nChanged 5 SP:Iteration 11Q (9093.920000 sec): 3 clusters Score: Raw -24746.892721 + Penalty 552.015836 = -24194.876885 nChanged 5 SP:Iteration 12Q (9094.030000 sec): 3 clusters Score: Raw -24752.139620 + Penalty 552.015836 = -24200.123783 nChanged 5 SP:Iteration 13Q (9094.230000 sec): 3 clusters Score: Raw -24755.572679 + Penalty 552.015836 = -24203.556842 nChanged 3 SP:Iteration 14Q (9094.340000 sec): 3 clusters Score: Raw -24757.043679 + Penalty 552.015836 = -24205.027843 nChanged 2 SP:Iteration 15Q (9094.470000 sec): 3 clusters Score: Raw -24760.927055 + Penalty 552.015836 = -24208.911218 nChanged 3 SP:Iteration 16Q (9094.650000 sec): 3 clusters Score: Raw -24765.461103 + Penalty 552.015836 = -24213.445267 nChanged 6 SP:Iteration 17Q (9094.810000 sec): 3 clusters Score: Raw -24768.666073 + Penalty 552.015836 = -24216.650237 nChanged 4 SP:Iteration 18Q (9094.960000 sec): 3 clusters Score: Raw -24772.091249 + Penalty 552.015836 = -24220.075412 nChanged 4 SP:Iteration 19Q (9095.150000 sec): 3 clusters Score: Raw -24773.781052 + Penalty 552.015836 = -24221.765216 nChanged 3 SP:Iteration 20F (9095.340000 sec): 3 clusters Score: Raw -24775.157122 + Penalty 552.015836 = -24223.141286 nChanged 1 SP:Iteration 21Q (9095.520000 sec): 3 clusters Score: Raw -24775.521082 + Penalty 552.015836 = -24223.505246 nChanged 1 SP:Iteration 22Q (9095.720000 sec): 3 clusters Score: Raw -24776.008518 + Penalty 552.015836 = -24223.992681 nChanged 2 SP:Iteration 23Q (9095.900000 sec): 3 clusters Score: Raw -24776.882293 + Penalty 552.015836 = -24224.866457 nChanged 1 SP:Iteration 24Q (9096.020000 sec): 3 clusters Score: Raw -24777.418135 + Penalty 552.015836 = -24225.402299 nChanged 1 SP:Iteration 25Q (9096.140000 sec): 3 clusters Score: Raw -24778.382043 + Penalty 552.015836 = -24226.366207 nChanged 1 SP:Iteration 26Q (9096.280000 sec): 3 clusters Score: Raw -24778.660353 + Penalty 552.015836 = -24226.644517 nChanged 0 SP:Iteration 27F (9096.410000 sec): 3 clusters Score: Raw -24778.660353 + Penalty 552.015836 = -24226.644517 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 38 (47 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9096.470000 sec): 2 clusters Score: Raw -2280.951794 + Penalty 175.181716 = -2105.770078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9096.600000 sec): 3 clusters Score: Raw -2350.547679 + Penalty 350.363432 = -2000.184247 nChanged 6 SP:Iteration 1F (9096.740000 sec): 3 clusters Score: Raw -2372.183524 + Penalty 350.363432 = -2021.820092 nChanged 1 SP:Iteration 2Q (9096.860000 sec): 3 clusters Score: Raw -2375.501540 + Penalty 350.363432 = -2025.138108 nChanged 0 SP:Iteration 3F (9096.990000 sec): 3 clusters Score: Raw -2375.501540 + Penalty 350.363432 = -2025.138108 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 39 (206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9097.060000 sec): 2 clusters Score: Raw -11825.236182 + Penalty 242.418366 = -11582.817816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9097.180000 sec): 3 clusters Score: Raw -11761.378655 + Penalty 484.836731 = -11276.541923 nChanged 48 SP:Iteration 1F (9097.310000 sec): 3 clusters Score: Raw -11819.393944 + Penalty 484.836731 = -11334.557212 nChanged 26 SP:Iteration 2F (9097.440000 sec): 3 clusters Score: Raw -11856.443363 + Penalty 484.836731 = -11371.606631 nChanged 8 SP:Iteration 3Q (9097.570000 sec): 3 clusters Score: Raw -11868.598850 + Penalty 484.836731 = -11383.762119 nChanged 5 SP:Iteration 4Q (9097.690000 sec): 3 clusters Score: Raw -11875.571587 + Penalty 484.836731 = -11390.734855 nChanged 2 SP:Iteration 5Q (9097.800000 sec): 3 clusters Score: Raw -11877.185849 + Penalty 484.836731 = -11392.349118 nChanged 1 SP:Iteration 6Q (9097.920000 sec): 3 clusters Score: Raw -11878.038858 + Penalty 484.836731 = -11393.202127 nChanged 1 SP:Iteration 7Q (9098.030000 sec): 3 clusters Score: Raw -11879.816349 + Penalty 484.836731 = -11394.979617 nChanged 2 SP:Iteration 8Q (9098.150000 sec): 3 clusters Score: Raw -11883.157716 + Penalty 484.836731 = -11398.320985 nChanged 0 SP:Iteration 9F (9098.260000 sec): 3 clusters Score: Raw -11883.157716 + Penalty 484.836731 = -11398.320985 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 40 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9098.320000 sec): 2 clusters Score: Raw -2457.508546 + Penalty 172.180628 = -2285.327918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9098.440000 sec): 3 clusters Score: Raw -2522.293551 + Penalty 344.361257 = -2177.932295 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 41 (81 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9098.490000 sec): 2 clusters Score: Raw -4187.163474 + Penalty 199.947437 = -3987.216038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9098.660000 sec): 3 clusters Score: Raw -4216.776630 + Penalty 399.894873 = -3816.881756 nChanged 12 SP:Iteration 1F (9098.810000 sec): 3 clusters Score: Raw -4247.117122 + Penalty 399.894873 = -3847.222249 nChanged 4 SP:Iteration 2Q (9099.010000 sec): 3 clusters Score: Raw -4261.921070 + Penalty 399.894873 = -3862.026197 nChanged 0 SP:Iteration 3F (9099.210000 sec): 3 clusters Score: Raw -4261.921070 + Penalty 399.894873 = -3862.026197 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 42 (170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9099.290000 sec): 2 clusters Score: Raw -10239.405561 + Penalty 233.678829 = -10005.726732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9099.470000 sec): 3 clusters Score: Raw -10210.268064 + Penalty 467.357658 = -9742.910407 nChanged 45 SP:Iteration 1F (9099.600000 sec): 3 clusters Score: Raw -10263.121998 + Penalty 467.357658 = -9795.764340 nChanged 10 SP:Iteration 2F (9099.740000 sec): 3 clusters Score: Raw -10285.298964 + Penalty 467.357658 = -9817.941307 nChanged 6 SP:Iteration 3Q (9099.890000 sec): 3 clusters Score: Raw -10293.708912 + Penalty 467.357658 = -9826.351254 nChanged 3 SP:Iteration 4Q (9100.060000 sec): 3 clusters Score: Raw -10296.695018 + Penalty 467.357658 = -9829.337360 nChanged 0 SP:Iteration 5F (9100.180000 sec): 3 clusters Score: Raw -10296.695018 + Penalty 467.357658 = -9829.337360 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 43 (212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9100.250000 sec): 2 clusters Score: Raw -12572.772929 + Penalty 243.724675 = -12329.048253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9100.380000 sec): 3 clusters Score: Raw -12522.783239 + Penalty 487.449351 = -12035.333888 nChanged 50 SP:Iteration 1F (9100.500000 sec): 3 clusters Score: Raw -12570.884273 + Penalty 487.449351 = -12083.434922 nChanged 10 SP:Iteration 2Q (9100.630000 sec): 3 clusters Score: Raw -12590.928738 + Penalty 487.449351 = -12103.479387 nChanged 7 SP:Iteration 3Q (9100.760000 sec): 3 clusters Score: Raw -12597.693407 + Penalty 487.449351 = -12110.244056 nChanged 4 SP:Iteration 4Q (9100.890000 sec): 3 clusters Score: Raw -12602.573257 + Penalty 487.449351 = -12115.123906 nChanged 2 SP:Iteration 5Q (9101.020000 sec): 3 clusters Score: Raw -12603.482742 + Penalty 487.449351 = -12116.033391 nChanged 0 SP:Iteration 6F (9101.140000 sec): 3 clusters Score: Raw -12603.482742 + Penalty 487.449351 = -12116.033391 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 44 (106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9101.200000 sec): 2 clusters Score: Raw -5160.819614 + Penalty 212.186479 = -4948.633135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9101.330000 sec): 3 clusters Score: Raw -5158.915890 + Penalty 424.372958 = -4734.542932 nChanged 27 SP:Iteration 1F (9101.460000 sec): 3 clusters Score: Raw -5203.468155 + Penalty 424.372958 = -4779.095197 nChanged 8 SP:Iteration 2F (9101.590000 sec): 3 clusters Score: Raw -5227.082563 + Penalty 424.372958 = -4802.709606 nChanged 4 SP:Iteration 3Q (9101.720000 sec): 3 clusters Score: Raw -5241.711951 + Penalty 424.372958 = -4817.338994 nChanged 4 SP:Iteration 4Q (9101.840000 sec): 3 clusters Score: Raw -5250.252552 + Penalty 424.372958 = -4825.879594 nChanged 1 SP:Iteration 5Q (9101.970000 sec): 3 clusters Score: Raw -5251.829479 + Penalty 424.372958 = -4827.456521 nChanged 0 SP:Iteration 6F (9102.100000 sec): 3 clusters Score: Raw -5251.829479 + Penalty 424.372958 = -4827.456521 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 45 (139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9102.160000 sec): 2 clusters Score: Raw -6480.887205 + Penalty 224.518564 = -6256.368641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9102.310000 sec): 3 clusters Score: Raw -6444.796204 + Penalty 449.037128 = -5995.759076 nChanged 32 SP:Iteration 1F (9102.440000 sec): 3 clusters Score: Raw -6491.151033 + Penalty 449.037128 = -6042.113905 nChanged 8 SP:Iteration 2F (9102.620000 sec): 3 clusters Score: Raw -6515.326006 + Penalty 449.037128 = -6066.288878 nChanged 4 SP:Iteration 3Q (9102.800000 sec): 3 clusters Score: Raw -6520.532921 + Penalty 449.037128 = -6071.495793 nChanged 1 SP:Iteration 4Q (9102.960000 sec): 3 clusters Score: Raw -6521.629673 + Penalty 449.037128 = -6072.592545 nChanged 0 SP:Iteration 5F (9103.160000 sec): 3 clusters Score: Raw -6521.629673 + Penalty 449.037128 = -6072.592545 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 46 (120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9103.250000 sec): 2 clusters Score: Raw -6478.892053 + Penalty 217.830874 = -6261.061179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9103.430000 sec): 3 clusters Score: Raw -6479.506337 + Penalty 435.661749 = -6043.844588 nChanged 31 SP:Iteration 1F (9103.590000 sec): 3 clusters Score: Raw -6546.594973 + Penalty 435.661749 = -6110.933224 nChanged 9 SP:Iteration 2F (9103.790000 sec): 3 clusters Score: Raw -6573.426150 + Penalty 435.661749 = -6137.764401 nChanged 1 SP:Iteration 3Q (9103.960000 sec): 3 clusters Score: Raw -6577.134088 + Penalty 435.661749 = -6141.472340 nChanged 1 SP:Iteration 4Q (9104.150000 sec): 3 clusters Score: Raw -6584.445410 + Penalty 435.661749 = -6148.783661 nChanged 2 SP:Iteration 5Q (9104.290000 sec): 3 clusters Score: Raw -6596.324227 + Penalty 435.661749 = -6160.662478 nChanged 3 SP:Iteration 6Q (9104.520000 sec): 3 clusters Score: Raw -6614.992851 + Penalty 435.661749 = -6179.331102 nChanged 3 SP:Iteration 7Q (9104.690000 sec): 3 clusters Score: Raw -6634.943156 + Penalty 435.661749 = -6199.281407 nChanged 3 SP:Iteration 8Q (9104.860000 sec): 3 clusters Score: Raw -6649.378293 + Penalty 435.661749 = -6213.716544 nChanged 1 SP:Iteration 9Q (9105.050000 sec): 3 clusters Score: Raw -6652.049562 + Penalty 435.661749 = -6216.387814 nChanged 0 SP:Iteration 10F (9105.250000 sec): 3 clusters Score: Raw -6652.049562 + Penalty 435.661749 = -6216.387814 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 47 (85 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9105.320000 sec): 2 clusters Score: Raw -4118.899588 + Penalty 202.140632 = -3916.758955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9105.450000 sec): 3 clusters Score: Raw -4165.099870 + Penalty 404.281264 = -3760.818605 nChanged 17 SP:Iteration 1F (9105.600000 sec): 3 clusters Score: Raw -4202.157316 + Penalty 404.281264 = -3797.876052 nChanged 4 SP:Iteration 2Q (9105.740000 sec): 3 clusters Score: Raw -4209.890229 + Penalty 404.281264 = -3805.608965 nChanged 0 SP:Iteration 3F (9105.870000 sec): 3 clusters Score: Raw -4209.890229 + Penalty 404.281264 = -3805.608965 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 48 (56 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9105.940000 sec): 2 clusters Score: Raw -2363.127252 + Penalty 183.153502 = -2179.973750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9106.070000 sec): 3 clusters Score: Raw -2422.743414 + Penalty 366.307004 = -2056.436410 nChanged 5 SP:Iteration 1F (9106.200000 sec): 3 clusters Score: Raw -2438.088740 + Penalty 366.307004 = -2071.781736 nChanged 2 SP:Iteration 2Q (9106.330000 sec): 3 clusters Score: Raw -2453.445588 + Penalty 366.307004 = -2087.138584 nChanged 0 SP:Iteration 3F (9106.470000 sec): 3 clusters Score: Raw -2453.445588 + Penalty 366.307004 = -2087.138584 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 49 (53 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9106.530000 sec): 2 clusters Score: Raw -2158.699996 + Penalty 180.648282 = -1978.051714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9106.660000 sec): 3 clusters Score: Raw -2190.922548 + Penalty 361.296564 = -1829.625984 nChanged 6 SP:Iteration 1F (9106.790000 sec): 3 clusters Score: Raw -2217.848708 + Penalty 361.296564 = -1856.552144 nChanged 1 SP:Iteration 2Q (9106.930000 sec): 3 clusters Score: Raw -2219.028318 + Penalty 361.296564 = -1857.731754 nChanged 0 SP:Iteration 3F (9107.070000 sec): 3 clusters Score: Raw -2219.028318 + Penalty 361.296564 = -1857.731754 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 50 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9107.140000 sec): 2 clusters Score: Raw -18974.340901 + Penalty 268.069812 = -18706.271089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9107.290000 sec): 3 clusters Score: Raw -18872.497144 + Penalty 536.139623 = -18336.357520 nChanged 122 SP:Iteration 1F (9107.410000 sec): 3 clusters Score: Raw -18987.755558 + Penalty 536.139623 = -18451.615934 nChanged 32 SP:Iteration 2F (9107.550000 sec): 3 clusters Score: Raw -19013.730552 + Penalty 536.139623 = -18477.590929 nChanged 13 SP:Iteration 3Q (9107.680000 sec): 3 clusters Score: Raw -19028.467924 + Penalty 536.139623 = -18492.328301 nChanged 11 SP:Iteration 4Q (9107.850000 sec): 3 clusters Score: Raw -19043.533815 + Penalty 536.139623 = -18507.394192 nChanged 7 SP:Iteration 5Q (9108.030000 sec): 3 clusters Score: Raw -19051.724224 + Penalty 536.139623 = -18515.584601 nChanged 3 SP:Iteration 6Q (9108.230000 sec): 3 clusters Score: Raw -19053.489254 + Penalty 536.139623 = -18517.349631 nChanged 0 SP:Iteration 7F (9108.400000 sec): 3 clusters Score: Raw -19053.489254 + Penalty 536.139623 = -18517.349631 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 51 (176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9108.530000 sec): 2 clusters Score: Raw -6332.707948 + Penalty 235.257022 = -6097.450926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9108.630000 sec): 3 clusters Score: Raw -6329.328247 + Penalty 470.514044 = -5858.814204 nChanged 56 SP:Iteration 1F (9108.770000 sec): 3 clusters Score: Raw -6449.656316 + Penalty 470.514044 = -5979.142272 nChanged 13 SP:Iteration 2F (9108.870000 sec): 3 clusters Score: Raw -6483.845517 + Penalty 470.514044 = -6013.331473 nChanged 5 SP:Iteration 3Q (9108.970000 sec): 3 clusters Score: Raw -6499.443810 + Penalty 470.514044 = -6028.929767 nChanged 1 SP:Iteration 4Q (9109.060000 sec): 3 clusters Score: Raw -6501.348615 + Penalty 470.514044 = -6030.834572 nChanged 0 SP:Iteration 5F (9109.160000 sec): 3 clusters Score: Raw -6501.348615 + Penalty 470.514044 = -6030.834572 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 52 (119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9109.210000 sec): 2 clusters Score: Raw -5477.604736 + Penalty 217.450119 = -5260.154617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9109.300000 sec): 3 clusters Score: Raw -5463.706156 + Penalty 434.900238 = -5028.805918 nChanged 27 SP:Iteration 1F (9109.400000 sec): 3 clusters Score: Raw -5541.955683 + Penalty 434.900238 = -5107.055445 nChanged 8 SP:Iteration 2F (9109.490000 sec): 3 clusters Score: Raw -5557.091538 + Penalty 434.900238 = -5122.191300 nChanged 3 SP:Iteration 3Q (9109.590000 sec): 3 clusters Score: Raw -5560.077000 + Penalty 434.900238 = -5125.176763 nChanged 2 SP:Iteration 4Q (9109.690000 sec): 3 clusters Score: Raw -5564.507825 + Penalty 434.900238 = -5129.607587 nChanged 3 SP:Iteration 5Q (9109.800000 sec): 3 clusters Score: Raw -5571.997919 + Penalty 434.900238 = -5137.097681 nChanged 3 SP:Iteration 6Q (9109.930000 sec): 3 clusters Score: Raw -5576.726901 + Penalty 434.900238 = -5141.826663 nChanged 0 SP:Iteration 7F (9110.040000 sec): 3 clusters Score: Raw -5576.726901 + Penalty 434.900238 = -5141.826663 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 53 (313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9110.080000 sec): 2 clusters Score: Raw -18245.392902 + Penalty 261.452245 = -17983.940657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9110.180000 sec): 3 clusters Score: Raw -18148.051025 + Penalty 522.904490 = -17625.146535 nChanged 91 SP:Iteration 1F (9110.270000 sec): 3 clusters Score: Raw -18242.210293 + Penalty 522.904490 = -17719.305802 nChanged 24 SP:Iteration 2F (9110.370000 sec): 3 clusters Score: Raw -18276.173422 + Penalty 522.904490 = -17753.268931 nChanged 10 SP:Iteration 3Q (9110.540000 sec): 3 clusters Score: Raw -18291.284145 + Penalty 522.904490 = -17768.379654 nChanged 4 SP:Iteration 4Q (9110.750000 sec): 3 clusters Score: Raw -18300.433763 + Penalty 522.904490 = -17777.529272 nChanged 6 SP:Iteration 5Q (9110.940000 sec): 3 clusters Score: Raw -18307.406335 + Penalty 522.904490 = -17784.501845 nChanged 5 SP:Iteration 6Q (9111.100000 sec): 3 clusters Score: Raw -18314.051635 + Penalty 522.904490 = -17791.147145 nChanged 5 SP:Iteration 7Q (9111.310000 sec): 3 clusters Score: Raw -18319.247793 + Penalty 522.904490 = -17796.343303 nChanged 3 SP:Iteration 8Q (9111.480000 sec): 3 clusters Score: Raw -18322.775078 + Penalty 522.904490 = -17799.870587 nChanged 2 SP:Iteration 9Q (9111.640000 sec): 3 clusters Score: Raw -18324.185495 + Penalty 522.904490 = -17801.281005 nChanged 1 SP:Iteration 10Q (9111.820000 sec): 3 clusters Score: Raw -18325.195332 + Penalty 522.904490 = -17802.290842 nChanged 1 SP:Iteration 11Q (9112.010000 sec): 3 clusters Score: Raw -18326.247999 + Penalty 522.904490 = -17803.343509 nChanged 2 SP:Iteration 12Q (9112.190000 sec): 3 clusters Score: Raw -18328.569011 + Penalty 522.904490 = -17805.664521 nChanged 1 SP:Iteration 13Q (9112.390000 sec): 3 clusters Score: Raw -18328.880374 + Penalty 522.904490 = -17805.975884 nChanged 0 SP:Iteration 14F (9112.550000 sec): 3 clusters Score: Raw -18328.880374 + Penalty 522.904490 = -17805.975884 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 54 (128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9112.610000 sec): 2 clusters Score: Raw -6395.696714 + Penalty 220.767377 = -6174.929337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9112.800000 sec): 3 clusters Score: Raw -6388.108955 + Penalty 441.534754 = -5946.574201 nChanged 31 SP:Iteration 1F (9112.990000 sec): 3 clusters Score: Raw -6460.933053 + Penalty 441.534754 = -6019.398299 nChanged 9 SP:Iteration 2F (9113.090000 sec): 3 clusters Score: Raw -6478.582032 + Penalty 441.534754 = -6037.047278 nChanged 6 SP:Iteration 3Q (9113.210000 sec): 3 clusters Score: Raw -6488.927690 + Penalty 441.534754 = -6047.392936 nChanged 2 SP:Iteration 4Q (9113.330000 sec): 3 clusters Score: Raw -6494.226114 + Penalty 441.534754 = -6052.691360 nChanged 2 SP:Iteration 5Q (9113.440000 sec): 3 clusters Score: Raw -6505.862222 + Penalty 441.534754 = -6064.327468 nChanged 2 SP:Iteration 6Q (9113.570000 sec): 3 clusters Score: Raw -6516.644124 + Penalty 441.534754 = -6075.109370 nChanged 3 SP:Iteration 7Q (9113.690000 sec): 3 clusters Score: Raw -6521.189767 + Penalty 441.534754 = -6079.655013 nChanged 1 SP:Iteration 8Q (9113.820000 sec): 3 clusters Score: Raw -6524.213042 + Penalty 441.534754 = -6082.678288 nChanged 3 SP:Iteration 9Q (9113.950000 sec): 3 clusters Score: Raw -6531.317443 + Penalty 441.534754 = -6089.782689 nChanged 1 SP:Iteration 10Q (9114.080000 sec): 3 clusters Score: Raw -6533.151179 + Penalty 441.534754 = -6091.616425 nChanged 0 SP:Iteration 11F (9114.210000 sec): 3 clusters Score: Raw -6537.658698 + Penalty 441.534754 = -6096.123944 nChanged 1 SP:Iteration 12Q (9114.330000 sec): 3 clusters Score: Raw -6572.377445 + Penalty 441.534754 = -6130.842691 nChanged 4 SP:Iteration 13Q (9114.460000 sec): 3 clusters Score: Raw -6604.930443 + Penalty 441.534754 = -6163.395689 nChanged 2 SP:Iteration 14Q (9114.590000 sec): 3 clusters Score: Raw -6607.115964 + Penalty 441.534754 = -6165.581210 nChanged 0 SP:Iteration 15F (9114.720000 sec): 3 clusters Score: Raw -6607.115964 + Penalty 441.534754 = -6165.581210 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 55 (159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9114.780000 sec): 2 clusters Score: Raw -6903.630392 + Penalty 230.635141 = -6672.995250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9114.910000 sec): 3 clusters Score: Raw -6927.441422 + Penalty 461.270282 = -6466.171140 nChanged 48 SP:Iteration 1F (9115.040000 sec): 3 clusters Score: Raw -7009.512089 + Penalty 461.270282 = -6548.241807 nChanged 11 SP:Iteration 2F (9115.170000 sec): 3 clusters Score: Raw -7028.415445 + Penalty 461.270282 = -6567.145162 nChanged 4 SP:Iteration 3Q (9115.290000 sec): 3 clusters Score: Raw -7039.392611 + Penalty 461.270282 = -6578.122328 nChanged 7 SP:Iteration 4Q (9115.420000 sec): 3 clusters Score: Raw -7055.400135 + Penalty 461.270282 = -6594.129852 nChanged 4 SP:Iteration 5Q (9115.590000 sec): 3 clusters Score: Raw -7067.171343 + Penalty 461.270282 = -6605.901061 nChanged 3 SP:Iteration 6Q (9115.790000 sec): 3 clusters Score: Raw -7079.181144 + Penalty 461.270282 = -6617.910862 nChanged 0 SP:Iteration 7F (9115.970000 sec): 3 clusters Score: Raw -7079.181144 + Penalty 461.270282 = -6617.910862 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 56 (108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9116.080000 sec): 2 clusters Score: Raw -4961.638741 + Penalty 213.036971 = -4748.601770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9116.290000 sec): 3 clusters Score: Raw -4965.717879 + Penalty 426.073942 = -4539.643937 nChanged 20 SP:Iteration 1F (9116.420000 sec): 3 clusters Score: Raw -5032.788405 + Penalty 426.073942 = -4606.714463 nChanged 8 SP:Iteration 2F (9116.520000 sec): 3 clusters Score: Raw -5055.195584 + Penalty 426.073942 = -4629.121642 nChanged 2 SP:Iteration 3Q (9116.640000 sec): 3 clusters Score: Raw -5057.497050 + Penalty 426.073942 = -4631.423108 nChanged 2 SP:Iteration 4Q (9116.770000 sec): 3 clusters Score: Raw -5060.301624 + Penalty 426.073942 = -4634.227682 nChanged 1 SP:Iteration 5Q (9116.900000 sec): 3 clusters Score: Raw -5061.769842 + Penalty 426.073942 = -4635.695901 nChanged 0 SP:Iteration 6F (9117.030000 sec): 3 clusters Score: Raw -5061.769842 + Penalty 426.073942 = -4635.695901 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 57 (169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9117.090000 sec): 2 clusters Score: Raw -6388.725033 + Penalty 233.410392 = -6155.314642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9117.220000 sec): 3 clusters Score: Raw -6357.503683 + Penalty 466.820783 = -5890.682900 nChanged 45 SP:Iteration 1F (9117.360000 sec): 3 clusters Score: Raw -6484.665473 + Penalty 466.820783 = -6017.844690 nChanged 12 SP:Iteration 2F (9117.490000 sec): 3 clusters Score: Raw -6515.256810 + Penalty 466.820783 = -6048.436027 nChanged 5 SP:Iteration 3Q (9117.620000 sec): 3 clusters Score: Raw -6534.409247 + Penalty 466.820783 = -6067.588464 nChanged 5 SP:Iteration 4Q (9117.740000 sec): 3 clusters Score: Raw -6556.266368 + Penalty 466.820783 = -6089.445585 nChanged 1 SP:Iteration 5Q (9117.870000 sec): 3 clusters Score: Raw -6557.957301 + Penalty 466.820783 = -6091.136518 nChanged 0 SP:Iteration 6F (9118.000000 sec): 3 clusters Score: Raw -6557.957301 + Penalty 466.820783 = -6091.136518 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 58 (271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9118.060000 sec): 2 clusters Score: Raw -15015.651748 + Penalty 254.896406 = -14760.755341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9118.190000 sec): 3 clusters Score: Raw -14930.901545 + Penalty 509.792813 = -14421.108733 nChanged 86 SP:Iteration 1F (9118.320000 sec): 3 clusters Score: Raw -15014.408144 + Penalty 509.792813 = -14504.615331 nChanged 15 SP:Iteration 2F (9118.450000 sec): 3 clusters Score: Raw -15032.133602 + Penalty 509.792813 = -14522.340789 nChanged 11 SP:Iteration 3Q (9118.570000 sec): 3 clusters Score: Raw -15053.681757 + Penalty 509.792813 = -14543.888944 nChanged 7 SP:Iteration 4Q (9118.700000 sec): 3 clusters Score: Raw -15062.962460 + Penalty 509.792813 = -14553.169647 nChanged 5 SP:Iteration 5Q (9118.850000 sec): 3 clusters Score: Raw -15070.528303 + Penalty 509.792813 = -14560.735491 nChanged 4 SP:Iteration 6Q (9119.010000 sec): 3 clusters Score: Raw -15072.949925 + Penalty 509.792813 = -14563.157112 nChanged 4 SP:Iteration 7Q (9119.190000 sec): 3 clusters Score: Raw -15077.796433 + Penalty 509.792813 = -14568.003621 nChanged 2 SP:Iteration 8Q (9119.400000 sec): 3 clusters Score: Raw -15080.103742 + Penalty 509.792813 = -14570.310930 nChanged 1 SP:Iteration 9Q (9119.550000 sec): 3 clusters Score: Raw -15081.939861 + Penalty 509.792813 = -14572.147048 nChanged 3 SP:Iteration 10Q (9119.700000 sec): 3 clusters Score: Raw -15087.093932 + Penalty 509.792813 = -14577.301120 nChanged 3 SP:Iteration 11Q (9119.890000 sec): 3 clusters Score: Raw -15090.673366 + Penalty 509.792813 = -14580.880554 nChanged 1 SP:Iteration 12Q (9120.070000 sec): 3 clusters Score: Raw -15091.039336 + Penalty 509.792813 = -14581.246524 nChanged 1 SP:Iteration 13Q (9120.230000 sec): 3 clusters Score: Raw -15092.037933 + Penalty 509.792813 = -14582.245120 nChanged 0 SP:Iteration 14F (9120.390000 sec): 3 clusters Score: Raw -15092.037933 + Penalty 509.792813 = -14582.245120 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 59 (44 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9120.440000 sec): 2 clusters Score: Raw -2125.696573 + Penalty 172.180628 = -1953.515944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9120.620000 sec): 3 clusters Score: Raw -2172.117833 + Penalty 344.361257 = -1827.756576 nChanged 3 SP:Iteration 1F (9120.780000 sec): 3 clusters Score: Raw -2179.484376 + Penalty 344.361257 = -1835.123119 nChanged 1 SP:Iteration 2Q (9120.950000 sec): 3 clusters Score: Raw -2181.040763 + Penalty 344.361257 = -1836.679506 nChanged 1 SP:Iteration 3Q (9121.160000 sec): 3 clusters Score: Raw -2185.699948 + Penalty 344.361257 = -1841.338692 nChanged 0 SP:Iteration 4F (9121.290000 sec): 3 clusters Score: Raw -2185.699948 + Penalty 344.361257 = -1841.338692 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 60 (68 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9121.400000 sec): 2 clusters Score: Raw -2364.380628 + Penalty 191.987601 = -2172.393028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9121.570000 sec): 3 clusters Score: Raw -2397.052815 + Penalty 383.975201 = -2013.077614 nChanged 10 SP:Iteration 1F (9121.730000 sec): 3 clusters Score: Raw -2432.793383 + Penalty 383.975201 = -2048.818182 nChanged 2 SP:Iteration 2Q (9121.870000 sec): 3 clusters Score: Raw -2439.383862 + Penalty 383.975201 = -2055.408660 nChanged 1 SP:Iteration 3Q (9122.000000 sec): 3 clusters Score: Raw -2443.559966 + Penalty 383.975201 = -2059.584765 nChanged 0 SP:Iteration 4F (9122.140000 sec): 3 clusters Score: Raw -2443.559966 + Penalty 383.975201 = -2059.584765 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 61 (154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9122.200000 sec): 2 clusters Score: Raw -6871.138065 + Penalty 229.181343 = -6641.956722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9122.330000 sec): 3 clusters Score: Raw -6857.966274 + Penalty 458.362687 = -6399.603588 nChanged 32 SP:Iteration 1F (9122.460000 sec): 3 clusters Score: Raw -6904.471685 + Penalty 458.362687 = -6446.108999 nChanged 6 SP:Iteration 2Q (9122.600000 sec): 3 clusters Score: Raw -6919.450381 + Penalty 458.362687 = -6461.087695 nChanged 3 SP:Iteration 3Q (9122.730000 sec): 3 clusters Score: Raw -6928.095137 + Penalty 458.362687 = -6469.732450 nChanged 2 SP:Iteration 4Q (9122.860000 sec): 3 clusters Score: Raw -6930.068033 + Penalty 458.362687 = -6471.705346 nChanged 1 SP:Iteration 5Q (9122.990000 sec): 3 clusters Score: Raw -6936.013126 + Penalty 458.362687 = -6477.650439 nChanged 1 SP:Iteration 6Q (9123.120000 sec): 3 clusters Score: Raw -6936.686650 + Penalty 458.362687 = -6478.323963 nChanged 0 SP:Iteration 7F (9123.240000 sec): 3 clusters Score: Raw -6936.686650 + Penalty 458.362687 = -6478.323963 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 62 (38 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9123.310000 sec): 2 clusters Score: Raw -1525.276225 + Penalty 165.510170 = -1359.766055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9123.430000 sec): 3 clusters Score: Raw -1620.072013 + Penalty 331.020341 = -1289.051672 nChanged 4 SP:Iteration 1F (9123.560000 sec): 3 clusters Score: Raw -1639.467202 + Penalty 331.020341 = -1308.446862 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 63 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9123.620000 sec): 2 clusters Score: Raw -14132.734293 + Penalty 251.948709 = -13880.785584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9123.750000 sec): 3 clusters Score: Raw -14064.067983 + Penalty 503.897418 = -13560.170565 nChanged 67 SP:Iteration 1F (9123.880000 sec): 3 clusters Score: Raw -14152.724620 + Penalty 503.897418 = -13648.827202 nChanged 18 SP:Iteration 2F (9124.010000 sec): 3 clusters Score: Raw -14180.384755 + Penalty 503.897418 = -13676.487336 nChanged 15 SP:Iteration 3F (9124.210000 sec): 3 clusters Score: Raw -14210.276939 + Penalty 503.897418 = -13706.379520 nChanged 5 SP:Iteration 4Q (9124.420000 sec): 3 clusters Score: Raw -14217.190264 + Penalty 503.897418 = -13713.292846 nChanged 4 SP:Iteration 5Q (9124.590000 sec): 3 clusters Score: Raw -14222.890130 + Penalty 503.897418 = -13718.992712 nChanged 2 SP:Iteration 6Q (9124.790000 sec): 3 clusters Score: Raw -14224.357825 + Penalty 503.897418 = -13720.460407 nChanged 2 SP:Iteration 7Q (9124.960000 sec): 3 clusters Score: Raw -14228.952388 + Penalty 503.897418 = -13725.054970 nChanged 3 SP:Iteration 8Q (9125.080000 sec): 3 clusters Score: Raw -14231.653281 + Penalty 503.897418 = -13727.755863 nChanged 1 SP:Iteration 9Q (9125.190000 sec): 3 clusters Score: Raw -14232.047524 + Penalty 503.897418 = -13728.150105 nChanged 0 SP:Iteration 10F (9125.300000 sec): 3 clusters Score: Raw -14232.047524 + Penalty 503.897418 = -13728.150105 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 64 (137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9125.360000 sec): 2 clusters Score: Raw -6335.398129 + Penalty 223.859132 = -6111.538997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9125.460000 sec): 3 clusters Score: Raw -6317.530278 + Penalty 447.718264 = -5869.812014 nChanged 34 SP:Iteration 1F (9125.580000 sec): 3 clusters Score: Raw -6398.813579 + Penalty 447.718264 = -5951.095315 nChanged 13 SP:Iteration 2F (9125.690000 sec): 3 clusters Score: Raw -6437.700282 + Penalty 447.718264 = -5989.982018 nChanged 4 SP:Iteration 3Q (9125.800000 sec): 3 clusters Score: Raw -6445.449425 + Penalty 447.718264 = -5997.731161 nChanged 3 SP:Iteration 4Q (9125.910000 sec): 3 clusters Score: Raw -6448.474466 + Penalty 447.718264 = -6000.756202 nChanged 0 SP:Iteration 5F (9126.020000 sec): 3 clusters Score: Raw -6448.474466 + Penalty 447.718264 = -6000.756202 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 65 (94 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9126.080000 sec): 2 clusters Score: Raw -4205.535646 + Penalty 206.719913 = -3998.815733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9126.190000 sec): 3 clusters Score: Raw -4239.169548 + Penalty 413.439825 = -3825.729723 nChanged 14 SP:Iteration 1F (9126.300000 sec): 3 clusters Score: Raw -4262.976381 + Penalty 413.439825 = -3849.536556 nChanged 1 SP:Iteration 2Q (9126.420000 sec): 3 clusters Score: Raw -4264.644938 + Penalty 413.439825 = -3851.205113 nChanged 0 SP:Iteration 3F (9126.530000 sec): 3 clusters Score: Raw -4264.644938 + Penalty 413.439825 = -3851.205113 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 66 (73 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9126.580000 sec): 2 clusters Score: Raw -3854.931837 + Penalty 195.215905 = -3659.715932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9126.700000 sec): 3 clusters Score: Raw -3872.256368 + Penalty 390.431809 = -3481.824559 nChanged 8 SP:Iteration 1F (9126.810000 sec): 3 clusters Score: Raw -3887.938493 + Penalty 390.431809 = -3497.506684 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 67 (135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9126.860000 sec): 2 clusters Score: Raw -7840.608807 + Penalty 223.190002 = -7617.418805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9127.000000 sec): 3 clusters Score: Raw -7835.842627 + Penalty 446.380005 = -7389.462623 nChanged 29 SP:Iteration 1F (9127.170000 sec): 3 clusters Score: Raw -7886.661024 + Penalty 446.380005 = -7440.281020 nChanged 3 SP:Iteration 2Q (9127.260000 sec): 3 clusters Score: Raw -7897.591624 + Penalty 446.380005 = -7451.211620 nChanged 4 SP:Iteration 3Q (9127.480000 sec): 3 clusters Score: Raw -7902.007995 + Penalty 446.380005 = -7455.627990 nChanged 1 SP:Iteration 4Q (9127.650000 sec): 3 clusters Score: Raw -7903.564913 + Penalty 446.380005 = -7457.184908 nChanged 1 SP:Iteration 5Q (9127.810000 sec): 3 clusters Score: Raw -7904.818330 + Penalty 446.380005 = -7458.438325 nChanged 1 SP:Iteration 6Q (9128.030000 sec): 3 clusters Score: Raw -7909.330613 + Penalty 446.380005 = -7462.950608 nChanged 2 SP:Iteration 7Q (9128.160000 sec): 3 clusters Score: Raw -7923.583921 + Penalty 446.380005 = -7477.203916 nChanged 1 SP:Iteration 8Q (9128.350000 sec): 3 clusters Score: Raw -7925.508366 + Penalty 446.380005 = -7479.128361 nChanged 0 SP:Iteration 9F (9128.520000 sec): 3 clusters Score: Raw -7925.508366 + Penalty 446.380005 = -7479.128361 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 68 (52 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9128.620000 sec): 2 clusters Score: Raw -1866.228534 + Penalty 179.781589 = -1686.446944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9128.800000 sec): 3 clusters Score: Raw -1920.464152 + Penalty 359.563178 = -1560.900973 nChanged 9 SP:Iteration 1F (9128.940000 sec): 3 clusters Score: Raw -1955.688913 + Penalty 359.563178 = -1596.125735 nChanged 1 SP:Iteration 2Q (9129.110000 sec): 3 clusters Score: Raw -1970.464469 + Penalty 359.563178 = -1610.901291 nChanged 0 SP:Iteration 3F (9129.320000 sec): 3 clusters Score: Raw -1970.464469 + Penalty 359.563178 = -1610.901291 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 69 (93 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9129.370000 sec): 2 clusters Score: Raw -4404.401875 + Penalty 206.233277 = -4198.168598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9129.570000 sec): 3 clusters Score: Raw -4422.418242 + Penalty 412.466554 = -4009.951688 nChanged 14 SP:Iteration 1F (9129.730000 sec): 3 clusters Score: Raw -4453.910780 + Penalty 412.466554 = -4041.444226 nChanged 4 SP:Iteration 2Q (9129.910000 sec): 3 clusters Score: Raw -4463.414513 + Penalty 412.466554 = -4050.947960 nChanged 4 SP:Iteration 3Q (9130.110000 sec): 3 clusters Score: Raw -4470.665706 + Penalty 412.466554 = -4058.199152 nChanged 1 SP:Iteration 4Q (9130.220000 sec): 3 clusters Score: Raw -4473.110996 + Penalty 412.466554 = -4060.644442 nChanged 0 SP:Iteration 5F (9130.330000 sec): 3 clusters Score: Raw -4473.110996 + Penalty 412.466554 = -4060.644442 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 70 (84 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9130.390000 sec): 2 clusters Score: Raw -3918.265489 + Penalty 201.602164 = -3716.663324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9130.510000 sec): 3 clusters Score: Raw -3924.929158 + Penalty 403.204329 = -3521.724830 nChanged 10 SP:Iteration 1F (9130.620000 sec): 3 clusters Score: Raw -3954.475980 + Penalty 403.204329 = -3551.271652 nChanged 2 SP:Iteration 2Q (9130.740000 sec): 3 clusters Score: Raw -3961.310306 + Penalty 403.204329 = -3558.105977 nChanged 1 SP:Iteration 3Q (9130.890000 sec): 3 clusters Score: Raw -3963.180318 + Penalty 403.204329 = -3559.975989 nChanged 2 SP:Iteration 4Q (9131.000000 sec): 3 clusters Score: Raw -3972.751961 + Penalty 403.204329 = -3569.547632 nChanged 0 SP:Iteration 5F (9131.110000 sec): 3 clusters Score: Raw -3972.751961 + Penalty 403.204329 = -3569.547632 nChanged 0 Memory request: 0.00 GB would take us to total of 1.54 GB. Trying to split cluster 71 (133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (9131.170000 sec): 2 clusters Score: Raw -7472.236699 + Penalty 222.510885 = -7249.725814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (9131.280000 sec): 3 clusters Score: Raw -7453.307827 + Penalty 445.021771 = -7008.286056 nChanged 29 SP:Iteration 1F (9131.390000 sec): 3 clusters Score: Raw -7489.362777 + Penalty 445.021771 = -7044.341006 nChanged 10 SP:Iteration 2F (9131.500000 sec): 3 clusters Score: Raw -7511.776998 + Penalty 445.021771 = -7066.755227 nChanged 3 SP:Iteration 3Q (9131.610000 sec): 3 clusters Score: Raw -7517.001094 + Penalty 445.021771 = -7071.979323 nChanged 0 SP:Iteration 4F (9131.730000 sec): 3 clusters Score: Raw -7517.001094 + Penalty 445.021771 = -7071.979323 nChanged 0 ------ Evaluating fit on full set of 694882 points ------ Score: Raw -39659967.255769 + Penalty 43455.062112 = -39616512.193658 Time taken for this iteration:6740.930000 seconds. 21->72 Clusters: Score -39616512.193658, best is -39377230.513703 THE BEST YET! Main iterations: 0 (time per iteration =inf ms) Total iterations: 16228 (time per iteration =171.518318 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 46478482992.000000 (time per metric unit =59.885760ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 557741795904.000000 (time per metric unit=4990.479987ps) That took 2783.399271 seconds.