FileBase /isis1/Yuta/YutaData/YutaMouse33-150218/YutaMouse33-150218/YutaMouse33-150218 ElecNo 1 UseFeatures 11111111111111111111111100000 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 200 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 3 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB -1.000000 AlwaysSplitBimodal 1 PointsForClusterMask 0.001000 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 11.05 and 16.57 GB of RAM. Memory request: 5.52 GB would take us to total of 5.52 GB. ---------------------------------------------------------- Loaded 2463228 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... Memory request: 1.84 GB would take us to total of 7.37 GB. ------ Running on subset of 821076 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 5 (113 points): Lose 4.669281 but Gain 2212.985280 Iteration 0F (38.630000 sec): 19 clusters Score: Raw -71333191.452610 + Penalty 39833.735041 = -71293357.717569 nChanged 776659 Deleting Class 12 (279 points): Lose 335.530734 but Gain 2212.985280 Iteration 1F (52.330000 sec): 18 clusters Score: Raw -77311576.194799 + Penalty 37620.749761 = -77273955.445038 nChanged 217280 Deleting Class 14 (770 points): Lose 1187.681381 but Gain 2212.985280 Iteration 2F (65.270000 sec): 17 clusters Score: Raw -77789768.547191 + Penalty 35407.764481 = -77754360.782710 nChanged 135844 Deleting Class 7 (609 points): Lose 816.862253 but Gain 2212.985280 Iteration 3F (77.510000 sec): 16 clusters Score: Raw -78013861.284431 + Penalty 33194.779201 = -77980666.505230 nChanged 74370 Deleting Class 17 (359 points): Lose 724.823934 but Gain 2212.985280 Iteration 4F (89.020000 sec): 15 clusters Score: Raw -78173555.107830 + Penalty 30981.793921 = -78142573.313909 nChanged 38381 Iteration 5Q (93.680000 sec): 15 clusters Score: Raw -78246972.416834 + Penalty 30981.793921 = -78215990.622913 nChanged 26000 Iteration 6Q (97.640000 sec): 15 clusters Score: Raw -78270456.165328 + Penalty 30981.793921 = -78239474.371407 nChanged 20612 Iteration 7Q (101.280000 sec): 15 clusters Score: Raw -78285628.465087 + Penalty 30981.793921 = -78254646.671166 nChanged 17275 Iteration 8Q (104.760000 sec): 15 clusters Score: Raw -78296819.204330 + Penalty 30981.793921 = -78265837.410409 nChanged 14897 Iteration 9Q (108.120000 sec): 15 clusters Score: Raw -78304758.380014 + Penalty 30981.793921 = -78273776.586094 nChanged 12747 Iteration 10Q (111.400000 sec): 15 clusters Score: Raw -78310219.300169 + Penalty 30981.793921 = -78279237.506249 nChanged 10954 Iteration 11Q (114.620000 sec): 15 clusters Score: Raw -78314050.126242 + Penalty 30981.793921 = -78283068.332321 nChanged 9444 Iteration 12Q (117.800000 sec): 15 clusters Score: Raw -78316768.537278 + Penalty 30981.793921 = -78285786.743357 nChanged 8019 Iteration 13Q (121.000000 sec): 15 clusters Score: Raw -78318752.677351 + Penalty 30981.793921 = -78287770.883430 nChanged 7133 Iteration 14Q (124.130000 sec): 15 clusters Score: Raw -78320370.106419 + Penalty 30981.793921 = -78289388.312499 nChanged 6317 Iteration 15Q (127.260000 sec): 15 clusters Score: Raw -78321697.807559 + Penalty 30981.793921 = -78290716.013638 nChanged 5655 Iteration 16Q (130.370000 sec): 15 clusters Score: Raw -78322910.492813 + Penalty 30981.793921 = -78291928.698892 nChanged 5114 Iteration 17Q (133.490000 sec): 15 clusters Score: Raw -78324101.111235 + Penalty 30981.793921 = -78293119.317314 nChanged 4783 Iteration 18Q (136.620000 sec): 15 clusters Score: Raw -78325254.252517 + Penalty 30981.793921 = -78294272.458596 nChanged 4337 Iteration 19Q (139.720000 sec): 15 clusters Score: Raw -78326223.958328 + Penalty 30981.793921 = -78295242.164407 nChanged 3792 Writing temp clu file Compute initial score before splitting: Score: Raw -78326223.958328 + Penalty 30981.793921 = -78295242.164407 Memory request: 0.01 GB would take us to total of 7.38 GB. Trying to split cluster 1 (4236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.840000 sec): 2 clusters Score: Raw -383582.753198 + Penalty 1357.098390 = -382225.654808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.850000 sec): 3 clusters Score: Raw -381445.311537 + Penalty 2714.196780 = -378731.114757 nChanged 1687 SP:Iteration 1F (139.870000 sec): 3 clusters Score: Raw -382574.570303 + Penalty 2714.196780 = -379860.373524 nChanged 361 SP:Iteration 2F (139.870000 sec): 3 clusters Score: Raw -382839.092911 + Penalty 2714.196780 = -380124.896131 nChanged 259 SP:Iteration 3F (139.890000 sec): 3 clusters Score: Raw -383032.391369 + Penalty 2714.196780 = -380318.194589 nChanged 243 SP:Iteration 4F (139.890000 sec): 3 clusters Score: Raw -383183.799035 + Penalty 2714.196780 = -380469.602255 nChanged 188 SP:Iteration 5Q (139.910000 sec): 3 clusters Score: Raw -383279.209320 + Penalty 2714.196780 = -380565.012540 nChanged 145 SP:Iteration 6Q (139.920000 sec): 3 clusters Score: Raw -383355.792984 + Penalty 2714.196780 = -380641.596205 nChanged 128 SP:Iteration 7Q (139.930000 sec): 3 clusters Score: Raw -383416.169299 + Penalty 2714.196780 = -380701.972519 nChanged 107 SP:Iteration 8Q (139.940000 sec): 3 clusters Score: Raw -383465.860517 + Penalty 2714.196780 = -380751.663737 nChanged 91 SP:Iteration 9Q (139.950000 sec): 3 clusters Score: Raw -383507.848589 + Penalty 2714.196780 = -380793.651809 nChanged 88 SP:Iteration 10Q (139.960000 sec): 3 clusters Score: Raw -383549.592833 + Penalty 2714.196780 = -380835.396054 nChanged 96 SP:Iteration 11Q (139.970000 sec): 3 clusters Score: Raw -383598.221512 + Penalty 2714.196780 = -380884.024732 nChanged 104 SP:Iteration 12Q (139.980000 sec): 3 clusters Score: Raw -383660.446797 + Penalty 2714.196780 = -380946.250018 nChanged 100 SP:Iteration 13Q (139.990000 sec): 3 clusters Score: Raw -383724.739265 + Penalty 2714.196780 = -381010.542485 nChanged 113 SP:Iteration 14Q (140.000000 sec): 3 clusters Score: Raw -383804.767214 + Penalty 2714.196780 = -381090.570434 nChanged 98 SP:Iteration 15Q (140.010000 sec): 3 clusters Score: Raw -383869.049956 + Penalty 2714.196780 = -381154.853176 nChanged 83 SP:Iteration 16Q (140.020000 sec): 3 clusters Score: Raw -383927.130560 + Penalty 2714.196780 = -381212.933780 nChanged 70 SP:Iteration 17Q (140.030000 sec): 3 clusters Score: Raw -383977.895758 + Penalty 2714.196780 = -381263.698978 nChanged 64 SP:Iteration 18Q (140.040000 sec): 3 clusters Score: Raw -384018.655595 + Penalty 2714.196780 = -381304.458816 nChanged 59 SP:Iteration 19Q (140.050000 sec): 3 clusters Score: Raw -384062.406785 + Penalty 2714.196780 = -381348.210006 nChanged 47 SP:Iteration 20F (140.060000 sec): 3 clusters Score: Raw -384089.042617 + Penalty 2714.196780 = -381374.845837 nChanged 25 SP:Iteration 21Q (140.070000 sec): 3 clusters Score: Raw -384104.558640 + Penalty 2714.196780 = -381390.361860 nChanged 27 SP:Iteration 22Q (140.080000 sec): 3 clusters Score: Raw -384123.522519 + Penalty 2714.196780 = -381409.325739 nChanged 25 SP:Iteration 23Q (140.090000 sec): 3 clusters Score: Raw -384137.949598 + Penalty 2714.196780 = -381423.752818 nChanged 18 SP:Iteration 24Q (140.100000 sec): 3 clusters Score: Raw -384148.557310 + Penalty 2714.196780 = -381434.360530 nChanged 17 SP:Iteration 25Q (140.110000 sec): 3 clusters Score: Raw -384156.225437 + Penalty 2714.196780 = -381442.028657 nChanged 11 SP:Iteration 26Q (140.120000 sec): 3 clusters Score: Raw -384160.919515 + Penalty 2714.196780 = -381446.722736 nChanged 5 SP:Iteration 27Q (140.130000 sec): 3 clusters Score: Raw -384163.240940 + Penalty 2714.196780 = -381449.044160 nChanged 6 SP:Iteration 28Q (140.140000 sec): 3 clusters Score: Raw -384167.400179 + Penalty 2714.196780 = -381453.203400 nChanged 7 SP:Iteration 29Q (140.150000 sec): 3 clusters Score: Raw -384170.677102 + Penalty 2714.196780 = -381456.480322 nChanged 8 SP:Iteration 30Q (140.160000 sec): 3 clusters Score: Raw -384174.873617 + Penalty 2714.196780 = -381460.676838 nChanged 6 SP:Iteration 31Q (140.170000 sec): 3 clusters Score: Raw -384177.771349 + Penalty 2714.196780 = -381463.574569 nChanged 4 SP:Iteration 32Q (140.180000 sec): 3 clusters Score: Raw -384178.900882 + Penalty 2714.196780 = -381464.704102 nChanged 2 SP:Iteration 33Q (140.190000 sec): 3 clusters Score: Raw -384179.434268 + Penalty 2714.196780 = -381465.237488 nChanged 0 SP:Iteration 34F (140.200000 sec): 3 clusters Score: Raw -384179.434268 + Penalty 2714.196780 = -381465.237488 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (8505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.240000 sec): 2 clusters Score: Raw -792400.952942 + Penalty 1470.366545 = -790930.586397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.260000 sec): 3 clusters Score: Raw -787635.726404 + Penalty 2940.733089 = -784694.993315 nChanged 3710 SP:Iteration 1F (140.280000 sec): 3 clusters Score: Raw -789707.610772 + Penalty 2940.733089 = -786766.877683 nChanged 651 SP:Iteration 2F (140.300000 sec): 3 clusters Score: Raw -790082.269287 + Penalty 2940.733089 = -787141.536198 nChanged 600 SP:Iteration 3F (140.320000 sec): 3 clusters Score: Raw -790460.723750 + Penalty 2940.733089 = -787519.990661 nChanged 531 SP:Iteration 4F (140.340000 sec): 3 clusters Score: Raw -790811.078995 + Penalty 2940.733089 = -787870.345906 nChanged 480 SP:Iteration 5F (140.360000 sec): 3 clusters Score: Raw -791127.029731 + Penalty 2940.733089 = -788186.296642 nChanged 434 SP:Iteration 6F (140.380000 sec): 3 clusters Score: Raw -791425.481296 + Penalty 2940.733089 = -788484.748207 nChanged 373 SP:Iteration 7Q (140.410000 sec): 3 clusters Score: Raw -791686.794259 + Penalty 2940.733089 = -788746.061170 nChanged 340 SP:Iteration 8Q (140.430000 sec): 3 clusters Score: Raw -791886.032665 + Penalty 2940.733089 = -788945.299576 nChanged 259 SP:Iteration 9Q (140.450000 sec): 3 clusters Score: Raw -792022.788101 + Penalty 2940.733089 = -789082.055012 nChanged 222 SP:Iteration 10Q (140.470000 sec): 3 clusters Score: Raw -792135.335684 + Penalty 2940.733089 = -789194.602595 nChanged 197 SP:Iteration 11Q (140.490000 sec): 3 clusters Score: Raw -792259.678771 + Penalty 2940.733089 = -789318.945682 nChanged 179 SP:Iteration 12Q (140.510000 sec): 3 clusters Score: Raw -792360.611194 + Penalty 2940.733089 = -789419.878105 nChanged 160 SP:Iteration 13Q (140.530000 sec): 3 clusters Score: Raw -792449.416820 + Penalty 2940.733089 = -789508.683731 nChanged 152 SP:Iteration 14Q (140.550000 sec): 3 clusters Score: Raw -792521.543095 + Penalty 2940.733089 = -789580.810006 nChanged 145 SP:Iteration 15Q (140.570000 sec): 3 clusters Score: Raw -792589.546067 + Penalty 2940.733089 = -789648.812978 nChanged 121 SP:Iteration 16Q (140.590000 sec): 3 clusters Score: Raw -792643.748046 + Penalty 2940.733089 = -789703.014957 nChanged 117 SP:Iteration 17Q (140.610000 sec): 3 clusters Score: Raw -792701.920437 + Penalty 2940.733089 = -789761.187348 nChanged 121 SP:Iteration 18Q (140.630000 sec): 3 clusters Score: Raw -792760.489754 + Penalty 2940.733089 = -789819.756665 nChanged 102 SP:Iteration 19Q (140.650000 sec): 3 clusters Score: Raw -792812.404187 + Penalty 2940.733089 = -789871.671098 nChanged 101 SP:Iteration 20F (140.670000 sec): 3 clusters Score: Raw -792859.316440 + Penalty 2940.733089 = -789918.583351 nChanged 80 SP:Iteration 21Q (140.690000 sec): 3 clusters Score: Raw -792892.928663 + Penalty 2940.733089 = -789952.195574 nChanged 69 SP:Iteration 22Q (140.710000 sec): 3 clusters Score: Raw -792913.775117 + Penalty 2940.733089 = -789973.042028 nChanged 45 SP:Iteration 23Q (140.730000 sec): 3 clusters Score: Raw -792924.365236 + Penalty 2940.733089 = -789983.632147 nChanged 26 SP:Iteration 24Q (140.750000 sec): 3 clusters Score: Raw -792931.275110 + Penalty 2940.733089 = -789990.542021 nChanged 21 SP:Iteration 25Q (140.770000 sec): 3 clusters Score: Raw -792935.781311 + Penalty 2940.733089 = -789995.048222 nChanged 20 SP:Iteration 26Q (140.790000 sec): 3 clusters Score: Raw -792940.211254 + Penalty 2940.733089 = -789999.478165 nChanged 17 SP:Iteration 27Q (140.810000 sec): 3 clusters Score: Raw -792942.948461 + Penalty 2940.733089 = -790002.215372 nChanged 10 SP:Iteration 28Q (140.830000 sec): 3 clusters Score: Raw -792944.297320 + Penalty 2940.733089 = -790003.564231 nChanged 8 SP:Iteration 29Q (140.850000 sec): 3 clusters Score: Raw -792945.806889 + Penalty 2940.733089 = -790005.073800 nChanged 7 SP:Iteration 30Q (140.860000 sec): 3 clusters Score: Raw -792946.877469 + Penalty 2940.733089 = -790006.144380 nChanged 7 SP:Iteration 31Q (140.880000 sec): 3 clusters Score: Raw -792947.591844 + Penalty 2940.733089 = -790006.858755 nChanged 4 SP:Iteration 32Q (140.900000 sec): 3 clusters Score: Raw -792948.025467 + Penalty 2940.733089 = -790007.292378 nChanged 2 SP:Iteration 33Q (140.920000 sec): 3 clusters Score: Raw -792948.324596 + Penalty 2940.733089 = -790007.591507 nChanged 1 SP:Iteration 34Q (140.940000 sec): 3 clusters Score: Raw -792948.518163 + Penalty 2940.733089 = -790007.785074 nChanged 3 SP:Iteration 35Q (140.960000 sec): 3 clusters Score: Raw -792948.938942 + Penalty 2940.733089 = -790008.205853 nChanged 3 SP:Iteration 36Q (140.980000 sec): 3 clusters Score: Raw -792949.195475 + Penalty 2940.733089 = -790008.462386 nChanged 2 SP:Iteration 37Q (141.000000 sec): 3 clusters Score: Raw -792949.459028 + Penalty 2940.733089 = -790008.725939 nChanged 4 SP:Iteration 38Q (141.020000 sec): 3 clusters Score: Raw -792950.040893 + Penalty 2940.733089 = -790009.307804 nChanged 6 SP:Iteration 39Q (141.030000 sec): 3 clusters Score: Raw -792950.853182 + Penalty 2940.733089 = -790010.120093 nChanged 3 SP:Iteration 40F (141.060000 sec): 3 clusters Score: Raw -792951.120533 + Penalty 2940.733089 = -790010.387444 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (3131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.070000 sec): 2 clusters Score: Raw -257018.688627 + Penalty 1307.980005 = -255710.708622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.080000 sec): 3 clusters Score: Raw -255643.414382 + Penalty 2615.960009 = -253027.454372 nChanged 1220 SP:Iteration 1F (141.080000 sec): 3 clusters Score: Raw -257186.660226 + Penalty 2615.960009 = -254570.700217 nChanged 558 SP:Iteration 2F (141.090000 sec): 3 clusters Score: Raw -258970.259400 + Penalty 2615.960009 = -256354.299390 nChanged 504 SP:Iteration 3F (141.100000 sec): 3 clusters Score: Raw -260930.653402 + Penalty 2615.960009 = -258314.693393 nChanged 217 SP:Iteration 4F (141.100000 sec): 3 clusters Score: Raw -262204.663511 + Penalty 2615.960009 = -259588.703502 nChanged 103 SP:Iteration 5Q (141.110000 sec): 3 clusters Score: Raw -262645.248920 + Penalty 2615.960009 = -260029.288910 nChanged 95 SP:Iteration 6Q (141.120000 sec): 3 clusters Score: Raw -263108.947214 + Penalty 2615.960009 = -260492.987204 nChanged 101 SP:Iteration 7Q (141.120000 sec): 3 clusters Score: Raw -263671.683097 + Penalty 2615.960009 = -261055.723087 nChanged 77 SP:Iteration 8Q (141.130000 sec): 3 clusters Score: Raw -264155.618987 + Penalty 2615.960009 = -261539.658977 nChanged 60 SP:Iteration 9Q (141.130000 sec): 3 clusters Score: Raw -264968.209085 + Penalty 2615.960009 = -262352.249076 nChanged 31 SP:Iteration 10Q (141.140000 sec): 3 clusters Score: Raw -266359.966467 + Penalty 2615.960009 = -263744.006458 nChanged 4 SP:Iteration 11Q (141.140000 sec): 3 clusters Score: Raw -266366.972849 + Penalty 2615.960009 = -263751.012839 nChanged 0 SP:Iteration 12F (141.150000 sec): 3 clusters Score: Raw -266366.972849 + Penalty 2615.960009 = -263751.012839 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (22647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.260000 sec): 2 clusters Score: Raw -2097703.933088 + Penalty 1629.514684 = -2096074.418403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.320000 sec): 3 clusters Score: Raw -2083911.445813 + Penalty 3259.029368 = -2080652.416445 nChanged 10361 SP:Iteration 1F (141.380000 sec): 3 clusters Score: Raw -2089751.931852 + Penalty 3259.029368 = -2086492.902484 nChanged 1253 SP:Iteration 2F (141.440000 sec): 3 clusters Score: Raw -2090303.704324 + Penalty 3259.029368 = -2087044.674956 nChanged 1238 SP:Iteration 3F (141.490000 sec): 3 clusters Score: Raw -2090884.985152 + Penalty 3259.029368 = -2087625.955784 nChanged 1274 SP:Iteration 4F (141.550000 sec): 3 clusters Score: Raw -2091532.335827 + Penalty 3259.029368 = -2088273.306459 nChanged 1320 SP:Iteration 5F (141.610000 sec): 3 clusters Score: Raw -2092204.169026 + Penalty 3259.029368 = -2088945.139658 nChanged 1240 SP:Iteration 6F (141.670000 sec): 3 clusters Score: Raw -2092840.513984 + Penalty 3259.029368 = -2089581.484615 nChanged 1143 SP:Iteration 7F (141.730000 sec): 3 clusters Score: Raw -2093440.459970 + Penalty 3259.029368 = -2090181.430602 nChanged 1070 SP:Iteration 8Q (141.780000 sec): 3 clusters Score: Raw -2094050.929045 + Penalty 3259.029368 = -2090791.899677 nChanged 1080 SP:Iteration 9Q (141.830000 sec): 3 clusters Score: Raw -2094708.905936 + Penalty 3259.029368 = -2091449.876568 nChanged 1065 SP:Iteration 10Q (141.890000 sec): 3 clusters Score: Raw -2095420.152618 + Penalty 3259.029368 = -2092161.123250 nChanged 970 SP:Iteration 11Q (141.950000 sec): 3 clusters Score: Raw -2096115.876443 + Penalty 3259.029368 = -2092856.847074 nChanged 870 SP:Iteration 12Q (142.010000 sec): 3 clusters Score: Raw -2096799.477571 + Penalty 3259.029368 = -2093540.448202 nChanged 711 SP:Iteration 13Q (142.070000 sec): 3 clusters Score: Raw -2097360.944790 + Penalty 3259.029368 = -2094101.915422 nChanged 474 SP:Iteration 14Q (142.120000 sec): 3 clusters Score: Raw -2097725.042146 + Penalty 3259.029368 = -2094466.012778 nChanged 297 SP:Iteration 15Q (142.180000 sec): 3 clusters Score: Raw -2097947.039837 + Penalty 3259.029368 = -2094688.010468 nChanged 193 SP:Iteration 16Q (142.230000 sec): 3 clusters Score: Raw -2098088.352241 + Penalty 3259.029368 = -2094829.322873 nChanged 117 SP:Iteration 17Q (142.280000 sec): 3 clusters Score: Raw -2098171.870476 + Penalty 3259.029368 = -2094912.841108 nChanged 72 SP:Iteration 18Q (142.330000 sec): 3 clusters Score: Raw -2098221.472345 + Penalty 3259.029368 = -2094962.442976 nChanged 42 SP:Iteration 19Q (142.380000 sec): 3 clusters Score: Raw -2098252.192906 + Penalty 3259.029368 = -2094993.163538 nChanged 28 SP:Iteration 20F (142.430000 sec): 3 clusters Score: Raw -2098270.628225 + Penalty 3259.029368 = -2095011.598857 nChanged 18 SP:Iteration 21Q (142.480000 sec): 3 clusters Score: Raw -2098286.761969 + Penalty 3259.029368 = -2095027.732600 nChanged 14 SP:Iteration 22Q (142.530000 sec): 3 clusters Score: Raw -2098305.680992 + Penalty 3259.029368 = -2095046.651624 nChanged 10 SP:Iteration 23Q (142.570000 sec): 3 clusters Score: Raw -2098316.213350 + Penalty 3259.029368 = -2095057.183982 nChanged 10 SP:Iteration 24Q (142.610000 sec): 3 clusters Score: Raw -2098330.364125 + Penalty 3259.029368 = -2095071.334757 nChanged 8 SP:Iteration 25Q (142.650000 sec): 3 clusters Score: Raw -2098341.608156 + Penalty 3259.029368 = -2095082.578787 nChanged 9 SP:Iteration 26Q (142.690000 sec): 3 clusters Score: Raw -2098361.902410 + Penalty 3259.029368 = -2095102.873042 nChanged 12 SP:Iteration 27Q (142.740000 sec): 3 clusters Score: Raw -2098388.881133 + Penalty 3259.029368 = -2095129.851765 nChanged 12 SP:Iteration 28Q (142.780000 sec): 3 clusters Score: Raw -2098398.479279 + Penalty 3259.029368 = -2095139.449911 nChanged 5 SP:Iteration 29Q (142.820000 sec): 3 clusters Score: Raw -2098400.967378 + Penalty 3259.029368 = -2095141.938010 nChanged 4 SP:Iteration 30Q (142.860000 sec): 3 clusters Score: Raw -2098401.977850 + Penalty 3259.029368 = -2095142.948482 nChanged 4 SP:Iteration 31Q (142.900000 sec): 3 clusters Score: Raw -2098403.203450 + Penalty 3259.029368 = -2095144.174082 nChanged 1 SP:Iteration 32Q (142.940000 sec): 3 clusters Score: Raw -2098403.601022 + Penalty 3259.029368 = -2095144.571654 nChanged 0 SP:Iteration 33F (143.000000 sec): 3 clusters Score: Raw -2098403.601022 + Penalty 3259.029368 = -2095144.571654 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (18800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.050000 sec): 2 clusters Score: Raw -1876169.270079 + Penalty 1599.261974 = -1874570.008105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.100000 sec): 3 clusters Score: Raw -1864919.244981 + Penalty 3198.523948 = -1861720.721033 nChanged 8524 SP:Iteration 1F (143.150000 sec): 3 clusters Score: Raw -1869563.368264 + Penalty 3198.523948 = -1866364.844316 nChanged 957 SP:Iteration 2F (143.190000 sec): 3 clusters Score: Raw -1869933.044537 + Penalty 3198.523948 = -1866734.520589 nChanged 945 SP:Iteration 3F (143.240000 sec): 3 clusters Score: Raw -1870315.905523 + Penalty 3198.523948 = -1867117.381575 nChanged 921 SP:Iteration 4Q (143.290000 sec): 3 clusters Score: Raw -1870817.726453 + Penalty 3198.523948 = -1867619.202504 nChanged 1095 SP:Iteration 5F (143.330000 sec): 3 clusters Score: Raw -1871560.170732 + Penalty 3198.523948 = -1868361.646783 nChanged 1270 SP:Iteration 6F (143.380000 sec): 3 clusters Score: Raw -1872575.104827 + Penalty 3198.523948 = -1869376.580878 nChanged 1306 SP:Iteration 7F (143.430000 sec): 3 clusters Score: Raw -1873617.893599 + Penalty 3198.523948 = -1870419.369650 nChanged 1136 SP:Iteration 8F (143.470000 sec): 3 clusters Score: Raw -1874428.033221 + Penalty 3198.523948 = -1871229.509273 nChanged 913 SP:Iteration 9Q (143.520000 sec): 3 clusters Score: Raw -1874934.637507 + Penalty 3198.523948 = -1871736.113558 nChanged 605 SP:Iteration 10Q (143.570000 sec): 3 clusters Score: Raw -1875168.296194 + Penalty 3198.523948 = -1871969.772246 nChanged 362 SP:Iteration 11Q (143.620000 sec): 3 clusters Score: Raw -1875284.881324 + Penalty 3198.523948 = -1872086.357376 nChanged 258 SP:Iteration 12Q (143.660000 sec): 3 clusters Score: Raw -1875352.489479 + Penalty 3198.523948 = -1872153.965530 nChanged 180 SP:Iteration 13Q (143.710000 sec): 3 clusters Score: Raw -1875385.304318 + Penalty 3198.523948 = -1872186.780370 nChanged 139 SP:Iteration 14Q (143.750000 sec): 3 clusters Score: Raw -1875412.813007 + Penalty 3198.523948 = -1872214.289059 nChanged 118 SP:Iteration 15Q (143.800000 sec): 3 clusters Score: Raw -1875435.506237 + Penalty 3198.523948 = -1872236.982288 nChanged 104 SP:Iteration 16Q (143.840000 sec): 3 clusters Score: Raw -1875452.447521 + Penalty 3198.523948 = -1872253.923573 nChanged 95 SP:Iteration 17Q (143.890000 sec): 3 clusters Score: Raw -1875468.534104 + Penalty 3198.523948 = -1872270.010156 nChanged 88 SP:Iteration 18Q (143.930000 sec): 3 clusters Score: Raw -1875484.874266 + Penalty 3198.523948 = -1872286.350318 nChanged 89 SP:Iteration 19Q (143.980000 sec): 3 clusters Score: Raw -1875501.457228 + Penalty 3198.523948 = -1872302.933279 nChanged 93 SP:Iteration 20F (144.030000 sec): 3 clusters Score: Raw -1875518.841682 + Penalty 3198.523948 = -1872320.317734 nChanged 112 SP:Iteration 21Q (144.070000 sec): 3 clusters Score: Raw -1875541.918807 + Penalty 3198.523948 = -1872343.394859 nChanged 111 SP:Iteration 22Q (144.110000 sec): 3 clusters Score: Raw -1875565.185836 + Penalty 3198.523948 = -1872366.661888 nChanged 112 SP:Iteration 23Q (144.160000 sec): 3 clusters Score: Raw -1875587.481714 + Penalty 3198.523948 = -1872388.957766 nChanged 103 SP:Iteration 24Q (144.210000 sec): 3 clusters Score: Raw -1875609.006511 + Penalty 3198.523948 = -1872410.482563 nChanged 90 SP:Iteration 25Q (144.250000 sec): 3 clusters Score: Raw -1875625.161573 + Penalty 3198.523948 = -1872426.637625 nChanged 84 SP:Iteration 26Q (144.290000 sec): 3 clusters Score: Raw -1875640.275006 + Penalty 3198.523948 = -1872441.751058 nChanged 80 SP:Iteration 27Q (144.340000 sec): 3 clusters Score: Raw -1875653.275564 + Penalty 3198.523948 = -1872454.751616 nChanged 74 SP:Iteration 28Q (144.390000 sec): 3 clusters Score: Raw -1875665.676536 + Penalty 3198.523948 = -1872467.152587 nChanged 74 SP:Iteration 29Q (144.430000 sec): 3 clusters Score: Raw -1875676.948883 + Penalty 3198.523948 = -1872478.424935 nChanged 58 SP:Iteration 30Q (144.470000 sec): 3 clusters Score: Raw -1875684.095504 + Penalty 3198.523948 = -1872485.571555 nChanged 48 SP:Iteration 31Q (144.520000 sec): 3 clusters Score: Raw -1875689.262634 + Penalty 3198.523948 = -1872490.738686 nChanged 43 SP:Iteration 32Q (144.560000 sec): 3 clusters Score: Raw -1875694.268268 + Penalty 3198.523948 = -1872495.744320 nChanged 41 SP:Iteration 33Q (144.610000 sec): 3 clusters Score: Raw -1875698.248263 + Penalty 3198.523948 = -1872499.724315 nChanged 44 SP:Iteration 34Q (144.650000 sec): 3 clusters Score: Raw -1875703.774933 + Penalty 3198.523948 = -1872505.250985 nChanged 43 SP:Iteration 35Q (144.690000 sec): 3 clusters Score: Raw -1875708.081801 + Penalty 3198.523948 = -1872509.557853 nChanged 34 SP:Iteration 36Q (144.740000 sec): 3 clusters Score: Raw -1875712.274695 + Penalty 3198.523948 = -1872513.750747 nChanged 34 SP:Iteration 37Q (144.780000 sec): 3 clusters Score: Raw -1875717.039580 + Penalty 3198.523948 = -1872518.515631 nChanged 41 SP:Iteration 38Q (144.830000 sec): 3 clusters Score: Raw -1875722.701724 + Penalty 3198.523948 = -1872524.177775 nChanged 39 SP:Iteration 39Q (144.870000 sec): 3 clusters Score: Raw -1875726.517474 + Penalty 3198.523948 = -1872527.993526 nChanged 32 SP:Iteration 40F (144.910000 sec): 3 clusters Score: Raw -1875729.114032 + Penalty 3198.523948 = -1872530.590084 nChanged 26 SP:Iteration 41Q (144.960000 sec): 3 clusters Score: Raw -1875731.383478 + Penalty 3198.523948 = -1872532.859530 nChanged 15 SP:Iteration 42Q (145.000000 sec): 3 clusters Score: Raw -1875732.554006 + Penalty 3198.523948 = -1872534.030057 nChanged 18 SP:Iteration 43Q (145.050000 sec): 3 clusters Score: Raw -1875734.175329 + Penalty 3198.523948 = -1872535.651380 nChanged 13 SP:Iteration 44Q (145.090000 sec): 3 clusters Score: Raw -1875734.996043 + Penalty 3198.523948 = -1872536.472094 nChanged 13 SP:Iteration 45Q (145.140000 sec): 3 clusters Score: Raw -1875736.050012 + Penalty 3198.523948 = -1872537.526064 nChanged 12 SP:Iteration 46Q (145.180000 sec): 3 clusters Score: Raw -1875736.865791 + Penalty 3198.523948 = -1872538.341843 nChanged 7 SP:Iteration 47Q (145.230000 sec): 3 clusters Score: Raw -1875737.391541 + Penalty 3198.523948 = -1872538.867592 nChanged 12 SP:Iteration 48Q (145.270000 sec): 3 clusters Score: Raw -1875738.448079 + Penalty 3198.523948 = -1872539.924131 nChanged 14 SP:Iteration 49Q (145.310000 sec): 3 clusters Score: Raw -1875739.532017 + Penalty 3198.523948 = -1872541.008069 nChanged 14 SP:Iteration 50Q (145.350000 sec): 3 clusters Score: Raw -1875740.741905 + Penalty 3198.523948 = -1872542.217956 nChanged 13 SP:Iteration 51Q (145.400000 sec): 3 clusters Score: Raw -1875741.716915 + Penalty 3198.523948 = -1872543.192967 nChanged 16 SP:Iteration 52Q (145.440000 sec): 3 clusters Score: Raw -1875743.666413 + Penalty 3198.523948 = -1872545.142465 nChanged 26 SP:Iteration 53Q (145.490000 sec): 3 clusters Score: Raw -1875746.063961 + Penalty 3198.523948 = -1872547.540013 nChanged 28 SP:Iteration 54Q (145.530000 sec): 3 clusters Score: Raw -1875748.824522 + Penalty 3198.523948 = -1872550.300574 nChanged 23 SP:Iteration 55Q (145.570000 sec): 3 clusters Score: Raw -1875751.058938 + Penalty 3198.523948 = -1872552.534990 nChanged 31 SP:Iteration 56Q (145.620000 sec): 3 clusters Score: Raw -1875754.245619 + Penalty 3198.523948 = -1872555.721671 nChanged 39 SP:Iteration 57Q (145.660000 sec): 3 clusters Score: Raw -1875758.061117 + Penalty 3198.523948 = -1872559.537169 nChanged 29 SP:Iteration 58Q (145.710000 sec): 3 clusters Score: Raw -1875761.166677 + Penalty 3198.523948 = -1872562.642729 nChanged 28 SP:Iteration 59Q (145.750000 sec): 3 clusters Score: Raw -1875763.630620 + Penalty 3198.523948 = -1872565.106672 nChanged 16 SP:Iteration 60F (145.790000 sec): 3 clusters Score: Raw -1875764.733686 + Penalty 3198.523948 = -1872566.209738 nChanged 11 SP:Iteration 61Q (145.840000 sec): 3 clusters Score: Raw -1875765.704894 + Penalty 3198.523948 = -1872567.180945 nChanged 18 SP:Iteration 62Q (145.880000 sec): 3 clusters Score: Raw -1875767.004107 + Penalty 3198.523948 = -1872568.480159 nChanged 16 SP:Iteration 63Q (145.930000 sec): 3 clusters Score: Raw -1875767.754157 + Penalty 3198.523948 = -1872569.230209 nChanged 11 SP:Iteration 64Q (145.970000 sec): 3 clusters Score: Raw -1875768.470219 + Penalty 3198.523948 = -1872569.946271 nChanged 11 SP:Iteration 65Q (146.010000 sec): 3 clusters Score: Raw -1875769.307153 + Penalty 3198.523948 = -1872570.783204 nChanged 13 SP:Iteration 66Q (146.060000 sec): 3 clusters Score: Raw -1875770.315416 + Penalty 3198.523948 = -1872571.791468 nChanged 10 SP:Iteration 67Q (146.100000 sec): 3 clusters Score: Raw -1875771.102792 + Penalty 3198.523948 = -1872572.578843 nChanged 10 SP:Iteration 68Q (146.140000 sec): 3 clusters Score: Raw -1875771.692134 + Penalty 3198.523948 = -1872573.168185 nChanged 8 SP:Iteration 69Q (146.190000 sec): 3 clusters Score: Raw -1875772.289069 + Penalty 3198.523948 = -1872573.765120 nChanged 8 SP:Iteration 70Q (146.230000 sec): 3 clusters Score: Raw -1875773.135104 + Penalty 3198.523948 = -1872574.611155 nChanged 16 SP:Iteration 71Q (146.270000 sec): 3 clusters Score: Raw -1875774.189139 + Penalty 3198.523948 = -1872575.665190 nChanged 12 SP:Iteration 72Q (146.320000 sec): 3 clusters Score: Raw -1875775.027963 + Penalty 3198.523948 = -1872576.504015 nChanged 12 SP:Iteration 73Q (146.360000 sec): 3 clusters Score: Raw -1875776.034994 + Penalty 3198.523948 = -1872577.511046 nChanged 14 SP:Iteration 74Q (146.400000 sec): 3 clusters Score: Raw -1875777.630393 + Penalty 3198.523948 = -1872579.106445 nChanged 17 SP:Iteration 75Q (146.450000 sec): 3 clusters Score: Raw -1875779.268794 + Penalty 3198.523948 = -1872580.744846 nChanged 18 SP:Iteration 76Q (146.490000 sec): 3 clusters Score: Raw -1875780.875861 + Penalty 3198.523948 = -1872582.351913 nChanged 21 SP:Iteration 77Q (146.530000 sec): 3 clusters Score: Raw -1875782.208662 + Penalty 3198.523948 = -1872583.684713 nChanged 14 SP:Iteration 78Q (146.570000 sec): 3 clusters Score: Raw -1875783.255451 + Penalty 3198.523948 = -1872584.731502 nChanged 8 SP:Iteration 79Q (146.620000 sec): 3 clusters Score: Raw -1875784.045374 + Penalty 3198.523948 = -1872585.521426 nChanged 10 SP:Iteration 80F (146.670000 sec): 3 clusters Score: Raw -1875784.868509 + Penalty 3198.523948 = -1872586.344561 nChanged 12 SP:Iteration 81Q (146.710000 sec): 3 clusters Score: Raw -1875785.759415 + Penalty 3198.523948 = -1872587.235467 nChanged 8 SP:Iteration 82Q (146.750000 sec): 3 clusters Score: Raw -1875786.215542 + Penalty 3198.523948 = -1872587.691593 nChanged 7 SP:Iteration 83Q (146.800000 sec): 3 clusters Score: Raw -1875786.493390 + Penalty 3198.523948 = -1872587.969441 nChanged 7 SP:Iteration 84Q (146.840000 sec): 3 clusters Score: Raw -1875786.830131 + Penalty 3198.523948 = -1872588.306182 nChanged 4 SP:Iteration 85Q (146.880000 sec): 3 clusters Score: Raw -1875787.055706 + Penalty 3198.523948 = -1872588.531758 nChanged 3 SP:Iteration 86Q (146.930000 sec): 3 clusters Score: Raw -1875787.224007 + Penalty 3198.523948 = -1872588.700058 nChanged 2 SP:Iteration 87Q (146.970000 sec): 3 clusters Score: Raw -1875787.342276 + Penalty 3198.523948 = -1872588.818327 nChanged 2 SP:Iteration 88Q (147.010000 sec): 3 clusters Score: Raw -1875787.462399 + Penalty 3198.523948 = -1872588.938451 nChanged 1 SP:Iteration 89Q (147.050000 sec): 3 clusters Score: Raw -1875787.549959 + Penalty 3198.523948 = -1872589.026010 nChanged 2 SP:Iteration 90Q (147.100000 sec): 3 clusters Score: Raw -1875787.684439 + Penalty 3198.523948 = -1872589.160491 nChanged 1 SP:Iteration 91Q (147.140000 sec): 3 clusters Score: Raw -1875787.718534 + Penalty 3198.523948 = -1872589.194585 nChanged 0 SP:Iteration 92F (147.190000 sec): 3 clusters Score: Raw -1875787.718534 + Penalty 3198.523948 = -1872589.194585 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (2317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (147.200000 sec): 2 clusters Score: Raw -196794.485227 + Penalty 1259.054635 = -195535.430592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (147.210000 sec): 3 clusters Score: Raw -195894.391788 + Penalty 2518.109270 = -193376.282517 nChanged 843 SP:Iteration 1F (147.210000 sec): 3 clusters Score: Raw -197780.974494 + Penalty 2518.109270 = -195262.865223 nChanged 447 SP:Iteration 2F (147.220000 sec): 3 clusters Score: Raw -199825.622301 + Penalty 2518.109270 = -197307.513030 nChanged 257 SP:Iteration 3F (147.230000 sec): 3 clusters Score: Raw -200424.921158 + Penalty 2518.109270 = -197906.811888 nChanged 76 SP:Iteration 4Q (147.230000 sec): 3 clusters Score: Raw -200584.048848 + Penalty 2518.109270 = -198065.939578 nChanged 32 SP:Iteration 5Q (147.240000 sec): 3 clusters Score: Raw -200620.937047 + Penalty 2518.109270 = -198102.827777 nChanged 23 SP:Iteration 6Q (147.240000 sec): 3 clusters Score: Raw -200663.036104 + Penalty 2518.109270 = -198144.926834 nChanged 25 SP:Iteration 7Q (147.250000 sec): 3 clusters Score: Raw -200708.568829 + Penalty 2518.109270 = -198190.459559 nChanged 32 SP:Iteration 8Q (147.250000 sec): 3 clusters Score: Raw -200792.062771 + Penalty 2518.109270 = -198273.953501 nChanged 40 SP:Iteration 9Q (147.250000 sec): 3 clusters Score: Raw -200912.997795 + Penalty 2518.109270 = -198394.888524 nChanged 47 SP:Iteration 10Q (147.260000 sec): 3 clusters Score: Raw -201103.286513 + Penalty 2518.109270 = -198585.177243 nChanged 37 SP:Iteration 11Q (147.260000 sec): 3 clusters Score: Raw -201230.715664 + Penalty 2518.109270 = -198712.606394 nChanged 15 SP:Iteration 12Q (147.270000 sec): 3 clusters Score: Raw -201247.646147 + Penalty 2518.109270 = -198729.536876 nChanged 8 SP:Iteration 13Q (147.270000 sec): 3 clusters Score: Raw -201256.428471 + Penalty 2518.109270 = -198738.319200 nChanged 5 SP:Iteration 14Q (147.270000 sec): 3 clusters Score: Raw -201259.232717 + Penalty 2518.109270 = -198741.123446 nChanged 4 SP:Iteration 15Q (147.280000 sec): 3 clusters Score: Raw -201261.528174 + Penalty 2518.109270 = -198743.418904 nChanged 2 SP:Iteration 16Q (147.280000 sec): 3 clusters Score: Raw -201262.997952 + Penalty 2518.109270 = -198744.888682 nChanged 0 SP:Iteration 17F (147.290000 sec): 3 clusters Score: Raw -201262.997952 + Penalty 2518.109270 = -198744.888682 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 7. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (589243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.600000 sec): 2 clusters Score: Raw -56750789.896349 + Penalty 2159.071515 = -56748630.824834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (151.130000 sec): 3 clusters Score: Raw -56353059.179971 + Penalty 4318.143031 = -56348741.036940 nChanged 289922 SP:Iteration 1F (152.650000 sec): 3 clusters Score: Raw -56533327.618873 + Penalty 4318.143031 = -56529009.475842 nChanged 20381 SP:Iteration 2Q (154.210000 sec): 3 clusters Score: Raw -56541167.760779 + Penalty 4318.143031 = -56536849.617748 nChanged 26593 SP:Iteration 3Q (155.760000 sec): 3 clusters Score: Raw -56554944.367094 + Penalty 4318.143031 = -56550626.224063 nChanged 33939 SP:Iteration 4F (157.300000 sec): 3 clusters Score: Raw -56576793.597509 + Penalty 4318.143031 = -56572475.454478 nChanged 40824 SP:Iteration 5F (158.830000 sec): 3 clusters Score: Raw -56608084.088953 + Penalty 4318.143031 = -56603765.945922 nChanged 44485 SP:Iteration 6F (160.350000 sec): 3 clusters Score: Raw -56646780.699500 + Penalty 4318.143031 = -56642462.556470 nChanged 41739 SP:Iteration 7F (161.860000 sec): 3 clusters Score: Raw -56683004.199346 + Penalty 4318.143031 = -56678686.056315 nChanged 31916 SP:Iteration 8F (163.380000 sec): 3 clusters Score: Raw -56706467.236095 + Penalty 4318.143031 = -56702149.093064 nChanged 20860 SP:Iteration 9Q (164.840000 sec): 3 clusters Score: Raw -56719158.020661 + Penalty 4318.143031 = -56714839.877630 nChanged 15086 SP:Iteration 10Q (166.270000 sec): 3 clusters Score: Raw -56728559.637173 + Penalty 4318.143031 = -56724241.494142 nChanged 12922 SP:Iteration 11Q (167.680000 sec): 3 clusters Score: Raw -56736490.031999 + Penalty 4318.143031 = -56732171.888969 nChanged 11145 SP:Iteration 12Q (169.070000 sec): 3 clusters Score: Raw -56742379.387839 + Penalty 4318.143031 = -56738061.244808 nChanged 9247 SP:Iteration 13Q (170.430000 sec): 3 clusters Score: Raw -56746332.177379 + Penalty 4318.143031 = -56742014.034348 nChanged 7292 SP:Iteration 14Q (171.790000 sec): 3 clusters Score: Raw -56748802.017332 + Penalty 4318.143031 = -56744483.874301 nChanged 5979 SP:Iteration 15Q (173.120000 sec): 3 clusters Score: Raw -56750451.705627 + Penalty 4318.143031 = -56746133.562596 nChanged 5018 SP:Iteration 16Q (174.470000 sec): 3 clusters Score: Raw -56751609.693912 + Penalty 4318.143031 = -56747291.550882 nChanged 4282 SP:Iteration 17Q (175.780000 sec): 3 clusters Score: Raw -56752449.379704 + Penalty 4318.143031 = -56748131.236673 nChanged 3711 SP:Iteration 18Q (177.090000 sec): 3 clusters Score: Raw -56753086.988337 + Penalty 4318.143031 = -56748768.845306 nChanged 3312 SP:Iteration 19Q (178.390000 sec): 3 clusters Score: Raw -56753575.228480 + Penalty 4318.143031 = -56749257.085449 nChanged 3010 SP:Iteration 20F (179.900000 sec): 3 clusters Score: Raw -56753982.638570 + Penalty 4318.143031 = -56749664.495539 nChanged 2712 SP:Iteration 21Q (181.200000 sec): 3 clusters Score: Raw -56754321.306234 + Penalty 4318.143031 = -56750003.163203 nChanged 2539 SP:Iteration 22Q (182.500000 sec): 3 clusters Score: Raw -56754619.292220 + Penalty 4318.143031 = -56750301.149189 nChanged 2418 SP:Iteration 23Q (183.780000 sec): 3 clusters Score: Raw -56754880.508696 + Penalty 4318.143031 = -56750562.365665 nChanged 2144 SP:Iteration 24Q (185.070000 sec): 3 clusters Score: Raw -56755095.178386 + Penalty 4318.143031 = -56750777.035356 nChanged 1950 SP:Iteration 25Q (186.350000 sec): 3 clusters Score: Raw -56755276.011590 + Penalty 4318.143031 = -56750957.868559 nChanged 1823 SP:Iteration 26Q (187.630000 sec): 3 clusters Score: Raw -56755434.015846 + Penalty 4318.143031 = -56751115.872815 nChanged 1677 SP:Iteration 27Q (188.900000 sec): 3 clusters Score: Raw -56755566.874520 + Penalty 4318.143031 = -56751248.731489 nChanged 1545 SP:Iteration 28Q (190.170000 sec): 3 clusters Score: Raw -56755684.875311 + Penalty 4318.143031 = -56751366.732281 nChanged 1516 SP:Iteration 29Q (191.440000 sec): 3 clusters Score: Raw -56755798.749523 + Penalty 4318.143031 = -56751480.606492 nChanged 1431 SP:Iteration 30Q (192.700000 sec): 3 clusters Score: Raw -56755905.180449 + Penalty 4318.143031 = -56751587.037418 nChanged 1389 SP:Iteration 31Q (193.960000 sec): 3 clusters Score: Raw -56756003.754032 + Penalty 4318.143031 = -56751685.611001 nChanged 1340 SP:Iteration 32Q (195.220000 sec): 3 clusters Score: Raw -56756101.131900 + Penalty 4318.143031 = -56751782.988869 nChanged 1331 SP:Iteration 33Q (196.490000 sec): 3 clusters Score: Raw -56756196.760583 + Penalty 4318.143031 = -56751878.617552 nChanged 1260 SP:Iteration 34Q (197.740000 sec): 3 clusters Score: Raw -56756282.618784 + Penalty 4318.143031 = -56751964.475754 nChanged 1227 SP:Iteration 35Q (199.010000 sec): 3 clusters Score: Raw -56756363.072325 + Penalty 4318.143031 = -56752044.929294 nChanged 1183 SP:Iteration 36Q (200.250000 sec): 3 clusters Score: Raw -56756440.210339 + Penalty 4318.143031 = -56752122.067308 nChanged 1149 SP:Iteration 37Q (201.490000 sec): 3 clusters Score: Raw -56756515.494765 + Penalty 4318.143031 = -56752197.351734 nChanged 1112 SP:Iteration 38Q (202.740000 sec): 3 clusters Score: Raw -56756588.887963 + Penalty 4318.143031 = -56752270.744932 nChanged 1123 SP:Iteration 39Q (203.980000 sec): 3 clusters Score: Raw -56756661.389713 + Penalty 4318.143031 = -56752343.246682 nChanged 1123 SP:Iteration 40F (205.480000 sec): 3 clusters Score: Raw -56756736.516591 + Penalty 4318.143031 = -56752418.373560 nChanged 1093 SP:Iteration 41Q (206.720000 sec): 3 clusters Score: Raw -56756810.314809 + Penalty 4318.143031 = -56752492.171778 nChanged 1117 SP:Iteration 42Q (207.960000 sec): 3 clusters Score: Raw -56756884.996629 + Penalty 4318.143031 = -56752566.853598 nChanged 1090 SP:Iteration 43Q (209.190000 sec): 3 clusters Score: Raw -56756957.263805 + Penalty 4318.143031 = -56752639.120774 nChanged 1038 SP:Iteration 44Q (210.430000 sec): 3 clusters Score: Raw -56757022.617842 + Penalty 4318.143031 = -56752704.474811 nChanged 941 SP:Iteration 45Q (211.660000 sec): 3 clusters Score: Raw -56757075.632763 + Penalty 4318.143031 = -56752757.489732 nChanged 869 SP:Iteration 46Q (212.890000 sec): 3 clusters Score: Raw -56757122.382564 + Penalty 4318.143031 = -56752804.239533 nChanged 862 SP:Iteration 47Q (214.120000 sec): 3 clusters Score: Raw -56757167.688609 + Penalty 4318.143031 = -56752849.545579 nChanged 835 SP:Iteration 48Q (215.340000 sec): 3 clusters Score: Raw -56757211.287597 + Penalty 4318.143031 = -56752893.144566 nChanged 806 SP:Iteration 49Q (216.570000 sec): 3 clusters Score: Raw -56757253.834023 + Penalty 4318.143031 = -56752935.690992 nChanged 836 SP:Iteration 50Q (217.790000 sec): 3 clusters Score: Raw -56757299.178907 + Penalty 4318.143031 = -56752981.035877 nChanged 817 SP:Iteration 51Q (219.010000 sec): 3 clusters Score: Raw -56757342.768697 + Penalty 4318.143031 = -56753024.625666 nChanged 806 SP:Iteration 52Q (220.230000 sec): 3 clusters Score: Raw -56757387.956281 + Penalty 4318.143031 = -56753069.813250 nChanged 820 SP:Iteration 53Q (221.470000 sec): 3 clusters Score: Raw -56757435.749182 + Penalty 4318.143031 = -56753117.606151 nChanged 837 SP:Iteration 54Q (222.690000 sec): 3 clusters Score: Raw -56757484.200552 + Penalty 4318.143031 = -56753166.057521 nChanged 831 SP:Iteration 55Q (223.910000 sec): 3 clusters Score: Raw -56757532.672295 + Penalty 4318.143031 = -56753214.529264 nChanged 809 SP:Iteration 56Q (225.130000 sec): 3 clusters Score: Raw -56757581.489359 + Penalty 4318.143031 = -56753263.346328 nChanged 746 SP:Iteration 57Q (226.340000 sec): 3 clusters Score: Raw -56757625.731323 + Penalty 4318.143031 = -56753307.588292 nChanged 758 SP:Iteration 58Q (227.560000 sec): 3 clusters Score: Raw -56757669.789856 + Penalty 4318.143031 = -56753351.646825 nChanged 741 SP:Iteration 59Q (228.790000 sec): 3 clusters Score: Raw -56757709.796297 + Penalty 4318.143031 = -56753391.653266 nChanged 713 SP:Iteration 60F (230.300000 sec): 3 clusters Score: Raw -56757747.780143 + Penalty 4318.143031 = -56753429.637112 nChanged 744 SP:Iteration 61Q (231.520000 sec): 3 clusters Score: Raw -56757788.715644 + Penalty 4318.143031 = -56753470.572613 nChanged 739 SP:Iteration 62Q (232.730000 sec): 3 clusters Score: Raw -56757830.253475 + Penalty 4318.143031 = -56753512.110444 nChanged 719 SP:Iteration 63Q (233.950000 sec): 3 clusters Score: Raw -56757868.493748 + Penalty 4318.143031 = -56753550.350717 nChanged 720 SP:Iteration 64Q (235.160000 sec): 3 clusters Score: Raw -56757905.628022 + Penalty 4318.143031 = -56753587.484991 nChanged 730 SP:Iteration 65Q (236.370000 sec): 3 clusters Score: Raw -56757947.168895 + Penalty 4318.143031 = -56753629.025864 nChanged 771 SP:Iteration 66Q (237.580000 sec): 3 clusters Score: Raw -56757991.740238 + Penalty 4318.143031 = -56753673.597207 nChanged 749 SP:Iteration 67Q (238.780000 sec): 3 clusters Score: Raw -56758033.660011 + Penalty 4318.143031 = -56753715.516980 nChanged 726 SP:Iteration 68Q (239.980000 sec): 3 clusters Score: Raw -56758075.097807 + Penalty 4318.143031 = -56753756.954776 nChanged 770 SP:Iteration 69Q (241.180000 sec): 3 clusters Score: Raw -56758117.651977 + Penalty 4318.143031 = -56753799.508946 nChanged 728 SP:Iteration 70Q (242.380000 sec): 3 clusters Score: Raw -56758156.520161 + Penalty 4318.143031 = -56753838.377131 nChanged 717 SP:Iteration 71Q (243.580000 sec): 3 clusters Score: Raw -56758193.462963 + Penalty 4318.143031 = -56753875.319932 nChanged 702 SP:Iteration 72Q (244.780000 sec): 3 clusters Score: Raw -56758229.323357 + Penalty 4318.143031 = -56753911.180326 nChanged 674 SP:Iteration 73Q (245.980000 sec): 3 clusters Score: Raw -56758262.530228 + Penalty 4318.143031 = -56753944.387197 nChanged 668 SP:Iteration 74Q (247.170000 sec): 3 clusters Score: Raw -56758296.072629 + Penalty 4318.143031 = -56753977.929598 nChanged 669 SP:Iteration 75Q (248.370000 sec): 3 clusters Score: Raw -56758332.928196 + Penalty 4318.143031 = -56754014.785165 nChanged 664 SP:Iteration 76Q (249.560000 sec): 3 clusters Score: Raw -56758371.352682 + Penalty 4318.143031 = -56754053.209651 nChanged 659 SP:Iteration 77Q (250.750000 sec): 3 clusters Score: Raw -56758409.958577 + Penalty 4318.143031 = -56754091.815547 nChanged 684 SP:Iteration 78Q (251.940000 sec): 3 clusters Score: Raw -56758449.497603 + Penalty 4318.143031 = -56754131.354572 nChanged 679 SP:Iteration 79Q (253.140000 sec): 3 clusters Score: Raw -56758489.260565 + Penalty 4318.143031 = -56754171.117534 nChanged 692 SP:Iteration 80F (254.630000 sec): 3 clusters Score: Raw -56758533.955273 + Penalty 4318.143031 = -56754215.812242 nChanged 752 SP:Iteration 81Q (255.820000 sec): 3 clusters Score: Raw -56758584.830664 + Penalty 4318.143031 = -56754266.687633 nChanged 747 SP:Iteration 82Q (257.010000 sec): 3 clusters Score: Raw -56758634.109403 + Penalty 4318.143031 = -56754315.966372 nChanged 738 SP:Iteration 83Q (258.190000 sec): 3 clusters Score: Raw -56758681.743871 + Penalty 4318.143031 = -56754363.600840 nChanged 775 SP:Iteration 84Q (259.370000 sec): 3 clusters Score: Raw -56758738.122651 + Penalty 4318.143031 = -56754419.979620 nChanged 783 SP:Iteration 85Q (260.550000 sec): 3 clusters Score: Raw -56758794.893317 + Penalty 4318.143031 = -56754476.750286 nChanged 774 SP:Iteration 86Q (261.730000 sec): 3 clusters Score: Raw -56758850.607605 + Penalty 4318.143031 = -56754532.464574 nChanged 739 SP:Iteration 87Q (262.910000 sec): 3 clusters Score: Raw -56758905.198393 + Penalty 4318.143031 = -56754587.055362 nChanged 743 SP:Iteration 88Q (264.090000 sec): 3 clusters Score: Raw -56758961.579344 + Penalty 4318.143031 = -56754643.436313 nChanged 726 SP:Iteration 89Q (265.260000 sec): 3 clusters Score: Raw -56759015.402049 + Penalty 4318.143031 = -56754697.259018 nChanged 716 SP:Iteration 90Q (266.440000 sec): 3 clusters Score: Raw -56759071.714965 + Penalty 4318.143031 = -56754753.571934 nChanged 763 SP:Iteration 91Q (267.610000 sec): 3 clusters Score: Raw -56759135.476846 + Penalty 4318.143031 = -56754817.333815 nChanged 792 SP:Iteration 92Q (268.790000 sec): 3 clusters Score: Raw -56759201.292771 + Penalty 4318.143031 = -56754883.149740 nChanged 796 SP:Iteration 93Q (269.980000 sec): 3 clusters Score: Raw -56759267.924001 + Penalty 4318.143031 = -56754949.780970 nChanged 820 SP:Iteration 94Q (271.150000 sec): 3 clusters Score: Raw -56759340.650615 + Penalty 4318.143031 = -56755022.507585 nChanged 827 SP:Iteration 95Q (272.330000 sec): 3 clusters Score: Raw -56759412.392714 + Penalty 4318.143031 = -56755094.249683 nChanged 847 SP:Iteration 96Q (273.510000 sec): 3 clusters Score: Raw -56759490.147369 + Penalty 4318.143031 = -56755172.004338 nChanged 846 SP:Iteration 97Q (274.680000 sec): 3 clusters Score: Raw -56759573.386900 + Penalty 4318.143031 = -56755255.243869 nChanged 849 SP:Iteration 98Q (275.850000 sec): 3 clusters Score: Raw -56759654.217102 + Penalty 4318.143031 = -56755336.074071 nChanged 811 SP:Iteration 99Q (277.030000 sec): 3 clusters Score: Raw -56759736.626817 + Penalty 4318.143031 = -56755418.483786 nChanged 856 SP:Iteration 100F (278.530000 sec): 3 clusters Score: Raw -56759824.938184 + Penalty 4318.143031 = -56755506.795153 nChanged 814 SP:Iteration 101Q (279.690000 sec): 3 clusters Score: Raw -56759910.316703 + Penalty 4318.143031 = -56755592.173672 nChanged 831 SP:Iteration 102Q (280.850000 sec): 3 clusters Score: Raw -56759997.002074 + Penalty 4318.143031 = -56755678.859044 nChanged 804 SP:Iteration 103Q (282.020000 sec): 3 clusters Score: Raw -56760079.582938 + Penalty 4318.143031 = -56755761.439908 nChanged 801 SP:Iteration 104Q (283.140000 sec): 3 clusters Score: Raw -56760171.313272 + Penalty 4318.143031 = -56755853.170241 nChanged 821 SP:Iteration 105Q (284.270000 sec): 3 clusters Score: Raw -56760267.011622 + Penalty 4318.143031 = -56755948.868591 nChanged 760 SP:Iteration 106Q (285.370000 sec): 3 clusters Score: Raw -56760355.229719 + Penalty 4318.143031 = -56756037.086689 nChanged 760 SP:Iteration 107Q (286.480000 sec): 3 clusters Score: Raw -56760445.451971 + Penalty 4318.143031 = -56756127.308940 nChanged 782 SP:Iteration 108Q (287.600000 sec): 3 clusters Score: Raw -56760534.955284 + Penalty 4318.143031 = -56756216.812253 nChanged 713 SP:Iteration 109Q (288.700000 sec): 3 clusters Score: Raw -56760612.311193 + Penalty 4318.143031 = -56756294.168162 nChanged 664 SP:Iteration 110Q (289.790000 sec): 3 clusters Score: Raw -56760678.043898 + Penalty 4318.143031 = -56756359.900867 nChanged 628 SP:Iteration 111Q (290.890000 sec): 3 clusters Score: Raw -56760735.193918 + Penalty 4318.143031 = -56756417.050887 nChanged 577 SP:Iteration 112Q (292.030000 sec): 3 clusters Score: Raw -56760782.067389 + Penalty 4318.143031 = -56756463.924358 nChanged 531 SP:Iteration 113Q (293.170000 sec): 3 clusters Score: Raw -56760819.567934 + Penalty 4318.143031 = -56756501.424903 nChanged 469 SP:Iteration 114Q (294.320000 sec): 3 clusters Score: Raw -56760851.381246 + Penalty 4318.143031 = -56756533.238215 nChanged 459 SP:Iteration 115Q (295.460000 sec): 3 clusters Score: Raw -56760882.499497 + Penalty 4318.143031 = -56756564.356466 nChanged 426 SP:Iteration 116Q (296.600000 sec): 3 clusters Score: Raw -56760909.252150 + Penalty 4318.143031 = -56756591.109119 nChanged 375 SP:Iteration 117Q (297.750000 sec): 3 clusters Score: Raw -56760929.848475 + Penalty 4318.143031 = -56756611.705445 nChanged 344 SP:Iteration 118Q (298.870000 sec): 3 clusters Score: Raw -56760948.236830 + Penalty 4318.143031 = -56756630.093799 nChanged 328 SP:Iteration 119Q (299.960000 sec): 3 clusters Score: Raw -56760964.879283 + Penalty 4318.143031 = -56756646.736252 nChanged 315 SP:Iteration 120F (301.410000 sec): 3 clusters Score: Raw -56760979.947933 + Penalty 4318.143031 = -56756661.804902 nChanged 294 SP:Iteration 121Q (302.500000 sec): 3 clusters Score: Raw -56760993.903483 + Penalty 4318.143031 = -56756675.760452 nChanged 287 SP:Iteration 122Q (303.590000 sec): 3 clusters Score: Raw -56761006.277031 + Penalty 4318.143031 = -56756688.134000 nChanged 247 SP:Iteration 123Q (304.700000 sec): 3 clusters Score: Raw -56761016.604027 + Penalty 4318.143031 = -56756698.460996 nChanged 230 SP:Iteration 124Q (305.830000 sec): 3 clusters Score: Raw -56761025.669935 + Penalty 4318.143031 = -56756707.526905 nChanged 210 SP:Iteration 125Q (306.960000 sec): 3 clusters Score: Raw -56761033.897536 + Penalty 4318.143031 = -56756715.754505 nChanged 227 SP:Iteration 126Q (308.090000 sec): 3 clusters Score: Raw -56761042.283232 + Penalty 4318.143031 = -56756724.140201 nChanged 216 SP:Iteration 127Q (309.220000 sec): 3 clusters Score: Raw -56761050.226010 + Penalty 4318.143031 = -56756732.082979 nChanged 183 SP:Iteration 128Q (310.320000 sec): 3 clusters Score: Raw -56761056.310885 + Penalty 4318.143031 = -56756738.167854 nChanged 184 SP:Iteration 129Q (311.410000 sec): 3 clusters Score: Raw -56761061.921554 + Penalty 4318.143031 = -56756743.778523 nChanged 157 SP:Iteration 130Q (312.510000 sec): 3 clusters Score: Raw -56761066.714175 + Penalty 4318.143031 = -56756748.571144 nChanged 133 SP:Iteration 131Q (313.620000 sec): 3 clusters Score: Raw -56761070.404660 + Penalty 4318.143031 = -56756752.261629 nChanged 129 SP:Iteration 132Q (314.740000 sec): 3 clusters Score: Raw -56761073.416894 + Penalty 4318.143031 = -56756755.273863 nChanged 100 SP:Iteration 133Q (315.850000 sec): 3 clusters Score: Raw -56761075.492792 + Penalty 4318.143031 = -56756757.349761 nChanged 89 SP:Iteration 134Q (316.950000 sec): 3 clusters Score: Raw -56761077.325700 + Penalty 4318.143031 = -56756759.182669 nChanged 57 SP:Iteration 135Q (318.050000 sec): 3 clusters Score: Raw -56761078.491923 + Penalty 4318.143031 = -56756760.348893 nChanged 56 SP:Iteration 136Q (319.160000 sec): 3 clusters Score: Raw -56761079.773785 + Penalty 4318.143031 = -56756761.630754 nChanged 55 SP:Iteration 137Q (320.260000 sec): 3 clusters Score: Raw -56761080.819226 + Penalty 4318.143031 = -56756762.676195 nChanged 50 SP:Iteration 138Q (321.380000 sec): 3 clusters Score: Raw -56761081.815961 + Penalty 4318.143031 = -56756763.672930 nChanged 62 SP:Iteration 139Q (322.510000 sec): 3 clusters Score: Raw -56761083.148639 + Penalty 4318.143031 = -56756765.005608 nChanged 65 SP:Iteration 140F (324.010000 sec): 3 clusters Score: Raw -56761084.365960 + Penalty 4318.143031 = -56756766.222929 nChanged 58 SP:Iteration 141Q (325.140000 sec): 3 clusters Score: Raw -56761085.455938 + Penalty 4318.143031 = -56756767.312907 nChanged 49 SP:Iteration 142Q (326.260000 sec): 3 clusters Score: Raw -56761086.374507 + Penalty 4318.143031 = -56756768.231476 nChanged 47 SP:Iteration 143Q (327.400000 sec): 3 clusters Score: Raw -56761087.043965 + Penalty 4318.143031 = -56756768.900934 nChanged 34 SP:Iteration 144Q (328.530000 sec): 3 clusters Score: Raw -56761087.457734 + Penalty 4318.143031 = -56756769.314703 nChanged 28 SP:Iteration 145Q (329.650000 sec): 3 clusters Score: Raw -56761087.771210 + Penalty 4318.143031 = -56756769.628179 nChanged 19 SP:Iteration 146Q (330.780000 sec): 3 clusters Score: Raw -56761087.974006 + Penalty 4318.143031 = -56756769.830975 nChanged 15 SP:Iteration 147Q (331.910000 sec): 3 clusters Score: Raw -56761088.144131 + Penalty 4318.143031 = -56756770.001100 nChanged 14 SP:Iteration 148Q (333.030000 sec): 3 clusters Score: Raw -56761088.260932 + Penalty 4318.143031 = -56756770.117901 nChanged 12 SP:Iteration 149Q (334.150000 sec): 3 clusters Score: Raw -56761088.402089 + Penalty 4318.143031 = -56756770.259058 nChanged 8 SP:Iteration 150Q (335.270000 sec): 3 clusters Score: Raw -56761088.538301 + Penalty 4318.143031 = -56756770.395270 nChanged 12 SP:Iteration 151Q (336.390000 sec): 3 clusters Score: Raw -56761088.760065 + Penalty 4318.143031 = -56756770.617034 nChanged 18 SP:Iteration 152Q (337.520000 sec): 3 clusters Score: Raw -56761088.987592 + Penalty 4318.143031 = -56756770.844561 nChanged 10 SP:Iteration 153Q (338.640000 sec): 3 clusters Score: Raw -56761089.117122 + Penalty 4318.143031 = -56756770.974091 nChanged 6 SP:Iteration 154Q (339.760000 sec): 3 clusters Score: Raw -56761089.166139 + Penalty 4318.143031 = -56756771.023108 nChanged 6 SP:Iteration 155Q (340.890000 sec): 3 clusters Score: Raw -56761089.229017 + Penalty 4318.143031 = -56756771.085986 nChanged 9 SP:Iteration 156Q (342.010000 sec): 3 clusters Score: Raw -56761089.298021 + Penalty 4318.143031 = -56756771.154990 nChanged 8 SP:Iteration 157Q (343.130000 sec): 3 clusters Score: Raw -56761089.360272 + Penalty 4318.143031 = -56756771.217241 nChanged 6 SP:Iteration 158Q (344.260000 sec): 3 clusters Score: Raw -56761089.429154 + Penalty 4318.143031 = -56756771.286123 nChanged 7 SP:Iteration 159Q (345.390000 sec): 3 clusters Score: Raw -56761089.533840 + Penalty 4318.143031 = -56756771.390809 nChanged 8 SP:Iteration 160F (346.890000 sec): 3 clusters Score: Raw -56761089.585873 + Penalty 4318.143031 = -56756771.442843 nChanged 4 SP:Iteration 161Q (348.020000 sec): 3 clusters Score: Raw -56761089.609138 + Penalty 4318.143031 = -56756771.466107 nChanged 5 SP:Iteration 162Q (349.150000 sec): 3 clusters Score: Raw -56761089.667669 + Penalty 4318.143031 = -56756771.524638 nChanged 3 SP:Iteration 163Q (350.280000 sec): 3 clusters Score: Raw -56761089.682111 + Penalty 4318.143031 = -56756771.539081 nChanged 2 SP:Iteration 164Q (351.410000 sec): 3 clusters Score: Raw -56761089.694521 + Penalty 4318.143031 = -56756771.551490 nChanged 2 SP:Iteration 165Q (352.550000 sec): 3 clusters Score: Raw -56761089.713562 + Penalty 4318.143031 = -56756771.570531 nChanged 2 SP:Iteration 166Q (353.670000 sec): 3 clusters Score: Raw -56761089.722805 + Penalty 4318.143031 = -56756771.579774 nChanged 0 SP:Iteration 167F (355.180000 sec): 3 clusters Score: Raw -56761089.722805 + Penalty 4318.143031 = -56756771.579774 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 7.38 GB. Trying to split cluster 10 (1621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.490000 sec): 2 clusters Score: Raw -135963.938985 + Penalty 1201.004760 = -134762.934225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.490000 sec): 3 clusters Score: Raw -135387.201735 + Penalty 2402.009520 = -132985.192216 nChanged 560 SP:Iteration 1F (355.490000 sec): 3 clusters Score: Raw -136200.436368 + Penalty 2402.009520 = -133798.426849 nChanged 241 SP:Iteration 2F (355.500000 sec): 3 clusters Score: Raw -136699.526900 + Penalty 2402.009520 = -134297.517380 nChanged 185 SP:Iteration 3F (355.500000 sec): 3 clusters Score: Raw -137196.672463 + Penalty 2402.009520 = -134794.662943 nChanged 108 SP:Iteration 4F (355.510000 sec): 3 clusters Score: Raw -137469.964826 + Penalty 2402.009520 = -135067.955306 nChanged 48 SP:Iteration 5Q (355.510000 sec): 3 clusters Score: Raw -137638.912183 + Penalty 2402.009520 = -135236.902663 nChanged 28 SP:Iteration 6Q (355.510000 sec): 3 clusters Score: Raw -137726.251433 + Penalty 2402.009520 = -135324.241913 nChanged 21 SP:Iteration 7Q (355.520000 sec): 3 clusters Score: Raw -137757.626475 + Penalty 2402.009520 = -135355.616955 nChanged 15 SP:Iteration 8Q (355.520000 sec): 3 clusters Score: Raw -137779.189251 + Penalty 2402.009520 = -135377.179732 nChanged 12 SP:Iteration 9Q (355.530000 sec): 3 clusters Score: Raw -137795.801177 + Penalty 2402.009520 = -135393.791657 nChanged 11 SP:Iteration 10Q (355.530000 sec): 3 clusters Score: Raw -137805.425483 + Penalty 2402.009520 = -135403.415963 nChanged 8 SP:Iteration 11Q (355.530000 sec): 3 clusters Score: Raw -137812.419633 + Penalty 2402.009520 = -135410.410113 nChanged 1 SP:Iteration 12Q (355.530000 sec): 3 clusters Score: Raw -137812.683850 + Penalty 2402.009520 = -135410.674331 nChanged 0 SP:Iteration 13F (355.540000 sec): 3 clusters Score: Raw -137812.683850 + Penalty 2402.009520 = -135410.674331 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 14. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (17746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (355.600000 sec): 2 clusters Score: Raw -1775197.720369 + Penalty 1589.886255 = -1773607.834114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (355.640000 sec): 3 clusters Score: Raw -1764597.515761 + Penalty 3179.772511 = -1761417.743251 nChanged 7975 SP:Iteration 1F (355.690000 sec): 3 clusters Score: Raw -1769043.106826 + Penalty 3179.772511 = -1765863.334315 nChanged 904 SP:Iteration 2F (355.730000 sec): 3 clusters Score: Raw -1769367.027611 + Penalty 3179.772511 = -1766187.255100 nChanged 820 SP:Iteration 3Q (355.780000 sec): 3 clusters Score: Raw -1769677.457544 + Penalty 3179.772511 = -1766497.685033 nChanged 801 SP:Iteration 4Q (355.820000 sec): 3 clusters Score: Raw -1770045.437921 + Penalty 3179.772511 = -1766865.665411 nChanged 814 SP:Iteration 5Q (355.870000 sec): 3 clusters Score: Raw -1770446.749147 + Penalty 3179.772511 = -1767266.976637 nChanged 826 SP:Iteration 6Q (355.920000 sec): 3 clusters Score: Raw -1770903.130731 + Penalty 3179.772511 = -1767723.358221 nChanged 803 SP:Iteration 7Q (355.960000 sec): 3 clusters Score: Raw -1771468.190616 + Penalty 3179.772511 = -1768288.418106 nChanged 859 SP:Iteration 8Q (356.000000 sec): 3 clusters Score: Raw -1772104.908913 + Penalty 3179.772511 = -1768925.136403 nChanged 904 SP:Iteration 9F (356.050000 sec): 3 clusters Score: Raw -1772727.697708 + Penalty 3179.772511 = -1769547.925198 nChanged 843 SP:Iteration 10Q (356.090000 sec): 3 clusters Score: Raw -1773220.965161 + Penalty 3179.772511 = -1770041.192650 nChanged 713 SP:Iteration 11Q (356.140000 sec): 3 clusters Score: Raw -1773580.975733 + Penalty 3179.772511 = -1770401.203222 nChanged 592 SP:Iteration 12Q (356.180000 sec): 3 clusters Score: Raw -1773862.106015 + Penalty 3179.772511 = -1770682.333504 nChanged 488 SP:Iteration 13Q (356.220000 sec): 3 clusters Score: Raw -1774069.833209 + Penalty 3179.772511 = -1770890.060699 nChanged 384 SP:Iteration 14Q (356.260000 sec): 3 clusters Score: Raw -1774211.972766 + Penalty 3179.772511 = -1771032.200256 nChanged 304 SP:Iteration 15Q (356.300000 sec): 3 clusters Score: Raw -1774320.697144 + Penalty 3179.772511 = -1771140.924633 nChanged 288 SP:Iteration 16Q (356.340000 sec): 3 clusters Score: Raw -1774424.055354 + Penalty 3179.772511 = -1771244.282844 nChanged 252 SP:Iteration 17Q (356.380000 sec): 3 clusters Score: Raw -1774507.282172 + Penalty 3179.772511 = -1771327.509661 nChanged 204 SP:Iteration 18Q (356.420000 sec): 3 clusters Score: Raw -1774566.582747 + Penalty 3179.772511 = -1771386.810236 nChanged 182 SP:Iteration 19Q (356.460000 sec): 3 clusters Score: Raw -1774607.492294 + Penalty 3179.772511 = -1771427.719784 nChanged 138 SP:Iteration 20F (356.500000 sec): 3 clusters Score: Raw -1774643.626691 + Penalty 3179.772511 = -1771463.854180 nChanged 149 SP:Iteration 21Q (356.540000 sec): 3 clusters Score: Raw -1774684.198279 + Penalty 3179.772511 = -1771504.425768 nChanged 134 SP:Iteration 22Q (356.580000 sec): 3 clusters Score: Raw -1774715.283488 + Penalty 3179.772511 = -1771535.510978 nChanged 122 SP:Iteration 23Q (356.620000 sec): 3 clusters Score: Raw -1774745.447202 + Penalty 3179.772511 = -1771565.674692 nChanged 113 SP:Iteration 24Q (356.660000 sec): 3 clusters Score: Raw -1774775.142917 + Penalty 3179.772511 = -1771595.370406 nChanged 113 SP:Iteration 25Q (356.690000 sec): 3 clusters Score: Raw -1774805.006751 + Penalty 3179.772511 = -1771625.234240 nChanged 115 SP:Iteration 26Q (356.730000 sec): 3 clusters Score: Raw -1774832.618719 + Penalty 3179.772511 = -1771652.846208 nChanged 106 SP:Iteration 27Q (356.770000 sec): 3 clusters Score: Raw -1774855.830810 + Penalty 3179.772511 = -1771676.058300 nChanged 98 SP:Iteration 28Q (356.800000 sec): 3 clusters Score: Raw -1774875.815377 + Penalty 3179.772511 = -1771696.042867 nChanged 88 SP:Iteration 29Q (356.840000 sec): 3 clusters Score: Raw -1774892.045950 + Penalty 3179.772511 = -1771712.273439 nChanged 69 SP:Iteration 30Q (356.880000 sec): 3 clusters Score: Raw -1774905.829355 + Penalty 3179.772511 = -1771726.056844 nChanged 77 SP:Iteration 31Q (356.920000 sec): 3 clusters Score: Raw -1774919.630613 + Penalty 3179.772511 = -1771739.858102 nChanged 63 SP:Iteration 32Q (356.950000 sec): 3 clusters Score: Raw -1774929.883658 + Penalty 3179.772511 = -1771750.111147 nChanged 63 SP:Iteration 33Q (356.990000 sec): 3 clusters Score: Raw -1774941.934663 + Penalty 3179.772511 = -1771762.162152 nChanged 74 SP:Iteration 34Q (357.030000 sec): 3 clusters Score: Raw -1774957.033741 + Penalty 3179.772511 = -1771777.261230 nChanged 68 SP:Iteration 35Q (357.060000 sec): 3 clusters Score: Raw -1774971.853468 + Penalty 3179.772511 = -1771792.080957 nChanged 64 SP:Iteration 36Q (357.100000 sec): 3 clusters Score: Raw -1774985.005258 + Penalty 3179.772511 = -1771805.232747 nChanged 73 SP:Iteration 37Q (357.140000 sec): 3 clusters Score: Raw -1774999.068043 + Penalty 3179.772511 = -1771819.295533 nChanged 65 SP:Iteration 38Q (357.170000 sec): 3 clusters Score: Raw -1775011.627568 + Penalty 3179.772511 = -1771831.855057 nChanged 65 SP:Iteration 39Q (357.210000 sec): 3 clusters Score: Raw -1775025.757466 + Penalty 3179.772511 = -1771845.984956 nChanged 82 SP:Iteration 40F (357.250000 sec): 3 clusters Score: Raw -1775043.202821 + Penalty 3179.772511 = -1771863.430310 nChanged 78 SP:Iteration 41Q (357.290000 sec): 3 clusters Score: Raw -1775062.345958 + Penalty 3179.772511 = -1771882.573447 nChanged 84 SP:Iteration 42Q (357.320000 sec): 3 clusters Score: Raw -1775081.143882 + Penalty 3179.772511 = -1771901.371372 nChanged 84 SP:Iteration 43Q (357.360000 sec): 3 clusters Score: Raw -1775101.692274 + Penalty 3179.772511 = -1771921.919763 nChanged 65 SP:Iteration 44Q (357.390000 sec): 3 clusters Score: Raw -1775113.976193 + Penalty 3179.772511 = -1771934.203682 nChanged 54 SP:Iteration 45Q (357.430000 sec): 3 clusters Score: Raw -1775125.324621 + Penalty 3179.772511 = -1771945.552110 nChanged 60 SP:Iteration 46Q (357.460000 sec): 3 clusters Score: Raw -1775139.671766 + Penalty 3179.772511 = -1771959.899255 nChanged 64 SP:Iteration 47Q (357.500000 sec): 3 clusters Score: Raw -1775155.273532 + Penalty 3179.772511 = -1771975.501021 nChanged 58 SP:Iteration 48Q (357.530000 sec): 3 clusters Score: Raw -1775169.039216 + Penalty 3179.772511 = -1771989.266705 nChanged 56 SP:Iteration 49Q (357.570000 sec): 3 clusters Score: Raw -1775181.883750 + Penalty 3179.772511 = -1772002.111239 nChanged 62 SP:Iteration 50Q (357.600000 sec): 3 clusters Score: Raw -1775196.382346 + Penalty 3179.772511 = -1772016.609835 nChanged 63 SP:Iteration 51Q (357.640000 sec): 3 clusters Score: Raw -1775213.142549 + Penalty 3179.772511 = -1772033.370039 nChanged 53 SP:Iteration 52Q (357.680000 sec): 3 clusters Score: Raw -1775226.602612 + Penalty 3179.772511 = -1772046.830101 nChanged 54 SP:Iteration 53Q (357.710000 sec): 3 clusters Score: Raw -1775240.858784 + Penalty 3179.772511 = -1772061.086273 nChanged 54 SP:Iteration 54Q (357.740000 sec): 3 clusters Score: Raw -1775254.993856 + Penalty 3179.772511 = -1772075.221345 nChanged 57 SP:Iteration 55Q (357.780000 sec): 3 clusters Score: Raw -1775269.630356 + Penalty 3179.772511 = -1772089.857845 nChanged 53 SP:Iteration 56Q (357.810000 sec): 3 clusters Score: Raw -1775282.702451 + Penalty 3179.772511 = -1772102.929941 nChanged 40 SP:Iteration 57Q (357.850000 sec): 3 clusters Score: Raw -1775292.717648 + Penalty 3179.772511 = -1772112.945137 nChanged 38 SP:Iteration 58Q (357.880000 sec): 3 clusters Score: Raw -1775301.519873 + Penalty 3179.772511 = -1772121.747362 nChanged 41 SP:Iteration 59Q (357.920000 sec): 3 clusters Score: Raw -1775311.493224 + Penalty 3179.772511 = -1772131.720713 nChanged 42 SP:Iteration 60F (357.960000 sec): 3 clusters Score: Raw -1775322.274155 + Penalty 3179.772511 = -1772142.501645 nChanged 45 SP:Iteration 61Q (358.000000 sec): 3 clusters Score: Raw -1775334.581684 + Penalty 3179.772511 = -1772154.809173 nChanged 47 SP:Iteration 62Q (358.030000 sec): 3 clusters Score: Raw -1775346.117565 + Penalty 3179.772511 = -1772166.345055 nChanged 47 SP:Iteration 63Q (358.060000 sec): 3 clusters Score: Raw -1775358.396733 + Penalty 3179.772511 = -1772178.624222 nChanged 51 SP:Iteration 64Q (358.100000 sec): 3 clusters Score: Raw -1775374.609567 + Penalty 3179.772511 = -1772194.837056 nChanged 45 SP:Iteration 65Q (358.130000 sec): 3 clusters Score: Raw -1775389.791590 + Penalty 3179.772511 = -1772210.019080 nChanged 40 SP:Iteration 66Q (358.160000 sec): 3 clusters Score: Raw -1775403.210752 + Penalty 3179.772511 = -1772223.438241 nChanged 53 SP:Iteration 67Q (358.200000 sec): 3 clusters Score: Raw -1775420.254979 + Penalty 3179.772511 = -1772240.482468 nChanged 52 SP:Iteration 68Q (358.230000 sec): 3 clusters Score: Raw -1775435.399435 + Penalty 3179.772511 = -1772255.626924 nChanged 49 SP:Iteration 69Q (358.270000 sec): 3 clusters Score: Raw -1775451.785587 + Penalty 3179.772511 = -1772272.013077 nChanged 47 SP:Iteration 70Q (358.300000 sec): 3 clusters Score: Raw -1775464.835393 + Penalty 3179.772511 = -1772285.062883 nChanged 37 SP:Iteration 71Q (358.340000 sec): 3 clusters Score: Raw -1775475.086140 + Penalty 3179.772511 = -1772295.313629 nChanged 35 SP:Iteration 72Q (358.370000 sec): 3 clusters Score: Raw -1775486.323022 + Penalty 3179.772511 = -1772306.550511 nChanged 29 SP:Iteration 73Q (358.400000 sec): 3 clusters Score: Raw -1775494.703982 + Penalty 3179.772511 = -1772314.931471 nChanged 26 SP:Iteration 74Q (358.440000 sec): 3 clusters Score: Raw -1775501.473670 + Penalty 3179.772511 = -1772321.701159 nChanged 21 SP:Iteration 75Q (358.470000 sec): 3 clusters Score: Raw -1775506.661338 + Penalty 3179.772511 = -1772326.888828 nChanged 19 SP:Iteration 76Q (358.500000 sec): 3 clusters Score: Raw -1775512.899324 + Penalty 3179.772511 = -1772333.126813 nChanged 23 SP:Iteration 77Q (358.540000 sec): 3 clusters Score: Raw -1775518.773114 + Penalty 3179.772511 = -1772339.000603 nChanged 17 SP:Iteration 78Q (358.570000 sec): 3 clusters Score: Raw -1775522.472131 + Penalty 3179.772511 = -1772342.699620 nChanged 11 SP:Iteration 79Q (358.600000 sec): 3 clusters Score: Raw -1775525.339015 + Penalty 3179.772511 = -1772345.566505 nChanged 12 SP:Iteration 80F (358.650000 sec): 3 clusters Score: Raw -1775528.523398 + Penalty 3179.772511 = -1772348.750888 nChanged 16 SP:Iteration 81Q (358.680000 sec): 3 clusters Score: Raw -1775532.233237 + Penalty 3179.772511 = -1772352.460726 nChanged 12 SP:Iteration 82Q (358.710000 sec): 3 clusters Score: Raw -1775535.186047 + Penalty 3179.772511 = -1772355.413536 nChanged 7 SP:Iteration 83Q (358.740000 sec): 3 clusters Score: Raw -1775536.810091 + Penalty 3179.772511 = -1772357.037580 nChanged 8 SP:Iteration 84Q (358.780000 sec): 3 clusters Score: Raw -1775538.911937 + Penalty 3179.772511 = -1772359.139427 nChanged 3 SP:Iteration 85Q (358.810000 sec): 3 clusters Score: Raw -1775539.863353 + Penalty 3179.772511 = -1772360.090842 nChanged 6 SP:Iteration 86Q (358.850000 sec): 3 clusters Score: Raw -1775540.997165 + Penalty 3179.772511 = -1772361.224654 nChanged 3 SP:Iteration 87Q (358.880000 sec): 3 clusters Score: Raw -1775541.603193 + Penalty 3179.772511 = -1772361.830683 nChanged 2 SP:Iteration 88Q (358.910000 sec): 3 clusters Score: Raw -1775541.888714 + Penalty 3179.772511 = -1772362.116203 nChanged 2 SP:Iteration 89Q (358.940000 sec): 3 clusters Score: Raw -1775542.285178 + Penalty 3179.772511 = -1772362.512667 nChanged 2 SP:Iteration 90Q (358.970000 sec): 3 clusters Score: Raw -1775542.762994 + Penalty 3179.772511 = -1772362.990484 nChanged 3 SP:Iteration 91Q (359.010000 sec): 3 clusters Score: Raw -1775543.496733 + Penalty 3179.772511 = -1772363.724223 nChanged 5 SP:Iteration 92Q (359.040000 sec): 3 clusters Score: Raw -1775544.346661 + Penalty 3179.772511 = -1772364.574151 nChanged 3 SP:Iteration 93Q (359.070000 sec): 3 clusters Score: Raw -1775545.227888 + Penalty 3179.772511 = -1772365.455377 nChanged 3 SP:Iteration 94Q (359.110000 sec): 3 clusters Score: Raw -1775545.913461 + Penalty 3179.772511 = -1772366.140950 nChanged 1 SP:Iteration 95Q (359.140000 sec): 3 clusters Score: Raw -1775546.120662 + Penalty 3179.772511 = -1772366.348151 nChanged 2 SP:Iteration 96Q (359.170000 sec): 3 clusters Score: Raw -1775546.529996 + Penalty 3179.772511 = -1772366.757485 nChanged 2 SP:Iteration 97Q (359.210000 sec): 3 clusters Score: Raw -1775547.029633 + Penalty 3179.772511 = -1772367.257123 nChanged 2 SP:Iteration 98Q (359.240000 sec): 3 clusters Score: Raw -1775547.475642 + Penalty 3179.772511 = -1772367.703131 nChanged 2 SP:Iteration 99Q (359.270000 sec): 3 clusters Score: Raw -1775547.906071 + Penalty 3179.772511 = -1772368.133560 nChanged 1 SP:Iteration 100F (359.310000 sec): 3 clusters Score: Raw -1775548.083384 + Penalty 3179.772511 = -1772368.310873 nChanged 1 SP:Iteration 101Q (359.350000 sec): 3 clusters Score: Raw -1775548.187702 + Penalty 3179.772511 = -1772368.415191 nChanged 1 SP:Iteration 102Q (359.380000 sec): 3 clusters Score: Raw -1775548.306815 + Penalty 3179.772511 = -1772368.534304 nChanged 1 SP:Iteration 103Q (359.410000 sec): 3 clusters Score: Raw -1775548.494859 + Penalty 3179.772511 = -1772368.722348 nChanged 1 SP:Iteration 104Q (359.440000 sec): 3 clusters Score: Raw -1775548.651002 + Penalty 3179.772511 = -1772368.878491 nChanged 1 SP:Iteration 105Q (359.480000 sec): 3 clusters Score: Raw -1775548.712823 + Penalty 3179.772511 = -1772368.940312 nChanged 0 SP:Iteration 106F (359.520000 sec): 3 clusters Score: Raw -1775548.712823 + Penalty 3179.772511 = -1772368.940312 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (1399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.530000 sec): 2 clusters Score: Raw -129998.975860 + Penalty 1177.070858 = -128821.905002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.540000 sec): 3 clusters Score: Raw -129510.610417 + Penalty 2354.141717 = -127156.468700 nChanged 445 SP:Iteration 1F (359.540000 sec): 3 clusters Score: Raw -129889.130421 + Penalty 2354.141717 = -127534.988704 nChanged 128 SP:Iteration 2F (359.540000 sec): 3 clusters Score: Raw -130051.297729 + Penalty 2354.141717 = -127697.156012 nChanged 95 SP:Iteration 3F (359.550000 sec): 3 clusters Score: Raw -130197.942353 + Penalty 2354.141717 = -127843.800637 nChanged 79 SP:Iteration 4F (359.550000 sec): 3 clusters Score: Raw -130341.344832 + Penalty 2354.141717 = -127987.203115 nChanged 73 SP:Iteration 5F (359.550000 sec): 3 clusters Score: Raw -130459.010313 + Penalty 2354.141717 = -128104.868596 nChanged 66 SP:Iteration 6Q (359.560000 sec): 3 clusters Score: Raw -130557.979725 + Penalty 2354.141717 = -128203.838009 nChanged 53 SP:Iteration 7Q (359.560000 sec): 3 clusters Score: Raw -130645.838566 + Penalty 2354.141717 = -128291.696849 nChanged 49 SP:Iteration 8Q (359.560000 sec): 3 clusters Score: Raw -130723.834451 + Penalty 2354.141717 = -128369.692735 nChanged 31 SP:Iteration 9Q (359.570000 sec): 3 clusters Score: Raw -130753.772757 + Penalty 2354.141717 = -128399.631040 nChanged 15 SP:Iteration 10Q (359.570000 sec): 3 clusters Score: Raw -130765.167757 + Penalty 2354.141717 = -128411.026040 nChanged 7 SP:Iteration 11Q (359.570000 sec): 3 clusters Score: Raw -130771.316468 + Penalty 2354.141717 = -128417.174752 nChanged 6 SP:Iteration 12Q (359.580000 sec): 3 clusters Score: Raw -130777.093626 + Penalty 2354.141717 = -128422.951910 nChanged 3 SP:Iteration 13Q (359.580000 sec): 3 clusters Score: Raw -130779.222783 + Penalty 2354.141717 = -128425.081067 nChanged 1 SP:Iteration 14Q (359.580000 sec): 3 clusters Score: Raw -130779.508987 + Penalty 2354.141717 = -128425.367270 nChanged 0 SP:Iteration 15F (359.590000 sec): 3 clusters Score: Raw -130779.508987 + Penalty 2354.141717 = -128425.367270 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (19334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (359.650000 sec): 2 clusters Score: Raw -1930787.813181 + Penalty 1603.813328 = -1929183.999852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (359.690000 sec): 3 clusters Score: Raw -1919160.838392 + Penalty 3207.626657 = -1915953.211735 nChanged 8760 SP:Iteration 1F (359.740000 sec): 3 clusters Score: Raw -1923869.879215 + Penalty 3207.626657 = -1920662.252558 nChanged 967 SP:Iteration 2F (359.790000 sec): 3 clusters Score: Raw -1924250.128680 + Penalty 3207.626657 = -1921042.502023 nChanged 953 SP:Iteration 3Q (359.840000 sec): 3 clusters Score: Raw -1924656.816162 + Penalty 3207.626657 = -1921449.189505 nChanged 985 SP:Iteration 4F (359.890000 sec): 3 clusters Score: Raw -1925151.769948 + Penalty 3207.626657 = -1921944.143291 nChanged 1136 SP:Iteration 5F (359.940000 sec): 3 clusters Score: Raw -1925847.339557 + Penalty 3207.626657 = -1922639.712900 nChanged 1341 SP:Iteration 6F (359.990000 sec): 3 clusters Score: Raw -1926843.043974 + Penalty 3207.626657 = -1923635.417317 nChanged 1460 SP:Iteration 7F (360.030000 sec): 3 clusters Score: Raw -1928081.327892 + Penalty 3207.626657 = -1924873.701235 nChanged 1293 SP:Iteration 8F (360.090000 sec): 3 clusters Score: Raw -1929263.322310 + Penalty 3207.626657 = -1926055.695653 nChanged 882 SP:Iteration 9Q (360.130000 sec): 3 clusters Score: Raw -1930094.406041 + Penalty 3207.626657 = -1926886.779384 nChanged 497 SP:Iteration 10Q (360.180000 sec): 3 clusters Score: Raw -1930557.991401 + Penalty 3207.626657 = -1927350.364744 nChanged 208 SP:Iteration 11Q (360.220000 sec): 3 clusters Score: Raw -1930760.839625 + Penalty 3207.626657 = -1927553.212968 nChanged 85 SP:Iteration 12Q (360.250000 sec): 3 clusters Score: Raw -1930859.808218 + Penalty 3207.626657 = -1927652.181561 nChanged 38 SP:Iteration 13Q (360.290000 sec): 3 clusters Score: Raw -1930922.290563 + Penalty 3207.626657 = -1927714.663906 nChanged 16 SP:Iteration 14Q (360.330000 sec): 3 clusters Score: Raw -1930942.039099 + Penalty 3207.626657 = -1927734.412442 nChanged 9 SP:Iteration 15Q (360.360000 sec): 3 clusters Score: Raw -1930958.364324 + Penalty 3207.626657 = -1927750.737667 nChanged 6 SP:Iteration 16Q (360.400000 sec): 3 clusters Score: Raw -1930968.206607 + Penalty 3207.626657 = -1927760.579950 nChanged 4 SP:Iteration 17Q (360.430000 sec): 3 clusters Score: Raw -1930975.077505 + Penalty 3207.626657 = -1927767.450848 nChanged 1 SP:Iteration 18Q (360.470000 sec): 3 clusters Score: Raw -1930978.174263 + Penalty 3207.626657 = -1927770.547606 nChanged 5 SP:Iteration 19Q (360.500000 sec): 3 clusters Score: Raw -1930985.522940 + Penalty 3207.626657 = -1927777.896283 nChanged 0 SP:Iteration 20F (360.550000 sec): 3 clusters Score: Raw -1930985.522940 + Penalty 3207.626657 = -1927777.896283 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (123098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (360.910000 sec): 2 clusters Score: Raw -11998960.261128 + Penalty 1904.619611 = -11997055.641517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (361.230000 sec): 3 clusters Score: Raw -11918379.883054 + Penalty 3809.239221 = -11914570.643833 nChanged 58995 SP:Iteration 1F (361.540000 sec): 3 clusters Score: Raw -11953493.284450 + Penalty 3809.239221 = -11949684.045229 nChanged 4528 SP:Iteration 2Q (361.860000 sec): 3 clusters Score: Raw -11954870.211555 + Penalty 3809.239221 = -11951060.972334 nChanged 5448 SP:Iteration 3Q (362.190000 sec): 3 clusters Score: Raw -11956908.800542 + Penalty 3809.239221 = -11953099.561320 nChanged 6475 SP:Iteration 4F (362.500000 sec): 3 clusters Score: Raw -11959837.627117 + Penalty 3809.239221 = -11956028.387896 nChanged 7609 SP:Iteration 5F (362.810000 sec): 3 clusters Score: Raw -11964002.433482 + Penalty 3809.239221 = -11960193.194261 nChanged 8371 SP:Iteration 6F (363.130000 sec): 3 clusters Score: Raw -11969463.724683 + Penalty 3809.239221 = -11965654.485462 nChanged 8565 SP:Iteration 7F (363.440000 sec): 3 clusters Score: Raw -11975825.815035 + Penalty 3809.239221 = -11972016.575814 nChanged 7957 SP:Iteration 8F (363.760000 sec): 3 clusters Score: Raw -11982326.883968 + Penalty 3809.239221 = -11978517.644747 nChanged 6434 SP:Iteration 9F (364.080000 sec): 3 clusters Score: Raw -11987949.091847 + Penalty 3809.239221 = -11984139.852626 nChanged 4512 SP:Iteration 10Q (364.390000 sec): 3 clusters Score: Raw -11992204.230490 + Penalty 3809.239221 = -11988394.991269 nChanged 2715 SP:Iteration 11Q (364.670000 sec): 3 clusters Score: Raw -11995067.917537 + Penalty 3809.239221 = -11991258.678316 nChanged 1552 SP:Iteration 12Q (364.930000 sec): 3 clusters Score: Raw -11996817.571702 + Penalty 3809.239221 = -11993008.332481 nChanged 1028 SP:Iteration 13Q (365.170000 sec): 3 clusters Score: Raw -11997674.977550 + Penalty 3809.239221 = -11993865.738329 nChanged 666 SP:Iteration 14Q (365.390000 sec): 3 clusters Score: Raw -11998117.239465 + Penalty 3809.239221 = -11994308.000244 nChanged 521 SP:Iteration 15Q (365.620000 sec): 3 clusters Score: Raw -11998411.681032 + Penalty 3809.239221 = -11994602.441811 nChanged 406 SP:Iteration 16Q (365.850000 sec): 3 clusters Score: Raw -11998617.194445 + Penalty 3809.239221 = -11994807.955224 nChanged 336 SP:Iteration 17Q (366.070000 sec): 3 clusters Score: Raw -11998774.505753 + Penalty 3809.239221 = -11994965.266532 nChanged 294 SP:Iteration 18Q (366.290000 sec): 3 clusters Score: Raw -11998903.723062 + Penalty 3809.239221 = -11995094.483841 nChanged 227 SP:Iteration 19Q (366.510000 sec): 3 clusters Score: Raw -11998985.625572 + Penalty 3809.239221 = -11995176.386351 nChanged 173 SP:Iteration 20F (366.820000 sec): 3 clusters Score: Raw -11999039.178346 + Penalty 3809.239221 = -11995229.939125 nChanged 141 SP:Iteration 21Q (367.040000 sec): 3 clusters Score: Raw -11999081.626707 + Penalty 3809.239221 = -11995272.387486 nChanged 146 SP:Iteration 22Q (367.260000 sec): 3 clusters Score: Raw -11999122.529253 + Penalty 3809.239221 = -11995313.290032 nChanged 121 SP:Iteration 23Q (367.480000 sec): 3 clusters Score: Raw -11999151.774248 + Penalty 3809.239221 = -11995342.535027 nChanged 103 SP:Iteration 24Q (367.690000 sec): 3 clusters Score: Raw -11999174.967105 + Penalty 3809.239221 = -11995365.727884 nChanged 103 SP:Iteration 25Q (367.910000 sec): 3 clusters Score: Raw -11999198.696703 + Penalty 3809.239221 = -11995389.457482 nChanged 85 SP:Iteration 26Q (368.130000 sec): 3 clusters Score: Raw -11999214.752438 + Penalty 3809.239221 = -11995405.513217 nChanged 60 SP:Iteration 27Q (368.340000 sec): 3 clusters Score: Raw -11999223.733962 + Penalty 3809.239221 = -11995414.494741 nChanged 48 SP:Iteration 28Q (368.560000 sec): 3 clusters Score: Raw -11999233.255971 + Penalty 3809.239221 = -11995424.016750 nChanged 53 SP:Iteration 29Q (368.770000 sec): 3 clusters Score: Raw -11999243.421443 + Penalty 3809.239221 = -11995434.182222 nChanged 50 SP:Iteration 30Q (368.990000 sec): 3 clusters Score: Raw -11999253.871005 + Penalty 3809.239221 = -11995444.631784 nChanged 48 SP:Iteration 31Q (369.200000 sec): 3 clusters Score: Raw -11999264.152196 + Penalty 3809.239221 = -11995454.912975 nChanged 45 SP:Iteration 32Q (369.420000 sec): 3 clusters Score: Raw -11999273.100700 + Penalty 3809.239221 = -11995463.861479 nChanged 42 SP:Iteration 33Q (369.630000 sec): 3 clusters Score: Raw -11999280.936693 + Penalty 3809.239221 = -11995471.697472 nChanged 39 SP:Iteration 34Q (369.850000 sec): 3 clusters Score: Raw -11999287.167064 + Penalty 3809.239221 = -11995477.927842 nChanged 28 SP:Iteration 35Q (370.060000 sec): 3 clusters Score: Raw -11999291.717140 + Penalty 3809.239221 = -11995482.477919 nChanged 26 SP:Iteration 36Q (370.280000 sec): 3 clusters Score: Raw -11999296.247498 + Penalty 3809.239221 = -11995487.008277 nChanged 24 SP:Iteration 37Q (370.490000 sec): 3 clusters Score: Raw -11999300.272695 + Penalty 3809.239221 = -11995491.033474 nChanged 22 SP:Iteration 38Q (370.700000 sec): 3 clusters Score: Raw -11999303.518903 + Penalty 3809.239221 = -11995494.279682 nChanged 16 SP:Iteration 39Q (370.920000 sec): 3 clusters Score: Raw -11999305.382049 + Penalty 3809.239221 = -11995496.142828 nChanged 10 SP:Iteration 40F (371.230000 sec): 3 clusters Score: Raw -11999306.395752 + Penalty 3809.239221 = -11995497.156531 nChanged 8 SP:Iteration 41Q (371.440000 sec): 3 clusters Score: Raw -11999307.237989 + Penalty 3809.239221 = -11995497.998768 nChanged 7 SP:Iteration 42Q (371.650000 sec): 3 clusters Score: Raw -11999308.029175 + Penalty 3809.239221 = -11995498.789954 nChanged 7 SP:Iteration 43Q (371.870000 sec): 3 clusters Score: Raw -11999309.003807 + Penalty 3809.239221 = -11995499.764586 nChanged 9 SP:Iteration 44Q (372.090000 sec): 3 clusters Score: Raw -11999310.689741 + Penalty 3809.239221 = -11995501.450520 nChanged 19 SP:Iteration 45Q (372.300000 sec): 3 clusters Score: Raw -11999313.596556 + Penalty 3809.239221 = -11995504.357335 nChanged 15 SP:Iteration 46Q (372.520000 sec): 3 clusters Score: Raw -11999315.841557 + Penalty 3809.239221 = -11995506.602336 nChanged 16 SP:Iteration 47Q (372.740000 sec): 3 clusters Score: Raw -11999318.501820 + Penalty 3809.239221 = -11995509.262599 nChanged 14 SP:Iteration 48Q (372.950000 sec): 3 clusters Score: Raw -11999320.845827 + Penalty 3809.239221 = -11995511.606605 nChanged 15 SP:Iteration 49Q (373.170000 sec): 3 clusters Score: Raw -11999322.624851 + Penalty 3809.239221 = -11995513.385630 nChanged 15 SP:Iteration 50Q (373.390000 sec): 3 clusters Score: Raw -11999324.853663 + Penalty 3809.239221 = -11995515.614441 nChanged 11 SP:Iteration 51Q (373.600000 sec): 3 clusters Score: Raw -11999326.885772 + Penalty 3809.239221 = -11995517.646551 nChanged 11 SP:Iteration 52Q (373.810000 sec): 3 clusters Score: Raw -11999328.839251 + Penalty 3809.239221 = -11995519.600030 nChanged 16 SP:Iteration 53Q (374.030000 sec): 3 clusters Score: Raw -11999331.893502 + Penalty 3809.239221 = -11995522.654281 nChanged 20 SP:Iteration 54Q (374.240000 sec): 3 clusters Score: Raw -11999334.945446 + Penalty 3809.239221 = -11995525.706225 nChanged 16 SP:Iteration 55Q (374.450000 sec): 3 clusters Score: Raw -11999337.538315 + Penalty 3809.239221 = -11995528.299094 nChanged 20 SP:Iteration 56Q (374.670000 sec): 3 clusters Score: Raw -11999341.899641 + Penalty 3809.239221 = -11995532.660420 nChanged 22 SP:Iteration 57Q (374.880000 sec): 3 clusters Score: Raw -11999345.484207 + Penalty 3809.239221 = -11995536.244986 nChanged 22 SP:Iteration 58Q (375.090000 sec): 3 clusters Score: Raw -11999349.567828 + Penalty 3809.239221 = -11995540.328606 nChanged 14 SP:Iteration 59Q (375.310000 sec): 3 clusters Score: Raw -11999352.120550 + Penalty 3809.239221 = -11995542.881329 nChanged 14 SP:Iteration 60F (375.610000 sec): 3 clusters Score: Raw -11999354.829331 + Penalty 3809.239221 = -11995545.590110 nChanged 9 SP:Iteration 61Q (375.830000 sec): 3 clusters Score: Raw -11999356.144308 + Penalty 3809.239221 = -11995546.905086 nChanged 9 SP:Iteration 62Q (376.050000 sec): 3 clusters Score: Raw -11999357.466361 + Penalty 3809.239221 = -11995548.227140 nChanged 6 SP:Iteration 63Q (376.260000 sec): 3 clusters Score: Raw -11999358.756410 + Penalty 3809.239221 = -11995549.517189 nChanged 9 SP:Iteration 64Q (376.480000 sec): 3 clusters Score: Raw -11999360.658548 + Penalty 3809.239221 = -11995551.419327 nChanged 5 SP:Iteration 65Q (376.690000 sec): 3 clusters Score: Raw -11999361.243559 + Penalty 3809.239221 = -11995552.004337 nChanged 2 SP:Iteration 66Q (376.910000 sec): 3 clusters Score: Raw -11999361.608822 + Penalty 3809.239221 = -11995552.369601 nChanged 3 SP:Iteration 67Q (377.120000 sec): 3 clusters Score: Raw -11999361.870294 + Penalty 3809.239221 = -11995552.631073 nChanged 1 SP:Iteration 68Q (377.330000 sec): 3 clusters Score: Raw -11999362.067301 + Penalty 3809.239221 = -11995552.828080 nChanged 0 SP:Iteration 69F (377.640000 sec): 3 clusters Score: Raw -11999362.067301 + Penalty 3809.239221 = -11995552.828080 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (7972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.720000 sec): 2 clusters Score: Raw -796168.027968 + Penalty 1459.849736 = -794708.178233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.740000 sec): 3 clusters Score: Raw -791753.104295 + Penalty 2919.699471 = -788833.404823 nChanged 3343 SP:Iteration 1F (377.760000 sec): 3 clusters Score: Raw -793597.956343 + Penalty 2919.699471 = -790678.256871 nChanged 450 SP:Iteration 2F (377.780000 sec): 3 clusters Score: Raw -793764.146629 + Penalty 2919.699471 = -790844.447158 nChanged 344 SP:Iteration 3Q (377.790000 sec): 3 clusters Score: Raw -793885.632724 + Penalty 2919.699471 = -790965.933253 nChanged 295 SP:Iteration 4Q (377.810000 sec): 3 clusters Score: Raw -793979.518185 + Penalty 2919.699471 = -791059.818713 nChanged 248 SP:Iteration 5Q (377.830000 sec): 3 clusters Score: Raw -794059.496874 + Penalty 2919.699471 = -791139.797403 nChanged 214 SP:Iteration 6Q (377.850000 sec): 3 clusters Score: Raw -794129.858814 + Penalty 2919.699471 = -791210.159342 nChanged 212 SP:Iteration 7Q (377.870000 sec): 3 clusters Score: Raw -794200.702318 + Penalty 2919.699471 = -791281.002846 nChanged 201 SP:Iteration 8Q (377.890000 sec): 3 clusters Score: Raw -794263.922746 + Penalty 2919.699471 = -791344.223274 nChanged 179 SP:Iteration 9Q (377.910000 sec): 3 clusters Score: Raw -794329.760435 + Penalty 2919.699471 = -791410.060964 nChanged 219 SP:Iteration 10Q (377.930000 sec): 3 clusters Score: Raw -794416.032775 + Penalty 2919.699471 = -791496.333304 nChanged 215 SP:Iteration 11Q (377.950000 sec): 3 clusters Score: Raw -794494.296720 + Penalty 2919.699471 = -791574.597249 nChanged 221 SP:Iteration 12Q (377.970000 sec): 3 clusters Score: Raw -794593.453760 + Penalty 2919.699471 = -791673.754288 nChanged 264 SP:Iteration 13Q (377.990000 sec): 3 clusters Score: Raw -794717.228408 + Penalty 2919.699471 = -791797.528936 nChanged 286 SP:Iteration 14Q (378.010000 sec): 3 clusters Score: Raw -794843.519904 + Penalty 2919.699471 = -791923.820433 nChanged 278 SP:Iteration 15Q (378.030000 sec): 3 clusters Score: Raw -794971.268890 + Penalty 2919.699471 = -792051.569419 nChanged 236 SP:Iteration 16Q (378.050000 sec): 3 clusters Score: Raw -795095.350079 + Penalty 2919.699471 = -792175.650607 nChanged 251 SP:Iteration 17Q (378.070000 sec): 3 clusters Score: Raw -795225.766123 + Penalty 2919.699471 = -792306.066651 nChanged 247 SP:Iteration 18Q (378.090000 sec): 3 clusters Score: Raw -795347.684080 + Penalty 2919.699471 = -792427.984608 nChanged 230 SP:Iteration 19Q (378.110000 sec): 3 clusters Score: Raw -795467.158787 + Penalty 2919.699471 = -792547.459316 nChanged 213 SP:Iteration 20F (378.130000 sec): 3 clusters Score: Raw -795580.755210 + Penalty 2919.699471 = -792661.055739 nChanged 202 SP:Iteration 21Q (378.150000 sec): 3 clusters Score: Raw -795689.755450 + Penalty 2919.699471 = -792770.055978 nChanged 172 SP:Iteration 22Q (378.170000 sec): 3 clusters Score: Raw -795786.111878 + Penalty 2919.699471 = -792866.412406 nChanged 139 SP:Iteration 23Q (378.190000 sec): 3 clusters Score: Raw -795873.295480 + Penalty 2919.699471 = -792953.596009 nChanged 134 SP:Iteration 24Q (378.210000 sec): 3 clusters Score: Raw -795957.108106 + Penalty 2919.699471 = -793037.408635 nChanged 123 SP:Iteration 25Q (378.230000 sec): 3 clusters Score: Raw -796016.360725 + Penalty 2919.699471 = -793096.661253 nChanged 101 SP:Iteration 26Q (378.250000 sec): 3 clusters Score: Raw -796069.323531 + Penalty 2919.699471 = -793149.624060 nChanged 92 SP:Iteration 27Q (378.260000 sec): 3 clusters Score: Raw -796112.982383 + Penalty 2919.699471 = -793193.282912 nChanged 84 SP:Iteration 28Q (378.280000 sec): 3 clusters Score: Raw -796148.660789 + Penalty 2919.699471 = -793228.961318 nChanged 66 SP:Iteration 29Q (378.300000 sec): 3 clusters Score: Raw -796173.151015 + Penalty 2919.699471 = -793253.451543 nChanged 47 SP:Iteration 30Q (378.320000 sec): 3 clusters Score: Raw -796187.540860 + Penalty 2919.699471 = -793267.841389 nChanged 49 SP:Iteration 31Q (378.340000 sec): 3 clusters Score: Raw -796204.638459 + Penalty 2919.699471 = -793284.938988 nChanged 50 SP:Iteration 32Q (378.350000 sec): 3 clusters Score: Raw -796218.833457 + Penalty 2919.699471 = -793299.133986 nChanged 43 SP:Iteration 33Q (378.370000 sec): 3 clusters Score: Raw -796232.777112 + Penalty 2919.699471 = -793313.077640 nChanged 43 SP:Iteration 34Q (378.390000 sec): 3 clusters Score: Raw -796246.020488 + Penalty 2919.699471 = -793326.321016 nChanged 40 SP:Iteration 35Q (378.410000 sec): 3 clusters Score: Raw -796258.635028 + Penalty 2919.699471 = -793338.935556 nChanged 41 SP:Iteration 36Q (378.430000 sec): 3 clusters Score: Raw -796270.913874 + Penalty 2919.699471 = -793351.214402 nChanged 34 SP:Iteration 37Q (378.440000 sec): 3 clusters Score: Raw -796282.413991 + Penalty 2919.699471 = -793362.714520 nChanged 29 SP:Iteration 38Q (378.460000 sec): 3 clusters Score: Raw -796290.749203 + Penalty 2919.699471 = -793371.049732 nChanged 32 SP:Iteration 39Q (378.480000 sec): 3 clusters Score: Raw -796300.262292 + Penalty 2919.699471 = -793380.562820 nChanged 30 SP:Iteration 40F (378.500000 sec): 3 clusters Score: Raw -796308.416681 + Penalty 2919.699471 = -793388.717209 nChanged 27 SP:Iteration 41Q (378.510000 sec): 3 clusters Score: Raw -796314.669177 + Penalty 2919.699471 = -793394.969706 nChanged 23 SP:Iteration 42Q (378.530000 sec): 3 clusters Score: Raw -796321.738110 + Penalty 2919.699471 = -793402.038639 nChanged 18 SP:Iteration 43Q (378.550000 sec): 3 clusters Score: Raw -796327.721421 + Penalty 2919.699471 = -793408.021949 nChanged 20 SP:Iteration 44Q (378.570000 sec): 3 clusters Score: Raw -796333.257572 + Penalty 2919.699471 = -793413.558101 nChanged 17 SP:Iteration 45Q (378.580000 sec): 3 clusters Score: Raw -796338.050754 + Penalty 2919.699471 = -793418.351282 nChanged 19 SP:Iteration 46Q (378.600000 sec): 3 clusters Score: Raw -796343.013549 + Penalty 2919.699471 = -793423.314077 nChanged 18 SP:Iteration 47Q (378.620000 sec): 3 clusters Score: Raw -796347.812832 + Penalty 2919.699471 = -793428.113361 nChanged 18 SP:Iteration 48Q (378.630000 sec): 3 clusters Score: Raw -796351.977063 + Penalty 2919.699471 = -793432.277592 nChanged 11 SP:Iteration 49Q (378.650000 sec): 3 clusters Score: Raw -796355.107372 + Penalty 2919.699471 = -793435.407900 nChanged 8 SP:Iteration 50Q (378.670000 sec): 3 clusters Score: Raw -796357.138286 + Penalty 2919.699471 = -793437.438815 nChanged 8 SP:Iteration 51Q (378.690000 sec): 3 clusters Score: Raw -796359.428301 + Penalty 2919.699471 = -793439.728829 nChanged 6 SP:Iteration 52Q (378.700000 sec): 3 clusters Score: Raw -796360.663228 + Penalty 2919.699471 = -793440.963757 nChanged 6 SP:Iteration 53Q (378.720000 sec): 3 clusters Score: Raw -796361.748299 + Penalty 2919.699471 = -793442.048828 nChanged 4 SP:Iteration 54Q (378.730000 sec): 3 clusters Score: Raw -796362.590322 + Penalty 2919.699471 = -793442.890850 nChanged 4 SP:Iteration 55Q (378.750000 sec): 3 clusters Score: Raw -796363.936385 + Penalty 2919.699471 = -793444.236913 nChanged 5 SP:Iteration 56Q (378.770000 sec): 3 clusters Score: Raw -796365.693913 + Penalty 2919.699471 = -793445.994442 nChanged 4 SP:Iteration 57Q (378.780000 sec): 3 clusters Score: Raw -796366.937225 + Penalty 2919.699471 = -793447.237754 nChanged 2 SP:Iteration 58Q (378.800000 sec): 3 clusters Score: Raw -796367.481364 + Penalty 2919.699471 = -793447.781892 nChanged 1 SP:Iteration 59Q (378.820000 sec): 3 clusters Score: Raw -796367.751512 + Penalty 2919.699471 = -793448.052041 nChanged 1 SP:Iteration 60F (378.840000 sec): 3 clusters Score: Raw -796367.941682 + Penalty 2919.699471 = -793448.242211 nChanged 1 SP:Iteration 61Q (378.850000 sec): 3 clusters Score: Raw -796368.072815 + Penalty 2919.699471 = -793448.373344 nChanged 3 SP:Iteration 62Q (378.870000 sec): 3 clusters Score: Raw -796368.772223 + Penalty 2919.699471 = -793449.072751 nChanged 3 SP:Iteration 63Q (378.890000 sec): 3 clusters Score: Raw -796369.227026 + Penalty 2919.699471 = -793449.527554 nChanged 1 SP:Iteration 64Q (378.900000 sec): 3 clusters Score: Raw -796369.382309 + Penalty 2919.699471 = -793449.682838 nChanged 0 SP:Iteration 65F (378.920000 sec): 3 clusters Score: Raw -796369.382309 + Penalty 2919.699471 = -793449.682838 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.930000 sec): 2 clusters Score: Raw -82456.195181 + Penalty 1099.318834 = -81356.876347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.930000 sec): 3 clusters Score: Raw -82199.449525 + Penalty 2198.637667 = -80000.811858 nChanged 230 SP:Iteration 1F (378.930000 sec): 3 clusters Score: Raw -82398.584133 + Penalty 2198.637667 = -80199.946466 nChanged 56 SP:Iteration 2F (378.940000 sec): 3 clusters Score: Raw -82455.125384 + Penalty 2198.637667 = -80256.487717 nChanged 30 SP:Iteration 3Q (378.940000 sec): 3 clusters Score: Raw -82490.629897 + Penalty 2198.637667 = -80291.992230 nChanged 24 SP:Iteration 4Q (378.940000 sec): 3 clusters Score: Raw -82515.724354 + Penalty 2198.637667 = -80317.086687 nChanged 14 SP:Iteration 5Q (378.940000 sec): 3 clusters Score: Raw -82529.384270 + Penalty 2198.637667 = -80330.746602 nChanged 12 SP:Iteration 6Q (378.950000 sec): 3 clusters Score: Raw -82541.264197 + Penalty 2198.637667 = -80342.626530 nChanged 5 SP:Iteration 7Q (378.950000 sec): 3 clusters Score: Raw -82544.573033 + Penalty 2198.637667 = -80345.935365 nChanged 3 SP:Iteration 8Q (378.950000 sec): 3 clusters Score: Raw -82547.817659 + Penalty 2198.637667 = -80349.179991 nChanged 5 SP:Iteration 9Q (378.950000 sec): 3 clusters Score: Raw -82550.246831 + Penalty 2198.637667 = -80351.609163 nChanged 2 SP:Iteration 10Q (378.950000 sec): 3 clusters Score: Raw -82551.614908 + Penalty 2198.637667 = -80352.977241 nChanged 1 SP:Iteration 11Q (378.960000 sec): 3 clusters Score: Raw -82551.746581 + Penalty 2198.637667 = -80353.108913 nChanged 0 SP:Iteration 12F (378.960000 sec): 3 clusters Score: Raw -82551.746581 + Penalty 2198.637667 = -80353.108913 nChanged 0 Iteration 20F (392.630000 sec): 19 clusters Score: Raw -78367051.651111 + Penalty 39833.735041 = -78327217.916070 nChanged 12632 Iteration 21Q (396.390000 sec): 19 clusters Score: Raw -78372112.891072 + Penalty 39833.735041 = -78332279.156031 nChanged 8839 Iteration 22Q (400.100000 sec): 19 clusters Score: Raw -78374345.560609 + Penalty 39833.735041 = -78334511.825568 nChanged 7676 Iteration 23Q (403.760000 sec): 19 clusters Score: Raw -78375938.853623 + Penalty 39833.735041 = -78336105.118582 nChanged 6858 Iteration 24Q (407.390000 sec): 19 clusters Score: Raw -78377231.399253 + Penalty 39833.735041 = -78337397.664212 nChanged 6159 Iteration 25Q (411.030000 sec): 19 clusters Score: Raw -78378293.882605 + Penalty 39833.735041 = -78338460.147564 nChanged 5588 Iteration 26Q (414.640000 sec): 19 clusters Score: Raw -78379166.242508 + Penalty 39833.735041 = -78339332.507467 nChanged 4964 Iteration 27Q (418.240000 sec): 19 clusters Score: Raw -78379852.623739 + Penalty 39833.735041 = -78340018.888698 nChanged 4434 Iteration 28Q (421.830000 sec): 19 clusters Score: Raw -78380393.863124 + Penalty 39833.735041 = -78340560.128083 nChanged 4126 Iteration 29Q (425.430000 sec): 19 clusters Score: Raw -78380863.388492 + Penalty 39833.735041 = -78341029.653451 nChanged 3754 Iteration 30Q (429.020000 sec): 19 clusters Score: Raw -78381270.604002 + Penalty 39833.735041 = -78341436.868961 nChanged 3422 Iteration 31Q (432.590000 sec): 19 clusters Score: Raw -78381620.815924 + Penalty 39833.735041 = -78341787.080883 nChanged 3205 Iteration 32Q (436.160000 sec): 19 clusters Score: Raw -78381932.136017 + Penalty 39833.735041 = -78342098.400976 nChanged 3038 Iteration 33Q (439.750000 sec): 19 clusters Score: Raw -78382213.113947 + Penalty 39833.735041 = -78342379.378906 nChanged 2834 Iteration 34Q (443.320000 sec): 19 clusters Score: Raw -78382460.445437 + Penalty 39833.735041 = -78342626.710396 nChanged 2598 Iteration 35Q (446.900000 sec): 19 clusters Score: Raw -78382670.266793 + Penalty 39833.735041 = -78342836.531752 nChanged 2480 Iteration 36Q (450.490000 sec): 19 clusters Score: Raw -78382855.662667 + Penalty 39833.735041 = -78343021.927626 nChanged 2284 Iteration 37Q (454.050000 sec): 19 clusters Score: Raw -78383012.726059 + Penalty 39833.735041 = -78343178.991018 nChanged 2052 Iteration 38Q (457.630000 sec): 19 clusters Score: Raw -78383147.482742 + Penalty 39833.735041 = -78343313.747701 nChanged 1889 Iteration 39Q (461.180000 sec): 19 clusters Score: Raw -78383259.842264 + Penalty 39833.735041 = -78343426.107223 nChanged 1784 Iteration 40F (474.860000 sec): 19 clusters Score: Raw -78383726.817997 + Penalty 39833.735041 = -78343893.082956 nChanged 1796 Iteration 41Q (478.640000 sec): 19 clusters Score: Raw -78384256.671173 + Penalty 39833.735041 = -78344422.936132 nChanged 1763 Iteration 42Q (482.420000 sec): 19 clusters Score: Raw -78384722.662071 + Penalty 39833.735041 = -78344888.927030 nChanged 1689 Iteration 43Q (486.210000 sec): 19 clusters Score: Raw -78385116.717155 + Penalty 39833.735041 = -78345282.982114 nChanged 1588 Iteration 44Q (489.980000 sec): 19 clusters Score: Raw -78385365.021793 + Penalty 39833.735041 = -78345531.286752 nChanged 1504 Iteration 45Q (493.770000 sec): 19 clusters Score: Raw -78385539.352424 + Penalty 39833.735041 = -78345705.617383 nChanged 1461 Iteration 46Q (497.550000 sec): 19 clusters Score: Raw -78385681.084458 + Penalty 39833.735041 = -78345847.349417 nChanged 1357 Iteration 47Q (501.330000 sec): 19 clusters Score: Raw -78385792.223200 + Penalty 39833.735041 = -78345958.488159 nChanged 1266 Iteration 48Q (505.100000 sec): 19 clusters Score: Raw -78385888.613896 + Penalty 39833.735041 = -78346054.878855 nChanged 1265 Iteration 49Q (508.940000 sec): 19 clusters Score: Raw -78386000.953427 + Penalty 39833.735041 = -78346167.218386 nChanged 1279 Iteration 50Q (512.720000 sec): 19 clusters Score: Raw -78386142.982756 + Penalty 39833.735041 = -78346309.247715 nChanged 1239 Iteration 51Q (516.490000 sec): 19 clusters Score: Raw -78386278.541680 + Penalty 39833.735041 = -78346444.806639 nChanged 1273 Iteration 52Q (520.260000 sec): 19 clusters Score: Raw -78386405.565549 + Penalty 39833.735041 = -78346571.830508 nChanged 1256 Iteration 53Q (524.030000 sec): 19 clusters Score: Raw -78386517.527128 + Penalty 39833.735041 = -78346683.792087 nChanged 1222 Iteration 54Q (527.780000 sec): 19 clusters Score: Raw -78386630.284063 + Penalty 39833.735041 = -78346796.549022 nChanged 1185 Iteration 55Q (531.530000 sec): 19 clusters Score: Raw -78386735.992273 + Penalty 39833.735041 = -78346902.257232 nChanged 1179 Iteration 56Q (535.280000 sec): 19 clusters Score: Raw -78386841.760425 + Penalty 39833.735041 = -78347008.025384 nChanged 1093 Iteration 57Q (539.030000 sec): 19 clusters Score: Raw -78386918.293496 + Penalty 39833.735041 = -78347084.558455 nChanged 1064 Iteration 58Q (542.780000 sec): 19 clusters Score: Raw -78386983.858765 + Penalty 39833.735041 = -78347150.123724 nChanged 1039 Writing temp clu file Compute initial score before splitting: Score: Raw -78386983.858765 + Penalty 39833.735041 = -78347150.123724 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (14032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (542.930000 sec): 2 clusters Score: Raw -1293480.447395 + Penalty 1551.728054 = -1291928.719341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (542.970000 sec): 3 clusters Score: Raw -1285442.544031 + Penalty 3103.456107 = -1282339.087923 nChanged 6198 SP:Iteration 1F (543.000000 sec): 3 clusters Score: Raw -1288944.192747 + Penalty 3103.456107 = -1285840.736640 nChanged 790 SP:Iteration 2F (543.040000 sec): 3 clusters Score: Raw -1289299.519775 + Penalty 3103.456107 = -1286196.063668 nChanged 677 SP:Iteration 3Q (543.070000 sec): 3 clusters Score: Raw -1289624.520269 + Penalty 3103.456107 = -1286521.064162 nChanged 657 SP:Iteration 4Q (543.110000 sec): 3 clusters Score: Raw -1289942.352409 + Penalty 3103.456107 = -1286838.896301 nChanged 646 SP:Iteration 5Q (543.140000 sec): 3 clusters Score: Raw -1290263.612064 + Penalty 3103.456107 = -1287160.155957 nChanged 631 SP:Iteration 6Q (543.180000 sec): 3 clusters Score: Raw -1290632.817428 + Penalty 3103.456107 = -1287529.361321 nChanged 714 SP:Iteration 7F (543.210000 sec): 3 clusters Score: Raw -1291130.035294 + Penalty 3103.456107 = -1288026.579186 nChanged 794 SP:Iteration 8F (543.250000 sec): 3 clusters Score: Raw -1291733.853113 + Penalty 3103.456107 = -1288630.397006 nChanged 837 SP:Iteration 9F (543.280000 sec): 3 clusters Score: Raw -1292410.695359 + Penalty 3103.456107 = -1289307.239252 nChanged 696 SP:Iteration 10Q (543.320000 sec): 3 clusters Score: Raw -1292895.394870 + Penalty 3103.456107 = -1289791.938762 nChanged 529 SP:Iteration 11Q (543.350000 sec): 3 clusters Score: Raw -1293181.170106 + Penalty 3103.456107 = -1290077.713998 nChanged 360 SP:Iteration 12Q (543.380000 sec): 3 clusters Score: Raw -1293323.337542 + Penalty 3103.456107 = -1290219.881434 nChanged 250 SP:Iteration 13Q (543.420000 sec): 3 clusters Score: Raw -1293409.992960 + Penalty 3103.456107 = -1290306.536852 nChanged 210 SP:Iteration 14Q (543.450000 sec): 3 clusters Score: Raw -1293478.291756 + Penalty 3103.456107 = -1290374.835648 nChanged 185 SP:Iteration 15Q (543.480000 sec): 3 clusters Score: Raw -1293532.692300 + Penalty 3103.456107 = -1290429.236192 nChanged 147 SP:Iteration 16Q (543.520000 sec): 3 clusters Score: Raw -1293572.491338 + Penalty 3103.456107 = -1290469.035231 nChanged 132 SP:Iteration 17Q (543.550000 sec): 3 clusters Score: Raw -1293609.645976 + Penalty 3103.456107 = -1290506.189869 nChanged 122 SP:Iteration 18Q (543.580000 sec): 3 clusters Score: Raw -1293640.313794 + Penalty 3103.456107 = -1290536.857686 nChanged 117 SP:Iteration 19Q (543.610000 sec): 3 clusters Score: Raw -1293669.172986 + Penalty 3103.456107 = -1290565.716879 nChanged 112 SP:Iteration 20F (543.650000 sec): 3 clusters Score: Raw -1293696.400493 + Penalty 3103.456107 = -1290592.944386 nChanged 97 SP:Iteration 21Q (543.680000 sec): 3 clusters Score: Raw -1293722.434331 + Penalty 3103.456107 = -1290618.978224 nChanged 111 SP:Iteration 22Q (543.710000 sec): 3 clusters Score: Raw -1293750.614992 + Penalty 3103.456107 = -1290647.158885 nChanged 107 SP:Iteration 23Q (543.740000 sec): 3 clusters Score: Raw -1293776.336894 + Penalty 3103.456107 = -1290672.880787 nChanged 92 SP:Iteration 24Q (543.780000 sec): 3 clusters Score: Raw -1293796.874096 + Penalty 3103.456107 = -1290693.417989 nChanged 74 SP:Iteration 25Q (543.810000 sec): 3 clusters Score: Raw -1293813.842767 + Penalty 3103.456107 = -1290710.386660 nChanged 80 SP:Iteration 26Q (543.840000 sec): 3 clusters Score: Raw -1293832.261481 + Penalty 3103.456107 = -1290728.805374 nChanged 98 SP:Iteration 27Q (543.870000 sec): 3 clusters Score: Raw -1293854.886529 + Penalty 3103.456107 = -1290751.430422 nChanged 86 SP:Iteration 28Q (543.900000 sec): 3 clusters Score: Raw -1293872.686415 + Penalty 3103.456107 = -1290769.230308 nChanged 90 SP:Iteration 29Q (543.940000 sec): 3 clusters Score: Raw -1293896.140923 + Penalty 3103.456107 = -1290792.684815 nChanged 87 SP:Iteration 30Q (543.970000 sec): 3 clusters Score: Raw -1293913.630727 + Penalty 3103.456107 = -1290810.174619 nChanged 76 SP:Iteration 31Q (544.000000 sec): 3 clusters Score: Raw -1293930.890300 + Penalty 3103.456107 = -1290827.434193 nChanged 80 SP:Iteration 32Q (544.030000 sec): 3 clusters Score: Raw -1293950.354444 + Penalty 3103.456107 = -1290846.898337 nChanged 86 SP:Iteration 33Q (544.060000 sec): 3 clusters Score: Raw -1293975.619263 + Penalty 3103.456107 = -1290872.163156 nChanged 87 SP:Iteration 34Q (544.100000 sec): 3 clusters Score: Raw -1293998.729730 + Penalty 3103.456107 = -1290895.273623 nChanged 80 SP:Iteration 35Q (544.130000 sec): 3 clusters Score: Raw -1294018.458498 + Penalty 3103.456107 = -1290915.002390 nChanged 86 SP:Iteration 36Q (544.160000 sec): 3 clusters Score: Raw -1294038.601716 + Penalty 3103.456107 = -1290935.145609 nChanged 82 SP:Iteration 37Q (544.200000 sec): 3 clusters Score: Raw -1294061.416698 + Penalty 3103.456107 = -1290957.960591 nChanged 87 SP:Iteration 38Q (544.230000 sec): 3 clusters Score: Raw -1294087.053964 + Penalty 3103.456107 = -1290983.597857 nChanged 88 SP:Iteration 39Q (544.260000 sec): 3 clusters Score: Raw -1294117.917849 + Penalty 3103.456107 = -1291014.461742 nChanged 103 SP:Iteration 40F (544.290000 sec): 3 clusters Score: Raw -1294155.886843 + Penalty 3103.456107 = -1291052.430736 nChanged 108 SP:Iteration 41Q (544.330000 sec): 3 clusters Score: Raw -1294191.127732 + Penalty 3103.456107 = -1291087.671625 nChanged 93 SP:Iteration 42Q (544.360000 sec): 3 clusters Score: Raw -1294217.746758 + Penalty 3103.456107 = -1291114.290651 nChanged 77 SP:Iteration 43Q (544.390000 sec): 3 clusters Score: Raw -1294238.280857 + Penalty 3103.456107 = -1291134.824750 nChanged 70 SP:Iteration 44Q (544.420000 sec): 3 clusters Score: Raw -1294255.645707 + Penalty 3103.456107 = -1291152.189600 nChanged 72 SP:Iteration 45Q (544.450000 sec): 3 clusters Score: Raw -1294274.135381 + Penalty 3103.456107 = -1291170.679273 nChanged 78 SP:Iteration 46Q (544.480000 sec): 3 clusters Score: Raw -1294290.576833 + Penalty 3103.456107 = -1291187.120725 nChanged 59 SP:Iteration 47Q (544.510000 sec): 3 clusters Score: Raw -1294303.436402 + Penalty 3103.456107 = -1291199.980295 nChanged 61 SP:Iteration 48Q (544.550000 sec): 3 clusters Score: Raw -1294316.412440 + Penalty 3103.456107 = -1291212.956333 nChanged 60 SP:Iteration 49Q (544.580000 sec): 3 clusters Score: Raw -1294325.943840 + Penalty 3103.456107 = -1291222.487733 nChanged 45 SP:Iteration 50Q (544.610000 sec): 3 clusters Score: Raw -1294333.539367 + Penalty 3103.456107 = -1291230.083260 nChanged 43 SP:Iteration 51Q (544.640000 sec): 3 clusters Score: Raw -1294341.580218 + Penalty 3103.456107 = -1291238.124111 nChanged 36 SP:Iteration 52Q (544.670000 sec): 3 clusters Score: Raw -1294348.108244 + Penalty 3103.456107 = -1291244.652137 nChanged 25 SP:Iteration 53Q (544.700000 sec): 3 clusters Score: Raw -1294351.049980 + Penalty 3103.456107 = -1291247.593872 nChanged 19 SP:Iteration 54Q (544.730000 sec): 3 clusters Score: Raw -1294353.261091 + Penalty 3103.456107 = -1291249.804984 nChanged 18 SP:Iteration 55Q (544.760000 sec): 3 clusters Score: Raw -1294355.277873 + Penalty 3103.456107 = -1291251.821766 nChanged 17 SP:Iteration 56Q (544.790000 sec): 3 clusters Score: Raw -1294357.300823 + Penalty 3103.456107 = -1291253.844716 nChanged 20 SP:Iteration 57Q (544.820000 sec): 3 clusters Score: Raw -1294359.530863 + Penalty 3103.456107 = -1291256.074756 nChanged 13 SP:Iteration 58Q (544.850000 sec): 3 clusters Score: Raw -1294361.336936 + Penalty 3103.456107 = -1291257.880829 nChanged 15 SP:Iteration 59Q (544.890000 sec): 3 clusters Score: Raw -1294362.918333 + Penalty 3103.456107 = -1291259.462226 nChanged 12 SP:Iteration 60F (544.920000 sec): 3 clusters Score: Raw -1294364.080282 + Penalty 3103.456107 = -1291260.624174 nChanged 8 SP:Iteration 61Q (544.950000 sec): 3 clusters Score: Raw -1294364.993944 + Penalty 3103.456107 = -1291261.537836 nChanged 8 SP:Iteration 62Q (544.980000 sec): 3 clusters Score: Raw -1294366.092711 + Penalty 3103.456107 = -1291262.636604 nChanged 7 SP:Iteration 63Q (545.010000 sec): 3 clusters Score: Raw -1294366.649011 + Penalty 3103.456107 = -1291263.192903 nChanged 6 SP:Iteration 64Q (545.040000 sec): 3 clusters Score: Raw -1294367.084686 + Penalty 3103.456107 = -1291263.628579 nChanged 3 SP:Iteration 65Q (545.070000 sec): 3 clusters Score: Raw -1294367.444502 + Penalty 3103.456107 = -1291263.988395 nChanged 5 SP:Iteration 66Q (545.100000 sec): 3 clusters Score: Raw -1294367.855301 + Penalty 3103.456107 = -1291264.399193 nChanged 3 SP:Iteration 67Q (545.130000 sec): 3 clusters Score: Raw -1294368.158307 + Penalty 3103.456107 = -1291264.702200 nChanged 2 SP:Iteration 68Q (545.170000 sec): 3 clusters Score: Raw -1294368.368654 + Penalty 3103.456107 = -1291264.912547 nChanged 3 SP:Iteration 69Q (545.190000 sec): 3 clusters Score: Raw -1294368.548768 + Penalty 3103.456107 = -1291265.092660 nChanged 1 SP:Iteration 70Q (545.230000 sec): 3 clusters Score: Raw -1294368.577611 + Penalty 3103.456107 = -1291265.121504 nChanged 1 SP:Iteration 71Q (545.250000 sec): 3 clusters Score: Raw -1294368.636289 + Penalty 3103.456107 = -1291265.180182 nChanged 1 SP:Iteration 72Q (545.290000 sec): 3 clusters Score: Raw -1294368.672750 + Penalty 3103.456107 = -1291265.216643 nChanged 1 SP:Iteration 73Q (545.320000 sec): 3 clusters Score: Raw -1294368.760630 + Penalty 3103.456107 = -1291265.304523 nChanged 1 SP:Iteration 74Q (545.350000 sec): 3 clusters Score: Raw -1294368.868784 + Penalty 3103.456107 = -1291265.412677 nChanged 0 SP:Iteration 75F (545.380000 sec): 3 clusters Score: Raw -1294368.868784 + Penalty 3103.456107 = -1291265.412677 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (11895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.410000 sec): 2 clusters Score: Raw -1120313.862387 + Penalty 1524.879431 = -1118788.982956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.450000 sec): 3 clusters Score: Raw -1113605.855273 + Penalty 3049.758862 = -1110556.096410 nChanged 5194 SP:Iteration 1F (545.470000 sec): 3 clusters Score: Raw -1116358.155779 + Penalty 3049.758862 = -1113308.396917 nChanged 670 SP:Iteration 2F (545.500000 sec): 3 clusters Score: Raw -1116713.738970 + Penalty 3049.758862 = -1113663.980107 nChanged 669 SP:Iteration 3F (545.530000 sec): 3 clusters Score: Raw -1117111.972509 + Penalty 3049.758862 = -1114062.213647 nChanged 738 SP:Iteration 4F (545.560000 sec): 3 clusters Score: Raw -1117606.703129 + Penalty 3049.758862 = -1114556.944266 nChanged 763 SP:Iteration 5F (545.590000 sec): 3 clusters Score: Raw -1118147.705125 + Penalty 3049.758862 = -1115097.946263 nChanged 762 SP:Iteration 6F (545.620000 sec): 3 clusters Score: Raw -1118698.237711 + Penalty 3049.758862 = -1115648.478849 nChanged 717 SP:Iteration 7F (545.650000 sec): 3 clusters Score: Raw -1119177.335798 + Penalty 3049.758862 = -1116127.576935 nChanged 583 SP:Iteration 8Q (545.680000 sec): 3 clusters Score: Raw -1119507.483889 + Penalty 3049.758862 = -1116457.725026 nChanged 462 SP:Iteration 9Q (545.710000 sec): 3 clusters Score: Raw -1119751.099079 + Penalty 3049.758862 = -1116701.340217 nChanged 387 SP:Iteration 10Q (545.740000 sec): 3 clusters Score: Raw -1119918.830702 + Penalty 3049.758862 = -1116869.071840 nChanged 305 SP:Iteration 11Q (545.770000 sec): 3 clusters Score: Raw -1120031.661984 + Penalty 3049.758862 = -1116981.903122 nChanged 202 SP:Iteration 12Q (545.790000 sec): 3 clusters Score: Raw -1120090.797159 + Penalty 3049.758862 = -1117041.038297 nChanged 135 SP:Iteration 13Q (545.830000 sec): 3 clusters Score: Raw -1120119.462468 + Penalty 3049.758862 = -1117069.703605 nChanged 93 SP:Iteration 14Q (545.850000 sec): 3 clusters Score: Raw -1120135.628566 + Penalty 3049.758862 = -1117085.869704 nChanged 74 SP:Iteration 15Q (545.880000 sec): 3 clusters Score: Raw -1120147.986217 + Penalty 3049.758862 = -1117098.227354 nChanged 63 SP:Iteration 16Q (545.910000 sec): 3 clusters Score: Raw -1120157.839981 + Penalty 3049.758862 = -1117108.081118 nChanged 41 SP:Iteration 17Q (545.940000 sec): 3 clusters Score: Raw -1120164.590180 + Penalty 3049.758862 = -1117114.831317 nChanged 37 SP:Iteration 18Q (545.970000 sec): 3 clusters Score: Raw -1120170.983440 + Penalty 3049.758862 = -1117121.224577 nChanged 32 SP:Iteration 19Q (545.990000 sec): 3 clusters Score: Raw -1120176.706717 + Penalty 3049.758862 = -1117126.947854 nChanged 36 SP:Iteration 20F (546.020000 sec): 3 clusters Score: Raw -1120184.465022 + Penalty 3049.758862 = -1117134.706160 nChanged 35 SP:Iteration 21Q (546.050000 sec): 3 clusters Score: Raw -1120191.205886 + Penalty 3049.758862 = -1117141.447023 nChanged 33 SP:Iteration 22Q (546.080000 sec): 3 clusters Score: Raw -1120196.977910 + Penalty 3049.758862 = -1117147.219047 nChanged 26 SP:Iteration 23Q (546.110000 sec): 3 clusters Score: Raw -1120201.388018 + Penalty 3049.758862 = -1117151.629155 nChanged 26 SP:Iteration 24Q (546.130000 sec): 3 clusters Score: Raw -1120206.000613 + Penalty 3049.758862 = -1117156.241751 nChanged 27 SP:Iteration 25Q (546.160000 sec): 3 clusters Score: Raw -1120210.476100 + Penalty 3049.758862 = -1117160.717237 nChanged 26 SP:Iteration 26Q (546.190000 sec): 3 clusters Score: Raw -1120213.557200 + Penalty 3049.758862 = -1117163.798338 nChanged 23 SP:Iteration 27Q (546.220000 sec): 3 clusters Score: Raw -1120216.659308 + Penalty 3049.758862 = -1117166.900445 nChanged 23 SP:Iteration 28Q (546.250000 sec): 3 clusters Score: Raw -1120220.243063 + Penalty 3049.758862 = -1117170.484201 nChanged 21 SP:Iteration 29Q (546.280000 sec): 3 clusters Score: Raw -1120224.843796 + Penalty 3049.758862 = -1117175.084934 nChanged 26 SP:Iteration 30Q (546.310000 sec): 3 clusters Score: Raw -1120228.733665 + Penalty 3049.758862 = -1117178.974802 nChanged 20 SP:Iteration 31Q (546.330000 sec): 3 clusters Score: Raw -1120232.742621 + Penalty 3049.758862 = -1117182.983759 nChanged 19 SP:Iteration 32Q (546.360000 sec): 3 clusters Score: Raw -1120236.840023 + Penalty 3049.758862 = -1117187.081161 nChanged 31 SP:Iteration 33Q (546.390000 sec): 3 clusters Score: Raw -1120243.970096 + Penalty 3049.758862 = -1117194.211234 nChanged 43 SP:Iteration 34Q (546.420000 sec): 3 clusters Score: Raw -1120254.890768 + Penalty 3049.758862 = -1117205.131906 nChanged 44 SP:Iteration 35Q (546.450000 sec): 3 clusters Score: Raw -1120265.880634 + Penalty 3049.758862 = -1117216.121772 nChanged 57 SP:Iteration 36Q (546.480000 sec): 3 clusters Score: Raw -1120284.587796 + Penalty 3049.758862 = -1117234.828934 nChanged 61 SP:Iteration 37Q (546.510000 sec): 3 clusters Score: Raw -1120313.608138 + Penalty 3049.758862 = -1117263.849276 nChanged 80 SP:Iteration 38Q (546.530000 sec): 3 clusters Score: Raw -1120360.543914 + Penalty 3049.758862 = -1117310.785052 nChanged 89 SP:Iteration 39Q (546.560000 sec): 3 clusters Score: Raw -1120419.089997 + Penalty 3049.758862 = -1117369.331135 nChanged 95 SP:Iteration 40F (546.590000 sec): 3 clusters Score: Raw -1120477.792664 + Penalty 3049.758862 = -1117428.033802 nChanged 90 SP:Iteration 41Q (546.620000 sec): 3 clusters Score: Raw -1120534.803011 + Penalty 3049.758862 = -1117485.044149 nChanged 90 SP:Iteration 42Q (546.650000 sec): 3 clusters Score: Raw -1120563.937657 + Penalty 3049.758862 = -1117514.178794 nChanged 61 SP:Iteration 43Q (546.670000 sec): 3 clusters Score: Raw -1120578.395442 + Penalty 3049.758862 = -1117528.636580 nChanged 56 SP:Iteration 44Q (546.700000 sec): 3 clusters Score: Raw -1120591.242248 + Penalty 3049.758862 = -1117541.483386 nChanged 47 SP:Iteration 45Q (546.730000 sec): 3 clusters Score: Raw -1120601.837563 + Penalty 3049.758862 = -1117552.078701 nChanged 50 SP:Iteration 46Q (546.760000 sec): 3 clusters Score: Raw -1120613.311498 + Penalty 3049.758862 = -1117563.552636 nChanged 52 SP:Iteration 47Q (546.790000 sec): 3 clusters Score: Raw -1120625.554052 + Penalty 3049.758862 = -1117575.795189 nChanged 39 SP:Iteration 48Q (546.810000 sec): 3 clusters Score: Raw -1120632.380756 + Penalty 3049.758862 = -1117582.621894 nChanged 48 SP:Iteration 49Q (546.840000 sec): 3 clusters Score: Raw -1120640.204056 + Penalty 3049.758862 = -1117590.445194 nChanged 32 SP:Iteration 50Q (546.870000 sec): 3 clusters Score: Raw -1120644.779225 + Penalty 3049.758862 = -1117595.020362 nChanged 28 SP:Iteration 51Q (546.890000 sec): 3 clusters Score: Raw -1120649.031280 + Penalty 3049.758862 = -1117599.272417 nChanged 19 SP:Iteration 52Q (546.920000 sec): 3 clusters Score: Raw -1120652.541563 + Penalty 3049.758862 = -1117602.782701 nChanged 17 SP:Iteration 53Q (546.950000 sec): 3 clusters Score: Raw -1120655.196595 + Penalty 3049.758862 = -1117605.437732 nChanged 13 SP:Iteration 54Q (546.970000 sec): 3 clusters Score: Raw -1120657.156177 + Penalty 3049.758862 = -1117607.397314 nChanged 17 SP:Iteration 55Q (547.000000 sec): 3 clusters Score: Raw -1120659.564092 + Penalty 3049.758862 = -1117609.805230 nChanged 16 SP:Iteration 56Q (547.030000 sec): 3 clusters Score: Raw -1120661.850143 + Penalty 3049.758862 = -1117612.091281 nChanged 11 SP:Iteration 57Q (547.060000 sec): 3 clusters Score: Raw -1120663.180919 + Penalty 3049.758862 = -1117613.422057 nChanged 8 SP:Iteration 58Q (547.080000 sec): 3 clusters Score: Raw -1120664.004825 + Penalty 3049.758862 = -1117614.245962 nChanged 9 SP:Iteration 59Q (547.110000 sec): 3 clusters Score: Raw -1120665.142806 + Penalty 3049.758862 = -1117615.383944 nChanged 6 SP:Iteration 60F (547.140000 sec): 3 clusters Score: Raw -1120665.877727 + Penalty 3049.758862 = -1117616.118864 nChanged 8 SP:Iteration 61Q (547.170000 sec): 3 clusters Score: Raw -1120667.309109 + Penalty 3049.758862 = -1117617.550247 nChanged 9 SP:Iteration 62Q (547.190000 sec): 3 clusters Score: Raw -1120668.319066 + Penalty 3049.758862 = -1117618.560203 nChanged 8 SP:Iteration 63Q (547.220000 sec): 3 clusters Score: Raw -1120669.539204 + Penalty 3049.758862 = -1117619.780341 nChanged 9 SP:Iteration 64Q (547.250000 sec): 3 clusters Score: Raw -1120670.868728 + Penalty 3049.758862 = -1117621.109866 nChanged 7 SP:Iteration 65Q (547.270000 sec): 3 clusters Score: Raw -1120671.560973 + Penalty 3049.758862 = -1117621.802110 nChanged 2 SP:Iteration 66Q (547.300000 sec): 3 clusters Score: Raw -1120671.756433 + Penalty 3049.758862 = -1117621.997571 nChanged 3 SP:Iteration 67Q (547.330000 sec): 3 clusters Score: Raw -1120672.116746 + Penalty 3049.758862 = -1117622.357884 nChanged 5 SP:Iteration 68Q (547.350000 sec): 3 clusters Score: Raw -1120672.753716 + Penalty 3049.758862 = -1117622.994853 nChanged 1 SP:Iteration 69Q (547.380000 sec): 3 clusters Score: Raw -1120672.819518 + Penalty 3049.758862 = -1117623.060655 nChanged 1 SP:Iteration 70Q (547.410000 sec): 3 clusters Score: Raw -1120672.855260 + Penalty 3049.758862 = -1117623.096398 nChanged 0 SP:Iteration 71F (547.440000 sec): 3 clusters Score: Raw -1120672.855260 + Penalty 3049.758862 = -1117623.096398 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (1443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.450000 sec): 2 clusters Score: Raw -117216.733524 + Penalty 1182.102928 = -116034.630595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.450000 sec): 3 clusters Score: Raw -116713.794002 + Penalty 2364.205857 = -114349.588146 nChanged 492 SP:Iteration 1F (547.460000 sec): 3 clusters Score: Raw -117247.654761 + Penalty 2364.205857 = -114883.448905 nChanged 150 SP:Iteration 2F (547.460000 sec): 3 clusters Score: Raw -117540.204641 + Penalty 2364.205857 = -115175.998784 nChanged 110 SP:Iteration 3F (547.470000 sec): 3 clusters Score: Raw -117770.628795 + Penalty 2364.205857 = -115406.422938 nChanged 112 SP:Iteration 4F (547.470000 sec): 3 clusters Score: Raw -117945.363803 + Penalty 2364.205857 = -115581.157947 nChanged 79 SP:Iteration 5F (547.470000 sec): 3 clusters Score: Raw -118042.088998 + Penalty 2364.205857 = -115677.883142 nChanged 52 SP:Iteration 6Q (547.470000 sec): 3 clusters Score: Raw -118131.262741 + Penalty 2364.205857 = -115767.056885 nChanged 54 SP:Iteration 7Q (547.480000 sec): 3 clusters Score: Raw -118238.069769 + Penalty 2364.205857 = -115873.863913 nChanged 38 SP:Iteration 8Q (547.480000 sec): 3 clusters Score: Raw -118323.872563 + Penalty 2364.205857 = -115959.666707 nChanged 33 SP:Iteration 9Q (547.480000 sec): 3 clusters Score: Raw -118385.028665 + Penalty 2364.205857 = -116020.822808 nChanged 26 SP:Iteration 10Q (547.490000 sec): 3 clusters Score: Raw -118422.193576 + Penalty 2364.205857 = -116057.987719 nChanged 27 SP:Iteration 11Q (547.490000 sec): 3 clusters Score: Raw -118467.193486 + Penalty 2364.205857 = -116102.987630 nChanged 21 SP:Iteration 12Q (547.490000 sec): 3 clusters Score: Raw -118495.852851 + Penalty 2364.205857 = -116131.646994 nChanged 16 SP:Iteration 13Q (547.490000 sec): 3 clusters Score: Raw -118527.404874 + Penalty 2364.205857 = -116163.199017 nChanged 10 SP:Iteration 14Q (547.500000 sec): 3 clusters Score: Raw -118577.382272 + Penalty 2364.205857 = -116213.176415 nChanged 15 SP:Iteration 15Q (547.500000 sec): 3 clusters Score: Raw -118660.430003 + Penalty 2364.205857 = -116296.224146 nChanged 10 SP:Iteration 16Q (547.500000 sec): 3 clusters Score: Raw -118714.433287 + Penalty 2364.205857 = -116350.227430 nChanged 3 SP:Iteration 17Q (547.510000 sec): 3 clusters Score: Raw -118716.745129 + Penalty 2364.205857 = -116352.539272 nChanged 3 SP:Iteration 18Q (547.510000 sec): 3 clusters Score: Raw -118720.746176 + Penalty 2364.205857 = -116356.540319 nChanged 2 SP:Iteration 19Q (547.510000 sec): 3 clusters Score: Raw -118722.532149 + Penalty 2364.205857 = -116358.326292 nChanged 2 SP:Iteration 20F (547.510000 sec): 3 clusters Score: Raw -118726.754424 + Penalty 2364.205857 = -116362.548567 nChanged 2 SP:Iteration 21Q (547.520000 sec): 3 clusters Score: Raw -118731.504961 + Penalty 2364.205857 = -116367.299104 nChanged 0 SP:Iteration 22F (547.520000 sec): 3 clusters Score: Raw -118731.504961 + Penalty 2364.205857 = -116367.299104 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (24293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.600000 sec): 2 clusters Score: Raw -2256209.196908 + Penalty 1640.915822 = -2254568.281086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.660000 sec): 3 clusters Score: Raw -2241468.661911 + Penalty 3281.831645 = -2238186.830266 nChanged 11092 SP:Iteration 1F (547.720000 sec): 3 clusters Score: Raw -2247790.263357 + Penalty 3281.831645 = -2244508.431712 nChanged 1237 SP:Iteration 2F (547.780000 sec): 3 clusters Score: Raw -2248373.559777 + Penalty 3281.831645 = -2245091.728132 nChanged 1219 SP:Iteration 3F (547.840000 sec): 3 clusters Score: Raw -2248895.142943 + Penalty 3281.831645 = -2245613.311298 nChanged 1134 SP:Iteration 4Q (547.900000 sec): 3 clusters Score: Raw -2249354.442739 + Penalty 3281.831645 = -2246072.611094 nChanged 1144 SP:Iteration 5Q (547.970000 sec): 3 clusters Score: Raw -2249815.942981 + Penalty 3281.831645 = -2246534.111336 nChanged 1079 SP:Iteration 6Q (548.030000 sec): 3 clusters Score: Raw -2250273.637583 + Penalty 3281.831645 = -2246991.805938 nChanged 1021 SP:Iteration 7Q (548.090000 sec): 3 clusters Score: Raw -2250709.987978 + Penalty 3281.831645 = -2247428.156333 nChanged 1010 SP:Iteration 8Q (548.150000 sec): 3 clusters Score: Raw -2251178.639586 + Penalty 3281.831645 = -2247896.807941 nChanged 1041 SP:Iteration 9Q (548.210000 sec): 3 clusters Score: Raw -2251684.859456 + Penalty 3281.831645 = -2248403.027811 nChanged 1003 SP:Iteration 10Q (548.270000 sec): 3 clusters Score: Raw -2252151.857213 + Penalty 3281.831645 = -2248870.025568 nChanged 854 SP:Iteration 11Q (548.330000 sec): 3 clusters Score: Raw -2252486.765384 + Penalty 3281.831645 = -2249204.933739 nChanged 664 SP:Iteration 12Q (548.390000 sec): 3 clusters Score: Raw -2252712.645016 + Penalty 3281.831645 = -2249430.813371 nChanged 524 SP:Iteration 13Q (548.450000 sec): 3 clusters Score: Raw -2252857.372288 + Penalty 3281.831645 = -2249575.540643 nChanged 395 SP:Iteration 14Q (548.510000 sec): 3 clusters Score: Raw -2252964.951255 + Penalty 3281.831645 = -2249683.119611 nChanged 359 SP:Iteration 15Q (548.570000 sec): 3 clusters Score: Raw -2253070.416762 + Penalty 3281.831645 = -2249788.585118 nChanged 363 SP:Iteration 16Q (548.630000 sec): 3 clusters Score: Raw -2253170.522281 + Penalty 3281.831645 = -2249888.690637 nChanged 350 SP:Iteration 17Q (548.690000 sec): 3 clusters Score: Raw -2253262.817504 + Penalty 3281.831645 = -2249980.985859 nChanged 338 SP:Iteration 18Q (548.750000 sec): 3 clusters Score: Raw -2253346.937816 + Penalty 3281.831645 = -2250065.106171 nChanged 324 SP:Iteration 19Q (548.800000 sec): 3 clusters Score: Raw -2253426.546588 + Penalty 3281.831645 = -2250144.714944 nChanged 306 SP:Iteration 20F (548.860000 sec): 3 clusters Score: Raw -2253501.166499 + Penalty 3281.831645 = -2250219.334854 nChanged 333 SP:Iteration 21Q (548.920000 sec): 3 clusters Score: Raw -2253592.551339 + Penalty 3281.831645 = -2250310.719695 nChanged 342 SP:Iteration 22Q (548.980000 sec): 3 clusters Score: Raw -2253690.332087 + Penalty 3281.831645 = -2250408.500442 nChanged 370 SP:Iteration 23Q (549.040000 sec): 3 clusters Score: Raw -2253796.843864 + Penalty 3281.831645 = -2250515.012219 nChanged 389 SP:Iteration 24Q (549.090000 sec): 3 clusters Score: Raw -2253905.225499 + Penalty 3281.831645 = -2250623.393854 nChanged 375 SP:Iteration 25Q (549.150000 sec): 3 clusters Score: Raw -2254016.310642 + Penalty 3281.831645 = -2250734.478997 nChanged 386 SP:Iteration 26Q (549.210000 sec): 3 clusters Score: Raw -2254139.461572 + Penalty 3281.831645 = -2250857.629927 nChanged 416 SP:Iteration 27Q (549.270000 sec): 3 clusters Score: Raw -2254281.006843 + Penalty 3281.831645 = -2250999.175199 nChanged 438 SP:Iteration 28Q (549.330000 sec): 3 clusters Score: Raw -2254444.954679 + Penalty 3281.831645 = -2251163.123034 nChanged 485 SP:Iteration 29Q (549.380000 sec): 3 clusters Score: Raw -2254637.583894 + Penalty 3281.831645 = -2251355.752249 nChanged 473 SP:Iteration 30Q (549.430000 sec): 3 clusters Score: Raw -2254833.498982 + Penalty 3281.831645 = -2251551.667337 nChanged 473 SP:Iteration 31Q (549.490000 sec): 3 clusters Score: Raw -2255033.686790 + Penalty 3281.831645 = -2251751.855146 nChanged 461 SP:Iteration 32Q (549.540000 sec): 3 clusters Score: Raw -2255237.076777 + Penalty 3281.831645 = -2251955.245133 nChanged 460 SP:Iteration 33Q (549.600000 sec): 3 clusters Score: Raw -2255459.977923 + Penalty 3281.831645 = -2252178.146278 nChanged 464 SP:Iteration 34Q (549.650000 sec): 3 clusters Score: Raw -2255699.976016 + Penalty 3281.831645 = -2252418.144371 nChanged 441 SP:Iteration 35Q (549.700000 sec): 3 clusters Score: Raw -2255946.145252 + Penalty 3281.831645 = -2252664.313608 nChanged 428 SP:Iteration 36Q (549.750000 sec): 3 clusters Score: Raw -2256199.732843 + Penalty 3281.831645 = -2252917.901199 nChanged 336 SP:Iteration 37Q (549.810000 sec): 3 clusters Score: Raw -2256398.032476 + Penalty 3281.831645 = -2253116.200832 nChanged 289 SP:Iteration 38Q (549.860000 sec): 3 clusters Score: Raw -2256571.758941 + Penalty 3281.831645 = -2253289.927297 nChanged 232 SP:Iteration 39Q (549.910000 sec): 3 clusters Score: Raw -2256713.118295 + Penalty 3281.831645 = -2253431.286651 nChanged 169 SP:Iteration 40F (549.970000 sec): 3 clusters Score: Raw -2256832.337674 + Penalty 3281.831645 = -2253550.506029 nChanged 137 SP:Iteration 41Q (550.010000 sec): 3 clusters Score: Raw -2256931.387085 + Penalty 3281.831645 = -2253649.555440 nChanged 106 SP:Iteration 42Q (550.060000 sec): 3 clusters Score: Raw -2257019.908930 + Penalty 3281.831645 = -2253738.077285 nChanged 68 SP:Iteration 43Q (550.100000 sec): 3 clusters Score: Raw -2257090.315386 + Penalty 3281.831645 = -2253808.483741 nChanged 56 SP:Iteration 44Q (550.150000 sec): 3 clusters Score: Raw -2257145.362550 + Penalty 3281.831645 = -2253863.530905 nChanged 46 SP:Iteration 45Q (550.190000 sec): 3 clusters Score: Raw -2257177.273459 + Penalty 3281.831645 = -2253895.441814 nChanged 31 SP:Iteration 46Q (550.230000 sec): 3 clusters Score: Raw -2257194.662575 + Penalty 3281.831645 = -2253912.830930 nChanged 20 SP:Iteration 47Q (550.280000 sec): 3 clusters Score: Raw -2257205.178753 + Penalty 3281.831645 = -2253923.347108 nChanged 17 SP:Iteration 48Q (550.320000 sec): 3 clusters Score: Raw -2257212.943923 + Penalty 3281.831645 = -2253931.112279 nChanged 14 SP:Iteration 49Q (550.360000 sec): 3 clusters Score: Raw -2257219.999260 + Penalty 3281.831645 = -2253938.167616 nChanged 5 SP:Iteration 50Q (550.410000 sec): 3 clusters Score: Raw -2257221.347643 + Penalty 3281.831645 = -2253939.515998 nChanged 2 SP:Iteration 51Q (550.450000 sec): 3 clusters Score: Raw -2257221.473854 + Penalty 3281.831645 = -2253939.642210 nChanged 0 SP:Iteration 52F (550.510000 sec): 3 clusters Score: Raw -2257221.473854 + Penalty 3281.831645 = -2253939.642210 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (1683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.530000 sec): 2 clusters Score: Raw -150970.604223 + Penalty 1207.104144 = -149763.500079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.530000 sec): 3 clusters Score: Raw -150336.990343 + Penalty 2414.208288 = -147922.782055 nChanged 576 SP:Iteration 1F (550.530000 sec): 3 clusters Score: Raw -151301.786569 + Penalty 2414.208288 = -148887.578281 nChanged 252 SP:Iteration 2F (550.540000 sec): 3 clusters Score: Raw -152292.750945 + Penalty 2414.208288 = -149878.542657 nChanged 284 SP:Iteration 3F (550.540000 sec): 3 clusters Score: Raw -153095.640486 + Penalty 2414.208288 = -150681.432198 nChanged 133 SP:Iteration 4F (550.550000 sec): 3 clusters Score: Raw -153453.765058 + Penalty 2414.208288 = -151039.556770 nChanged 53 SP:Iteration 5Q (550.550000 sec): 3 clusters Score: Raw -153596.499339 + Penalty 2414.208288 = -151182.291051 nChanged 34 SP:Iteration 6Q (550.550000 sec): 3 clusters Score: Raw -153701.476730 + Penalty 2414.208288 = -151287.268442 nChanged 16 SP:Iteration 7Q (550.550000 sec): 3 clusters Score: Raw -153739.181574 + Penalty 2414.208288 = -151324.973286 nChanged 8 SP:Iteration 8Q (550.560000 sec): 3 clusters Score: Raw -153751.768342 + Penalty 2414.208288 = -151337.560054 nChanged 6 SP:Iteration 9Q (550.560000 sec): 3 clusters Score: Raw -153756.028869 + Penalty 2414.208288 = -151341.820581 nChanged 1 SP:Iteration 10Q (550.560000 sec): 3 clusters Score: Raw -153756.519512 + Penalty 2414.208288 = -151342.311224 nChanged 0 SP:Iteration 11F (550.570000 sec): 3 clusters Score: Raw -153756.519512 + Penalty 2414.208288 = -151342.311224 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 7.38 GB. Trying to split cluster 6 (21172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.640000 sec): 2 clusters Score: Raw -2109074.763761 + Penalty 1618.570660 = -2107456.193100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.690000 sec): 3 clusters Score: Raw -2096215.389777 + Penalty 3237.141321 = -2092978.248456 nChanged 9593 SP:Iteration 1F (550.740000 sec): 3 clusters Score: Raw -2101680.214465 + Penalty 3237.141321 = -2098443.073144 nChanged 1116 SP:Iteration 2F (550.800000 sec): 3 clusters Score: Raw -2102099.501935 + Penalty 3237.141321 = -2098862.360615 nChanged 1096 SP:Iteration 3F (550.850000 sec): 3 clusters Score: Raw -2102601.361168 + Penalty 3237.141321 = -2099364.219847 nChanged 1192 SP:Iteration 4F (550.900000 sec): 3 clusters Score: Raw -2103264.681060 + Penalty 3237.141321 = -2100027.539739 nChanged 1290 SP:Iteration 5F (550.960000 sec): 3 clusters Score: Raw -2104089.546490 + Penalty 3237.141321 = -2100852.405170 nChanged 1381 SP:Iteration 6F (551.010000 sec): 3 clusters Score: Raw -2105099.231600 + Penalty 3237.141321 = -2101862.090279 nChanged 1292 SP:Iteration 7F (551.060000 sec): 3 clusters Score: Raw -2106152.668279 + Penalty 3237.141321 = -2102915.526959 nChanged 1097 SP:Iteration 8F (551.120000 sec): 3 clusters Score: Raw -2107083.813380 + Penalty 3237.141321 = -2103846.672060 nChanged 846 SP:Iteration 9Q (551.170000 sec): 3 clusters Score: Raw -2107854.788366 + Penalty 3237.141321 = -2104617.647045 nChanged 551 SP:Iteration 10Q (551.220000 sec): 3 clusters Score: Raw -2108303.573070 + Penalty 3237.141321 = -2105066.431749 nChanged 378 SP:Iteration 11Q (551.260000 sec): 3 clusters Score: Raw -2108568.093530 + Penalty 3237.141321 = -2105330.952209 nChanged 283 SP:Iteration 12Q (551.310000 sec): 3 clusters Score: Raw -2108745.916639 + Penalty 3237.141321 = -2105508.775318 nChanged 195 SP:Iteration 13Q (551.350000 sec): 3 clusters Score: Raw -2108858.774873 + Penalty 3237.141321 = -2105621.633553 nChanged 135 SP:Iteration 14Q (551.400000 sec): 3 clusters Score: Raw -2108919.696704 + Penalty 3237.141321 = -2105682.555384 nChanged 83 SP:Iteration 15Q (551.440000 sec): 3 clusters Score: Raw -2108948.737168 + Penalty 3237.141321 = -2105711.595847 nChanged 74 SP:Iteration 16Q (551.480000 sec): 3 clusters Score: Raw -2108973.848179 + Penalty 3237.141321 = -2105736.706858 nChanged 67 SP:Iteration 17Q (551.520000 sec): 3 clusters Score: Raw -2108997.191217 + Penalty 3237.141321 = -2105760.049896 nChanged 66 SP:Iteration 18Q (551.560000 sec): 3 clusters Score: Raw -2109020.675256 + Penalty 3237.141321 = -2105783.533935 nChanged 59 SP:Iteration 19Q (551.600000 sec): 3 clusters Score: Raw -2109038.976579 + Penalty 3237.141321 = -2105801.835259 nChanged 52 SP:Iteration 20F (551.660000 sec): 3 clusters Score: Raw -2109057.653256 + Penalty 3237.141321 = -2105820.511935 nChanged 50 SP:Iteration 21Q (551.700000 sec): 3 clusters Score: Raw -2109077.280332 + Penalty 3237.141321 = -2105840.139011 nChanged 38 SP:Iteration 22Q (551.740000 sec): 3 clusters Score: Raw -2109089.949300 + Penalty 3237.141321 = -2105852.807979 nChanged 45 SP:Iteration 23Q (551.780000 sec): 3 clusters Score: Raw -2109104.086400 + Penalty 3237.141321 = -2105866.945080 nChanged 45 SP:Iteration 24Q (551.820000 sec): 3 clusters Score: Raw -2109116.613878 + Penalty 3237.141321 = -2105879.472557 nChanged 34 SP:Iteration 25Q (551.860000 sec): 3 clusters Score: Raw -2109127.465725 + Penalty 3237.141321 = -2105890.324404 nChanged 40 SP:Iteration 26Q (551.900000 sec): 3 clusters Score: Raw -2109142.287778 + Penalty 3237.141321 = -2105905.146457 nChanged 41 SP:Iteration 27Q (551.940000 sec): 3 clusters Score: Raw -2109154.285190 + Penalty 3237.141321 = -2105917.143869 nChanged 32 SP:Iteration 28Q (551.980000 sec): 3 clusters Score: Raw -2109164.862997 + Penalty 3237.141321 = -2105927.721677 nChanged 31 SP:Iteration 29Q (552.020000 sec): 3 clusters Score: Raw -2109172.273503 + Penalty 3237.141321 = -2105935.132183 nChanged 25 SP:Iteration 30Q (552.060000 sec): 3 clusters Score: Raw -2109178.617378 + Penalty 3237.141321 = -2105941.476057 nChanged 26 SP:Iteration 31Q (552.100000 sec): 3 clusters Score: Raw -2109185.751234 + Penalty 3237.141321 = -2105948.609913 nChanged 23 SP:Iteration 32Q (552.130000 sec): 3 clusters Score: Raw -2109192.246905 + Penalty 3237.141321 = -2105955.105584 nChanged 19 SP:Iteration 33Q (552.170000 sec): 3 clusters Score: Raw -2109197.852241 + Penalty 3237.141321 = -2105960.710920 nChanged 18 SP:Iteration 34Q (552.220000 sec): 3 clusters Score: Raw -2109202.296818 + Penalty 3237.141321 = -2105965.155498 nChanged 13 SP:Iteration 35Q (552.250000 sec): 3 clusters Score: Raw -2109206.305605 + Penalty 3237.141321 = -2105969.164284 nChanged 17 SP:Iteration 36Q (552.290000 sec): 3 clusters Score: Raw -2109210.328130 + Penalty 3237.141321 = -2105973.186810 nChanged 17 SP:Iteration 37Q (552.330000 sec): 3 clusters Score: Raw -2109214.427176 + Penalty 3237.141321 = -2105977.285855 nChanged 15 SP:Iteration 38Q (552.370000 sec): 3 clusters Score: Raw -2109218.290716 + Penalty 3237.141321 = -2105981.149395 nChanged 18 SP:Iteration 39Q (552.410000 sec): 3 clusters Score: Raw -2109224.283607 + Penalty 3237.141321 = -2105987.142286 nChanged 21 SP:Iteration 40F (552.460000 sec): 3 clusters Score: Raw -2109230.037626 + Penalty 3237.141321 = -2105992.896306 nChanged 15 SP:Iteration 41Q (552.500000 sec): 3 clusters Score: Raw -2109234.573712 + Penalty 3237.141321 = -2105997.432392 nChanged 8 SP:Iteration 42Q (552.540000 sec): 3 clusters Score: Raw -2109237.966074 + Penalty 3237.141321 = -2106000.824753 nChanged 14 SP:Iteration 43Q (552.580000 sec): 3 clusters Score: Raw -2109241.474460 + Penalty 3237.141321 = -2106004.333139 nChanged 13 SP:Iteration 44Q (552.620000 sec): 3 clusters Score: Raw -2109245.813230 + Penalty 3237.141321 = -2106008.671909 nChanged 11 SP:Iteration 45Q (552.660000 sec): 3 clusters Score: Raw -2109248.360779 + Penalty 3237.141321 = -2106011.219459 nChanged 8 SP:Iteration 46Q (552.700000 sec): 3 clusters Score: Raw -2109250.311892 + Penalty 3237.141321 = -2106013.170572 nChanged 7 SP:Iteration 47Q (552.740000 sec): 3 clusters Score: Raw -2109252.208414 + Penalty 3237.141321 = -2106015.067094 nChanged 9 SP:Iteration 48Q (552.780000 sec): 3 clusters Score: Raw -2109254.272056 + Penalty 3237.141321 = -2106017.130735 nChanged 5 SP:Iteration 49Q (552.820000 sec): 3 clusters Score: Raw -2109256.475983 + Penalty 3237.141321 = -2106019.334662 nChanged 11 SP:Iteration 50Q (552.860000 sec): 3 clusters Score: Raw -2109261.033499 + Penalty 3237.141321 = -2106023.892179 nChanged 6 SP:Iteration 51Q (552.890000 sec): 3 clusters Score: Raw -2109262.541988 + Penalty 3237.141321 = -2106025.400667 nChanged 3 SP:Iteration 52Q (552.930000 sec): 3 clusters Score: Raw -2109263.254567 + Penalty 3237.141321 = -2106026.113247 nChanged 4 SP:Iteration 53Q (552.970000 sec): 3 clusters Score: Raw -2109264.665037 + Penalty 3237.141321 = -2106027.523716 nChanged 6 SP:Iteration 54Q (553.010000 sec): 3 clusters Score: Raw -2109266.344031 + Penalty 3237.141321 = -2106029.202711 nChanged 5 SP:Iteration 55Q (553.050000 sec): 3 clusters Score: Raw -2109267.390886 + Penalty 3237.141321 = -2106030.249565 nChanged 4 SP:Iteration 56Q (553.090000 sec): 3 clusters Score: Raw -2109268.273166 + Penalty 3237.141321 = -2106031.131845 nChanged 3 SP:Iteration 57Q (553.120000 sec): 3 clusters Score: Raw -2109268.934188 + Penalty 3237.141321 = -2106031.792868 nChanged 3 SP:Iteration 58Q (553.160000 sec): 3 clusters Score: Raw -2109269.404396 + Penalty 3237.141321 = -2106032.263075 nChanged 3 SP:Iteration 59Q (553.200000 sec): 3 clusters Score: Raw -2109270.050520 + Penalty 3237.141321 = -2106032.909199 nChanged 4 SP:Iteration 60F (553.260000 sec): 3 clusters Score: Raw -2109270.580414 + Penalty 3237.141321 = -2106033.439093 nChanged 5 SP:Iteration 61Q (553.290000 sec): 3 clusters Score: Raw -2109271.421363 + Penalty 3237.141321 = -2106034.280043 nChanged 3 SP:Iteration 62Q (553.330000 sec): 3 clusters Score: Raw -2109272.608636 + Penalty 3237.141321 = -2106035.467315 nChanged 4 SP:Iteration 63Q (553.370000 sec): 3 clusters Score: Raw -2109273.291709 + Penalty 3237.141321 = -2106036.150388 nChanged 1 SP:Iteration 64Q (553.410000 sec): 3 clusters Score: Raw -2109273.457249 + Penalty 3237.141321 = -2106036.315928 nChanged 1 SP:Iteration 65Q (553.450000 sec): 3 clusters Score: Raw -2109273.662291 + Penalty 3237.141321 = -2106036.520970 nChanged 2 SP:Iteration 66Q (553.490000 sec): 3 clusters Score: Raw -2109274.344835 + Penalty 3237.141321 = -2106037.203514 nChanged 4 SP:Iteration 67Q (553.530000 sec): 3 clusters Score: Raw -2109275.394973 + Penalty 3237.141321 = -2106038.253652 nChanged 3 SP:Iteration 68Q (553.560000 sec): 3 clusters Score: Raw -2109276.189592 + Penalty 3237.141321 = -2106039.048271 nChanged 1 SP:Iteration 69Q (553.600000 sec): 3 clusters Score: Raw -2109276.396327 + Penalty 3237.141321 = -2106039.255007 nChanged 1 SP:Iteration 70Q (553.640000 sec): 3 clusters Score: Raw -2109276.728088 + Penalty 3237.141321 = -2106039.586768 nChanged 0 SP:Iteration 71F (553.700000 sec): 3 clusters Score: Raw -2109276.728088 + Penalty 3237.141321 = -2106039.586768 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.710000 sec): 2 clusters Score: Raw -41490.577219 + Penalty 1008.240636 = -40482.336583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.710000 sec): 3 clusters Score: Raw -41445.452816 + Penalty 2016.481273 = -39428.971544 nChanged 111 SP:Iteration 1F (553.710000 sec): 3 clusters Score: Raw -41714.883717 + Penalty 2016.481273 = -39698.402444 nChanged 48 SP:Iteration 2F (553.710000 sec): 3 clusters Score: Raw -41875.189178 + Penalty 2016.481273 = -39858.707905 nChanged 32 SP:Iteration 3F (553.710000 sec): 3 clusters Score: Raw -42076.154593 + Penalty 2016.481273 = -40059.673320 nChanged 17 SP:Iteration 4Q (553.720000 sec): 3 clusters Score: Raw -42165.398407 + Penalty 2016.481273 = -40148.917134 nChanged 12 SP:Iteration 5Q (553.720000 sec): 3 clusters Score: Raw -42228.964013 + Penalty 2016.481273 = -40212.482740 nChanged 8 SP:Iteration 6Q (553.720000 sec): 3 clusters Score: Raw -42259.012098 + Penalty 2016.481273 = -40242.530825 nChanged 7 SP:Iteration 7Q (553.720000 sec): 3 clusters Score: Raw -42273.775663 + Penalty 2016.481273 = -40257.294390 nChanged 4 SP:Iteration 8Q (553.720000 sec): 3 clusters Score: Raw -42281.495649 + Penalty 2016.481273 = -40265.014376 nChanged 1 SP:Iteration 9Q (553.720000 sec): 3 clusters Score: Raw -42282.197974 + Penalty 2016.481273 = -40265.716702 nChanged 0 SP:Iteration 10F (553.720000 sec): 3 clusters Score: Raw -42282.197974 + Penalty 2016.481273 = -40265.716702 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (1303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (553.730000 sec): 2 clusters Score: Raw -115988.192360 + Penalty 1165.518994 = -114822.673366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (553.730000 sec): 3 clusters Score: Raw -115571.416169 + Penalty 2331.037988 = -113240.378181 nChanged 427 SP:Iteration 1F (553.730000 sec): 3 clusters Score: Raw -116424.860374 + Penalty 2331.037988 = -114093.822386 nChanged 225 SP:Iteration 2F (553.740000 sec): 3 clusters Score: Raw -118089.445558 + Penalty 2331.037988 = -115758.407571 nChanged 246 SP:Iteration 3F (553.740000 sec): 3 clusters Score: Raw -119809.454179 + Penalty 2331.037988 = -117478.416191 nChanged 78 SP:Iteration 4F (553.740000 sec): 3 clusters Score: Raw -120217.694253 + Penalty 2331.037988 = -117886.656266 nChanged 8 SP:Iteration 5Q (553.740000 sec): 3 clusters Score: Raw -120729.407354 + Penalty 2331.037988 = -118398.369367 nChanged 0 SP:Iteration 6F (553.750000 sec): 3 clusters Score: Raw -120729.407354 + Penalty 2331.037988 = -118398.369367 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 7.38 GB. Trying to split cluster 9 (485180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (555.070000 sec): 2 clusters Score: Raw -46899764.318544 + Penalty 2127.494726 = -46897636.823818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (556.290000 sec): 3 clusters Score: Raw -46573171.121527 + Penalty 4254.989451 = -46568916.132075 nChanged 238078 SP:Iteration 1F (557.520000 sec): 3 clusters Score: Raw -46720777.744442 + Penalty 4254.989451 = -46716522.754991 nChanged 18898 SP:Iteration 2Q (558.800000 sec): 3 clusters Score: Raw -46728341.030367 + Penalty 4254.989451 = -46724086.040915 nChanged 24298 SP:Iteration 3F (560.040000 sec): 3 clusters Score: Raw -46741017.624390 + Penalty 4254.989451 = -46736762.634939 nChanged 30633 SP:Iteration 4F (561.290000 sec): 3 clusters Score: Raw -46760303.680533 + Penalty 4254.989451 = -46756048.691082 nChanged 34609 SP:Iteration 5F (562.530000 sec): 3 clusters Score: Raw -46785156.154384 + Penalty 4254.989451 = -46780901.164933 nChanged 34256 SP:Iteration 6F (563.770000 sec): 3 clusters Score: Raw -46812467.416341 + Penalty 4254.989451 = -46808212.426889 nChanged 29248 SP:Iteration 7F (565.000000 sec): 3 clusters Score: Raw -46836722.470910 + Penalty 4254.989451 = -46832467.481459 nChanged 21528 SP:Iteration 8Q (566.150000 sec): 3 clusters Score: Raw -46853320.878546 + Penalty 4254.989451 = -46849065.889095 nChanged 15020 SP:Iteration 9Q (567.240000 sec): 3 clusters Score: Raw -46863223.381985 + Penalty 4254.989451 = -46858968.392534 nChanged 10948 SP:Iteration 10Q (568.290000 sec): 3 clusters Score: Raw -46869720.227474 + Penalty 4254.989451 = -46865465.238022 nChanged 8993 SP:Iteration 11Q (569.300000 sec): 3 clusters Score: Raw -46874720.524061 + Penalty 4254.989451 = -46870465.534609 nChanged 8042 SP:Iteration 12Q (570.300000 sec): 3 clusters Score: Raw -46879083.311291 + Penalty 4254.989451 = -46874828.321840 nChanged 6943 SP:Iteration 13Q (571.290000 sec): 3 clusters Score: Raw -46882810.364503 + Penalty 4254.989451 = -46878555.375051 nChanged 6109 SP:Iteration 14Q (572.240000 sec): 3 clusters Score: Raw -46886178.187778 + Penalty 4254.989451 = -46881923.198326 nChanged 5286 SP:Iteration 15Q (573.190000 sec): 3 clusters Score: Raw -46889134.497336 + Penalty 4254.989451 = -46884879.507885 nChanged 4479 SP:Iteration 16Q (574.100000 sec): 3 clusters Score: Raw -46891676.861774 + Penalty 4254.989451 = -46887421.872322 nChanged 3619 SP:Iteration 17Q (574.990000 sec): 3 clusters Score: Raw -46893733.632064 + Penalty 4254.989451 = -46889478.642612 nChanged 2881 SP:Iteration 18Q (575.860000 sec): 3 clusters Score: Raw -46895409.962733 + Penalty 4254.989451 = -46891154.973281 nChanged 2248 SP:Iteration 19Q (576.730000 sec): 3 clusters Score: Raw -46896734.989917 + Penalty 4254.989451 = -46892480.000466 nChanged 1752 SP:Iteration 20F (577.940000 sec): 3 clusters Score: Raw -46897759.641503 + Penalty 4254.989451 = -46893504.652051 nChanged 1269 SP:Iteration 21Q (578.780000 sec): 3 clusters Score: Raw -46898498.842417 + Penalty 4254.989451 = -46894243.852966 nChanged 900 SP:Iteration 22Q (579.630000 sec): 3 clusters Score: Raw -46899047.551491 + Penalty 4254.989451 = -46894792.562039 nChanged 619 SP:Iteration 23Q (580.460000 sec): 3 clusters Score: Raw -46899457.967373 + Penalty 4254.989451 = -46895202.977921 nChanged 433 SP:Iteration 24Q (581.290000 sec): 3 clusters Score: Raw -46899764.335905 + Penalty 4254.989451 = -46895509.346454 nChanged 324 SP:Iteration 25Q (582.120000 sec): 3 clusters Score: Raw -46899953.776302 + Penalty 4254.989451 = -46895698.786850 nChanged 235 SP:Iteration 26Q (582.960000 sec): 3 clusters Score: Raw -46900071.357797 + Penalty 4254.989451 = -46895816.368346 nChanged 185 SP:Iteration 27Q (583.790000 sec): 3 clusters Score: Raw -46900166.442618 + Penalty 4254.989451 = -46895911.453166 nChanged 168 SP:Iteration 28Q (584.620000 sec): 3 clusters Score: Raw -46900254.376441 + Penalty 4254.989451 = -46895999.386990 nChanged 151 SP:Iteration 29Q (585.460000 sec): 3 clusters Score: Raw -46900321.859139 + Penalty 4254.989451 = -46896066.869688 nChanged 121 SP:Iteration 30Q (586.290000 sec): 3 clusters Score: Raw -46900372.558409 + Penalty 4254.989451 = -46896117.568957 nChanged 121 SP:Iteration 31Q (587.110000 sec): 3 clusters Score: Raw -46900416.174034 + Penalty 4254.989451 = -46896161.184582 nChanged 96 SP:Iteration 32Q (587.940000 sec): 3 clusters Score: Raw -46900452.129666 + Penalty 4254.989451 = -46896197.140214 nChanged 90 SP:Iteration 33Q (588.760000 sec): 3 clusters Score: Raw -46900483.523736 + Penalty 4254.989451 = -46896228.534284 nChanged 77 SP:Iteration 34Q (589.590000 sec): 3 clusters Score: Raw -46900505.716618 + Penalty 4254.989451 = -46896250.727167 nChanged 62 SP:Iteration 35Q (590.410000 sec): 3 clusters Score: Raw -46900522.258580 + Penalty 4254.989451 = -46896267.269128 nChanged 48 SP:Iteration 36Q (591.240000 sec): 3 clusters Score: Raw -46900534.787782 + Penalty 4254.989451 = -46896279.798331 nChanged 52 SP:Iteration 37Q (592.060000 sec): 3 clusters Score: Raw -46900546.595409 + Penalty 4254.989451 = -46896291.605957 nChanged 25 SP:Iteration 38Q (592.890000 sec): 3 clusters Score: Raw -46900552.103572 + Penalty 4254.989451 = -46896297.114121 nChanged 16 SP:Iteration 39Q (593.720000 sec): 3 clusters Score: Raw -46900555.328368 + Penalty 4254.989451 = -46896300.338916 nChanged 20 SP:Iteration 40F (594.930000 sec): 3 clusters Score: Raw -46900576.084559 + Penalty 4254.989451 = -46896321.095108 nChanged 44 SP:Iteration 41Q (595.760000 sec): 3 clusters Score: Raw -46900590.782484 + Penalty 4254.989451 = -46896335.793033 nChanged 35 SP:Iteration 42Q (596.590000 sec): 3 clusters Score: Raw -46900598.937138 + Penalty 4254.989451 = -46896343.947687 nChanged 31 SP:Iteration 43Q (597.420000 sec): 3 clusters Score: Raw -46900605.960831 + Penalty 4254.989451 = -46896350.971379 nChanged 26 SP:Iteration 44Q (598.250000 sec): 3 clusters Score: Raw -46900611.560568 + Penalty 4254.989451 = -46896356.571116 nChanged 24 SP:Iteration 45Q (599.080000 sec): 3 clusters Score: Raw -46900616.731589 + Penalty 4254.989451 = -46896361.742138 nChanged 23 SP:Iteration 46Q (599.910000 sec): 3 clusters Score: Raw -46900621.540742 + Penalty 4254.989451 = -46896366.551291 nChanged 21 SP:Iteration 47Q (600.740000 sec): 3 clusters Score: Raw -46900625.407624 + Penalty 4254.989451 = -46896370.418173 nChanged 13 SP:Iteration 48Q (601.570000 sec): 3 clusters Score: Raw -46900628.048770 + Penalty 4254.989451 = -46896373.059319 nChanged 18 SP:Iteration 49Q (602.400000 sec): 3 clusters Score: Raw -46900632.922577 + Penalty 4254.989451 = -46896377.933126 nChanged 22 SP:Iteration 50Q (603.230000 sec): 3 clusters Score: Raw -46900638.270288 + Penalty 4254.989451 = -46896383.280836 nChanged 13 SP:Iteration 51Q (604.070000 sec): 3 clusters Score: Raw -46900641.679940 + Penalty 4254.989451 = -46896386.690488 nChanged 20 SP:Iteration 52Q (604.900000 sec): 3 clusters Score: Raw -46900646.001419 + Penalty 4254.989451 = -46896391.011968 nChanged 24 SP:Iteration 53Q (605.740000 sec): 3 clusters Score: Raw -46900651.156100 + Penalty 4254.989451 = -46896396.166648 nChanged 14 SP:Iteration 54Q (606.580000 sec): 3 clusters Score: Raw -46900653.557520 + Penalty 4254.989451 = -46896398.568069 nChanged 16 SP:Iteration 55Q (607.410000 sec): 3 clusters Score: Raw -46900656.994011 + Penalty 4254.989451 = -46896402.004560 nChanged 14 SP:Iteration 56Q (608.250000 sec): 3 clusters Score: Raw -46900659.669507 + Penalty 4254.989451 = -46896404.680056 nChanged 19 SP:Iteration 57Q (609.080000 sec): 3 clusters Score: Raw -46900664.101172 + Penalty 4254.989451 = -46896409.111721 nChanged 19 SP:Iteration 58Q (609.910000 sec): 3 clusters Score: Raw -46900668.386844 + Penalty 4254.989451 = -46896413.397393 nChanged 18 SP:Iteration 59Q (610.750000 sec): 3 clusters Score: Raw -46900671.746333 + Penalty 4254.989451 = -46896416.756882 nChanged 18 SP:Iteration 60F (611.960000 sec): 3 clusters Score: Raw -46900674.090486 + Penalty 4254.989451 = -46896419.101034 nChanged 8 SP:Iteration 61Q (612.790000 sec): 3 clusters Score: Raw -46900675.272127 + Penalty 4254.989451 = -46896420.282676 nChanged 11 SP:Iteration 62Q (613.630000 sec): 3 clusters Score: Raw -46900677.856356 + Penalty 4254.989451 = -46896422.866904 nChanged 16 SP:Iteration 63Q (614.460000 sec): 3 clusters Score: Raw -46900681.694547 + Penalty 4254.989451 = -46896426.705095 nChanged 16 SP:Iteration 64Q (615.300000 sec): 3 clusters Score: Raw -46900685.944067 + Penalty 4254.989451 = -46896430.954615 nChanged 22 SP:Iteration 65Q (616.130000 sec): 3 clusters Score: Raw -46900691.798849 + Penalty 4254.989451 = -46896436.809398 nChanged 20 SP:Iteration 66Q (616.970000 sec): 3 clusters Score: Raw -46900696.019750 + Penalty 4254.989451 = -46896441.030299 nChanged 20 SP:Iteration 67Q (617.800000 sec): 3 clusters Score: Raw -46900701.473503 + Penalty 4254.989451 = -46896446.484051 nChanged 26 SP:Iteration 68Q (618.630000 sec): 3 clusters Score: Raw -46900706.693578 + Penalty 4254.989451 = -46896451.704126 nChanged 24 SP:Iteration 69Q (619.460000 sec): 3 clusters Score: Raw -46900712.203039 + Penalty 4254.989451 = -46896457.213588 nChanged 13 SP:Iteration 70Q (620.300000 sec): 3 clusters Score: Raw -46900714.983767 + Penalty 4254.989451 = -46896459.994316 nChanged 15 SP:Iteration 71Q (621.130000 sec): 3 clusters Score: Raw -46900717.676420 + Penalty 4254.989451 = -46896462.686968 nChanged 17 SP:Iteration 72Q (621.960000 sec): 3 clusters Score: Raw -46900721.425042 + Penalty 4254.989451 = -46896466.435591 nChanged 18 SP:Iteration 73Q (622.790000 sec): 3 clusters Score: Raw -46900725.183017 + Penalty 4254.989451 = -46896470.193565 nChanged 13 SP:Iteration 74Q (623.620000 sec): 3 clusters Score: Raw -46900727.878920 + Penalty 4254.989451 = -46896472.889469 nChanged 16 SP:Iteration 75Q (624.460000 sec): 3 clusters Score: Raw -46900731.350763 + Penalty 4254.989451 = -46896476.361312 nChanged 21 SP:Iteration 76Q (625.290000 sec): 3 clusters Score: Raw -46900734.831046 + Penalty 4254.989451 = -46896479.841594 nChanged 15 SP:Iteration 77Q (626.120000 sec): 3 clusters Score: Raw -46900736.772953 + Penalty 4254.989451 = -46896481.783502 nChanged 10 SP:Iteration 78Q (626.970000 sec): 3 clusters Score: Raw -46900739.198133 + Penalty 4254.989451 = -46896484.208682 nChanged 14 SP:Iteration 79Q (627.800000 sec): 3 clusters Score: Raw -46900742.135014 + Penalty 4254.989451 = -46896487.145563 nChanged 15 SP:Iteration 80F (629.020000 sec): 3 clusters Score: Raw -46900744.671855 + Penalty 4254.989451 = -46896489.682404 nChanged 15 SP:Iteration 81Q (629.840000 sec): 3 clusters Score: Raw -46900746.901169 + Penalty 4254.989451 = -46896491.911717 nChanged 18 SP:Iteration 82Q (630.640000 sec): 3 clusters Score: Raw -46900750.379762 + Penalty 4254.989451 = -46896495.390311 nChanged 22 SP:Iteration 83Q (631.440000 sec): 3 clusters Score: Raw -46900754.491041 + Penalty 4254.989451 = -46896499.501590 nChanged 26 SP:Iteration 84Q (632.250000 sec): 3 clusters Score: Raw -46900760.282066 + Penalty 4254.989451 = -46896505.292615 nChanged 27 SP:Iteration 85Q (633.060000 sec): 3 clusters Score: Raw -46900765.342496 + Penalty 4254.989451 = -46896510.353045 nChanged 25 SP:Iteration 86Q (633.860000 sec): 3 clusters Score: Raw -46900769.853370 + Penalty 4254.989451 = -46896514.863919 nChanged 23 SP:Iteration 87Q (634.670000 sec): 3 clusters Score: Raw -46900774.182306 + Penalty 4254.989451 = -46896519.192855 nChanged 21 SP:Iteration 88Q (635.500000 sec): 3 clusters Score: Raw -46900777.388672 + Penalty 4254.989451 = -46896522.399221 nChanged 18 SP:Iteration 89Q (636.320000 sec): 3 clusters Score: Raw -46900781.459462 + Penalty 4254.989451 = -46896526.470010 nChanged 18 SP:Iteration 90Q (637.150000 sec): 3 clusters Score: Raw -46900785.338073 + Penalty 4254.989451 = -46896530.348622 nChanged 22 SP:Iteration 91Q (637.960000 sec): 3 clusters Score: Raw -46900790.216349 + Penalty 4254.989451 = -46896535.226897 nChanged 33 SP:Iteration 92Q (638.790000 sec): 3 clusters Score: Raw -46900796.731716 + Penalty 4254.989451 = -46896541.742265 nChanged 32 SP:Iteration 93Q (639.590000 sec): 3 clusters Score: Raw -46900801.794352 + Penalty 4254.989451 = -46896546.804900 nChanged 20 SP:Iteration 94Q (640.400000 sec): 3 clusters Score: Raw -46900804.916774 + Penalty 4254.989451 = -46896549.927323 nChanged 15 SP:Iteration 95Q (641.210000 sec): 3 clusters Score: Raw -46900807.229438 + Penalty 4254.989451 = -46896552.239987 nChanged 15 SP:Iteration 96Q (642.010000 sec): 3 clusters Score: Raw -46900809.062334 + Penalty 4254.989451 = -46896554.072882 nChanged 6 SP:Iteration 97Q (642.810000 sec): 3 clusters Score: Raw -46900810.145623 + Penalty 4254.989451 = -46896555.156172 nChanged 12 SP:Iteration 98Q (643.620000 sec): 3 clusters Score: Raw -46900811.662035 + Penalty 4254.989451 = -46896556.672584 nChanged 11 SP:Iteration 99Q (644.440000 sec): 3 clusters Score: Raw -46900812.948508 + Penalty 4254.989451 = -46896557.959057 nChanged 7 SP:Iteration 100F (645.640000 sec): 3 clusters Score: Raw -46900813.552285 + Penalty 4254.989451 = -46896558.562834 nChanged 3 SP:Iteration 101Q (646.440000 sec): 3 clusters Score: Raw -46900813.819556 + Penalty 4254.989451 = -46896558.830105 nChanged 5 SP:Iteration 102Q (647.250000 sec): 3 clusters Score: Raw -46900814.434755 + Penalty 4254.989451 = -46896559.445304 nChanged 8 SP:Iteration 103Q (648.060000 sec): 3 clusters Score: Raw -46900815.644593 + Penalty 4254.989451 = -46896560.655142 nChanged 8 SP:Iteration 104Q (648.850000 sec): 3 clusters Score: Raw -46900816.795689 + Penalty 4254.989451 = -46896561.806238 nChanged 9 SP:Iteration 105Q (649.660000 sec): 3 clusters Score: Raw -46900818.144777 + Penalty 4254.989451 = -46896563.155326 nChanged 14 SP:Iteration 106Q (650.470000 sec): 3 clusters Score: Raw -46900819.938502 + Penalty 4254.989451 = -46896564.949050 nChanged 11 SP:Iteration 107Q (651.270000 sec): 3 clusters Score: Raw -46900821.603278 + Penalty 4254.989451 = -46896566.613826 nChanged 9 SP:Iteration 108Q (652.060000 sec): 3 clusters Score: Raw -46900822.997994 + Penalty 4254.989451 = -46896568.008542 nChanged 10 SP:Iteration 109Q (652.890000 sec): 3 clusters Score: Raw -46900824.507470 + Penalty 4254.989451 = -46896569.518019 nChanged 7 SP:Iteration 110Q (653.710000 sec): 3 clusters Score: Raw -46900825.222139 + Penalty 4254.989451 = -46896570.232687 nChanged 2 SP:Iteration 111Q (654.500000 sec): 3 clusters Score: Raw -46900825.322424 + Penalty 4254.989451 = -46896570.332973 nChanged 1 SP:Iteration 112Q (655.300000 sec): 3 clusters Score: Raw -46900825.404896 + Penalty 4254.989451 = -46896570.415444 nChanged 1 SP:Iteration 113Q (656.100000 sec): 3 clusters Score: Raw -46900825.449149 + Penalty 4254.989451 = -46896570.459698 nChanged 0 SP:Iteration 114F (657.260000 sec): 3 clusters Score: Raw -46900825.449149 + Penalty 4254.989451 = -46896570.459698 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.470000 sec): 2 clusters Score: Raw -42738.699489 + Penalty 1014.992349 = -41723.707139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.470000 sec): 3 clusters Score: Raw -42725.078860 + Penalty 2029.984699 = -40695.094161 nChanged 122 SP:Iteration 1F (657.470000 sec): 3 clusters Score: Raw -42984.832382 + Penalty 2029.984699 = -40954.847683 nChanged 50 SP:Iteration 2F (657.470000 sec): 3 clusters Score: Raw -43115.411918 + Penalty 2029.984699 = -41085.427219 nChanged 27 SP:Iteration 3F (657.470000 sec): 3 clusters Score: Raw -43257.573932 + Penalty 2029.984699 = -41227.589233 nChanged 17 SP:Iteration 4Q (657.470000 sec): 3 clusters Score: Raw -43366.415054 + Penalty 2029.984699 = -41336.430355 nChanged 15 SP:Iteration 5Q (657.470000 sec): 3 clusters Score: Raw -43423.298646 + Penalty 2029.984699 = -41393.313948 nChanged 11 SP:Iteration 6Q (657.470000 sec): 3 clusters Score: Raw -43445.008016 + Penalty 2029.984699 = -41415.023317 nChanged 8 SP:Iteration 7Q (657.470000 sec): 3 clusters Score: Raw -43461.356645 + Penalty 2029.984699 = -41431.371946 nChanged 8 SP:Iteration 8Q (657.470000 sec): 3 clusters Score: Raw -43474.949328 + Penalty 2029.984699 = -41444.964630 nChanged 12 SP:Iteration 9Q (657.470000 sec): 3 clusters Score: Raw -43518.812476 + Penalty 2029.984699 = -41488.827777 nChanged 11 SP:Iteration 10Q (657.480000 sec): 3 clusters Score: Raw -43562.058617 + Penalty 2029.984699 = -41532.073918 nChanged 11 SP:Iteration 11Q (657.480000 sec): 3 clusters Score: Raw -43604.098986 + Penalty 2029.984699 = -41574.114287 nChanged 10 SP:Iteration 12Q (657.480000 sec): 3 clusters Score: Raw -43640.780591 + Penalty 2029.984699 = -41610.795893 nChanged 9 SP:Iteration 13Q (657.480000 sec): 3 clusters Score: Raw -43677.073088 + Penalty 2029.984699 = -41647.088389 nChanged 6 SP:Iteration 14Q (657.480000 sec): 3 clusters Score: Raw -43700.299466 + Penalty 2029.984699 = -41670.314768 nChanged 1 SP:Iteration 15Q (657.480000 sec): 3 clusters Score: Raw -43705.830611 + Penalty 2029.984699 = -41675.845912 nChanged 0 SP:Iteration 16F (657.480000 sec): 3 clusters Score: Raw -43706.199861 + Penalty 2029.984699 = -41676.215162 nChanged 1 SP:Iteration 17Q (657.480000 sec): 3 clusters Score: Raw -43711.922796 + Penalty 2029.984699 = -41681.938097 nChanged 2 SP:Iteration 18Q (657.490000 sec): 3 clusters Score: Raw -43717.548760 + Penalty 2029.984699 = -41687.564061 nChanged 1 SP:Iteration 19Q (657.490000 sec): 3 clusters Score: Raw -43718.699121 + Penalty 2029.984699 = -41688.714422 nChanged 0 SP:Iteration 20F (657.490000 sec): 3 clusters Score: Raw -43718.699121 + Penalty 2029.984699 = -41688.714422 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (21196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.550000 sec): 2 clusters Score: Raw -2109776.205718 + Penalty 1618.754762 = -2108157.450956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.600000 sec): 3 clusters Score: Raw -2097060.245131 + Penalty 3237.509523 = -2093822.735608 nChanged 9615 SP:Iteration 1F (657.650000 sec): 3 clusters Score: Raw -2102540.220043 + Penalty 3237.509523 = -2099302.710520 nChanged 1340 SP:Iteration 2F (657.700000 sec): 3 clusters Score: Raw -2103246.761649 + Penalty 3237.509523 = -2100009.252126 nChanged 1446 SP:Iteration 3F (657.750000 sec): 3 clusters Score: Raw -2104166.234268 + Penalty 3237.509523 = -2100928.724745 nChanged 1566 SP:Iteration 4F (657.810000 sec): 3 clusters Score: Raw -2105357.998330 + Penalty 3237.509523 = -2102120.488807 nChanged 1587 SP:Iteration 5F (657.850000 sec): 3 clusters Score: Raw -2106712.292432 + Penalty 3237.509523 = -2103474.782909 nChanged 1326 SP:Iteration 6F (657.910000 sec): 3 clusters Score: Raw -2107908.998423 + Penalty 3237.509523 = -2104671.488900 nChanged 947 SP:Iteration 7Q (657.960000 sec): 3 clusters Score: Raw -2108795.380137 + Penalty 3237.509523 = -2105557.870614 nChanged 603 SP:Iteration 8Q (658.010000 sec): 3 clusters Score: Raw -2109390.993986 + Penalty 3237.509523 = -2106153.484463 nChanged 344 SP:Iteration 9Q (658.050000 sec): 3 clusters Score: Raw -2109730.173489 + Penalty 3237.509523 = -2106492.663966 nChanged 201 SP:Iteration 10Q (658.090000 sec): 3 clusters Score: Raw -2109889.793864 + Penalty 3237.509523 = -2106652.284341 nChanged 124 SP:Iteration 11Q (658.130000 sec): 3 clusters Score: Raw -2109960.688196 + Penalty 3237.509523 = -2106723.178672 nChanged 81 SP:Iteration 12Q (658.170000 sec): 3 clusters Score: Raw -2110004.133266 + Penalty 3237.509523 = -2106766.623743 nChanged 67 SP:Iteration 13Q (658.210000 sec): 3 clusters Score: Raw -2110044.937070 + Penalty 3237.509523 = -2106807.427547 nChanged 44 SP:Iteration 14Q (658.250000 sec): 3 clusters Score: Raw -2110068.275590 + Penalty 3237.509523 = -2106830.766067 nChanged 28 SP:Iteration 15Q (658.290000 sec): 3 clusters Score: Raw -2110078.414419 + Penalty 3237.509523 = -2106840.904896 nChanged 22 SP:Iteration 16Q (658.330000 sec): 3 clusters Score: Raw -2110086.384600 + Penalty 3237.509523 = -2106848.875077 nChanged 16 SP:Iteration 17Q (658.370000 sec): 3 clusters Score: Raw -2110093.351835 + Penalty 3237.509523 = -2106855.842312 nChanged 17 SP:Iteration 18Q (658.400000 sec): 3 clusters Score: Raw -2110100.745350 + Penalty 3237.509523 = -2106863.235827 nChanged 15 SP:Iteration 19Q (658.440000 sec): 3 clusters Score: Raw -2110105.878332 + Penalty 3237.509523 = -2106868.368809 nChanged 10 SP:Iteration 20F (658.490000 sec): 3 clusters Score: Raw -2110110.478919 + Penalty 3237.509523 = -2106872.969396 nChanged 10 SP:Iteration 21Q (658.530000 sec): 3 clusters Score: Raw -2110113.560447 + Penalty 3237.509523 = -2106876.050924 nChanged 7 SP:Iteration 22Q (658.570000 sec): 3 clusters Score: Raw -2110115.208963 + Penalty 3237.509523 = -2106877.699440 nChanged 1 SP:Iteration 23Q (658.600000 sec): 3 clusters Score: Raw -2110115.339838 + Penalty 3237.509523 = -2106877.830315 nChanged 2 SP:Iteration 24Q (658.640000 sec): 3 clusters Score: Raw -2110115.774563 + Penalty 3237.509523 = -2106878.265040 nChanged 3 SP:Iteration 25Q (658.680000 sec): 3 clusters Score: Raw -2110117.093900 + Penalty 3237.509523 = -2106879.584377 nChanged 3 SP:Iteration 26Q (658.710000 sec): 3 clusters Score: Raw -2110117.889283 + Penalty 3237.509523 = -2106880.379760 nChanged 6 SP:Iteration 27Q (658.750000 sec): 3 clusters Score: Raw -2110119.693287 + Penalty 3237.509523 = -2106882.183764 nChanged 4 SP:Iteration 28Q (658.790000 sec): 3 clusters Score: Raw -2110120.428326 + Penalty 3237.509523 = -2106882.918803 nChanged 5 SP:Iteration 29Q (658.830000 sec): 3 clusters Score: Raw -2110121.860935 + Penalty 3237.509523 = -2106884.351412 nChanged 6 SP:Iteration 30Q (658.870000 sec): 3 clusters Score: Raw -2110123.178130 + Penalty 3237.509523 = -2106885.668607 nChanged 1 SP:Iteration 31Q (658.900000 sec): 3 clusters Score: Raw -2110123.432489 + Penalty 3237.509523 = -2106885.922965 nChanged 1 SP:Iteration 32Q (658.940000 sec): 3 clusters Score: Raw -2110124.068406 + Penalty 3237.509523 = -2106886.558883 nChanged 3 SP:Iteration 33Q (658.980000 sec): 3 clusters Score: Raw -2110124.703074 + Penalty 3237.509523 = -2106887.193551 nChanged 1 SP:Iteration 34Q (659.010000 sec): 3 clusters Score: Raw -2110125.062862 + Penalty 3237.509523 = -2106887.553339 nChanged 2 SP:Iteration 35Q (659.050000 sec): 3 clusters Score: Raw -2110125.709888 + Penalty 3237.509523 = -2106888.200365 nChanged 3 SP:Iteration 36Q (659.090000 sec): 3 clusters Score: Raw -2110126.425767 + Penalty 3237.509523 = -2106888.916244 nChanged 2 SP:Iteration 37Q (659.130000 sec): 3 clusters Score: Raw -2110126.801799 + Penalty 3237.509523 = -2106889.292275 nChanged 2 SP:Iteration 38Q (659.170000 sec): 3 clusters Score: Raw -2110127.188173 + Penalty 3237.509523 = -2106889.678650 nChanged 1 SP:Iteration 39Q (659.200000 sec): 3 clusters Score: Raw -2110127.681619 + Penalty 3237.509523 = -2106890.172096 nChanged 3 SP:Iteration 40F (659.250000 sec): 3 clusters Score: Raw -2110128.423722 + Penalty 3237.509523 = -2106890.914199 nChanged 2 SP:Iteration 41Q (659.290000 sec): 3 clusters Score: Raw -2110128.637032 + Penalty 3237.509523 = -2106891.127509 nChanged 2 SP:Iteration 42Q (659.330000 sec): 3 clusters Score: Raw -2110128.807057 + Penalty 3237.509523 = -2106891.297533 nChanged 3 SP:Iteration 43Q (659.370000 sec): 3 clusters Score: Raw -2110129.298647 + Penalty 3237.509523 = -2106891.789124 nChanged 0 SP:Iteration 44F (659.420000 sec): 3 clusters Score: Raw -2110129.298647 + Penalty 3237.509523 = -2106891.789124 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (55219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.570000 sec): 2 clusters Score: Raw -5462066.863340 + Penalty 1774.347636 = -5460292.515704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.700000 sec): 3 clusters Score: Raw -5426951.287951 + Penalty 3548.695272 = -5423402.592679 nChanged 25962 SP:Iteration 1F (659.840000 sec): 3 clusters Score: Raw -5441555.680342 + Penalty 3548.695272 = -5438006.985070 nChanged 2261 SP:Iteration 2Q (659.980000 sec): 3 clusters Score: Raw -5442283.301689 + Penalty 3548.695272 = -5438734.606417 nChanged 2360 SP:Iteration 3Q (660.120000 sec): 3 clusters Score: Raw -5443188.799988 + Penalty 3548.695272 = -5439640.104716 nChanged 2553 SP:Iteration 4Q (660.260000 sec): 3 clusters Score: Raw -5444405.870216 + Penalty 3548.695272 = -5440857.174944 nChanged 2798 SP:Iteration 5F (660.390000 sec): 3 clusters Score: Raw -5446005.899399 + Penalty 3548.695272 = -5442457.204126 nChanged 3152 SP:Iteration 6F (660.530000 sec): 3 clusters Score: Raw -5447969.285015 + Penalty 3548.695272 = -5444420.589743 nChanged 3334 SP:Iteration 7F (660.660000 sec): 3 clusters Score: Raw -5450264.713244 + Penalty 3548.695272 = -5446716.017971 nChanged 3302 SP:Iteration 8F (660.800000 sec): 3 clusters Score: Raw -5452831.748682 + Penalty 3548.695272 = -5449283.053410 nChanged 3110 SP:Iteration 9F (660.930000 sec): 3 clusters Score: Raw -5454997.295843 + Penalty 3548.695272 = -5451448.600570 nChanged 2313 SP:Iteration 10Q (661.070000 sec): 3 clusters Score: Raw -5456162.536135 + Penalty 3548.695272 = -5452613.840862 nChanged 1589 SP:Iteration 11Q (661.200000 sec): 3 clusters Score: Raw -5456811.899492 + Penalty 3548.695272 = -5453263.204220 nChanged 1195 SP:Iteration 12Q (661.340000 sec): 3 clusters Score: Raw -5457281.847544 + Penalty 3548.695272 = -5453733.152271 nChanged 1066 SP:Iteration 13Q (661.470000 sec): 3 clusters Score: Raw -5457705.352257 + Penalty 3548.695272 = -5454156.656985 nChanged 987 SP:Iteration 14Q (661.600000 sec): 3 clusters Score: Raw -5458073.182558 + Penalty 3548.695272 = -5454524.487286 nChanged 983 SP:Iteration 15Q (661.730000 sec): 3 clusters Score: Raw -5458452.208388 + Penalty 3548.695272 = -5454903.513115 nChanged 932 SP:Iteration 16Q (661.860000 sec): 3 clusters Score: Raw -5458848.188158 + Penalty 3548.695272 = -5455299.492886 nChanged 937 SP:Iteration 17Q (661.990000 sec): 3 clusters Score: Raw -5459229.231254 + Penalty 3548.695272 = -5455680.535982 nChanged 823 SP:Iteration 18Q (662.120000 sec): 3 clusters Score: Raw -5459616.769690 + Penalty 3548.695272 = -5456068.074418 nChanged 791 SP:Iteration 19Q (662.250000 sec): 3 clusters Score: Raw -5459985.108845 + Penalty 3548.695272 = -5456436.413573 nChanged 746 SP:Iteration 20F (662.380000 sec): 3 clusters Score: Raw -5460276.822584 + Penalty 3548.695272 = -5456728.127312 nChanged 591 SP:Iteration 21Q (662.510000 sec): 3 clusters Score: Raw -5460466.177893 + Penalty 3548.695272 = -5456917.482621 nChanged 528 SP:Iteration 22Q (662.630000 sec): 3 clusters Score: Raw -5460612.649149 + Penalty 3548.695272 = -5457063.953877 nChanged 448 SP:Iteration 23Q (662.760000 sec): 3 clusters Score: Raw -5460708.670774 + Penalty 3548.695272 = -5457159.975502 nChanged 342 SP:Iteration 24Q (662.890000 sec): 3 clusters Score: Raw -5460761.420534 + Penalty 3548.695272 = -5457212.725261 nChanged 273 SP:Iteration 25Q (663.020000 sec): 3 clusters Score: Raw -5460797.499640 + Penalty 3548.695272 = -5457248.804368 nChanged 221 SP:Iteration 26Q (663.150000 sec): 3 clusters Score: Raw -5460822.433066 + Penalty 3548.695272 = -5457273.737794 nChanged 197 SP:Iteration 27Q (663.280000 sec): 3 clusters Score: Raw -5460842.647831 + Penalty 3548.695272 = -5457293.952559 nChanged 192 SP:Iteration 28Q (663.410000 sec): 3 clusters Score: Raw -5460862.092558 + Penalty 3548.695272 = -5457313.397286 nChanged 218 SP:Iteration 29Q (663.540000 sec): 3 clusters Score: Raw -5460883.599885 + Penalty 3548.695272 = -5457334.904613 nChanged 214 SP:Iteration 30Q (663.670000 sec): 3 clusters Score: Raw -5460903.325860 + Penalty 3548.695272 = -5457354.630588 nChanged 187 SP:Iteration 31Q (663.800000 sec): 3 clusters Score: Raw -5460918.639146 + Penalty 3548.695272 = -5457369.943874 nChanged 169 SP:Iteration 32Q (663.920000 sec): 3 clusters Score: Raw -5460931.422795 + Penalty 3548.695272 = -5457382.727522 nChanged 165 SP:Iteration 33Q (664.050000 sec): 3 clusters Score: Raw -5460944.876540 + Penalty 3548.695272 = -5457396.181268 nChanged 134 SP:Iteration 34Q (664.180000 sec): 3 clusters Score: Raw -5460954.417387 + Penalty 3548.695272 = -5457405.722115 nChanged 123 SP:Iteration 35Q (664.310000 sec): 3 clusters Score: Raw -5460961.998344 + Penalty 3548.695272 = -5457413.303072 nChanged 92 SP:Iteration 36Q (664.440000 sec): 3 clusters Score: Raw -5460966.809815 + Penalty 3548.695272 = -5457418.114543 nChanged 83 SP:Iteration 37Q (664.560000 sec): 3 clusters Score: Raw -5460971.129021 + Penalty 3548.695272 = -5457422.433749 nChanged 79 SP:Iteration 38Q (664.680000 sec): 3 clusters Score: Raw -5460975.157072 + Penalty 3548.695272 = -5457426.461800 nChanged 70 SP:Iteration 39Q (664.800000 sec): 3 clusters Score: Raw -5460978.642241 + Penalty 3548.695272 = -5457429.946968 nChanged 71 SP:Iteration 40F (664.940000 sec): 3 clusters Score: Raw -5460981.703219 + Penalty 3548.695272 = -5457433.007947 nChanged 56 SP:Iteration 41Q (665.060000 sec): 3 clusters Score: Raw -5460983.938431 + Penalty 3548.695272 = -5457435.243159 nChanged 39 SP:Iteration 42Q (665.190000 sec): 3 clusters Score: Raw -5460985.119343 + Penalty 3548.695272 = -5457436.424071 nChanged 35 SP:Iteration 43Q (665.310000 sec): 3 clusters Score: Raw -5460986.279679 + Penalty 3548.695272 = -5457437.584407 nChanged 39 SP:Iteration 44Q (665.440000 sec): 3 clusters Score: Raw -5460987.660564 + Penalty 3548.695272 = -5457438.965292 nChanged 31 SP:Iteration 45Q (665.560000 sec): 3 clusters Score: Raw -5460988.960777 + Penalty 3548.695272 = -5457440.265505 nChanged 38 SP:Iteration 46Q (665.680000 sec): 3 clusters Score: Raw -5460990.437027 + Penalty 3548.695272 = -5457441.741754 nChanged 45 SP:Iteration 47Q (665.800000 sec): 3 clusters Score: Raw -5460992.044638 + Penalty 3548.695272 = -5457443.349366 nChanged 40 SP:Iteration 48Q (665.930000 sec): 3 clusters Score: Raw -5460993.486973 + Penalty 3548.695272 = -5457444.791701 nChanged 44 SP:Iteration 49Q (666.060000 sec): 3 clusters Score: Raw -5460994.954149 + Penalty 3548.695272 = -5457446.258876 nChanged 37 SP:Iteration 50Q (666.180000 sec): 3 clusters Score: Raw -5460996.137163 + Penalty 3548.695272 = -5457447.441890 nChanged 27 SP:Iteration 51Q (666.300000 sec): 3 clusters Score: Raw -5460996.894432 + Penalty 3548.695272 = -5457448.199160 nChanged 28 SP:Iteration 52Q (666.430000 sec): 3 clusters Score: Raw -5460997.572007 + Penalty 3548.695272 = -5457448.876735 nChanged 21 SP:Iteration 53Q (666.550000 sec): 3 clusters Score: Raw -5460998.205208 + Penalty 3548.695272 = -5457449.509936 nChanged 19 SP:Iteration 54Q (666.670000 sec): 3 clusters Score: Raw -5460998.707536 + Penalty 3548.695272 = -5457450.012263 nChanged 15 SP:Iteration 55Q (666.800000 sec): 3 clusters Score: Raw -5460999.097623 + Penalty 3548.695272 = -5457450.402351 nChanged 9 SP:Iteration 56Q (666.920000 sec): 3 clusters Score: Raw -5460999.315394 + Penalty 3548.695272 = -5457450.620122 nChanged 16 SP:Iteration 57Q (667.040000 sec): 3 clusters Score: Raw -5460999.737358 + Penalty 3548.695272 = -5457451.042085 nChanged 15 SP:Iteration 58Q (667.170000 sec): 3 clusters Score: Raw -5461000.145765 + Penalty 3548.695272 = -5457451.450493 nChanged 19 SP:Iteration 59Q (667.300000 sec): 3 clusters Score: Raw -5461000.701982 + Penalty 3548.695272 = -5457452.006710 nChanged 14 SP:Iteration 60F (667.440000 sec): 3 clusters Score: Raw -5461001.038994 + Penalty 3548.695272 = -5457452.343722 nChanged 14 SP:Iteration 61Q (667.560000 sec): 3 clusters Score: Raw -5461001.264623 + Penalty 3548.695272 = -5457452.569351 nChanged 12 SP:Iteration 62Q (667.680000 sec): 3 clusters Score: Raw -5461001.507826 + Penalty 3548.695272 = -5457452.812553 nChanged 9 SP:Iteration 63Q (667.810000 sec): 3 clusters Score: Raw -5461001.634024 + Penalty 3548.695272 = -5457452.938751 nChanged 2 SP:Iteration 64Q (667.930000 sec): 3 clusters Score: Raw -5461001.645427 + Penalty 3548.695272 = -5457452.950155 nChanged 0 SP:Iteration 65F (668.060000 sec): 3 clusters Score: Raw -5461001.645427 + Penalty 3548.695272 = -5457452.950155 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (1436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.090000 sec): 2 clusters Score: Raw -131093.544902 + Penalty 1181.312722 = -129912.232180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.100000 sec): 3 clusters Score: Raw -130603.035552 + Penalty 2362.625444 = -128240.410108 nChanged 470 SP:Iteration 1F (668.100000 sec): 3 clusters Score: Raw -131224.226673 + Penalty 2362.625444 = -128861.601229 nChanged 201 SP:Iteration 2F (668.100000 sec): 3 clusters Score: Raw -131702.430024 + Penalty 2362.625444 = -129339.804581 nChanged 136 SP:Iteration 3F (668.110000 sec): 3 clusters Score: Raw -132021.406268 + Penalty 2362.625444 = -129658.780824 nChanged 98 SP:Iteration 4F (668.110000 sec): 3 clusters Score: Raw -132227.526591 + Penalty 2362.625444 = -129864.901147 nChanged 74 SP:Iteration 5F (668.120000 sec): 3 clusters Score: Raw -132389.036308 + Penalty 2362.625444 = -130026.410864 nChanged 34 SP:Iteration 6Q (668.120000 sec): 3 clusters Score: Raw -132447.423702 + Penalty 2362.625444 = -130084.798258 nChanged 20 SP:Iteration 7Q (668.120000 sec): 3 clusters Score: Raw -132483.889732 + Penalty 2362.625444 = -130121.264288 nChanged 14 SP:Iteration 8Q (668.120000 sec): 3 clusters Score: Raw -132509.640820 + Penalty 2362.625444 = -130147.015377 nChanged 9 SP:Iteration 9Q (668.120000 sec): 3 clusters Score: Raw -132528.411179 + Penalty 2362.625444 = -130165.785735 nChanged 9 SP:Iteration 10Q (668.130000 sec): 3 clusters Score: Raw -132544.057228 + Penalty 2362.625444 = -130181.431784 nChanged 4 SP:Iteration 11Q (668.130000 sec): 3 clusters Score: Raw -132557.370724 + Penalty 2362.625444 = -130194.745281 nChanged 6 SP:Iteration 12Q (668.130000 sec): 3 clusters Score: Raw -132564.025973 + Penalty 2362.625444 = -130201.400530 nChanged 3 SP:Iteration 13Q (668.140000 sec): 3 clusters Score: Raw -132572.553672 + Penalty 2362.625444 = -130209.928229 nChanged 6 SP:Iteration 14Q (668.140000 sec): 3 clusters Score: Raw -132585.093328 + Penalty 2362.625444 = -130222.467884 nChanged 5 SP:Iteration 15Q (668.140000 sec): 3 clusters Score: Raw -132594.673418 + Penalty 2362.625444 = -130232.047974 nChanged 2 SP:Iteration 16Q (668.140000 sec): 3 clusters Score: Raw -132597.927909 + Penalty 2362.625444 = -130235.302465 nChanged 2 SP:Iteration 17Q (668.150000 sec): 3 clusters Score: Raw -132599.216947 + Penalty 2362.625444 = -130236.591504 nChanged 2 SP:Iteration 18Q (668.150000 sec): 3 clusters Score: Raw -132599.912868 + Penalty 2362.625444 = -130237.287425 nChanged 0 SP:Iteration 19F (668.150000 sec): 3 clusters Score: Raw -132599.912868 + Penalty 2362.625444 = -130237.287425 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 7.38 GB. Trying to split cluster 14 (1078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.160000 sec): 2 clusters Score: Raw -94019.316103 + Penalty 1134.715197 = -92884.600906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.160000 sec): 3 clusters Score: Raw -93665.673876 + Penalty 2269.430394 = -91396.243482 nChanged 346 SP:Iteration 1F (668.160000 sec): 3 clusters Score: Raw -94097.485863 + Penalty 2269.430394 = -91828.055468 nChanged 112 SP:Iteration 2F (668.170000 sec): 3 clusters Score: Raw -94478.609472 + Penalty 2269.430394 = -92209.179078 nChanged 76 SP:Iteration 3F (668.170000 sec): 3 clusters Score: Raw -94820.510716 + Penalty 2269.430394 = -92551.080321 nChanged 80 SP:Iteration 4F (668.170000 sec): 3 clusters Score: Raw -94962.198257 + Penalty 2269.430394 = -92692.767863 nChanged 52 SP:Iteration 5Q (668.180000 sec): 3 clusters Score: Raw -95086.745467 + Penalty 2269.430394 = -92817.315073 nChanged 36 SP:Iteration 6Q (668.180000 sec): 3 clusters Score: Raw -95184.374027 + Penalty 2269.430394 = -92914.943633 nChanged 33 SP:Iteration 7Q (668.180000 sec): 3 clusters Score: Raw -95240.836067 + Penalty 2269.430394 = -92971.405673 nChanged 21 SP:Iteration 8Q (668.180000 sec): 3 clusters Score: Raw -95279.331829 + Penalty 2269.430394 = -93009.901435 nChanged 23 SP:Iteration 9Q (668.180000 sec): 3 clusters Score: Raw -95313.384955 + Penalty 2269.430394 = -93043.954561 nChanged 18 SP:Iteration 10Q (668.190000 sec): 3 clusters Score: Raw -95342.903457 + Penalty 2269.430394 = -93073.473063 nChanged 9 SP:Iteration 11Q (668.190000 sec): 3 clusters Score: Raw -95351.577616 + Penalty 2269.430394 = -93082.147222 nChanged 9 SP:Iteration 12Q (668.190000 sec): 3 clusters Score: Raw -95366.500256 + Penalty 2269.430394 = -93097.069862 nChanged 9 SP:Iteration 13Q (668.190000 sec): 3 clusters Score: Raw -95373.748352 + Penalty 2269.430394 = -93104.317958 nChanged 4 SP:Iteration 14Q (668.200000 sec): 3 clusters Score: Raw -95378.422866 + Penalty 2269.430394 = -93108.992472 nChanged 4 SP:Iteration 15Q (668.200000 sec): 3 clusters Score: Raw -95381.646540 + Penalty 2269.430394 = -93112.216145 nChanged 4 SP:Iteration 16Q (668.200000 sec): 3 clusters Score: Raw -95387.103992 + Penalty 2269.430394 = -93117.673598 nChanged 6 SP:Iteration 17Q (668.200000 sec): 3 clusters Score: Raw -95398.323525 + Penalty 2269.430394 = -93128.893131 nChanged 6 SP:Iteration 18Q (668.200000 sec): 3 clusters Score: Raw -95412.641585 + Penalty 2269.430394 = -93143.211191 nChanged 5 SP:Iteration 19Q (668.200000 sec): 3 clusters Score: Raw -95426.544757 + Penalty 2269.430394 = -93157.114363 nChanged 7 SP:Iteration 20F (668.210000 sec): 3 clusters Score: Raw -95442.502703 + Penalty 2269.430394 = -93173.072309 nChanged 5 SP:Iteration 21Q (668.210000 sec): 3 clusters Score: Raw -95449.523890 + Penalty 2269.430394 = -93180.093496 nChanged 3 SP:Iteration 22Q (668.210000 sec): 3 clusters Score: Raw -95454.480420 + Penalty 2269.430394 = -93185.050026 nChanged 5 SP:Iteration 23Q (668.220000 sec): 3 clusters Score: Raw -95462.639708 + Penalty 2269.430394 = -93193.209314 nChanged 5 SP:Iteration 24Q (668.220000 sec): 3 clusters Score: Raw -95468.269582 + Penalty 2269.430394 = -93198.839188 nChanged 2 SP:Iteration 25Q (668.220000 sec): 3 clusters Score: Raw -95470.200337 + Penalty 2269.430394 = -93200.769943 nChanged 0 SP:Iteration 26F (668.220000 sec): 3 clusters Score: Raw -95470.200337 + Penalty 2269.430394 = -93200.769943 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 7.38 GB. Trying to split cluster 15 (16435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.270000 sec): 2 clusters Score: Raw -1639074.440784 + Penalty 1577.414879 = -1637497.025905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.310000 sec): 3 clusters Score: Raw -1629247.520639 + Penalty 3154.829758 = -1626092.690881 nChanged 7343 SP:Iteration 1F (668.350000 sec): 3 clusters Score: Raw -1633302.684041 + Penalty 3154.829758 = -1630147.854283 nChanged 941 SP:Iteration 2F (668.390000 sec): 3 clusters Score: Raw -1633736.728497 + Penalty 3154.829758 = -1630581.898739 nChanged 920 SP:Iteration 3F (668.430000 sec): 3 clusters Score: Raw -1634256.158583 + Penalty 3154.829758 = -1631101.328825 nChanged 1030 SP:Iteration 4F (668.470000 sec): 3 clusters Score: Raw -1634959.486921 + Penalty 3154.829758 = -1631804.657163 nChanged 1175 SP:Iteration 5F (668.510000 sec): 3 clusters Score: Raw -1635789.200354 + Penalty 3154.829758 = -1632634.370596 nChanged 1192 SP:Iteration 6F (668.550000 sec): 3 clusters Score: Raw -1636591.460676 + Penalty 3154.829758 = -1633436.630918 nChanged 1062 SP:Iteration 7F (668.590000 sec): 3 clusters Score: Raw -1637356.890635 + Penalty 3154.829758 = -1634202.060877 nChanged 914 SP:Iteration 8F (668.630000 sec): 3 clusters Score: Raw -1638108.942937 + Penalty 3154.829758 = -1634954.113179 nChanged 813 SP:Iteration 9Q (668.670000 sec): 3 clusters Score: Raw -1638798.981670 + Penalty 3154.829758 = -1635644.151913 nChanged 616 SP:Iteration 10Q (668.710000 sec): 3 clusters Score: Raw -1639297.254991 + Penalty 3154.829758 = -1636142.425233 nChanged 431 SP:Iteration 11Q (668.750000 sec): 3 clusters Score: Raw -1639607.337370 + Penalty 3154.829758 = -1636452.507613 nChanged 253 SP:Iteration 12Q (668.790000 sec): 3 clusters Score: Raw -1639765.547011 + Penalty 3154.829758 = -1636610.717253 nChanged 160 SP:Iteration 13Q (668.830000 sec): 3 clusters Score: Raw -1639846.322121 + Penalty 3154.829758 = -1636691.492363 nChanged 101 SP:Iteration 14Q (668.860000 sec): 3 clusters Score: Raw -1639898.487301 + Penalty 3154.829758 = -1636743.657543 nChanged 72 SP:Iteration 15Q (668.900000 sec): 3 clusters Score: Raw -1639937.485101 + Penalty 3154.829758 = -1636782.655343 nChanged 56 SP:Iteration 16Q (668.940000 sec): 3 clusters Score: Raw -1639971.077683 + Penalty 3154.829758 = -1636816.247925 nChanged 30 SP:Iteration 17Q (668.980000 sec): 3 clusters Score: Raw -1639988.234394 + Penalty 3154.829758 = -1636833.404636 nChanged 27 SP:Iteration 18Q (669.020000 sec): 3 clusters Score: Raw -1640002.792853 + Penalty 3154.829758 = -1636847.963095 nChanged 20 SP:Iteration 19Q (669.050000 sec): 3 clusters Score: Raw -1640015.407971 + Penalty 3154.829758 = -1636860.578213 nChanged 11 SP:Iteration 20F (669.090000 sec): 3 clusters Score: Raw -1640019.827573 + Penalty 3154.829758 = -1636864.997815 nChanged 8 SP:Iteration 21Q (669.130000 sec): 3 clusters Score: Raw -1640023.296663 + Penalty 3154.829758 = -1636868.466905 nChanged 12 SP:Iteration 22Q (669.160000 sec): 3 clusters Score: Raw -1640030.528641 + Penalty 3154.829758 = -1636875.698883 nChanged 14 SP:Iteration 23Q (669.200000 sec): 3 clusters Score: Raw -1640039.312719 + Penalty 3154.829758 = -1636884.482961 nChanged 15 SP:Iteration 24Q (669.230000 sec): 3 clusters Score: Raw -1640043.382081 + Penalty 3154.829758 = -1636888.552323 nChanged 13 SP:Iteration 25Q (669.270000 sec): 3 clusters Score: Raw -1640048.072087 + Penalty 3154.829758 = -1636893.242329 nChanged 9 SP:Iteration 26Q (669.300000 sec): 3 clusters Score: Raw -1640051.362589 + Penalty 3154.829758 = -1636896.532831 nChanged 5 SP:Iteration 27Q (669.340000 sec): 3 clusters Score: Raw -1640053.556915 + Penalty 3154.829758 = -1636898.727157 nChanged 6 SP:Iteration 28Q (669.370000 sec): 3 clusters Score: Raw -1640056.706202 + Penalty 3154.829758 = -1636901.876444 nChanged 4 SP:Iteration 29Q (669.400000 sec): 3 clusters Score: Raw -1640057.603941 + Penalty 3154.829758 = -1636902.774183 nChanged 1 SP:Iteration 30Q (669.440000 sec): 3 clusters Score: Raw -1640057.674924 + Penalty 3154.829758 = -1636902.845166 nChanged 1 SP:Iteration 31Q (669.470000 sec): 3 clusters Score: Raw -1640057.812236 + Penalty 3154.829758 = -1636902.982478 nChanged 0 SP:Iteration 32F (669.510000 sec): 3 clusters Score: Raw -1640057.812236 + Penalty 3154.829758 = -1636902.982478 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (154392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (669.910000 sec): 2 clusters Score: Raw -15051285.391535 + Penalty 1941.428142 = -15049343.963393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (670.310000 sec): 3 clusters Score: Raw -14950045.250830 + Penalty 3882.856283 = -14946162.394547 nChanged 74340 SP:Iteration 1F (670.700000 sec): 3 clusters Score: Raw -14992825.328741 + Penalty 3882.856283 = -14988942.472458 nChanged 3847 SP:Iteration 2Q (671.110000 sec): 3 clusters Score: Raw -14993516.302442 + Penalty 3882.856283 = -14989633.446159 nChanged 4184 SP:Iteration 3Q (671.520000 sec): 3 clusters Score: Raw -14994405.474994 + Penalty 3882.856283 = -14990522.618711 nChanged 5012 SP:Iteration 4Q (671.930000 sec): 3 clusters Score: Raw -14995804.365484 + Penalty 3882.856283 = -14991921.509201 nChanged 6558 SP:Iteration 5Q (672.330000 sec): 3 clusters Score: Raw -14998330.324563 + Penalty 3882.856283 = -14994447.468280 nChanged 9059 SP:Iteration 6F (672.730000 sec): 3 clusters Score: Raw -15003301.896514 + Penalty 3882.856283 = -14999419.040231 nChanged 12121 SP:Iteration 7F (673.120000 sec): 3 clusters Score: Raw -15012244.248426 + Penalty 3882.856283 = -15008361.392142 nChanged 14226 SP:Iteration 8F (673.510000 sec): 3 clusters Score: Raw -15025280.137369 + Penalty 3882.856283 = -15021397.281086 nChanged 12829 SP:Iteration 9F (673.900000 sec): 3 clusters Score: Raw -15038314.894311 + Penalty 3882.856283 = -15034432.038028 nChanged 8199 SP:Iteration 10F (674.300000 sec): 3 clusters Score: Raw -15046759.208968 + Penalty 3882.856283 = -15042876.352685 nChanged 3447 SP:Iteration 11Q (674.630000 sec): 3 clusters Score: Raw -15050143.522698 + Penalty 3882.856283 = -15046260.666415 nChanged 1006 SP:Iteration 12Q (674.920000 sec): 3 clusters Score: Raw -15051122.550373 + Penalty 3882.856283 = -15047239.694090 nChanged 200 SP:Iteration 13Q (675.180000 sec): 3 clusters Score: Raw -15051351.909179 + Penalty 3882.856283 = -15047469.052896 nChanged 43 SP:Iteration 14Q (675.440000 sec): 3 clusters Score: Raw -15051413.432561 + Penalty 3882.856283 = -15047530.576278 nChanged 15 SP:Iteration 15Q (675.700000 sec): 3 clusters Score: Raw -15051442.061717 + Penalty 3882.856283 = -15047559.205434 nChanged 12 SP:Iteration 16Q (675.950000 sec): 3 clusters Score: Raw -15051468.173738 + Penalty 3882.856283 = -15047585.317455 nChanged 7 SP:Iteration 17Q (676.210000 sec): 3 clusters Score: Raw -15051482.780171 + Penalty 3882.856283 = -15047599.923887 nChanged 2 SP:Iteration 18Q (676.470000 sec): 3 clusters Score: Raw -15051483.935161 + Penalty 3882.856283 = -15047601.078878 nChanged 0 SP:Iteration 19F (676.840000 sec): 3 clusters Score: Raw -15051483.935161 + Penalty 3882.856283 = -15047601.078878 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (8988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (676.940000 sec): 2 clusters Score: Raw -895006.719253 + Penalty 1479.342415 = -893527.376837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (676.970000 sec): 3 clusters Score: Raw -890006.069524 + Penalty 2958.684831 = -887047.384693 nChanged 3794 SP:Iteration 1F (676.990000 sec): 3 clusters Score: Raw -892095.063593 + Penalty 2958.684831 = -889136.378762 nChanged 569 SP:Iteration 2F (677.010000 sec): 3 clusters Score: Raw -892363.564545 + Penalty 2958.684831 = -889404.879714 nChanged 466 SP:Iteration 3F (677.030000 sec): 3 clusters Score: Raw -892575.626401 + Penalty 2958.684831 = -889616.941571 nChanged 419 SP:Iteration 4Q (677.050000 sec): 3 clusters Score: Raw -892782.446632 + Penalty 2958.684831 = -889823.761802 nChanged 414 SP:Iteration 5Q (677.070000 sec): 3 clusters Score: Raw -893004.514876 + Penalty 2958.684831 = -890045.830045 nChanged 455 SP:Iteration 6F (677.100000 sec): 3 clusters Score: Raw -893249.700745 + Penalty 2958.684831 = -890291.015914 nChanged 474 SP:Iteration 7F (677.120000 sec): 3 clusters Score: Raw -893505.843994 + Penalty 2958.684831 = -890547.159163 nChanged 471 SP:Iteration 8F (677.140000 sec): 3 clusters Score: Raw -893761.001059 + Penalty 2958.684831 = -890802.316228 nChanged 422 SP:Iteration 9Q (677.160000 sec): 3 clusters Score: Raw -893992.828187 + Penalty 2958.684831 = -891034.143356 nChanged 365 SP:Iteration 10Q (677.180000 sec): 3 clusters Score: Raw -894179.830945 + Penalty 2958.684831 = -891221.146115 nChanged 317 SP:Iteration 11Q (677.200000 sec): 3 clusters Score: Raw -894349.328231 + Penalty 2958.684831 = -891390.643400 nChanged 303 SP:Iteration 12Q (677.220000 sec): 3 clusters Score: Raw -894502.066976 + Penalty 2958.684831 = -891543.382145 nChanged 256 SP:Iteration 13Q (677.240000 sec): 3 clusters Score: Raw -894619.405202 + Penalty 2958.684831 = -891660.720371 nChanged 212 SP:Iteration 14Q (677.260000 sec): 3 clusters Score: Raw -894724.936412 + Penalty 2958.684831 = -891766.251581 nChanged 204 SP:Iteration 15Q (677.290000 sec): 3 clusters Score: Raw -894837.406694 + Penalty 2958.684831 = -891878.721863 nChanged 200 SP:Iteration 16Q (677.310000 sec): 3 clusters Score: Raw -894943.801330 + Penalty 2958.684831 = -891985.116499 nChanged 163 SP:Iteration 17Q (677.330000 sec): 3 clusters Score: Raw -895024.994328 + Penalty 2958.684831 = -892066.309497 nChanged 143 SP:Iteration 18Q (677.350000 sec): 3 clusters Score: Raw -895103.760856 + Penalty 2958.684831 = -892145.076025 nChanged 142 SP:Iteration 19Q (677.370000 sec): 3 clusters Score: Raw -895182.152365 + Penalty 2958.684831 = -892223.467535 nChanged 122 SP:Iteration 20F (677.390000 sec): 3 clusters Score: Raw -895251.141769 + Penalty 2958.684831 = -892292.456938 nChanged 95 SP:Iteration 21Q (677.410000 sec): 3 clusters Score: Raw -895298.111481 + Penalty 2958.684831 = -892339.426650 nChanged 80 SP:Iteration 22Q (677.440000 sec): 3 clusters Score: Raw -895338.668116 + Penalty 2958.684831 = -892379.983285 nChanged 66 SP:Iteration 23Q (677.460000 sec): 3 clusters Score: Raw -895368.955896 + Penalty 2958.684831 = -892410.271065 nChanged 47 SP:Iteration 24Q (677.480000 sec): 3 clusters Score: Raw -895389.637163 + Penalty 2958.684831 = -892430.952332 nChanged 31 SP:Iteration 25Q (677.500000 sec): 3 clusters Score: Raw -895404.313063 + Penalty 2958.684831 = -892445.628232 nChanged 23 SP:Iteration 26Q (677.520000 sec): 3 clusters Score: Raw -895414.628894 + Penalty 2958.684831 = -892455.944063 nChanged 25 SP:Iteration 27Q (677.540000 sec): 3 clusters Score: Raw -895428.499508 + Penalty 2958.684831 = -892469.814678 nChanged 26 SP:Iteration 28Q (677.560000 sec): 3 clusters Score: Raw -895440.635903 + Penalty 2958.684831 = -892481.951072 nChanged 25 SP:Iteration 29Q (677.570000 sec): 3 clusters Score: Raw -895452.492413 + Penalty 2958.684831 = -892493.807582 nChanged 16 SP:Iteration 30Q (677.590000 sec): 3 clusters Score: Raw -895462.433336 + Penalty 2958.684831 = -892503.748505 nChanged 17 SP:Iteration 31Q (677.610000 sec): 3 clusters Score: Raw -895469.884477 + Penalty 2958.684831 = -892511.199647 nChanged 11 SP:Iteration 32Q (677.630000 sec): 3 clusters Score: Raw -895475.007489 + Penalty 2958.684831 = -892516.322658 nChanged 9 SP:Iteration 33Q (677.650000 sec): 3 clusters Score: Raw -895478.532535 + Penalty 2958.684831 = -892519.847704 nChanged 14 SP:Iteration 34Q (677.670000 sec): 3 clusters Score: Raw -895483.389776 + Penalty 2958.684831 = -892524.704945 nChanged 12 SP:Iteration 35Q (677.680000 sec): 3 clusters Score: Raw -895487.384181 + Penalty 2958.684831 = -892528.699351 nChanged 7 SP:Iteration 36Q (677.700000 sec): 3 clusters Score: Raw -895488.873601 + Penalty 2958.684831 = -892530.188770 nChanged 8 SP:Iteration 37Q (677.720000 sec): 3 clusters Score: Raw -895491.204999 + Penalty 2958.684831 = -892532.520168 nChanged 3 SP:Iteration 38Q (677.740000 sec): 3 clusters Score: Raw -895492.449280 + Penalty 2958.684831 = -892533.764450 nChanged 4 SP:Iteration 39Q (677.760000 sec): 3 clusters Score: Raw -895492.926790 + Penalty 2958.684831 = -892534.241959 nChanged 2 SP:Iteration 40F (677.780000 sec): 3 clusters Score: Raw -895493.687145 + Penalty 2958.684831 = -892535.002314 nChanged 4 SP:Iteration 41Q (677.800000 sec): 3 clusters Score: Raw -895495.263636 + Penalty 2958.684831 = -892536.578805 nChanged 7 SP:Iteration 42Q (677.820000 sec): 3 clusters Score: Raw -895497.329585 + Penalty 2958.684831 = -892538.644754 nChanged 2 SP:Iteration 43Q (677.840000 sec): 3 clusters Score: Raw -895497.638386 + Penalty 2958.684831 = -892538.953555 nChanged 2 SP:Iteration 44Q (677.860000 sec): 3 clusters Score: Raw -895498.056229 + Penalty 2958.684831 = -892539.371398 nChanged 4 SP:Iteration 45Q (677.870000 sec): 3 clusters Score: Raw -895499.084513 + Penalty 2958.684831 = -892540.399682 nChanged 1 SP:Iteration 46Q (677.890000 sec): 3 clusters Score: Raw -895499.495027 + Penalty 2958.684831 = -892540.810196 nChanged 2 SP:Iteration 47Q (677.910000 sec): 3 clusters Score: Raw -895500.154371 + Penalty 2958.684831 = -892541.469540 nChanged 0 SP:Iteration 48F (677.930000 sec): 3 clusters Score: Raw -895500.154371 + Penalty 2958.684831 = -892541.469540 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.940000 sec): 2 clusters Score: Raw -26860.392003 + Penalty 925.231473 = -25935.160530 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.940000 sec): 3 clusters Score: Raw -26923.570751 + Penalty 1850.462945 = -25073.107806 nChanged 57 SP:Iteration 1F (677.940000 sec): 3 clusters Score: Raw -27018.820374 + Penalty 1850.462945 = -25168.357429 nChanged 9 SP:Iteration 2Q (677.940000 sec): 3 clusters Score: Raw -27040.043695 + Penalty 1850.462945 = -25189.580750 nChanged 1 SP:Iteration 3Q (677.940000 sec): 3 clusters Score: Raw -27041.574160 + Penalty 1850.462945 = -25191.111215 nChanged 1 SP:Iteration 4Q (677.940000 sec): 3 clusters Score: Raw -27045.037880 + Penalty 1850.462945 = -25194.574935 nChanged 3 SP:Iteration 5Q (677.940000 sec): 3 clusters Score: Raw -27055.331159 + Penalty 1850.462945 = -25204.868214 nChanged 1 SP:Iteration 6Q (677.940000 sec): 3 clusters Score: Raw -27056.971286 + Penalty 1850.462945 = -25206.508341 nChanged 0 SP:Iteration 7F (677.940000 sec): 3 clusters Score: Raw -27056.971286 + Penalty 1850.462945 = -25206.508341 nChanged 0 Deleting Class 21 (203 points): Lose 1630.926690 but Gain 2212.985280 Iteration 59Q (681.870000 sec): 23 clusters Score: Raw -78397650.342968 + Penalty 48685.676161 = -78348964.666807 nChanged 1299 Iteration 60F (697.870000 sec): 23 clusters Score: Raw -78398904.485132 + Penalty 48685.676161 = -78350218.808971 nChanged 1107 Iteration 61Q (701.760000 sec): 23 clusters Score: Raw -78399267.009187 + Penalty 48685.676161 = -78350581.333026 nChanged 1076 Iteration 62Q (705.680000 sec): 23 clusters Score: Raw -78399450.462099 + Penalty 48685.676161 = -78350764.785938 nChanged 1038 Iteration 63Q (709.650000 sec): 23 clusters Score: Raw -78399557.530470 + Penalty 48685.676161 = -78350871.854309 nChanged 972 Iteration 64Q (713.600000 sec): 23 clusters Score: Raw -78399636.675606 + Penalty 48685.676161 = -78350950.999445 nChanged 903 Iteration 65Q (717.580000 sec): 23 clusters Score: Raw -78399699.794062 + Penalty 48685.676161 = -78351014.117901 nChanged 872 Iteration 66Q (721.480000 sec): 23 clusters Score: Raw -78399746.492780 + Penalty 48685.676161 = -78351060.816619 nChanged 824 Iteration 67Q (725.410000 sec): 23 clusters Score: Raw -78399789.304969 + Penalty 48685.676161 = -78351103.628808 nChanged 695 Iteration 68Q (729.380000 sec): 23 clusters Score: Raw -78399823.639106 + Penalty 48685.676161 = -78351137.962945 nChanged 664 Iteration 69Q (733.320000 sec): 23 clusters Score: Raw -78399858.135724 + Penalty 48685.676161 = -78351172.459563 nChanged 648 Iteration 70Q (737.200000 sec): 23 clusters Score: Raw -78399889.666564 + Penalty 48685.676161 = -78351203.990402 nChanged 642 Iteration 71Q (741.130000 sec): 23 clusters Score: Raw -78399931.383826 + Penalty 48685.676161 = -78351245.707665 nChanged 625 Iteration 72Q (745.080000 sec): 23 clusters Score: Raw -78399973.817328 + Penalty 48685.676161 = -78351288.141167 nChanged 547 Iteration 73Q (749.030000 sec): 23 clusters Score: Raw -78400001.329009 + Penalty 48685.676161 = -78351315.652848 nChanged 526 Iteration 74Q (753.000000 sec): 23 clusters Score: Raw -78400037.290344 + Penalty 48685.676161 = -78351351.614182 nChanged 471 Iteration 75Q (756.970000 sec): 23 clusters Score: Raw -78400077.354028 + Penalty 48685.676161 = -78351391.677866 nChanged 398 Iteration 76Q (760.890000 sec): 23 clusters Score: Raw -78400117.864029 + Penalty 48685.676161 = -78351432.187868 nChanged 333 Iteration 77Q (764.820000 sec): 23 clusters Score: Raw -78400143.701282 + Penalty 48685.676161 = -78351458.025121 nChanged 306 Iteration 78Q (768.710000 sec): 23 clusters Score: Raw -78400155.813243 + Penalty 48685.676161 = -78351470.137082 nChanged 305 Iteration 79Q (772.700000 sec): 23 clusters Score: Raw -78400165.800926 + Penalty 48685.676161 = -78351480.124765 nChanged 286 Iteration 80F (789.140000 sec): 23 clusters Score: Raw -78400190.599339 + Penalty 48685.676161 = -78351504.923177 nChanged 308 Iteration 81Q (793.100000 sec): 23 clusters Score: Raw -78400229.846269 + Penalty 48685.676161 = -78351544.170108 nChanged 284 Iteration 82Q (797.080000 sec): 23 clusters Score: Raw -78400259.701856 + Penalty 48685.676161 = -78351574.025695 nChanged 259 Iteration 83Q (801.080000 sec): 23 clusters Score: Raw -78400280.247289 + Penalty 48685.676161 = -78351594.571128 nChanged 214 Iteration 84Q (805.040000 sec): 23 clusters Score: Raw -78400298.800247 + Penalty 48685.676161 = -78351613.124085 nChanged 197 Iteration 85Q (809.070000 sec): 23 clusters Score: Raw -78400312.558292 + Penalty 48685.676161 = -78351626.882130 nChanged 209 Iteration 86Q (813.050000 sec): 23 clusters Score: Raw -78400333.605350 + Penalty 48685.676161 = -78351647.929189 nChanged 212 Iteration 87Q (816.990000 sec): 23 clusters Score: Raw -78400363.547103 + Penalty 48685.676161 = -78351677.870942 nChanged 202 Iteration 88Q (821.000000 sec): 23 clusters Score: Raw -78400405.658427 + Penalty 48685.676161 = -78351719.982266 nChanged 179 Iteration 89Q (825.010000 sec): 23 clusters Score: Raw -78400449.881459 + Penalty 48685.676161 = -78351764.205297 nChanged 163 Iteration 90Q (829.040000 sec): 23 clusters Score: Raw -78400509.330165 + Penalty 48685.676161 = -78351823.654004 nChanged 152 Iteration 91Q (833.000000 sec): 23 clusters Score: Raw -78400538.403605 + Penalty 48685.676161 = -78351852.727444 nChanged 144 Iteration 92Q (836.970000 sec): 23 clusters Score: Raw -78400558.677901 + Penalty 48685.676161 = -78351873.001740 nChanged 132 Iteration 93Q (840.950000 sec): 23 clusters Score: Raw -78400565.886340 + Penalty 48685.676161 = -78351880.210179 nChanged 94 Iteration 94Q (844.900000 sec): 23 clusters Score: Raw -78400575.170016 + Penalty 48685.676161 = -78351889.493855 nChanged 82 Iteration 95Q (848.860000 sec): 23 clusters Score: Raw -78400578.127308 + Penalty 48685.676161 = -78351892.451146 nChanged 89 Iteration 96Q (852.770000 sec): 23 clusters Score: Raw -78400580.854605 + Penalty 48685.676161 = -78351895.178444 nChanged 91 Iteration 97Q (856.650000 sec): 23 clusters Score: Raw -78400582.602870 + Penalty 48685.676161 = -78351896.926709 nChanged 85 Iteration 98Q (860.580000 sec): 23 clusters Score: Raw -78400583.946147 + Penalty 48685.676161 = -78351898.269986 nChanged 68 Writing temp clu file Compute initial score before splitting: Score: Raw -78400583.946147 + Penalty 48685.676161 = -78351898.269986 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (15216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.730000 sec): 2 clusters Score: Raw -1402459.121734 + Penalty 1564.891703 = -1400894.230032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.770000 sec): 3 clusters Score: Raw -1393478.040347 + Penalty 3129.783405 = -1390348.256942 nChanged 6744 SP:Iteration 1F (860.800000 sec): 3 clusters Score: Raw -1397308.863190 + Penalty 3129.783405 = -1394179.079785 nChanged 962 SP:Iteration 2F (860.840000 sec): 3 clusters Score: Raw -1397874.563099 + Penalty 3129.783405 = -1394744.779693 nChanged 1038 SP:Iteration 3F (860.880000 sec): 3 clusters Score: Raw -1398611.676574 + Penalty 3129.783405 = -1395481.893168 nChanged 1144 SP:Iteration 4F (860.920000 sec): 3 clusters Score: Raw -1399521.094292 + Penalty 3129.783405 = -1396391.310887 nChanged 1167 SP:Iteration 5F (860.950000 sec): 3 clusters Score: Raw -1400530.498492 + Penalty 3129.783405 = -1397400.715087 nChanged 1105 SP:Iteration 6F (860.990000 sec): 3 clusters Score: Raw -1401437.973671 + Penalty 3129.783405 = -1398308.190266 nChanged 831 SP:Iteration 7F (861.020000 sec): 3 clusters Score: Raw -1402124.393485 + Penalty 3129.783405 = -1398994.610080 nChanged 624 SP:Iteration 8Q (861.060000 sec): 3 clusters Score: Raw -1402625.927358 + Penalty 3129.783405 = -1399496.143953 nChanged 412 SP:Iteration 9Q (861.100000 sec): 3 clusters Score: Raw -1402958.562778 + Penalty 3129.783405 = -1399828.779373 nChanged 263 SP:Iteration 10Q (861.130000 sec): 3 clusters Score: Raw -1403129.503247 + Penalty 3129.783405 = -1399999.719842 nChanged 216 SP:Iteration 11Q (861.160000 sec): 3 clusters Score: Raw -1403237.936156 + Penalty 3129.783405 = -1400108.152751 nChanged 155 SP:Iteration 12Q (861.200000 sec): 3 clusters Score: Raw -1403298.581335 + Penalty 3129.783405 = -1400168.797930 nChanged 96 SP:Iteration 13Q (861.230000 sec): 3 clusters Score: Raw -1403329.222011 + Penalty 3129.783405 = -1400199.438606 nChanged 84 SP:Iteration 14Q (861.260000 sec): 3 clusters Score: Raw -1403350.424506 + Penalty 3129.783405 = -1400220.641100 nChanged 60 SP:Iteration 15Q (861.290000 sec): 3 clusters Score: Raw -1403362.563421 + Penalty 3129.783405 = -1400232.780016 nChanged 49 SP:Iteration 16Q (861.320000 sec): 3 clusters Score: Raw -1403373.903759 + Penalty 3129.783405 = -1400244.120354 nChanged 43 SP:Iteration 17Q (861.350000 sec): 3 clusters Score: Raw -1403380.629991 + Penalty 3129.783405 = -1400250.846586 nChanged 28 SP:Iteration 18Q (861.380000 sec): 3 clusters Score: Raw -1403383.777810 + Penalty 3129.783405 = -1400253.994405 nChanged 14 SP:Iteration 19Q (861.410000 sec): 3 clusters Score: Raw -1403385.553577 + Penalty 3129.783405 = -1400255.770172 nChanged 11 SP:Iteration 20F (861.450000 sec): 3 clusters Score: Raw -1403386.181073 + Penalty 3129.783405 = -1400256.397668 nChanged 5 SP:Iteration 21Q (861.480000 sec): 3 clusters Score: Raw -1403386.695093 + Penalty 3129.783405 = -1400256.911688 nChanged 4 SP:Iteration 22Q (861.520000 sec): 3 clusters Score: Raw -1403386.937157 + Penalty 3129.783405 = -1400257.153752 nChanged 2 SP:Iteration 23Q (861.550000 sec): 3 clusters Score: Raw -1403387.123255 + Penalty 3129.783405 = -1400257.339850 nChanged 2 SP:Iteration 24Q (861.580000 sec): 3 clusters Score: Raw -1403387.214656 + Penalty 3129.783405 = -1400257.431251 nChanged 1 SP:Iteration 25Q (861.610000 sec): 3 clusters Score: Raw -1403387.291243 + Penalty 3129.783405 = -1400257.507838 nChanged 0 SP:Iteration 26F (861.650000 sec): 3 clusters Score: Raw -1403387.291243 + Penalty 3129.783405 = -1400257.507838 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (11867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (861.680000 sec): 2 clusters Score: Raw -1118277.936485 + Penalty 1524.496467 = -1116753.440018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.710000 sec): 3 clusters Score: Raw -1111463.953902 + Penalty 3048.992933 = -1108414.960969 nChanged 5199 SP:Iteration 1F (861.740000 sec): 3 clusters Score: Raw -1114309.904213 + Penalty 3048.992933 = -1111260.911280 nChanged 721 SP:Iteration 2F (861.770000 sec): 3 clusters Score: Raw -1114661.400915 + Penalty 3048.992933 = -1111612.407982 nChanged 629 SP:Iteration 3F (861.800000 sec): 3 clusters Score: Raw -1114991.287494 + Penalty 3048.992933 = -1111942.294561 nChanged 653 SP:Iteration 4F (861.830000 sec): 3 clusters Score: Raw -1115380.248377 + Penalty 3048.992933 = -1112331.255443 nChanged 671 SP:Iteration 5F (861.860000 sec): 3 clusters Score: Raw -1115845.547050 + Penalty 3048.992933 = -1112796.554116 nChanged 702 SP:Iteration 6F (861.890000 sec): 3 clusters Score: Raw -1116380.494070 + Penalty 3048.992933 = -1113331.501137 nChanged 722 SP:Iteration 7F (861.920000 sec): 3 clusters Score: Raw -1116882.441285 + Penalty 3048.992933 = -1113833.448352 nChanged 640 SP:Iteration 8F (861.940000 sec): 3 clusters Score: Raw -1117267.280786 + Penalty 3048.992933 = -1114218.287853 nChanged 541 SP:Iteration 9Q (861.980000 sec): 3 clusters Score: Raw -1117558.477230 + Penalty 3048.992933 = -1114509.484297 nChanged 432 SP:Iteration 10Q (862.000000 sec): 3 clusters Score: Raw -1117749.963564 + Penalty 3048.992933 = -1114700.970631 nChanged 336 SP:Iteration 11Q (862.030000 sec): 3 clusters Score: Raw -1117877.624079 + Penalty 3048.992933 = -1114828.631146 nChanged 231 SP:Iteration 12Q (862.060000 sec): 3 clusters Score: Raw -1117950.980964 + Penalty 3048.992933 = -1114901.988031 nChanged 167 SP:Iteration 13Q (862.090000 sec): 3 clusters Score: Raw -1117994.238127 + Penalty 3048.992933 = -1114945.245193 nChanged 130 SP:Iteration 14Q (862.120000 sec): 3 clusters Score: Raw -1118027.515445 + Penalty 3048.992933 = -1114978.522512 nChanged 101 SP:Iteration 15Q (862.140000 sec): 3 clusters Score: Raw -1118047.096536 + Penalty 3048.992933 = -1114998.103602 nChanged 79 SP:Iteration 16Q (862.170000 sec): 3 clusters Score: Raw -1118060.499785 + Penalty 3048.992933 = -1115011.506852 nChanged 60 SP:Iteration 17Q (862.200000 sec): 3 clusters Score: Raw -1118069.394241 + Penalty 3048.992933 = -1115020.401308 nChanged 55 SP:Iteration 18Q (862.230000 sec): 3 clusters Score: Raw -1118077.457625 + Penalty 3048.992933 = -1115028.464692 nChanged 41 SP:Iteration 19Q (862.260000 sec): 3 clusters Score: Raw -1118083.203450 + Penalty 3048.992933 = -1115034.210517 nChanged 35 SP:Iteration 20F (862.290000 sec): 3 clusters Score: Raw -1118087.398660 + Penalty 3048.992933 = -1115038.405727 nChanged 29 SP:Iteration 21Q (862.320000 sec): 3 clusters Score: Raw -1118091.543645 + Penalty 3048.992933 = -1115042.550712 nChanged 32 SP:Iteration 22Q (862.340000 sec): 3 clusters Score: Raw -1118095.959591 + Penalty 3048.992933 = -1115046.966658 nChanged 29 SP:Iteration 23Q (862.370000 sec): 3 clusters Score: Raw -1118099.367159 + Penalty 3048.992933 = -1115050.374226 nChanged 22 SP:Iteration 24Q (862.400000 sec): 3 clusters Score: Raw -1118101.806814 + Penalty 3048.992933 = -1115052.813881 nChanged 16 SP:Iteration 25Q (862.430000 sec): 3 clusters Score: Raw -1118103.519692 + Penalty 3048.992933 = -1115054.526759 nChanged 18 SP:Iteration 26Q (862.460000 sec): 3 clusters Score: Raw -1118105.658862 + Penalty 3048.992933 = -1115056.665929 nChanged 19 SP:Iteration 27Q (862.480000 sec): 3 clusters Score: Raw -1118108.569886 + Penalty 3048.992933 = -1115059.576953 nChanged 16 SP:Iteration 28Q (862.520000 sec): 3 clusters Score: Raw -1118111.275862 + Penalty 3048.992933 = -1115062.282929 nChanged 19 SP:Iteration 29Q (862.540000 sec): 3 clusters Score: Raw -1118113.808743 + Penalty 3048.992933 = -1115064.815810 nChanged 17 SP:Iteration 30Q (862.570000 sec): 3 clusters Score: Raw -1118116.034945 + Penalty 3048.992933 = -1115067.042011 nChanged 17 SP:Iteration 31Q (862.600000 sec): 3 clusters Score: Raw -1118118.384712 + Penalty 3048.992933 = -1115069.391778 nChanged 24 SP:Iteration 32Q (862.630000 sec): 3 clusters Score: Raw -1118121.402829 + Penalty 3048.992933 = -1115072.409895 nChanged 17 SP:Iteration 33Q (862.660000 sec): 3 clusters Score: Raw -1118124.555720 + Penalty 3048.992933 = -1115075.562787 nChanged 22 SP:Iteration 34Q (862.680000 sec): 3 clusters Score: Raw -1118129.068156 + Penalty 3048.992933 = -1115080.075223 nChanged 30 SP:Iteration 35Q (862.710000 sec): 3 clusters Score: Raw -1118133.779517 + Penalty 3048.992933 = -1115084.786583 nChanged 23 SP:Iteration 36Q (862.740000 sec): 3 clusters Score: Raw -1118136.163322 + Penalty 3048.992933 = -1115087.170389 nChanged 18 SP:Iteration 37Q (862.770000 sec): 3 clusters Score: Raw -1118138.148398 + Penalty 3048.992933 = -1115089.155465 nChanged 11 SP:Iteration 38Q (862.800000 sec): 3 clusters Score: Raw -1118139.405505 + Penalty 3048.992933 = -1115090.412571 nChanged 14 SP:Iteration 39Q (862.820000 sec): 3 clusters Score: Raw -1118141.454684 + Penalty 3048.992933 = -1115092.461751 nChanged 10 SP:Iteration 40F (862.850000 sec): 3 clusters Score: Raw -1118142.743828 + Penalty 3048.992933 = -1115093.750895 nChanged 11 SP:Iteration 41Q (862.880000 sec): 3 clusters Score: Raw -1118143.826717 + Penalty 3048.992933 = -1115094.833784 nChanged 11 SP:Iteration 42Q (862.910000 sec): 3 clusters Score: Raw -1118144.935871 + Penalty 3048.992933 = -1115095.942938 nChanged 12 SP:Iteration 43Q (862.940000 sec): 3 clusters Score: Raw -1118146.407139 + Penalty 3048.992933 = -1115097.414206 nChanged 12 SP:Iteration 44Q (862.960000 sec): 3 clusters Score: Raw -1118147.780811 + Penalty 3048.992933 = -1115098.787877 nChanged 9 SP:Iteration 45Q (862.990000 sec): 3 clusters Score: Raw -1118148.822940 + Penalty 3048.992933 = -1115099.830006 nChanged 13 SP:Iteration 46Q (863.020000 sec): 3 clusters Score: Raw -1118150.526886 + Penalty 3048.992933 = -1115101.533953 nChanged 11 SP:Iteration 47Q (863.040000 sec): 3 clusters Score: Raw -1118151.941292 + Penalty 3048.992933 = -1115102.948359 nChanged 16 SP:Iteration 48Q (863.070000 sec): 3 clusters Score: Raw -1118154.019302 + Penalty 3048.992933 = -1115105.026369 nChanged 21 SP:Iteration 49Q (863.100000 sec): 3 clusters Score: Raw -1118156.931696 + Penalty 3048.992933 = -1115107.938763 nChanged 16 SP:Iteration 50Q (863.130000 sec): 3 clusters Score: Raw -1118158.474507 + Penalty 3048.992933 = -1115109.481574 nChanged 18 SP:Iteration 51Q (863.160000 sec): 3 clusters Score: Raw -1118160.744358 + Penalty 3048.992933 = -1115111.751425 nChanged 20 SP:Iteration 52Q (863.190000 sec): 3 clusters Score: Raw -1118163.718255 + Penalty 3048.992933 = -1115114.725322 nChanged 21 SP:Iteration 53Q (863.220000 sec): 3 clusters Score: Raw -1118168.400453 + Penalty 3048.992933 = -1115119.407520 nChanged 25 SP:Iteration 54Q (863.240000 sec): 3 clusters Score: Raw -1118171.642197 + Penalty 3048.992933 = -1115122.649263 nChanged 21 SP:Iteration 55Q (863.270000 sec): 3 clusters Score: Raw -1118173.867079 + Penalty 3048.992933 = -1115124.874145 nChanged 15 SP:Iteration 56Q (863.300000 sec): 3 clusters Score: Raw -1118175.985680 + Penalty 3048.992933 = -1115126.992747 nChanged 19 SP:Iteration 57Q (863.330000 sec): 3 clusters Score: Raw -1118179.697583 + Penalty 3048.992933 = -1115130.704650 nChanged 22 SP:Iteration 58Q (863.360000 sec): 3 clusters Score: Raw -1118184.631685 + Penalty 3048.992933 = -1115135.638752 nChanged 32 SP:Iteration 59Q (863.390000 sec): 3 clusters Score: Raw -1118189.158853 + Penalty 3048.992933 = -1115140.165920 nChanged 26 SP:Iteration 60F (863.420000 sec): 3 clusters Score: Raw -1118192.845346 + Penalty 3048.992933 = -1115143.852413 nChanged 24 SP:Iteration 61Q (863.450000 sec): 3 clusters Score: Raw -1118196.430030 + Penalty 3048.992933 = -1115147.437097 nChanged 22 SP:Iteration 62Q (863.480000 sec): 3 clusters Score: Raw -1118199.428674 + Penalty 3048.992933 = -1115150.435740 nChanged 18 SP:Iteration 63Q (863.500000 sec): 3 clusters Score: Raw -1118201.760147 + Penalty 3048.992933 = -1115152.767214 nChanged 15 SP:Iteration 64Q (863.530000 sec): 3 clusters Score: Raw -1118203.362972 + Penalty 3048.992933 = -1115154.370039 nChanged 10 SP:Iteration 65Q (863.560000 sec): 3 clusters Score: Raw -1118204.339915 + Penalty 3048.992933 = -1115155.346981 nChanged 9 SP:Iteration 66Q (863.590000 sec): 3 clusters Score: Raw -1118205.274636 + Penalty 3048.992933 = -1115156.281703 nChanged 13 SP:Iteration 67Q (863.620000 sec): 3 clusters Score: Raw -1118207.406239 + Penalty 3048.992933 = -1115158.413306 nChanged 17 SP:Iteration 68Q (863.650000 sec): 3 clusters Score: Raw -1118211.616153 + Penalty 3048.992933 = -1115162.623220 nChanged 32 SP:Iteration 69Q (863.680000 sec): 3 clusters Score: Raw -1118219.094347 + Penalty 3048.992933 = -1115170.101414 nChanged 28 SP:Iteration 70Q (863.700000 sec): 3 clusters Score: Raw -1118226.690108 + Penalty 3048.992933 = -1115177.697175 nChanged 37 SP:Iteration 71Q (863.730000 sec): 3 clusters Score: Raw -1118236.206481 + Penalty 3048.992933 = -1115187.213548 nChanged 38 SP:Iteration 72Q (863.760000 sec): 3 clusters Score: Raw -1118245.271849 + Penalty 3048.992933 = -1115196.278916 nChanged 36 SP:Iteration 73Q (863.790000 sec): 3 clusters Score: Raw -1118253.828102 + Penalty 3048.992933 = -1115204.835169 nChanged 40 SP:Iteration 74Q (863.820000 sec): 3 clusters Score: Raw -1118267.169226 + Penalty 3048.992933 = -1115218.176293 nChanged 58 SP:Iteration 75Q (863.850000 sec): 3 clusters Score: Raw -1118288.116541 + Penalty 3048.992933 = -1115239.123608 nChanged 63 SP:Iteration 76Q (863.880000 sec): 3 clusters Score: Raw -1118309.227471 + Penalty 3048.992933 = -1115260.234538 nChanged 57 SP:Iteration 77Q (863.900000 sec): 3 clusters Score: Raw -1118325.259093 + Penalty 3048.992933 = -1115276.266160 nChanged 61 SP:Iteration 78Q (863.930000 sec): 3 clusters Score: Raw -1118353.183379 + Penalty 3048.992933 = -1115304.190446 nChanged 79 SP:Iteration 79Q (863.960000 sec): 3 clusters Score: Raw -1118397.801027 + Penalty 3048.992933 = -1115348.808094 nChanged 82 SP:Iteration 80F (863.990000 sec): 3 clusters Score: Raw -1118458.345592 + Penalty 3048.992933 = -1115409.352659 nChanged 78 SP:Iteration 81Q (864.020000 sec): 3 clusters Score: Raw -1118518.302605 + Penalty 3048.992933 = -1115469.309672 nChanged 87 SP:Iteration 82Q (864.040000 sec): 3 clusters Score: Raw -1118556.654903 + Penalty 3048.992933 = -1115507.661969 nChanged 87 SP:Iteration 83Q (864.070000 sec): 3 clusters Score: Raw -1118583.434224 + Penalty 3048.992933 = -1115534.441291 nChanged 65 SP:Iteration 84Q (864.100000 sec): 3 clusters Score: Raw -1118599.691467 + Penalty 3048.992933 = -1115550.698534 nChanged 55 SP:Iteration 85Q (864.120000 sec): 3 clusters Score: Raw -1118611.375240 + Penalty 3048.992933 = -1115562.382306 nChanged 45 SP:Iteration 86Q (864.150000 sec): 3 clusters Score: Raw -1118620.204019 + Penalty 3048.992933 = -1115571.211086 nChanged 44 SP:Iteration 87Q (864.180000 sec): 3 clusters Score: Raw -1118628.641433 + Penalty 3048.992933 = -1115579.648500 nChanged 36 SP:Iteration 88Q (864.210000 sec): 3 clusters Score: Raw -1118634.179060 + Penalty 3048.992933 = -1115585.186127 nChanged 22 SP:Iteration 89Q (864.240000 sec): 3 clusters Score: Raw -1118636.701601 + Penalty 3048.992933 = -1115587.708668 nChanged 14 SP:Iteration 90Q (864.260000 sec): 3 clusters Score: Raw -1118638.463659 + Penalty 3048.992933 = -1115589.470726 nChanged 11 SP:Iteration 91Q (864.290000 sec): 3 clusters Score: Raw -1118639.845118 + Penalty 3048.992933 = -1115590.852185 nChanged 12 SP:Iteration 92Q (864.320000 sec): 3 clusters Score: Raw -1118641.215411 + Penalty 3048.992933 = -1115592.222478 nChanged 6 SP:Iteration 93Q (864.340000 sec): 3 clusters Score: Raw -1118641.823907 + Penalty 3048.992933 = -1115592.830974 nChanged 4 SP:Iteration 94Q (864.370000 sec): 3 clusters Score: Raw -1118642.129424 + Penalty 3048.992933 = -1115593.136491 nChanged 2 SP:Iteration 95Q (864.400000 sec): 3 clusters Score: Raw -1118642.449146 + Penalty 3048.992933 = -1115593.456212 nChanged 5 SP:Iteration 96Q (864.420000 sec): 3 clusters Score: Raw -1118642.987536 + Penalty 3048.992933 = -1115593.994603 nChanged 4 SP:Iteration 97Q (864.450000 sec): 3 clusters Score: Raw -1118643.373566 + Penalty 3048.992933 = -1115594.380633 nChanged 4 SP:Iteration 98Q (864.480000 sec): 3 clusters Score: Raw -1118643.629948 + Penalty 3048.992933 = -1115594.637015 nChanged 1 SP:Iteration 99Q (864.510000 sec): 3 clusters Score: Raw -1118643.657694 + Penalty 3048.992933 = -1115594.664761 nChanged 0 SP:Iteration 100F (864.540000 sec): 3 clusters Score: Raw -1118643.657694 + Penalty 3048.992933 = -1115594.664761 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.550000 sec): 2 clusters Score: Raw -71053.374197 + Penalty 1097.812450 = -69955.561748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.550000 sec): 3 clusters Score: Raw -70825.189839 + Penalty 2195.624900 = -68629.564940 nChanged 272 SP:Iteration 1F (864.550000 sec): 3 clusters Score: Raw -71340.513498 + Penalty 2195.624900 = -69144.888598 nChanged 88 SP:Iteration 2F (864.550000 sec): 3 clusters Score: Raw -71596.193422 + Penalty 2195.624900 = -69400.568523 nChanged 63 SP:Iteration 3F (864.550000 sec): 3 clusters Score: Raw -71824.725741 + Penalty 2195.624900 = -69629.100842 nChanged 66 SP:Iteration 4F (864.560000 sec): 3 clusters Score: Raw -72016.072788 + Penalty 2195.624900 = -69820.447888 nChanged 43 SP:Iteration 5F (864.560000 sec): 3 clusters Score: Raw -72127.484897 + Penalty 2195.624900 = -69931.859998 nChanged 33 SP:Iteration 6Q (864.560000 sec): 3 clusters Score: Raw -72189.447984 + Penalty 2195.624900 = -69993.823084 nChanged 16 SP:Iteration 7Q (864.560000 sec): 3 clusters Score: Raw -72219.893970 + Penalty 2195.624900 = -70024.269070 nChanged 17 SP:Iteration 8Q (864.570000 sec): 3 clusters Score: Raw -72261.099318 + Penalty 2195.624900 = -70065.474418 nChanged 12 SP:Iteration 9Q (864.570000 sec): 3 clusters Score: Raw -72283.228854 + Penalty 2195.624900 = -70087.603955 nChanged 9 SP:Iteration 10Q (864.570000 sec): 3 clusters Score: Raw -72301.098882 + Penalty 2195.624900 = -70105.473982 nChanged 10 SP:Iteration 11Q (864.570000 sec): 3 clusters Score: Raw -72319.582144 + Penalty 2195.624900 = -70123.957244 nChanged 4 SP:Iteration 12Q (864.570000 sec): 3 clusters Score: Raw -72333.497722 + Penalty 2195.624900 = -70137.872822 nChanged 4 SP:Iteration 13Q (864.570000 sec): 3 clusters Score: Raw -72338.718374 + Penalty 2195.624900 = -70143.093474 nChanged 3 SP:Iteration 14Q (864.570000 sec): 3 clusters Score: Raw -72343.071653 + Penalty 2195.624900 = -70147.446753 nChanged 3 SP:Iteration 15Q (864.580000 sec): 3 clusters Score: Raw -72347.077248 + Penalty 2195.624900 = -70151.452348 nChanged 0 SP:Iteration 16F (864.580000 sec): 3 clusters Score: Raw -72347.077248 + Penalty 2195.624900 = -70151.452348 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 7.38 GB. Trying to split cluster 4 (25035 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.660000 sec): 2 clusters Score: Raw -2327325.402121 + Penalty 1645.804895 = -2325679.597226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.720000 sec): 3 clusters Score: Raw -2311985.097305 + Penalty 3291.609791 = -2308693.487514 nChanged 11454 SP:Iteration 1F (864.780000 sec): 3 clusters Score: Raw -2318191.253087 + Penalty 3291.609791 = -2314899.643296 nChanged 1118 SP:Iteration 2Q (864.850000 sec): 3 clusters Score: Raw -2318572.552908 + Penalty 3291.609791 = -2315280.943118 nChanged 1122 SP:Iteration 3Q (864.910000 sec): 3 clusters Score: Raw -2319071.921129 + Penalty 3291.609791 = -2315780.311338 nChanged 1311 SP:Iteration 4F (864.970000 sec): 3 clusters Score: Raw -2319767.406345 + Penalty 3291.609791 = -2316475.796555 nChanged 1497 SP:Iteration 5F (865.040000 sec): 3 clusters Score: Raw -2320663.051938 + Penalty 3291.609791 = -2317371.442147 nChanged 1621 SP:Iteration 6F (865.100000 sec): 3 clusters Score: Raw -2321782.810359 + Penalty 3291.609791 = -2318491.200569 nChanged 1793 SP:Iteration 7F (865.160000 sec): 3 clusters Score: Raw -2323164.647422 + Penalty 3291.609791 = -2319873.037632 nChanged 1640 SP:Iteration 8F (865.230000 sec): 3 clusters Score: Raw -2324472.390280 + Penalty 3291.609791 = -2321180.780490 nChanged 1417 SP:Iteration 9F (865.290000 sec): 3 clusters Score: Raw -2325492.226752 + Penalty 3291.609791 = -2322200.616961 nChanged 1002 SP:Iteration 10Q (865.350000 sec): 3 clusters Score: Raw -2326053.813139 + Penalty 3291.609791 = -2322762.203348 nChanged 650 SP:Iteration 11Q (865.410000 sec): 3 clusters Score: Raw -2326368.359729 + Penalty 3291.609791 = -2323076.749939 nChanged 465 SP:Iteration 12Q (865.470000 sec): 3 clusters Score: Raw -2326562.387345 + Penalty 3291.609791 = -2323270.777554 nChanged 340 SP:Iteration 13Q (865.530000 sec): 3 clusters Score: Raw -2326688.320403 + Penalty 3291.609791 = -2323396.710613 nChanged 253 SP:Iteration 14Q (865.590000 sec): 3 clusters Score: Raw -2326770.007577 + Penalty 3291.609791 = -2323478.397786 nChanged 227 SP:Iteration 15Q (865.650000 sec): 3 clusters Score: Raw -2326838.039153 + Penalty 3291.609791 = -2323546.429363 nChanged 203 SP:Iteration 16Q (865.710000 sec): 3 clusters Score: Raw -2326893.717916 + Penalty 3291.609791 = -2323602.108125 nChanged 165 SP:Iteration 17Q (865.770000 sec): 3 clusters Score: Raw -2326930.742215 + Penalty 3291.609791 = -2323639.132424 nChanged 135 SP:Iteration 18Q (865.830000 sec): 3 clusters Score: Raw -2326959.647498 + Penalty 3291.609791 = -2323668.037707 nChanged 128 SP:Iteration 19Q (865.880000 sec): 3 clusters Score: Raw -2326987.499221 + Penalty 3291.609791 = -2323695.889430 nChanged 115 SP:Iteration 20F (865.950000 sec): 3 clusters Score: Raw -2327011.745271 + Penalty 3291.609791 = -2323720.135481 nChanged 107 SP:Iteration 21Q (866.000000 sec): 3 clusters Score: Raw -2327033.200089 + Penalty 3291.609791 = -2323741.590298 nChanged 110 SP:Iteration 22Q (866.060000 sec): 3 clusters Score: Raw -2327054.379581 + Penalty 3291.609791 = -2323762.769790 nChanged 89 SP:Iteration 23Q (866.120000 sec): 3 clusters Score: Raw -2327069.714737 + Penalty 3291.609791 = -2323778.104947 nChanged 87 SP:Iteration 24Q (866.170000 sec): 3 clusters Score: Raw -2327083.532818 + Penalty 3291.609791 = -2323791.923028 nChanged 76 SP:Iteration 25Q (866.230000 sec): 3 clusters Score: Raw -2327093.591191 + Penalty 3291.609791 = -2323801.981401 nChanged 58 SP:Iteration 26Q (866.290000 sec): 3 clusters Score: Raw -2327102.116895 + Penalty 3291.609791 = -2323810.507105 nChanged 45 SP:Iteration 27Q (866.340000 sec): 3 clusters Score: Raw -2327106.784275 + Penalty 3291.609791 = -2323815.174484 nChanged 37 SP:Iteration 28Q (866.400000 sec): 3 clusters Score: Raw -2327110.538667 + Penalty 3291.609791 = -2323818.928876 nChanged 39 SP:Iteration 29Q (866.450000 sec): 3 clusters Score: Raw -2327114.754689 + Penalty 3291.609791 = -2323823.144899 nChanged 38 SP:Iteration 30Q (866.510000 sec): 3 clusters Score: Raw -2327119.177057 + Penalty 3291.609791 = -2323827.567267 nChanged 30 SP:Iteration 31Q (866.560000 sec): 3 clusters Score: Raw -2327121.688918 + Penalty 3291.609791 = -2323830.079128 nChanged 24 SP:Iteration 32Q (866.620000 sec): 3 clusters Score: Raw -2327123.318169 + Penalty 3291.609791 = -2323831.708378 nChanged 16 SP:Iteration 33Q (866.670000 sec): 3 clusters Score: Raw -2327124.534775 + Penalty 3291.609791 = -2323832.924985 nChanged 15 SP:Iteration 34Q (866.730000 sec): 3 clusters Score: Raw -2327125.698391 + Penalty 3291.609791 = -2323834.088601 nChanged 12 SP:Iteration 35Q (866.790000 sec): 3 clusters Score: Raw -2327126.478803 + Penalty 3291.609791 = -2323834.869012 nChanged 11 SP:Iteration 36Q (866.840000 sec): 3 clusters Score: Raw -2327127.055684 + Penalty 3291.609791 = -2323835.445894 nChanged 6 SP:Iteration 37Q (866.890000 sec): 3 clusters Score: Raw -2327127.376566 + Penalty 3291.609791 = -2323835.766775 nChanged 7 SP:Iteration 38Q (866.950000 sec): 3 clusters Score: Raw -2327127.763868 + Penalty 3291.609791 = -2323836.154077 nChanged 5 SP:Iteration 39Q (867.010000 sec): 3 clusters Score: Raw -2327128.048578 + Penalty 3291.609791 = -2323836.438787 nChanged 5 SP:Iteration 40F (867.070000 sec): 3 clusters Score: Raw -2327128.259786 + Penalty 3291.609791 = -2323836.649996 nChanged 3 SP:Iteration 41Q (867.130000 sec): 3 clusters Score: Raw -2327128.436518 + Penalty 3291.609791 = -2323836.826727 nChanged 4 SP:Iteration 42Q (867.180000 sec): 3 clusters Score: Raw -2327128.623016 + Penalty 3291.609791 = -2323837.013225 nChanged 4 SP:Iteration 43Q (867.240000 sec): 3 clusters Score: Raw -2327128.828814 + Penalty 3291.609791 = -2323837.219024 nChanged 2 SP:Iteration 44Q (867.290000 sec): 3 clusters Score: Raw -2327128.928218 + Penalty 3291.609791 = -2323837.318427 nChanged 0 SP:Iteration 45F (867.350000 sec): 3 clusters Score: Raw -2327128.928218 + Penalty 3291.609791 = -2323837.318427 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.370000 sec): 2 clusters Score: Raw -32167.205853 + Penalty 957.840461 = -31209.365392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.370000 sec): 3 clusters Score: Raw -32169.255783 + Penalty 1915.680921 = -30253.574862 nChanged 77 SP:Iteration 1F (867.370000 sec): 3 clusters Score: Raw -32313.141514 + Penalty 1915.680921 = -30397.460593 nChanged 17 SP:Iteration 2Q (867.370000 sec): 3 clusters Score: Raw -32361.721289 + Penalty 1915.680921 = -30446.040368 nChanged 8 SP:Iteration 3Q (867.370000 sec): 3 clusters Score: Raw -32397.151477 + Penalty 1915.680921 = -30481.470555 nChanged 12 SP:Iteration 4Q (867.370000 sec): 3 clusters Score: Raw -32436.901142 + Penalty 1915.680921 = -30521.220221 nChanged 8 SP:Iteration 5Q (867.370000 sec): 3 clusters Score: Raw -32462.233116 + Penalty 1915.680921 = -30546.552195 nChanged 8 SP:Iteration 6Q (867.370000 sec): 3 clusters Score: Raw -32481.733154 + Penalty 1915.680921 = -30566.052233 nChanged 6 SP:Iteration 7Q (867.380000 sec): 3 clusters Score: Raw -32497.155515 + Penalty 1915.680921 = -30581.474593 nChanged 7 SP:Iteration 8Q (867.380000 sec): 3 clusters Score: Raw -32535.854650 + Penalty 1915.680921 = -30620.173729 nChanged 16 SP:Iteration 9Q (867.380000 sec): 3 clusters Score: Raw -32666.902894 + Penalty 1915.680921 = -30751.221972 nChanged 9 SP:Iteration 10Q (867.380000 sec): 3 clusters Score: Raw -32772.065687 + Penalty 1915.680921 = -30856.384766 nChanged 7 SP:Iteration 11Q (867.380000 sec): 3 clusters Score: Raw -32833.930370 + Penalty 1915.680921 = -30918.249449 nChanged 7 SP:Iteration 12Q (867.380000 sec): 3 clusters Score: Raw -32851.853455 + Penalty 1915.680921 = -30936.172534 nChanged 3 SP:Iteration 13Q (867.380000 sec): 3 clusters Score: Raw -32857.388079 + Penalty 1915.680921 = -30941.707158 nChanged 4 SP:Iteration 14Q (867.380000 sec): 3 clusters Score: Raw -32865.859562 + Penalty 1915.680921 = -30950.178641 nChanged 4 SP:Iteration 15Q (867.380000 sec): 3 clusters Score: Raw -32876.417632 + Penalty 1915.680921 = -30960.736711 nChanged 0 SP:Iteration 16F (867.380000 sec): 3 clusters Score: Raw -32876.417632 + Penalty 1915.680921 = -30960.736711 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (20622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (867.450000 sec): 2 clusters Score: Raw -2054005.213423 + Penalty 1614.293484 = -2052390.919939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (867.500000 sec): 3 clusters Score: Raw -2041674.276202 + Penalty 3228.586967 = -2038445.689235 nChanged 9256 SP:Iteration 1F (867.550000 sec): 3 clusters Score: Raw -2046634.795398 + Penalty 3228.586967 = -2043406.208430 nChanged 885 SP:Iteration 2Q (867.600000 sec): 3 clusters Score: Raw -2046882.387266 + Penalty 3228.586967 = -2043653.800299 nChanged 785 SP:Iteration 3Q (867.650000 sec): 3 clusters Score: Raw -2047099.041833 + Penalty 3228.586967 = -2043870.454866 nChanged 735 SP:Iteration 4Q (867.700000 sec): 3 clusters Score: Raw -2047335.415084 + Penalty 3228.586967 = -2044106.828117 nChanged 823 SP:Iteration 5Q (867.750000 sec): 3 clusters Score: Raw -2047648.420005 + Penalty 3228.586967 = -2044419.833038 nChanged 946 SP:Iteration 6Q (867.800000 sec): 3 clusters Score: Raw -2048092.784347 + Penalty 3228.586967 = -2044864.197379 nChanged 1095 SP:Iteration 7F (867.850000 sec): 3 clusters Score: Raw -2048689.814359 + Penalty 3228.586967 = -2045461.227392 nChanged 1212 SP:Iteration 8F (867.900000 sec): 3 clusters Score: Raw -2049473.268842 + Penalty 3228.586967 = -2046244.681874 nChanged 1292 SP:Iteration 9F (867.950000 sec): 3 clusters Score: Raw -2050459.683397 + Penalty 3228.586967 = -2047231.096430 nChanged 1333 SP:Iteration 10F (868.000000 sec): 3 clusters Score: Raw -2051595.106556 + Penalty 3228.586967 = -2048366.519589 nChanged 1072 SP:Iteration 11F (868.050000 sec): 3 clusters Score: Raw -2052544.989132 + Penalty 3228.586967 = -2049316.402165 nChanged 751 SP:Iteration 12Q (868.110000 sec): 3 clusters Score: Raw -2053190.980806 + Penalty 3228.586967 = -2049962.393839 nChanged 468 SP:Iteration 13Q (868.150000 sec): 3 clusters Score: Raw -2053587.159148 + Penalty 3228.586967 = -2050358.572181 nChanged 265 SP:Iteration 14Q (868.190000 sec): 3 clusters Score: Raw -2053819.340826 + Penalty 3228.586967 = -2050590.753859 nChanged 161 SP:Iteration 15Q (868.240000 sec): 3 clusters Score: Raw -2053953.227301 + Penalty 3228.586967 = -2050724.640333 nChanged 102 SP:Iteration 16Q (868.280000 sec): 3 clusters Score: Raw -2054038.375963 + Penalty 3228.586967 = -2050809.788996 nChanged 73 SP:Iteration 17Q (868.310000 sec): 3 clusters Score: Raw -2054095.225572 + Penalty 3228.586967 = -2050866.638605 nChanged 47 SP:Iteration 18Q (868.350000 sec): 3 clusters Score: Raw -2054126.650529 + Penalty 3228.586967 = -2050898.063562 nChanged 33 SP:Iteration 19Q (868.390000 sec): 3 clusters Score: Raw -2054147.996498 + Penalty 3228.586967 = -2050919.409530 nChanged 24 SP:Iteration 20F (868.440000 sec): 3 clusters Score: Raw -2054170.023264 + Penalty 3228.586967 = -2050941.436296 nChanged 31 SP:Iteration 21Q (868.480000 sec): 3 clusters Score: Raw -2054188.524390 + Penalty 3228.586967 = -2050959.937422 nChanged 17 SP:Iteration 22Q (868.520000 sec): 3 clusters Score: Raw -2054200.312827 + Penalty 3228.586967 = -2050971.725860 nChanged 10 SP:Iteration 23Q (868.550000 sec): 3 clusters Score: Raw -2054206.111326 + Penalty 3228.586967 = -2050977.524358 nChanged 8 SP:Iteration 24Q (868.590000 sec): 3 clusters Score: Raw -2054210.805634 + Penalty 3228.586967 = -2050982.218667 nChanged 4 SP:Iteration 25Q (868.630000 sec): 3 clusters Score: Raw -2054213.461789 + Penalty 3228.586967 = -2050984.874822 nChanged 8 SP:Iteration 26Q (868.670000 sec): 3 clusters Score: Raw -2054217.935203 + Penalty 3228.586967 = -2050989.348235 nChanged 6 SP:Iteration 27Q (868.700000 sec): 3 clusters Score: Raw -2054221.330946 + Penalty 3228.586967 = -2050992.743979 nChanged 7 SP:Iteration 28Q (868.740000 sec): 3 clusters Score: Raw -2054223.879077 + Penalty 3228.586967 = -2050995.292110 nChanged 2 SP:Iteration 29Q (868.780000 sec): 3 clusters Score: Raw -2054224.513376 + Penalty 3228.586967 = -2050995.926408 nChanged 1 SP:Iteration 30Q (868.810000 sec): 3 clusters Score: Raw -2054224.900712 + Penalty 3228.586967 = -2050996.313744 nChanged 0 SP:Iteration 31F (868.870000 sec): 3 clusters Score: Raw -2054224.900712 + Penalty 3228.586967 = -2050996.313744 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.880000 sec): 2 clusters Score: Raw -35185.563313 + Penalty 979.986355 = -34205.576958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.880000 sec): 3 clusters Score: Raw -35219.744778 + Penalty 1959.972710 = -33259.772068 nChanged 100 SP:Iteration 1F (868.880000 sec): 3 clusters Score: Raw -35458.538739 + Penalty 1959.972710 = -33498.566030 nChanged 19 SP:Iteration 2Q (868.880000 sec): 3 clusters Score: Raw -35488.979591 + Penalty 1959.972710 = -33529.006882 nChanged 19 SP:Iteration 3Q (868.880000 sec): 3 clusters Score: Raw -35525.931028 + Penalty 1959.972710 = -33565.958318 nChanged 7 SP:Iteration 4Q (868.880000 sec): 3 clusters Score: Raw -35541.923150 + Penalty 1959.972710 = -33581.950440 nChanged 6 SP:Iteration 5Q (868.880000 sec): 3 clusters Score: Raw -35551.821208 + Penalty 1959.972710 = -33591.848499 nChanged 1 SP:Iteration 6Q (868.890000 sec): 3 clusters Score: Raw -35554.501841 + Penalty 1959.972710 = -33594.529131 nChanged 0 SP:Iteration 7F (868.890000 sec): 3 clusters Score: Raw -35554.501841 + Penalty 1959.972710 = -33594.529131 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.890000 sec): 2 clusters Score: Raw -111147.587597 + Penalty 1152.678252 = -109994.909345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.890000 sec): 3 clusters Score: Raw -110759.012296 + Penalty 2305.356503 = -108453.655793 nChanged 360 SP:Iteration 1F (868.900000 sec): 3 clusters Score: Raw -111072.747987 + Penalty 2305.356503 = -108767.391484 nChanged 110 SP:Iteration 2F (868.900000 sec): 3 clusters Score: Raw -111275.771921 + Penalty 2305.356503 = -108970.415417 nChanged 92 SP:Iteration 3F (868.900000 sec): 3 clusters Score: Raw -111472.994940 + Penalty 2305.356503 = -109167.638437 nChanged 81 SP:Iteration 4F (868.910000 sec): 3 clusters Score: Raw -111596.337116 + Penalty 2305.356503 = -109290.980613 nChanged 68 SP:Iteration 5F (868.910000 sec): 3 clusters Score: Raw -111680.570667 + Penalty 2305.356503 = -109375.214163 nChanged 32 SP:Iteration 6Q (868.910000 sec): 3 clusters Score: Raw -111710.626827 + Penalty 2305.356503 = -109405.270324 nChanged 20 SP:Iteration 7Q (868.910000 sec): 3 clusters Score: Raw -111733.576688 + Penalty 2305.356503 = -109428.220184 nChanged 16 SP:Iteration 8Q (868.920000 sec): 3 clusters Score: Raw -111748.502401 + Penalty 2305.356503 = -109443.145897 nChanged 14 SP:Iteration 9Q (868.920000 sec): 3 clusters Score: Raw -111763.560177 + Penalty 2305.356503 = -109458.203674 nChanged 14 SP:Iteration 10Q (868.920000 sec): 3 clusters Score: Raw -111779.737637 + Penalty 2305.356503 = -109474.381134 nChanged 13 SP:Iteration 11Q (868.930000 sec): 3 clusters Score: Raw -111788.748095 + Penalty 2305.356503 = -109483.391592 nChanged 4 SP:Iteration 12Q (868.930000 sec): 3 clusters Score: Raw -111792.194403 + Penalty 2305.356503 = -109486.837899 nChanged 4 SP:Iteration 13Q (868.930000 sec): 3 clusters Score: Raw -111797.828568 + Penalty 2305.356503 = -109492.472064 nChanged 2 SP:Iteration 14Q (868.930000 sec): 3 clusters Score: Raw -111799.086145 + Penalty 2305.356503 = -109493.729641 nChanged 1 SP:Iteration 15Q (868.940000 sec): 3 clusters Score: Raw -111800.089857 + Penalty 2305.356503 = -109494.733353 nChanged 2 SP:Iteration 16Q (868.940000 sec): 3 clusters Score: Raw -111801.126102 + Penalty 2305.356503 = -109495.769599 nChanged 2 SP:Iteration 17Q (868.940000 sec): 3 clusters Score: Raw -111803.293710 + Penalty 2305.356503 = -109497.937207 nChanged 1 SP:Iteration 18Q (868.950000 sec): 3 clusters Score: Raw -111803.945110 + Penalty 2305.356503 = -109498.588607 nChanged 1 SP:Iteration 19Q (868.950000 sec): 3 clusters Score: Raw -111805.314888 + Penalty 2305.356503 = -109499.958385 nChanged 1 SP:Iteration 20F (868.950000 sec): 3 clusters Score: Raw -111805.646965 + Penalty 2305.356503 = -109500.290462 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (474794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.240000 sec): 2 clusters Score: Raw -45921109.499473 + Penalty 2123.978400 = -45918985.521073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.450000 sec): 3 clusters Score: Raw -45601404.633887 + Penalty 4247.956799 = -45597156.677088 nChanged 232794 SP:Iteration 1F (872.640000 sec): 3 clusters Score: Raw -45746100.844571 + Penalty 4247.956799 = -45741852.887771 nChanged 19490 SP:Iteration 2Q (873.870000 sec): 3 clusters Score: Raw -45753793.672929 + Penalty 4247.956799 = -45749545.716130 nChanged 27400 SP:Iteration 3F (875.050000 sec): 3 clusters Score: Raw -45768922.966626 + Penalty 4247.956799 = -45764675.009827 nChanged 37436 SP:Iteration 4F (876.220000 sec): 3 clusters Score: Raw -45796921.347420 + Penalty 4247.956799 = -45792673.390621 nChanged 44517 SP:Iteration 5F (877.380000 sec): 3 clusters Score: Raw -45837460.177777 + Penalty 4247.956799 = -45833212.220978 nChanged 40353 SP:Iteration 6F (878.540000 sec): 3 clusters Score: Raw -45877366.030585 + Penalty 4247.956799 = -45873118.073786 nChanged 25722 SP:Iteration 7F (879.730000 sec): 3 clusters Score: Raw -45902640.692696 + Penalty 4247.956799 = -45898392.735897 nChanged 12242 SP:Iteration 8Q (880.790000 sec): 3 clusters Score: Raw -45913972.299387 + Penalty 4247.956799 = -45909724.342588 nChanged 5123 SP:Iteration 9Q (881.710000 sec): 3 clusters Score: Raw -45918312.832366 + Penalty 4247.956799 = -45914064.875567 nChanged 2148 SP:Iteration 10Q (882.580000 sec): 3 clusters Score: Raw -45919951.223845 + Penalty 4247.956799 = -45915703.267046 nChanged 1033 SP:Iteration 11Q (883.430000 sec): 3 clusters Score: Raw -45920704.491269 + Penalty 4247.956799 = -45916456.534470 nChanged 529 SP:Iteration 12Q (884.240000 sec): 3 clusters Score: Raw -45921077.384501 + Penalty 4247.956799 = -45916829.427702 nChanged 290 SP:Iteration 13Q (885.060000 sec): 3 clusters Score: Raw -45921275.955538 + Penalty 4247.956799 = -45917027.998739 nChanged 205 SP:Iteration 14Q (885.880000 sec): 3 clusters Score: Raw -45921409.094203 + Penalty 4247.956799 = -45917161.137404 nChanged 128 SP:Iteration 15Q (886.680000 sec): 3 clusters Score: Raw -45921489.900379 + Penalty 4247.956799 = -45917241.943580 nChanged 104 SP:Iteration 16Q (887.460000 sec): 3 clusters Score: Raw -45921548.423422 + Penalty 4247.956799 = -45917300.466623 nChanged 91 SP:Iteration 17Q (888.270000 sec): 3 clusters Score: Raw -45921592.676177 + Penalty 4247.956799 = -45917344.719378 nChanged 88 SP:Iteration 18Q (889.070000 sec): 3 clusters Score: Raw -45921630.590155 + Penalty 4247.956799 = -45917382.633356 nChanged 71 SP:Iteration 19Q (889.860000 sec): 3 clusters Score: Raw -45921655.682027 + Penalty 4247.956799 = -45917407.725228 nChanged 60 SP:Iteration 20F (891.010000 sec): 3 clusters Score: Raw -45921678.273851 + Penalty 4247.956799 = -45917430.317052 nChanged 53 SP:Iteration 21Q (891.790000 sec): 3 clusters Score: Raw -45921699.011672 + Penalty 4247.956799 = -45917451.054873 nChanged 52 SP:Iteration 22Q (892.580000 sec): 3 clusters Score: Raw -45921716.123805 + Penalty 4247.956799 = -45917468.167006 nChanged 44 SP:Iteration 23Q (893.360000 sec): 3 clusters Score: Raw -45921730.867024 + Penalty 4247.956799 = -45917482.910225 nChanged 46 SP:Iteration 24Q (894.150000 sec): 3 clusters Score: Raw -45921746.420094 + Penalty 4247.956799 = -45917498.463295 nChanged 35 SP:Iteration 25Q (894.960000 sec): 3 clusters Score: Raw -45921757.671372 + Penalty 4247.956799 = -45917509.714573 nChanged 36 SP:Iteration 26Q (895.770000 sec): 3 clusters Score: Raw -45921770.763128 + Penalty 4247.956799 = -45917522.806329 nChanged 35 SP:Iteration 27Q (896.580000 sec): 3 clusters Score: Raw -45921780.287046 + Penalty 4247.956799 = -45917532.330247 nChanged 38 SP:Iteration 28Q (897.360000 sec): 3 clusters Score: Raw -45921790.793748 + Penalty 4247.956799 = -45917542.836949 nChanged 37 SP:Iteration 29Q (898.150000 sec): 3 clusters Score: Raw -45921802.396860 + Penalty 4247.956799 = -45917554.440061 nChanged 30 SP:Iteration 30Q (898.960000 sec): 3 clusters Score: Raw -45921811.183574 + Penalty 4247.956799 = -45917563.226775 nChanged 24 SP:Iteration 31Q (899.770000 sec): 3 clusters Score: Raw -45921817.961537 + Penalty 4247.956799 = -45917570.004738 nChanged 23 SP:Iteration 32Q (900.580000 sec): 3 clusters Score: Raw -45921824.457805 + Penalty 4247.956799 = -45917576.501006 nChanged 26 SP:Iteration 33Q (901.390000 sec): 3 clusters Score: Raw -45921832.295825 + Penalty 4247.956799 = -45917584.339026 nChanged 32 SP:Iteration 34Q (902.200000 sec): 3 clusters Score: Raw -45921840.779416 + Penalty 4247.956799 = -45917592.822616 nChanged 34 SP:Iteration 35Q (903.050000 sec): 3 clusters Score: Raw -45921850.204179 + Penalty 4247.956799 = -45917602.247380 nChanged 36 SP:Iteration 36Q (903.850000 sec): 3 clusters Score: Raw -45921859.990160 + Penalty 4247.956799 = -45917612.033360 nChanged 37 SP:Iteration 37Q (904.640000 sec): 3 clusters Score: Raw -45921870.800771 + Penalty 4247.956799 = -45917622.843972 nChanged 48 SP:Iteration 38Q (905.450000 sec): 3 clusters Score: Raw -45921883.075120 + Penalty 4247.956799 = -45917635.118321 nChanged 36 SP:Iteration 39Q (906.250000 sec): 3 clusters Score: Raw -45921890.460303 + Penalty 4247.956799 = -45917642.503504 nChanged 31 SP:Iteration 40F (907.400000 sec): 3 clusters Score: Raw -45921898.711300 + Penalty 4247.956799 = -45917650.754501 nChanged 33 SP:Iteration 41Q (908.190000 sec): 3 clusters Score: Raw -45921905.919619 + Penalty 4247.956799 = -45917657.962820 nChanged 27 SP:Iteration 42Q (908.990000 sec): 3 clusters Score: Raw -45921913.221929 + Penalty 4247.956799 = -45917665.265130 nChanged 38 SP:Iteration 43Q (909.770000 sec): 3 clusters Score: Raw -45921923.255492 + Penalty 4247.956799 = -45917675.298693 nChanged 43 SP:Iteration 44Q (910.570000 sec): 3 clusters Score: Raw -45921937.344595 + Penalty 4247.956799 = -45917689.387796 nChanged 51 SP:Iteration 45Q (911.350000 sec): 3 clusters Score: Raw -45921953.666459 + Penalty 4247.956799 = -45917705.709660 nChanged 50 SP:Iteration 46Q (912.140000 sec): 3 clusters Score: Raw -45921969.635449 + Penalty 4247.956799 = -45917721.678650 nChanged 55 SP:Iteration 47Q (912.940000 sec): 3 clusters Score: Raw -45921984.886070 + Penalty 4247.956799 = -45917736.929271 nChanged 52 SP:Iteration 48Q (913.760000 sec): 3 clusters Score: Raw -45921999.834150 + Penalty 4247.956799 = -45917751.877351 nChanged 54 SP:Iteration 49Q (914.550000 sec): 3 clusters Score: Raw -45922014.490870 + Penalty 4247.956799 = -45917766.534071 nChanged 42 SP:Iteration 50Q (915.370000 sec): 3 clusters Score: Raw -45922023.501173 + Penalty 4247.956799 = -45917775.544374 nChanged 38 SP:Iteration 51Q (916.190000 sec): 3 clusters Score: Raw -45922032.922996 + Penalty 4247.956799 = -45917784.966197 nChanged 53 SP:Iteration 52Q (916.980000 sec): 3 clusters Score: Raw -45922045.627567 + Penalty 4247.956799 = -45917797.670768 nChanged 45 SP:Iteration 53Q (917.770000 sec): 3 clusters Score: Raw -45922056.673885 + Penalty 4247.956799 = -45917808.717086 nChanged 44 SP:Iteration 54Q (918.570000 sec): 3 clusters Score: Raw -45922067.051200 + Penalty 4247.956799 = -45917819.094401 nChanged 47 SP:Iteration 55Q (919.370000 sec): 3 clusters Score: Raw -45922077.032610 + Penalty 4247.956799 = -45917829.075811 nChanged 39 SP:Iteration 56Q (920.150000 sec): 3 clusters Score: Raw -45922086.699530 + Penalty 4247.956799 = -45917838.742731 nChanged 40 SP:Iteration 57Q (920.940000 sec): 3 clusters Score: Raw -45922096.718983 + Penalty 4247.956799 = -45917848.762184 nChanged 48 SP:Iteration 58Q (921.730000 sec): 3 clusters Score: Raw -45922110.960173 + Penalty 4247.956799 = -45917863.003374 nChanged 57 SP:Iteration 59Q (922.520000 sec): 3 clusters Score: Raw -45922127.075604 + Penalty 4247.956799 = -45917879.118805 nChanged 50 SP:Iteration 60F (923.660000 sec): 3 clusters Score: Raw -45922139.582989 + Penalty 4247.956799 = -45917891.626190 nChanged 48 SP:Iteration 61Q (924.450000 sec): 3 clusters Score: Raw -45922148.928716 + Penalty 4247.956799 = -45917900.971917 nChanged 32 SP:Iteration 62Q (925.240000 sec): 3 clusters Score: Raw -45922155.634115 + Penalty 4247.956799 = -45917907.677316 nChanged 27 SP:Iteration 63Q (926.030000 sec): 3 clusters Score: Raw -45922161.204960 + Penalty 4247.956799 = -45917913.248161 nChanged 26 SP:Iteration 64Q (926.820000 sec): 3 clusters Score: Raw -45922166.088365 + Penalty 4247.956799 = -45917918.131566 nChanged 25 SP:Iteration 65Q (927.610000 sec): 3 clusters Score: Raw -45922170.398869 + Penalty 4247.956799 = -45917922.442070 nChanged 26 SP:Iteration 66Q (928.400000 sec): 3 clusters Score: Raw -45922175.467697 + Penalty 4247.956799 = -45917927.510898 nChanged 25 SP:Iteration 67Q (929.190000 sec): 3 clusters Score: Raw -45922180.462795 + Penalty 4247.956799 = -45917932.505996 nChanged 29 SP:Iteration 68Q (929.970000 sec): 3 clusters Score: Raw -45922185.609105 + Penalty 4247.956799 = -45917937.652306 nChanged 28 SP:Iteration 69Q (930.770000 sec): 3 clusters Score: Raw -45922190.671941 + Penalty 4247.956799 = -45917942.715142 nChanged 28 SP:Iteration 70Q (931.550000 sec): 3 clusters Score: Raw -45922195.384585 + Penalty 4247.956799 = -45917947.427786 nChanged 27 SP:Iteration 71Q (932.340000 sec): 3 clusters Score: Raw -45922199.361381 + Penalty 4247.956799 = -45917951.404582 nChanged 26 SP:Iteration 72Q (933.130000 sec): 3 clusters Score: Raw -45922203.967729 + Penalty 4247.956799 = -45917956.010930 nChanged 33 SP:Iteration 73Q (933.920000 sec): 3 clusters Score: Raw -45922210.702324 + Penalty 4247.956799 = -45917962.745525 nChanged 38 SP:Iteration 74Q (934.710000 sec): 3 clusters Score: Raw -45922218.133758 + Penalty 4247.956799 = -45917970.176958 nChanged 34 SP:Iteration 75Q (935.500000 sec): 3 clusters Score: Raw -45922226.461445 + Penalty 4247.956799 = -45917978.504646 nChanged 45 SP:Iteration 76Q (936.280000 sec): 3 clusters Score: Raw -45922235.398760 + Penalty 4247.956799 = -45917987.441961 nChanged 40 SP:Iteration 77Q (937.070000 sec): 3 clusters Score: Raw -45922243.387428 + Penalty 4247.956799 = -45917995.430629 nChanged 41 SP:Iteration 78Q (937.860000 sec): 3 clusters Score: Raw -45922252.823006 + Penalty 4247.956799 = -45918004.866207 nChanged 57 SP:Iteration 79Q (938.650000 sec): 3 clusters Score: Raw -45922265.362341 + Penalty 4247.956799 = -45918017.405542 nChanged 57 SP:Iteration 80F (939.790000 sec): 3 clusters Score: Raw -45922276.950043 + Penalty 4247.956799 = -45918028.993244 nChanged 49 SP:Iteration 81Q (940.580000 sec): 3 clusters Score: Raw -45922286.876859 + Penalty 4247.956799 = -45918038.920060 nChanged 54 SP:Iteration 82Q (941.370000 sec): 3 clusters Score: Raw -45922298.741780 + Penalty 4247.956799 = -45918050.784981 nChanged 49 SP:Iteration 83Q (942.160000 sec): 3 clusters Score: Raw -45922308.982220 + Penalty 4247.956799 = -45918061.025421 nChanged 67 SP:Iteration 84Q (942.960000 sec): 3 clusters Score: Raw -45922321.898316 + Penalty 4247.956799 = -45918073.941517 nChanged 55 SP:Iteration 85Q (943.750000 sec): 3 clusters Score: Raw -45922332.516529 + Penalty 4247.956799 = -45918084.559730 nChanged 57 SP:Iteration 86Q (944.540000 sec): 3 clusters Score: Raw -45922343.606508 + Penalty 4247.956799 = -45918095.649709 nChanged 55 SP:Iteration 87Q (945.330000 sec): 3 clusters Score: Raw -45922354.501689 + Penalty 4247.956799 = -45918106.544890 nChanged 54 SP:Iteration 88Q (946.120000 sec): 3 clusters Score: Raw -45922365.817170 + Penalty 4247.956799 = -45918117.860371 nChanged 63 SP:Iteration 89Q (946.920000 sec): 3 clusters Score: Raw -45922377.433973 + Penalty 4247.956799 = -45918129.477174 nChanged 59 SP:Iteration 90Q (947.710000 sec): 3 clusters Score: Raw -45922386.497227 + Penalty 4247.956799 = -45918138.540428 nChanged 40 SP:Iteration 91Q (948.500000 sec): 3 clusters Score: Raw -45922391.770899 + Penalty 4247.956799 = -45918143.814099 nChanged 35 SP:Iteration 92Q (949.290000 sec): 3 clusters Score: Raw -45922397.313930 + Penalty 4247.956799 = -45918149.357131 nChanged 40 SP:Iteration 93Q (950.080000 sec): 3 clusters Score: Raw -45922402.084169 + Penalty 4247.956799 = -45918154.127370 nChanged 37 SP:Iteration 94Q (950.870000 sec): 3 clusters Score: Raw -45922407.420388 + Penalty 4247.956799 = -45918159.463589 nChanged 40 SP:Iteration 95Q (951.660000 sec): 3 clusters Score: Raw -45922412.717982 + Penalty 4247.956799 = -45918164.761183 nChanged 35 SP:Iteration 96Q (952.460000 sec): 3 clusters Score: Raw -45922417.653266 + Penalty 4247.956799 = -45918169.696467 nChanged 33 SP:Iteration 97Q (953.250000 sec): 3 clusters Score: Raw -45922421.177021 + Penalty 4247.956799 = -45918173.220222 nChanged 20 SP:Iteration 98Q (954.040000 sec): 3 clusters Score: Raw -45922423.355052 + Penalty 4247.956799 = -45918175.398252 nChanged 23 SP:Iteration 99Q (954.830000 sec): 3 clusters Score: Raw -45922425.556380 + Penalty 4247.956799 = -45918177.599581 nChanged 20 SP:Iteration 100F (955.970000 sec): 3 clusters Score: Raw -45922427.880994 + Penalty 4247.956799 = -45918179.924195 nChanged 19 SP:Iteration 101Q (956.770000 sec): 3 clusters Score: Raw -45922430.235677 + Penalty 4247.956799 = -45918182.278878 nChanged 25 SP:Iteration 102Q (957.650000 sec): 3 clusters Score: Raw -45922433.375024 + Penalty 4247.956799 = -45918185.418225 nChanged 21 SP:Iteration 103Q (958.480000 sec): 3 clusters Score: Raw -45922435.546465 + Penalty 4247.956799 = -45918187.589666 nChanged 20 SP:Iteration 104Q (959.280000 sec): 3 clusters Score: Raw -45922437.469952 + Penalty 4247.956799 = -45918189.513153 nChanged 14 SP:Iteration 105Q (960.080000 sec): 3 clusters Score: Raw -45922438.750458 + Penalty 4247.956799 = -45918190.793659 nChanged 11 SP:Iteration 106Q (960.870000 sec): 3 clusters Score: Raw -45922439.857726 + Penalty 4247.956799 = -45918191.900927 nChanged 8 SP:Iteration 107Q (961.660000 sec): 3 clusters Score: Raw -45922440.673252 + Penalty 4247.956799 = -45918192.716453 nChanged 9 SP:Iteration 108Q (962.470000 sec): 3 clusters Score: Raw -45922441.739816 + Penalty 4247.956799 = -45918193.783017 nChanged 15 SP:Iteration 109Q (963.270000 sec): 3 clusters Score: Raw -45922443.642166 + Penalty 4247.956799 = -45918195.685367 nChanged 18 SP:Iteration 110Q (964.100000 sec): 3 clusters Score: Raw -45922445.176117 + Penalty 4247.956799 = -45918197.219318 nChanged 9 SP:Iteration 111Q (964.930000 sec): 3 clusters Score: Raw -45922446.287475 + Penalty 4247.956799 = -45918198.330676 nChanged 11 SP:Iteration 112Q (965.760000 sec): 3 clusters Score: Raw -45922447.261129 + Penalty 4247.956799 = -45918199.304330 nChanged 8 SP:Iteration 113Q (966.580000 sec): 3 clusters Score: Raw -45922447.835768 + Penalty 4247.956799 = -45918199.878969 nChanged 8 SP:Iteration 114Q (967.390000 sec): 3 clusters Score: Raw -45922448.582396 + Penalty 4247.956799 = -45918200.625597 nChanged 8 SP:Iteration 115Q (968.210000 sec): 3 clusters Score: Raw -45922449.731725 + Penalty 4247.956799 = -45918201.774926 nChanged 10 SP:Iteration 116Q (969.010000 sec): 3 clusters Score: Raw -45922450.492348 + Penalty 4247.956799 = -45918202.535549 nChanged 4 SP:Iteration 117Q (969.810000 sec): 3 clusters Score: Raw -45922450.847941 + Penalty 4247.956799 = -45918202.891142 nChanged 5 SP:Iteration 118Q (970.630000 sec): 3 clusters Score: Raw -45922451.186331 + Penalty 4247.956799 = -45918203.229532 nChanged 2 SP:Iteration 119Q (971.460000 sec): 3 clusters Score: Raw -45922451.316576 + Penalty 4247.956799 = -45918203.359777 nChanged 2 SP:Iteration 120F (972.650000 sec): 3 clusters Score: Raw -45922451.445054 + Penalty 4247.956799 = -45918203.488255 nChanged 1 SP:Iteration 121Q (973.480000 sec): 3 clusters Score: Raw -45922451.491294 + Penalty 4247.956799 = -45918203.534495 nChanged 0 SP:Iteration 122F (974.680000 sec): 3 clusters Score: Raw -45922451.491294 + Penalty 4247.956799 = -45918203.534495 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (974.910000 sec): 2 clusters Score: Raw -30060.677280 + Penalty 957.840461 = -29102.836819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (974.910000 sec): 3 clusters Score: Raw -30114.184612 + Penalty 1915.680921 = -28198.503691 nChanged 79 SP:Iteration 1F (974.910000 sec): 3 clusters Score: Raw -30274.249290 + Penalty 1915.680921 = -28358.568369 nChanged 25 SP:Iteration 2F (974.910000 sec): 3 clusters Score: Raw -30350.972014 + Penalty 1915.680921 = -28435.291093 nChanged 12 SP:Iteration 3Q (974.910000 sec): 3 clusters Score: Raw -30378.945560 + Penalty 1915.680921 = -28463.264638 nChanged 6 SP:Iteration 4Q (974.910000 sec): 3 clusters Score: Raw -30397.331970 + Penalty 1915.680921 = -28481.651049 nChanged 2 SP:Iteration 5Q (974.910000 sec): 3 clusters Score: Raw -30403.415080 + Penalty 1915.680921 = -28487.734159 nChanged 3 SP:Iteration 6Q (974.910000 sec): 3 clusters Score: Raw -30410.404772 + Penalty 1915.680921 = -28494.723851 nChanged 2 SP:Iteration 7Q (974.910000 sec): 3 clusters Score: Raw -30413.709624 + Penalty 1915.680921 = -28498.028703 nChanged 1 SP:Iteration 8Q (974.910000 sec): 3 clusters Score: Raw -30416.223055 + Penalty 1915.680921 = -28500.542134 nChanged 0 SP:Iteration 9F (974.910000 sec): 3 clusters Score: Raw -30416.223055 + Penalty 1915.680921 = -28500.542134 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (20986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (974.980000 sec): 2 clusters Score: Raw -2088438.882025 + Penalty 1617.136760 = -2086821.745265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (975.030000 sec): 3 clusters Score: Raw -2075749.127615 + Penalty 3234.273519 = -2072514.854096 nChanged 9446 SP:Iteration 1F (975.090000 sec): 3 clusters Score: Raw -2080914.458215 + Penalty 3234.273519 = -2077680.184696 nChanged 934 SP:Iteration 2Q (975.140000 sec): 3 clusters Score: Raw -2081181.487666 + Penalty 3234.273519 = -2077947.214147 nChanged 807 SP:Iteration 3Q (975.190000 sec): 3 clusters Score: Raw -2081405.371491 + Penalty 3234.273519 = -2078171.097972 nChanged 738 SP:Iteration 4Q (975.250000 sec): 3 clusters Score: Raw -2081613.271291 + Penalty 3234.273519 = -2078378.997772 nChanged 680 SP:Iteration 5Q (975.300000 sec): 3 clusters Score: Raw -2081803.752934 + Penalty 3234.273519 = -2078569.479415 nChanged 671 SP:Iteration 6Q (975.360000 sec): 3 clusters Score: Raw -2082013.651855 + Penalty 3234.273519 = -2078779.378336 nChanged 720 SP:Iteration 7Q (975.410000 sec): 3 clusters Score: Raw -2082270.602702 + Penalty 3234.273519 = -2079036.329183 nChanged 775 SP:Iteration 8Q (975.470000 sec): 3 clusters Score: Raw -2082582.474621 + Penalty 3234.273519 = -2079348.201102 nChanged 892 SP:Iteration 9Q (975.520000 sec): 3 clusters Score: Raw -2082993.217873 + Penalty 3234.273519 = -2079758.944354 nChanged 997 SP:Iteration 10Q (975.570000 sec): 3 clusters Score: Raw -2083504.632787 + Penalty 3234.273519 = -2080270.359268 nChanged 1024 SP:Iteration 11Q (975.630000 sec): 3 clusters Score: Raw -2084085.424249 + Penalty 3234.273519 = -2080851.150730 nChanged 1095 SP:Iteration 12F (975.680000 sec): 3 clusters Score: Raw -2084755.708831 + Penalty 3234.273519 = -2081521.435312 nChanged 1042 SP:Iteration 13Q (975.730000 sec): 3 clusters Score: Raw -2085463.347842 + Penalty 3234.273519 = -2082229.074323 nChanged 1005 SP:Iteration 14Q (975.790000 sec): 3 clusters Score: Raw -2086154.822748 + Penalty 3234.273519 = -2082920.549229 nChanged 804 SP:Iteration 15Q (975.840000 sec): 3 clusters Score: Raw -2086677.248248 + Penalty 3234.273519 = -2083442.974729 nChanged 613 SP:Iteration 16Q (975.890000 sec): 3 clusters Score: Raw -2086990.245457 + Penalty 3234.273519 = -2083755.971938 nChanged 429 SP:Iteration 17Q (975.940000 sec): 3 clusters Score: Raw -2087167.279601 + Penalty 3234.273519 = -2083933.006082 nChanged 321 SP:Iteration 18Q (975.990000 sec): 3 clusters Score: Raw -2087288.820252 + Penalty 3234.273519 = -2084054.546733 nChanged 272 SP:Iteration 19Q (976.040000 sec): 3 clusters Score: Raw -2087392.535340 + Penalty 3234.273519 = -2084158.261821 nChanged 237 SP:Iteration 20F (976.090000 sec): 3 clusters Score: Raw -2087469.892555 + Penalty 3234.273519 = -2084235.619036 nChanged 215 SP:Iteration 21Q (976.150000 sec): 3 clusters Score: Raw -2087540.556519 + Penalty 3234.273519 = -2084306.283000 nChanged 206 SP:Iteration 22Q (976.190000 sec): 3 clusters Score: Raw -2087604.509815 + Penalty 3234.273519 = -2084370.236296 nChanged 196 SP:Iteration 23Q (976.240000 sec): 3 clusters Score: Raw -2087664.930020 + Penalty 3234.273519 = -2084430.656501 nChanged 179 SP:Iteration 24Q (976.290000 sec): 3 clusters Score: Raw -2087717.039911 + Penalty 3234.273519 = -2084482.766392 nChanged 183 SP:Iteration 25Q (976.340000 sec): 3 clusters Score: Raw -2087767.353209 + Penalty 3234.273519 = -2084533.079690 nChanged 167 SP:Iteration 26Q (976.390000 sec): 3 clusters Score: Raw -2087814.047846 + Penalty 3234.273519 = -2084579.774327 nChanged 157 SP:Iteration 27Q (976.430000 sec): 3 clusters Score: Raw -2087857.224085 + Penalty 3234.273519 = -2084622.950566 nChanged 163 SP:Iteration 28Q (976.480000 sec): 3 clusters Score: Raw -2087899.913820 + Penalty 3234.273519 = -2084665.640301 nChanged 144 SP:Iteration 29Q (976.530000 sec): 3 clusters Score: Raw -2087936.141066 + Penalty 3234.273519 = -2084701.867547 nChanged 144 SP:Iteration 30Q (976.570000 sec): 3 clusters Score: Raw -2087972.232924 + Penalty 3234.273519 = -2084737.959405 nChanged 124 SP:Iteration 31Q (976.620000 sec): 3 clusters Score: Raw -2088004.594730 + Penalty 3234.273519 = -2084770.321211 nChanged 137 SP:Iteration 32Q (976.670000 sec): 3 clusters Score: Raw -2088041.496975 + Penalty 3234.273519 = -2084807.223456 nChanged 119 SP:Iteration 33Q (976.710000 sec): 3 clusters Score: Raw -2088069.238735 + Penalty 3234.273519 = -2084834.965216 nChanged 103 SP:Iteration 34Q (976.750000 sec): 3 clusters Score: Raw -2088096.896701 + Penalty 3234.273519 = -2084862.623182 nChanged 120 SP:Iteration 35Q (976.800000 sec): 3 clusters Score: Raw -2088128.816733 + Penalty 3234.273519 = -2084894.543214 nChanged 122 SP:Iteration 36Q (976.850000 sec): 3 clusters Score: Raw -2088163.972862 + Penalty 3234.273519 = -2084929.699343 nChanged 139 SP:Iteration 37Q (976.890000 sec): 3 clusters Score: Raw -2088202.111373 + Penalty 3234.273519 = -2084967.837854 nChanged 94 SP:Iteration 38Q (976.930000 sec): 3 clusters Score: Raw -2088225.098095 + Penalty 3234.273519 = -2084990.824576 nChanged 92 SP:Iteration 39Q (976.980000 sec): 3 clusters Score: Raw -2088248.399060 + Penalty 3234.273519 = -2085014.125541 nChanged 90 SP:Iteration 40F (977.030000 sec): 3 clusters Score: Raw -2088268.194164 + Penalty 3234.273519 = -2085033.920645 nChanged 72 SP:Iteration 41Q (977.070000 sec): 3 clusters Score: Raw -2088284.969993 + Penalty 3234.273519 = -2085050.696474 nChanged 84 SP:Iteration 42Q (977.110000 sec): 3 clusters Score: Raw -2088307.815802 + Penalty 3234.273519 = -2085073.542283 nChanged 87 SP:Iteration 43Q (977.160000 sec): 3 clusters Score: Raw -2088331.559234 + Penalty 3234.273519 = -2085097.285715 nChanged 94 SP:Iteration 44Q (977.200000 sec): 3 clusters Score: Raw -2088358.428850 + Penalty 3234.273519 = -2085124.155331 nChanged 76 SP:Iteration 45Q (977.240000 sec): 3 clusters Score: Raw -2088377.773191 + Penalty 3234.273519 = -2085143.499672 nChanged 75 SP:Iteration 46Q (977.290000 sec): 3 clusters Score: Raw -2088395.535670 + Penalty 3234.273519 = -2085161.262151 nChanged 76 SP:Iteration 47Q (977.330000 sec): 3 clusters Score: Raw -2088414.735701 + Penalty 3234.273519 = -2085180.462182 nChanged 69 SP:Iteration 48Q (977.370000 sec): 3 clusters Score: Raw -2088432.427301 + Penalty 3234.273519 = -2085198.153782 nChanged 64 SP:Iteration 49Q (977.410000 sec): 3 clusters Score: Raw -2088451.659705 + Penalty 3234.273519 = -2085217.386186 nChanged 73 SP:Iteration 50Q (977.450000 sec): 3 clusters Score: Raw -2088476.922552 + Penalty 3234.273519 = -2085242.649033 nChanged 75 SP:Iteration 51Q (977.490000 sec): 3 clusters Score: Raw -2088504.158203 + Penalty 3234.273519 = -2085269.884684 nChanged 76 SP:Iteration 52Q (977.540000 sec): 3 clusters Score: Raw -2088531.099290 + Penalty 3234.273519 = -2085296.825771 nChanged 76 SP:Iteration 53Q (977.580000 sec): 3 clusters Score: Raw -2088558.103312 + Penalty 3234.273519 = -2085323.829793 nChanged 88 SP:Iteration 54Q (977.620000 sec): 3 clusters Score: Raw -2088589.264075 + Penalty 3234.273519 = -2085354.990556 nChanged 78 SP:Iteration 55Q (977.660000 sec): 3 clusters Score: Raw -2088620.229910 + Penalty 3234.273519 = -2085385.956391 nChanged 65 SP:Iteration 56Q (977.700000 sec): 3 clusters Score: Raw -2088646.661240 + Penalty 3234.273519 = -2085412.387721 nChanged 58 SP:Iteration 57Q (977.740000 sec): 3 clusters Score: Raw -2088667.503327 + Penalty 3234.273519 = -2085433.229808 nChanged 46 SP:Iteration 58Q (977.780000 sec): 3 clusters Score: Raw -2088680.370278 + Penalty 3234.273519 = -2085446.096759 nChanged 28 SP:Iteration 59Q (977.820000 sec): 3 clusters Score: Raw -2088687.830885 + Penalty 3234.273519 = -2085453.557366 nChanged 21 SP:Iteration 60F (977.870000 sec): 3 clusters Score: Raw -2088694.977808 + Penalty 3234.273519 = -2085460.704289 nChanged 25 SP:Iteration 61Q (977.910000 sec): 3 clusters Score: Raw -2088704.525924 + Penalty 3234.273519 = -2085470.252405 nChanged 25 SP:Iteration 62Q (977.950000 sec): 3 clusters Score: Raw -2088713.238734 + Penalty 3234.273519 = -2085478.965215 nChanged 24 SP:Iteration 63Q (977.990000 sec): 3 clusters Score: Raw -2088720.793403 + Penalty 3234.273519 = -2085486.519884 nChanged 17 SP:Iteration 64Q (978.030000 sec): 3 clusters Score: Raw -2088726.132767 + Penalty 3234.273519 = -2085491.859248 nChanged 13 SP:Iteration 65Q (978.070000 sec): 3 clusters Score: Raw -2088730.095683 + Penalty 3234.273519 = -2085495.822164 nChanged 13 SP:Iteration 66Q (978.110000 sec): 3 clusters Score: Raw -2088733.907414 + Penalty 3234.273519 = -2085499.633895 nChanged 10 SP:Iteration 67Q (978.150000 sec): 3 clusters Score: Raw -2088736.309724 + Penalty 3234.273519 = -2085502.036205 nChanged 4 SP:Iteration 68Q (978.190000 sec): 3 clusters Score: Raw -2088737.649425 + Penalty 3234.273519 = -2085503.375906 nChanged 5 SP:Iteration 69Q (978.230000 sec): 3 clusters Score: Raw -2088738.644753 + Penalty 3234.273519 = -2085504.371234 nChanged 5 SP:Iteration 70Q (978.260000 sec): 3 clusters Score: Raw -2088739.738665 + Penalty 3234.273519 = -2085505.465146 nChanged 6 SP:Iteration 71Q (978.300000 sec): 3 clusters Score: Raw -2088740.776857 + Penalty 3234.273519 = -2085506.503338 nChanged 2 SP:Iteration 72Q (978.340000 sec): 3 clusters Score: Raw -2088740.986446 + Penalty 3234.273519 = -2085506.712927 nChanged 1 SP:Iteration 73Q (978.380000 sec): 3 clusters Score: Raw -2088741.052655 + Penalty 3234.273519 = -2085506.779136 nChanged 2 SP:Iteration 74Q (978.420000 sec): 3 clusters Score: Raw -2088741.306896 + Penalty 3234.273519 = -2085507.033377 nChanged 2 SP:Iteration 75Q (978.460000 sec): 3 clusters Score: Raw -2088741.495123 + Penalty 3234.273519 = -2085507.221604 nChanged 0 SP:Iteration 76F (978.510000 sec): 3 clusters Score: Raw -2088741.495123 + Penalty 3234.273519 = -2085507.221604 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (63469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (978.700000 sec): 2 clusters Score: Raw -6266503.570797 + Penalty 1796.974867 = -6264706.595929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (978.860000 sec): 3 clusters Score: Raw -6225972.805085 + Penalty 3593.949735 = -6222378.855350 nChanged 29859 SP:Iteration 1F (979.030000 sec): 3 clusters Score: Raw -6242941.173011 + Penalty 3593.949735 = -6239347.223276 nChanged 2199 SP:Iteration 2Q (979.190000 sec): 3 clusters Score: Raw -6243519.006918 + Penalty 3593.949735 = -6239925.057183 nChanged 2344 SP:Iteration 3Q (979.360000 sec): 3 clusters Score: Raw -6244298.901961 + Penalty 3593.949735 = -6240704.952226 nChanged 2802 SP:Iteration 4Q (979.530000 sec): 3 clusters Score: Raw -6245524.115297 + Penalty 3593.949735 = -6241930.165562 nChanged 3598 SP:Iteration 5F (979.690000 sec): 3 clusters Score: Raw -6247621.138026 + Penalty 3593.949735 = -6244027.188291 nChanged 4693 SP:Iteration 6F (979.860000 sec): 3 clusters Score: Raw -6251121.352350 + Penalty 3593.949735 = -6247527.402615 nChanged 5449 SP:Iteration 7F (980.020000 sec): 3 clusters Score: Raw -6255908.748542 + Penalty 3593.949735 = -6252314.798807 nChanged 5024 SP:Iteration 8F (980.190000 sec): 3 clusters Score: Raw -6260714.576124 + Penalty 3593.949735 = -6257120.626389 nChanged 3443 SP:Iteration 9F (980.350000 sec): 3 clusters Score: Raw -6264028.857408 + Penalty 3593.949735 = -6260434.907673 nChanged 1705 SP:Iteration 10Q (980.490000 sec): 3 clusters Score: Raw -6265615.171455 + Penalty 3593.949735 = -6262021.221720 nChanged 692 SP:Iteration 11Q (980.620000 sec): 3 clusters Score: Raw -6266274.934407 + Penalty 3593.949735 = -6262680.984672 nChanged 255 SP:Iteration 12Q (980.740000 sec): 3 clusters Score: Raw -6266518.924227 + Penalty 3593.949735 = -6262924.974492 nChanged 92 SP:Iteration 13Q (980.860000 sec): 3 clusters Score: Raw -6266613.414479 + Penalty 3593.949735 = -6263019.464745 nChanged 53 SP:Iteration 14Q (980.970000 sec): 3 clusters Score: Raw -6266671.418858 + Penalty 3593.949735 = -6263077.469123 nChanged 28 SP:Iteration 15Q (981.090000 sec): 3 clusters Score: Raw -6266703.140430 + Penalty 3593.949735 = -6263109.190696 nChanged 21 SP:Iteration 16Q (981.200000 sec): 3 clusters Score: Raw -6266725.269536 + Penalty 3593.949735 = -6263131.319802 nChanged 15 SP:Iteration 17Q (981.310000 sec): 3 clusters Score: Raw -6266737.390398 + Penalty 3593.949735 = -6263143.440663 nChanged 14 SP:Iteration 18Q (981.420000 sec): 3 clusters Score: Raw -6266751.332717 + Penalty 3593.949735 = -6263157.382982 nChanged 8 SP:Iteration 19Q (981.530000 sec): 3 clusters Score: Raw -6266759.872388 + Penalty 3593.949735 = -6263165.922653 nChanged 9 SP:Iteration 20F (981.690000 sec): 3 clusters Score: Raw -6266769.719797 + Penalty 3593.949735 = -6263175.770062 nChanged 3 SP:Iteration 21Q (981.810000 sec): 3 clusters Score: Raw -6266772.030771 + Penalty 3593.949735 = -6263178.081036 nChanged 6 SP:Iteration 22Q (981.920000 sec): 3 clusters Score: Raw -6266775.076000 + Penalty 3593.949735 = -6263181.126265 nChanged 1 SP:Iteration 23Q (982.030000 sec): 3 clusters Score: Raw -6266775.277412 + Penalty 3593.949735 = -6263181.327677 nChanged 0 SP:Iteration 24F (982.190000 sec): 3 clusters Score: Raw -6266775.277412 + Penalty 3593.949735 = -6263181.327677 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (734 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.230000 sec): 2 clusters Score: Raw -67727.823198 + Penalty 1072.257717 = -66655.565481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.230000 sec): 3 clusters Score: Raw -67528.820603 + Penalty 2144.515434 = -65384.305169 nChanged 192 SP:Iteration 1F (982.230000 sec): 3 clusters Score: Raw -67738.128529 + Penalty 2144.515434 = -65593.613095 nChanged 54 SP:Iteration 2F (982.240000 sec): 3 clusters Score: Raw -67806.585169 + Penalty 2144.515434 = -65662.069735 nChanged 27 SP:Iteration 3Q (982.240000 sec): 3 clusters Score: Raw -67844.768385 + Penalty 2144.515434 = -65700.252951 nChanged 17 SP:Iteration 4Q (982.240000 sec): 3 clusters Score: Raw -67867.091390 + Penalty 2144.515434 = -65722.575956 nChanged 12 SP:Iteration 5Q (982.240000 sec): 3 clusters Score: Raw -67886.949066 + Penalty 2144.515434 = -65742.433632 nChanged 9 SP:Iteration 6Q (982.250000 sec): 3 clusters Score: Raw -67902.736510 + Penalty 2144.515434 = -65758.221075 nChanged 8 SP:Iteration 7Q (982.250000 sec): 3 clusters Score: Raw -67913.826519 + Penalty 2144.515434 = -65769.311084 nChanged 12 SP:Iteration 8Q (982.250000 sec): 3 clusters Score: Raw -67931.788689 + Penalty 2144.515434 = -65787.273255 nChanged 7 SP:Iteration 9Q (982.250000 sec): 3 clusters Score: Raw -67938.913898 + Penalty 2144.515434 = -65794.398463 nChanged 3 SP:Iteration 10Q (982.250000 sec): 3 clusters Score: Raw -67942.904235 + Penalty 2144.515434 = -65798.388801 nChanged 2 SP:Iteration 11Q (982.250000 sec): 3 clusters Score: Raw -67943.822332 + Penalty 2144.515434 = -65799.306898 nChanged 2 SP:Iteration 12Q (982.250000 sec): 3 clusters Score: Raw -67944.528724 + Penalty 2144.515434 = -65800.013290 nChanged 3 SP:Iteration 13Q (982.260000 sec): 3 clusters Score: Raw -67951.400998 + Penalty 2144.515434 = -65806.885563 nChanged 5 SP:Iteration 14Q (982.260000 sec): 3 clusters Score: Raw -67960.559259 + Penalty 2144.515434 = -65816.043825 nChanged 7 SP:Iteration 15Q (982.260000 sec): 3 clusters Score: Raw -67971.249477 + Penalty 2144.515434 = -65826.734042 nChanged 6 SP:Iteration 16Q (982.260000 sec): 3 clusters Score: Raw -67976.945176 + Penalty 2144.515434 = -65832.429742 nChanged 4 SP:Iteration 17Q (982.260000 sec): 3 clusters Score: Raw -67982.371795 + Penalty 2144.515434 = -65837.856361 nChanged 5 SP:Iteration 18Q (982.270000 sec): 3 clusters Score: Raw -67989.148529 + Penalty 2144.515434 = -65844.633095 nChanged 3 SP:Iteration 19Q (982.270000 sec): 3 clusters Score: Raw -67992.871248 + Penalty 2144.515434 = -65848.355814 nChanged 1 SP:Iteration 20F (982.270000 sec): 3 clusters Score: Raw -67993.924614 + Penalty 2144.515434 = -65849.409180 nChanged 1 SP:Iteration 21Q (982.270000 sec): 3 clusters Score: Raw -67994.540432 + Penalty 2144.515434 = -65850.024998 nChanged 0 SP:Iteration 22F (982.270000 sec): 3 clusters Score: Raw -67994.540432 + Penalty 2144.515434 = -65850.024998 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.280000 sec): 2 clusters Score: Raw -86755.264952 + Penalty 1119.558588 = -85635.706364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.280000 sec): 3 clusters Score: Raw -86465.126501 + Penalty 2239.117175 = -84226.009326 nChanged 296 SP:Iteration 1F (982.280000 sec): 3 clusters Score: Raw -86800.801661 + Penalty 2239.117175 = -84561.684486 nChanged 84 SP:Iteration 2F (982.290000 sec): 3 clusters Score: Raw -86930.081247 + Penalty 2239.117175 = -84690.964071 nChanged 52 SP:Iteration 3F (982.290000 sec): 3 clusters Score: Raw -87032.531531 + Penalty 2239.117175 = -84793.414355 nChanged 39 SP:Iteration 4Q (982.290000 sec): 3 clusters Score: Raw -87091.565382 + Penalty 2239.117175 = -84852.448207 nChanged 29 SP:Iteration 5Q (982.290000 sec): 3 clusters Score: Raw -87123.466137 + Penalty 2239.117175 = -84884.348962 nChanged 23 SP:Iteration 6Q (982.290000 sec): 3 clusters Score: Raw -87150.919175 + Penalty 2239.117175 = -84911.802000 nChanged 26 SP:Iteration 7Q (982.300000 sec): 3 clusters Score: Raw -87177.646173 + Penalty 2239.117175 = -84938.528998 nChanged 11 SP:Iteration 8Q (982.300000 sec): 3 clusters Score: Raw -87190.169091 + Penalty 2239.117175 = -84951.051916 nChanged 11 SP:Iteration 9Q (982.300000 sec): 3 clusters Score: Raw -87204.778194 + Penalty 2239.117175 = -84965.661019 nChanged 11 SP:Iteration 10Q (982.300000 sec): 3 clusters Score: Raw -87220.713539 + Penalty 2239.117175 = -84981.596364 nChanged 13 SP:Iteration 11Q (982.310000 sec): 3 clusters Score: Raw -87235.427806 + Penalty 2239.117175 = -84996.310631 nChanged 7 SP:Iteration 12Q (982.310000 sec): 3 clusters Score: Raw -87248.878104 + Penalty 2239.117175 = -85009.760929 nChanged 9 SP:Iteration 13Q (982.310000 sec): 3 clusters Score: Raw -87265.870290 + Penalty 2239.117175 = -85026.753115 nChanged 11 SP:Iteration 14Q (982.310000 sec): 3 clusters Score: Raw -87278.274563 + Penalty 2239.117175 = -85039.157387 nChanged 8 SP:Iteration 15Q (982.310000 sec): 3 clusters Score: Raw -87286.857590 + Penalty 2239.117175 = -85047.740415 nChanged 1 SP:Iteration 16Q (982.320000 sec): 3 clusters Score: Raw -87289.726957 + Penalty 2239.117175 = -85050.609781 nChanged 3 SP:Iteration 17Q (982.320000 sec): 3 clusters Score: Raw -87293.513081 + Penalty 2239.117175 = -85054.395905 nChanged 5 SP:Iteration 18Q (982.320000 sec): 3 clusters Score: Raw -87298.075056 + Penalty 2239.117175 = -85058.957881 nChanged 2 SP:Iteration 19Q (982.320000 sec): 3 clusters Score: Raw -87300.643316 + Penalty 2239.117175 = -85061.526141 nChanged 2 SP:Iteration 20F (982.330000 sec): 3 clusters Score: Raw -87302.761618 + Penalty 2239.117175 = -85063.644442 nChanged 3 SP:Iteration 21Q (982.330000 sec): 3 clusters Score: Raw -87305.361874 + Penalty 2239.117175 = -85066.244698 nChanged 1 SP:Iteration 22Q (982.340000 sec): 3 clusters Score: Raw -87307.170669 + Penalty 2239.117175 = -85068.053494 nChanged 2 SP:Iteration 23Q (982.340000 sec): 3 clusters Score: Raw -87309.130494 + Penalty 2239.117175 = -85070.013319 nChanged 0 SP:Iteration 24F (982.340000 sec): 3 clusters Score: Raw -87309.130494 + Penalty 2239.117175 = -85070.013319 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (16233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (982.390000 sec): 2 clusters Score: Raw -1621369.463855 + Penalty 1575.405242 = -1619794.058613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (982.440000 sec): 3 clusters Score: Raw -1611765.826490 + Penalty 3150.810483 = -1608615.016007 nChanged 7299 SP:Iteration 1F (982.480000 sec): 3 clusters Score: Raw -1615737.516105 + Penalty 3150.810483 = -1612586.705622 nChanged 845 SP:Iteration 2F (982.520000 sec): 3 clusters Score: Raw -1616061.683919 + Penalty 3150.810483 = -1612910.873436 nChanged 761 SP:Iteration 3Q (982.560000 sec): 3 clusters Score: Raw -1616349.815226 + Penalty 3150.810483 = -1613199.004743 nChanged 738 SP:Iteration 4Q (982.600000 sec): 3 clusters Score: Raw -1616632.058603 + Penalty 3150.810483 = -1613481.248120 nChanged 705 SP:Iteration 5Q (982.640000 sec): 3 clusters Score: Raw -1616933.691048 + Penalty 3150.810483 = -1613782.880565 nChanged 726 SP:Iteration 6Q (982.680000 sec): 3 clusters Score: Raw -1617288.342813 + Penalty 3150.810483 = -1614137.532330 nChanged 850 SP:Iteration 7F (982.720000 sec): 3 clusters Score: Raw -1617797.170567 + Penalty 3150.810483 = -1614646.360083 nChanged 996 SP:Iteration 8F (982.760000 sec): 3 clusters Score: Raw -1618508.099804 + Penalty 3150.810483 = -1615357.289321 nChanged 1015 SP:Iteration 9F (982.800000 sec): 3 clusters Score: Raw -1619316.402137 + Penalty 3150.810483 = -1616165.591654 nChanged 922 SP:Iteration 10F (982.840000 sec): 3 clusters Score: Raw -1620112.072785 + Penalty 3150.810483 = -1616961.262302 nChanged 680 SP:Iteration 11Q (982.880000 sec): 3 clusters Score: Raw -1620730.229616 + Penalty 3150.810483 = -1617579.419133 nChanged 400 SP:Iteration 12Q (982.920000 sec): 3 clusters Score: Raw -1621112.806255 + Penalty 3150.810483 = -1617961.995772 nChanged 208 SP:Iteration 13Q (982.960000 sec): 3 clusters Score: Raw -1621317.900531 + Penalty 3150.810483 = -1618167.090048 nChanged 103 SP:Iteration 14Q (982.990000 sec): 3 clusters Score: Raw -1621429.808302 + Penalty 3150.810483 = -1618278.997819 nChanged 54 SP:Iteration 15Q (983.020000 sec): 3 clusters Score: Raw -1621495.110559 + Penalty 3150.810483 = -1618344.300076 nChanged 23 SP:Iteration 16Q (983.050000 sec): 3 clusters Score: Raw -1621525.920674 + Penalty 3150.810483 = -1618375.110191 nChanged 16 SP:Iteration 17Q (983.080000 sec): 3 clusters Score: Raw -1621547.682382 + Penalty 3150.810483 = -1618396.871899 nChanged 8 SP:Iteration 18Q (983.110000 sec): 3 clusters Score: Raw -1621556.836052 + Penalty 3150.810483 = -1618406.025569 nChanged 6 SP:Iteration 19Q (983.140000 sec): 3 clusters Score: Raw -1621564.436477 + Penalty 3150.810483 = -1618413.625994 nChanged 0 SP:Iteration 20F (983.180000 sec): 3 clusters Score: Raw -1621564.436477 + Penalty 3150.810483 = -1618413.625994 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (155474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (983.620000 sec): 2 clusters Score: Raw -15155721.805210 + Penalty 1942.562992 = -15153779.242218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (984.030000 sec): 3 clusters Score: Raw -15053426.680442 + Penalty 3885.125983 = -15049541.554459 nChanged 74950 SP:Iteration 1F (984.430000 sec): 3 clusters Score: Raw -15098030.535211 + Penalty 3885.125983 = -15094145.409227 nChanged 6443 SP:Iteration 2Q (984.850000 sec): 3 clusters Score: Raw -15100366.415575 + Penalty 3885.125983 = -15096481.289592 nChanged 8588 SP:Iteration 3F (985.250000 sec): 3 clusters Score: Raw -15104681.693394 + Penalty 3885.125983 = -15100796.567411 nChanged 11497 SP:Iteration 4F (985.660000 sec): 3 clusters Score: Raw -15112519.098338 + Penalty 3885.125983 = -15108633.972355 nChanged 14235 SP:Iteration 5F (986.060000 sec): 3 clusters Score: Raw -15124964.922346 + Penalty 3885.125983 = -15121079.796363 nChanged 14172 SP:Iteration 6F (986.460000 sec): 3 clusters Score: Raw -15139304.206360 + Penalty 3885.125983 = -15135419.080377 nChanged 9978 SP:Iteration 7F (986.850000 sec): 3 clusters Score: Raw -15149749.547481 + Penalty 3885.125983 = -15145864.421498 nChanged 4456 SP:Iteration 8Q (987.240000 sec): 3 clusters Score: Raw -15154220.968151 + Penalty 3885.125983 = -15150335.842168 nChanged 1329 SP:Iteration 9Q (987.580000 sec): 3 clusters Score: Raw -15155489.797884 + Penalty 3885.125983 = -15151604.671901 nChanged 239 SP:Iteration 10Q (987.870000 sec): 3 clusters Score: Raw -15155750.456579 + Penalty 3885.125983 = -15151865.330596 nChanged 52 SP:Iteration 11Q (988.150000 sec): 3 clusters Score: Raw -15155837.343623 + Penalty 3885.125983 = -15151952.217640 nChanged 22 SP:Iteration 12Q (988.420000 sec): 3 clusters Score: Raw -15155871.784961 + Penalty 3885.125983 = -15151986.658978 nChanged 13 SP:Iteration 13Q (988.700000 sec): 3 clusters Score: Raw -15155893.175119 + Penalty 3885.125983 = -15152008.049136 nChanged 8 SP:Iteration 14Q (988.960000 sec): 3 clusters Score: Raw -15155905.239931 + Penalty 3885.125983 = -15152020.113948 nChanged 5 SP:Iteration 15Q (989.240000 sec): 3 clusters Score: Raw -15155912.871997 + Penalty 3885.125983 = -15152027.746014 nChanged 3 SP:Iteration 16Q (989.500000 sec): 3 clusters Score: Raw -15155915.882840 + Penalty 3885.125983 = -15152030.756857 nChanged 2 SP:Iteration 17Q (989.780000 sec): 3 clusters Score: Raw -15155918.207090 + Penalty 3885.125983 = -15152033.081107 nChanged 0 SP:Iteration 18F (990.170000 sec): 3 clusters Score: Raw -15155918.207090 + Penalty 3885.125983 = -15152033.081107 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.250000 sec): 2 clusters Score: Raw -48650.978179 + Penalty 1035.108910 = -47615.869269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.250000 sec): 3 clusters Score: Raw -48588.176119 + Penalty 2070.217819 = -46517.958299 nChanged 141 SP:Iteration 1F (990.250000 sec): 3 clusters Score: Raw -48851.577116 + Penalty 2070.217819 = -46781.359297 nChanged 46 SP:Iteration 2F (990.250000 sec): 3 clusters Score: Raw -48981.677750 + Penalty 2070.217819 = -46911.459931 nChanged 29 SP:Iteration 3Q (990.260000 sec): 3 clusters Score: Raw -49081.287164 + Penalty 2070.217819 = -47011.069344 nChanged 32 SP:Iteration 4F (990.260000 sec): 3 clusters Score: Raw -49139.318442 + Penalty 2070.217819 = -47069.100622 nChanged 18 SP:Iteration 5Q (990.260000 sec): 3 clusters Score: Raw -49172.643958 + Penalty 2070.217819 = -47102.426139 nChanged 9 SP:Iteration 6Q (990.260000 sec): 3 clusters Score: Raw -49192.459745 + Penalty 2070.217819 = -47122.241926 nChanged 8 SP:Iteration 7Q (990.260000 sec): 3 clusters Score: Raw -49204.422869 + Penalty 2070.217819 = -47134.205050 nChanged 8 SP:Iteration 8Q (990.260000 sec): 3 clusters Score: Raw -49216.025492 + Penalty 2070.217819 = -47145.807673 nChanged 7 SP:Iteration 9Q (990.260000 sec): 3 clusters Score: Raw -49229.907126 + Penalty 2070.217819 = -47159.689306 nChanged 3 SP:Iteration 10Q (990.260000 sec): 3 clusters Score: Raw -49239.932449 + Penalty 2070.217819 = -47169.714629 nChanged 5 SP:Iteration 11Q (990.260000 sec): 3 clusters Score: Raw -49258.820256 + Penalty 2070.217819 = -47188.602436 nChanged 6 SP:Iteration 12Q (990.270000 sec): 3 clusters Score: Raw -49272.651401 + Penalty 2070.217819 = -47202.433581 nChanged 1 SP:Iteration 13Q (990.270000 sec): 3 clusters Score: Raw -49274.969599 + Penalty 2070.217819 = -47204.751780 nChanged 2 SP:Iteration 14Q (990.270000 sec): 3 clusters Score: Raw -49279.205702 + Penalty 2070.217819 = -47208.987882 nChanged 1 SP:Iteration 15Q (990.270000 sec): 3 clusters Score: Raw -49282.946929 + Penalty 2070.217819 = -47212.729109 nChanged 2 SP:Iteration 16Q (990.270000 sec): 3 clusters Score: Raw -49285.215048 + Penalty 2070.217819 = -47214.997229 nChanged 0 SP:Iteration 17F (990.270000 sec): 3 clusters Score: Raw -49285.215048 + Penalty 2070.217819 = -47214.997229 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (8805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (990.300000 sec): 2 clusters Score: Raw -877040.834602 + Penalty 1475.999691 = -875564.834911 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (990.320000 sec): 3 clusters Score: Raw -872131.681194 + Penalty 2951.999382 = -869179.681812 nChanged 3766 SP:Iteration 1F (990.340000 sec): 3 clusters Score: Raw -874202.195812 + Penalty 2951.999382 = -871250.196431 nChanged 666 SP:Iteration 2F (990.370000 sec): 3 clusters Score: Raw -874624.273540 + Penalty 2951.999382 = -871672.274158 nChanged 632 SP:Iteration 3F (990.390000 sec): 3 clusters Score: Raw -875060.085803 + Penalty 2951.999382 = -872108.086421 nChanged 628 SP:Iteration 4F (990.410000 sec): 3 clusters Score: Raw -875472.107974 + Penalty 2951.999382 = -872520.108592 nChanged 608 SP:Iteration 5F (990.430000 sec): 3 clusters Score: Raw -875838.009681 + Penalty 2951.999382 = -872886.010300 nChanged 491 SP:Iteration 6F (990.460000 sec): 3 clusters Score: Raw -876124.230143 + Penalty 2951.999382 = -873172.230762 nChanged 411 SP:Iteration 7Q (990.480000 sec): 3 clusters Score: Raw -876350.862753 + Penalty 2951.999382 = -873398.863371 nChanged 335 SP:Iteration 8Q (990.500000 sec): 3 clusters Score: Raw -876531.531265 + Penalty 2951.999382 = -873579.531883 nChanged 269 SP:Iteration 9Q (990.520000 sec): 3 clusters Score: Raw -876674.059382 + Penalty 2951.999382 = -873722.060001 nChanged 217 SP:Iteration 10Q (990.540000 sec): 3 clusters Score: Raw -876778.435652 + Penalty 2951.999382 = -873826.436270 nChanged 177 SP:Iteration 11Q (990.560000 sec): 3 clusters Score: Raw -876864.684847 + Penalty 2951.999382 = -873912.685465 nChanged 160 SP:Iteration 12Q (990.590000 sec): 3 clusters Score: Raw -876940.951119 + Penalty 2951.999382 = -873988.951737 nChanged 167 SP:Iteration 13Q (990.610000 sec): 3 clusters Score: Raw -877031.530858 + Penalty 2951.999382 = -874079.531476 nChanged 152 SP:Iteration 14Q (990.630000 sec): 3 clusters Score: Raw -877119.542039 + Penalty 2951.999382 = -874167.542657 nChanged 139 SP:Iteration 15Q (990.650000 sec): 3 clusters Score: Raw -877196.249751 + Penalty 2951.999382 = -874244.250369 nChanged 110 SP:Iteration 16Q (990.670000 sec): 3 clusters Score: Raw -877257.971167 + Penalty 2951.999382 = -874305.971785 nChanged 105 SP:Iteration 17Q (990.700000 sec): 3 clusters Score: Raw -877315.242570 + Penalty 2951.999382 = -874363.243188 nChanged 92 SP:Iteration 18Q (990.720000 sec): 3 clusters Score: Raw -877362.200061 + Penalty 2951.999382 = -874410.200679 nChanged 62 SP:Iteration 19Q (990.740000 sec): 3 clusters Score: Raw -877397.825221 + Penalty 2951.999382 = -874445.825840 nChanged 54 SP:Iteration 20F (990.760000 sec): 3 clusters Score: Raw -877428.028826 + Penalty 2951.999382 = -874476.029444 nChanged 47 SP:Iteration 21Q (990.780000 sec): 3 clusters Score: Raw -877448.222156 + Penalty 2951.999382 = -874496.222774 nChanged 36 SP:Iteration 22Q (990.800000 sec): 3 clusters Score: Raw -877463.794864 + Penalty 2951.999382 = -874511.795482 nChanged 28 SP:Iteration 23Q (990.820000 sec): 3 clusters Score: Raw -877479.062101 + Penalty 2951.999382 = -874527.062719 nChanged 22 SP:Iteration 24Q (990.840000 sec): 3 clusters Score: Raw -877488.836516 + Penalty 2951.999382 = -874536.837134 nChanged 11 SP:Iteration 25Q (990.860000 sec): 3 clusters Score: Raw -877494.453637 + Penalty 2951.999382 = -874542.454255 nChanged 13 SP:Iteration 26Q (990.880000 sec): 3 clusters Score: Raw -877500.334365 + Penalty 2951.999382 = -874548.334984 nChanged 11 SP:Iteration 27Q (990.900000 sec): 3 clusters Score: Raw -877504.768010 + Penalty 2951.999382 = -874552.768628 nChanged 8 SP:Iteration 28Q (990.920000 sec): 3 clusters Score: Raw -877506.926102 + Penalty 2951.999382 = -874554.926720 nChanged 7 SP:Iteration 29Q (990.940000 sec): 3 clusters Score: Raw -877510.443546 + Penalty 2951.999382 = -874558.444164 nChanged 7 SP:Iteration 30Q (990.960000 sec): 3 clusters Score: Raw -877514.418960 + Penalty 2951.999382 = -874562.419579 nChanged 10 SP:Iteration 31Q (990.980000 sec): 3 clusters Score: Raw -877519.176917 + Penalty 2951.999382 = -874567.177536 nChanged 7 SP:Iteration 32Q (991.000000 sec): 3 clusters Score: Raw -877523.684534 + Penalty 2951.999382 = -874571.685153 nChanged 8 SP:Iteration 33Q (991.020000 sec): 3 clusters Score: Raw -877527.119527 + Penalty 2951.999382 = -874575.120145 nChanged 7 SP:Iteration 34Q (991.040000 sec): 3 clusters Score: Raw -877531.047740 + Penalty 2951.999382 = -874579.048359 nChanged 11 SP:Iteration 35Q (991.060000 sec): 3 clusters Score: Raw -877535.904956 + Penalty 2951.999382 = -874583.905574 nChanged 11 SP:Iteration 36Q (991.080000 sec): 3 clusters Score: Raw -877542.152484 + Penalty 2951.999382 = -874590.153102 nChanged 8 SP:Iteration 37Q (991.100000 sec): 3 clusters Score: Raw -877547.405804 + Penalty 2951.999382 = -874595.406422 nChanged 7 SP:Iteration 38Q (991.120000 sec): 3 clusters Score: Raw -877549.028205 + Penalty 2951.999382 = -874597.028823 nChanged 2 SP:Iteration 39Q (991.140000 sec): 3 clusters Score: Raw -877549.875068 + Penalty 2951.999382 = -874597.875686 nChanged 4 SP:Iteration 40F (991.160000 sec): 3 clusters Score: Raw -877551.362284 + Penalty 2951.999382 = -874599.362902 nChanged 2 SP:Iteration 41Q (991.180000 sec): 3 clusters Score: Raw -877552.289586 + Penalty 2951.999382 = -874600.290205 nChanged 1 SP:Iteration 42Q (991.200000 sec): 3 clusters Score: Raw -877553.698304 + Penalty 2951.999382 = -874601.698922 nChanged 5 SP:Iteration 43Q (991.220000 sec): 3 clusters Score: Raw -877556.719024 + Penalty 2951.999382 = -874604.719642 nChanged 2 SP:Iteration 44Q (991.240000 sec): 3 clusters Score: Raw -877557.967614 + Penalty 2951.999382 = -874605.968232 nChanged 4 SP:Iteration 45Q (991.260000 sec): 3 clusters Score: Raw -877559.407243 + Penalty 2951.999382 = -874607.407861 nChanged 2 SP:Iteration 46Q (991.280000 sec): 3 clusters Score: Raw -877560.083276 + Penalty 2951.999382 = -874608.083894 nChanged 3 SP:Iteration 47Q (991.300000 sec): 3 clusters Score: Raw -877561.106827 + Penalty 2951.999382 = -874609.107445 nChanged 2 SP:Iteration 48Q (991.320000 sec): 3 clusters Score: Raw -877562.247021 + Penalty 2951.999382 = -874610.247639 nChanged 2 SP:Iteration 49Q (991.340000 sec): 3 clusters Score: Raw -877563.034283 + Penalty 2951.999382 = -874611.034902 nChanged 1 SP:Iteration 50Q (991.360000 sec): 3 clusters Score: Raw -877563.257854 + Penalty 2951.999382 = -874611.258472 nChanged 0 SP:Iteration 51F (991.380000 sec): 3 clusters Score: Raw -877563.257854 + Penalty 2951.999382 = -874611.258472 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.380000 sec): 2 clusters Score: Raw -24829.428881 + Penalty 914.488431 = -23914.940450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.380000 sec): 3 clusters Score: Raw -24919.710346 + Penalty 1828.976862 = -23090.733484 nChanged 49 SP:Iteration 1F (991.390000 sec): 3 clusters Score: Raw -25023.894976 + Penalty 1828.976862 = -23194.918114 nChanged 8 SP:Iteration 2Q (991.390000 sec): 3 clusters Score: Raw -25040.447123 + Penalty 1828.976862 = -23211.470261 nChanged 6 SP:Iteration 3Q (991.390000 sec): 3 clusters Score: Raw -25056.607627 + Penalty 1828.976862 = -23227.630765 nChanged 5 SP:Iteration 4Q (991.390000 sec): 3 clusters Score: Raw -25072.312151 + Penalty 1828.976862 = -23243.335289 nChanged 1 SP:Iteration 5Q (991.390000 sec): 3 clusters Score: Raw -25075.500853 + Penalty 1828.976862 = -23246.523991 nChanged 1 SP:Iteration 6Q (991.390000 sec): 3 clusters Score: Raw -25076.090244 + Penalty 1828.976862 = -23247.113382 nChanged 0 SP:Iteration 7F (991.390000 sec): 3 clusters Score: Raw -25076.090244 + Penalty 1828.976862 = -23247.113382 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.400000 sec): 2 clusters Score: Raw -122484.934327 + Penalty 1167.748449 = -121317.185878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.400000 sec): 3 clusters Score: Raw -122032.375768 + Penalty 2335.496899 = -119696.878869 nChanged 418 SP:Iteration 1F (991.400000 sec): 3 clusters Score: Raw -122447.459918 + Penalty 2335.496899 = -120111.963019 nChanged 117 SP:Iteration 2F (991.410000 sec): 3 clusters Score: Raw -122607.911146 + Penalty 2335.496899 = -120272.414247 nChanged 73 SP:Iteration 3F (991.410000 sec): 3 clusters Score: Raw -122729.875208 + Penalty 2335.496899 = -120394.378309 nChanged 67 SP:Iteration 4F (991.410000 sec): 3 clusters Score: Raw -122806.244621 + Penalty 2335.496899 = -120470.747722 nChanged 52 SP:Iteration 5Q (991.420000 sec): 3 clusters Score: Raw -122865.740590 + Penalty 2335.496899 = -120530.243691 nChanged 49 SP:Iteration 6Q (991.420000 sec): 3 clusters Score: Raw -122916.636064 + Penalty 2335.496899 = -120581.139165 nChanged 36 SP:Iteration 7Q (991.420000 sec): 3 clusters Score: Raw -122958.268699 + Penalty 2335.496899 = -120622.771800 nChanged 35 SP:Iteration 8Q (991.420000 sec): 3 clusters Score: Raw -123000.327951 + Penalty 2335.496899 = -120664.831052 nChanged 28 SP:Iteration 9Q (991.430000 sec): 3 clusters Score: Raw -123032.653206 + Penalty 2335.496899 = -120697.156307 nChanged 20 SP:Iteration 10Q (991.430000 sec): 3 clusters Score: Raw -123061.385854 + Penalty 2335.496899 = -120725.888955 nChanged 11 SP:Iteration 11Q (991.440000 sec): 3 clusters Score: Raw -123077.254245 + Penalty 2335.496899 = -120741.757346 nChanged 10 SP:Iteration 12Q (991.440000 sec): 3 clusters Score: Raw -123090.972818 + Penalty 2335.496899 = -120755.475919 nChanged 8 SP:Iteration 13Q (991.440000 sec): 3 clusters Score: Raw -123100.246882 + Penalty 2335.496899 = -120764.749983 nChanged 6 SP:Iteration 14Q (991.440000 sec): 3 clusters Score: Raw -123108.936508 + Penalty 2335.496899 = -120773.439609 nChanged 6 SP:Iteration 15Q (991.450000 sec): 3 clusters Score: Raw -123113.369297 + Penalty 2335.496899 = -120777.872398 nChanged 2 SP:Iteration 16Q (991.450000 sec): 3 clusters Score: Raw -123117.349575 + Penalty 2335.496899 = -120781.852676 nChanged 1 SP:Iteration 17Q (991.450000 sec): 3 clusters Score: Raw -123118.836486 + Penalty 2335.496899 = -120783.339587 nChanged 0 SP:Iteration 18F (991.460000 sec): 3 clusters Score: Raw -123118.836486 + Penalty 2335.496899 = -120783.339587 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.460000 sec): 2 clusters Score: Raw -111208.337691 + Penalty 1152.678252 = -110055.659440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.460000 sec): 3 clusters Score: Raw -110793.831982 + Penalty 2305.356503 = -108488.475478 nChanged 381 SP:Iteration 1F (991.470000 sec): 3 clusters Score: Raw -111110.081246 + Penalty 2305.356503 = -108804.724742 nChanged 106 SP:Iteration 2F (991.470000 sec): 3 clusters Score: Raw -111238.269828 + Penalty 2305.356503 = -108932.913325 nChanged 69 SP:Iteration 3F (991.470000 sec): 3 clusters Score: Raw -111308.598009 + Penalty 2305.356503 = -109003.241506 nChanged 41 SP:Iteration 4Q (991.480000 sec): 3 clusters Score: Raw -111361.065649 + Penalty 2305.356503 = -109055.709146 nChanged 37 SP:Iteration 5Q (991.480000 sec): 3 clusters Score: Raw -111412.125731 + Penalty 2305.356503 = -109106.769228 nChanged 44 SP:Iteration 6Q (991.480000 sec): 3 clusters Score: Raw -111462.740449 + Penalty 2305.356503 = -109157.383946 nChanged 51 SP:Iteration 7Q (991.480000 sec): 3 clusters Score: Raw -111553.871241 + Penalty 2305.356503 = -109248.514738 nChanged 61 SP:Iteration 8F (991.490000 sec): 3 clusters Score: Raw -111684.004780 + Penalty 2305.356503 = -109378.648276 nChanged 62 SP:Iteration 9F (991.490000 sec): 3 clusters Score: Raw -111872.347893 + Penalty 2305.356503 = -109566.991390 nChanged 53 SP:Iteration 10Q (991.500000 sec): 3 clusters Score: Raw -112121.420580 + Penalty 2305.356503 = -109816.064076 nChanged 62 SP:Iteration 11F (991.500000 sec): 3 clusters Score: Raw -112327.561396 + Penalty 2305.356503 = -110022.204892 nChanged 66 SP:Iteration 12F (991.500000 sec): 3 clusters Score: Raw -112464.194754 + Penalty 2305.356503 = -110158.838250 nChanged 57 SP:Iteration 13Q (991.500000 sec): 3 clusters Score: Raw -112573.169881 + Penalty 2305.356503 = -110267.813378 nChanged 55 SP:Iteration 14Q (991.500000 sec): 3 clusters Score: Raw -112692.644036 + Penalty 2305.356503 = -110387.287533 nChanged 46 SP:Iteration 15Q (991.510000 sec): 3 clusters Score: Raw -112812.840021 + Penalty 2305.356503 = -110507.483518 nChanged 34 SP:Iteration 16Q (991.510000 sec): 3 clusters Score: Raw -112895.925830 + Penalty 2305.356503 = -110590.569326 nChanged 16 SP:Iteration 17Q (991.510000 sec): 3 clusters Score: Raw -112930.383186 + Penalty 2305.356503 = -110625.026682 nChanged 5 SP:Iteration 18Q (991.510000 sec): 3 clusters Score: Raw -112936.381554 + Penalty 2305.356503 = -110631.025051 nChanged 2 SP:Iteration 19Q (991.520000 sec): 3 clusters Score: Raw -112941.484778 + Penalty 2305.356503 = -110636.128275 nChanged 1 SP:Iteration 20F (991.520000 sec): 3 clusters Score: Raw -112944.103056 + Penalty 2305.356503 = -110638.746553 nChanged 1 SP:Iteration 21Q (991.520000 sec): 3 clusters Score: Raw -112944.656458 + Penalty 2305.356503 = -110639.299955 nChanged 0 SP:Iteration 22F (991.520000 sec): 3 clusters Score: Raw -112944.656458 + Penalty 2305.356503 = -110639.299955 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 7.38 GB. Trying to split cluster 23 (249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (991.530000 sec): 2 clusters Score: Raw -22505.509323 + Penalty 896.586096 = -21608.923228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (991.530000 sec): 3 clusters Score: Raw -22550.129936 + Penalty 1793.172191 = -20756.957745 nChanged 30 SP:Iteration 1F (991.530000 sec): 3 clusters Score: Raw -22626.975934 + Penalty 1793.172191 = -20833.803743 nChanged 9 SP:Iteration 2Q (991.530000 sec): 3 clusters Score: Raw -22662.497030 + Penalty 1793.172191 = -20869.324839 nChanged 3 SP:Iteration 3Q (991.530000 sec): 3 clusters Score: Raw -22669.901293 + Penalty 1793.172191 = -20876.729102 nChanged 2 SP:Iteration 4Q (991.530000 sec): 3 clusters Score: Raw -22681.075881 + Penalty 1793.172191 = -20887.903690 nChanged 2 SP:Iteration 5Q (991.540000 sec): 3 clusters Score: Raw -22685.038918 + Penalty 1793.172191 = -20891.866727 nChanged 0 SP:Iteration 6F (991.540000 sec): 3 clusters Score: Raw -22685.038918 + Penalty 1793.172191 = -20891.866727 nChanged 0 Iteration 99Q (995.600000 sec): 25 clusters Score: Raw -78403636.204395 + Penalty 53111.646721 = -78350524.557674 nChanged 84 Iteration 100F (1013.570000 sec): 25 clusters Score: Raw -78403680.384307 + Penalty 53111.646721 = -78350568.737585 nChanged 86 Iteration 101Q (1017.660000 sec): 25 clusters Score: Raw -78403765.439953 + Penalty 53111.646721 = -78350653.793232 nChanged 69 Iteration 102Q (1021.670000 sec): 25 clusters Score: Raw -78403892.124378 + Penalty 53111.646721 = -78350780.477656 nChanged 56 Iteration 103Q (1025.630000 sec): 25 clusters Score: Raw -78403984.583906 + Penalty 53111.646721 = -78350872.937184 nChanged 56 Iteration 104Q (1029.580000 sec): 25 clusters Score: Raw -78404014.498609 + Penalty 53111.646721 = -78350902.851887 nChanged 62 Iteration 105Q (1033.520000 sec): 25 clusters Score: Raw -78404021.361397 + Penalty 53111.646721 = -78350909.714676 nChanged 54 Iteration 106Q (1037.450000 sec): 25 clusters Score: Raw -78404027.168832 + Penalty 53111.646721 = -78350915.522110 nChanged 56 Iteration 107Q (1041.380000 sec): 25 clusters Score: Raw -78404031.593110 + Penalty 53111.646721 = -78350919.946389 nChanged 54 Iteration 108Q (1045.320000 sec): 25 clusters Score: Raw -78404033.562326 + Penalty 53111.646721 = -78350921.915605 nChanged 51 Iteration 109Q (1049.260000 sec): 25 clusters Score: Raw -78404034.041034 + Penalty 53111.646721 = -78350922.394312 nChanged 43 Iteration 110Q (1053.200000 sec): 25 clusters Score: Raw -78404034.413092 + Penalty 53111.646721 = -78350922.766370 nChanged 43 Iteration 111Q (1057.120000 sec): 25 clusters Score: Raw -78404034.781799 + Penalty 53111.646721 = -78350923.135077 nChanged 33 Iteration 112Q (1061.050000 sec): 25 clusters Score: Raw -78404034.981684 + Penalty 53111.646721 = -78350923.334963 nChanged 29 Iteration 113Q (1064.990000 sec): 25 clusters Score: Raw -78404035.229633 + Penalty 53111.646721 = -78350923.582911 nChanged 32 Iteration 114Q (1068.960000 sec): 25 clusters Score: Raw -78404035.524252 + Penalty 53111.646721 = -78350923.877531 nChanged 37 Iteration 115Q (1072.890000 sec): 25 clusters Score: Raw -78404035.787508 + Penalty 53111.646721 = -78350924.140787 nChanged 35 Iteration 116Q (1076.810000 sec): 25 clusters Score: Raw -78404035.988243 + Penalty 53111.646721 = -78350924.341522 nChanged 28 Iteration 117Q (1080.740000 sec): 25 clusters Score: Raw -78404036.105253 + Penalty 53111.646721 = -78350924.458532 nChanged 20 Iteration 118Q (1084.650000 sec): 25 clusters Score: Raw -78404036.206262 + Penalty 53111.646721 = -78350924.559540 nChanged 13 Iteration 119Q (1088.590000 sec): 25 clusters Score: Raw -78404036.286548 + Penalty 53111.646721 = -78350924.639827 nChanged 11 Iteration 120F (1105.930000 sec): 25 clusters Score: Raw -78404036.380143 + Penalty 53111.646721 = -78350924.733421 nChanged 9 Iteration 121Q (1109.980000 sec): 25 clusters Score: Raw -78404036.449406 + Penalty 53111.646721 = -78350924.802684 nChanged 9 Iteration 122Q (1114.000000 sec): 25 clusters Score: Raw -78404036.519683 + Penalty 53111.646721 = -78350924.872961 nChanged 13 Iteration 123Q (1118.060000 sec): 25 clusters Score: Raw -78404036.601967 + Penalty 53111.646721 = -78350924.955246 nChanged 12 Iteration 124Q (1122.080000 sec): 25 clusters Score: Raw -78404036.680755 + Penalty 53111.646721 = -78350925.034034 nChanged 14 Iteration 125Q (1126.040000 sec): 25 clusters Score: Raw -78404036.791393 + Penalty 53111.646721 = -78350925.144672 nChanged 14 Iteration 126Q (1130.090000 sec): 25 clusters Score: Raw -78404036.980586 + Penalty 53111.646721 = -78350925.333865 nChanged 17 Iteration 127Q (1134.140000 sec): 25 clusters Score: Raw -78404037.191322 + Penalty 53111.646721 = -78350925.544601 nChanged 18 Iteration 128Q (1138.210000 sec): 25 clusters Score: Raw -78404037.325057 + Penalty 53111.646721 = -78350925.678336 nChanged 16 Iteration 129Q (1142.270000 sec): 25 clusters Score: Raw -78404037.467371 + Penalty 53111.646721 = -78350925.820650 nChanged 18 Iteration 130Q (1146.290000 sec): 25 clusters Score: Raw -78404037.780377 + Penalty 53111.646721 = -78350926.133656 nChanged 20 Iteration 131Q (1150.250000 sec): 25 clusters Score: Raw -78404037.943588 + Penalty 53111.646721 = -78350926.296867 nChanged 16 Iteration 132Q (1154.300000 sec): 25 clusters Score: Raw -78404038.046405 + Penalty 53111.646721 = -78350926.399684 nChanged 17 Iteration 133Q (1158.290000 sec): 25 clusters Score: Raw -78404038.167230 + Penalty 53111.646721 = -78350926.520508 nChanged 14 Iteration 134Q (1162.300000 sec): 25 clusters Score: Raw -78404038.282871 + Penalty 53111.646721 = -78350926.636150 nChanged 10 Iteration 135Q (1166.320000 sec): 25 clusters Score: Raw -78404038.346938 + Penalty 53111.646721 = -78350926.700217 nChanged 12 Iteration 136Q (1170.400000 sec): 25 clusters Score: Raw -78404038.425293 + Penalty 53111.646721 = -78350926.778572 nChanged 7 Iteration 137Q (1174.490000 sec): 25 clusters Score: Raw -78404038.474202 + Penalty 53111.646721 = -78350926.827480 nChanged 6 Iteration 138Q (1178.590000 sec): 25 clusters Score: Raw -78404038.514350 + Penalty 53111.646721 = -78350926.867628 nChanged 9 Writing temp clu file Compute initial score before splitting: Score: Raw -78404038.514350 + Penalty 53111.646721 = -78350926.867628 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (15276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1178.740000 sec): 2 clusters Score: Raw -1407872.895250 + Penalty 1565.531215 = -1406307.364035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1178.780000 sec): 3 clusters Score: Raw -1398917.083836 + Penalty 3131.062431 = -1395786.021405 nChanged 6782 SP:Iteration 1F (1178.820000 sec): 3 clusters Score: Raw -1402773.157242 + Penalty 3131.062431 = -1399642.094811 nChanged 997 SP:Iteration 2F (1178.860000 sec): 3 clusters Score: Raw -1403292.725937 + Penalty 3131.062431 = -1400161.663507 nChanged 973 SP:Iteration 3F (1178.900000 sec): 3 clusters Score: Raw -1403897.894891 + Penalty 3131.062431 = -1400766.832461 nChanged 1031 SP:Iteration 4F (1178.940000 sec): 3 clusters Score: Raw -1404639.856637 + Penalty 3131.062431 = -1401508.794206 nChanged 1062 SP:Iteration 5F (1178.970000 sec): 3 clusters Score: Raw -1405553.484713 + Penalty 3131.062431 = -1402422.422282 nChanged 1032 SP:Iteration 6F (1179.010000 sec): 3 clusters Score: Raw -1406523.125414 + Penalty 3131.062431 = -1403392.062984 nChanged 914 SP:Iteration 7F (1179.050000 sec): 3 clusters Score: Raw -1407378.295097 + Penalty 3131.062431 = -1404247.232667 nChanged 622 SP:Iteration 8Q (1179.090000 sec): 3 clusters Score: Raw -1407901.479394 + Penalty 3131.062431 = -1404770.416963 nChanged 403 SP:Iteration 9Q (1179.120000 sec): 3 clusters Score: Raw -1408240.688114 + Penalty 3131.062431 = -1405109.625683 nChanged 252 SP:Iteration 10Q (1179.160000 sec): 3 clusters Score: Raw -1408423.107785 + Penalty 3131.062431 = -1405292.045354 nChanged 168 SP:Iteration 11Q (1179.190000 sec): 3 clusters Score: Raw -1408545.719650 + Penalty 3131.062431 = -1405414.657219 nChanged 127 SP:Iteration 12Q (1179.220000 sec): 3 clusters Score: Raw -1408620.053672 + Penalty 3131.062431 = -1405488.991241 nChanged 102 SP:Iteration 13Q (1179.250000 sec): 3 clusters Score: Raw -1408663.864567 + Penalty 3131.062431 = -1405532.802136 nChanged 73 SP:Iteration 14Q (1179.280000 sec): 3 clusters Score: Raw -1408690.128039 + Penalty 3131.062431 = -1405559.065609 nChanged 44 SP:Iteration 15Q (1179.310000 sec): 3 clusters Score: Raw -1408707.976406 + Penalty 3131.062431 = -1405576.913975 nChanged 44 SP:Iteration 16Q (1179.340000 sec): 3 clusters Score: Raw -1408724.949143 + Penalty 3131.062431 = -1405593.886713 nChanged 42 SP:Iteration 17Q (1179.370000 sec): 3 clusters Score: Raw -1408741.615667 + Penalty 3131.062431 = -1405610.553237 nChanged 33 SP:Iteration 18Q (1179.400000 sec): 3 clusters Score: Raw -1408750.873352 + Penalty 3131.062431 = -1405619.810921 nChanged 24 SP:Iteration 19Q (1179.430000 sec): 3 clusters Score: Raw -1408757.443747 + Penalty 3131.062431 = -1405626.381316 nChanged 14 SP:Iteration 20F (1179.470000 sec): 3 clusters Score: Raw -1408760.234814 + Penalty 3131.062431 = -1405629.172384 nChanged 12 SP:Iteration 21Q (1179.500000 sec): 3 clusters Score: Raw -1408762.392350 + Penalty 3131.062431 = -1405631.329919 nChanged 5 SP:Iteration 22Q (1179.530000 sec): 3 clusters Score: Raw -1408763.098156 + Penalty 3131.062431 = -1405632.035725 nChanged 0 SP:Iteration 23F (1179.560000 sec): 3 clusters Score: Raw -1408763.098156 + Penalty 3131.062431 = -1405632.035725 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (11869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1179.600000 sec): 2 clusters Score: Raw -1118490.848046 + Penalty 1524.523851 = -1116966.324195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1179.630000 sec): 3 clusters Score: Raw -1111625.777886 + Penalty 3049.047702 = -1108576.730184 nChanged 5254 SP:Iteration 1F (1179.660000 sec): 3 clusters Score: Raw -1114315.395865 + Penalty 3049.047702 = -1111266.348163 nChanged 674 SP:Iteration 2F (1179.690000 sec): 3 clusters Score: Raw -1114604.666619 + Penalty 3049.047702 = -1111555.618917 nChanged 635 SP:Iteration 3F (1179.720000 sec): 3 clusters Score: Raw -1114902.012167 + Penalty 3049.047702 = -1111852.964465 nChanged 580 SP:Iteration 4Q (1179.740000 sec): 3 clusters Score: Raw -1115204.022338 + Penalty 3049.047702 = -1112154.974635 nChanged 558 SP:Iteration 5Q (1179.780000 sec): 3 clusters Score: Raw -1115550.492057 + Penalty 3049.047702 = -1112501.444355 nChanged 619 SP:Iteration 6F (1179.800000 sec): 3 clusters Score: Raw -1115981.650810 + Penalty 3049.047702 = -1112932.603107 nChanged 679 SP:Iteration 7F (1179.830000 sec): 3 clusters Score: Raw -1116496.873923 + Penalty 3049.047702 = -1113447.826221 nChanged 666 SP:Iteration 8F (1179.860000 sec): 3 clusters Score: Raw -1117034.603479 + Penalty 3049.047702 = -1113985.555777 nChanged 597 SP:Iteration 9F (1179.890000 sec): 3 clusters Score: Raw -1117520.362242 + Penalty 3049.047702 = -1114471.314540 nChanged 451 SP:Iteration 10Q (1179.920000 sec): 3 clusters Score: Raw -1117898.615611 + Penalty 3049.047702 = -1114849.567908 nChanged 331 SP:Iteration 11Q (1179.950000 sec): 3 clusters Score: Raw -1118196.507445 + Penalty 3049.047702 = -1115147.459743 nChanged 214 SP:Iteration 12Q (1179.970000 sec): 3 clusters Score: Raw -1118394.518762 + Penalty 3049.047702 = -1115345.471060 nChanged 146 SP:Iteration 13Q (1180.000000 sec): 3 clusters Score: Raw -1118525.380865 + Penalty 3049.047702 = -1115476.333163 nChanged 79 SP:Iteration 14Q (1180.020000 sec): 3 clusters Score: Raw -1118591.566829 + Penalty 3049.047702 = -1115542.519127 nChanged 44 SP:Iteration 15Q (1180.040000 sec): 3 clusters Score: Raw -1118634.450140 + Penalty 3049.047702 = -1115585.402438 nChanged 36 SP:Iteration 16Q (1180.060000 sec): 3 clusters Score: Raw -1118674.287775 + Penalty 3049.047702 = -1115625.240072 nChanged 21 SP:Iteration 17Q (1180.080000 sec): 3 clusters Score: Raw -1118690.637902 + Penalty 3049.047702 = -1115641.590200 nChanged 11 SP:Iteration 18Q (1180.100000 sec): 3 clusters Score: Raw -1118700.836689 + Penalty 3049.047702 = -1115651.788986 nChanged 7 SP:Iteration 19Q (1180.120000 sec): 3 clusters Score: Raw -1118704.471100 + Penalty 3049.047702 = -1115655.423397 nChanged 3 SP:Iteration 20F (1180.160000 sec): 3 clusters Score: Raw -1118708.712425 + Penalty 3049.047702 = -1115659.664723 nChanged 2 SP:Iteration 21Q (1180.180000 sec): 3 clusters Score: Raw -1118711.124274 + Penalty 3049.047702 = -1115662.076571 nChanged 0 SP:Iteration 22F (1180.200000 sec): 3 clusters Score: Raw -1118711.124274 + Penalty 3049.047702 = -1115662.076571 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.210000 sec): 2 clusters Score: Raw -25585.228934 + Penalty 928.481581 = -24656.747353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.210000 sec): 3 clusters Score: Raw -25658.883403 + Penalty 1856.963162 = -23801.920241 nChanged 42 SP:Iteration 1F (1180.220000 sec): 3 clusters Score: Raw -25772.116236 + Penalty 1856.963162 = -23915.153074 nChanged 15 SP:Iteration 2Q (1180.220000 sec): 3 clusters Score: Raw -25810.616350 + Penalty 1856.963162 = -23953.653188 nChanged 10 SP:Iteration 3Q (1180.220000 sec): 3 clusters Score: Raw -25842.311165 + Penalty 1856.963162 = -23985.348003 nChanged 8 SP:Iteration 4Q (1180.220000 sec): 3 clusters Score: Raw -25866.728144 + Penalty 1856.963162 = -24009.764982 nChanged 9 SP:Iteration 5Q (1180.220000 sec): 3 clusters Score: Raw -25899.685231 + Penalty 1856.963162 = -24042.722069 nChanged 9 SP:Iteration 6Q (1180.220000 sec): 3 clusters Score: Raw -25942.445149 + Penalty 1856.963162 = -24085.481987 nChanged 4 SP:Iteration 7Q (1180.220000 sec): 3 clusters Score: Raw -25968.340201 + Penalty 1856.963162 = -24111.377039 nChanged 3 SP:Iteration 8Q (1180.220000 sec): 3 clusters Score: Raw -25994.536679 + Penalty 1856.963162 = -24137.573517 nChanged 5 SP:Iteration 9Q (1180.220000 sec): 3 clusters Score: Raw -26016.632526 + Penalty 1856.963162 = -24159.669365 nChanged 7 SP:Iteration 10Q (1180.220000 sec): 3 clusters Score: Raw -26058.523600 + Penalty 1856.963162 = -24201.560438 nChanged 3 SP:Iteration 11Q (1180.220000 sec): 3 clusters Score: Raw -26092.531209 + Penalty 1856.963162 = -24235.568047 nChanged 5 SP:Iteration 12Q (1180.220000 sec): 3 clusters Score: Raw -26119.380043 + Penalty 1856.963162 = -24262.416881 nChanged 0 SP:Iteration 13F (1180.220000 sec): 3 clusters Score: Raw -26119.380043 + Penalty 1856.963162 = -24262.416881 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (25156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.300000 sec): 2 clusters Score: Raw -2339018.428413 + Penalty 1646.588404 = -2337371.840009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.360000 sec): 3 clusters Score: Raw -2323688.134143 + Penalty 3293.176808 = -2320394.957335 nChanged 11539 SP:Iteration 1F (1180.420000 sec): 3 clusters Score: Raw -2330255.396173 + Penalty 3293.176808 = -2326962.219365 nChanged 1348 SP:Iteration 2F (1180.490000 sec): 3 clusters Score: Raw -2330901.539856 + Penalty 3293.176808 = -2327608.363048 nChanged 1439 SP:Iteration 3F (1180.550000 sec): 3 clusters Score: Raw -2331749.903368 + Penalty 3293.176808 = -2328456.726560 nChanged 1696 SP:Iteration 4F (1180.610000 sec): 3 clusters Score: Raw -2332963.809468 + Penalty 3293.176808 = -2329670.632661 nChanged 1946 SP:Iteration 5F (1180.680000 sec): 3 clusters Score: Raw -2334625.036496 + Penalty 3293.176808 = -2331331.859688 nChanged 1986 SP:Iteration 6F (1180.740000 sec): 3 clusters Score: Raw -2336503.200363 + Penalty 3293.176808 = -2333210.023555 nChanged 1599 SP:Iteration 7F (1180.800000 sec): 3 clusters Score: Raw -2338029.057835 + Penalty 3293.176808 = -2334735.881027 nChanged 1013 SP:Iteration 8Q (1180.860000 sec): 3 clusters Score: Raw -2338994.092800 + Penalty 3293.176808 = -2335700.915993 nChanged 524 SP:Iteration 9Q (1180.920000 sec): 3 clusters Score: Raw -2339469.327161 + Penalty 3293.176808 = -2336176.150353 nChanged 254 SP:Iteration 10Q (1180.970000 sec): 3 clusters Score: Raw -2339714.323003 + Penalty 3293.176808 = -2336421.146196 nChanged 130 SP:Iteration 11Q (1181.020000 sec): 3 clusters Score: Raw -2339853.932608 + Penalty 3293.176808 = -2336560.755800 nChanged 75 SP:Iteration 12Q (1181.070000 sec): 3 clusters Score: Raw -2339952.781709 + Penalty 3293.176808 = -2336659.604902 nChanged 46 SP:Iteration 13Q (1181.110000 sec): 3 clusters Score: Raw -2339996.372252 + Penalty 3293.176808 = -2336703.195444 nChanged 32 SP:Iteration 14Q (1181.160000 sec): 3 clusters Score: Raw -2340020.695348 + Penalty 3293.176808 = -2336727.518541 nChanged 17 SP:Iteration 15Q (1181.200000 sec): 3 clusters Score: Raw -2340030.177291 + Penalty 3293.176808 = -2336737.000484 nChanged 19 SP:Iteration 16Q (1181.240000 sec): 3 clusters Score: Raw -2340038.412993 + Penalty 3293.176808 = -2336745.236186 nChanged 7 SP:Iteration 17Q (1181.290000 sec): 3 clusters Score: Raw -2340040.253636 + Penalty 3293.176808 = -2336747.076829 nChanged 1 SP:Iteration 18Q (1181.330000 sec): 3 clusters Score: Raw -2340040.650716 + Penalty 3293.176808 = -2336747.473909 nChanged 2 SP:Iteration 19Q (1181.380000 sec): 3 clusters Score: Raw -2340041.477765 + Penalty 3293.176808 = -2336748.300957 nChanged 3 SP:Iteration 20F (1181.440000 sec): 3 clusters Score: Raw -2340060.730572 + Penalty 3293.176808 = -2336767.553764 nChanged 8 SP:Iteration 21Q (1181.480000 sec): 3 clusters Score: Raw -2340072.977089 + Penalty 3293.176808 = -2336779.800282 nChanged 14 SP:Iteration 22Q (1181.520000 sec): 3 clusters Score: Raw -2340088.391477 + Penalty 3293.176808 = -2336795.214670 nChanged 18 SP:Iteration 23Q (1181.570000 sec): 3 clusters Score: Raw -2340103.186864 + Penalty 3293.176808 = -2336810.010056 nChanged 14 SP:Iteration 24Q (1181.610000 sec): 3 clusters Score: Raw -2340107.848177 + Penalty 3293.176808 = -2336814.671369 nChanged 7 SP:Iteration 25Q (1181.650000 sec): 3 clusters Score: Raw -2340112.929417 + Penalty 3293.176808 = -2336819.752609 nChanged 8 SP:Iteration 26Q (1181.700000 sec): 3 clusters Score: Raw -2340117.255626 + Penalty 3293.176808 = -2336824.078818 nChanged 6 SP:Iteration 27Q (1181.740000 sec): 3 clusters Score: Raw -2340119.939618 + Penalty 3293.176808 = -2336826.762810 nChanged 3 SP:Iteration 28Q (1181.780000 sec): 3 clusters Score: Raw -2340121.110880 + Penalty 3293.176808 = -2336827.934073 nChanged 2 SP:Iteration 29Q (1181.830000 sec): 3 clusters Score: Raw -2340122.050869 + Penalty 3293.176808 = -2336828.874061 nChanged 5 SP:Iteration 30Q (1181.870000 sec): 3 clusters Score: Raw -2340124.346440 + Penalty 3293.176808 = -2336831.169633 nChanged 4 SP:Iteration 31Q (1181.920000 sec): 3 clusters Score: Raw -2340125.938656 + Penalty 3293.176808 = -2336832.761849 nChanged 1 SP:Iteration 32Q (1181.960000 sec): 3 clusters Score: Raw -2340126.028398 + Penalty 3293.176808 = -2336832.851590 nChanged 1 SP:Iteration 33Q (1182.000000 sec): 3 clusters Score: Raw -2340126.288689 + Penalty 3293.176808 = -2336833.111881 nChanged 1 SP:Iteration 34Q (1182.040000 sec): 3 clusters Score: Raw -2340126.587536 + Penalty 3293.176808 = -2336833.410728 nChanged 0 SP:Iteration 35F (1182.110000 sec): 3 clusters Score: Raw -2340126.587536 + Penalty 3293.176808 = -2336833.410728 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.120000 sec): 2 clusters Score: Raw -32167.205853 + Penalty 957.840461 = -31209.365392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.120000 sec): 3 clusters Score: Raw -32191.003758 + Penalty 1915.680921 = -30275.322837 nChanged 70 SP:Iteration 1F (1182.120000 sec): 3 clusters Score: Raw -32348.315927 + Penalty 1915.680921 = -30432.635006 nChanged 19 SP:Iteration 2F (1182.120000 sec): 3 clusters Score: Raw -32395.620207 + Penalty 1915.680921 = -30479.939286 nChanged 13 SP:Iteration 3Q (1182.120000 sec): 3 clusters Score: Raw -32429.837015 + Penalty 1915.680921 = -30514.156094 nChanged 11 SP:Iteration 4Q (1182.120000 sec): 3 clusters Score: Raw -32452.712841 + Penalty 1915.680921 = -30537.031920 nChanged 7 SP:Iteration 5Q (1182.130000 sec): 3 clusters Score: Raw -32468.317969 + Penalty 1915.680921 = -30552.637048 nChanged 7 SP:Iteration 6Q (1182.130000 sec): 3 clusters Score: Raw -32484.464320 + Penalty 1915.680921 = -30568.783399 nChanged 2 SP:Iteration 7Q (1182.130000 sec): 3 clusters Score: Raw -32495.701014 + Penalty 1915.680921 = -30580.020093 nChanged 5 SP:Iteration 8Q (1182.130000 sec): 3 clusters Score: Raw -32514.444682 + Penalty 1915.680921 = -30598.763761 nChanged 7 SP:Iteration 9Q (1182.140000 sec): 3 clusters Score: Raw -32540.208025 + Penalty 1915.680921 = -30624.527104 nChanged 4 SP:Iteration 10Q (1182.140000 sec): 3 clusters Score: Raw -32550.781489 + Penalty 1915.680921 = -30635.100568 nChanged 3 SP:Iteration 11Q (1182.140000 sec): 3 clusters Score: Raw -32556.203438 + Penalty 1915.680921 = -30640.522517 nChanged 2 SP:Iteration 12Q (1182.140000 sec): 3 clusters Score: Raw -32562.278271 + Penalty 1915.680921 = -30646.597350 nChanged 4 SP:Iteration 13Q (1182.140000 sec): 3 clusters Score: Raw -32570.761379 + Penalty 1915.680921 = -30655.080458 nChanged 7 SP:Iteration 14Q (1182.140000 sec): 3 clusters Score: Raw -32602.402217 + Penalty 1915.680921 = -30686.721295 nChanged 10 SP:Iteration 15Q (1182.140000 sec): 3 clusters Score: Raw -32664.309513 + Penalty 1915.680921 = -30748.628592 nChanged 6 SP:Iteration 16Q (1182.140000 sec): 3 clusters Score: Raw -32736.961693 + Penalty 1915.680921 = -30821.280772 nChanged 5 SP:Iteration 17Q (1182.140000 sec): 3 clusters Score: Raw -32825.301173 + Penalty 1915.680921 = -30909.620252 nChanged 6 SP:Iteration 18Q (1182.140000 sec): 3 clusters Score: Raw -32891.632764 + Penalty 1915.680921 = -30975.951843 nChanged 9 SP:Iteration 19Q (1182.150000 sec): 3 clusters Score: Raw -32929.652061 + Penalty 1915.680921 = -31013.971140 nChanged 5 SP:Iteration 20F (1182.150000 sec): 3 clusters Score: Raw -32949.122414 + Penalty 1915.680921 = -31033.441493 nChanged 4 SP:Iteration 21Q (1182.150000 sec): 3 clusters Score: Raw -32965.165282 + Penalty 1915.680921 = -31049.484361 nChanged 3 SP:Iteration 22Q (1182.150000 sec): 3 clusters Score: Raw -32980.396207 + Penalty 1915.680921 = -31064.715286 nChanged 0 SP:Iteration 23F (1182.150000 sec): 3 clusters Score: Raw -32980.396207 + Penalty 1915.680921 = -31064.715286 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (20610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.210000 sec): 2 clusters Score: Raw -2052853.547055 + Penalty 1614.198897 = -2051239.348158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.260000 sec): 3 clusters Score: Raw -2040456.614481 + Penalty 3228.397794 = -2037228.216687 nChanged 9332 SP:Iteration 1F (1182.310000 sec): 3 clusters Score: Raw -2045432.142308 + Penalty 3228.397794 = -2042203.744514 nChanged 1028 SP:Iteration 2Q (1182.370000 sec): 3 clusters Score: Raw -2045776.677298 + Penalty 3228.397794 = -2042548.279504 nChanged 934 SP:Iteration 3Q (1182.420000 sec): 3 clusters Score: Raw -2046108.330427 + Penalty 3228.397794 = -2042879.932633 nChanged 909 SP:Iteration 4Q (1182.470000 sec): 3 clusters Score: Raw -2046468.977355 + Penalty 3228.397794 = -2043240.579561 nChanged 1041 SP:Iteration 5F (1182.520000 sec): 3 clusters Score: Raw -2047003.351507 + Penalty 3228.397794 = -2043774.953713 nChanged 1357 SP:Iteration 6F (1182.570000 sec): 3 clusters Score: Raw -2047906.258325 + Penalty 3228.397794 = -2044677.860531 nChanged 1557 SP:Iteration 7F (1182.630000 sec): 3 clusters Score: Raw -2049119.868961 + Penalty 3228.397794 = -2045891.471167 nChanged 1559 SP:Iteration 8F (1182.680000 sec): 3 clusters Score: Raw -2050539.993108 + Penalty 3228.397794 = -2047311.595314 nChanged 1235 SP:Iteration 9F (1182.730000 sec): 3 clusters Score: Raw -2051766.560069 + Penalty 3228.397794 = -2048538.162275 nChanged 767 SP:Iteration 10Q (1182.780000 sec): 3 clusters Score: Raw -2052528.999210 + Penalty 3228.397794 = -2049300.601416 nChanged 292 SP:Iteration 11Q (1182.820000 sec): 3 clusters Score: Raw -2052830.605770 + Penalty 3228.397794 = -2049602.207976 nChanged 95 SP:Iteration 12Q (1182.860000 sec): 3 clusters Score: Raw -2052959.028044 + Penalty 3228.397794 = -2049730.630250 nChanged 28 SP:Iteration 13Q (1182.900000 sec): 3 clusters Score: Raw -2053005.936316 + Penalty 3228.397794 = -2049777.538522 nChanged 15 SP:Iteration 14Q (1182.940000 sec): 3 clusters Score: Raw -2053034.015525 + Penalty 3228.397794 = -2049805.617731 nChanged 8 SP:Iteration 15Q (1182.970000 sec): 3 clusters Score: Raw -2053044.049758 + Penalty 3228.397794 = -2049815.651964 nChanged 1 SP:Iteration 16Q (1183.010000 sec): 3 clusters Score: Raw -2053044.715543 + Penalty 3228.397794 = -2049816.317749 nChanged 1 SP:Iteration 17Q (1183.050000 sec): 3 clusters Score: Raw -2053046.795624 + Penalty 3228.397794 = -2049818.397830 nChanged 1 SP:Iteration 18Q (1183.080000 sec): 3 clusters Score: Raw -2053048.411145 + Penalty 3228.397794 = -2049820.013351 nChanged 1 SP:Iteration 19Q (1183.120000 sec): 3 clusters Score: Raw -2053050.024026 + Penalty 3228.397794 = -2049821.626232 nChanged 1 SP:Iteration 20F (1183.170000 sec): 3 clusters Score: Raw -2053051.178365 + Penalty 3228.397794 = -2049822.780571 nChanged 1 SP:Iteration 21Q (1183.210000 sec): 3 clusters Score: Raw -2053053.492202 + Penalty 3228.397794 = -2049825.094408 nChanged 0 SP:Iteration 22F (1183.250000 sec): 3 clusters Score: Raw -2053053.492202 + Penalty 3228.397794 = -2049825.094408 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.270000 sec): 2 clusters Score: Raw -35102.004632 + Penalty 979.595260 = -34122.409373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.270000 sec): 3 clusters Score: Raw -35247.023082 + Penalty 1959.190519 = -33287.832563 nChanged 95 SP:Iteration 1F (1183.270000 sec): 3 clusters Score: Raw -35485.446513 + Penalty 1959.190519 = -33526.255994 nChanged 38 SP:Iteration 2F (1183.270000 sec): 3 clusters Score: Raw -35658.566222 + Penalty 1959.190519 = -33699.375703 nChanged 24 SP:Iteration 3F (1183.270000 sec): 3 clusters Score: Raw -35762.991597 + Penalty 1959.190519 = -33803.801077 nChanged 12 SP:Iteration 4Q (1183.270000 sec): 3 clusters Score: Raw -35813.226985 + Penalty 1959.190519 = -33854.036466 nChanged 8 SP:Iteration 5Q (1183.270000 sec): 3 clusters Score: Raw -35838.611297 + Penalty 1959.190519 = -33879.420778 nChanged 6 SP:Iteration 6Q (1183.270000 sec): 3 clusters Score: Raw -35860.953377 + Penalty 1959.190519 = -33901.762858 nChanged 1 SP:Iteration 7Q (1183.280000 sec): 3 clusters Score: Raw -35866.214635 + Penalty 1959.190519 = -33907.024116 nChanged 3 SP:Iteration 8Q (1183.280000 sec): 3 clusters Score: Raw -35878.812240 + Penalty 1959.190519 = -33919.621721 nChanged 2 SP:Iteration 9Q (1183.280000 sec): 3 clusters Score: Raw -35888.095077 + Penalty 1959.190519 = -33928.904558 nChanged 3 SP:Iteration 10Q (1183.280000 sec): 3 clusters Score: Raw -35906.631826 + Penalty 1959.190519 = -33947.441307 nChanged 2 SP:Iteration 11Q (1183.280000 sec): 3 clusters Score: Raw -35908.741010 + Penalty 1959.190519 = -33949.550490 nChanged 1 SP:Iteration 12Q (1183.280000 sec): 3 clusters Score: Raw -35910.739804 + Penalty 1959.190519 = -33951.549285 nChanged 1 SP:Iteration 13Q (1183.280000 sec): 3 clusters Score: Raw -35913.001762 + Penalty 1959.190519 = -33953.811243 nChanged 0 SP:Iteration 14F (1183.280000 sec): 3 clusters Score: Raw -35913.001762 + Penalty 1959.190519 = -33953.811243 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (1204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.290000 sec): 2 clusters Score: Raw -111147.587597 + Penalty 1152.678252 = -109994.909345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.290000 sec): 3 clusters Score: Raw -110767.437870 + Penalty 2305.356503 = -108462.081367 nChanged 361 SP:Iteration 1F (1183.290000 sec): 3 clusters Score: Raw -111150.557796 + Penalty 2305.356503 = -108845.201292 nChanged 104 SP:Iteration 2F (1183.300000 sec): 3 clusters Score: Raw -111325.239736 + Penalty 2305.356503 = -109019.883233 nChanged 81 SP:Iteration 3F (1183.300000 sec): 3 clusters Score: Raw -111454.224088 + Penalty 2305.356503 = -109148.867585 nChanged 71 SP:Iteration 4F (1183.300000 sec): 3 clusters Score: Raw -111568.968571 + Penalty 2305.356503 = -109263.612068 nChanged 65 SP:Iteration 5F (1183.300000 sec): 3 clusters Score: Raw -111645.367415 + Penalty 2305.356503 = -109340.010912 nChanged 41 SP:Iteration 6Q (1183.310000 sec): 3 clusters Score: Raw -111697.838384 + Penalty 2305.356503 = -109392.481881 nChanged 31 SP:Iteration 7Q (1183.310000 sec): 3 clusters Score: Raw -111734.125476 + Penalty 2305.356503 = -109428.768972 nChanged 24 SP:Iteration 8Q (1183.320000 sec): 3 clusters Score: Raw -111764.145764 + Penalty 2305.356503 = -109458.789261 nChanged 18 SP:Iteration 9Q (1183.320000 sec): 3 clusters Score: Raw -111781.713107 + Penalty 2305.356503 = -109476.356604 nChanged 13 SP:Iteration 10Q (1183.320000 sec): 3 clusters Score: Raw -111796.216370 + Penalty 2305.356503 = -109490.859867 nChanged 8 SP:Iteration 11Q (1183.320000 sec): 3 clusters Score: Raw -111805.631681 + Penalty 2305.356503 = -109500.275178 nChanged 3 SP:Iteration 12Q (1183.330000 sec): 3 clusters Score: Raw -111808.556298 + Penalty 2305.356503 = -109503.199795 nChanged 2 SP:Iteration 13Q (1183.330000 sec): 3 clusters Score: Raw -111810.115715 + Penalty 2305.356503 = -109504.759211 nChanged 1 SP:Iteration 14Q (1183.330000 sec): 3 clusters Score: Raw -111810.728192 + Penalty 2305.356503 = -109505.371689 nChanged 0 SP:Iteration 15F (1183.340000 sec): 3 clusters Score: Raw -111810.728192 + Penalty 2305.356503 = -109505.371689 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (474110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.640000 sec): 2 clusters Score: Raw -45856693.291130 + Penalty 2123.744129 = -45854569.547001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.860000 sec): 3 clusters Score: Raw -45537871.357634 + Penalty 4247.488258 = -45533623.869376 nChanged 232437 SP:Iteration 1F (1187.080000 sec): 3 clusters Score: Raw -45677546.382430 + Penalty 4247.488258 = -45673298.894172 nChanged 9696 SP:Iteration 2Q (1188.310000 sec): 3 clusters Score: Raw -45678994.815215 + Penalty 4247.488258 = -45674747.326957 nChanged 10530 SP:Iteration 3Q (1189.560000 sec): 3 clusters Score: Raw -45680873.286985 + Penalty 4247.488258 = -45676625.798727 nChanged 12148 SP:Iteration 4Q (1190.790000 sec): 3 clusters Score: Raw -45683599.408945 + Penalty 4247.488258 = -45679351.920686 nChanged 14517 SP:Iteration 5Q (1192.030000 sec): 3 clusters Score: Raw -45687901.062256 + Penalty 4247.488258 = -45683653.573998 nChanged 18120 SP:Iteration 6Q (1193.280000 sec): 3 clusters Score: Raw -45695194.688079 + Penalty 4247.488258 = -45690947.199820 nChanged 22959 SP:Iteration 7Q (1194.510000 sec): 3 clusters Score: Raw -45707742.553447 + Penalty 4247.488258 = -45703495.065189 nChanged 28142 SP:Iteration 8F (1195.730000 sec): 3 clusters Score: Raw -45727741.423158 + Penalty 4247.488258 = -45723493.934900 nChanged 31225 SP:Iteration 9F (1196.950000 sec): 3 clusters Score: Raw -45751496.636321 + Penalty 4247.488258 = -45747249.148063 nChanged 27916 SP:Iteration 10F (1198.160000 sec): 3 clusters Score: Raw -45767791.177771 + Penalty 4247.488258 = -45763543.689513 nChanged 18675 SP:Iteration 11Q (1199.360000 sec): 3 clusters Score: Raw -45773849.282693 + Penalty 4247.488258 = -45769601.794434 nChanged 10292 SP:Iteration 12Q (1200.560000 sec): 3 clusters Score: Raw -45776055.743573 + Penalty 4247.488258 = -45771808.255314 nChanged 7103 SP:Iteration 13Q (1201.750000 sec): 3 clusters Score: Raw -45777585.605429 + Penalty 4247.488258 = -45773338.117171 nChanged 7129 SP:Iteration 14Q (1202.940000 sec): 3 clusters Score: Raw -45779243.007097 + Penalty 4247.488258 = -45774995.518838 nChanged 7880 SP:Iteration 15Q (1204.120000 sec): 3 clusters Score: Raw -45781252.424825 + Penalty 4247.488258 = -45777004.936567 nChanged 8572 SP:Iteration 16Q (1205.280000 sec): 3 clusters Score: Raw -45783610.792517 + Penalty 4247.488258 = -45779363.304258 nChanged 9112 SP:Iteration 17Q (1206.430000 sec): 3 clusters Score: Raw -45786360.386251 + Penalty 4247.488258 = -45782112.897992 nChanged 9713 SP:Iteration 18Q (1207.570000 sec): 3 clusters Score: Raw -45789574.140758 + Penalty 4247.488258 = -45785326.652499 nChanged 10285 SP:Iteration 19Q (1208.710000 sec): 3 clusters Score: Raw -45793333.073985 + Penalty 4247.488258 = -45789085.585726 nChanged 10958 SP:Iteration 20F (1209.930000 sec): 3 clusters Score: Raw -45797758.378417 + Penalty 4247.488258 = -45793510.890158 nChanged 11248 SP:Iteration 21Q (1211.030000 sec): 3 clusters Score: Raw -45802742.538768 + Penalty 4247.488258 = -45798495.050510 nChanged 11452 SP:Iteration 22Q (1212.110000 sec): 3 clusters Score: Raw -45808265.302028 + Penalty 4247.488258 = -45804017.813770 nChanged 11348 SP:Iteration 23Q (1213.190000 sec): 3 clusters Score: Raw -45814193.477413 + Penalty 4247.488258 = -45809945.989155 nChanged 11117 SP:Iteration 24Q (1214.230000 sec): 3 clusters Score: Raw -45820469.573873 + Penalty 4247.488258 = -45816222.085614 nChanged 10509 SP:Iteration 25Q (1215.250000 sec): 3 clusters Score: Raw -45826832.875630 + Penalty 4247.488258 = -45822585.387372 nChanged 9528 SP:Iteration 26Q (1216.240000 sec): 3 clusters Score: Raw -45832916.198751 + Penalty 4247.488258 = -45828668.710492 nChanged 8377 SP:Iteration 27Q (1217.210000 sec): 3 clusters Score: Raw -45838571.824733 + Penalty 4247.488258 = -45834324.336475 nChanged 7023 SP:Iteration 28Q (1218.150000 sec): 3 clusters Score: Raw -45843471.694948 + Penalty 4247.488258 = -45839224.206690 nChanged 5506 SP:Iteration 29Q (1219.070000 sec): 3 clusters Score: Raw -45847344.831799 + Penalty 4247.488258 = -45843097.343541 nChanged 4132 SP:Iteration 30Q (1219.950000 sec): 3 clusters Score: Raw -45850229.612583 + Penalty 4247.488258 = -45845982.124325 nChanged 3024 SP:Iteration 31Q (1220.820000 sec): 3 clusters Score: Raw -45852301.368188 + Penalty 4247.488258 = -45848053.879930 nChanged 2164 SP:Iteration 32Q (1221.670000 sec): 3 clusters Score: Raw -45853716.144476 + Penalty 4247.488258 = -45849468.656218 nChanged 1514 SP:Iteration 33Q (1222.530000 sec): 3 clusters Score: Raw -45854672.505074 + Penalty 4247.488258 = -45850425.016816 nChanged 1109 SP:Iteration 34Q (1223.370000 sec): 3 clusters Score: Raw -45855372.811731 + Penalty 4247.488258 = -45851125.323473 nChanged 835 SP:Iteration 35Q (1224.200000 sec): 3 clusters Score: Raw -45855880.843853 + Penalty 4247.488258 = -45851633.355595 nChanged 600 SP:Iteration 36Q (1225.040000 sec): 3 clusters Score: Raw -45856224.326734 + Penalty 4247.488258 = -45851976.838475 nChanged 483 SP:Iteration 37Q (1225.870000 sec): 3 clusters Score: Raw -45856489.853665 + Penalty 4247.488258 = -45852242.365407 nChanged 374 SP:Iteration 38Q (1226.700000 sec): 3 clusters Score: Raw -45856692.120005 + Penalty 4247.488258 = -45852444.631746 nChanged 275 SP:Iteration 39Q (1227.530000 sec): 3 clusters Score: Raw -45856827.167912 + Penalty 4247.488258 = -45852579.679654 nChanged 206 SP:Iteration 40F (1228.730000 sec): 3 clusters Score: Raw -45856925.999007 + Penalty 4247.488258 = -45852678.510749 nChanged 163 SP:Iteration 41Q (1229.560000 sec): 3 clusters Score: Raw -45857004.588985 + Penalty 4247.488258 = -45852757.100727 nChanged 143 SP:Iteration 42Q (1230.380000 sec): 3 clusters Score: Raw -45857076.877339 + Penalty 4247.488258 = -45852829.389081 nChanged 125 SP:Iteration 43Q (1231.210000 sec): 3 clusters Score: Raw -45857134.524596 + Penalty 4247.488258 = -45852887.036338 nChanged 105 SP:Iteration 44Q (1232.040000 sec): 3 clusters Score: Raw -45857181.573316 + Penalty 4247.488258 = -45852934.085058 nChanged 86 SP:Iteration 45Q (1232.860000 sec): 3 clusters Score: Raw -45857217.025245 + Penalty 4247.488258 = -45852969.536987 nChanged 83 SP:Iteration 46Q (1233.680000 sec): 3 clusters Score: Raw -45857250.581633 + Penalty 4247.488258 = -45853003.093374 nChanged 83 SP:Iteration 47Q (1234.510000 sec): 3 clusters Score: Raw -45857283.811062 + Penalty 4247.488258 = -45853036.322804 nChanged 67 SP:Iteration 48Q (1235.330000 sec): 3 clusters Score: Raw -45857307.586024 + Penalty 4247.488258 = -45853060.097765 nChanged 48 SP:Iteration 49Q (1236.150000 sec): 3 clusters Score: Raw -45857323.687217 + Penalty 4247.488258 = -45853076.198959 nChanged 49 SP:Iteration 50Q (1236.980000 sec): 3 clusters Score: Raw -45857339.454762 + Penalty 4247.488258 = -45853091.966503 nChanged 46 SP:Iteration 51Q (1237.800000 sec): 3 clusters Score: Raw -45857351.765954 + Penalty 4247.488258 = -45853104.277696 nChanged 36 SP:Iteration 52Q (1238.620000 sec): 3 clusters Score: Raw -45857362.162023 + Penalty 4247.488258 = -45853114.673765 nChanged 26 SP:Iteration 53Q (1239.440000 sec): 3 clusters Score: Raw -45857368.738363 + Penalty 4247.488258 = -45853121.250104 nChanged 19 SP:Iteration 54Q (1240.270000 sec): 3 clusters Score: Raw -45857373.076805 + Penalty 4247.488258 = -45853125.588547 nChanged 19 SP:Iteration 55Q (1241.090000 sec): 3 clusters Score: Raw -45857377.464175 + Penalty 4247.488258 = -45853129.975916 nChanged 11 SP:Iteration 56Q (1241.920000 sec): 3 clusters Score: Raw -45857380.343367 + Penalty 4247.488258 = -45853132.855109 nChanged 14 SP:Iteration 57Q (1242.740000 sec): 3 clusters Score: Raw -45857384.684899 + Penalty 4247.488258 = -45853137.196640 nChanged 17 SP:Iteration 58Q (1243.560000 sec): 3 clusters Score: Raw -45857388.762054 + Penalty 4247.488258 = -45853141.273795 nChanged 10 SP:Iteration 59Q (1244.390000 sec): 3 clusters Score: Raw -45857391.009512 + Penalty 4247.488258 = -45853143.521254 nChanged 9 SP:Iteration 60F (1245.590000 sec): 3 clusters Score: Raw -45857398.431016 + Penalty 4247.488258 = -45853150.942758 nChanged 12 SP:Iteration 61Q (1246.420000 sec): 3 clusters Score: Raw -45857403.056707 + Penalty 4247.488258 = -45853155.568448 nChanged 14 SP:Iteration 62Q (1247.240000 sec): 3 clusters Score: Raw -45857406.874535 + Penalty 4247.488258 = -45853159.386276 nChanged 16 SP:Iteration 63Q (1248.060000 sec): 3 clusters Score: Raw -45857410.138323 + Penalty 4247.488258 = -45853162.650065 nChanged 10 SP:Iteration 64Q (1248.880000 sec): 3 clusters Score: Raw -45857412.121551 + Penalty 4247.488258 = -45853164.633293 nChanged 8 SP:Iteration 65Q (1249.710000 sec): 3 clusters Score: Raw -45857413.685680 + Penalty 4247.488258 = -45853166.197422 nChanged 5 SP:Iteration 66Q (1250.530000 sec): 3 clusters Score: Raw -45857415.155901 + Penalty 4247.488258 = -45853167.667643 nChanged 6 SP:Iteration 67Q (1251.360000 sec): 3 clusters Score: Raw -45857416.355408 + Penalty 4247.488258 = -45853168.867149 nChanged 7 SP:Iteration 68Q (1252.180000 sec): 3 clusters Score: Raw -45857417.700206 + Penalty 4247.488258 = -45853170.211947 nChanged 5 SP:Iteration 69Q (1253.010000 sec): 3 clusters Score: Raw -45857418.919041 + Penalty 4247.488258 = -45853171.430783 nChanged 7 SP:Iteration 70Q (1253.830000 sec): 3 clusters Score: Raw -45857420.123225 + Penalty 4247.488258 = -45853172.634967 nChanged 6 SP:Iteration 71Q (1254.650000 sec): 3 clusters Score: Raw -45857422.169083 + Penalty 4247.488258 = -45853174.680825 nChanged 8 SP:Iteration 72Q (1255.470000 sec): 3 clusters Score: Raw -45857425.979481 + Penalty 4247.488258 = -45853178.491223 nChanged 14 SP:Iteration 73Q (1256.290000 sec): 3 clusters Score: Raw -45857428.942012 + Penalty 4247.488258 = -45853181.453754 nChanged 8 SP:Iteration 74Q (1257.120000 sec): 3 clusters Score: Raw -45857430.351842 + Penalty 4247.488258 = -45853182.863584 nChanged 8 SP:Iteration 75Q (1257.940000 sec): 3 clusters Score: Raw -45857432.362352 + Penalty 4247.488258 = -45853184.874093 nChanged 6 SP:Iteration 76Q (1258.760000 sec): 3 clusters Score: Raw -45857433.566031 + Penalty 4247.488258 = -45853186.077772 nChanged 12 SP:Iteration 77Q (1259.590000 sec): 3 clusters Score: Raw -45857436.396306 + Penalty 4247.488258 = -45853188.908047 nChanged 8 SP:Iteration 78Q (1260.410000 sec): 3 clusters Score: Raw -45857438.528625 + Penalty 4247.488258 = -45853191.040366 nChanged 12 SP:Iteration 79Q (1261.230000 sec): 3 clusters Score: Raw -45857441.362533 + Penalty 4247.488258 = -45853193.874275 nChanged 9 SP:Iteration 80F (1262.430000 sec): 3 clusters Score: Raw -45857443.572237 + Penalty 4247.488258 = -45853196.083979 nChanged 11 SP:Iteration 81Q (1263.250000 sec): 3 clusters Score: Raw -45857445.896578 + Penalty 4247.488258 = -45853198.408319 nChanged 9 SP:Iteration 82Q (1264.080000 sec): 3 clusters Score: Raw -45857447.557772 + Penalty 4247.488258 = -45853200.069514 nChanged 3 SP:Iteration 83Q (1264.900000 sec): 3 clusters Score: Raw -45857448.061938 + Penalty 4247.488258 = -45853200.573680 nChanged 3 SP:Iteration 84Q (1265.720000 sec): 3 clusters Score: Raw -45857448.825400 + Penalty 4247.488258 = -45853201.337142 nChanged 7 SP:Iteration 85Q (1266.550000 sec): 3 clusters Score: Raw -45857450.007210 + Penalty 4247.488258 = -45853202.518951 nChanged 5 SP:Iteration 86Q (1267.370000 sec): 3 clusters Score: Raw -45857451.074432 + Penalty 4247.488258 = -45853203.586174 nChanged 3 SP:Iteration 87Q (1268.190000 sec): 3 clusters Score: Raw -45857451.595505 + Penalty 4247.488258 = -45853204.107246 nChanged 1 SP:Iteration 88Q (1269.010000 sec): 3 clusters Score: Raw -45857451.716473 + Penalty 4247.488258 = -45853204.228214 nChanged 1 SP:Iteration 89Q (1269.840000 sec): 3 clusters Score: Raw -45857451.908250 + Penalty 4247.488258 = -45853204.419992 nChanged 1 SP:Iteration 90Q (1270.660000 sec): 3 clusters Score: Raw -45857452.197266 + Penalty 4247.488258 = -45853204.709007 nChanged 3 SP:Iteration 91Q (1271.490000 sec): 3 clusters Score: Raw -45857452.936871 + Penalty 4247.488258 = -45853205.448613 nChanged 4 SP:Iteration 92Q (1272.310000 sec): 3 clusters Score: Raw -45857453.927731 + Penalty 4247.488258 = -45853206.439473 nChanged 3 SP:Iteration 93Q (1273.130000 sec): 3 clusters Score: Raw -45857454.610571 + Penalty 4247.488258 = -45853207.122312 nChanged 0 SP:Iteration 94F (1274.330000 sec): 3 clusters Score: Raw -45857454.610571 + Penalty 4247.488258 = -45853207.122312 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.550000 sec): 2 clusters Score: Raw -28480.228449 + Penalty 949.104269 = -27531.124180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.550000 sec): 3 clusters Score: Raw -28523.958523 + Penalty 1898.208539 = -26625.749985 nChanged 63 SP:Iteration 1F (1274.550000 sec): 3 clusters Score: Raw -28635.171785 + Penalty 1898.208539 = -26736.963246 nChanged 17 SP:Iteration 2Q (1274.560000 sec): 3 clusters Score: Raw -28728.442066 + Penalty 1898.208539 = -26830.233527 nChanged 8 SP:Iteration 3Q (1274.560000 sec): 3 clusters Score: Raw -28758.390803 + Penalty 1898.208539 = -26860.182264 nChanged 9 SP:Iteration 4Q (1274.560000 sec): 3 clusters Score: Raw -28792.500687 + Penalty 1898.208539 = -26894.292148 nChanged 9 SP:Iteration 5Q (1274.560000 sec): 3 clusters Score: Raw -28816.841055 + Penalty 1898.208539 = -26918.632516 nChanged 9 SP:Iteration 6Q (1274.560000 sec): 3 clusters Score: Raw -28839.326787 + Penalty 1898.208539 = -26941.118248 nChanged 9 SP:Iteration 7Q (1274.560000 sec): 3 clusters Score: Raw -28856.388008 + Penalty 1898.208539 = -26958.179469 nChanged 5 SP:Iteration 8Q (1274.560000 sec): 3 clusters Score: Raw -28864.988224 + Penalty 1898.208539 = -26966.779686 nChanged 3 SP:Iteration 9Q (1274.560000 sec): 3 clusters Score: Raw -28874.869278 + Penalty 1898.208539 = -26976.660739 nChanged 3 SP:Iteration 10Q (1274.560000 sec): 3 clusters Score: Raw -28888.791034 + Penalty 1898.208539 = -26990.582495 nChanged 5 SP:Iteration 11Q (1274.560000 sec): 3 clusters Score: Raw -28908.387372 + Penalty 1898.208539 = -27010.178834 nChanged 4 SP:Iteration 12Q (1274.570000 sec): 3 clusters Score: Raw -28942.597010 + Penalty 1898.208539 = -27044.388471 nChanged 3 SP:Iteration 13Q (1274.570000 sec): 3 clusters Score: Raw -28970.674400 + Penalty 1898.208539 = -27072.465862 nChanged 2 SP:Iteration 14Q (1274.570000 sec): 3 clusters Score: Raw -29012.012652 + Penalty 1898.208539 = -27113.804114 nChanged 3 SP:Iteration 15Q (1274.570000 sec): 3 clusters Score: Raw -29019.811859 + Penalty 1898.208539 = -27121.603321 nChanged 2 SP:Iteration 16Q (1274.570000 sec): 3 clusters Score: Raw -29022.268292 + Penalty 1898.208539 = -27124.059754 nChanged 0 SP:Iteration 17F (1274.570000 sec): 3 clusters Score: Raw -29022.268292 + Penalty 1898.208539 = -27124.059754 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (20984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1274.630000 sec): 2 clusters Score: Raw -2088225.502434 + Penalty 1617.121272 = -2086608.381161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1274.690000 sec): 3 clusters Score: Raw -2075498.121911 + Penalty 3234.242545 = -2072263.879367 nChanged 9552 SP:Iteration 1F (1274.740000 sec): 3 clusters Score: Raw -2080864.118301 + Penalty 3234.242545 = -2077629.875757 nChanged 996 SP:Iteration 2Q (1274.790000 sec): 3 clusters Score: Raw -2081284.730386 + Penalty 3234.242545 = -2078050.487842 nChanged 980 SP:Iteration 3Q (1274.850000 sec): 3 clusters Score: Raw -2081784.579372 + Penalty 3234.242545 = -2078550.336827 nChanged 1039 SP:Iteration 4Q (1274.900000 sec): 3 clusters Score: Raw -2082423.366522 + Penalty 3234.242545 = -2079189.123977 nChanged 1155 SP:Iteration 5F (1274.950000 sec): 3 clusters Score: Raw -2083216.018683 + Penalty 3234.242545 = -2079981.776138 nChanged 1125 SP:Iteration 6F (1275.010000 sec): 3 clusters Score: Raw -2084046.632263 + Penalty 3234.242545 = -2080812.389719 nChanged 1119 SP:Iteration 7F (1275.060000 sec): 3 clusters Score: Raw -2084804.444763 + Penalty 3234.242545 = -2081570.202219 nChanged 974 SP:Iteration 8Q (1275.110000 sec): 3 clusters Score: Raw -2085439.937251 + Penalty 3234.242545 = -2082205.694707 nChanged 831 SP:Iteration 9Q (1275.160000 sec): 3 clusters Score: Raw -2085918.083956 + Penalty 3234.242545 = -2082683.841412 nChanged 657 SP:Iteration 10Q (1275.220000 sec): 3 clusters Score: Raw -2086255.422421 + Penalty 3234.242545 = -2083021.179877 nChanged 558 SP:Iteration 11Q (1275.270000 sec): 3 clusters Score: Raw -2086516.589663 + Penalty 3234.242545 = -2083282.347118 nChanged 450 SP:Iteration 12Q (1275.320000 sec): 3 clusters Score: Raw -2086717.198804 + Penalty 3234.242545 = -2083482.956260 nChanged 386 SP:Iteration 13Q (1275.370000 sec): 3 clusters Score: Raw -2086875.223099 + Penalty 3234.242545 = -2083640.980555 nChanged 334 SP:Iteration 14Q (1275.420000 sec): 3 clusters Score: Raw -2087015.921831 + Penalty 3234.242545 = -2083781.679287 nChanged 294 SP:Iteration 15Q (1275.470000 sec): 3 clusters Score: Raw -2087137.326042 + Penalty 3234.242545 = -2083903.083498 nChanged 282 SP:Iteration 16Q (1275.510000 sec): 3 clusters Score: Raw -2087254.169870 + Penalty 3234.242545 = -2084019.927325 nChanged 265 SP:Iteration 17Q (1275.560000 sec): 3 clusters Score: Raw -2087361.857227 + Penalty 3234.242545 = -2084127.614683 nChanged 247 SP:Iteration 18Q (1275.610000 sec): 3 clusters Score: Raw -2087474.782867 + Penalty 3234.242545 = -2084240.540323 nChanged 252 SP:Iteration 19Q (1275.650000 sec): 3 clusters Score: Raw -2087593.624023 + Penalty 3234.242545 = -2084359.381478 nChanged 231 SP:Iteration 20F (1275.710000 sec): 3 clusters Score: Raw -2087699.247075 + Penalty 3234.242545 = -2084465.004531 nChanged 205 SP:Iteration 21Q (1275.750000 sec): 3 clusters Score: Raw -2087793.595168 + Penalty 3234.242545 = -2084559.352624 nChanged 198 SP:Iteration 22Q (1275.800000 sec): 3 clusters Score: Raw -2087887.744648 + Penalty 3234.242545 = -2084653.502104 nChanged 166 SP:Iteration 23Q (1275.840000 sec): 3 clusters Score: Raw -2087975.406846 + Penalty 3234.242545 = -2084741.164301 nChanged 153 SP:Iteration 24Q (1275.890000 sec): 3 clusters Score: Raw -2088047.005986 + Penalty 3234.242545 = -2084812.763441 nChanged 145 SP:Iteration 25Q (1275.930000 sec): 3 clusters Score: Raw -2088117.830231 + Penalty 3234.242545 = -2084883.587687 nChanged 134 SP:Iteration 26Q (1275.970000 sec): 3 clusters Score: Raw -2088187.763985 + Penalty 3234.242545 = -2084953.521440 nChanged 100 SP:Iteration 27Q (1276.020000 sec): 3 clusters Score: Raw -2088245.725227 + Penalty 3234.242545 = -2085011.482682 nChanged 86 SP:Iteration 28Q (1276.060000 sec): 3 clusters Score: Raw -2088288.542948 + Penalty 3234.242545 = -2085054.300404 nChanged 85 SP:Iteration 29Q (1276.100000 sec): 3 clusters Score: Raw -2088334.203314 + Penalty 3234.242545 = -2085099.960770 nChanged 65 SP:Iteration 30Q (1276.150000 sec): 3 clusters Score: Raw -2088370.560539 + Penalty 3234.242545 = -2085136.317994 nChanged 52 SP:Iteration 31Q (1276.190000 sec): 3 clusters Score: Raw -2088396.656886 + Penalty 3234.242545 = -2085162.414341 nChanged 41 SP:Iteration 32Q (1276.230000 sec): 3 clusters Score: Raw -2088419.075631 + Penalty 3234.242545 = -2085184.833087 nChanged 38 SP:Iteration 33Q (1276.270000 sec): 3 clusters Score: Raw -2088440.377151 + Penalty 3234.242545 = -2085206.134606 nChanged 33 SP:Iteration 34Q (1276.310000 sec): 3 clusters Score: Raw -2088455.896717 + Penalty 3234.242545 = -2085221.654172 nChanged 21 SP:Iteration 35Q (1276.350000 sec): 3 clusters Score: Raw -2088469.052059 + Penalty 3234.242545 = -2085234.809514 nChanged 33 SP:Iteration 36Q (1276.390000 sec): 3 clusters Score: Raw -2088485.482300 + Penalty 3234.242545 = -2085251.239755 nChanged 34 SP:Iteration 37Q (1276.430000 sec): 3 clusters Score: Raw -2088502.457701 + Penalty 3234.242545 = -2085268.215156 nChanged 21 SP:Iteration 38Q (1276.470000 sec): 3 clusters Score: Raw -2088512.174909 + Penalty 3234.242545 = -2085277.932364 nChanged 19 SP:Iteration 39Q (1276.510000 sec): 3 clusters Score: Raw -2088520.929512 + Penalty 3234.242545 = -2085286.686967 nChanged 18 SP:Iteration 40F (1276.570000 sec): 3 clusters Score: Raw -2088529.131322 + Penalty 3234.242545 = -2085294.888777 nChanged 15 SP:Iteration 41Q (1276.610000 sec): 3 clusters Score: Raw -2088536.008981 + Penalty 3234.242545 = -2085301.766436 nChanged 14 SP:Iteration 42Q (1276.650000 sec): 3 clusters Score: Raw -2088542.222214 + Penalty 3234.242545 = -2085307.979669 nChanged 15 SP:Iteration 43Q (1276.690000 sec): 3 clusters Score: Raw -2088550.880903 + Penalty 3234.242545 = -2085316.638359 nChanged 15 SP:Iteration 44Q (1276.730000 sec): 3 clusters Score: Raw -2088560.148146 + Penalty 3234.242545 = -2085325.905602 nChanged 11 SP:Iteration 45Q (1276.770000 sec): 3 clusters Score: Raw -2088565.552969 + Penalty 3234.242545 = -2085331.310425 nChanged 11 SP:Iteration 46Q (1276.810000 sec): 3 clusters Score: Raw -2088571.972240 + Penalty 3234.242545 = -2085337.729696 nChanged 10 SP:Iteration 47Q (1276.850000 sec): 3 clusters Score: Raw -2088576.046906 + Penalty 3234.242545 = -2085341.804362 nChanged 11 SP:Iteration 48Q (1276.890000 sec): 3 clusters Score: Raw -2088581.236480 + Penalty 3234.242545 = -2085346.993936 nChanged 7 SP:Iteration 49Q (1276.930000 sec): 3 clusters Score: Raw -2088584.828894 + Penalty 3234.242545 = -2085350.586350 nChanged 10 SP:Iteration 50Q (1276.970000 sec): 3 clusters Score: Raw -2088589.704570 + Penalty 3234.242545 = -2085355.462025 nChanged 7 SP:Iteration 51Q (1277.010000 sec): 3 clusters Score: Raw -2088592.008913 + Penalty 3234.242545 = -2085357.766369 nChanged 7 SP:Iteration 52Q (1277.050000 sec): 3 clusters Score: Raw -2088594.823950 + Penalty 3234.242545 = -2085360.581405 nChanged 4 SP:Iteration 53Q (1277.090000 sec): 3 clusters Score: Raw -2088596.631865 + Penalty 3234.242545 = -2085362.389320 nChanged 7 SP:Iteration 54Q (1277.130000 sec): 3 clusters Score: Raw -2088599.540517 + Penalty 3234.242545 = -2085365.297973 nChanged 3 SP:Iteration 55Q (1277.170000 sec): 3 clusters Score: Raw -2088600.897241 + Penalty 3234.242545 = -2085366.654696 nChanged 4 SP:Iteration 56Q (1277.210000 sec): 3 clusters Score: Raw -2088602.958242 + Penalty 3234.242545 = -2085368.715697 nChanged 3 SP:Iteration 57Q (1277.250000 sec): 3 clusters Score: Raw -2088604.408748 + Penalty 3234.242545 = -2085370.166204 nChanged 2 SP:Iteration 58Q (1277.290000 sec): 3 clusters Score: Raw -2088605.096188 + Penalty 3234.242545 = -2085370.853644 nChanged 1 SP:Iteration 59Q (1277.330000 sec): 3 clusters Score: Raw -2088605.460890 + Penalty 3234.242545 = -2085371.218345 nChanged 0 SP:Iteration 60F (1277.390000 sec): 3 clusters Score: Raw -2088605.460890 + Penalty 3234.242545 = -2085371.218345 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (64003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1277.580000 sec): 2 clusters Score: Raw -6318401.660309 + Penalty 1798.336351 = -6316603.323958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.750000 sec): 3 clusters Score: Raw -6277453.660487 + Penalty 3596.672702 = -6273856.987785 nChanged 30301 SP:Iteration 1F (1277.920000 sec): 3 clusters Score: Raw -6294899.404205 + Penalty 3596.672702 = -6291302.731504 nChanged 2152 SP:Iteration 2Q (1278.100000 sec): 3 clusters Score: Raw -6295425.171777 + Penalty 3596.672702 = -6291828.499075 nChanged 2245 SP:Iteration 3Q (1278.280000 sec): 3 clusters Score: Raw -6296062.962289 + Penalty 3596.672702 = -6292466.289588 nChanged 2507 SP:Iteration 4Q (1278.460000 sec): 3 clusters Score: Raw -6296938.072965 + Penalty 3596.672702 = -6293341.400263 nChanged 2851 SP:Iteration 5Q (1278.640000 sec): 3 clusters Score: Raw -6298187.447510 + Penalty 3596.672702 = -6294590.774808 nChanged 3342 SP:Iteration 6F (1278.820000 sec): 3 clusters Score: Raw -6299940.151315 + Penalty 3596.672702 = -6296343.478613 nChanged 3673 SP:Iteration 7F (1278.990000 sec): 3 clusters Score: Raw -6302288.497565 + Penalty 3596.672702 = -6298691.824863 nChanged 3901 SP:Iteration 8F (1279.160000 sec): 3 clusters Score: Raw -6305138.165556 + Penalty 3596.672702 = -6301541.492854 nChanged 3814 SP:Iteration 9F (1279.330000 sec): 3 clusters Score: Raw -6308023.567426 + Penalty 3596.672702 = -6304426.894724 nChanged 3207 SP:Iteration 10F (1279.500000 sec): 3 clusters Score: Raw -6310168.920065 + Penalty 3596.672702 = -6306572.247363 nChanged 2338 SP:Iteration 11Q (1279.660000 sec): 3 clusters Score: Raw -6311363.551108 + Penalty 3596.672702 = -6307766.878406 nChanged 1611 SP:Iteration 12Q (1279.830000 sec): 3 clusters Score: Raw -6312073.280217 + Penalty 3596.672702 = -6308476.607515 nChanged 1312 SP:Iteration 13Q (1279.990000 sec): 3 clusters Score: Raw -6312620.215978 + Penalty 3596.672702 = -6309023.543276 nChanged 1191 SP:Iteration 14Q (1280.150000 sec): 3 clusters Score: Raw -6313119.649301 + Penalty 3596.672702 = -6309522.976599 nChanged 1137 SP:Iteration 15Q (1280.310000 sec): 3 clusters Score: Raw -6313607.445635 + Penalty 3596.672702 = -6310010.772934 nChanged 1062 SP:Iteration 16Q (1280.470000 sec): 3 clusters Score: Raw -6314059.656170 + Penalty 3596.672702 = -6310462.983468 nChanged 1019 SP:Iteration 17Q (1280.620000 sec): 3 clusters Score: Raw -6314515.499821 + Penalty 3596.672702 = -6310918.827119 nChanged 995 SP:Iteration 18Q (1280.770000 sec): 3 clusters Score: Raw -6314957.261263 + Penalty 3596.672702 = -6311360.588561 nChanged 926 SP:Iteration 19Q (1280.930000 sec): 3 clusters Score: Raw -6315378.894482 + Penalty 3596.672702 = -6311782.221780 nChanged 905 SP:Iteration 20F (1281.090000 sec): 3 clusters Score: Raw -6315807.063968 + Penalty 3596.672702 = -6312210.391266 nChanged 817 SP:Iteration 21Q (1281.240000 sec): 3 clusters Score: Raw -6316205.219193 + Penalty 3596.672702 = -6312608.546491 nChanged 714 SP:Iteration 22Q (1281.390000 sec): 3 clusters Score: Raw -6316565.896187 + Penalty 3596.672702 = -6312969.223485 nChanged 636 SP:Iteration 23Q (1281.530000 sec): 3 clusters Score: Raw -6316911.243941 + Penalty 3596.672702 = -6313314.571239 nChanged 614 SP:Iteration 24Q (1281.670000 sec): 3 clusters Score: Raw -6317264.994720 + Penalty 3596.672702 = -6313668.322019 nChanged 518 SP:Iteration 25Q (1281.810000 sec): 3 clusters Score: Raw -6317651.623111 + Penalty 3596.672702 = -6314054.950409 nChanged 499 SP:Iteration 26Q (1281.940000 sec): 3 clusters Score: Raw -6318058.216873 + Penalty 3596.672702 = -6314461.544171 nChanged 450 SP:Iteration 27Q (1282.080000 sec): 3 clusters Score: Raw -6318455.661660 + Penalty 3596.672702 = -6314858.988958 nChanged 442 SP:Iteration 28Q (1282.210000 sec): 3 clusters Score: Raw -6318784.867372 + Penalty 3596.672702 = -6315188.194670 nChanged 383 SP:Iteration 29Q (1282.340000 sec): 3 clusters Score: Raw -6318996.131184 + Penalty 3596.672702 = -6315399.458482 nChanged 307 SP:Iteration 30Q (1282.470000 sec): 3 clusters Score: Raw -6319119.024238 + Penalty 3596.672702 = -6315522.351536 nChanged 254 SP:Iteration 31Q (1282.590000 sec): 3 clusters Score: Raw -6319192.430021 + Penalty 3596.672702 = -6315595.757319 nChanged 191 SP:Iteration 32Q (1282.720000 sec): 3 clusters Score: Raw -6319239.468964 + Penalty 3596.672702 = -6315642.796262 nChanged 127 SP:Iteration 33Q (1282.850000 sec): 3 clusters Score: Raw -6319266.731002 + Penalty 3596.672702 = -6315670.058300 nChanged 112 SP:Iteration 34Q (1282.980000 sec): 3 clusters Score: Raw -6319286.612428 + Penalty 3596.672702 = -6315689.939727 nChanged 78 SP:Iteration 35Q (1283.110000 sec): 3 clusters Score: Raw -6319298.905928 + Penalty 3596.672702 = -6315702.233227 nChanged 59 SP:Iteration 36Q (1283.240000 sec): 3 clusters Score: Raw -6319307.200498 + Penalty 3596.672702 = -6315710.527796 nChanged 47 SP:Iteration 37Q (1283.370000 sec): 3 clusters Score: Raw -6319312.778995 + Penalty 3596.672702 = -6315716.106293 nChanged 32 SP:Iteration 38Q (1283.500000 sec): 3 clusters Score: Raw -6319316.223769 + Penalty 3596.672702 = -6315719.551067 nChanged 22 SP:Iteration 39Q (1283.630000 sec): 3 clusters Score: Raw -6319318.281699 + Penalty 3596.672702 = -6315721.608997 nChanged 21 SP:Iteration 40F (1283.800000 sec): 3 clusters Score: Raw -6319324.412877 + Penalty 3596.672702 = -6315727.740175 nChanged 26 SP:Iteration 41Q (1283.930000 sec): 3 clusters Score: Raw -6319326.826802 + Penalty 3596.672702 = -6315730.154101 nChanged 12 SP:Iteration 42Q (1284.070000 sec): 3 clusters Score: Raw -6319328.076770 + Penalty 3596.672702 = -6315731.404068 nChanged 15 SP:Iteration 43Q (1284.190000 sec): 3 clusters Score: Raw -6319329.167269 + Penalty 3596.672702 = -6315732.494568 nChanged 5 SP:Iteration 44Q (1284.320000 sec): 3 clusters Score: Raw -6319329.466096 + Penalty 3596.672702 = -6315732.793394 nChanged 3 SP:Iteration 45Q (1284.450000 sec): 3 clusters Score: Raw -6319329.579286 + Penalty 3596.672702 = -6315732.906584 nChanged 2 SP:Iteration 46Q (1284.580000 sec): 3 clusters Score: Raw -6319329.800163 + Penalty 3596.672702 = -6315733.127461 nChanged 5 SP:Iteration 47Q (1284.710000 sec): 3 clusters Score: Raw -6319330.281817 + Penalty 3596.672702 = -6315733.609116 nChanged 7 SP:Iteration 48Q (1284.840000 sec): 3 clusters Score: Raw -6319331.401918 + Penalty 3596.672702 = -6315734.729216 nChanged 14 SP:Iteration 49Q (1284.970000 sec): 3 clusters Score: Raw -6319333.137684 + Penalty 3596.672702 = -6315736.464983 nChanged 19 SP:Iteration 50Q (1285.100000 sec): 3 clusters Score: Raw -6319335.102623 + Penalty 3596.672702 = -6315738.429921 nChanged 18 SP:Iteration 51Q (1285.230000 sec): 3 clusters Score: Raw -6319336.997260 + Penalty 3596.672702 = -6315740.324559 nChanged 23 SP:Iteration 52Q (1285.360000 sec): 3 clusters Score: Raw -6319339.417134 + Penalty 3596.672702 = -6315742.744432 nChanged 19 SP:Iteration 53Q (1285.490000 sec): 3 clusters Score: Raw -6319340.733089 + Penalty 3596.672702 = -6315744.060387 nChanged 11 SP:Iteration 54Q (1285.620000 sec): 3 clusters Score: Raw -6319341.390549 + Penalty 3596.672702 = -6315744.717847 nChanged 5 SP:Iteration 55Q (1285.750000 sec): 3 clusters Score: Raw -6319341.834450 + Penalty 3596.672702 = -6315745.161749 nChanged 8 SP:Iteration 56Q (1285.880000 sec): 3 clusters Score: Raw -6319342.531246 + Penalty 3596.672702 = -6315745.858544 nChanged 5 SP:Iteration 57Q (1286.010000 sec): 3 clusters Score: Raw -6319342.821146 + Penalty 3596.672702 = -6315746.148444 nChanged 6 SP:Iteration 58Q (1286.140000 sec): 3 clusters Score: Raw -6319343.182285 + Penalty 3596.672702 = -6315746.509584 nChanged 3 SP:Iteration 59Q (1286.280000 sec): 3 clusters Score: Raw -6319343.431642 + Penalty 3596.672702 = -6315746.758940 nChanged 1 SP:Iteration 60F (1286.440000 sec): 3 clusters Score: Raw -6319343.497308 + Penalty 3596.672702 = -6315746.824606 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.480000 sec): 2 clusters Score: Raw -65283.295668 + Penalty 1066.167483 = -64217.128185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1286.490000 sec): 3 clusters Score: Raw -65138.964244 + Penalty 2132.334966 = -63006.629277 nChanged 201 SP:Iteration 1F (1286.490000 sec): 3 clusters Score: Raw -65380.612604 + Penalty 2132.334966 = -63248.277637 nChanged 45 SP:Iteration 2F (1286.490000 sec): 3 clusters Score: Raw -65466.902568 + Penalty 2132.334966 = -63334.567601 nChanged 39 SP:Iteration 3F (1286.490000 sec): 3 clusters Score: Raw -65538.564002 + Penalty 2132.334966 = -63406.229035 nChanged 40 SP:Iteration 4F (1286.500000 sec): 3 clusters Score: Raw -65607.418196 + Penalty 2132.334966 = -63475.083230 nChanged 26 SP:Iteration 5Q (1286.500000 sec): 3 clusters Score: Raw -65662.556661 + Penalty 2132.334966 = -63530.221695 nChanged 16 SP:Iteration 6Q (1286.500000 sec): 3 clusters Score: Raw -65694.130755 + Penalty 2132.334966 = -63561.795789 nChanged 16 SP:Iteration 7Q (1286.500000 sec): 3 clusters Score: Raw -65714.720648 + Penalty 2132.334966 = -63582.385682 nChanged 8 SP:Iteration 8Q (1286.500000 sec): 3 clusters Score: Raw -65724.520425 + Penalty 2132.334966 = -63592.185458 nChanged 5 SP:Iteration 9Q (1286.500000 sec): 3 clusters Score: Raw -65734.303314 + Penalty 2132.334966 = -63601.968348 nChanged 4 SP:Iteration 10Q (1286.500000 sec): 3 clusters Score: Raw -65740.377975 + Penalty 2132.334966 = -63608.043008 nChanged 4 SP:Iteration 11Q (1286.510000 sec): 3 clusters Score: Raw -65745.935363 + Penalty 2132.334966 = -63613.600397 nChanged 2 SP:Iteration 12Q (1286.510000 sec): 3 clusters Score: Raw -65747.459962 + Penalty 2132.334966 = -63615.124996 nChanged 1 SP:Iteration 13Q (1286.510000 sec): 3 clusters Score: Raw -65750.351921 + Penalty 2132.334966 = -63618.016955 nChanged 1 SP:Iteration 14Q (1286.510000 sec): 3 clusters Score: Raw -65751.614140 + Penalty 2132.334966 = -63619.279174 nChanged 0 SP:Iteration 15F (1286.510000 sec): 3 clusters Score: Raw -65751.614140 + Penalty 2132.334966 = -63619.279174 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.520000 sec): 2 clusters Score: Raw -86929.442536 + Penalty 1119.889208 = -85809.553328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1286.520000 sec): 3 clusters Score: Raw -86629.496834 + Penalty 2239.778417 = -84389.718418 nChanged 289 SP:Iteration 1F (1286.520000 sec): 3 clusters Score: Raw -86883.794891 + Penalty 2239.778417 = -84644.016475 nChanged 66 SP:Iteration 2F (1286.530000 sec): 3 clusters Score: Raw -86954.028602 + Penalty 2239.778417 = -84714.250185 nChanged 41 SP:Iteration 3Q (1286.530000 sec): 3 clusters Score: Raw -87005.817429 + Penalty 2239.778417 = -84766.039012 nChanged 22 SP:Iteration 4Q (1286.530000 sec): 3 clusters Score: Raw -87028.359448 + Penalty 2239.778417 = -84788.581031 nChanged 17 SP:Iteration 5Q (1286.530000 sec): 3 clusters Score: Raw -87055.015258 + Penalty 2239.778417 = -84815.236842 nChanged 25 SP:Iteration 6Q (1286.540000 sec): 3 clusters Score: Raw -87082.389547 + Penalty 2239.778417 = -84842.611131 nChanged 14 SP:Iteration 7Q (1286.540000 sec): 3 clusters Score: Raw -87098.911009 + Penalty 2239.778417 = -84859.132592 nChanged 13 SP:Iteration 8Q (1286.540000 sec): 3 clusters Score: Raw -87115.701102 + Penalty 2239.778417 = -84875.922686 nChanged 15 SP:Iteration 9Q (1286.540000 sec): 3 clusters Score: Raw -87132.557239 + Penalty 2239.778417 = -84892.778822 nChanged 16 SP:Iteration 10Q (1286.540000 sec): 3 clusters Score: Raw -87148.883471 + Penalty 2239.778417 = -84909.105054 nChanged 11 SP:Iteration 11Q (1286.550000 sec): 3 clusters Score: Raw -87161.999161 + Penalty 2239.778417 = -84922.220744 nChanged 6 SP:Iteration 12Q (1286.550000 sec): 3 clusters Score: Raw -87168.565437 + Penalty 2239.778417 = -84928.787020 nChanged 10 SP:Iteration 13Q (1286.550000 sec): 3 clusters Score: Raw -87179.411710 + Penalty 2239.778417 = -84939.633293 nChanged 10 SP:Iteration 14Q (1286.560000 sec): 3 clusters Score: Raw -87190.071125 + Penalty 2239.778417 = -84950.292709 nChanged 11 SP:Iteration 15Q (1286.560000 sec): 3 clusters Score: Raw -87206.027035 + Penalty 2239.778417 = -84966.248618 nChanged 13 SP:Iteration 16Q (1286.560000 sec): 3 clusters Score: Raw -87220.746346 + Penalty 2239.778417 = -84980.967930 nChanged 13 SP:Iteration 17Q (1286.560000 sec): 3 clusters Score: Raw -87234.402032 + Penalty 2239.778417 = -84994.623616 nChanged 8 SP:Iteration 18Q (1286.560000 sec): 3 clusters Score: Raw -87253.334831 + Penalty 2239.778417 = -85013.556415 nChanged 16 SP:Iteration 19Q (1286.560000 sec): 3 clusters Score: Raw -87283.433366 + Penalty 2239.778417 = -85043.654949 nChanged 19 SP:Iteration 20F (1286.570000 sec): 3 clusters Score: Raw -87307.974019 + Penalty 2239.778417 = -85068.195602 nChanged 13 SP:Iteration 21Q (1286.570000 sec): 3 clusters Score: Raw -87324.328468 + Penalty 2239.778417 = -85084.550052 nChanged 12 SP:Iteration 22Q (1286.570000 sec): 3 clusters Score: Raw -87341.551531 + Penalty 2239.778417 = -85101.773114 nChanged 17 SP:Iteration 23Q (1286.580000 sec): 3 clusters Score: Raw -87357.734573 + Penalty 2239.778417 = -85117.956156 nChanged 8 SP:Iteration 24Q (1286.580000 sec): 3 clusters Score: Raw -87363.673224 + Penalty 2239.778417 = -85123.894808 nChanged 5 SP:Iteration 25Q (1286.580000 sec): 3 clusters Score: Raw -87368.458867 + Penalty 2239.778417 = -85128.680450 nChanged 1 SP:Iteration 26Q (1286.580000 sec): 3 clusters Score: Raw -87369.653355 + Penalty 2239.778417 = -85129.874939 nChanged 1 SP:Iteration 27Q (1286.580000 sec): 3 clusters Score: Raw -87369.959922 + Penalty 2239.778417 = -85130.181506 nChanged 0 SP:Iteration 28F (1286.580000 sec): 3 clusters Score: Raw -87369.959922 + Penalty 2239.778417 = -85130.181506 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (16231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.640000 sec): 2 clusters Score: Raw -1621231.825090 + Penalty 1575.385219 = -1619656.439871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1286.680000 sec): 3 clusters Score: Raw -1611628.287235 + Penalty 3150.770439 = -1608477.516796 nChanged 7217 SP:Iteration 1F (1286.720000 sec): 3 clusters Score: Raw -1615488.531068 + Penalty 3150.770439 = -1612337.760629 nChanged 802 SP:Iteration 2Q (1286.770000 sec): 3 clusters Score: Raw -1615755.000739 + Penalty 3150.770439 = -1612604.230300 nChanged 706 SP:Iteration 3Q (1286.810000 sec): 3 clusters Score: Raw -1615975.061706 + Penalty 3150.770439 = -1612824.291267 nChanged 650 SP:Iteration 4Q (1286.850000 sec): 3 clusters Score: Raw -1616189.395406 + Penalty 3150.770439 = -1613038.624967 nChanged 620 SP:Iteration 5Q (1286.900000 sec): 3 clusters Score: Raw -1616398.982760 + Penalty 3150.770439 = -1613248.212321 nChanged 654 SP:Iteration 6Q (1286.940000 sec): 3 clusters Score: Raw -1616647.667688 + Penalty 3150.770439 = -1613496.897250 nChanged 659 SP:Iteration 7Q (1286.990000 sec): 3 clusters Score: Raw -1616924.080699 + Penalty 3150.770439 = -1613773.310260 nChanged 707 SP:Iteration 8Q (1287.030000 sec): 3 clusters Score: Raw -1617247.212995 + Penalty 3150.770439 = -1614096.442556 nChanged 767 SP:Iteration 9Q (1287.070000 sec): 3 clusters Score: Raw -1617607.378103 + Penalty 3150.770439 = -1614456.607665 nChanged 760 SP:Iteration 10Q (1287.110000 sec): 3 clusters Score: Raw -1618002.609146 + Penalty 3150.770439 = -1614851.838708 nChanged 814 SP:Iteration 11F (1287.150000 sec): 3 clusters Score: Raw -1618503.147615 + Penalty 3150.770439 = -1615352.377176 nChanged 856 SP:Iteration 12F (1287.190000 sec): 3 clusters Score: Raw -1619100.239766 + Penalty 3150.770439 = -1615949.469328 nChanged 857 SP:Iteration 13F (1287.230000 sec): 3 clusters Score: Raw -1619755.117590 + Penalty 3150.770439 = -1616604.347152 nChanged 738 SP:Iteration 14Q (1287.270000 sec): 3 clusters Score: Raw -1620351.418622 + Penalty 3150.770439 = -1617200.648184 nChanged 555 SP:Iteration 15Q (1287.310000 sec): 3 clusters Score: Raw -1620817.075088 + Penalty 3150.770439 = -1617666.304649 nChanged 394 SP:Iteration 16Q (1287.350000 sec): 3 clusters Score: Raw -1621161.901084 + Penalty 3150.770439 = -1618011.130646 nChanged 229 SP:Iteration 17Q (1287.380000 sec): 3 clusters Score: Raw -1621332.135402 + Penalty 3150.770439 = -1618181.364963 nChanged 128 SP:Iteration 18Q (1287.420000 sec): 3 clusters Score: Raw -1621446.310619 + Penalty 3150.770439 = -1618295.540180 nChanged 97 SP:Iteration 19Q (1287.450000 sec): 3 clusters Score: Raw -1621520.990280 + Penalty 3150.770439 = -1618370.219842 nChanged 67 SP:Iteration 20F (1287.490000 sec): 3 clusters Score: Raw -1621581.198225 + Penalty 3150.770439 = -1618430.427786 nChanged 50 SP:Iteration 21Q (1287.530000 sec): 3 clusters Score: Raw -1621626.987017 + Penalty 3150.770439 = -1618476.216578 nChanged 35 SP:Iteration 22Q (1287.560000 sec): 3 clusters Score: Raw -1621648.843747 + Penalty 3150.770439 = -1618498.073308 nChanged 29 SP:Iteration 23Q (1287.590000 sec): 3 clusters Score: Raw -1621667.512627 + Penalty 3150.770439 = -1618516.742189 nChanged 15 SP:Iteration 24Q (1287.620000 sec): 3 clusters Score: Raw -1621677.824416 + Penalty 3150.770439 = -1618527.053978 nChanged 14 SP:Iteration 25Q (1287.650000 sec): 3 clusters Score: Raw -1621685.888249 + Penalty 3150.770439 = -1618535.117810 nChanged 12 SP:Iteration 26Q (1287.680000 sec): 3 clusters Score: Raw -1621693.941359 + Penalty 3150.770439 = -1618543.170921 nChanged 13 SP:Iteration 27Q (1287.710000 sec): 3 clusters Score: Raw -1621702.276814 + Penalty 3150.770439 = -1618551.506375 nChanged 10 SP:Iteration 28Q (1287.740000 sec): 3 clusters Score: Raw -1621709.223229 + Penalty 3150.770439 = -1618558.452790 nChanged 7 SP:Iteration 29Q (1287.770000 sec): 3 clusters Score: Raw -1621713.024271 + Penalty 3150.770439 = -1618562.253833 nChanged 8 SP:Iteration 30Q (1287.800000 sec): 3 clusters Score: Raw -1621716.686980 + Penalty 3150.770439 = -1618565.916541 nChanged 3 SP:Iteration 31Q (1287.830000 sec): 3 clusters Score: Raw -1621718.020285 + Penalty 3150.770439 = -1618567.249847 nChanged 4 SP:Iteration 32Q (1287.860000 sec): 3 clusters Score: Raw -1621721.378239 + Penalty 3150.770439 = -1618570.607800 nChanged 5 SP:Iteration 33Q (1287.890000 sec): 3 clusters Score: Raw -1621723.884904 + Penalty 3150.770439 = -1618573.114465 nChanged 4 SP:Iteration 34Q (1287.920000 sec): 3 clusters Score: Raw -1621725.365226 + Penalty 3150.770439 = -1618574.594787 nChanged 3 SP:Iteration 35Q (1287.950000 sec): 3 clusters Score: Raw -1621726.898637 + Penalty 3150.770439 = -1618576.128199 nChanged 3 SP:Iteration 36Q (1287.980000 sec): 3 clusters Score: Raw -1621727.800870 + Penalty 3150.770439 = -1618577.030431 nChanged 3 SP:Iteration 37Q (1288.010000 sec): 3 clusters Score: Raw -1621728.732039 + Penalty 3150.770439 = -1618577.961601 nChanged 3 SP:Iteration 38Q (1288.040000 sec): 3 clusters Score: Raw -1621729.759526 + Penalty 3150.770439 = -1618578.989087 nChanged 2 SP:Iteration 39Q (1288.070000 sec): 3 clusters Score: Raw -1621730.025677 + Penalty 3150.770439 = -1618579.255239 nChanged 1 SP:Iteration 40F (1288.110000 sec): 3 clusters Score: Raw -1621730.172959 + Penalty 3150.770439 = -1618579.402521 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (155451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.550000 sec): 2 clusters Score: Raw -15153578.527069 + Penalty 1942.538950 = -15151635.988118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.960000 sec): 3 clusters Score: Raw -15050957.431001 + Penalty 3885.077901 = -15047072.353100 nChanged 75144 SP:Iteration 1F (1289.360000 sec): 3 clusters Score: Raw -15095650.235791 + Penalty 3885.077901 = -15091765.157890 nChanged 3892 SP:Iteration 2Q (1289.780000 sec): 3 clusters Score: Raw -15096388.460526 + Penalty 3885.077901 = -15092503.382625 nChanged 4051 SP:Iteration 3Q (1290.200000 sec): 3 clusters Score: Raw -15097207.591264 + Penalty 3885.077901 = -15093322.513363 nChanged 4095 SP:Iteration 4Q (1290.620000 sec): 3 clusters Score: Raw -15098160.921715 + Penalty 3885.077901 = -15094275.843814 nChanged 4455 SP:Iteration 5Q (1291.040000 sec): 3 clusters Score: Raw -15099356.506302 + Penalty 3885.077901 = -15095471.428401 nChanged 4723 SP:Iteration 6Q (1291.450000 sec): 3 clusters Score: Raw -15100767.206606 + Penalty 3885.077901 = -15096882.128705 nChanged 5168 SP:Iteration 7Q (1291.870000 sec): 3 clusters Score: Raw -15102555.465140 + Penalty 3885.077901 = -15098670.387239 nChanged 5651 SP:Iteration 8Q (1292.280000 sec): 3 clusters Score: Raw -15104794.366928 + Penalty 3885.077901 = -15100909.289028 nChanged 6337 SP:Iteration 9Q (1292.690000 sec): 3 clusters Score: Raw -15107682.428381 + Penalty 3885.077901 = -15103797.350481 nChanged 7200 SP:Iteration 10Q (1293.100000 sec): 3 clusters Score: Raw -15111520.325651 + Penalty 3885.077901 = -15107635.247750 nChanged 8408 SP:Iteration 11F (1293.500000 sec): 3 clusters Score: Raw -15116643.163551 + Penalty 3885.077901 = -15112758.085651 nChanged 9759 SP:Iteration 12F (1293.900000 sec): 3 clusters Score: Raw -15123284.716766 + Penalty 3885.077901 = -15119399.638865 nChanged 10521 SP:Iteration 13F (1294.300000 sec): 3 clusters Score: Raw -15131042.785798 + Penalty 3885.077901 = -15127157.707897 nChanged 9908 SP:Iteration 14F (1294.700000 sec): 3 clusters Score: Raw -15138823.166300 + Penalty 3885.077901 = -15134938.088400 nChanged 8022 SP:Iteration 15F (1295.090000 sec): 3 clusters Score: Raw -15145314.394709 + Penalty 3885.077901 = -15141429.316808 nChanged 5318 SP:Iteration 16Q (1295.430000 sec): 3 clusters Score: Raw -15149571.461372 + Penalty 3885.077901 = -15145686.383471 nChanged 2935 SP:Iteration 17Q (1295.740000 sec): 3 clusters Score: Raw -15151866.025862 + Penalty 3885.077901 = -15147980.947962 nChanged 1341 SP:Iteration 18Q (1296.040000 sec): 3 clusters Score: Raw -15152880.153427 + Penalty 3885.077901 = -15148995.075526 nChanged 589 SP:Iteration 19Q (1296.330000 sec): 3 clusters Score: Raw -15153341.008659 + Penalty 3885.077901 = -15149455.930758 nChanged 249 SP:Iteration 20F (1296.720000 sec): 3 clusters Score: Raw -15153556.718406 + Penalty 3885.077901 = -15149671.640505 nChanged 111 SP:Iteration 21Q (1297.000000 sec): 3 clusters Score: Raw -15153640.818056 + Penalty 3885.077901 = -15149755.740155 nChanged 74 SP:Iteration 22Q (1297.270000 sec): 3 clusters Score: Raw -15153704.482547 + Penalty 3885.077901 = -15149819.404647 nChanged 38 SP:Iteration 23Q (1297.550000 sec): 3 clusters Score: Raw -15153736.919014 + Penalty 3885.077901 = -15149851.841113 nChanged 28 SP:Iteration 24Q (1297.830000 sec): 3 clusters Score: Raw -15153762.290427 + Penalty 3885.077901 = -15149877.212526 nChanged 20 SP:Iteration 25Q (1298.110000 sec): 3 clusters Score: Raw -15153779.142045 + Penalty 3885.077901 = -15149894.064144 nChanged 15 SP:Iteration 26Q (1298.390000 sec): 3 clusters Score: Raw -15153792.019527 + Penalty 3885.077901 = -15149906.941626 nChanged 15 SP:Iteration 27Q (1298.670000 sec): 3 clusters Score: Raw -15153807.356323 + Penalty 3885.077901 = -15149922.278422 nChanged 11 SP:Iteration 28Q (1298.940000 sec): 3 clusters Score: Raw -15153816.662608 + Penalty 3885.077901 = -15149931.584707 nChanged 5 SP:Iteration 29Q (1299.210000 sec): 3 clusters Score: Raw -15153820.151450 + Penalty 3885.077901 = -15149935.073549 nChanged 4 SP:Iteration 30Q (1299.490000 sec): 3 clusters Score: Raw -15153824.023058 + Penalty 3885.077901 = -15149938.945157 nChanged 2 SP:Iteration 31Q (1299.770000 sec): 3 clusters Score: Raw -15153825.279163 + Penalty 3885.077901 = -15149940.201263 nChanged 1 SP:Iteration 32Q (1300.040000 sec): 3 clusters Score: Raw -15153826.179881 + Penalty 3885.077901 = -15149941.101980 nChanged 1 SP:Iteration 33Q (1300.320000 sec): 3 clusters Score: Raw -15153827.021553 + Penalty 3885.077901 = -15149941.943652 nChanged 1 SP:Iteration 34Q (1300.590000 sec): 3 clusters Score: Raw -15153827.533709 + Penalty 3885.077901 = -15149942.455809 nChanged 0 SP:Iteration 35F (1300.980000 sec): 3 clusters Score: Raw -15153827.533709 + Penalty 3885.077901 = -15149942.455809 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.070000 sec): 2 clusters Score: Raw -47057.865195 + Penalty 1028.289727 = -46029.575467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.070000 sec): 3 clusters Score: Raw -46981.259117 + Penalty 2056.579455 = -44924.679662 nChanged 138 SP:Iteration 1F (1301.070000 sec): 3 clusters Score: Raw -47188.990020 + Penalty 2056.579455 = -45132.410565 nChanged 46 SP:Iteration 2F (1301.070000 sec): 3 clusters Score: Raw -47293.755199 + Penalty 2056.579455 = -45237.175744 nChanged 28 SP:Iteration 3Q (1301.070000 sec): 3 clusters Score: Raw -47366.339311 + Penalty 2056.579455 = -45309.759857 nChanged 24 SP:Iteration 4Q (1301.080000 sec): 3 clusters Score: Raw -47419.856721 + Penalty 2056.579455 = -45363.277266 nChanged 23 SP:Iteration 5Q (1301.080000 sec): 3 clusters Score: Raw -47485.127069 + Penalty 2056.579455 = -45428.547614 nChanged 15 SP:Iteration 6Q (1301.080000 sec): 3 clusters Score: Raw -47513.321794 + Penalty 2056.579455 = -45456.742339 nChanged 8 SP:Iteration 7Q (1301.080000 sec): 3 clusters Score: Raw -47526.654138 + Penalty 2056.579455 = -45470.074683 nChanged 7 SP:Iteration 8Q (1301.080000 sec): 3 clusters Score: Raw -47545.536830 + Penalty 2056.579455 = -45488.957375 nChanged 8 SP:Iteration 9Q (1301.080000 sec): 3 clusters Score: Raw -47564.991989 + Penalty 2056.579455 = -45508.412534 nChanged 6 SP:Iteration 10Q (1301.090000 sec): 3 clusters Score: Raw -47588.916758 + Penalty 2056.579455 = -45532.337303 nChanged 9 SP:Iteration 11Q (1301.090000 sec): 3 clusters Score: Raw -47616.443271 + Penalty 2056.579455 = -45559.863816 nChanged 11 SP:Iteration 12Q (1301.090000 sec): 3 clusters Score: Raw -47645.109717 + Penalty 2056.579455 = -45588.530263 nChanged 3 SP:Iteration 13Q (1301.090000 sec): 3 clusters Score: Raw -47651.354256 + Penalty 2056.579455 = -45594.774801 nChanged 3 SP:Iteration 14Q (1301.090000 sec): 3 clusters Score: Raw -47654.525994 + Penalty 2056.579455 = -45597.946539 nChanged 3 SP:Iteration 15Q (1301.090000 sec): 3 clusters Score: Raw -47674.189120 + Penalty 2056.579455 = -45617.609666 nChanged 3 SP:Iteration 16Q (1301.090000 sec): 3 clusters Score: Raw -47676.060777 + Penalty 2056.579455 = -45619.481322 nChanged 0 SP:Iteration 17F (1301.090000 sec): 3 clusters Score: Raw -47676.060777 + Penalty 2056.579455 = -45619.481322 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (8789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.120000 sec): 2 clusters Score: Raw -875424.457995 + Penalty 1475.704136 = -873948.753860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.140000 sec): 3 clusters Score: Raw -870419.957419 + Penalty 2951.408271 = -867468.549148 nChanged 3800 SP:Iteration 1F (1301.160000 sec): 3 clusters Score: Raw -872503.952529 + Penalty 2951.408271 = -869552.544258 nChanged 631 SP:Iteration 2F (1301.190000 sec): 3 clusters Score: Raw -872877.992047 + Penalty 2951.408271 = -869926.583776 nChanged 604 SP:Iteration 3F (1301.210000 sec): 3 clusters Score: Raw -873238.680212 + Penalty 2951.408271 = -870287.271941 nChanged 546 SP:Iteration 4F (1301.230000 sec): 3 clusters Score: Raw -873624.605339 + Penalty 2951.408271 = -870673.197068 nChanged 598 SP:Iteration 5F (1301.250000 sec): 3 clusters Score: Raw -874058.375963 + Penalty 2951.408271 = -871106.967692 nChanged 546 SP:Iteration 6F (1301.270000 sec): 3 clusters Score: Raw -874462.742631 + Penalty 2951.408271 = -871511.334360 nChanged 485 SP:Iteration 7F (1301.290000 sec): 3 clusters Score: Raw -874798.861285 + Penalty 2951.408271 = -871847.453014 nChanged 384 SP:Iteration 8Q (1301.310000 sec): 3 clusters Score: Raw -875048.032893 + Penalty 2951.408271 = -872096.624622 nChanged 301 SP:Iteration 9Q (1301.330000 sec): 3 clusters Score: Raw -875238.242332 + Penalty 2951.408271 = -872286.834061 nChanged 227 SP:Iteration 10Q (1301.360000 sec): 3 clusters Score: Raw -875385.656514 + Penalty 2951.408271 = -872434.248243 nChanged 177 SP:Iteration 11Q (1301.380000 sec): 3 clusters Score: Raw -875498.223166 + Penalty 2951.408271 = -872546.814895 nChanged 160 SP:Iteration 12Q (1301.400000 sec): 3 clusters Score: Raw -875610.379891 + Penalty 2951.408271 = -872658.971620 nChanged 126 SP:Iteration 13Q (1301.420000 sec): 3 clusters Score: Raw -875701.564649 + Penalty 2951.408271 = -872750.156378 nChanged 100 SP:Iteration 14Q (1301.440000 sec): 3 clusters Score: Raw -875755.382465 + Penalty 2951.408271 = -872803.974194 nChanged 73 SP:Iteration 15Q (1301.460000 sec): 3 clusters Score: Raw -875790.809377 + Penalty 2951.408271 = -872839.401106 nChanged 52 SP:Iteration 16Q (1301.480000 sec): 3 clusters Score: Raw -875812.479786 + Penalty 2951.408271 = -872861.071515 nChanged 38 SP:Iteration 17Q (1301.500000 sec): 3 clusters Score: Raw -875829.547480 + Penalty 2951.408271 = -872878.139209 nChanged 28 SP:Iteration 18Q (1301.510000 sec): 3 clusters Score: Raw -875842.149713 + Penalty 2951.408271 = -872890.741442 nChanged 29 SP:Iteration 19Q (1301.530000 sec): 3 clusters Score: Raw -875856.616755 + Penalty 2951.408271 = -872905.208484 nChanged 24 SP:Iteration 20F (1301.550000 sec): 3 clusters Score: Raw -875867.535769 + Penalty 2951.408271 = -872916.127498 nChanged 14 SP:Iteration 21Q (1301.570000 sec): 3 clusters Score: Raw -875873.342725 + Penalty 2951.408271 = -872921.934454 nChanged 11 SP:Iteration 22Q (1301.590000 sec): 3 clusters Score: Raw -875878.881407 + Penalty 2951.408271 = -872927.473136 nChanged 9 SP:Iteration 23Q (1301.610000 sec): 3 clusters Score: Raw -875882.618471 + Penalty 2951.408271 = -872931.210200 nChanged 10 SP:Iteration 24Q (1301.630000 sec): 3 clusters Score: Raw -875886.257619 + Penalty 2951.408271 = -872934.849348 nChanged 6 SP:Iteration 25Q (1301.650000 sec): 3 clusters Score: Raw -875888.548989 + Penalty 2951.408271 = -872937.140718 nChanged 10 SP:Iteration 26Q (1301.670000 sec): 3 clusters Score: Raw -875892.058688 + Penalty 2951.408271 = -872940.650417 nChanged 7 SP:Iteration 27Q (1301.690000 sec): 3 clusters Score: Raw -875895.104257 + Penalty 2951.408271 = -872943.695986 nChanged 9 SP:Iteration 28Q (1301.700000 sec): 3 clusters Score: Raw -875899.982436 + Penalty 2951.408271 = -872948.574165 nChanged 7 SP:Iteration 29Q (1301.720000 sec): 3 clusters Score: Raw -875902.650456 + Penalty 2951.408271 = -872951.242185 nChanged 4 SP:Iteration 30Q (1301.740000 sec): 3 clusters Score: Raw -875904.516612 + Penalty 2951.408271 = -872953.108341 nChanged 4 SP:Iteration 31Q (1301.760000 sec): 3 clusters Score: Raw -875905.990973 + Penalty 2951.408271 = -872954.582702 nChanged 3 SP:Iteration 32Q (1301.770000 sec): 3 clusters Score: Raw -875906.644343 + Penalty 2951.408271 = -872955.236072 nChanged 1 SP:Iteration 33Q (1301.790000 sec): 3 clusters Score: Raw -875907.642717 + Penalty 2951.408271 = -872956.234446 nChanged 3 SP:Iteration 34Q (1301.810000 sec): 3 clusters Score: Raw -875908.682256 + Penalty 2951.408271 = -872957.273985 nChanged 1 SP:Iteration 35Q (1301.830000 sec): 3 clusters Score: Raw -875908.865468 + Penalty 2951.408271 = -872957.457197 nChanged 0 SP:Iteration 36F (1301.850000 sec): 3 clusters Score: Raw -875908.865468 + Penalty 2951.408271 = -872957.457197 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.860000 sec): 2 clusters Score: Raw -24829.428881 + Penalty 914.488431 = -23914.940450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.860000 sec): 3 clusters Score: Raw -24919.006633 + Penalty 1828.976862 = -23090.029771 nChanged 48 SP:Iteration 1F (1301.860000 sec): 3 clusters Score: Raw -25028.760732 + Penalty 1828.976862 = -23199.783870 nChanged 8 SP:Iteration 2Q (1301.860000 sec): 3 clusters Score: Raw -25050.229640 + Penalty 1828.976862 = -23221.252778 nChanged 2 SP:Iteration 3Q (1301.860000 sec): 3 clusters Score: Raw -25053.410995 + Penalty 1828.976862 = -23224.434133 nChanged 0 SP:Iteration 4F (1301.860000 sec): 3 clusters Score: Raw -25053.410995 + Penalty 1828.976862 = -23224.434133 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1301.870000 sec): 2 clusters Score: Raw -122484.934327 + Penalty 1167.748449 = -121317.185878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1301.870000 sec): 3 clusters Score: Raw -122033.336584 + Penalty 2335.496899 = -119697.839685 nChanged 429 SP:Iteration 1F (1301.870000 sec): 3 clusters Score: Raw -122369.279726 + Penalty 2335.496899 = -120033.782827 nChanged 91 SP:Iteration 2F (1301.870000 sec): 3 clusters Score: Raw -122431.782192 + Penalty 2335.496899 = -120096.285293 nChanged 36 SP:Iteration 3Q (1301.880000 sec): 3 clusters Score: Raw -122464.365990 + Penalty 2335.496899 = -120128.869091 nChanged 30 SP:Iteration 4Q (1301.880000 sec): 3 clusters Score: Raw -122555.334482 + Penalty 2335.496899 = -120219.837583 nChanged 34 SP:Iteration 5Q (1301.880000 sec): 3 clusters Score: Raw -122619.847688 + Penalty 2335.496899 = -120284.350789 nChanged 33 SP:Iteration 6Q (1301.890000 sec): 3 clusters Score: Raw -122653.236710 + Penalty 2335.496899 = -120317.739811 nChanged 30 SP:Iteration 7Q (1301.890000 sec): 3 clusters Score: Raw -122683.337144 + Penalty 2335.496899 = -120347.840245 nChanged 23 SP:Iteration 8Q (1301.890000 sec): 3 clusters Score: Raw -122703.869029 + Penalty 2335.496899 = -120368.372130 nChanged 18 SP:Iteration 9Q (1301.890000 sec): 3 clusters Score: Raw -122724.554536 + Penalty 2335.496899 = -120389.057637 nChanged 24 SP:Iteration 10Q (1301.900000 sec): 3 clusters Score: Raw -122739.450670 + Penalty 2335.496899 = -120403.953771 nChanged 12 SP:Iteration 11Q (1301.900000 sec): 3 clusters Score: Raw -122750.917927 + Penalty 2335.496899 = -120415.421028 nChanged 10 SP:Iteration 12Q (1301.910000 sec): 3 clusters Score: Raw -122762.650945 + Penalty 2335.496899 = -120427.154046 nChanged 15 SP:Iteration 13Q (1301.910000 sec): 3 clusters Score: Raw -122774.185985 + Penalty 2335.496899 = -120438.689086 nChanged 13 SP:Iteration 14Q (1301.910000 sec): 3 clusters Score: Raw -122783.967643 + Penalty 2335.496899 = -120448.470744 nChanged 20 SP:Iteration 15Q (1301.910000 sec): 3 clusters Score: Raw -122798.283827 + Penalty 2335.496899 = -120462.786928 nChanged 15 SP:Iteration 16Q (1301.920000 sec): 3 clusters Score: Raw -122810.380505 + Penalty 2335.496899 = -120474.883606 nChanged 17 SP:Iteration 17Q (1301.920000 sec): 3 clusters Score: Raw -122821.535397 + Penalty 2335.496899 = -120486.038498 nChanged 17 SP:Iteration 18Q (1301.920000 sec): 3 clusters Score: Raw -122834.639009 + Penalty 2335.496899 = -120499.142110 nChanged 21 SP:Iteration 19Q (1301.930000 sec): 3 clusters Score: Raw -122849.278002 + Penalty 2335.496899 = -120513.781103 nChanged 21 SP:Iteration 20F (1301.930000 sec): 3 clusters Score: Raw -122862.003258 + Penalty 2335.496899 = -120526.506359 nChanged 21 SP:Iteration 21Q (1301.930000 sec): 3 clusters Score: Raw -122877.382178 + Penalty 2335.496899 = -120541.885279 nChanged 12 SP:Iteration 22Q (1301.930000 sec): 3 clusters Score: Raw -122884.323098 + Penalty 2335.496899 = -120548.826199 nChanged 16 SP:Iteration 23Q (1301.940000 sec): 3 clusters Score: Raw -122898.666454 + Penalty 2335.496899 = -120563.169556 nChanged 14 SP:Iteration 24Q (1301.940000 sec): 3 clusters Score: Raw -122911.497329 + Penalty 2335.496899 = -120576.000430 nChanged 16 SP:Iteration 25Q (1301.940000 sec): 3 clusters Score: Raw -122923.037128 + Penalty 2335.496899 = -120587.540229 nChanged 13 SP:Iteration 26Q (1301.950000 sec): 3 clusters Score: Raw -122934.366250 + Penalty 2335.496899 = -120598.869351 nChanged 16 SP:Iteration 27Q (1301.950000 sec): 3 clusters Score: Raw -122949.764156 + Penalty 2335.496899 = -120614.267257 nChanged 15 SP:Iteration 28Q (1301.950000 sec): 3 clusters Score: Raw -122970.536718 + Penalty 2335.496899 = -120635.039819 nChanged 20 SP:Iteration 29Q (1301.950000 sec): 3 clusters Score: Raw -122989.077453 + Penalty 2335.496899 = -120653.580554 nChanged 12 SP:Iteration 30Q (1301.960000 sec): 3 clusters Score: Raw -123000.301619 + Penalty 2335.496899 = -120664.804720 nChanged 18 SP:Iteration 31Q (1301.960000 sec): 3 clusters Score: Raw -123016.015753 + Penalty 2335.496899 = -120680.518854 nChanged 10 SP:Iteration 32Q (1301.970000 sec): 3 clusters Score: Raw -123022.231646 + Penalty 2335.496899 = -120686.734747 nChanged 8 SP:Iteration 33Q (1301.970000 sec): 3 clusters Score: Raw -123028.823429 + Penalty 2335.496899 = -120693.326530 nChanged 4 SP:Iteration 34Q (1301.970000 sec): 3 clusters Score: Raw -123030.402406 + Penalty 2335.496899 = -120694.905507 nChanged 1 SP:Iteration 35Q (1301.970000 sec): 3 clusters Score: Raw -123030.789892 + Penalty 2335.496899 = -120695.292993 nChanged 1 SP:Iteration 36Q (1301.970000 sec): 3 clusters Score: Raw -123031.415563 + Penalty 2335.496899 = -120695.918664 nChanged 2 SP:Iteration 37Q (1301.980000 sec): 3 clusters Score: Raw -123031.942038 + Penalty 2335.496899 = -120696.445139 nChanged 1 SP:Iteration 38Q (1301.980000 sec): 3 clusters Score: Raw -123032.592508 + Penalty 2335.496899 = -120697.095609 nChanged 2 SP:Iteration 39Q (1301.990000 sec): 3 clusters Score: Raw -123034.739535 + Penalty 2335.496899 = -120699.242636 nChanged 4 SP:Iteration 40F (1301.990000 sec): 3 clusters Score: Raw -123038.130137 + Penalty 2335.496899 = -120702.633238 nChanged 4 SP:Iteration 41Q (1301.990000 sec): 3 clusters Score: Raw -123040.810135 + Penalty 2335.496899 = -120705.313236 nChanged 4 SP:Iteration 42Q (1301.990000 sec): 3 clusters Score: Raw -123044.298479 + Penalty 2335.496899 = -120708.801580 nChanged 4 SP:Iteration 43Q (1302.000000 sec): 3 clusters Score: Raw -123047.221725 + Penalty 2335.496899 = -120711.724826 nChanged 1 SP:Iteration 44Q (1302.000000 sec): 3 clusters Score: Raw -123047.737421 + Penalty 2335.496899 = -120712.240522 nChanged 1 SP:Iteration 45Q (1302.000000 sec): 3 clusters Score: Raw -123048.967383 + Penalty 2335.496899 = -120713.470484 nChanged 2 SP:Iteration 46Q (1302.010000 sec): 3 clusters Score: Raw -123051.057457 + Penalty 2335.496899 = -120715.560558 nChanged 2 SP:Iteration 47Q (1302.010000 sec): 3 clusters Score: Raw -123052.355447 + Penalty 2335.496899 = -120716.858548 nChanged 1 SP:Iteration 48Q (1302.010000 sec): 3 clusters Score: Raw -123053.016725 + Penalty 2335.496899 = -120717.519826 nChanged 0 SP:Iteration 49F (1302.010000 sec): 3 clusters Score: Raw -123053.016725 + Penalty 2335.496899 = -120717.519826 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.020000 sec): 2 clusters Score: Raw -49194.962196 + Penalty 1033.992067 = -48160.970129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.020000 sec): 3 clusters Score: Raw -49094.469588 + Penalty 2067.984134 = -47026.485455 nChanged 149 SP:Iteration 1F (1302.020000 sec): 3 clusters Score: Raw -49379.125490 + Penalty 2067.984134 = -47311.141357 nChanged 52 SP:Iteration 2F (1302.020000 sec): 3 clusters Score: Raw -49463.531079 + Penalty 2067.984134 = -47395.546945 nChanged 39 SP:Iteration 3F (1302.020000 sec): 3 clusters Score: Raw -49549.147432 + Penalty 2067.984134 = -47481.163298 nChanged 31 SP:Iteration 4F (1302.030000 sec): 3 clusters Score: Raw -49624.259992 + Penalty 2067.984134 = -47556.275858 nChanged 24 SP:Iteration 5Q (1302.030000 sec): 3 clusters Score: Raw -49696.357090 + Penalty 2067.984134 = -47628.372956 nChanged 16 SP:Iteration 6Q (1302.030000 sec): 3 clusters Score: Raw -49744.304392 + Penalty 2067.984134 = -47676.320259 nChanged 22 SP:Iteration 7Q (1302.030000 sec): 3 clusters Score: Raw -49841.172240 + Penalty 2067.984134 = -47773.188106 nChanged 24 SP:Iteration 8Q (1302.030000 sec): 3 clusters Score: Raw -49957.954070 + Penalty 2067.984134 = -47889.969936 nChanged 19 SP:Iteration 9Q (1302.030000 sec): 3 clusters Score: Raw -50013.725819 + Penalty 2067.984134 = -47945.741685 nChanged 11 SP:Iteration 10Q (1302.030000 sec): 3 clusters Score: Raw -50065.173923 + Penalty 2067.984134 = -47997.189790 nChanged 8 SP:Iteration 11Q (1302.030000 sec): 3 clusters Score: Raw -50083.682958 + Penalty 2067.984134 = -48015.698824 nChanged 5 SP:Iteration 12Q (1302.030000 sec): 3 clusters Score: Raw -50098.396586 + Penalty 2067.984134 = -48030.412452 nChanged 4 SP:Iteration 13Q (1302.030000 sec): 3 clusters Score: Raw -50110.764807 + Penalty 2067.984134 = -48042.780673 nChanged 3 SP:Iteration 14Q (1302.040000 sec): 3 clusters Score: Raw -50117.925346 + Penalty 2067.984134 = -48049.941212 nChanged 2 SP:Iteration 15Q (1302.040000 sec): 3 clusters Score: Raw -50123.073373 + Penalty 2067.984134 = -48055.089239 nChanged 3 SP:Iteration 16Q (1302.040000 sec): 3 clusters Score: Raw -50136.101415 + Penalty 2067.984134 = -48068.117282 nChanged 3 SP:Iteration 17Q (1302.040000 sec): 3 clusters Score: Raw -50148.689089 + Penalty 2067.984134 = -48080.704955 nChanged 4 SP:Iteration 18Q (1302.040000 sec): 3 clusters Score: Raw -50182.543243 + Penalty 2067.984134 = -48114.559109 nChanged 5 SP:Iteration 19Q (1302.040000 sec): 3 clusters Score: Raw -50222.229591 + Penalty 2067.984134 = -48154.245458 nChanged 2 SP:Iteration 20F (1302.040000 sec): 3 clusters Score: Raw -50227.668551 + Penalty 2067.984134 = -48159.684418 nChanged 3 SP:Iteration 21Q (1302.050000 sec): 3 clusters Score: Raw -50234.950038 + Penalty 2067.984134 = -48166.965904 nChanged 3 SP:Iteration 22Q (1302.050000 sec): 3 clusters Score: Raw -50240.907990 + Penalty 2067.984134 = -48172.923857 nChanged 4 SP:Iteration 23Q (1302.050000 sec): 3 clusters Score: Raw -50247.014841 + Penalty 2067.984134 = -48179.030707 nChanged 4 SP:Iteration 24Q (1302.050000 sec): 3 clusters Score: Raw -50253.540986 + Penalty 2067.984134 = -48185.556852 nChanged 1 SP:Iteration 25Q (1302.050000 sec): 3 clusters Score: Raw -50255.531318 + Penalty 2067.984134 = -48187.547184 nChanged 1 SP:Iteration 26Q (1302.050000 sec): 3 clusters Score: Raw -50261.095107 + Penalty 2067.984134 = -48193.110973 nChanged 2 SP:Iteration 27Q (1302.050000 sec): 3 clusters Score: Raw -50263.027372 + Penalty 2067.984134 = -48195.043238 nChanged 0 SP:Iteration 28F (1302.050000 sec): 3 clusters Score: Raw -50263.027372 + Penalty 2067.984134 = -48195.043238 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 7.38 GB. Trying to split cluster 22 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.060000 sec): 2 clusters Score: Raw -54113.922509 + Penalty 1030.594731 = -53083.327778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.060000 sec): 3 clusters Score: Raw -54024.796182 + Penalty 2061.189461 = -51963.606721 nChanged 127 SP:Iteration 1F (1302.060000 sec): 3 clusters Score: Raw -54181.792235 + Penalty 2061.189461 = -52120.602774 nChanged 42 SP:Iteration 2F (1302.060000 sec): 3 clusters Score: Raw -54252.632502 + Penalty 2061.189461 = -52191.443041 nChanged 13 SP:Iteration 3Q (1302.060000 sec): 3 clusters Score: Raw -54269.710086 + Penalty 2061.189461 = -52208.520625 nChanged 8 SP:Iteration 4Q (1302.070000 sec): 3 clusters Score: Raw -54277.307389 + Penalty 2061.189461 = -52216.117928 nChanged 3 SP:Iteration 5Q (1302.070000 sec): 3 clusters Score: Raw -54281.485193 + Penalty 2061.189461 = -52220.295731 nChanged 1 SP:Iteration 6Q (1302.070000 sec): 3 clusters Score: Raw -54281.917592 + Penalty 2061.189461 = -52220.728131 nChanged 0 SP:Iteration 7F (1302.070000 sec): 3 clusters Score: Raw -54281.917592 + Penalty 2061.189461 = -52220.728131 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.070000 sec): 2 clusters Score: Raw -23985.500784 + Penalty 907.318150 = -23078.182634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.070000 sec): 3 clusters Score: Raw -23996.434787 + Penalty 1814.636300 = -22181.798487 nChanged 35 SP:Iteration 1F (1302.070000 sec): 3 clusters Score: Raw -24077.545598 + Penalty 1814.636300 = -22262.909298 nChanged 11 SP:Iteration 2Q (1302.070000 sec): 3 clusters Score: Raw -24121.728184 + Penalty 1814.636300 = -22307.091884 nChanged 6 SP:Iteration 3Q (1302.070000 sec): 3 clusters Score: Raw -24136.801585 + Penalty 1814.636300 = -22322.165284 nChanged 1 SP:Iteration 4Q (1302.070000 sec): 3 clusters Score: Raw -24138.593873 + Penalty 1814.636300 = -22323.957573 nChanged 0 SP:Iteration 5F (1302.070000 sec): 3 clusters Score: Raw -24138.593873 + Penalty 1814.636300 = -22323.957573 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.080000 sec): 2 clusters Score: Raw -64369.427481 + Penalty 1061.267615 = -63308.159867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.080000 sec): 3 clusters Score: Raw -64209.678737 + Penalty 2122.535229 = -62087.143508 nChanged 176 SP:Iteration 1F (1302.080000 sec): 3 clusters Score: Raw -64380.532518 + Penalty 2122.535229 = -62257.997289 nChanged 48 SP:Iteration 2F (1302.080000 sec): 3 clusters Score: Raw -64428.189091 + Penalty 2122.535229 = -62305.653862 nChanged 25 SP:Iteration 3Q (1302.090000 sec): 3 clusters Score: Raw -64462.099353 + Penalty 2122.535229 = -62339.564124 nChanged 20 SP:Iteration 4Q (1302.090000 sec): 3 clusters Score: Raw -64496.237032 + Penalty 2122.535229 = -62373.701803 nChanged 13 SP:Iteration 5Q (1302.090000 sec): 3 clusters Score: Raw -64511.441720 + Penalty 2122.535229 = -62388.906491 nChanged 12 SP:Iteration 6Q (1302.090000 sec): 3 clusters Score: Raw -64525.801221 + Penalty 2122.535229 = -62403.265992 nChanged 10 SP:Iteration 7Q (1302.090000 sec): 3 clusters Score: Raw -64538.665293 + Penalty 2122.535229 = -62416.130064 nChanged 7 SP:Iteration 8Q (1302.090000 sec): 3 clusters Score: Raw -64548.816951 + Penalty 2122.535229 = -62426.281722 nChanged 13 SP:Iteration 9Q (1302.090000 sec): 3 clusters Score: Raw -64565.989686 + Penalty 2122.535229 = -62443.454457 nChanged 14 SP:Iteration 10Q (1302.100000 sec): 3 clusters Score: Raw -64600.076007 + Penalty 2122.535229 = -62477.540778 nChanged 18 SP:Iteration 11Q (1302.100000 sec): 3 clusters Score: Raw -64623.390976 + Penalty 2122.535229 = -62500.855747 nChanged 13 SP:Iteration 12Q (1302.100000 sec): 3 clusters Score: Raw -64642.110083 + Penalty 2122.535229 = -62519.574854 nChanged 10 SP:Iteration 13Q (1302.100000 sec): 3 clusters Score: Raw -64657.118770 + Penalty 2122.535229 = -62534.583541 nChanged 7 SP:Iteration 14Q (1302.100000 sec): 3 clusters Score: Raw -64667.807698 + Penalty 2122.535229 = -62545.272469 nChanged 8 SP:Iteration 15Q (1302.110000 sec): 3 clusters Score: Raw -64673.659936 + Penalty 2122.535229 = -62551.124707 nChanged 6 SP:Iteration 16Q (1302.110000 sec): 3 clusters Score: Raw -64680.581027 + Penalty 2122.535229 = -62558.045798 nChanged 2 SP:Iteration 17Q (1302.110000 sec): 3 clusters Score: Raw -64684.346671 + Penalty 2122.535229 = -62561.811442 nChanged 0 SP:Iteration 18F (1302.110000 sec): 3 clusters Score: Raw -64684.346671 + Penalty 2122.535229 = -62561.811442 nChanged 0 Deleting Class 25 (158 points): Lose 2021.158268 but Gain 2212.985280 Iteration 139Q (1305.980000 sec): 25 clusters Score: Raw -78403101.108259 + Penalty 53111.646721 = -78349989.461537 nChanged 179 Iteration 140F (1323.680000 sec): 25 clusters Score: Raw -78404307.742489 + Penalty 53111.646721 = -78351196.095768 nChanged 23 Iteration 141Q (1327.660000 sec): 25 clusters Score: Raw -78404349.127467 + Penalty 53111.646721 = -78351237.480746 nChanged 12 Iteration 142Q (1331.650000 sec): 25 clusters Score: Raw -78404354.582307 + Penalty 53111.646721 = -78351242.935586 nChanged 3 Iteration 143Q (1335.580000 sec): 25 clusters Score: Raw -78404356.249561 + Penalty 53111.646721 = -78351244.602840 nChanged 4 Iteration 144Q (1339.520000 sec): 25 clusters Score: Raw -78404359.598507 + Penalty 53111.646721 = -78351247.951786 nChanged 6 Iteration 145Q (1343.480000 sec): 25 clusters Score: Raw -78404361.019537 + Penalty 53111.646721 = -78351249.372816 nChanged 6 Iteration 146Q (1347.380000 sec): 25 clusters Score: Raw -78404361.044044 + Penalty 53111.646721 = -78351249.397323 nChanged 9 Iteration 147Q (1351.240000 sec): 25 clusters Score: Raw -78404361.085815 + Penalty 53111.646721 = -78351249.439094 nChanged 7 Iteration 148Q (1355.140000 sec): 25 clusters Score: Raw -78404361.133579 + Penalty 53111.646721 = -78351249.486858 nChanged 5 Iteration 149Q (1359.030000 sec): 25 clusters Score: Raw -78404361.162860 + Penalty 53111.646721 = -78351249.516139 nChanged 2 Iteration 150Q (1362.950000 sec): 25 clusters Score: Raw -78404361.168289 + Penalty 53111.646721 = -78351249.521567 nChanged 3 Iteration 151Q (1366.870000 sec): 25 clusters Score: Raw -78404361.179747 + Penalty 53111.646721 = -78351249.533025 nChanged 6 Iteration 152Q (1370.830000 sec): 25 clusters Score: Raw -78404361.196056 + Penalty 53111.646721 = -78351249.549335 nChanged 2 Iteration 153Q (1374.850000 sec): 25 clusters Score: Raw -78404361.201206 + Penalty 53111.646721 = -78351249.554485 nChanged 1 Iteration 154Q (1378.800000 sec): 25 clusters Score: Raw -78404361.204886 + Penalty 53111.646721 = -78351249.558165 nChanged 3 Iteration 155Q (1382.690000 sec): 25 clusters Score: Raw -78404361.216297 + Penalty 53111.646721 = -78351249.569576 nChanged 1 Iteration 156Q (1386.610000 sec): 25 clusters Score: Raw -78404361.219279 + Penalty 53111.646721 = -78351249.572558 nChanged 0 Iteration 157F (1403.890000 sec): 25 clusters Score: Raw -78404361.219279 + Penalty 53111.646721 = -78351249.572558 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -78404361.219279 + Penalty 53111.646721 = -78351249.572558 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (15276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1404.050000 sec): 2 clusters Score: Raw -1407870.943420 + Penalty 1565.531215 = -1406305.412205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1404.090000 sec): 3 clusters Score: Raw -1398873.868794 + Penalty 3131.062431 = -1395742.806364 nChanged 6883 SP:Iteration 1F (1404.120000 sec): 3 clusters Score: Raw -1402774.718577 + Penalty 3131.062431 = -1399643.656147 nChanged 937 SP:Iteration 2F (1404.160000 sec): 3 clusters Score: Raw -1403226.889077 + Penalty 3131.062431 = -1400095.826647 nChanged 868 SP:Iteration 3F (1404.200000 sec): 3 clusters Score: Raw -1403654.483014 + Penalty 3131.062431 = -1400523.420583 nChanged 820 SP:Iteration 4F (1404.240000 sec): 3 clusters Score: Raw -1404032.689888 + Penalty 3131.062431 = -1400901.627457 nChanged 724 SP:Iteration 5Q (1404.280000 sec): 3 clusters Score: Raw -1404409.526718 + Penalty 3131.062431 = -1401278.464288 nChanged 773 SP:Iteration 6F (1404.310000 sec): 3 clusters Score: Raw -1404831.567575 + Penalty 3131.062431 = -1401700.505144 nChanged 786 SP:Iteration 7F (1404.350000 sec): 3 clusters Score: Raw -1405328.917514 + Penalty 3131.062431 = -1402197.855083 nChanged 782 SP:Iteration 8F (1404.390000 sec): 3 clusters Score: Raw -1405898.979627 + Penalty 3131.062431 = -1402767.917196 nChanged 806 SP:Iteration 9F (1404.420000 sec): 3 clusters Score: Raw -1406467.060921 + Penalty 3131.062431 = -1403335.998490 nChanged 667 SP:Iteration 10Q (1404.460000 sec): 3 clusters Score: Raw -1406908.192032 + Penalty 3131.062431 = -1403777.129601 nChanged 565 SP:Iteration 11Q (1404.500000 sec): 3 clusters Score: Raw -1407210.281672 + Penalty 3131.062431 = -1404079.219241 nChanged 418 SP:Iteration 12Q (1404.540000 sec): 3 clusters Score: Raw -1407393.670876 + Penalty 3131.062431 = -1404262.608445 nChanged 336 SP:Iteration 13Q (1404.570000 sec): 3 clusters Score: Raw -1407544.502880 + Penalty 3131.062431 = -1404413.440449 nChanged 280 SP:Iteration 14Q (1404.600000 sec): 3 clusters Score: Raw -1407653.236940 + Penalty 3131.062431 = -1404522.174509 nChanged 242 SP:Iteration 15Q (1404.640000 sec): 3 clusters Score: Raw -1407742.384209 + Penalty 3131.062431 = -1404611.321778 nChanged 219 SP:Iteration 16Q (1404.680000 sec): 3 clusters Score: Raw -1407810.881017 + Penalty 3131.062431 = -1404679.818586 nChanged 175 SP:Iteration 17Q (1404.710000 sec): 3 clusters Score: Raw -1407854.608226 + Penalty 3131.062431 = -1404723.545795 nChanged 149 SP:Iteration 18Q (1404.740000 sec): 3 clusters Score: Raw -1407889.260140 + Penalty 3131.062431 = -1404758.197710 nChanged 125 SP:Iteration 19Q (1404.780000 sec): 3 clusters Score: Raw -1407917.307162 + Penalty 3131.062431 = -1404786.244732 nChanged 114 SP:Iteration 20F (1404.820000 sec): 3 clusters Score: Raw -1407939.686442 + Penalty 3131.062431 = -1404808.624012 nChanged 98 SP:Iteration 21Q (1404.860000 sec): 3 clusters Score: Raw -1407956.396509 + Penalty 3131.062431 = -1404825.334079 nChanged 90 SP:Iteration 22Q (1404.890000 sec): 3 clusters Score: Raw -1407970.543251 + Penalty 3131.062431 = -1404839.480820 nChanged 78 SP:Iteration 23Q (1404.920000 sec): 3 clusters Score: Raw -1407983.638340 + Penalty 3131.062431 = -1404852.575909 nChanged 80 SP:Iteration 24Q (1404.960000 sec): 3 clusters Score: Raw -1407994.513986 + Penalty 3131.062431 = -1404863.451556 nChanged 74 SP:Iteration 25Q (1405.000000 sec): 3 clusters Score: Raw -1408004.609288 + Penalty 3131.062431 = -1404873.546857 nChanged 62 SP:Iteration 26Q (1405.030000 sec): 3 clusters Score: Raw -1408015.622335 + Penalty 3131.062431 = -1404884.559905 nChanged 75 SP:Iteration 27Q (1405.070000 sec): 3 clusters Score: Raw -1408031.841822 + Penalty 3131.062431 = -1404900.779391 nChanged 91 SP:Iteration 28Q (1405.100000 sec): 3 clusters Score: Raw -1408051.924862 + Penalty 3131.062431 = -1404920.862431 nChanged 95 SP:Iteration 29Q (1405.140000 sec): 3 clusters Score: Raw -1408072.632623 + Penalty 3131.062431 = -1404941.570192 nChanged 103 SP:Iteration 30Q (1405.170000 sec): 3 clusters Score: Raw -1408093.715306 + Penalty 3131.062431 = -1404962.652875 nChanged 87 SP:Iteration 31Q (1405.210000 sec): 3 clusters Score: Raw -1408108.858082 + Penalty 3131.062431 = -1404977.795651 nChanged 75 SP:Iteration 32Q (1405.240000 sec): 3 clusters Score: Raw -1408122.447771 + Penalty 3131.062431 = -1404991.385340 nChanged 72 SP:Iteration 33Q (1405.280000 sec): 3 clusters Score: Raw -1408134.681159 + Penalty 3131.062431 = -1405003.618728 nChanged 68 SP:Iteration 34Q (1405.320000 sec): 3 clusters Score: Raw -1408144.547434 + Penalty 3131.062431 = -1405013.485004 nChanged 57 SP:Iteration 35Q (1405.350000 sec): 3 clusters Score: Raw -1408152.641561 + Penalty 3131.062431 = -1405021.579130 nChanged 51 SP:Iteration 36Q (1405.390000 sec): 3 clusters Score: Raw -1408158.611114 + Penalty 3131.062431 = -1405027.548683 nChanged 40 SP:Iteration 37Q (1405.420000 sec): 3 clusters Score: Raw -1408163.289642 + Penalty 3131.062431 = -1405032.227211 nChanged 37 SP:Iteration 38Q (1405.460000 sec): 3 clusters Score: Raw -1408167.986912 + Penalty 3131.062431 = -1405036.924481 nChanged 37 SP:Iteration 39Q (1405.490000 sec): 3 clusters Score: Raw -1408172.027731 + Penalty 3131.062431 = -1405040.965300 nChanged 36 SP:Iteration 40F (1405.530000 sec): 3 clusters Score: Raw -1408179.730316 + Penalty 3131.062431 = -1405048.667885 nChanged 36 SP:Iteration 41Q (1405.570000 sec): 3 clusters Score: Raw -1408184.168982 + Penalty 3131.062431 = -1405053.106552 nChanged 38 SP:Iteration 42Q (1405.600000 sec): 3 clusters Score: Raw -1408189.156489 + Penalty 3131.062431 = -1405058.094058 nChanged 36 SP:Iteration 43Q (1405.640000 sec): 3 clusters Score: Raw -1408192.086931 + Penalty 3131.062431 = -1405061.024501 nChanged 25 SP:Iteration 44Q (1405.670000 sec): 3 clusters Score: Raw -1408194.221082 + Penalty 3131.062431 = -1405063.158651 nChanged 27 SP:Iteration 45Q (1405.710000 sec): 3 clusters Score: Raw -1408196.596991 + Penalty 3131.062431 = -1405065.534560 nChanged 33 SP:Iteration 46Q (1405.740000 sec): 3 clusters Score: Raw -1408200.834788 + Penalty 3131.062431 = -1405069.772358 nChanged 37 SP:Iteration 47Q (1405.780000 sec): 3 clusters Score: Raw -1408206.865608 + Penalty 3131.062431 = -1405075.803177 nChanged 37 SP:Iteration 48Q (1405.820000 sec): 3 clusters Score: Raw -1408211.069282 + Penalty 3131.062431 = -1405080.006851 nChanged 30 SP:Iteration 49Q (1405.850000 sec): 3 clusters Score: Raw -1408214.067586 + Penalty 3131.062431 = -1405083.005155 nChanged 28 SP:Iteration 50Q (1405.880000 sec): 3 clusters Score: Raw -1408218.444920 + Penalty 3131.062431 = -1405087.382489 nChanged 37 SP:Iteration 51Q (1405.920000 sec): 3 clusters Score: Raw -1408223.083063 + Penalty 3131.062431 = -1405092.020632 nChanged 40 SP:Iteration 52Q (1405.960000 sec): 3 clusters Score: Raw -1408230.171232 + Penalty 3131.062431 = -1405099.108802 nChanged 49 SP:Iteration 53Q (1405.990000 sec): 3 clusters Score: Raw -1408238.300106 + Penalty 3131.062431 = -1405107.237676 nChanged 50 SP:Iteration 54Q (1406.030000 sec): 3 clusters Score: Raw -1408245.728484 + Penalty 3131.062431 = -1405114.666053 nChanged 43 SP:Iteration 55Q (1406.060000 sec): 3 clusters Score: Raw -1408251.332819 + Penalty 3131.062431 = -1405120.270388 nChanged 40 SP:Iteration 56Q (1406.100000 sec): 3 clusters Score: Raw -1408257.678351 + Penalty 3131.062431 = -1405126.615921 nChanged 54 SP:Iteration 57Q (1406.140000 sec): 3 clusters Score: Raw -1408267.025651 + Penalty 3131.062431 = -1405135.963220 nChanged 67 SP:Iteration 58Q (1406.180000 sec): 3 clusters Score: Raw -1408281.038899 + Penalty 3131.062431 = -1405149.976468 nChanged 84 SP:Iteration 59Q (1406.210000 sec): 3 clusters Score: Raw -1408300.311355 + Penalty 3131.062431 = -1405169.248924 nChanged 92 SP:Iteration 60F (1406.250000 sec): 3 clusters Score: Raw -1408321.738560 + Penalty 3131.062431 = -1405190.676129 nChanged 92 SP:Iteration 61Q (1406.290000 sec): 3 clusters Score: Raw -1408345.242148 + Penalty 3131.062431 = -1405214.179718 nChanged 88 SP:Iteration 62Q (1406.320000 sec): 3 clusters Score: Raw -1408368.796929 + Penalty 3131.062431 = -1405237.734499 nChanged 105 SP:Iteration 63Q (1406.360000 sec): 3 clusters Score: Raw -1408399.964224 + Penalty 3131.062431 = -1405268.901793 nChanged 93 SP:Iteration 64Q (1406.390000 sec): 3 clusters Score: Raw -1408425.374084 + Penalty 3131.062431 = -1405294.311654 nChanged 97 SP:Iteration 65Q (1406.430000 sec): 3 clusters Score: Raw -1408453.030906 + Penalty 3131.062431 = -1405321.968476 nChanged 90 SP:Iteration 66Q (1406.460000 sec): 3 clusters Score: Raw -1408475.184031 + Penalty 3131.062431 = -1405344.121600 nChanged 89 SP:Iteration 67Q (1406.500000 sec): 3 clusters Score: Raw -1408499.926753 + Penalty 3131.062431 = -1405368.864322 nChanged 98 SP:Iteration 68Q (1406.530000 sec): 3 clusters Score: Raw -1408534.063382 + Penalty 3131.062431 = -1405403.000951 nChanged 101 SP:Iteration 69Q (1406.570000 sec): 3 clusters Score: Raw -1408570.458880 + Penalty 3131.062431 = -1405439.396449 nChanged 104 SP:Iteration 70Q (1406.600000 sec): 3 clusters Score: Raw -1408604.873996 + Penalty 3131.062431 = -1405473.811565 nChanged 100 SP:Iteration 71Q (1406.630000 sec): 3 clusters Score: Raw -1408634.627952 + Penalty 3131.062431 = -1405503.565521 nChanged 98 SP:Iteration 72Q (1406.670000 sec): 3 clusters Score: Raw -1408657.380923 + Penalty 3131.062431 = -1405526.318492 nChanged 79 SP:Iteration 73Q (1406.700000 sec): 3 clusters Score: Raw -1408675.204065 + Penalty 3131.062431 = -1405544.141635 nChanged 67 SP:Iteration 74Q (1406.730000 sec): 3 clusters Score: Raw -1408690.993974 + Penalty 3131.062431 = -1405559.931543 nChanged 68 SP:Iteration 75Q (1406.770000 sec): 3 clusters Score: Raw -1408704.219473 + Penalty 3131.062431 = -1405573.157042 nChanged 67 SP:Iteration 76Q (1406.810000 sec): 3 clusters Score: Raw -1408717.579041 + Penalty 3131.062431 = -1405586.516611 nChanged 73 SP:Iteration 77Q (1406.840000 sec): 3 clusters Score: Raw -1408731.718974 + Penalty 3131.062431 = -1405600.656544 nChanged 52 SP:Iteration 78Q (1406.870000 sec): 3 clusters Score: Raw -1408738.890461 + Penalty 3131.062431 = -1405607.828031 nChanged 35 SP:Iteration 79Q (1406.910000 sec): 3 clusters Score: Raw -1408744.162302 + Penalty 3131.062431 = -1405613.099871 nChanged 37 SP:Iteration 80F (1406.950000 sec): 3 clusters Score: Raw -1408749.372630 + Penalty 3131.062431 = -1405618.310200 nChanged 31 SP:Iteration 81Q (1406.980000 sec): 3 clusters Score: Raw -1408754.634259 + Penalty 3131.062431 = -1405623.571828 nChanged 24 SP:Iteration 82Q (1407.010000 sec): 3 clusters Score: Raw -1408759.074165 + Penalty 3131.062431 = -1405628.011735 nChanged 32 SP:Iteration 83Q (1407.050000 sec): 3 clusters Score: Raw -1408764.411819 + Penalty 3131.062431 = -1405633.349388 nChanged 23 SP:Iteration 84Q (1407.080000 sec): 3 clusters Score: Raw -1408767.566953 + Penalty 3131.062431 = -1405636.504523 nChanged 20 SP:Iteration 85Q (1407.110000 sec): 3 clusters Score: Raw -1408770.495572 + Penalty 3131.062431 = -1405639.433142 nChanged 19 SP:Iteration 86Q (1407.150000 sec): 3 clusters Score: Raw -1408772.883420 + Penalty 3131.062431 = -1405641.820989 nChanged 24 SP:Iteration 87Q (1407.180000 sec): 3 clusters Score: Raw -1408775.559003 + Penalty 3131.062431 = -1405644.496573 nChanged 14 SP:Iteration 88Q (1407.220000 sec): 3 clusters Score: Raw -1408776.671735 + Penalty 3131.062431 = -1405645.609304 nChanged 11 SP:Iteration 89Q (1407.250000 sec): 3 clusters Score: Raw -1408777.663462 + Penalty 3131.062431 = -1405646.601031 nChanged 15 SP:Iteration 90Q (1407.280000 sec): 3 clusters Score: Raw -1408778.835236 + Penalty 3131.062431 = -1405647.772805 nChanged 10 SP:Iteration 91Q (1407.320000 sec): 3 clusters Score: Raw -1408779.834073 + Penalty 3131.062431 = -1405648.771642 nChanged 11 SP:Iteration 92Q (1407.350000 sec): 3 clusters Score: Raw -1408780.959909 + Penalty 3131.062431 = -1405649.897479 nChanged 11 SP:Iteration 93Q (1407.380000 sec): 3 clusters Score: Raw -1408782.314292 + Penalty 3131.062431 = -1405651.251862 nChanged 10 SP:Iteration 94Q (1407.420000 sec): 3 clusters Score: Raw -1408783.720874 + Penalty 3131.062431 = -1405652.658443 nChanged 12 SP:Iteration 95Q (1407.450000 sec): 3 clusters Score: Raw -1408785.024609 + Penalty 3131.062431 = -1405653.962178 nChanged 16 SP:Iteration 96Q (1407.480000 sec): 3 clusters Score: Raw -1408786.685044 + Penalty 3131.062431 = -1405655.622613 nChanged 17 SP:Iteration 97Q (1407.520000 sec): 3 clusters Score: Raw -1408788.311998 + Penalty 3131.062431 = -1405657.249567 nChanged 13 SP:Iteration 98Q (1407.550000 sec): 3 clusters Score: Raw -1408789.353525 + Penalty 3131.062431 = -1405658.291095 nChanged 11 SP:Iteration 99Q (1407.580000 sec): 3 clusters Score: Raw -1408790.673957 + Penalty 3131.062431 = -1405659.611526 nChanged 13 SP:Iteration 100F (1407.620000 sec): 3 clusters Score: Raw -1408792.393888 + Penalty 3131.062431 = -1405661.331457 nChanged 15 SP:Iteration 101Q (1407.650000 sec): 3 clusters Score: Raw -1408794.049310 + Penalty 3131.062431 = -1405662.986879 nChanged 8 SP:Iteration 102Q (1407.690000 sec): 3 clusters Score: Raw -1408794.922647 + Penalty 3131.062431 = -1405663.860217 nChanged 9 SP:Iteration 103Q (1407.730000 sec): 3 clusters Score: Raw -1408795.668192 + Penalty 3131.062431 = -1405664.605762 nChanged 6 SP:Iteration 104Q (1407.760000 sec): 3 clusters Score: Raw -1408796.311345 + Penalty 3131.062431 = -1405665.248914 nChanged 8 SP:Iteration 105Q (1407.790000 sec): 3 clusters Score: Raw -1408797.766112 + Penalty 3131.062431 = -1405666.703681 nChanged 11 SP:Iteration 106Q (1407.830000 sec): 3 clusters Score: Raw -1408799.227974 + Penalty 3131.062431 = -1405668.165544 nChanged 10 SP:Iteration 107Q (1407.860000 sec): 3 clusters Score: Raw -1408800.329828 + Penalty 3131.062431 = -1405669.267397 nChanged 9 SP:Iteration 108Q (1407.890000 sec): 3 clusters Score: Raw -1408801.167940 + Penalty 3131.062431 = -1405670.105510 nChanged 6 SP:Iteration 109Q (1407.930000 sec): 3 clusters Score: Raw -1408801.795268 + Penalty 3131.062431 = -1405670.732837 nChanged 7 SP:Iteration 110Q (1407.960000 sec): 3 clusters Score: Raw -1408802.260258 + Penalty 3131.062431 = -1405671.197827 nChanged 4 SP:Iteration 111Q (1407.990000 sec): 3 clusters Score: Raw -1408802.596817 + Penalty 3131.062431 = -1405671.534386 nChanged 3 SP:Iteration 112Q (1408.030000 sec): 3 clusters Score: Raw -1408802.953717 + Penalty 3131.062431 = -1405671.891286 nChanged 2 SP:Iteration 113Q (1408.060000 sec): 3 clusters Score: Raw -1408803.092390 + Penalty 3131.062431 = -1405672.029960 nChanged 2 SP:Iteration 114Q (1408.090000 sec): 3 clusters Score: Raw -1408803.273272 + Penalty 3131.062431 = -1405672.210841 nChanged 2 SP:Iteration 115Q (1408.130000 sec): 3 clusters Score: Raw -1408803.477276 + Penalty 3131.062431 = -1405672.414845 nChanged 1 SP:Iteration 116Q (1408.160000 sec): 3 clusters Score: Raw -1408803.583558 + Penalty 3131.062431 = -1405672.521128 nChanged 3 SP:Iteration 117Q (1408.190000 sec): 3 clusters Score: Raw -1408803.797594 + Penalty 3131.062431 = -1405672.735163 nChanged 2 SP:Iteration 118Q (1408.230000 sec): 3 clusters Score: Raw -1408803.979210 + Penalty 3131.062431 = -1405672.916779 nChanged 3 SP:Iteration 119Q (1408.260000 sec): 3 clusters Score: Raw -1408804.183671 + Penalty 3131.062431 = -1405673.121240 nChanged 3 SP:Iteration 120F (1408.300000 sec): 3 clusters Score: Raw -1408804.359722 + Penalty 3131.062431 = -1405673.297291 nChanged 1 SP:Iteration 121Q (1408.330000 sec): 3 clusters Score: Raw -1408804.466040 + Penalty 3131.062431 = -1405673.403609 nChanged 2 SP:Iteration 122Q (1408.360000 sec): 3 clusters Score: Raw -1408804.773626 + Penalty 3131.062431 = -1405673.711195 nChanged 2 SP:Iteration 123Q (1408.400000 sec): 3 clusters Score: Raw -1408804.899359 + Penalty 3131.062431 = -1405673.836928 nChanged 1 SP:Iteration 124Q (1408.430000 sec): 3 clusters Score: Raw -1408804.935345 + Penalty 3131.062431 = -1405673.872915 nChanged 0 SP:Iteration 125F (1408.470000 sec): 3 clusters Score: Raw -1408804.935345 + Penalty 3131.062431 = -1405673.872915 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (11869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.500000 sec): 2 clusters Score: Raw -1118490.848046 + Penalty 1524.523851 = -1116966.324195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.530000 sec): 3 clusters Score: Raw -1111751.869643 + Penalty 3049.047702 = -1108702.821941 nChanged 5106 SP:Iteration 1F (1408.560000 sec): 3 clusters Score: Raw -1114398.650421 + Penalty 3049.047702 = -1111349.602719 nChanged 631 SP:Iteration 2F (1408.590000 sec): 3 clusters Score: Raw -1114655.435753 + Penalty 3049.047702 = -1111606.388050 nChanged 574 SP:Iteration 3Q (1408.620000 sec): 3 clusters Score: Raw -1114904.367366 + Penalty 3049.047702 = -1111855.319663 nChanged 562 SP:Iteration 4Q (1408.650000 sec): 3 clusters Score: Raw -1115137.126607 + Penalty 3049.047702 = -1112088.078905 nChanged 525 SP:Iteration 5Q (1408.670000 sec): 3 clusters Score: Raw -1115384.895877 + Penalty 3049.047702 = -1112335.848175 nChanged 585 SP:Iteration 6Q (1408.710000 sec): 3 clusters Score: Raw -1115715.286092 + Penalty 3049.047702 = -1112666.238389 nChanged 627 SP:Iteration 7F (1408.730000 sec): 3 clusters Score: Raw -1116096.816298 + Penalty 3049.047702 = -1113047.768596 nChanged 640 SP:Iteration 8F (1408.760000 sec): 3 clusters Score: Raw -1116496.495329 + Penalty 3049.047702 = -1113447.447626 nChanged 642 SP:Iteration 9F (1408.790000 sec): 3 clusters Score: Raw -1116930.079479 + Penalty 3049.047702 = -1113881.031776 nChanged 626 SP:Iteration 10F (1408.820000 sec): 3 clusters Score: Raw -1117359.507279 + Penalty 3049.047702 = -1114310.459576 nChanged 505 SP:Iteration 11Q (1408.850000 sec): 3 clusters Score: Raw -1117688.577311 + Penalty 3049.047702 = -1114639.529609 nChanged 411 SP:Iteration 12Q (1408.880000 sec): 3 clusters Score: Raw -1117937.680372 + Penalty 3049.047702 = -1114888.632670 nChanged 314 SP:Iteration 13Q (1408.910000 sec): 3 clusters Score: Raw -1118140.740312 + Penalty 3049.047702 = -1115091.692609 nChanged 263 SP:Iteration 14Q (1408.930000 sec): 3 clusters Score: Raw -1118305.202377 + Penalty 3049.047702 = -1115256.154674 nChanged 199 SP:Iteration 15Q (1408.960000 sec): 3 clusters Score: Raw -1118416.535347 + Penalty 3049.047702 = -1115367.487645 nChanged 149 SP:Iteration 16Q (1408.990000 sec): 3 clusters Score: Raw -1118504.863070 + Penalty 3049.047702 = -1115455.815367 nChanged 134 SP:Iteration 17Q (1409.020000 sec): 3 clusters Score: Raw -1118582.632310 + Penalty 3049.047702 = -1115533.584608 nChanged 101 SP:Iteration 18Q (1409.050000 sec): 3 clusters Score: Raw -1118637.407958 + Penalty 3049.047702 = -1115588.360255 nChanged 72 SP:Iteration 19Q (1409.070000 sec): 3 clusters Score: Raw -1118675.161650 + Penalty 3049.047702 = -1115626.113947 nChanged 49 SP:Iteration 20F (1409.100000 sec): 3 clusters Score: Raw -1118705.265917 + Penalty 3049.047702 = -1115656.218215 nChanged 39 SP:Iteration 21Q (1409.130000 sec): 3 clusters Score: Raw -1118727.294397 + Penalty 3049.047702 = -1115678.246695 nChanged 39 SP:Iteration 22Q (1409.150000 sec): 3 clusters Score: Raw -1118751.177781 + Penalty 3049.047702 = -1115702.130079 nChanged 29 SP:Iteration 23Q (1409.180000 sec): 3 clusters Score: Raw -1118767.801403 + Penalty 3049.047702 = -1115718.753701 nChanged 23 SP:Iteration 24Q (1409.200000 sec): 3 clusters Score: Raw -1118785.167328 + Penalty 3049.047702 = -1115736.119626 nChanged 22 SP:Iteration 25Q (1409.230000 sec): 3 clusters Score: Raw -1118797.875792 + Penalty 3049.047702 = -1115748.828090 nChanged 12 SP:Iteration 26Q (1409.250000 sec): 3 clusters Score: Raw -1118807.574103 + Penalty 3049.047702 = -1115758.526401 nChanged 21 SP:Iteration 27Q (1409.280000 sec): 3 clusters Score: Raw -1118821.057327 + Penalty 3049.047702 = -1115772.009624 nChanged 17 SP:Iteration 28Q (1409.310000 sec): 3 clusters Score: Raw -1118831.378896 + Penalty 3049.047702 = -1115782.331194 nChanged 12 SP:Iteration 29Q (1409.330000 sec): 3 clusters Score: Raw -1118838.499108 + Penalty 3049.047702 = -1115789.451406 nChanged 12 SP:Iteration 30Q (1409.350000 sec): 3 clusters Score: Raw -1118843.403519 + Penalty 3049.047702 = -1115794.355816 nChanged 7 SP:Iteration 31Q (1409.380000 sec): 3 clusters Score: Raw -1118849.276877 + Penalty 3049.047702 = -1115800.229174 nChanged 9 SP:Iteration 32Q (1409.400000 sec): 3 clusters Score: Raw -1118857.465691 + Penalty 3049.047702 = -1115808.417988 nChanged 10 SP:Iteration 33Q (1409.430000 sec): 3 clusters Score: Raw -1118866.600002 + Penalty 3049.047702 = -1115817.552300 nChanged 7 SP:Iteration 34Q (1409.450000 sec): 3 clusters Score: Raw -1118872.179585 + Penalty 3049.047702 = -1115823.131883 nChanged 6 SP:Iteration 35Q (1409.470000 sec): 3 clusters Score: Raw -1118879.991289 + Penalty 3049.047702 = -1115830.943587 nChanged 10 SP:Iteration 36Q (1409.490000 sec): 3 clusters Score: Raw -1118887.637596 + Penalty 3049.047702 = -1115838.589894 nChanged 10 SP:Iteration 37Q (1409.510000 sec): 3 clusters Score: Raw -1118893.564736 + Penalty 3049.047702 = -1115844.517034 nChanged 4 SP:Iteration 38Q (1409.540000 sec): 3 clusters Score: Raw -1118897.570727 + Penalty 3049.047702 = -1115848.523024 nChanged 2 SP:Iteration 39Q (1409.560000 sec): 3 clusters Score: Raw -1118898.804367 + Penalty 3049.047702 = -1115849.756665 nChanged 0 SP:Iteration 40F (1409.590000 sec): 3 clusters Score: Raw -1118898.804367 + Penalty 3049.047702 = -1115849.756665 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.590000 sec): 2 clusters Score: Raw -31798.725751 + Penalty 965.704898 = -30833.020852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.600000 sec): 3 clusters Score: Raw -31814.759962 + Penalty 1931.409797 = -29883.350166 nChanged 92 SP:Iteration 1F (1409.600000 sec): 3 clusters Score: Raw -32018.720893 + Penalty 1931.409797 = -30087.311096 nChanged 19 SP:Iteration 2Q (1409.600000 sec): 3 clusters Score: Raw -32069.384528 + Penalty 1931.409797 = -30137.974731 nChanged 8 SP:Iteration 3Q (1409.600000 sec): 3 clusters Score: Raw -32086.250119 + Penalty 1931.409797 = -30154.840322 nChanged 3 SP:Iteration 4Q (1409.600000 sec): 3 clusters Score: Raw -32091.910090 + Penalty 1931.409797 = -30160.500293 nChanged 3 SP:Iteration 5Q (1409.600000 sec): 3 clusters Score: Raw -32097.346537 + Penalty 1931.409797 = -30165.936740 nChanged 1 SP:Iteration 6Q (1409.600000 sec): 3 clusters Score: Raw -32098.793261 + Penalty 1931.409797 = -30167.383465 nChanged 1 SP:Iteration 7Q (1409.600000 sec): 3 clusters Score: Raw -32114.188217 + Penalty 1931.409797 = -30182.778420 nChanged 3 SP:Iteration 8Q (1409.600000 sec): 3 clusters Score: Raw -32119.967658 + Penalty 1931.409797 = -30188.557861 nChanged 5 SP:Iteration 9Q (1409.610000 sec): 3 clusters Score: Raw -32133.092478 + Penalty 1931.409797 = -30201.682681 nChanged 7 SP:Iteration 10Q (1409.610000 sec): 3 clusters Score: Raw -32150.665406 + Penalty 1931.409797 = -30219.255609 nChanged 3 SP:Iteration 11Q (1409.610000 sec): 3 clusters Score: Raw -32162.035714 + Penalty 1931.409797 = -30230.625917 nChanged 7 SP:Iteration 12Q (1409.610000 sec): 3 clusters Score: Raw -32180.931698 + Penalty 1931.409797 = -30249.521901 nChanged 5 SP:Iteration 13Q (1409.610000 sec): 3 clusters Score: Raw -32195.222564 + Penalty 1931.409797 = -30263.812767 nChanged 4 SP:Iteration 14Q (1409.610000 sec): 3 clusters Score: Raw -32206.987820 + Penalty 1931.409797 = -30275.578023 nChanged 3 SP:Iteration 15Q (1409.610000 sec): 3 clusters Score: Raw -32211.584420 + Penalty 1931.409797 = -30280.174623 nChanged 1 SP:Iteration 16Q (1409.610000 sec): 3 clusters Score: Raw -32212.079445 + Penalty 1931.409797 = -30280.669648 nChanged 0 SP:Iteration 17F (1409.610000 sec): 3 clusters Score: Raw -32212.079445 + Penalty 1931.409797 = -30280.669648 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (25159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.690000 sec): 2 clusters Score: Raw -2339308.164182 + Penalty 1646.607782 = -2337661.556401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.750000 sec): 3 clusters Score: Raw -2324025.342776 + Penalty 3293.215563 = -2320732.127213 nChanged 11469 SP:Iteration 1F (1409.810000 sec): 3 clusters Score: Raw -2330631.444241 + Penalty 3293.215563 = -2327338.228678 nChanged 1312 SP:Iteration 2F (1409.880000 sec): 3 clusters Score: Raw -2331210.998332 + Penalty 3293.215563 = -2327917.782769 nChanged 1304 SP:Iteration 3F (1409.940000 sec): 3 clusters Score: Raw -2331842.752490 + Penalty 3293.215563 = -2328549.536926 nChanged 1320 SP:Iteration 4F (1410.000000 sec): 3 clusters Score: Raw -2332476.266791 + Penalty 3293.215563 = -2329183.051228 nChanged 1313 SP:Iteration 5F (1410.070000 sec): 3 clusters Score: Raw -2333154.124400 + Penalty 3293.215563 = -2329860.908836 nChanged 1305 SP:Iteration 6F (1410.130000 sec): 3 clusters Score: Raw -2333852.513850 + Penalty 3293.215563 = -2330559.298287 nChanged 1258 SP:Iteration 7F (1410.190000 sec): 3 clusters Score: Raw -2334562.792634 + Penalty 3293.215563 = -2331269.577071 nChanged 1155 SP:Iteration 8Q (1410.250000 sec): 3 clusters Score: Raw -2335170.136167 + Penalty 3293.215563 = -2331876.920603 nChanged 1030 SP:Iteration 9Q (1410.310000 sec): 3 clusters Score: Raw -2335695.421320 + Penalty 3293.215563 = -2332402.205757 nChanged 915 SP:Iteration 10Q (1410.370000 sec): 3 clusters Score: Raw -2336161.853078 + Penalty 3293.215563 = -2332868.637514 nChanged 832 SP:Iteration 11Q (1410.430000 sec): 3 clusters Score: Raw -2336570.066368 + Penalty 3293.215563 = -2333276.850805 nChanged 704 SP:Iteration 12Q (1410.490000 sec): 3 clusters Score: Raw -2336938.209902 + Penalty 3293.215563 = -2333644.994339 nChanged 645 SP:Iteration 13Q (1410.550000 sec): 3 clusters Score: Raw -2337288.660648 + Penalty 3293.215563 = -2333995.445085 nChanged 554 SP:Iteration 14Q (1410.610000 sec): 3 clusters Score: Raw -2337611.461215 + Penalty 3293.215563 = -2334318.245651 nChanged 520 SP:Iteration 15Q (1410.660000 sec): 3 clusters Score: Raw -2337953.365933 + Penalty 3293.215563 = -2334660.150369 nChanged 488 SP:Iteration 16Q (1410.720000 sec): 3 clusters Score: Raw -2338283.415421 + Penalty 3293.215563 = -2334990.199858 nChanged 407 SP:Iteration 17Q (1410.770000 sec): 3 clusters Score: Raw -2338553.378636 + Penalty 3293.215563 = -2335260.163073 nChanged 343 SP:Iteration 18Q (1410.830000 sec): 3 clusters Score: Raw -2338755.033793 + Penalty 3293.215563 = -2335461.818230 nChanged 261 SP:Iteration 19Q (1410.890000 sec): 3 clusters Score: Raw -2338882.890784 + Penalty 3293.215563 = -2335589.675220 nChanged 221 SP:Iteration 20F (1410.950000 sec): 3 clusters Score: Raw -2338977.073499 + Penalty 3293.215563 = -2335683.857935 nChanged 198 SP:Iteration 21Q (1411.000000 sec): 3 clusters Score: Raw -2339044.472746 + Penalty 3293.215563 = -2335751.257183 nChanged 151 SP:Iteration 22Q (1411.050000 sec): 3 clusters Score: Raw -2339095.677301 + Penalty 3293.215563 = -2335802.461738 nChanged 131 SP:Iteration 23Q (1411.100000 sec): 3 clusters Score: Raw -2339135.030700 + Penalty 3293.215563 = -2335841.815136 nChanged 116 SP:Iteration 24Q (1411.150000 sec): 3 clusters Score: Raw -2339166.712646 + Penalty 3293.215563 = -2335873.497082 nChanged 119 SP:Iteration 25Q (1411.200000 sec): 3 clusters Score: Raw -2339195.340832 + Penalty 3293.215563 = -2335902.125269 nChanged 93 SP:Iteration 26Q (1411.250000 sec): 3 clusters Score: Raw -2339215.438282 + Penalty 3293.215563 = -2335922.222719 nChanged 80 SP:Iteration 27Q (1411.310000 sec): 3 clusters Score: Raw -2339229.953365 + Penalty 3293.215563 = -2335936.737801 nChanged 58 SP:Iteration 28Q (1411.360000 sec): 3 clusters Score: Raw -2339243.595162 + Penalty 3293.215563 = -2335950.379599 nChanged 61 SP:Iteration 29Q (1411.410000 sec): 3 clusters Score: Raw -2339256.483263 + Penalty 3293.215563 = -2335963.267700 nChanged 57 SP:Iteration 30Q (1411.460000 sec): 3 clusters Score: Raw -2339266.928148 + Penalty 3293.215563 = -2335973.712585 nChanged 51 SP:Iteration 31Q (1411.510000 sec): 3 clusters Score: Raw -2339274.247767 + Penalty 3293.215563 = -2335981.032203 nChanged 40 SP:Iteration 32Q (1411.560000 sec): 3 clusters Score: Raw -2339279.422813 + Penalty 3293.215563 = -2335986.207249 nChanged 35 SP:Iteration 33Q (1411.610000 sec): 3 clusters Score: Raw -2339286.054682 + Penalty 3293.215563 = -2335992.839118 nChanged 33 SP:Iteration 34Q (1411.660000 sec): 3 clusters Score: Raw -2339290.550327 + Penalty 3293.215563 = -2335997.334764 nChanged 27 SP:Iteration 35Q (1411.710000 sec): 3 clusters Score: Raw -2339294.777386 + Penalty 3293.215563 = -2336001.561823 nChanged 35 SP:Iteration 36Q (1411.760000 sec): 3 clusters Score: Raw -2339300.581055 + Penalty 3293.215563 = -2336007.365491 nChanged 34 SP:Iteration 37Q (1411.810000 sec): 3 clusters Score: Raw -2339306.333907 + Penalty 3293.215563 = -2336013.118343 nChanged 47 SP:Iteration 38Q (1411.860000 sec): 3 clusters Score: Raw -2339312.893819 + Penalty 3293.215563 = -2336019.678255 nChanged 37 SP:Iteration 39Q (1411.910000 sec): 3 clusters Score: Raw -2339318.207186 + Penalty 3293.215563 = -2336024.991623 nChanged 34 SP:Iteration 40F (1411.980000 sec): 3 clusters Score: Raw -2339323.994994 + Penalty 3293.215563 = -2336030.779431 nChanged 33 SP:Iteration 41Q (1412.030000 sec): 3 clusters Score: Raw -2339328.378599 + Penalty 3293.215563 = -2336035.163035 nChanged 23 SP:Iteration 42Q (1412.080000 sec): 3 clusters Score: Raw -2339331.405488 + Penalty 3293.215563 = -2336038.189924 nChanged 22 SP:Iteration 43Q (1412.130000 sec): 3 clusters Score: Raw -2339334.638332 + Penalty 3293.215563 = -2336041.422768 nChanged 22 SP:Iteration 44Q (1412.180000 sec): 3 clusters Score: Raw -2339337.150259 + Penalty 3293.215563 = -2336043.934695 nChanged 30 SP:Iteration 45Q (1412.230000 sec): 3 clusters Score: Raw -2339341.462094 + Penalty 3293.215563 = -2336048.246530 nChanged 31 SP:Iteration 46Q (1412.280000 sec): 3 clusters Score: Raw -2339345.932865 + Penalty 3293.215563 = -2336052.717302 nChanged 19 SP:Iteration 47Q (1412.330000 sec): 3 clusters Score: Raw -2339348.402296 + Penalty 3293.215563 = -2336055.186732 nChanged 26 SP:Iteration 48Q (1412.380000 sec): 3 clusters Score: Raw -2339352.996151 + Penalty 3293.215563 = -2336059.780588 nChanged 28 SP:Iteration 49Q (1412.430000 sec): 3 clusters Score: Raw -2339358.339053 + Penalty 3293.215563 = -2336065.123490 nChanged 33 SP:Iteration 50Q (1412.480000 sec): 3 clusters Score: Raw -2339363.112075 + Penalty 3293.215563 = -2336069.896511 nChanged 18 SP:Iteration 51Q (1412.530000 sec): 3 clusters Score: Raw -2339365.266768 + Penalty 3293.215563 = -2336072.051204 nChanged 12 SP:Iteration 52Q (1412.570000 sec): 3 clusters Score: Raw -2339366.882191 + Penalty 3293.215563 = -2336073.666627 nChanged 12 SP:Iteration 53Q (1412.620000 sec): 3 clusters Score: Raw -2339368.951616 + Penalty 3293.215563 = -2336075.736053 nChanged 7 SP:Iteration 54Q (1412.670000 sec): 3 clusters Score: Raw -2339370.297092 + Penalty 3293.215563 = -2336077.081529 nChanged 8 SP:Iteration 55Q (1412.720000 sec): 3 clusters Score: Raw -2339371.175061 + Penalty 3293.215563 = -2336077.959497 nChanged 8 SP:Iteration 56Q (1412.770000 sec): 3 clusters Score: Raw -2339371.970767 + Penalty 3293.215563 = -2336078.755204 nChanged 8 SP:Iteration 57Q (1412.820000 sec): 3 clusters Score: Raw -2339372.975330 + Penalty 3293.215563 = -2336079.759767 nChanged 5 SP:Iteration 58Q (1412.870000 sec): 3 clusters Score: Raw -2339373.650553 + Penalty 3293.215563 = -2336080.434989 nChanged 8 SP:Iteration 59Q (1412.910000 sec): 3 clusters Score: Raw -2339374.610940 + Penalty 3293.215563 = -2336081.395377 nChanged 8 SP:Iteration 60F (1412.980000 sec): 3 clusters Score: Raw -2339375.712251 + Penalty 3293.215563 = -2336082.496688 nChanged 10 SP:Iteration 61Q (1413.030000 sec): 3 clusters Score: Raw -2339377.007484 + Penalty 3293.215563 = -2336083.791920 nChanged 7 SP:Iteration 62Q (1413.070000 sec): 3 clusters Score: Raw -2339377.524684 + Penalty 3293.215563 = -2336084.309121 nChanged 7 SP:Iteration 63Q (1413.120000 sec): 3 clusters Score: Raw -2339378.027823 + Penalty 3293.215563 = -2336084.812259 nChanged 6 SP:Iteration 64Q (1413.170000 sec): 3 clusters Score: Raw -2339378.390368 + Penalty 3293.215563 = -2336085.174805 nChanged 4 SP:Iteration 65Q (1413.210000 sec): 3 clusters Score: Raw -2339378.809208 + Penalty 3293.215563 = -2336085.593645 nChanged 5 SP:Iteration 66Q (1413.260000 sec): 3 clusters Score: Raw -2339379.204774 + Penalty 3293.215563 = -2336085.989211 nChanged 4 SP:Iteration 67Q (1413.310000 sec): 3 clusters Score: Raw -2339379.490082 + Penalty 3293.215563 = -2336086.274518 nChanged 5 SP:Iteration 68Q (1413.360000 sec): 3 clusters Score: Raw -2339380.013475 + Penalty 3293.215563 = -2336086.797912 nChanged 4 SP:Iteration 69Q (1413.410000 sec): 3 clusters Score: Raw -2339380.284314 + Penalty 3293.215563 = -2336087.068750 nChanged 3 SP:Iteration 70Q (1413.450000 sec): 3 clusters Score: Raw -2339380.522782 + Penalty 3293.215563 = -2336087.307219 nChanged 1 SP:Iteration 71Q (1413.500000 sec): 3 clusters Score: Raw -2339380.620547 + Penalty 3293.215563 = -2336087.404983 nChanged 1 SP:Iteration 72Q (1413.550000 sec): 3 clusters Score: Raw -2339380.685452 + Penalty 3293.215563 = -2336087.469888 nChanged 1 SP:Iteration 73Q (1413.600000 sec): 3 clusters Score: Raw -2339380.820529 + Penalty 3293.215563 = -2336087.604966 nChanged 2 SP:Iteration 74Q (1413.650000 sec): 3 clusters Score: Raw -2339381.023309 + Penalty 3293.215563 = -2336087.807745 nChanged 1 SP:Iteration 75Q (1413.690000 sec): 3 clusters Score: Raw -2339381.054645 + Penalty 3293.215563 = -2336087.839082 nChanged 0 SP:Iteration 76F (1413.750000 sec): 3 clusters Score: Raw -2339381.054645 + Penalty 3293.215563 = -2336087.839082 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1413.770000 sec): 2 clusters Score: Raw -32167.205853 + Penalty 957.840461 = -31209.365392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1413.770000 sec): 3 clusters Score: Raw -32204.845817 + Penalty 1915.680921 = -30289.164896 nChanged 78 SP:Iteration 1F (1413.770000 sec): 3 clusters Score: Raw -32348.804173 + Penalty 1915.680921 = -30433.123252 nChanged 15 SP:Iteration 2Q (1413.770000 sec): 3 clusters Score: Raw -32379.508225 + Penalty 1915.680921 = -30463.827304 nChanged 4 SP:Iteration 3Q (1413.770000 sec): 3 clusters Score: Raw -32388.462242 + Penalty 1915.680921 = -30472.781321 nChanged 4 SP:Iteration 4Q (1413.770000 sec): 3 clusters Score: Raw -32398.625537 + Penalty 1915.680921 = -30482.944616 nChanged 3 SP:Iteration 5Q (1413.770000 sec): 3 clusters Score: Raw -32407.654517 + Penalty 1915.680921 = -30491.973596 nChanged 3 SP:Iteration 6Q (1413.780000 sec): 3 clusters Score: Raw -32420.235724 + Penalty 1915.680921 = -30504.554803 nChanged 2 SP:Iteration 7Q (1413.780000 sec): 3 clusters Score: Raw -32424.628069 + Penalty 1915.680921 = -30508.947148 nChanged 3 SP:Iteration 8Q (1413.780000 sec): 3 clusters Score: Raw -32428.474687 + Penalty 1915.680921 = -30512.793765 nChanged 1 SP:Iteration 9Q (1413.780000 sec): 3 clusters Score: Raw -32429.916068 + Penalty 1915.680921 = -30514.235147 nChanged 0 SP:Iteration 10F (1413.780000 sec): 3 clusters Score: Raw -32429.916068 + Penalty 1915.680921 = -30514.235147 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (20608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1413.840000 sec): 2 clusters Score: Raw -2052659.670253 + Penalty 1614.183127 = -2051045.487125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1413.890000 sec): 3 clusters Score: Raw -2040231.177359 + Penalty 3228.366254 = -2037002.811105 nChanged 9247 SP:Iteration 1F (1413.940000 sec): 3 clusters Score: Raw -2045523.727869 + Penalty 3228.366254 = -2042295.361615 nChanged 1209 SP:Iteration 2F (1413.990000 sec): 3 clusters Score: Raw -2046123.114253 + Penalty 3228.366254 = -2042894.747999 nChanged 1314 SP:Iteration 3F (1414.040000 sec): 3 clusters Score: Raw -2046869.707138 + Penalty 3228.366254 = -2043641.340884 nChanged 1430 SP:Iteration 4F (1414.090000 sec): 3 clusters Score: Raw -2047907.315563 + Penalty 3228.366254 = -2044678.949308 nChanged 1563 SP:Iteration 5F (1414.150000 sec): 3 clusters Score: Raw -2049245.810498 + Penalty 3228.366254 = -2046017.444244 nChanged 1355 SP:Iteration 6F (1414.190000 sec): 3 clusters Score: Raw -2050564.874207 + Penalty 3228.366254 = -2047336.507953 nChanged 1012 SP:Iteration 7Q (1414.250000 sec): 3 clusters Score: Raw -2051646.258024 + Penalty 3228.366254 = -2048417.891769 nChanged 654 SP:Iteration 8Q (1414.290000 sec): 3 clusters Score: Raw -2052089.477349 + Penalty 3228.366254 = -2048861.111094 nChanged 354 SP:Iteration 9Q (1414.340000 sec): 3 clusters Score: Raw -2052246.822530 + Penalty 3228.366254 = -2049018.456276 nChanged 209 SP:Iteration 10Q (1414.380000 sec): 3 clusters Score: Raw -2052325.850918 + Penalty 3228.366254 = -2049097.484664 nChanged 152 SP:Iteration 11Q (1414.430000 sec): 3 clusters Score: Raw -2052370.352152 + Penalty 3228.366254 = -2049141.985897 nChanged 110 SP:Iteration 12Q (1414.470000 sec): 3 clusters Score: Raw -2052401.176760 + Penalty 3228.366254 = -2049172.810505 nChanged 103 SP:Iteration 13Q (1414.510000 sec): 3 clusters Score: Raw -2052432.543718 + Penalty 3228.366254 = -2049204.177463 nChanged 96 SP:Iteration 14Q (1414.550000 sec): 3 clusters Score: Raw -2052458.286130 + Penalty 3228.366254 = -2049229.919876 nChanged 79 SP:Iteration 15Q (1414.590000 sec): 3 clusters Score: Raw -2052478.978524 + Penalty 3228.366254 = -2049250.612270 nChanged 85 SP:Iteration 16Q (1414.640000 sec): 3 clusters Score: Raw -2052500.656542 + Penalty 3228.366254 = -2049272.290287 nChanged 74 SP:Iteration 17Q (1414.680000 sec): 3 clusters Score: Raw -2052517.317293 + Penalty 3228.366254 = -2049288.951039 nChanged 64 SP:Iteration 18Q (1414.720000 sec): 3 clusters Score: Raw -2052530.718161 + Penalty 3228.366254 = -2049302.351907 nChanged 59 SP:Iteration 19Q (1414.760000 sec): 3 clusters Score: Raw -2052543.166335 + Penalty 3228.366254 = -2049314.800081 nChanged 58 SP:Iteration 20F (1414.810000 sec): 3 clusters Score: Raw -2052555.238003 + Penalty 3228.366254 = -2049326.871748 nChanged 52 SP:Iteration 21Q (1414.850000 sec): 3 clusters Score: Raw -2052566.729115 + Penalty 3228.366254 = -2049338.362861 nChanged 55 SP:Iteration 22Q (1414.890000 sec): 3 clusters Score: Raw -2052577.656489 + Penalty 3228.366254 = -2049349.290235 nChanged 43 SP:Iteration 23Q (1414.930000 sec): 3 clusters Score: Raw -2052587.442150 + Penalty 3228.366254 = -2049359.075896 nChanged 45 SP:Iteration 24Q (1414.980000 sec): 3 clusters Score: Raw -2052597.100986 + Penalty 3228.366254 = -2049368.734732 nChanged 41 SP:Iteration 25Q (1415.020000 sec): 3 clusters Score: Raw -2052604.705273 + Penalty 3228.366254 = -2049376.339019 nChanged 41 SP:Iteration 26Q (1415.060000 sec): 3 clusters Score: Raw -2052612.332075 + Penalty 3228.366254 = -2049383.965821 nChanged 35 SP:Iteration 27Q (1415.100000 sec): 3 clusters Score: Raw -2052618.808899 + Penalty 3228.366254 = -2049390.442645 nChanged 23 SP:Iteration 28Q (1415.140000 sec): 3 clusters Score: Raw -2052622.404117 + Penalty 3228.366254 = -2049394.037863 nChanged 19 SP:Iteration 29Q (1415.180000 sec): 3 clusters Score: Raw -2052625.612438 + Penalty 3228.366254 = -2049397.246184 nChanged 25 SP:Iteration 30Q (1415.220000 sec): 3 clusters Score: Raw -2052631.321100 + Penalty 3228.366254 = -2049402.954846 nChanged 29 SP:Iteration 31Q (1415.260000 sec): 3 clusters Score: Raw -2052637.756921 + Penalty 3228.366254 = -2049409.390667 nChanged 23 SP:Iteration 32Q (1415.300000 sec): 3 clusters Score: Raw -2052643.192542 + Penalty 3228.366254 = -2049414.826288 nChanged 25 SP:Iteration 33Q (1415.340000 sec): 3 clusters Score: Raw -2052647.480326 + Penalty 3228.366254 = -2049419.114071 nChanged 21 SP:Iteration 34Q (1415.380000 sec): 3 clusters Score: Raw -2052650.390191 + Penalty 3228.366254 = -2049422.023937 nChanged 11 SP:Iteration 35Q (1415.420000 sec): 3 clusters Score: Raw -2052651.926897 + Penalty 3228.366254 = -2049423.560643 nChanged 11 SP:Iteration 36Q (1415.460000 sec): 3 clusters Score: Raw -2052654.322101 + Penalty 3228.366254 = -2049425.955847 nChanged 19 SP:Iteration 37Q (1415.500000 sec): 3 clusters Score: Raw -2052658.554539 + Penalty 3228.366254 = -2049430.188284 nChanged 23 SP:Iteration 38Q (1415.540000 sec): 3 clusters Score: Raw -2052662.334039 + Penalty 3228.366254 = -2049433.967784 nChanged 19 SP:Iteration 39Q (1415.580000 sec): 3 clusters Score: Raw -2052665.874489 + Penalty 3228.366254 = -2049437.508234 nChanged 20 SP:Iteration 40F (1415.630000 sec): 3 clusters Score: Raw -2052668.733759 + Penalty 3228.366254 = -2049440.367505 nChanged 14 SP:Iteration 41Q (1415.670000 sec): 3 clusters Score: Raw -2052670.828509 + Penalty 3228.366254 = -2049442.462254 nChanged 14 SP:Iteration 42Q (1415.710000 sec): 3 clusters Score: Raw -2052674.622407 + Penalty 3228.366254 = -2049446.256152 nChanged 22 SP:Iteration 43Q (1415.750000 sec): 3 clusters Score: Raw -2052679.766018 + Penalty 3228.366254 = -2049451.399764 nChanged 23 SP:Iteration 44Q (1415.790000 sec): 3 clusters Score: Raw -2052683.950799 + Penalty 3228.366254 = -2049455.584545 nChanged 21 SP:Iteration 45Q (1415.830000 sec): 3 clusters Score: Raw -2052688.063229 + Penalty 3228.366254 = -2049459.696975 nChanged 19 SP:Iteration 46Q (1415.870000 sec): 3 clusters Score: Raw -2052691.235672 + Penalty 3228.366254 = -2049462.869417 nChanged 18 SP:Iteration 47Q (1415.910000 sec): 3 clusters Score: Raw -2052695.498970 + Penalty 3228.366254 = -2049467.132716 nChanged 21 SP:Iteration 48Q (1415.950000 sec): 3 clusters Score: Raw -2052699.566256 + Penalty 3228.366254 = -2049471.200001 nChanged 15 SP:Iteration 49Q (1415.990000 sec): 3 clusters Score: Raw -2052702.816213 + Penalty 3228.366254 = -2049474.449959 nChanged 16 SP:Iteration 50Q (1416.030000 sec): 3 clusters Score: Raw -2052705.674832 + Penalty 3228.366254 = -2049477.308578 nChanged 21 SP:Iteration 51Q (1416.070000 sec): 3 clusters Score: Raw -2052710.158794 + Penalty 3228.366254 = -2049481.792539 nChanged 20 SP:Iteration 52Q (1416.110000 sec): 3 clusters Score: Raw -2052714.303325 + Penalty 3228.366254 = -2049485.937071 nChanged 20 SP:Iteration 53Q (1416.150000 sec): 3 clusters Score: Raw -2052717.492698 + Penalty 3228.366254 = -2049489.126443 nChanged 15 SP:Iteration 54Q (1416.190000 sec): 3 clusters Score: Raw -2052720.962901 + Penalty 3228.366254 = -2049492.596647 nChanged 16 SP:Iteration 55Q (1416.230000 sec): 3 clusters Score: Raw -2052724.403716 + Penalty 3228.366254 = -2049496.037462 nChanged 16 SP:Iteration 56Q (1416.270000 sec): 3 clusters Score: Raw -2052728.578306 + Penalty 3228.366254 = -2049500.212052 nChanged 18 SP:Iteration 57Q (1416.300000 sec): 3 clusters Score: Raw -2052733.921765 + Penalty 3228.366254 = -2049505.555511 nChanged 18 SP:Iteration 58Q (1416.340000 sec): 3 clusters Score: Raw -2052737.892242 + Penalty 3228.366254 = -2049509.525988 nChanged 20 SP:Iteration 59Q (1416.380000 sec): 3 clusters Score: Raw -2052742.598636 + Penalty 3228.366254 = -2049514.232381 nChanged 20 SP:Iteration 60F (1416.430000 sec): 3 clusters Score: Raw -2052746.939935 + Penalty 3228.366254 = -2049518.573681 nChanged 21 SP:Iteration 61Q (1416.470000 sec): 3 clusters Score: Raw -2052751.655352 + Penalty 3228.366254 = -2049523.289097 nChanged 23 SP:Iteration 62Q (1416.510000 sec): 3 clusters Score: Raw -2052756.102175 + Penalty 3228.366254 = -2049527.735921 nChanged 21 SP:Iteration 63Q (1416.550000 sec): 3 clusters Score: Raw -2052762.379573 + Penalty 3228.366254 = -2049534.013319 nChanged 32 SP:Iteration 64Q (1416.590000 sec): 3 clusters Score: Raw -2052772.848304 + Penalty 3228.366254 = -2049544.482049 nChanged 35 SP:Iteration 65Q (1416.620000 sec): 3 clusters Score: Raw -2052783.479792 + Penalty 3228.366254 = -2049555.113538 nChanged 20 SP:Iteration 66Q (1416.660000 sec): 3 clusters Score: Raw -2052789.477871 + Penalty 3228.366254 = -2049561.111617 nChanged 22 SP:Iteration 67Q (1416.700000 sec): 3 clusters Score: Raw -2052794.739967 + Penalty 3228.366254 = -2049566.373713 nChanged 16 SP:Iteration 68Q (1416.740000 sec): 3 clusters Score: Raw -2052798.836882 + Penalty 3228.366254 = -2049570.470627 nChanged 14 SP:Iteration 69Q (1416.780000 sec): 3 clusters Score: Raw -2052802.506429 + Penalty 3228.366254 = -2049574.140175 nChanged 20 SP:Iteration 70Q (1416.820000 sec): 3 clusters Score: Raw -2052807.213248 + Penalty 3228.366254 = -2049578.846994 nChanged 17 SP:Iteration 71Q (1416.860000 sec): 3 clusters Score: Raw -2052811.391242 + Penalty 3228.366254 = -2049583.024988 nChanged 14 SP:Iteration 72Q (1416.900000 sec): 3 clusters Score: Raw -2052813.906064 + Penalty 3228.366254 = -2049585.539809 nChanged 10 SP:Iteration 73Q (1416.940000 sec): 3 clusters Score: Raw -2052816.100384 + Penalty 3228.366254 = -2049587.734130 nChanged 12 SP:Iteration 74Q (1416.980000 sec): 3 clusters Score: Raw -2052819.245540 + Penalty 3228.366254 = -2049590.879286 nChanged 13 SP:Iteration 75Q (1417.020000 sec): 3 clusters Score: Raw -2052821.589697 + Penalty 3228.366254 = -2049593.223443 nChanged 13 SP:Iteration 76Q (1417.060000 sec): 3 clusters Score: Raw -2052824.415047 + Penalty 3228.366254 = -2049596.048792 nChanged 15 SP:Iteration 77Q (1417.100000 sec): 3 clusters Score: Raw -2052828.793491 + Penalty 3228.366254 = -2049600.427237 nChanged 9 SP:Iteration 78Q (1417.140000 sec): 3 clusters Score: Raw -2052833.204418 + Penalty 3228.366254 = -2049604.838163 nChanged 12 SP:Iteration 79Q (1417.180000 sec): 3 clusters Score: Raw -2052836.593090 + Penalty 3228.366254 = -2049608.226836 nChanged 12 SP:Iteration 80F (1417.230000 sec): 3 clusters Score: Raw -2052840.583921 + Penalty 3228.366254 = -2049612.217667 nChanged 10 SP:Iteration 81Q (1417.270000 sec): 3 clusters Score: Raw -2052843.427309 + Penalty 3228.366254 = -2049615.061055 nChanged 13 SP:Iteration 82Q (1417.310000 sec): 3 clusters Score: Raw -2052846.728236 + Penalty 3228.366254 = -2049618.361982 nChanged 12 SP:Iteration 83Q (1417.350000 sec): 3 clusters Score: Raw -2052850.376713 + Penalty 3228.366254 = -2049622.010458 nChanged 13 SP:Iteration 84Q (1417.390000 sec): 3 clusters Score: Raw -2052854.133207 + Penalty 3228.366254 = -2049625.766952 nChanged 7 SP:Iteration 85Q (1417.430000 sec): 3 clusters Score: Raw -2052856.629355 + Penalty 3228.366254 = -2049628.263101 nChanged 11 SP:Iteration 86Q (1417.470000 sec): 3 clusters Score: Raw -2052859.589189 + Penalty 3228.366254 = -2049631.222934 nChanged 11 SP:Iteration 87Q (1417.510000 sec): 3 clusters Score: Raw -2052861.851244 + Penalty 3228.366254 = -2049633.484989 nChanged 6 SP:Iteration 88Q (1417.550000 sec): 3 clusters Score: Raw -2052863.865700 + Penalty 3228.366254 = -2049635.499446 nChanged 8 SP:Iteration 89Q (1417.590000 sec): 3 clusters Score: Raw -2052866.048647 + Penalty 3228.366254 = -2049637.682393 nChanged 3 SP:Iteration 90Q (1417.620000 sec): 3 clusters Score: Raw -2052866.838663 + Penalty 3228.366254 = -2049638.472408 nChanged 2 SP:Iteration 91Q (1417.660000 sec): 3 clusters Score: Raw -2052867.231745 + Penalty 3228.366254 = -2049638.865490 nChanged 1 SP:Iteration 92Q (1417.700000 sec): 3 clusters Score: Raw -2052867.666968 + Penalty 3228.366254 = -2049639.300713 nChanged 2 SP:Iteration 93Q (1417.740000 sec): 3 clusters Score: Raw -2052868.115027 + Penalty 3228.366254 = -2049639.748773 nChanged 3 SP:Iteration 94Q (1417.780000 sec): 3 clusters Score: Raw -2052868.910418 + Penalty 3228.366254 = -2049640.544163 nChanged 2 SP:Iteration 95Q (1417.820000 sec): 3 clusters Score: Raw -2052870.078706 + Penalty 3228.366254 = -2049641.712451 nChanged 6 SP:Iteration 96Q (1417.860000 sec): 3 clusters Score: Raw -2052872.198288 + Penalty 3228.366254 = -2049643.832033 nChanged 6 SP:Iteration 97Q (1417.900000 sec): 3 clusters Score: Raw -2052874.387815 + Penalty 3228.366254 = -2049646.021561 nChanged 8 SP:Iteration 98Q (1417.940000 sec): 3 clusters Score: Raw -2052876.742369 + Penalty 3228.366254 = -2049648.376115 nChanged 5 SP:Iteration 99Q (1417.980000 sec): 3 clusters Score: Raw -2052878.107586 + Penalty 3228.366254 = -2049649.741331 nChanged 1 SP:Iteration 100F (1418.030000 sec): 3 clusters Score: Raw -2052878.493833 + Penalty 3228.366254 = -2049650.127579 nChanged 2 SP:Iteration 101Q (1418.070000 sec): 3 clusters Score: Raw -2052879.104722 + Penalty 3228.366254 = -2049650.738468 nChanged 1 SP:Iteration 102Q (1418.110000 sec): 3 clusters Score: Raw -2052879.248039 + Penalty 3228.366254 = -2049650.881785 nChanged 0 SP:Iteration 103F (1418.160000 sec): 3 clusters Score: Raw -2052879.248039 + Penalty 3228.366254 = -2049650.881785 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (412 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.180000 sec): 2 clusters Score: Raw -34846.851377 + Penalty 978.416294 = -33868.435083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.180000 sec): 3 clusters Score: Raw -34873.552310 + Penalty 1956.832589 = -32916.719721 nChanged 85 SP:Iteration 1F (1418.180000 sec): 3 clusters Score: Raw -35174.962547 + Penalty 1956.832589 = -33218.129959 nChanged 42 SP:Iteration 2F (1418.180000 sec): 3 clusters Score: Raw -35356.480903 + Penalty 1956.832589 = -33399.648314 nChanged 28 SP:Iteration 3F (1418.180000 sec): 3 clusters Score: Raw -35535.811555 + Penalty 1956.832589 = -33578.978966 nChanged 17 SP:Iteration 4Q (1418.180000 sec): 3 clusters Score: Raw -35627.195181 + Penalty 1956.832589 = -33670.362593 nChanged 18 SP:Iteration 5Q (1418.180000 sec): 3 clusters Score: Raw -35869.399911 + Penalty 1956.832589 = -33912.567322 nChanged 14 SP:Iteration 6Q (1418.180000 sec): 3 clusters Score: Raw -36101.043789 + Penalty 1956.832589 = -34144.211201 nChanged 4 SP:Iteration 7Q (1418.180000 sec): 3 clusters Score: Raw -36184.743542 + Penalty 1956.832589 = -34227.910954 nChanged 6 SP:Iteration 8Q (1418.180000 sec): 3 clusters Score: Raw -36212.860760 + Penalty 1956.832589 = -34256.028171 nChanged 1 SP:Iteration 9Q (1418.190000 sec): 3 clusters Score: Raw -36215.092664 + Penalty 1956.832589 = -34258.260075 nChanged 1 SP:Iteration 10Q (1418.190000 sec): 3 clusters Score: Raw -36216.356342 + Penalty 1956.832589 = -34259.523753 nChanged 0 SP:Iteration 11F (1418.190000 sec): 3 clusters Score: Raw -36216.356342 + Penalty 1956.832589 = -34259.523753 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 7.38 GB. Trying to split cluster 8 (1207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.200000 sec): 2 clusters Score: Raw -111401.908139 + Penalty 1153.082648 = -110248.825490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.200000 sec): 3 clusters Score: Raw -110956.718185 + Penalty 2306.165297 = -108650.552889 nChanged 375 SP:Iteration 1F (1418.200000 sec): 3 clusters Score: Raw -111241.149346 + Penalty 2306.165297 = -108934.984050 nChanged 92 SP:Iteration 2F (1418.200000 sec): 3 clusters Score: Raw -111307.818102 + Penalty 2306.165297 = -109001.652805 nChanged 64 SP:Iteration 3F (1418.210000 sec): 3 clusters Score: Raw -111365.027267 + Penalty 2306.165297 = -109058.861971 nChanged 29 SP:Iteration 4Q (1418.210000 sec): 3 clusters Score: Raw -111391.969378 + Penalty 2306.165297 = -109085.804081 nChanged 37 SP:Iteration 5Q (1418.210000 sec): 3 clusters Score: Raw -111418.899850 + Penalty 2306.165297 = -109112.734553 nChanged 24 SP:Iteration 6Q (1418.220000 sec): 3 clusters Score: Raw -111437.652831 + Penalty 2306.165297 = -109131.487534 nChanged 21 SP:Iteration 7Q (1418.220000 sec): 3 clusters Score: Raw -111453.236457 + Penalty 2306.165297 = -109147.071160 nChanged 14 SP:Iteration 8Q (1418.220000 sec): 3 clusters Score: Raw -111461.888068 + Penalty 2306.165297 = -109155.722771 nChanged 10 SP:Iteration 9Q (1418.220000 sec): 3 clusters Score: Raw -111467.664530 + Penalty 2306.165297 = -109161.499234 nChanged 7 SP:Iteration 10Q (1418.230000 sec): 3 clusters Score: Raw -111471.735773 + Penalty 2306.165297 = -109165.570476 nChanged 7 SP:Iteration 11Q (1418.230000 sec): 3 clusters Score: Raw -111477.880557 + Penalty 2306.165297 = -109171.715260 nChanged 6 SP:Iteration 12Q (1418.240000 sec): 3 clusters Score: Raw -111485.635371 + Penalty 2306.165297 = -109179.470074 nChanged 7 SP:Iteration 13Q (1418.240000 sec): 3 clusters Score: Raw -111490.673511 + Penalty 2306.165297 = -109184.508214 nChanged 10 SP:Iteration 14Q (1418.240000 sec): 3 clusters Score: Raw -111499.771415 + Penalty 2306.165297 = -109193.606118 nChanged 12 SP:Iteration 15Q (1418.240000 sec): 3 clusters Score: Raw -111508.699090 + Penalty 2306.165297 = -109202.533793 nChanged 11 SP:Iteration 16Q (1418.250000 sec): 3 clusters Score: Raw -111518.011107 + Penalty 2306.165297 = -109211.845810 nChanged 6 SP:Iteration 17Q (1418.250000 sec): 3 clusters Score: Raw -111522.999267 + Penalty 2306.165297 = -109216.833970 nChanged 8 SP:Iteration 18Q (1418.250000 sec): 3 clusters Score: Raw -111532.089178 + Penalty 2306.165297 = -109225.923882 nChanged 6 SP:Iteration 19Q (1418.260000 sec): 3 clusters Score: Raw -111540.229795 + Penalty 2306.165297 = -109234.064499 nChanged 4 SP:Iteration 20F (1418.260000 sec): 3 clusters Score: Raw -111543.307951 + Penalty 2306.165297 = -109237.142654 nChanged 6 SP:Iteration 21Q (1418.260000 sec): 3 clusters Score: Raw -111548.271109 + Penalty 2306.165297 = -109242.105812 nChanged 6 SP:Iteration 22Q (1418.260000 sec): 3 clusters Score: Raw -111551.694756 + Penalty 2306.165297 = -109245.529460 nChanged 4 SP:Iteration 23Q (1418.270000 sec): 3 clusters Score: Raw -111554.266475 + Penalty 2306.165297 = -109248.101178 nChanged 3 SP:Iteration 24Q (1418.270000 sec): 3 clusters Score: Raw -111556.005004 + Penalty 2306.165297 = -109249.839707 nChanged 2 SP:Iteration 25Q (1418.270000 sec): 3 clusters Score: Raw -111557.680721 + Penalty 2306.165297 = -109251.515424 nChanged 3 SP:Iteration 26Q (1418.280000 sec): 3 clusters Score: Raw -111560.122467 + Penalty 2306.165297 = -109253.957171 nChanged 0 SP:Iteration 27F (1418.280000 sec): 3 clusters Score: Raw -111560.122467 + Penalty 2306.165297 = -109253.957171 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (474071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.700000 sec): 2 clusters Score: Raw -45852972.886034 + Penalty 2123.730762 = -45850849.155272 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.000000 sec): 3 clusters Score: Raw -45534324.889587 + Penalty 4247.461523 = -45530077.428064 nChanged 232372 SP:Iteration 1F (1422.270000 sec): 3 clusters Score: Raw -45673918.922590 + Penalty 4247.461523 = -45669671.461067 nChanged 11586 SP:Iteration 2Q (1423.570000 sec): 3 clusters Score: Raw -45675899.088113 + Penalty 4247.461523 = -45671651.626590 nChanged 11971 SP:Iteration 3Q (1424.840000 sec): 3 clusters Score: Raw -45678310.524843 + Penalty 4247.461523 = -45674063.063320 nChanged 13161 SP:Iteration 4Q (1426.120000 sec): 3 clusters Score: Raw -45681528.988270 + Penalty 4247.461523 = -45677281.526747 nChanged 15261 SP:Iteration 5Q (1427.380000 sec): 3 clusters Score: Raw -45686294.626192 + Penalty 4247.461523 = -45682047.164669 nChanged 18502 SP:Iteration 6Q (1428.700000 sec): 3 clusters Score: Raw -45693768.829835 + Penalty 4247.461523 = -45689521.368312 nChanged 22270 SP:Iteration 7Q (1430.030000 sec): 3 clusters Score: Raw -45705322.593984 + Penalty 4247.461523 = -45701075.132461 nChanged 26199 SP:Iteration 8F (1431.300000 sec): 3 clusters Score: Raw -45722136.440055 + Penalty 4247.461523 = -45717888.978532 nChanged 28814 SP:Iteration 9F (1432.580000 sec): 3 clusters Score: Raw -45742029.465241 + Penalty 4247.461523 = -45737782.003718 nChanged 27992 SP:Iteration 10F (1433.870000 sec): 3 clusters Score: Raw -45759058.862774 + Penalty 4247.461523 = -45754811.401251 nChanged 22712 SP:Iteration 11Q (1435.160000 sec): 3 clusters Score: Raw -45769162.441713 + Penalty 4247.461523 = -45764914.980190 nChanged 15700 SP:Iteration 12Q (1436.440000 sec): 3 clusters Score: Raw -45773800.792472 + Penalty 4247.461523 = -45769553.330949 nChanged 10447 SP:Iteration 13Q (1437.700000 sec): 3 clusters Score: Raw -45776181.110718 + Penalty 4247.461523 = -45771933.649195 nChanged 7948 SP:Iteration 14Q (1438.960000 sec): 3 clusters Score: Raw -45777929.045207 + Penalty 4247.461523 = -45773681.583684 nChanged 7190 SP:Iteration 15Q (1440.210000 sec): 3 clusters Score: Raw -45779577.020609 + Penalty 4247.461523 = -45775329.559086 nChanged 7319 SP:Iteration 16Q (1441.440000 sec): 3 clusters Score: Raw -45781338.048252 + Penalty 4247.461523 = -45777090.586729 nChanged 7815 SP:Iteration 17Q (1442.660000 sec): 3 clusters Score: Raw -45783345.476119 + Penalty 4247.461523 = -45779098.014596 nChanged 8444 SP:Iteration 18Q (1443.840000 sec): 3 clusters Score: Raw -45785672.647950 + Penalty 4247.461523 = -45781425.186427 nChanged 9077 SP:Iteration 19Q (1445.020000 sec): 3 clusters Score: Raw -45788357.929895 + Penalty 4247.461523 = -45784110.468372 nChanged 9532 SP:Iteration 20F (1446.300000 sec): 3 clusters Score: Raw -45791399.326982 + Penalty 4247.461523 = -45787151.865458 nChanged 10075 SP:Iteration 21Q (1447.460000 sec): 3 clusters Score: Raw -45794955.766259 + Penalty 4247.461523 = -45790708.304736 nChanged 10549 SP:Iteration 22Q (1448.610000 sec): 3 clusters Score: Raw -45799037.346998 + Penalty 4247.461523 = -45794789.885475 nChanged 10921 SP:Iteration 23Q (1449.730000 sec): 3 clusters Score: Raw -45803731.522911 + Penalty 4247.461523 = -45799484.061388 nChanged 11213 SP:Iteration 24Q (1450.830000 sec): 3 clusters Score: Raw -45809037.207031 + Penalty 4247.461523 = -45804789.745508 nChanged 11133 SP:Iteration 25Q (1451.970000 sec): 3 clusters Score: Raw -45814814.740404 + Penalty 4247.461523 = -45810567.278881 nChanged 10894 SP:Iteration 26Q (1453.020000 sec): 3 clusters Score: Raw -45820989.178438 + Penalty 4247.461523 = -45816741.716915 nChanged 10327 SP:Iteration 27Q (1454.050000 sec): 3 clusters Score: Raw -45827320.042714 + Penalty 4247.461523 = -45823072.581191 nChanged 9394 SP:Iteration 28Q (1455.070000 sec): 3 clusters Score: Raw -45833475.724550 + Penalty 4247.461523 = -45829228.263027 nChanged 7986 SP:Iteration 29Q (1456.050000 sec): 3 clusters Score: Raw -45839003.634060 + Penalty 4247.461523 = -45834756.172537 nChanged 6451 SP:Iteration 30Q (1457.040000 sec): 3 clusters Score: Raw -45843547.148290 + Penalty 4247.461523 = -45839299.686767 nChanged 4880 SP:Iteration 31Q (1458.000000 sec): 3 clusters Score: Raw -45846990.924355 + Penalty 4247.461523 = -45842743.462832 nChanged 3477 SP:Iteration 32Q (1458.940000 sec): 3 clusters Score: Raw -45849347.615032 + Penalty 4247.461523 = -45845100.153509 nChanged 2315 SP:Iteration 33Q (1459.870000 sec): 3 clusters Score: Raw -45850845.806680 + Penalty 4247.461523 = -45846598.345157 nChanged 1570 SP:Iteration 34Q (1460.790000 sec): 3 clusters Score: Raw -45851881.797068 + Penalty 4247.461523 = -45847634.335545 nChanged 1069 SP:Iteration 35Q (1461.670000 sec): 3 clusters Score: Raw -45852600.063501 + Penalty 4247.461523 = -45848352.601978 nChanged 707 SP:Iteration 36Q (1462.560000 sec): 3 clusters Score: Raw -45853087.419181 + Penalty 4247.461523 = -45848839.957658 nChanged 484 SP:Iteration 37Q (1463.440000 sec): 3 clusters Score: Raw -45853372.266366 + Penalty 4247.461523 = -45849124.804843 nChanged 370 SP:Iteration 38Q (1464.300000 sec): 3 clusters Score: Raw -45853557.936920 + Penalty 4247.461523 = -45849310.475397 nChanged 256 SP:Iteration 39Q (1465.170000 sec): 3 clusters Score: Raw -45853667.148982 + Penalty 4247.461523 = -45849419.687459 nChanged 210 SP:Iteration 40F (1466.390000 sec): 3 clusters Score: Raw -45853744.984056 + Penalty 4247.461523 = -45849497.522533 nChanged 159 SP:Iteration 41Q (1467.260000 sec): 3 clusters Score: Raw -45853789.488133 + Penalty 4247.461523 = -45849542.026610 nChanged 100 SP:Iteration 42Q (1468.130000 sec): 3 clusters Score: Raw -45853815.298866 + Penalty 4247.461523 = -45849567.837343 nChanged 88 SP:Iteration 43Q (1469.000000 sec): 3 clusters Score: Raw -45853836.632202 + Penalty 4247.461523 = -45849589.170679 nChanged 69 SP:Iteration 44Q (1469.890000 sec): 3 clusters Score: Raw -45853851.373090 + Penalty 4247.461523 = -45849603.911567 nChanged 51 SP:Iteration 45Q (1470.780000 sec): 3 clusters Score: Raw -45853864.401324 + Penalty 4247.461523 = -45849616.939801 nChanged 47 SP:Iteration 46Q (1471.650000 sec): 3 clusters Score: Raw -45853874.630453 + Penalty 4247.461523 = -45849627.168930 nChanged 39 SP:Iteration 47Q (1472.510000 sec): 3 clusters Score: Raw -45853883.452487 + Penalty 4247.461523 = -45849635.990964 nChanged 43 SP:Iteration 48Q (1473.410000 sec): 3 clusters Score: Raw -45853891.605612 + Penalty 4247.461523 = -45849644.144089 nChanged 40 SP:Iteration 49Q (1474.290000 sec): 3 clusters Score: Raw -45853898.023528 + Penalty 4247.461523 = -45849650.562005 nChanged 20 SP:Iteration 50Q (1475.180000 sec): 3 clusters Score: Raw -45853900.897160 + Penalty 4247.461523 = -45849653.435637 nChanged 23 SP:Iteration 51Q (1476.060000 sec): 3 clusters Score: Raw -45853905.737916 + Penalty 4247.461523 = -45849658.276393 nChanged 24 SP:Iteration 52Q (1476.910000 sec): 3 clusters Score: Raw -45853909.952581 + Penalty 4247.461523 = -45849662.491058 nChanged 22 SP:Iteration 53Q (1477.780000 sec): 3 clusters Score: Raw -45853913.274470 + Penalty 4247.461523 = -45849665.812947 nChanged 19 SP:Iteration 54Q (1478.630000 sec): 3 clusters Score: Raw -45853915.966245 + Penalty 4247.461523 = -45849668.504722 nChanged 14 SP:Iteration 55Q (1479.520000 sec): 3 clusters Score: Raw -45853917.955414 + Penalty 4247.461523 = -45849670.493891 nChanged 11 SP:Iteration 56Q (1480.410000 sec): 3 clusters Score: Raw -45853919.699442 + Penalty 4247.461523 = -45849672.237919 nChanged 12 SP:Iteration 57Q (1481.300000 sec): 3 clusters Score: Raw -45853921.284212 + Penalty 4247.461523 = -45849673.822689 nChanged 17 SP:Iteration 58Q (1482.160000 sec): 3 clusters Score: Raw -45853923.889617 + Penalty 4247.461523 = -45849676.428094 nChanged 13 SP:Iteration 59Q (1483.020000 sec): 3 clusters Score: Raw -45853925.736170 + Penalty 4247.461523 = -45849678.274647 nChanged 12 SP:Iteration 60F (1484.270000 sec): 3 clusters Score: Raw -45853928.232947 + Penalty 4247.461523 = -45849680.771424 nChanged 12 SP:Iteration 61Q (1485.160000 sec): 3 clusters Score: Raw -45853930.448591 + Penalty 4247.461523 = -45849682.987068 nChanged 12 SP:Iteration 62Q (1486.040000 sec): 3 clusters Score: Raw -45853931.919016 + Penalty 4247.461523 = -45849684.457493 nChanged 3 SP:Iteration 63Q (1486.930000 sec): 3 clusters Score: Raw -45853932.318973 + Penalty 4247.461523 = -45849684.857450 nChanged 1 SP:Iteration 64Q (1487.790000 sec): 3 clusters Score: Raw -45853932.419257 + Penalty 4247.461523 = -45849684.957734 nChanged 3 SP:Iteration 65Q (1488.660000 sec): 3 clusters Score: Raw -45853932.855346 + Penalty 4247.461523 = -45849685.393823 nChanged 2 SP:Iteration 66Q (1489.530000 sec): 3 clusters Score: Raw -45853933.095640 + Penalty 4247.461523 = -45849685.634117 nChanged 2 SP:Iteration 67Q (1490.400000 sec): 3 clusters Score: Raw -45853933.263692 + Penalty 4247.461523 = -45849685.802169 nChanged 0 SP:Iteration 68F (1491.650000 sec): 3 clusters Score: Raw -45853933.263692 + Penalty 4247.461523 = -45849685.802169 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1491.950000 sec): 2 clusters Score: Raw -28480.228449 + Penalty 949.104269 = -27531.124180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1491.950000 sec): 3 clusters Score: Raw -28504.708679 + Penalty 1898.208539 = -26606.500140 nChanged 70 SP:Iteration 1F (1491.950000 sec): 3 clusters Score: Raw -28677.610607 + Penalty 1898.208539 = -26779.402068 nChanged 26 SP:Iteration 2F (1491.950000 sec): 3 clusters Score: Raw -28775.990313 + Penalty 1898.208539 = -26877.781774 nChanged 10 SP:Iteration 3Q (1491.950000 sec): 3 clusters Score: Raw -28795.022413 + Penalty 1898.208539 = -26896.813874 nChanged 4 SP:Iteration 4Q (1491.950000 sec): 3 clusters Score: Raw -28803.382405 + Penalty 1898.208539 = -26905.173867 nChanged 5 SP:Iteration 5Q (1491.950000 sec): 3 clusters Score: Raw -28814.756210 + Penalty 1898.208539 = -26916.547671 nChanged 3 SP:Iteration 6Q (1491.960000 sec): 3 clusters Score: Raw -28821.811343 + Penalty 1898.208539 = -26923.602804 nChanged 2 SP:Iteration 7Q (1491.960000 sec): 3 clusters Score: Raw -28824.516465 + Penalty 1898.208539 = -26926.307927 nChanged 2 SP:Iteration 8Q (1491.960000 sec): 3 clusters Score: Raw -28826.425499 + Penalty 1898.208539 = -26928.216961 nChanged 3 SP:Iteration 9Q (1491.960000 sec): 3 clusters Score: Raw -28830.059780 + Penalty 1898.208539 = -26931.851241 nChanged 4 SP:Iteration 10Q (1491.960000 sec): 3 clusters Score: Raw -28838.538369 + Penalty 1898.208539 = -26940.329831 nChanged 3 SP:Iteration 11Q (1491.960000 sec): 3 clusters Score: Raw -28842.810293 + Penalty 1898.208539 = -26944.601754 nChanged 3 SP:Iteration 12Q (1491.960000 sec): 3 clusters Score: Raw -28846.871951 + Penalty 1898.208539 = -26948.663413 nChanged 4 SP:Iteration 13Q (1491.960000 sec): 3 clusters Score: Raw -28857.658163 + Penalty 1898.208539 = -26959.449624 nChanged 4 SP:Iteration 14Q (1491.960000 sec): 3 clusters Score: Raw -28864.991675 + Penalty 1898.208539 = -26966.783136 nChanged 3 SP:Iteration 15Q (1491.960000 sec): 3 clusters Score: Raw -28876.315589 + Penalty 1898.208539 = -26978.107051 nChanged 4 SP:Iteration 16Q (1491.960000 sec): 3 clusters Score: Raw -28886.333031 + Penalty 1898.208539 = -26988.124493 nChanged 3 SP:Iteration 17Q (1491.960000 sec): 3 clusters Score: Raw -28895.440027 + Penalty 1898.208539 = -26997.231489 nChanged 3 SP:Iteration 18Q (1491.960000 sec): 3 clusters Score: Raw -28900.996780 + Penalty 1898.208539 = -27002.788242 nChanged 0 SP:Iteration 19F (1491.960000 sec): 3 clusters Score: Raw -28900.996780 + Penalty 1898.208539 = -27002.788242 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (20983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1492.030000 sec): 2 clusters Score: Raw -2088122.061248 + Penalty 1617.113528 = -2086504.947720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1492.080000 sec): 3 clusters Score: Raw -2075334.531253 + Penalty 3234.227056 = -2072100.304197 nChanged 9564 SP:Iteration 1F (1492.140000 sec): 3 clusters Score: Raw -2080622.697737 + Penalty 3234.227056 = -2077388.470680 nChanged 890 SP:Iteration 2Q (1492.190000 sec): 3 clusters Score: Raw -2080897.785967 + Penalty 3234.227056 = -2077663.558911 nChanged 873 SP:Iteration 3Q (1492.240000 sec): 3 clusters Score: Raw -2081228.062732 + Penalty 3234.227056 = -2077993.835676 nChanged 955 SP:Iteration 4Q (1492.290000 sec): 3 clusters Score: Raw -2081628.466978 + Penalty 3234.227056 = -2078394.239922 nChanged 1042 SP:Iteration 5Q (1492.340000 sec): 3 clusters Score: Raw -2082168.312137 + Penalty 3234.227056 = -2078934.085081 nChanged 1229 SP:Iteration 6F (1492.400000 sec): 3 clusters Score: Raw -2082990.098243 + Penalty 3234.227056 = -2079755.871187 nChanged 1441 SP:Iteration 7F (1492.450000 sec): 3 clusters Score: Raw -2084111.794428 + Penalty 3234.227056 = -2080877.567372 nChanged 1378 SP:Iteration 8F (1492.500000 sec): 3 clusters Score: Raw -2085275.982503 + Penalty 3234.227056 = -2082041.755447 nChanged 1179 SP:Iteration 9F (1492.560000 sec): 3 clusters Score: Raw -2086246.696237 + Penalty 3234.227056 = -2083012.469181 nChanged 855 SP:Iteration 10Q (1492.610000 sec): 3 clusters Score: Raw -2086889.622740 + Penalty 3234.227056 = -2083655.395684 nChanged 567 SP:Iteration 11Q (1492.660000 sec): 3 clusters Score: Raw -2087262.301289 + Penalty 3234.227056 = -2084028.074233 nChanged 394 SP:Iteration 12Q (1492.700000 sec): 3 clusters Score: Raw -2087510.043357 + Penalty 3234.227056 = -2084275.816301 nChanged 297 SP:Iteration 13Q (1492.750000 sec): 3 clusters Score: Raw -2087670.360936 + Penalty 3234.227056 = -2084436.133880 nChanged 252 SP:Iteration 14Q (1492.790000 sec): 3 clusters Score: Raw -2087796.620298 + Penalty 3234.227056 = -2084562.393242 nChanged 218 SP:Iteration 15Q (1492.840000 sec): 3 clusters Score: Raw -2087895.236581 + Penalty 3234.227056 = -2084661.009525 nChanged 166 SP:Iteration 16Q (1492.880000 sec): 3 clusters Score: Raw -2087958.495962 + Penalty 3234.227056 = -2084724.268906 nChanged 145 SP:Iteration 17Q (1492.920000 sec): 3 clusters Score: Raw -2088009.526696 + Penalty 3234.227056 = -2084775.299640 nChanged 113 SP:Iteration 18Q (1492.970000 sec): 3 clusters Score: Raw -2088049.282984 + Penalty 3234.227056 = -2084815.055928 nChanged 102 SP:Iteration 19Q (1493.010000 sec): 3 clusters Score: Raw -2088085.708188 + Penalty 3234.227056 = -2084851.481132 nChanged 102 SP:Iteration 20F (1493.070000 sec): 3 clusters Score: Raw -2088121.281959 + Penalty 3234.227056 = -2084887.054903 nChanged 111 SP:Iteration 21Q (1493.110000 sec): 3 clusters Score: Raw -2088159.793537 + Penalty 3234.227056 = -2084925.566481 nChanged 113 SP:Iteration 22Q (1493.150000 sec): 3 clusters Score: Raw -2088203.388244 + Penalty 3234.227056 = -2084969.161188 nChanged 104 SP:Iteration 23Q (1493.190000 sec): 3 clusters Score: Raw -2088241.132871 + Penalty 3234.227056 = -2085006.905815 nChanged 77 SP:Iteration 24Q (1493.240000 sec): 3 clusters Score: Raw -2088268.020859 + Penalty 3234.227056 = -2085033.793802 nChanged 78 SP:Iteration 25Q (1493.280000 sec): 3 clusters Score: Raw -2088294.176439 + Penalty 3234.227056 = -2085059.949383 nChanged 61 SP:Iteration 26Q (1493.320000 sec): 3 clusters Score: Raw -2088313.668388 + Penalty 3234.227056 = -2085079.441332 nChanged 60 SP:Iteration 27Q (1493.360000 sec): 3 clusters Score: Raw -2088332.377973 + Penalty 3234.227056 = -2085098.150917 nChanged 55 SP:Iteration 28Q (1493.400000 sec): 3 clusters Score: Raw -2088350.830324 + Penalty 3234.227056 = -2085116.603268 nChanged 42 SP:Iteration 29Q (1493.440000 sec): 3 clusters Score: Raw -2088365.349865 + Penalty 3234.227056 = -2085131.122809 nChanged 39 SP:Iteration 30Q (1493.480000 sec): 3 clusters Score: Raw -2088377.160655 + Penalty 3234.227056 = -2085142.933599 nChanged 34 SP:Iteration 31Q (1493.520000 sec): 3 clusters Score: Raw -2088387.034369 + Penalty 3234.227056 = -2085152.807313 nChanged 25 SP:Iteration 32Q (1493.560000 sec): 3 clusters Score: Raw -2088395.219304 + Penalty 3234.227056 = -2085160.992248 nChanged 27 SP:Iteration 33Q (1493.600000 sec): 3 clusters Score: Raw -2088403.313690 + Penalty 3234.227056 = -2085169.086634 nChanged 25 SP:Iteration 34Q (1493.640000 sec): 3 clusters Score: Raw -2088412.176791 + Penalty 3234.227056 = -2085177.949735 nChanged 21 SP:Iteration 35Q (1493.680000 sec): 3 clusters Score: Raw -2088417.341208 + Penalty 3234.227056 = -2085183.114152 nChanged 19 SP:Iteration 36Q (1493.720000 sec): 3 clusters Score: Raw -2088423.103463 + Penalty 3234.227056 = -2085188.876407 nChanged 16 SP:Iteration 37Q (1493.760000 sec): 3 clusters Score: Raw -2088429.310113 + Penalty 3234.227056 = -2085195.083057 nChanged 19 SP:Iteration 38Q (1493.800000 sec): 3 clusters Score: Raw -2088434.132287 + Penalty 3234.227056 = -2085199.905231 nChanged 13 SP:Iteration 39Q (1493.840000 sec): 3 clusters Score: Raw -2088438.436161 + Penalty 3234.227056 = -2085204.209105 nChanged 18 SP:Iteration 40F (1493.890000 sec): 3 clusters Score: Raw -2088443.510302 + Penalty 3234.227056 = -2085209.283246 nChanged 11 SP:Iteration 41Q (1493.930000 sec): 3 clusters Score: Raw -2088447.617806 + Penalty 3234.227056 = -2085213.390750 nChanged 6 SP:Iteration 42Q (1493.960000 sec): 3 clusters Score: Raw -2088449.376759 + Penalty 3234.227056 = -2085215.149703 nChanged 5 SP:Iteration 43Q (1494.000000 sec): 3 clusters Score: Raw -2088451.273537 + Penalty 3234.227056 = -2085217.046481 nChanged 9 SP:Iteration 44Q (1494.040000 sec): 3 clusters Score: Raw -2088454.270902 + Penalty 3234.227056 = -2085220.043846 nChanged 11 SP:Iteration 45Q (1494.080000 sec): 3 clusters Score: Raw -2088457.729578 + Penalty 3234.227056 = -2085223.502522 nChanged 9 SP:Iteration 46Q (1494.120000 sec): 3 clusters Score: Raw -2088459.848415 + Penalty 3234.227056 = -2085225.621359 nChanged 6 SP:Iteration 47Q (1494.160000 sec): 3 clusters Score: Raw -2088461.695350 + Penalty 3234.227056 = -2085227.468294 nChanged 5 SP:Iteration 48Q (1494.200000 sec): 3 clusters Score: Raw -2088462.790959 + Penalty 3234.227056 = -2085228.563903 nChanged 3 SP:Iteration 49Q (1494.240000 sec): 3 clusters Score: Raw -2088463.386794 + Penalty 3234.227056 = -2085229.159738 nChanged 1 SP:Iteration 50Q (1494.280000 sec): 3 clusters Score: Raw -2088463.575642 + Penalty 3234.227056 = -2085229.348586 nChanged 0 SP:Iteration 51F (1494.330000 sec): 3 clusters Score: Raw -2088463.575642 + Penalty 3234.227056 = -2085229.348586 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (64064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1494.530000 sec): 2 clusters Score: Raw -6324393.257239 + Penalty 1798.491153 = -6322594.766086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1494.700000 sec): 3 clusters Score: Raw -6283463.905851 + Penalty 3596.982305 = -6279866.923545 nChanged 30147 SP:Iteration 1F (1494.860000 sec): 3 clusters Score: Raw -6300696.669101 + Penalty 3596.982305 = -6297099.686795 nChanged 2321 SP:Iteration 2Q (1495.040000 sec): 3 clusters Score: Raw -6301281.537468 + Penalty 3596.982305 = -6297684.555163 nChanged 2361 SP:Iteration 3Q (1495.210000 sec): 3 clusters Score: Raw -6301987.758321 + Penalty 3596.982305 = -6298390.776016 nChanged 2780 SP:Iteration 4Q (1495.380000 sec): 3 clusters Score: Raw -6303019.849114 + Penalty 3596.982305 = -6299422.866809 nChanged 3427 SP:Iteration 5F (1495.540000 sec): 3 clusters Score: Raw -6304712.754325 + Penalty 3596.982305 = -6301115.772019 nChanged 4225 SP:Iteration 6F (1495.710000 sec): 3 clusters Score: Raw -6307410.577248 + Penalty 3596.982305 = -6303813.594942 nChanged 4737 SP:Iteration 7F (1495.880000 sec): 3 clusters Score: Raw -6311066.690026 + Penalty 3596.982305 = -6307469.707721 nChanged 4845 SP:Iteration 8F (1496.040000 sec): 3 clusters Score: Raw -6315420.918015 + Penalty 3596.982305 = -6311823.935710 nChanged 4119 SP:Iteration 9F (1496.210000 sec): 3 clusters Score: Raw -6319366.923481 + Penalty 3596.982305 = -6315769.941176 nChanged 2770 SP:Iteration 10Q (1496.370000 sec): 3 clusters Score: Raw -6322035.467311 + Penalty 3596.982305 = -6318438.485006 nChanged 1498 SP:Iteration 11Q (1496.520000 sec): 3 clusters Score: Raw -6323410.527410 + Penalty 3596.982305 = -6319813.545105 nChanged 686 SP:Iteration 12Q (1496.660000 sec): 3 clusters Score: Raw -6324015.942855 + Penalty 3596.982305 = -6320418.960550 nChanged 328 SP:Iteration 13Q (1496.780000 sec): 3 clusters Score: Raw -6324295.244108 + Penalty 3596.982305 = -6320698.261802 nChanged 167 SP:Iteration 14Q (1496.910000 sec): 3 clusters Score: Raw -6324444.675237 + Penalty 3596.982305 = -6320847.692931 nChanged 84 SP:Iteration 15Q (1497.030000 sec): 3 clusters Score: Raw -6324521.395904 + Penalty 3596.982305 = -6320924.413599 nChanged 44 SP:Iteration 16Q (1497.150000 sec): 3 clusters Score: Raw -6324562.212434 + Penalty 3596.982305 = -6320965.230129 nChanged 39 SP:Iteration 17Q (1497.270000 sec): 3 clusters Score: Raw -6324600.724130 + Penalty 3596.982305 = -6321003.741825 nChanged 31 SP:Iteration 18Q (1497.380000 sec): 3 clusters Score: Raw -6324630.150414 + Penalty 3596.982305 = -6321033.168109 nChanged 12 SP:Iteration 19Q (1497.500000 sec): 3 clusters Score: Raw -6324639.259934 + Penalty 3596.982305 = -6321042.277629 nChanged 7 SP:Iteration 20F (1497.670000 sec): 3 clusters Score: Raw -6324644.013428 + Penalty 3596.982305 = -6321047.031122 nChanged 5 SP:Iteration 21Q (1497.780000 sec): 3 clusters Score: Raw -6324647.572944 + Penalty 3596.982305 = -6321050.590639 nChanged 3 SP:Iteration 22Q (1497.900000 sec): 3 clusters Score: Raw -6324651.262904 + Penalty 3596.982305 = -6321054.280599 nChanged 3 SP:Iteration 23Q (1498.020000 sec): 3 clusters Score: Raw -6324653.561078 + Penalty 3596.982305 = -6321056.578772 nChanged 1 SP:Iteration 24Q (1498.130000 sec): 3 clusters Score: Raw -6324654.581742 + Penalty 3596.982305 = -6321057.599437 nChanged 2 SP:Iteration 25Q (1498.250000 sec): 3 clusters Score: Raw -6324656.776134 + Penalty 3596.982305 = -6321059.793829 nChanged 2 SP:Iteration 26Q (1498.360000 sec): 3 clusters Score: Raw -6324658.527284 + Penalty 3596.982305 = -6321061.544979 nChanged 2 SP:Iteration 27Q (1498.480000 sec): 3 clusters Score: Raw -6324661.557824 + Penalty 3596.982305 = -6321064.575519 nChanged 4 SP:Iteration 28Q (1498.600000 sec): 3 clusters Score: Raw -6324664.681128 + Penalty 3596.982305 = -6321067.698822 nChanged 2 SP:Iteration 29Q (1498.710000 sec): 3 clusters Score: Raw -6324665.377111 + Penalty 3596.982305 = -6321068.394806 nChanged 0 SP:Iteration 30F (1498.880000 sec): 3 clusters Score: Raw -6324665.377111 + Penalty 3596.982305 = -6321068.394806 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.920000 sec): 2 clusters Score: Raw -65283.295668 + Penalty 1066.167483 = -64217.128185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.920000 sec): 3 clusters Score: Raw -65135.287730 + Penalty 2132.334966 = -63002.952764 nChanged 178 SP:Iteration 1F (1498.920000 sec): 3 clusters Score: Raw -65350.185161 + Penalty 2132.334966 = -63217.850194 nChanged 33 SP:Iteration 2Q (1498.920000 sec): 3 clusters Score: Raw -65415.145986 + Penalty 2132.334966 = -63282.811019 nChanged 23 SP:Iteration 3Q (1498.930000 sec): 3 clusters Score: Raw -65457.759442 + Penalty 2132.334966 = -63325.424476 nChanged 13 SP:Iteration 4Q (1498.930000 sec): 3 clusters Score: Raw -65471.415858 + Penalty 2132.334966 = -63339.080892 nChanged 10 SP:Iteration 5Q (1498.930000 sec): 3 clusters Score: Raw -65488.113748 + Penalty 2132.334966 = -63355.778782 nChanged 6 SP:Iteration 6Q (1498.930000 sec): 3 clusters Score: Raw -65496.051268 + Penalty 2132.334966 = -63363.716301 nChanged 3 SP:Iteration 7Q (1498.930000 sec): 3 clusters Score: Raw -65500.873969 + Penalty 2132.334966 = -63368.539003 nChanged 3 SP:Iteration 8Q (1498.940000 sec): 3 clusters Score: Raw -65503.667890 + Penalty 2132.334966 = -63371.332924 nChanged 5 SP:Iteration 9Q (1498.940000 sec): 3 clusters Score: Raw -65517.455222 + Penalty 2132.334966 = -63385.120256 nChanged 12 SP:Iteration 10Q (1498.940000 sec): 3 clusters Score: Raw -65532.208951 + Penalty 2132.334966 = -63399.873985 nChanged 3 SP:Iteration 11Q (1498.940000 sec): 3 clusters Score: Raw -65535.921973 + Penalty 2132.334966 = -63403.587007 nChanged 3 SP:Iteration 12Q (1498.940000 sec): 3 clusters Score: Raw -65537.789079 + Penalty 2132.334966 = -63405.454113 nChanged 0 SP:Iteration 13F (1498.940000 sec): 3 clusters Score: Raw -65537.789079 + Penalty 2132.334966 = -63405.454113 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.950000 sec): 2 clusters Score: Raw -86929.442536 + Penalty 1119.889208 = -85809.553328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.950000 sec): 3 clusters Score: Raw -86623.000712 + Penalty 2239.778417 = -84383.222295 nChanged 292 SP:Iteration 1F (1498.950000 sec): 3 clusters Score: Raw -86904.306888 + Penalty 2239.778417 = -84664.528472 nChanged 77 SP:Iteration 2F (1498.960000 sec): 3 clusters Score: Raw -87012.674484 + Penalty 2239.778417 = -84772.896067 nChanged 51 SP:Iteration 3F (1498.960000 sec): 3 clusters Score: Raw -87081.222646 + Penalty 2239.778417 = -84841.444229 nChanged 40 SP:Iteration 4Q (1498.960000 sec): 3 clusters Score: Raw -87137.188682 + Penalty 2239.778417 = -84897.410266 nChanged 21 SP:Iteration 5Q (1498.960000 sec): 3 clusters Score: Raw -87171.096427 + Penalty 2239.778417 = -84931.318010 nChanged 22 SP:Iteration 6Q (1498.970000 sec): 3 clusters Score: Raw -87203.912792 + Penalty 2239.778417 = -84964.134375 nChanged 13 SP:Iteration 7Q (1498.970000 sec): 3 clusters Score: Raw -87220.655502 + Penalty 2239.778417 = -84980.877085 nChanged 13 SP:Iteration 8Q (1498.970000 sec): 3 clusters Score: Raw -87238.554962 + Penalty 2239.778417 = -84998.776545 nChanged 15 SP:Iteration 9Q (1498.980000 sec): 3 clusters Score: Raw -87259.822692 + Penalty 2239.778417 = -85020.044275 nChanged 9 SP:Iteration 10Q (1498.980000 sec): 3 clusters Score: Raw -87273.412575 + Penalty 2239.778417 = -85033.634159 nChanged 8 SP:Iteration 11Q (1498.980000 sec): 3 clusters Score: Raw -87283.228045 + Penalty 2239.778417 = -85043.449629 nChanged 5 SP:Iteration 12Q (1498.980000 sec): 3 clusters Score: Raw -87288.204012 + Penalty 2239.778417 = -85048.425596 nChanged 5 SP:Iteration 13Q (1498.990000 sec): 3 clusters Score: Raw -87294.414266 + Penalty 2239.778417 = -85054.635850 nChanged 4 SP:Iteration 14Q (1498.990000 sec): 3 clusters Score: Raw -87300.692518 + Penalty 2239.778417 = -85060.914101 nChanged 4 SP:Iteration 15Q (1498.990000 sec): 3 clusters Score: Raw -87308.520381 + Penalty 2239.778417 = -85068.741964 nChanged 5 SP:Iteration 16Q (1498.990000 sec): 3 clusters Score: Raw -87315.126650 + Penalty 2239.778417 = -85075.348233 nChanged 6 SP:Iteration 17Q (1498.990000 sec): 3 clusters Score: Raw -87322.303380 + Penalty 2239.778417 = -85082.524964 nChanged 6 SP:Iteration 18Q (1498.990000 sec): 3 clusters Score: Raw -87327.804066 + Penalty 2239.778417 = -85088.025649 nChanged 3 SP:Iteration 19Q (1499.000000 sec): 3 clusters Score: Raw -87332.342283 + Penalty 2239.778417 = -85092.563866 nChanged 5 SP:Iteration 20F (1499.000000 sec): 3 clusters Score: Raw -87339.660186 + Penalty 2239.778417 = -85099.881770 nChanged 7 SP:Iteration 21Q (1499.000000 sec): 3 clusters Score: Raw -87349.963026 + Penalty 2239.778417 = -85110.184610 nChanged 7 SP:Iteration 22Q (1499.010000 sec): 3 clusters Score: Raw -87362.473499 + Penalty 2239.778417 = -85122.695082 nChanged 8 SP:Iteration 23Q (1499.010000 sec): 3 clusters Score: Raw -87372.700756 + Penalty 2239.778417 = -85132.922340 nChanged 8 SP:Iteration 24Q (1499.010000 sec): 3 clusters Score: Raw -87382.889339 + Penalty 2239.778417 = -85143.110922 nChanged 3 SP:Iteration 25Q (1499.010000 sec): 3 clusters Score: Raw -87385.444718 + Penalty 2239.778417 = -85145.666301 nChanged 2 SP:Iteration 26Q (1499.010000 sec): 3 clusters Score: Raw -87387.819899 + Penalty 2239.778417 = -85148.041483 nChanged 2 SP:Iteration 27Q (1499.010000 sec): 3 clusters Score: Raw -87389.799928 + Penalty 2239.778417 = -85150.021511 nChanged 2 SP:Iteration 28Q (1499.020000 sec): 3 clusters Score: Raw -87391.214378 + Penalty 2239.778417 = -85151.435961 nChanged 2 SP:Iteration 29Q (1499.020000 sec): 3 clusters Score: Raw -87392.425142 + Penalty 2239.778417 = -85152.646726 nChanged 0 SP:Iteration 30F (1499.020000 sec): 3 clusters Score: Raw -87392.425142 + Penalty 2239.778417 = -85152.646726 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (16231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.070000 sec): 2 clusters Score: Raw -1621231.825090 + Penalty 1575.385219 = -1619656.439871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.110000 sec): 3 clusters Score: Raw -1611566.120459 + Penalty 3150.770439 = -1608415.350020 nChanged 7284 SP:Iteration 1F (1499.150000 sec): 3 clusters Score: Raw -1615413.101928 + Penalty 3150.770439 = -1612262.331490 nChanged 838 SP:Iteration 2F (1499.190000 sec): 3 clusters Score: Raw -1615713.040841 + Penalty 3150.770439 = -1612562.270402 nChanged 730 SP:Iteration 3Q (1499.230000 sec): 3 clusters Score: Raw -1615987.373944 + Penalty 3150.770439 = -1612836.603505 nChanged 663 SP:Iteration 4Q (1499.270000 sec): 3 clusters Score: Raw -1616267.803734 + Penalty 3150.770439 = -1613117.033296 nChanged 718 SP:Iteration 5Q (1499.310000 sec): 3 clusters Score: Raw -1616600.202453 + Penalty 3150.770439 = -1613449.432014 nChanged 782 SP:Iteration 6Q (1499.350000 sec): 3 clusters Score: Raw -1617019.425977 + Penalty 3150.770439 = -1613868.655539 nChanged 839 SP:Iteration 7F (1499.390000 sec): 3 clusters Score: Raw -1617537.132856 + Penalty 3150.770439 = -1614386.362417 nChanged 1001 SP:Iteration 8F (1499.430000 sec): 3 clusters Score: Raw -1618255.842325 + Penalty 3150.770439 = -1615105.071886 nChanged 1054 SP:Iteration 9F (1499.470000 sec): 3 clusters Score: Raw -1619088.806815 + Penalty 3150.770439 = -1615938.036376 nChanged 970 SP:Iteration 10F (1499.510000 sec): 3 clusters Score: Raw -1619905.038191 + Penalty 3150.770439 = -1616754.267752 nChanged 776 SP:Iteration 11Q (1499.550000 sec): 3 clusters Score: Raw -1620605.951826 + Penalty 3150.770439 = -1617455.181387 nChanged 544 SP:Iteration 12Q (1499.590000 sec): 3 clusters Score: Raw -1621121.857575 + Penalty 3150.770439 = -1617971.087136 nChanged 305 SP:Iteration 13Q (1499.630000 sec): 3 clusters Score: Raw -1621422.096680 + Penalty 3150.770439 = -1618271.326241 nChanged 136 SP:Iteration 14Q (1499.660000 sec): 3 clusters Score: Raw -1621583.087290 + Penalty 3150.770439 = -1618432.316852 nChanged 74 SP:Iteration 15Q (1499.690000 sec): 3 clusters Score: Raw -1621665.421846 + Penalty 3150.770439 = -1618514.651408 nChanged 45 SP:Iteration 16Q (1499.720000 sec): 3 clusters Score: Raw -1621698.532998 + Penalty 3150.770439 = -1618547.762559 nChanged 27 SP:Iteration 17Q (1499.750000 sec): 3 clusters Score: Raw -1621721.011738 + Penalty 3150.770439 = -1618570.241299 nChanged 16 SP:Iteration 18Q (1499.770000 sec): 3 clusters Score: Raw -1621730.667687 + Penalty 3150.770439 = -1618579.897248 nChanged 14 SP:Iteration 19Q (1499.800000 sec): 3 clusters Score: Raw -1621740.718962 + Penalty 3150.770439 = -1618589.948523 nChanged 12 SP:Iteration 20F (1499.840000 sec): 3 clusters Score: Raw -1621747.764237 + Penalty 3150.770439 = -1618596.993798 nChanged 9 SP:Iteration 21Q (1499.870000 sec): 3 clusters Score: Raw -1621752.616829 + Penalty 3150.770439 = -1618601.846390 nChanged 4 SP:Iteration 22Q (1499.900000 sec): 3 clusters Score: Raw -1621753.810917 + Penalty 3150.770439 = -1618603.040478 nChanged 0 SP:Iteration 23F (1499.940000 sec): 3 clusters Score: Raw -1621753.810917 + Penalty 3150.770439 = -1618603.040478 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (155429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1500.430000 sec): 2 clusters Score: Raw -15151414.200290 + Penalty 1942.515951 = -15149471.684339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1500.830000 sec): 3 clusters Score: Raw -15048991.768437 + Penalty 3885.031902 = -15045106.736535 nChanged 75221 SP:Iteration 1F (1501.240000 sec): 3 clusters Score: Raw -15093919.601154 + Penalty 3885.031902 = -15090034.569252 nChanged 5582 SP:Iteration 2Q (1501.650000 sec): 3 clusters Score: Raw -15095531.126471 + Penalty 3885.031902 = -15091646.094568 nChanged 6808 SP:Iteration 3Q (1502.080000 sec): 3 clusters Score: Raw -15098149.448117 + Penalty 3885.031902 = -15094264.416214 nChanged 8729 SP:Iteration 4F (1502.480000 sec): 3 clusters Score: Raw -15102693.078611 + Penalty 3885.031902 = -15098808.046709 nChanged 11139 SP:Iteration 5F (1502.890000 sec): 3 clusters Score: Raw -15110336.413748 + Penalty 3885.031902 = -15106451.381845 nChanged 12847 SP:Iteration 6F (1503.290000 sec): 3 clusters Score: Raw -15121237.127018 + Penalty 3885.031902 = -15117352.095116 nChanged 12499 SP:Iteration 7F (1503.700000 sec): 3 clusters Score: Raw -15133344.014837 + Penalty 3885.031902 = -15129458.982934 nChanged 9339 SP:Iteration 8F (1504.100000 sec): 3 clusters Score: Raw -15142704.514377 + Penalty 3885.031902 = -15138819.482474 nChanged 5221 SP:Iteration 9Q (1504.470000 sec): 3 clusters Score: Raw -15147843.233350 + Penalty 3885.031902 = -15143958.201448 nChanged 2273 SP:Iteration 10Q (1504.810000 sec): 3 clusters Score: Raw -15149957.760620 + Penalty 3885.031902 = -15146072.728718 nChanged 947 SP:Iteration 11Q (1505.110000 sec): 3 clusters Score: Raw -15150794.553075 + Penalty 3885.031902 = -15146909.521173 nChanged 440 SP:Iteration 12Q (1505.390000 sec): 3 clusters Score: Raw -15151188.977457 + Penalty 3885.031902 = -15147303.945555 nChanged 219 SP:Iteration 13Q (1505.680000 sec): 3 clusters Score: Raw -15151374.983925 + Penalty 3885.031902 = -15147489.952022 nChanged 110 SP:Iteration 14Q (1505.960000 sec): 3 clusters Score: Raw -15151468.703891 + Penalty 3885.031902 = -15147583.671989 nChanged 55 SP:Iteration 15Q (1506.230000 sec): 3 clusters Score: Raw -15151518.365368 + Penalty 3885.031902 = -15147633.333465 nChanged 45 SP:Iteration 16Q (1506.530000 sec): 3 clusters Score: Raw -15151557.974526 + Penalty 3885.031902 = -15147672.942624 nChanged 32 SP:Iteration 17Q (1506.810000 sec): 3 clusters Score: Raw -15151589.505845 + Penalty 3885.031902 = -15147704.473943 nChanged 23 SP:Iteration 18Q (1507.100000 sec): 3 clusters Score: Raw -15151611.149658 + Penalty 3885.031902 = -15147726.117756 nChanged 15 SP:Iteration 19Q (1507.390000 sec): 3 clusters Score: Raw -15151623.097537 + Penalty 3885.031902 = -15147738.065635 nChanged 8 SP:Iteration 20F (1507.800000 sec): 3 clusters Score: Raw -15151630.939604 + Penalty 3885.031902 = -15147745.907702 nChanged 4 SP:Iteration 21Q (1508.090000 sec): 3 clusters Score: Raw -15151633.352535 + Penalty 3885.031902 = -15147748.320633 nChanged 5 SP:Iteration 22Q (1508.370000 sec): 3 clusters Score: Raw -15151635.497808 + Penalty 3885.031902 = -15147750.465906 nChanged 2 SP:Iteration 23Q (1508.650000 sec): 3 clusters Score: Raw -15151636.309366 + Penalty 3885.031902 = -15147751.277464 nChanged 2 SP:Iteration 24Q (1508.930000 sec): 3 clusters Score: Raw -15151637.368786 + Penalty 3885.031902 = -15147752.336884 nChanged 1 SP:Iteration 25Q (1509.220000 sec): 3 clusters Score: Raw -15151637.884326 + Penalty 3885.031902 = -15147752.852423 nChanged 1 SP:Iteration 26Q (1509.510000 sec): 3 clusters Score: Raw -15151638.938040 + Penalty 3885.031902 = -15147753.906138 nChanged 2 SP:Iteration 27Q (1509.800000 sec): 3 clusters Score: Raw -15151639.718571 + Penalty 3885.031902 = -15147754.686668 nChanged 0 SP:Iteration 28F (1510.210000 sec): 3 clusters Score: Raw -15151639.718571 + Penalty 3885.031902 = -15147754.686668 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.300000 sec): 2 clusters Score: Raw -46292.084674 + Penalty 1026.245675 = -45265.838998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.300000 sec): 3 clusters Score: Raw -46269.662747 + Penalty 2052.491350 = -44217.171397 nChanged 137 SP:Iteration 1F (1510.300000 sec): 3 clusters Score: Raw -46572.464600 + Penalty 2052.491350 = -44519.973249 nChanged 49 SP:Iteration 2F (1510.300000 sec): 3 clusters Score: Raw -46687.905192 + Penalty 2052.491350 = -44635.413841 nChanged 27 SP:Iteration 3Q (1510.300000 sec): 3 clusters Score: Raw -46750.925108 + Penalty 2052.491350 = -44698.433758 nChanged 20 SP:Iteration 4Q (1510.300000 sec): 3 clusters Score: Raw -46785.454652 + Penalty 2052.491350 = -44732.963301 nChanged 11 SP:Iteration 5Q (1510.310000 sec): 3 clusters Score: Raw -46802.778813 + Penalty 2052.491350 = -44750.287463 nChanged 5 SP:Iteration 6Q (1510.310000 sec): 3 clusters Score: Raw -46817.826968 + Penalty 2052.491350 = -44765.335617 nChanged 6 SP:Iteration 7Q (1510.310000 sec): 3 clusters Score: Raw -46836.962080 + Penalty 2052.491350 = -44784.470729 nChanged 8 SP:Iteration 8Q (1510.310000 sec): 3 clusters Score: Raw -46852.898517 + Penalty 2052.491350 = -44800.407166 nChanged 6 SP:Iteration 9Q (1510.310000 sec): 3 clusters Score: Raw -46861.918586 + Penalty 2052.491350 = -44809.427236 nChanged 5 SP:Iteration 10Q (1510.310000 sec): 3 clusters Score: Raw -46866.964013 + Penalty 2052.491350 = -44814.472662 nChanged 4 SP:Iteration 11Q (1510.310000 sec): 3 clusters Score: Raw -46876.148124 + Penalty 2052.491350 = -44823.656773 nChanged 5 SP:Iteration 12Q (1510.310000 sec): 3 clusters Score: Raw -46889.570977 + Penalty 2052.491350 = -44837.079626 nChanged 5 SP:Iteration 13Q (1510.310000 sec): 3 clusters Score: Raw -46900.618356 + Penalty 2052.491350 = -44848.127006 nChanged 6 SP:Iteration 14Q (1510.310000 sec): 3 clusters Score: Raw -46906.922582 + Penalty 2052.491350 = -44854.431231 nChanged 2 SP:Iteration 15Q (1510.320000 sec): 3 clusters Score: Raw -46909.453294 + Penalty 2052.491350 = -44856.961943 nChanged 2 SP:Iteration 16Q (1510.320000 sec): 3 clusters Score: Raw -46912.095283 + Penalty 2052.491350 = -44859.603932 nChanged 1 SP:Iteration 17Q (1510.320000 sec): 3 clusters Score: Raw -46912.880877 + Penalty 2052.491350 = -44860.389527 nChanged 1 SP:Iteration 18Q (1510.320000 sec): 3 clusters Score: Raw -46916.476930 + Penalty 2052.491350 = -44863.985580 nChanged 2 SP:Iteration 19Q (1510.320000 sec): 3 clusters Score: Raw -46920.725402 + Penalty 2052.491350 = -44868.234051 nChanged 1 SP:Iteration 20F (1510.320000 sec): 3 clusters Score: Raw -46923.423147 + Penalty 2052.491350 = -44870.931796 nChanged 1 SP:Iteration 21Q (1510.320000 sec): 3 clusters Score: Raw -46925.502624 + Penalty 2052.491350 = -44873.011273 nChanged 1 SP:Iteration 22Q (1510.330000 sec): 3 clusters Score: Raw -46926.633683 + Penalty 2052.491350 = -44874.142333 nChanged 0 SP:Iteration 23F (1510.330000 sec): 3 clusters Score: Raw -46926.633683 + Penalty 2052.491350 = -44874.142333 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (8789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1510.350000 sec): 2 clusters Score: Raw -875424.457995 + Penalty 1475.704136 = -873948.753860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1510.380000 sec): 3 clusters Score: Raw -870508.934610 + Penalty 2951.408271 = -867557.526339 nChanged 3742 SP:Iteration 1F (1510.400000 sec): 3 clusters Score: Raw -872382.852855 + Penalty 2951.408271 = -869431.444584 nChanged 560 SP:Iteration 2F (1510.420000 sec): 3 clusters Score: Raw -872661.255613 + Penalty 2951.408271 = -869709.847342 nChanged 483 SP:Iteration 3F (1510.440000 sec): 3 clusters Score: Raw -872899.736769 + Penalty 2951.408271 = -869948.328498 nChanged 427 SP:Iteration 4Q (1510.460000 sec): 3 clusters Score: Raw -873147.416152 + Penalty 2951.408271 = -870196.007881 nChanged 455 SP:Iteration 5F (1510.480000 sec): 3 clusters Score: Raw -873411.395010 + Penalty 2951.408271 = -870459.986739 nChanged 464 SP:Iteration 6F (1510.510000 sec): 3 clusters Score: Raw -873680.410495 + Penalty 2951.408271 = -870729.002224 nChanged 454 SP:Iteration 7F (1510.530000 sec): 3 clusters Score: Raw -873949.063341 + Penalty 2951.408271 = -870997.655070 nChanged 456 SP:Iteration 8F (1510.550000 sec): 3 clusters Score: Raw -874228.239756 + Penalty 2951.408271 = -871276.831485 nChanged 471 SP:Iteration 9F (1510.570000 sec): 3 clusters Score: Raw -874519.412997 + Penalty 2951.408271 = -871568.004726 nChanged 426 SP:Iteration 10Q (1510.590000 sec): 3 clusters Score: Raw -874786.717912 + Penalty 2951.408271 = -871835.309641 nChanged 363 SP:Iteration 11Q (1510.610000 sec): 3 clusters Score: Raw -875000.771425 + Penalty 2951.408271 = -872049.363154 nChanged 306 SP:Iteration 12Q (1510.630000 sec): 3 clusters Score: Raw -875197.557034 + Penalty 2951.408271 = -872246.148763 nChanged 265 SP:Iteration 13Q (1510.660000 sec): 3 clusters Score: Raw -875367.962164 + Penalty 2951.408271 = -872416.553893 nChanged 183 SP:Iteration 14Q (1510.680000 sec): 3 clusters Score: Raw -875488.359303 + Penalty 2951.408271 = -872536.951032 nChanged 170 SP:Iteration 15Q (1510.700000 sec): 3 clusters Score: Raw -875598.999313 + Penalty 2951.408271 = -872647.591042 nChanged 143 SP:Iteration 16Q (1510.720000 sec): 3 clusters Score: Raw -875679.072052 + Penalty 2951.408271 = -872727.663781 nChanged 106 SP:Iteration 17Q (1510.740000 sec): 3 clusters Score: Raw -875732.963968 + Penalty 2951.408271 = -872781.555697 nChanged 82 SP:Iteration 18Q (1510.760000 sec): 3 clusters Score: Raw -875777.898247 + Penalty 2951.408271 = -872826.489976 nChanged 61 SP:Iteration 19Q (1510.780000 sec): 3 clusters Score: Raw -875810.679097 + Penalty 2951.408271 = -872859.270826 nChanged 41 SP:Iteration 20F (1510.810000 sec): 3 clusters Score: Raw -875834.786854 + Penalty 2951.408271 = -872883.378583 nChanged 37 SP:Iteration 21Q (1510.830000 sec): 3 clusters Score: Raw -875855.961682 + Penalty 2951.408271 = -872904.553411 nChanged 27 SP:Iteration 22Q (1510.850000 sec): 3 clusters Score: Raw -875867.328326 + Penalty 2951.408271 = -872915.920055 nChanged 16 SP:Iteration 23Q (1510.860000 sec): 3 clusters Score: Raw -875874.364258 + Penalty 2951.408271 = -872922.955987 nChanged 12 SP:Iteration 24Q (1510.890000 sec): 3 clusters Score: Raw -875880.742795 + Penalty 2951.408271 = -872929.334524 nChanged 18 SP:Iteration 25Q (1510.910000 sec): 3 clusters Score: Raw -875888.228272 + Penalty 2951.408271 = -872936.820001 nChanged 15 SP:Iteration 26Q (1510.920000 sec): 3 clusters Score: Raw -875895.072511 + Penalty 2951.408271 = -872943.664240 nChanged 10 SP:Iteration 27Q (1510.940000 sec): 3 clusters Score: Raw -875898.365423 + Penalty 2951.408271 = -872946.957152 nChanged 5 SP:Iteration 28Q (1510.960000 sec): 3 clusters Score: Raw -875900.275834 + Penalty 2951.408271 = -872948.867563 nChanged 5 SP:Iteration 29Q (1510.980000 sec): 3 clusters Score: Raw -875901.398110 + Penalty 2951.408271 = -872949.989839 nChanged 2 SP:Iteration 30Q (1511.000000 sec): 3 clusters Score: Raw -875901.766086 + Penalty 2951.408271 = -872950.357815 nChanged 4 SP:Iteration 31Q (1511.020000 sec): 3 clusters Score: Raw -875902.665601 + Penalty 2951.408271 = -872951.257330 nChanged 2 SP:Iteration 32Q (1511.040000 sec): 3 clusters Score: Raw -875903.344920 + Penalty 2951.408271 = -872951.936649 nChanged 2 SP:Iteration 33Q (1511.060000 sec): 3 clusters Score: Raw -875903.741149 + Penalty 2951.408271 = -872952.332878 nChanged 2 SP:Iteration 34Q (1511.080000 sec): 3 clusters Score: Raw -875904.663342 + Penalty 2951.408271 = -872953.255071 nChanged 3 SP:Iteration 35Q (1511.100000 sec): 3 clusters Score: Raw -875905.666037 + Penalty 2951.408271 = -872954.257766 nChanged 2 SP:Iteration 36Q (1511.120000 sec): 3 clusters Score: Raw -875906.711919 + Penalty 2951.408271 = -872955.303648 nChanged 3 SP:Iteration 37Q (1511.140000 sec): 3 clusters Score: Raw -875908.046756 + Penalty 2951.408271 = -872956.638485 nChanged 0 SP:Iteration 38F (1511.160000 sec): 3 clusters Score: Raw -875908.046756 + Penalty 2951.408271 = -872956.638485 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.160000 sec): 2 clusters Score: Raw -24829.428881 + Penalty 914.488431 = -23914.940450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.170000 sec): 3 clusters Score: Raw -24922.736113 + Penalty 1828.976862 = -23093.759251 nChanged 46 SP:Iteration 1F (1511.170000 sec): 3 clusters Score: Raw -25019.037751 + Penalty 1828.976862 = -23190.060889 nChanged 9 SP:Iteration 2Q (1511.170000 sec): 3 clusters Score: Raw -25044.718812 + Penalty 1828.976862 = -23215.741950 nChanged 6 SP:Iteration 3Q (1511.170000 sec): 3 clusters Score: Raw -25059.945781 + Penalty 1828.976862 = -23230.968919 nChanged 2 SP:Iteration 4Q (1511.170000 sec): 3 clusters Score: Raw -25065.853964 + Penalty 1828.976862 = -23236.877102 nChanged 3 SP:Iteration 5Q (1511.170000 sec): 3 clusters Score: Raw -25071.427797 + Penalty 1828.976862 = -23242.450936 nChanged 1 SP:Iteration 6Q (1511.170000 sec): 3 clusters Score: Raw -25074.030660 + Penalty 1828.976862 = -23245.053798 nChanged 0 SP:Iteration 7F (1511.170000 sec): 3 clusters Score: Raw -25074.030660 + Penalty 1828.976862 = -23245.053798 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.180000 sec): 2 clusters Score: Raw -122484.934327 + Penalty 1167.748449 = -121317.185878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.180000 sec): 3 clusters Score: Raw -121999.879506 + Penalty 2335.496899 = -119664.382607 nChanged 424 SP:Iteration 1F (1511.180000 sec): 3 clusters Score: Raw -122371.193499 + Penalty 2335.496899 = -120035.696600 nChanged 120 SP:Iteration 2F (1511.180000 sec): 3 clusters Score: Raw -122560.998791 + Penalty 2335.496899 = -120225.501892 nChanged 79 SP:Iteration 3F (1511.190000 sec): 3 clusters Score: Raw -122689.138447 + Penalty 2335.496899 = -120353.641548 nChanged 81 SP:Iteration 4F (1511.190000 sec): 3 clusters Score: Raw -122804.205260 + Penalty 2335.496899 = -120468.708361 nChanged 66 SP:Iteration 5Q (1511.200000 sec): 3 clusters Score: Raw -122884.783729 + Penalty 2335.496899 = -120549.286830 nChanged 53 SP:Iteration 6Q (1511.200000 sec): 3 clusters Score: Raw -122935.969997 + Penalty 2335.496899 = -120600.473098 nChanged 34 SP:Iteration 7Q (1511.200000 sec): 3 clusters Score: Raw -122972.278779 + Penalty 2335.496899 = -120636.781880 nChanged 36 SP:Iteration 8Q (1511.200000 sec): 3 clusters Score: Raw -123016.976622 + Penalty 2335.496899 = -120681.479723 nChanged 39 SP:Iteration 9Q (1511.210000 sec): 3 clusters Score: Raw -123065.402751 + Penalty 2335.496899 = -120729.905852 nChanged 33 SP:Iteration 10Q (1511.210000 sec): 3 clusters Score: Raw -123107.749350 + Penalty 2335.496899 = -120772.252451 nChanged 24 SP:Iteration 11Q (1511.210000 sec): 3 clusters Score: Raw -123140.225297 + Penalty 2335.496899 = -120804.728398 nChanged 11 SP:Iteration 12Q (1511.220000 sec): 3 clusters Score: Raw -123159.033991 + Penalty 2335.496899 = -120823.537092 nChanged 9 SP:Iteration 13Q (1511.220000 sec): 3 clusters Score: Raw -123166.915313 + Penalty 2335.496899 = -120831.418414 nChanged 5 SP:Iteration 14Q (1511.220000 sec): 3 clusters Score: Raw -123171.040259 + Penalty 2335.496899 = -120835.543360 nChanged 4 SP:Iteration 15Q (1511.220000 sec): 3 clusters Score: Raw -123175.387589 + Penalty 2335.496899 = -120839.890691 nChanged 3 SP:Iteration 16Q (1511.230000 sec): 3 clusters Score: Raw -123178.006729 + Penalty 2335.496899 = -120842.509830 nChanged 0 SP:Iteration 17F (1511.230000 sec): 3 clusters Score: Raw -123178.006729 + Penalty 2335.496899 = -120842.509830 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.240000 sec): 2 clusters Score: Raw -44103.744147 + Penalty 1012.772803 = -43090.971344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.240000 sec): 3 clusters Score: Raw -44037.770583 + Penalty 2025.545605 = -42012.224977 nChanged 114 SP:Iteration 1F (1511.240000 sec): 3 clusters Score: Raw -44183.498453 + Penalty 2025.545605 = -42157.952847 nChanged 24 SP:Iteration 2Q (1511.240000 sec): 3 clusters Score: Raw -44223.137165 + Penalty 2025.545605 = -42197.591559 nChanged 10 SP:Iteration 3Q (1511.240000 sec): 3 clusters Score: Raw -44236.908099 + Penalty 2025.545605 = -42211.362494 nChanged 5 SP:Iteration 4Q (1511.240000 sec): 3 clusters Score: Raw -44246.215910 + Penalty 2025.545605 = -42220.670305 nChanged 4 SP:Iteration 5Q (1511.240000 sec): 3 clusters Score: Raw -44249.531036 + Penalty 2025.545605 = -42223.985431 nChanged 1 SP:Iteration 6Q (1511.240000 sec): 3 clusters Score: Raw -44250.337988 + Penalty 2025.545605 = -42224.792382 nChanged 0 SP:Iteration 7F (1511.240000 sec): 3 clusters Score: Raw -44250.337988 + Penalty 2025.545605 = -42224.792382 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.250000 sec): 2 clusters Score: Raw -54113.922509 + Penalty 1030.594731 = -53083.327778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.250000 sec): 3 clusters Score: Raw -54002.806112 + Penalty 2061.189461 = -51941.616651 nChanged 154 SP:Iteration 1F (1511.250000 sec): 3 clusters Score: Raw -54171.905586 + Penalty 2061.189461 = -52110.716124 nChanged 29 SP:Iteration 2F (1511.250000 sec): 3 clusters Score: Raw -54208.274224 + Penalty 2061.189461 = -52147.084763 nChanged 14 SP:Iteration 3Q (1511.250000 sec): 3 clusters Score: Raw -54224.408290 + Penalty 2061.189461 = -52163.218829 nChanged 7 SP:Iteration 4Q (1511.260000 sec): 3 clusters Score: Raw -54232.486610 + Penalty 2061.189461 = -52171.297149 nChanged 5 SP:Iteration 5Q (1511.260000 sec): 3 clusters Score: Raw -54239.101972 + Penalty 2061.189461 = -52177.912511 nChanged 2 SP:Iteration 6Q (1511.260000 sec): 3 clusters Score: Raw -54241.707433 + Penalty 2061.189461 = -52180.517972 nChanged 2 SP:Iteration 7Q (1511.260000 sec): 3 clusters Score: Raw -54244.580153 + Penalty 2061.189461 = -52183.390691 nChanged 1 SP:Iteration 8Q (1511.260000 sec): 3 clusters Score: Raw -54246.426213 + Penalty 2061.189461 = -52185.236751 nChanged 2 SP:Iteration 9Q (1511.260000 sec): 3 clusters Score: Raw -54250.352629 + Penalty 2061.189461 = -52189.163168 nChanged 1 SP:Iteration 10Q (1511.260000 sec): 3 clusters Score: Raw -54251.331639 + Penalty 2061.189461 = -52190.142178 nChanged 2 SP:Iteration 11Q (1511.260000 sec): 3 clusters Score: Raw -54254.298705 + Penalty 2061.189461 = -52193.109244 nChanged 1 SP:Iteration 12Q (1511.260000 sec): 3 clusters Score: Raw -54254.867480 + Penalty 2061.189461 = -52193.678019 nChanged 1 SP:Iteration 13Q (1511.270000 sec): 3 clusters Score: Raw -54256.359835 + Penalty 2061.189461 = -52195.170374 nChanged 1 SP:Iteration 14Q (1511.270000 sec): 3 clusters Score: Raw -54260.255412 + Penalty 2061.189461 = -52199.065951 nChanged 1 SP:Iteration 15Q (1511.270000 sec): 3 clusters Score: Raw -54262.543661 + Penalty 2061.189461 = -52201.354200 nChanged 2 SP:Iteration 16Q (1511.270000 sec): 3 clusters Score: Raw -54265.243979 + Penalty 2061.189461 = -52204.054518 nChanged 3 SP:Iteration 17Q (1511.270000 sec): 3 clusters Score: Raw -54271.363835 + Penalty 2061.189461 = -52210.174374 nChanged 2 SP:Iteration 18Q (1511.270000 sec): 3 clusters Score: Raw -54274.878499 + Penalty 2061.189461 = -52213.689038 nChanged 0 SP:Iteration 19F (1511.280000 sec): 3 clusters Score: Raw -54274.878499 + Penalty 2061.189461 = -52213.689038 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.280000 sec): 2 clusters Score: Raw -23985.500784 + Penalty 907.318150 = -23078.182634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.280000 sec): 3 clusters Score: Raw -24024.216499 + Penalty 1814.636300 = -22209.580199 nChanged 43 SP:Iteration 1F (1511.280000 sec): 3 clusters Score: Raw -24125.869832 + Penalty 1814.636300 = -22311.233532 nChanged 6 SP:Iteration 2Q (1511.280000 sec): 3 clusters Score: Raw -24141.557256 + Penalty 1814.636300 = -22326.920956 nChanged 4 SP:Iteration 3Q (1511.280000 sec): 3 clusters Score: Raw -24152.454553 + Penalty 1814.636300 = -22337.818253 nChanged 3 SP:Iteration 4Q (1511.280000 sec): 3 clusters Score: Raw -24160.804783 + Penalty 1814.636300 = -22346.168483 nChanged 1 SP:Iteration 5Q (1511.280000 sec): 3 clusters Score: Raw -24164.400598 + Penalty 1814.636300 = -22349.764298 nChanged 0 SP:Iteration 6F (1511.280000 sec): 3 clusters Score: Raw -24164.400598 + Penalty 1814.636300 = -22349.764298 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.280000 sec): 2 clusters Score: Raw -64369.427481 + Penalty 1061.267615 = -63308.159867 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.280000 sec): 3 clusters Score: Raw -64207.402908 + Penalty 2122.535229 = -62084.867679 nChanged 192 SP:Iteration 1F (1511.280000 sec): 3 clusters Score: Raw -64426.969575 + Penalty 2122.535229 = -62304.434346 nChanged 48 SP:Iteration 2F (1511.290000 sec): 3 clusters Score: Raw -64483.237137 + Penalty 2122.535229 = -62360.701908 nChanged 21 SP:Iteration 3Q (1511.290000 sec): 3 clusters Score: Raw -64507.554111 + Penalty 2122.535229 = -62385.018882 nChanged 10 SP:Iteration 4Q (1511.290000 sec): 3 clusters Score: Raw -64520.391917 + Penalty 2122.535229 = -62397.856688 nChanged 5 SP:Iteration 5Q (1511.290000 sec): 3 clusters Score: Raw -64524.239921 + Penalty 2122.535229 = -62401.704692 nChanged 1 SP:Iteration 6Q (1511.290000 sec): 3 clusters Score: Raw -64524.877280 + Penalty 2122.535229 = -62402.342051 nChanged 1 SP:Iteration 7Q (1511.300000 sec): 3 clusters Score: Raw -64525.362064 + Penalty 2122.535229 = -62402.826835 nChanged 0 SP:Iteration 8F (1511.300000 sec): 3 clusters Score: Raw -64525.362064 + Penalty 2122.535229 = -62402.826835 nChanged 0 Iteration 158F (1529.450000 sec): 26 clusters Score: Raw -78405734.982803 + Penalty 55324.632001 = -78350410.350802 nChanged 2 Iteration 159F (1547.440000 sec): 26 clusters Score: Raw -78405738.886697 + Penalty 55324.632001 = -78350414.254695 nChanged 2 Iteration 160F (1565.690000 sec): 26 clusters Score: Raw -78405740.009167 + Penalty 55324.632001 = -78350415.377165 nChanged 2 Iteration 161Q (1569.740000 sec): 26 clusters Score: Raw -78405740.547348 + Penalty 55324.632001 = -78350415.915347 nChanged 3 Iteration 162Q (1573.770000 sec): 26 clusters Score: Raw -78405741.158883 + Penalty 55324.632001 = -78350416.526882 nChanged 3 Iteration 163Q (1577.730000 sec): 26 clusters Score: Raw -78405741.276138 + Penalty 55324.632001 = -78350416.644136 nChanged 0 Iteration 164F (1596.180000 sec): 26 clusters Score: Raw -78405741.276138 + Penalty 55324.632001 = -78350416.644136 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -78405741.276138 + Penalty 55324.632001 = -78350416.644136 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (15276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1596.340000 sec): 2 clusters Score: Raw -1407870.943420 + Penalty 1565.531215 = -1406305.412205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1596.370000 sec): 3 clusters Score: Raw -1398914.366796 + Penalty 3131.062431 = -1395783.304365 nChanged 6792 SP:Iteration 1F (1596.410000 sec): 3 clusters Score: Raw -1402700.135752 + Penalty 3131.062431 = -1399569.073321 nChanged 894 SP:Iteration 2F (1596.450000 sec): 3 clusters Score: Raw -1403157.934468 + Penalty 3131.062431 = -1400026.872037 nChanged 868 SP:Iteration 3F (1596.490000 sec): 3 clusters Score: Raw -1403664.148310 + Penalty 3131.062431 = -1400533.085879 nChanged 943 SP:Iteration 4F (1596.530000 sec): 3 clusters Score: Raw -1404319.237556 + Penalty 3131.062431 = -1401188.175125 nChanged 1057 SP:Iteration 5F (1596.570000 sec): 3 clusters Score: Raw -1405129.361108 + Penalty 3131.062431 = -1401998.298677 nChanged 1094 SP:Iteration 6F (1596.610000 sec): 3 clusters Score: Raw -1405995.667522 + Penalty 3131.062431 = -1402864.605092 nChanged 1043 SP:Iteration 7F (1596.650000 sec): 3 clusters Score: Raw -1406788.738334 + Penalty 3131.062431 = -1403657.675903 nChanged 870 SP:Iteration 8F (1596.680000 sec): 3 clusters Score: Raw -1407390.353985 + Penalty 3131.062431 = -1404259.291555 nChanged 658 SP:Iteration 9Q (1596.720000 sec): 3 clusters Score: Raw -1407809.862789 + Penalty 3131.062431 = -1404678.800358 nChanged 460 SP:Iteration 10Q (1596.760000 sec): 3 clusters Score: Raw -1408060.365092 + Penalty 3131.062431 = -1404929.302661 nChanged 319 SP:Iteration 11Q (1596.800000 sec): 3 clusters Score: Raw -1408216.774936 + Penalty 3131.062431 = -1405085.712505 nChanged 268 SP:Iteration 12Q (1596.830000 sec): 3 clusters Score: Raw -1408348.296887 + Penalty 3131.062431 = -1405217.234456 nChanged 221 SP:Iteration 13Q (1596.870000 sec): 3 clusters Score: Raw -1408445.676720 + Penalty 3131.062431 = -1405314.614289 nChanged 187 SP:Iteration 14Q (1596.910000 sec): 3 clusters Score: Raw -1408526.401355 + Penalty 3131.062431 = -1405395.338924 nChanged 173 SP:Iteration 15Q (1596.940000 sec): 3 clusters Score: Raw -1408589.109701 + Penalty 3131.062431 = -1405458.047270 nChanged 136 SP:Iteration 16Q (1596.980000 sec): 3 clusters Score: Raw -1408632.858684 + Penalty 3131.062431 = -1405501.796253 nChanged 109 SP:Iteration 17Q (1597.010000 sec): 3 clusters Score: Raw -1408659.587181 + Penalty 3131.062431 = -1405528.524750 nChanged 93 SP:Iteration 18Q (1597.050000 sec): 3 clusters Score: Raw -1408678.186043 + Penalty 3131.062431 = -1405547.123612 nChanged 68 SP:Iteration 19Q (1597.080000 sec): 3 clusters Score: Raw -1408690.807462 + Penalty 3131.062431 = -1405559.745032 nChanged 59 SP:Iteration 20F (1597.120000 sec): 3 clusters Score: Raw -1408701.248307 + Penalty 3131.062431 = -1405570.185877 nChanged 41 SP:Iteration 21Q (1597.150000 sec): 3 clusters Score: Raw -1408707.495420 + Penalty 3131.062431 = -1405576.432989 nChanged 33 SP:Iteration 22Q (1597.190000 sec): 3 clusters Score: Raw -1408712.435912 + Penalty 3131.062431 = -1405581.373482 nChanged 33 SP:Iteration 23Q (1597.220000 sec): 3 clusters Score: Raw -1408717.888248 + Penalty 3131.062431 = -1405586.825817 nChanged 37 SP:Iteration 24Q (1597.250000 sec): 3 clusters Score: Raw -1408723.094502 + Penalty 3131.062431 = -1405592.032071 nChanged 30 SP:Iteration 25Q (1597.290000 sec): 3 clusters Score: Raw -1408726.862107 + Penalty 3131.062431 = -1405595.799676 nChanged 27 SP:Iteration 26Q (1597.330000 sec): 3 clusters Score: Raw -1408731.742667 + Penalty 3131.062431 = -1405600.680236 nChanged 29 SP:Iteration 27Q (1597.360000 sec): 3 clusters Score: Raw -1408736.325411 + Penalty 3131.062431 = -1405605.262980 nChanged 29 SP:Iteration 28Q (1597.390000 sec): 3 clusters Score: Raw -1408740.791075 + Penalty 3131.062431 = -1405609.728645 nChanged 34 SP:Iteration 29Q (1597.430000 sec): 3 clusters Score: Raw -1408745.325341 + Penalty 3131.062431 = -1405614.262911 nChanged 25 SP:Iteration 30Q (1597.460000 sec): 3 clusters Score: Raw -1408748.899906 + Penalty 3131.062431 = -1405617.837475 nChanged 25 SP:Iteration 31Q (1597.500000 sec): 3 clusters Score: Raw -1408753.685080 + Penalty 3131.062431 = -1405622.622649 nChanged 27 SP:Iteration 32Q (1597.530000 sec): 3 clusters Score: Raw -1408757.360377 + Penalty 3131.062431 = -1405626.297946 nChanged 26 SP:Iteration 33Q (1597.570000 sec): 3 clusters Score: Raw -1408760.686044 + Penalty 3131.062431 = -1405629.623613 nChanged 28 SP:Iteration 34Q (1597.600000 sec): 3 clusters Score: Raw -1408766.162888 + Penalty 3131.062431 = -1405635.100457 nChanged 29 SP:Iteration 35Q (1597.630000 sec): 3 clusters Score: Raw -1408769.889575 + Penalty 3131.062431 = -1405638.827144 nChanged 18 SP:Iteration 36Q (1597.670000 sec): 3 clusters Score: Raw -1408773.286411 + Penalty 3131.062431 = -1405642.223980 nChanged 32 SP:Iteration 37Q (1597.700000 sec): 3 clusters Score: Raw -1408777.402163 + Penalty 3131.062431 = -1405646.339732 nChanged 20 SP:Iteration 38Q (1597.740000 sec): 3 clusters Score: Raw -1408779.509356 + Penalty 3131.062431 = -1405648.446926 nChanged 18 SP:Iteration 39Q (1597.770000 sec): 3 clusters Score: Raw -1408781.930281 + Penalty 3131.062431 = -1405650.867850 nChanged 11 SP:Iteration 40F (1597.810000 sec): 3 clusters Score: Raw -1408783.315647 + Penalty 3131.062431 = -1405652.253216 nChanged 16 SP:Iteration 41Q (1597.840000 sec): 3 clusters Score: Raw -1408784.776285 + Penalty 3131.062431 = -1405653.713854 nChanged 11 SP:Iteration 42Q (1597.870000 sec): 3 clusters Score: Raw -1408785.739485 + Penalty 3131.062431 = -1405654.677054 nChanged 10 SP:Iteration 43Q (1597.910000 sec): 3 clusters Score: Raw -1408786.816558 + Penalty 3131.062431 = -1405655.754128 nChanged 11 SP:Iteration 44Q (1597.940000 sec): 3 clusters Score: Raw -1408787.768141 + Penalty 3131.062431 = -1405656.705711 nChanged 14 SP:Iteration 45Q (1597.970000 sec): 3 clusters Score: Raw -1408789.040002 + Penalty 3131.062431 = -1405657.977571 nChanged 11 SP:Iteration 46Q (1598.010000 sec): 3 clusters Score: Raw -1408790.044634 + Penalty 3131.062431 = -1405658.982204 nChanged 8 SP:Iteration 47Q (1598.040000 sec): 3 clusters Score: Raw -1408790.779499 + Penalty 3131.062431 = -1405659.717068 nChanged 5 SP:Iteration 48Q (1598.080000 sec): 3 clusters Score: Raw -1408791.213020 + Penalty 3131.062431 = -1405660.150589 nChanged 8 SP:Iteration 49Q (1598.110000 sec): 3 clusters Score: Raw -1408792.109255 + Penalty 3131.062431 = -1405661.046825 nChanged 8 SP:Iteration 50Q (1598.140000 sec): 3 clusters Score: Raw -1408792.799782 + Penalty 3131.062431 = -1405661.737351 nChanged 6 SP:Iteration 51Q (1598.170000 sec): 3 clusters Score: Raw -1408793.606994 + Penalty 3131.062431 = -1405662.544563 nChanged 8 SP:Iteration 52Q (1598.210000 sec): 3 clusters Score: Raw -1408794.502319 + Penalty 3131.062431 = -1405663.439888 nChanged 7 SP:Iteration 53Q (1598.250000 sec): 3 clusters Score: Raw -1408795.472741 + Penalty 3131.062431 = -1405664.410311 nChanged 8 SP:Iteration 54Q (1598.280000 sec): 3 clusters Score: Raw -1408796.423505 + Penalty 3131.062431 = -1405665.361074 nChanged 10 SP:Iteration 55Q (1598.310000 sec): 3 clusters Score: Raw -1408797.372272 + Penalty 3131.062431 = -1405666.309841 nChanged 8 SP:Iteration 56Q (1598.350000 sec): 3 clusters Score: Raw -1408798.332158 + Penalty 3131.062431 = -1405667.269727 nChanged 10 SP:Iteration 57Q (1598.380000 sec): 3 clusters Score: Raw -1408799.712643 + Penalty 3131.062431 = -1405668.650213 nChanged 6 SP:Iteration 58Q (1598.410000 sec): 3 clusters Score: Raw -1408800.261133 + Penalty 3131.062431 = -1405669.198702 nChanged 3 SP:Iteration 59Q (1598.450000 sec): 3 clusters Score: Raw -1408800.805664 + Penalty 3131.062431 = -1405669.743233 nChanged 6 SP:Iteration 60F (1598.490000 sec): 3 clusters Score: Raw -1408801.444839 + Penalty 3131.062431 = -1405670.382408 nChanged 5 SP:Iteration 61Q (1598.520000 sec): 3 clusters Score: Raw -1408802.044869 + Penalty 3131.062431 = -1405670.982438 nChanged 3 SP:Iteration 62Q (1598.550000 sec): 3 clusters Score: Raw -1408802.431813 + Penalty 3131.062431 = -1405671.369383 nChanged 4 SP:Iteration 63Q (1598.590000 sec): 3 clusters Score: Raw -1408802.885451 + Penalty 3131.062431 = -1405671.823021 nChanged 10 SP:Iteration 64Q (1598.620000 sec): 3 clusters Score: Raw -1408803.954685 + Penalty 3131.062431 = -1405672.892254 nChanged 5 SP:Iteration 65Q (1598.650000 sec): 3 clusters Score: Raw -1408804.342725 + Penalty 3131.062431 = -1405673.280294 nChanged 5 SP:Iteration 66Q (1598.690000 sec): 3 clusters Score: Raw -1408804.678771 + Penalty 3131.062431 = -1405673.616341 nChanged 3 SP:Iteration 67Q (1598.720000 sec): 3 clusters Score: Raw -1408804.835439 + Penalty 3131.062431 = -1405673.773009 nChanged 3 SP:Iteration 68Q (1598.750000 sec): 3 clusters Score: Raw -1408805.017059 + Penalty 3131.062431 = -1405673.954628 nChanged 1 SP:Iteration 69Q (1598.790000 sec): 3 clusters Score: Raw -1408805.082775 + Penalty 3131.062431 = -1405674.020344 nChanged 1 SP:Iteration 70Q (1598.820000 sec): 3 clusters Score: Raw -1408805.111187 + Penalty 3131.062431 = -1405674.048756 nChanged 2 SP:Iteration 71Q (1598.850000 sec): 3 clusters Score: Raw -1408805.254390 + Penalty 3131.062431 = -1405674.191959 nChanged 4 SP:Iteration 72Q (1598.890000 sec): 3 clusters Score: Raw -1408805.713828 + Penalty 3131.062431 = -1405674.651397 nChanged 3 SP:Iteration 73Q (1598.920000 sec): 3 clusters Score: Raw -1408805.962388 + Penalty 3131.062431 = -1405674.899957 nChanged 2 SP:Iteration 74Q (1598.950000 sec): 3 clusters Score: Raw -1408806.263041 + Penalty 3131.062431 = -1405675.200611 nChanged 6 SP:Iteration 75Q (1598.990000 sec): 3 clusters Score: Raw -1408807.123654 + Penalty 3131.062431 = -1405676.061224 nChanged 5 SP:Iteration 76Q (1599.020000 sec): 3 clusters Score: Raw -1408807.667990 + Penalty 3131.062431 = -1405676.605559 nChanged 1 SP:Iteration 77Q (1599.050000 sec): 3 clusters Score: Raw -1408807.730913 + Penalty 3131.062431 = -1405676.668482 nChanged 1 SP:Iteration 78Q (1599.090000 sec): 3 clusters Score: Raw -1408807.785894 + Penalty 3131.062431 = -1405676.723464 nChanged 1 SP:Iteration 79Q (1599.120000 sec): 3 clusters Score: Raw -1408807.858569 + Penalty 3131.062431 = -1405676.796138 nChanged 1 SP:Iteration 80F (1599.160000 sec): 3 clusters Score: Raw -1408807.966003 + Penalty 3131.062431 = -1405676.903573 nChanged 1 SP:Iteration 81Q (1599.190000 sec): 3 clusters Score: Raw -1408808.067828 + Penalty 3131.062431 = -1405677.005397 nChanged 3 SP:Iteration 82Q (1599.230000 sec): 3 clusters Score: Raw -1408808.304762 + Penalty 3131.062431 = -1405677.242332 nChanged 3 SP:Iteration 83Q (1599.260000 sec): 3 clusters Score: Raw -1408808.561598 + Penalty 3131.062431 = -1405677.499168 nChanged 3 SP:Iteration 84Q (1599.290000 sec): 3 clusters Score: Raw -1408808.814498 + Penalty 3131.062431 = -1405677.752067 nChanged 3 SP:Iteration 85Q (1599.330000 sec): 3 clusters Score: Raw -1408809.091639 + Penalty 3131.062431 = -1405678.029209 nChanged 4 SP:Iteration 86Q (1599.360000 sec): 3 clusters Score: Raw -1408809.368292 + Penalty 3131.062431 = -1405678.305862 nChanged 3 SP:Iteration 87Q (1599.390000 sec): 3 clusters Score: Raw -1408809.611239 + Penalty 3131.062431 = -1405678.548808 nChanged 3 SP:Iteration 88Q (1599.430000 sec): 3 clusters Score: Raw -1408809.921064 + Penalty 3131.062431 = -1405678.858634 nChanged 2 SP:Iteration 89Q (1599.460000 sec): 3 clusters Score: Raw -1408810.148090 + Penalty 3131.062431 = -1405679.085659 nChanged 1 SP:Iteration 90Q (1599.490000 sec): 3 clusters Score: Raw -1408810.173925 + Penalty 3131.062431 = -1405679.111494 nChanged 0 SP:Iteration 91F (1599.530000 sec): 3 clusters Score: Raw -1408810.173925 + Penalty 3131.062431 = -1405679.111494 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (11869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1599.570000 sec): 2 clusters Score: Raw -1118490.848046 + Penalty 1524.523851 = -1116966.324195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1599.590000 sec): 3 clusters Score: Raw -1111666.554640 + Penalty 3049.047702 = -1108617.506938 nChanged 5261 SP:Iteration 1F (1599.620000 sec): 3 clusters Score: Raw -1114565.426140 + Penalty 3049.047702 = -1111516.378438 nChanged 737 SP:Iteration 2F (1599.650000 sec): 3 clusters Score: Raw -1114941.085949 + Penalty 3049.047702 = -1111892.038246 nChanged 759 SP:Iteration 3F (1599.680000 sec): 3 clusters Score: Raw -1115432.375762 + Penalty 3049.047702 = -1112383.328060 nChanged 811 SP:Iteration 4F (1599.710000 sec): 3 clusters Score: Raw -1116006.417315 + Penalty 3049.047702 = -1112957.369613 nChanged 815 SP:Iteration 5F (1599.740000 sec): 3 clusters Score: Raw -1116648.692151 + Penalty 3049.047702 = -1113599.644449 nChanged 780 SP:Iteration 6F (1599.770000 sec): 3 clusters Score: Raw -1117247.578887 + Penalty 3049.047702 = -1114198.531184 nChanged 652 SP:Iteration 7F (1599.800000 sec): 3 clusters Score: Raw -1117727.019341 + Penalty 3049.047702 = -1114677.971638 nChanged 476 SP:Iteration 8Q (1599.830000 sec): 3 clusters Score: Raw -1118016.518513 + Penalty 3049.047702 = -1114967.470811 nChanged 334 SP:Iteration 9Q (1599.860000 sec): 3 clusters Score: Raw -1118196.193253 + Penalty 3049.047702 = -1115147.145550 nChanged 233 SP:Iteration 10Q (1599.890000 sec): 3 clusters Score: Raw -1118293.641820 + Penalty 3049.047702 = -1115244.594118 nChanged 168 SP:Iteration 11Q (1599.920000 sec): 3 clusters Score: Raw -1118371.356877 + Penalty 3049.047702 = -1115322.309174 nChanged 139 SP:Iteration 12Q (1599.950000 sec): 3 clusters Score: Raw -1118428.899440 + Penalty 3049.047702 = -1115379.851738 nChanged 100 SP:Iteration 13Q (1599.970000 sec): 3 clusters Score: Raw -1118482.637523 + Penalty 3049.047702 = -1115433.589821 nChanged 94 SP:Iteration 14Q (1600.000000 sec): 3 clusters Score: Raw -1118540.943418 + Penalty 3049.047702 = -1115491.895715 nChanged 92 SP:Iteration 15Q (1600.030000 sec): 3 clusters Score: Raw -1118609.320142 + Penalty 3049.047702 = -1115560.272440 nChanged 107 SP:Iteration 16Q (1600.060000 sec): 3 clusters Score: Raw -1118703.752864 + Penalty 3049.047702 = -1115654.705161 nChanged 115 SP:Iteration 17Q (1600.080000 sec): 3 clusters Score: Raw -1118787.238153 + Penalty 3049.047702 = -1115738.190451 nChanged 98 SP:Iteration 18Q (1600.110000 sec): 3 clusters Score: Raw -1118849.583032 + Penalty 3049.047702 = -1115800.535330 nChanged 75 SP:Iteration 19Q (1600.130000 sec): 3 clusters Score: Raw -1118874.378855 + Penalty 3049.047702 = -1115825.331153 nChanged 48 SP:Iteration 20F (1600.160000 sec): 3 clusters Score: Raw -1118890.909429 + Penalty 3049.047702 = -1115841.861727 nChanged 37 SP:Iteration 21Q (1600.190000 sec): 3 clusters Score: Raw -1118899.180398 + Penalty 3049.047702 = -1115850.132695 nChanged 22 SP:Iteration 22Q (1600.210000 sec): 3 clusters Score: Raw -1118904.209039 + Penalty 3049.047702 = -1115855.161336 nChanged 13 SP:Iteration 23Q (1600.230000 sec): 3 clusters Score: Raw -1118907.042639 + Penalty 3049.047702 = -1115857.994936 nChanged 11 SP:Iteration 24Q (1600.260000 sec): 3 clusters Score: Raw -1118908.840535 + Penalty 3049.047702 = -1115859.792833 nChanged 3 SP:Iteration 25Q (1600.280000 sec): 3 clusters Score: Raw -1118909.377090 + Penalty 3049.047702 = -1115860.329388 nChanged 6 SP:Iteration 26Q (1600.310000 sec): 3 clusters Score: Raw -1118909.991913 + Penalty 3049.047702 = -1115860.944211 nChanged 3 SP:Iteration 27Q (1600.330000 sec): 3 clusters Score: Raw -1118910.420446 + Penalty 3049.047702 = -1115861.372744 nChanged 1 SP:Iteration 28Q (1600.360000 sec): 3 clusters Score: Raw -1118910.498895 + Penalty 3049.047702 = -1115861.451193 nChanged 1 SP:Iteration 29Q (1600.380000 sec): 3 clusters Score: Raw -1118910.654426 + Penalty 3049.047702 = -1115861.606723 nChanged 2 SP:Iteration 30Q (1600.410000 sec): 3 clusters Score: Raw -1118910.912527 + Penalty 3049.047702 = -1115861.864825 nChanged 2 SP:Iteration 31Q (1600.430000 sec): 3 clusters Score: Raw -1118911.121259 + Penalty 3049.047702 = -1115862.073556 nChanged 2 SP:Iteration 32Q (1600.450000 sec): 3 clusters Score: Raw -1118911.556500 + Penalty 3049.047702 = -1115862.508798 nChanged 0 SP:Iteration 33F (1600.480000 sec): 3 clusters Score: Raw -1118911.556500 + Penalty 3049.047702 = -1115862.508798 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.490000 sec): 2 clusters Score: Raw -31798.725751 + Penalty 965.704898 = -30833.020852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.490000 sec): 3 clusters Score: Raw -31806.543922 + Penalty 1931.409797 = -29875.134125 nChanged 76 SP:Iteration 1F (1600.490000 sec): 3 clusters Score: Raw -31975.433859 + Penalty 1931.409797 = -30044.024062 nChanged 25 SP:Iteration 2F (1600.490000 sec): 3 clusters Score: Raw -32054.657453 + Penalty 1931.409797 = -30123.247656 nChanged 13 SP:Iteration 3Q (1600.490000 sec): 3 clusters Score: Raw -32086.138417 + Penalty 1931.409797 = -30154.728620 nChanged 4 SP:Iteration 4Q (1600.490000 sec): 3 clusters Score: Raw -32097.852233 + Penalty 1931.409797 = -30166.442436 nChanged 2 SP:Iteration 5Q (1600.500000 sec): 3 clusters Score: Raw -32105.815530 + Penalty 1931.409797 = -30174.405733 nChanged 4 SP:Iteration 6Q (1600.500000 sec): 3 clusters Score: Raw -32116.030597 + Penalty 1931.409797 = -30184.620800 nChanged 3 SP:Iteration 7Q (1600.500000 sec): 3 clusters Score: Raw -32123.495257 + Penalty 1931.409797 = -30192.085460 nChanged 2 SP:Iteration 8Q (1600.500000 sec): 3 clusters Score: Raw -32126.387847 + Penalty 1931.409797 = -30194.978050 nChanged 1 SP:Iteration 9Q (1600.500000 sec): 3 clusters Score: Raw -32129.055833 + Penalty 1931.409797 = -30197.646036 nChanged 1 SP:Iteration 10Q (1600.500000 sec): 3 clusters Score: Raw -32131.459823 + Penalty 1931.409797 = -30200.050026 nChanged 1 SP:Iteration 11Q (1600.500000 sec): 3 clusters Score: Raw -32134.387370 + Penalty 1931.409797 = -30202.977573 nChanged 0 SP:Iteration 12F (1600.500000 sec): 3 clusters Score: Raw -32134.387370 + Penalty 1931.409797 = -30202.977573 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (25159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1600.580000 sec): 2 clusters Score: Raw -2339308.164182 + Penalty 1646.607782 = -2337661.556401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1600.640000 sec): 3 clusters Score: Raw -2323845.087979 + Penalty 3293.215563 = -2320551.872415 nChanged 11586 SP:Iteration 1F (1600.710000 sec): 3 clusters Score: Raw -2330606.257987 + Penalty 3293.215563 = -2327313.042423 nChanged 1371 SP:Iteration 2F (1600.770000 sec): 3 clusters Score: Raw -2331317.891724 + Penalty 3293.215563 = -2328024.676160 nChanged 1415 SP:Iteration 3F (1600.830000 sec): 3 clusters Score: Raw -2332109.152747 + Penalty 3293.215563 = -2328815.937183 nChanged 1459 SP:Iteration 4F (1600.890000 sec): 3 clusters Score: Raw -2332999.815571 + Penalty 3293.215563 = -2329706.600007 nChanged 1670 SP:Iteration 5F (1600.960000 sec): 3 clusters Score: Raw -2334207.874794 + Penalty 3293.215563 = -2330914.659231 nChanged 1845 SP:Iteration 6F (1601.020000 sec): 3 clusters Score: Raw -2335757.381619 + Penalty 3293.215563 = -2332464.166056 nChanged 1599 SP:Iteration 7F (1601.080000 sec): 3 clusters Score: Raw -2337135.531346 + Penalty 3293.215563 = -2333842.315782 nChanged 1125 SP:Iteration 8Q (1601.140000 sec): 3 clusters Score: Raw -2338060.657962 + Penalty 3293.215563 = -2334767.442398 nChanged 697 SP:Iteration 9Q (1601.200000 sec): 3 clusters Score: Raw -2338618.456399 + Penalty 3293.215563 = -2335325.240835 nChanged 432 SP:Iteration 10Q (1601.260000 sec): 3 clusters Score: Raw -2338964.265035 + Penalty 3293.215563 = -2335671.049471 nChanged 285 SP:Iteration 11Q (1601.310000 sec): 3 clusters Score: Raw -2339177.801176 + Penalty 3293.215563 = -2335884.585612 nChanged 183 SP:Iteration 12Q (1601.360000 sec): 3 clusters Score: Raw -2339309.605094 + Penalty 3293.215563 = -2336016.389530 nChanged 111 SP:Iteration 13Q (1601.410000 sec): 3 clusters Score: Raw -2339380.221666 + Penalty 3293.215563 = -2336087.006103 nChanged 78 SP:Iteration 14Q (1601.460000 sec): 3 clusters Score: Raw -2339424.561762 + Penalty 3293.215563 = -2336131.346199 nChanged 63 SP:Iteration 15Q (1601.510000 sec): 3 clusters Score: Raw -2339460.544211 + Penalty 3293.215563 = -2336167.328648 nChanged 47 SP:Iteration 16Q (1601.550000 sec): 3 clusters Score: Raw -2339487.197769 + Penalty 3293.215563 = -2336193.982206 nChanged 40 SP:Iteration 17Q (1601.600000 sec): 3 clusters Score: Raw -2339512.274481 + Penalty 3293.215563 = -2336219.058917 nChanged 26 SP:Iteration 18Q (1601.650000 sec): 3 clusters Score: Raw -2339523.244772 + Penalty 3293.215563 = -2336230.029209 nChanged 14 SP:Iteration 19Q (1601.690000 sec): 3 clusters Score: Raw -2339528.748819 + Penalty 3293.215563 = -2336235.533255 nChanged 15 SP:Iteration 20F (1601.750000 sec): 3 clusters Score: Raw -2339535.377038 + Penalty 3293.215563 = -2336242.161475 nChanged 11 SP:Iteration 21Q (1601.800000 sec): 3 clusters Score: Raw -2339541.274356 + Penalty 3293.215563 = -2336248.058792 nChanged 7 SP:Iteration 22Q (1601.840000 sec): 3 clusters Score: Raw -2339545.275313 + Penalty 3293.215563 = -2336252.059750 nChanged 9 SP:Iteration 23Q (1601.890000 sec): 3 clusters Score: Raw -2339551.012646 + Penalty 3293.215563 = -2336257.797083 nChanged 10 SP:Iteration 24Q (1601.930000 sec): 3 clusters Score: Raw -2339556.659154 + Penalty 3293.215563 = -2336263.443591 nChanged 13 SP:Iteration 25Q (1601.980000 sec): 3 clusters Score: Raw -2339562.151658 + Penalty 3293.215563 = -2336268.936095 nChanged 10 SP:Iteration 26Q (1602.030000 sec): 3 clusters Score: Raw -2339565.854229 + Penalty 3293.215563 = -2336272.638665 nChanged 6 SP:Iteration 27Q (1602.070000 sec): 3 clusters Score: Raw -2339568.753630 + Penalty 3293.215563 = -2336275.538067 nChanged 5 SP:Iteration 28Q (1602.120000 sec): 3 clusters Score: Raw -2339570.466188 + Penalty 3293.215563 = -2336277.250625 nChanged 1 SP:Iteration 29Q (1602.170000 sec): 3 clusters Score: Raw -2339570.810281 + Penalty 3293.215563 = -2336277.594718 nChanged 2 SP:Iteration 30Q (1602.210000 sec): 3 clusters Score: Raw -2339571.449524 + Penalty 3293.215563 = -2336278.233961 nChanged 0 SP:Iteration 31F (1602.280000 sec): 3 clusters Score: Raw -2339571.449524 + Penalty 3293.215563 = -2336278.233961 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.290000 sec): 2 clusters Score: Raw -32167.205853 + Penalty 957.840461 = -31209.365392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.290000 sec): 3 clusters Score: Raw -32175.566348 + Penalty 1915.680921 = -30259.885427 nChanged 64 SP:Iteration 1F (1602.290000 sec): 3 clusters Score: Raw -32326.656980 + Penalty 1915.680921 = -30410.976059 nChanged 21 SP:Iteration 2F (1602.290000 sec): 3 clusters Score: Raw -32398.949812 + Penalty 1915.680921 = -30483.268891 nChanged 13 SP:Iteration 3Q (1602.300000 sec): 3 clusters Score: Raw -32433.415752 + Penalty 1915.680921 = -30517.734831 nChanged 11 SP:Iteration 4Q (1602.300000 sec): 3 clusters Score: Raw -32456.442359 + Penalty 1915.680921 = -30540.761437 nChanged 8 SP:Iteration 5Q (1602.300000 sec): 3 clusters Score: Raw -32479.841876 + Penalty 1915.680921 = -30564.160955 nChanged 9 SP:Iteration 6Q (1602.300000 sec): 3 clusters Score: Raw -32543.104438 + Penalty 1915.680921 = -30627.423517 nChanged 10 SP:Iteration 7Q (1602.300000 sec): 3 clusters Score: Raw -32646.700142 + Penalty 1915.680921 = -30731.019221 nChanged 14 SP:Iteration 8Q (1602.300000 sec): 3 clusters Score: Raw -32768.293323 + Penalty 1915.680921 = -30852.612402 nChanged 15 SP:Iteration 9Q (1602.300000 sec): 3 clusters Score: Raw -32806.848986 + Penalty 1915.680921 = -30891.168065 nChanged 7 SP:Iteration 10Q (1602.300000 sec): 3 clusters Score: Raw -32821.975326 + Penalty 1915.680921 = -30906.294405 nChanged 5 SP:Iteration 11Q (1602.300000 sec): 3 clusters Score: Raw -32831.681372 + Penalty 1915.680921 = -30916.000451 nChanged 2 SP:Iteration 12Q (1602.300000 sec): 3 clusters Score: Raw -32836.509560 + Penalty 1915.680921 = -30920.828639 nChanged 2 SP:Iteration 13Q (1602.310000 sec): 3 clusters Score: Raw -32842.713709 + Penalty 1915.680921 = -30927.032788 nChanged 2 SP:Iteration 14Q (1602.310000 sec): 3 clusters Score: Raw -32850.594919 + Penalty 1915.680921 = -30934.913998 nChanged 1 SP:Iteration 15Q (1602.310000 sec): 3 clusters Score: Raw -32854.963131 + Penalty 1915.680921 = -30939.282210 nChanged 1 SP:Iteration 16Q (1602.310000 sec): 3 clusters Score: Raw -32858.974490 + Penalty 1915.680921 = -30943.293569 nChanged 1 SP:Iteration 17Q (1602.310000 sec): 3 clusters Score: Raw -32861.373980 + Penalty 1915.680921 = -30945.693059 nChanged 0 SP:Iteration 18F (1602.310000 sec): 3 clusters Score: Raw -32861.373980 + Penalty 1915.680921 = -30945.693059 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (20608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1602.370000 sec): 2 clusters Score: Raw -2052659.670253 + Penalty 1614.183127 = -2051045.487125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1602.430000 sec): 3 clusters Score: Raw -2040224.413180 + Penalty 3228.366254 = -2036996.046926 nChanged 9318 SP:Iteration 1F (1602.480000 sec): 3 clusters Score: Raw -2045183.499056 + Penalty 3228.366254 = -2041955.132801 nChanged 960 SP:Iteration 2Q (1602.530000 sec): 3 clusters Score: Raw -2045487.976605 + Penalty 3228.366254 = -2042259.610351 nChanged 852 SP:Iteration 3Q (1602.580000 sec): 3 clusters Score: Raw -2045739.823548 + Penalty 3228.366254 = -2042511.457294 nChanged 787 SP:Iteration 4Q (1602.630000 sec): 3 clusters Score: Raw -2045976.496860 + Penalty 3228.366254 = -2042748.130605 nChanged 751 SP:Iteration 5Q (1602.690000 sec): 3 clusters Score: Raw -2046189.393757 + Penalty 3228.366254 = -2042961.027503 nChanged 679 SP:Iteration 6Q (1602.740000 sec): 3 clusters Score: Raw -2046380.335397 + Penalty 3228.366254 = -2043151.969143 nChanged 662 SP:Iteration 7Q (1602.790000 sec): 3 clusters Score: Raw -2046571.322978 + Penalty 3228.366254 = -2043342.956724 nChanged 637 SP:Iteration 8Q (1602.850000 sec): 3 clusters Score: Raw -2046764.521900 + Penalty 3228.366254 = -2043536.155646 nChanged 667 SP:Iteration 9Q (1602.890000 sec): 3 clusters Score: Raw -2047012.912263 + Penalty 3228.366254 = -2043784.546008 nChanged 771 SP:Iteration 10Q (1602.950000 sec): 3 clusters Score: Raw -2047318.846100 + Penalty 3228.366254 = -2044090.479845 nChanged 813 SP:Iteration 11Q (1602.990000 sec): 3 clusters Score: Raw -2047691.344974 + Penalty 3228.366254 = -2044462.978719 nChanged 917 SP:Iteration 12Q (1603.050000 sec): 3 clusters Score: Raw -2048222.945079 + Penalty 3228.366254 = -2044994.578824 nChanged 1043 SP:Iteration 13F (1603.100000 sec): 3 clusters Score: Raw -2048913.144850 + Penalty 3228.366254 = -2045684.778595 nChanged 1117 SP:Iteration 14F (1603.150000 sec): 3 clusters Score: Raw -2049735.925066 + Penalty 3228.366254 = -2046507.558811 nChanged 1052 SP:Iteration 15F (1603.200000 sec): 3 clusters Score: Raw -2050576.867117 + Penalty 3228.366254 = -2047348.500862 nChanged 877 SP:Iteration 16Q (1603.250000 sec): 3 clusters Score: Raw -2051310.686953 + Penalty 3228.366254 = -2048082.320699 nChanged 664 SP:Iteration 17Q (1603.300000 sec): 3 clusters Score: Raw -2051859.721474 + Penalty 3228.366254 = -2048631.355219 nChanged 421 SP:Iteration 18Q (1603.350000 sec): 3 clusters Score: Raw -2052199.239404 + Penalty 3228.366254 = -2048970.873150 nChanged 262 SP:Iteration 19Q (1603.390000 sec): 3 clusters Score: Raw -2052414.203334 + Penalty 3228.366254 = -2049185.837080 nChanged 170 SP:Iteration 20F (1603.450000 sec): 3 clusters Score: Raw -2052564.083546 + Penalty 3228.366254 = -2049335.717291 nChanged 108 SP:Iteration 21Q (1603.490000 sec): 3 clusters Score: Raw -2052661.893928 + Penalty 3228.366254 = -2049433.527673 nChanged 60 SP:Iteration 22Q (1603.530000 sec): 3 clusters Score: Raw -2052712.886086 + Penalty 3228.366254 = -2049484.519832 nChanged 39 SP:Iteration 23Q (1603.570000 sec): 3 clusters Score: Raw -2052744.431396 + Penalty 3228.366254 = -2049516.065141 nChanged 20 SP:Iteration 24Q (1603.610000 sec): 3 clusters Score: Raw -2052767.533026 + Penalty 3228.366254 = -2049539.166771 nChanged 23 SP:Iteration 25Q (1603.640000 sec): 3 clusters Score: Raw -2052791.163246 + Penalty 3228.366254 = -2049562.796992 nChanged 14 SP:Iteration 26Q (1603.680000 sec): 3 clusters Score: Raw -2052806.121458 + Penalty 3228.366254 = -2049577.755203 nChanged 13 SP:Iteration 27Q (1603.720000 sec): 3 clusters Score: Raw -2052818.780782 + Penalty 3228.366254 = -2049590.414527 nChanged 9 SP:Iteration 28Q (1603.760000 sec): 3 clusters Score: Raw -2052828.373769 + Penalty 3228.366254 = -2049600.007515 nChanged 8 SP:Iteration 29Q (1603.790000 sec): 3 clusters Score: Raw -2052835.190511 + Penalty 3228.366254 = -2049606.824257 nChanged 8 SP:Iteration 30Q (1603.830000 sec): 3 clusters Score: Raw -2052839.939700 + Penalty 3228.366254 = -2049611.573445 nChanged 4 SP:Iteration 31Q (1603.870000 sec): 3 clusters Score: Raw -2052842.938133 + Penalty 3228.366254 = -2049614.571879 nChanged 3 SP:Iteration 32Q (1603.910000 sec): 3 clusters Score: Raw -2052844.997880 + Penalty 3228.366254 = -2049616.631625 nChanged 1 SP:Iteration 33Q (1603.950000 sec): 3 clusters Score: Raw -2052846.454749 + Penalty 3228.366254 = -2049618.088494 nChanged 1 SP:Iteration 34Q (1603.980000 sec): 3 clusters Score: Raw -2052847.100880 + Penalty 3228.366254 = -2049618.734625 nChanged 1 SP:Iteration 35Q (1604.020000 sec): 3 clusters Score: Raw -2052848.363902 + Penalty 3228.366254 = -2049619.997647 nChanged 1 SP:Iteration 36Q (1604.060000 sec): 3 clusters Score: Raw -2052848.873728 + Penalty 3228.366254 = -2049620.507473 nChanged 0 SP:Iteration 37F (1604.110000 sec): 3 clusters Score: Raw -2052848.873728 + Penalty 3228.366254 = -2049620.507473 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1604.130000 sec): 2 clusters Score: Raw -21367.046380 + Penalty 891.279502 = -20475.766878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1604.130000 sec): 3 clusters Score: Raw -21460.925409 + Penalty 1782.559003 = -19678.366406 nChanged 38 SP:Iteration 1F (1604.130000 sec): 3 clusters Score: Raw -21583.740198 + Penalty 1782.559003 = -19801.181195 nChanged 7 SP:Iteration 2Q (1604.130000 sec): 3 clusters Score: Raw -21611.596933 + Penalty 1782.559003 = -19829.037930 nChanged 4 SP:Iteration 3Q (1604.130000 sec): 3 clusters Score: Raw -21625.870483 + Penalty 1782.559003 = -19843.311480 nChanged 2 SP:Iteration 4Q (1604.130000 sec): 3 clusters Score: Raw -21631.361491 + Penalty 1782.559003 = -19848.802488 nChanged 2 SP:Iteration 5Q (1604.130000 sec): 3 clusters Score: Raw -21638.796349 + Penalty 1782.559003 = -19856.237346 nChanged 1 SP:Iteration 6Q (1604.130000 sec): 3 clusters Score: Raw -21642.036666 + Penalty 1782.559003 = -19859.477662 nChanged 0 SP:Iteration 7F (1604.130000 sec): 3 clusters Score: Raw -21642.036666 + Penalty 1782.559003 = -19859.477662 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (1205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1604.130000 sec): 2 clusters Score: Raw -111227.992436 + Penalty 1152.813162 = -110075.179274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1604.140000 sec): 3 clusters Score: Raw -110825.220140 + Penalty 2305.626325 = -108519.593815 nChanged 375 SP:Iteration 1F (1604.140000 sec): 3 clusters Score: Raw -111174.010276 + Penalty 2305.626325 = -108868.383951 nChanged 101 SP:Iteration 2F (1604.150000 sec): 3 clusters Score: Raw -111280.099404 + Penalty 2305.626325 = -108974.473079 nChanged 58 SP:Iteration 3Q (1604.150000 sec): 3 clusters Score: Raw -111351.947355 + Penalty 2305.626325 = -109046.321030 nChanged 47 SP:Iteration 4Q (1604.150000 sec): 3 clusters Score: Raw -111448.872997 + Penalty 2305.626325 = -109143.246672 nChanged 59 SP:Iteration 5Q (1604.150000 sec): 3 clusters Score: Raw -111561.848877 + Penalty 2305.626325 = -109256.222552 nChanged 53 SP:Iteration 6Q (1604.150000 sec): 3 clusters Score: Raw -111675.209356 + Penalty 2305.626325 = -109369.583031 nChanged 48 SP:Iteration 7Q (1604.160000 sec): 3 clusters Score: Raw -111747.179798 + Penalty 2305.626325 = -109441.553473 nChanged 40 SP:Iteration 8Q (1604.160000 sec): 3 clusters Score: Raw -111793.702802 + Penalty 2305.626325 = -109488.076477 nChanged 25 SP:Iteration 9Q (1604.170000 sec): 3 clusters Score: Raw -111813.614494 + Penalty 2305.626325 = -109507.988169 nChanged 15 SP:Iteration 10Q (1604.170000 sec): 3 clusters Score: Raw -111828.516410 + Penalty 2305.626325 = -109522.890085 nChanged 11 SP:Iteration 11Q (1604.170000 sec): 3 clusters Score: Raw -111846.496451 + Penalty 2305.626325 = -109540.870126 nChanged 13 SP:Iteration 12Q (1604.170000 sec): 3 clusters Score: Raw -111872.839394 + Penalty 2305.626325 = -109567.213069 nChanged 10 SP:Iteration 13Q (1604.170000 sec): 3 clusters Score: Raw -111881.485229 + Penalty 2305.626325 = -109575.858905 nChanged 3 SP:Iteration 14Q (1604.180000 sec): 3 clusters Score: Raw -111883.974318 + Penalty 2305.626325 = -109578.347993 nChanged 2 SP:Iteration 15Q (1604.180000 sec): 3 clusters Score: Raw -111885.838429 + Penalty 2305.626325 = -109580.212104 nChanged 2 SP:Iteration 16Q (1604.180000 sec): 3 clusters Score: Raw -111887.235248 + Penalty 2305.626325 = -109581.608924 nChanged 1 SP:Iteration 17Q (1604.190000 sec): 3 clusters Score: Raw -111887.653664 + Penalty 2305.626325 = -109582.027339 nChanged 0 SP:Iteration 18F (1604.190000 sec): 3 clusters Score: Raw -111887.653664 + Penalty 2305.626325 = -109582.027339 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (474067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1605.570000 sec): 2 clusters Score: Raw -45852620.429310 + Penalty 2123.729390 = -45850496.699919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.850000 sec): 3 clusters Score: Raw -45533711.853888 + Penalty 4247.458781 = -45529464.395108 nChanged 232424 SP:Iteration 1F (1608.120000 sec): 3 clusters Score: Raw -45672840.831243 + Penalty 4247.458781 = -45668593.372462 nChanged 10954 SP:Iteration 2Q (1609.410000 sec): 3 clusters Score: Raw -45674662.110449 + Penalty 4247.458781 = -45670414.651668 nChanged 11908 SP:Iteration 3Q (1610.680000 sec): 3 clusters Score: Raw -45677135.698958 + Penalty 4247.458781 = -45672888.240177 nChanged 14007 SP:Iteration 4Q (1611.940000 sec): 3 clusters Score: Raw -45680879.329174 + Penalty 4247.458781 = -45676631.870394 nChanged 17501 SP:Iteration 5Q (1613.190000 sec): 3 clusters Score: Raw -45686810.487452 + Penalty 4247.458781 = -45682563.028671 nChanged 21378 SP:Iteration 6Q (1614.480000 sec): 3 clusters Score: Raw -45695964.960733 + Penalty 4247.458781 = -45691717.501952 nChanged 25628 SP:Iteration 7F (1615.730000 sec): 3 clusters Score: Raw -45709218.692491 + Penalty 4247.458781 = -45704971.233710 nChanged 28749 SP:Iteration 8F (1616.990000 sec): 3 clusters Score: Raw -45726452.692822 + Penalty 4247.458781 = -45722205.234041 nChanged 29414 SP:Iteration 9F (1618.250000 sec): 3 clusters Score: Raw -45746126.282843 + Penalty 4247.458781 = -45741878.824062 nChanged 27156 SP:Iteration 10F (1619.490000 sec): 3 clusters Score: Raw -45765247.435133 + Penalty 4247.458781 = -45760999.976352 nChanged 22767 SP:Iteration 11Q (1620.750000 sec): 3 clusters Score: Raw -45780362.102499 + Penalty 4247.458781 = -45776114.643718 nChanged 17361 SP:Iteration 12Q (1621.990000 sec): 3 clusters Score: Raw -45790044.294218 + Penalty 4247.458781 = -45785796.835437 nChanged 12605 SP:Iteration 13Q (1623.180000 sec): 3 clusters Score: Raw -45795935.144161 + Penalty 4247.458781 = -45791687.685381 nChanged 10463 SP:Iteration 14Q (1624.360000 sec): 3 clusters Score: Raw -45800551.086515 + Penalty 4247.458781 = -45796303.627734 nChanged 10085 SP:Iteration 15Q (1625.500000 sec): 3 clusters Score: Raw -45804887.794016 + Penalty 4247.458781 = -45800640.335235 nChanged 10146 SP:Iteration 16Q (1626.630000 sec): 3 clusters Score: Raw -45809446.461767 + Penalty 4247.458781 = -45805199.002986 nChanged 9932 SP:Iteration 17Q (1627.760000 sec): 3 clusters Score: Raw -45813980.956410 + Penalty 4247.458781 = -45809733.497629 nChanged 9418 SP:Iteration 18Q (1628.860000 sec): 3 clusters Score: Raw -45818410.614985 + Penalty 4247.458781 = -45814163.156204 nChanged 8988 SP:Iteration 19Q (1629.930000 sec): 3 clusters Score: Raw -45822792.720438 + Penalty 4247.458781 = -45818545.261657 nChanged 8540 SP:Iteration 20F (1631.150000 sec): 3 clusters Score: Raw -45827150.496751 + Penalty 4247.458781 = -45822903.037971 nChanged 7810 SP:Iteration 21Q (1632.170000 sec): 3 clusters Score: Raw -45831279.916786 + Penalty 4247.458781 = -45827032.458005 nChanged 7109 SP:Iteration 22Q (1633.170000 sec): 3 clusters Score: Raw -45835157.292901 + Penalty 4247.458781 = -45830909.834120 nChanged 6330 SP:Iteration 23Q (1634.160000 sec): 3 clusters Score: Raw -45838725.523595 + Penalty 4247.458781 = -45834478.064814 nChanged 5373 SP:Iteration 24Q (1635.130000 sec): 3 clusters Score: Raw -45841782.646477 + Penalty 4247.458781 = -45837535.187696 nChanged 4593 SP:Iteration 25Q (1636.070000 sec): 3 clusters Score: Raw -45844362.135596 + Penalty 4247.458781 = -45840114.676815 nChanged 3703 SP:Iteration 26Q (1637.030000 sec): 3 clusters Score: Raw -45846418.609209 + Penalty 4247.458781 = -45842171.150429 nChanged 3070 SP:Iteration 27Q (1637.960000 sec): 3 clusters Score: Raw -45848124.723291 + Penalty 4247.458781 = -45843877.264511 nChanged 2458 SP:Iteration 28Q (1638.850000 sec): 3 clusters Score: Raw -45849459.685145 + Penalty 4247.458781 = -45845212.226364 nChanged 1917 SP:Iteration 29Q (1639.730000 sec): 3 clusters Score: Raw -45850446.100646 + Penalty 4247.458781 = -45846198.641865 nChanged 1399 SP:Iteration 30Q (1640.610000 sec): 3 clusters Score: Raw -45851104.377429 + Penalty 4247.458781 = -45846856.918648 nChanged 1108 SP:Iteration 31Q (1641.480000 sec): 3 clusters Score: Raw -45851582.196676 + Penalty 4247.458781 = -45847334.737895 nChanged 861 SP:Iteration 32Q (1642.350000 sec): 3 clusters Score: Raw -45851938.446330 + Penalty 4247.458781 = -45847690.987549 nChanged 673 SP:Iteration 33Q (1643.200000 sec): 3 clusters Score: Raw -45852210.958149 + Penalty 4247.458781 = -45847963.499368 nChanged 524 SP:Iteration 34Q (1644.060000 sec): 3 clusters Score: Raw -45852419.640041 + Penalty 4247.458781 = -45848172.181260 nChanged 416 SP:Iteration 35Q (1644.940000 sec): 3 clusters Score: Raw -45852566.875011 + Penalty 4247.458781 = -45848319.416231 nChanged 365 SP:Iteration 36Q (1645.820000 sec): 3 clusters Score: Raw -45852699.017208 + Penalty 4247.458781 = -45848451.558427 nChanged 301 SP:Iteration 37Q (1646.690000 sec): 3 clusters Score: Raw -45852818.072152 + Penalty 4247.458781 = -45848570.613372 nChanged 276 SP:Iteration 38Q (1647.570000 sec): 3 clusters Score: Raw -45852923.477274 + Penalty 4247.458781 = -45848676.018493 nChanged 222 SP:Iteration 39Q (1648.420000 sec): 3 clusters Score: Raw -45853001.417201 + Penalty 4247.458781 = -45848753.958420 nChanged 176 SP:Iteration 40F (1649.650000 sec): 3 clusters Score: Raw -45853060.859219 + Penalty 4247.458781 = -45848813.400438 nChanged 155 SP:Iteration 41Q (1650.510000 sec): 3 clusters Score: Raw -45853108.931225 + Penalty 4247.458781 = -45848861.472444 nChanged 132 SP:Iteration 42Q (1651.350000 sec): 3 clusters Score: Raw -45853149.749887 + Penalty 4247.458781 = -45848902.291106 nChanged 121 SP:Iteration 43Q (1652.200000 sec): 3 clusters Score: Raw -45853189.206686 + Penalty 4247.458781 = -45848941.747906 nChanged 98 SP:Iteration 44Q (1653.050000 sec): 3 clusters Score: Raw -45853222.958471 + Penalty 4247.458781 = -45848975.499690 nChanged 97 SP:Iteration 45Q (1653.900000 sec): 3 clusters Score: Raw -45853251.821779 + Penalty 4247.458781 = -45849004.362998 nChanged 85 SP:Iteration 46Q (1654.750000 sec): 3 clusters Score: Raw -45853274.952061 + Penalty 4247.458781 = -45849027.493280 nChanged 74 SP:Iteration 47Q (1655.600000 sec): 3 clusters Score: Raw -45853298.540772 + Penalty 4247.458781 = -45849051.081992 nChanged 73 SP:Iteration 48Q (1656.440000 sec): 3 clusters Score: Raw -45853319.111126 + Penalty 4247.458781 = -45849071.652346 nChanged 71 SP:Iteration 49Q (1657.280000 sec): 3 clusters Score: Raw -45853339.100767 + Penalty 4247.458781 = -45849091.641986 nChanged 59 SP:Iteration 50Q (1658.140000 sec): 3 clusters Score: Raw -45853353.990753 + Penalty 4247.458781 = -45849106.531972 nChanged 53 SP:Iteration 51Q (1659.000000 sec): 3 clusters Score: Raw -45853366.110158 + Penalty 4247.458781 = -45849118.651377 nChanged 49 SP:Iteration 52Q (1659.840000 sec): 3 clusters Score: Raw -45853378.192730 + Penalty 4247.458781 = -45849130.733950 nChanged 48 SP:Iteration 53Q (1660.720000 sec): 3 clusters Score: Raw -45853389.935993 + Penalty 4247.458781 = -45849142.477212 nChanged 46 SP:Iteration 54Q (1661.590000 sec): 3 clusters Score: Raw -45853400.747271 + Penalty 4247.458781 = -45849153.288490 nChanged 53 SP:Iteration 55Q (1662.460000 sec): 3 clusters Score: Raw -45853416.813277 + Penalty 4247.458781 = -45849169.354496 nChanged 54 SP:Iteration 56Q (1663.330000 sec): 3 clusters Score: Raw -45853433.260056 + Penalty 4247.458781 = -45849185.801276 nChanged 56 SP:Iteration 57Q (1664.200000 sec): 3 clusters Score: Raw -45853444.974225 + Penalty 4247.458781 = -45849197.515444 nChanged 50 SP:Iteration 58Q (1665.070000 sec): 3 clusters Score: Raw -45853457.101055 + Penalty 4247.458781 = -45849209.642274 nChanged 44 SP:Iteration 59Q (1665.910000 sec): 3 clusters Score: Raw -45853464.804136 + Penalty 4247.458781 = -45849217.345356 nChanged 28 SP:Iteration 60F (1667.140000 sec): 3 clusters Score: Raw -45853474.320994 + Penalty 4247.458781 = -45849226.862213 nChanged 29 SP:Iteration 61Q (1668.000000 sec): 3 clusters Score: Raw -45853480.076840 + Penalty 4247.458781 = -45849232.618059 nChanged 30 SP:Iteration 62Q (1668.870000 sec): 3 clusters Score: Raw -45853486.260266 + Penalty 4247.458781 = -45849238.801486 nChanged 29 SP:Iteration 63Q (1669.730000 sec): 3 clusters Score: Raw -45853490.933429 + Penalty 4247.458781 = -45849243.474649 nChanged 18 SP:Iteration 64Q (1670.600000 sec): 3 clusters Score: Raw -45853494.395224 + Penalty 4247.458781 = -45849246.936444 nChanged 15 SP:Iteration 65Q (1671.460000 sec): 3 clusters Score: Raw -45853496.842422 + Penalty 4247.458781 = -45849249.383641 nChanged 12 SP:Iteration 66Q (1672.300000 sec): 3 clusters Score: Raw -45853498.713186 + Penalty 4247.458781 = -45849251.254405 nChanged 10 SP:Iteration 67Q (1673.130000 sec): 3 clusters Score: Raw -45853499.765504 + Penalty 4247.458781 = -45849252.306723 nChanged 6 SP:Iteration 68Q (1673.970000 sec): 3 clusters Score: Raw -45853500.732878 + Penalty 4247.458781 = -45849253.274097 nChanged 10 SP:Iteration 69Q (1674.810000 sec): 3 clusters Score: Raw -45853502.496240 + Penalty 4247.458781 = -45849255.037459 nChanged 10 SP:Iteration 70Q (1675.650000 sec): 3 clusters Score: Raw -45853504.221935 + Penalty 4247.458781 = -45849256.763154 nChanged 12 SP:Iteration 71Q (1676.490000 sec): 3 clusters Score: Raw -45853506.113017 + Penalty 4247.458781 = -45849258.654236 nChanged 8 SP:Iteration 72Q (1677.350000 sec): 3 clusters Score: Raw -45853507.236592 + Penalty 4247.458781 = -45849259.777811 nChanged 9 SP:Iteration 73Q (1678.220000 sec): 3 clusters Score: Raw -45853508.327722 + Penalty 4247.458781 = -45849260.868942 nChanged 3 SP:Iteration 74Q (1679.080000 sec): 3 clusters Score: Raw -45853508.620723 + Penalty 4247.458781 = -45849261.161943 nChanged 0 SP:Iteration 75F (1680.320000 sec): 3 clusters Score: Raw -45853508.620723 + Penalty 4247.458781 = -45849261.161943 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.620000 sec): 2 clusters Score: Raw -28480.228449 + Penalty 949.104269 = -27531.124180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.620000 sec): 3 clusters Score: Raw -28498.285581 + Penalty 1898.208539 = -26600.077042 nChanged 69 SP:Iteration 1F (1680.620000 sec): 3 clusters Score: Raw -28689.315103 + Penalty 1898.208539 = -26791.106564 nChanged 23 SP:Iteration 2F (1680.620000 sec): 3 clusters Score: Raw -28761.119578 + Penalty 1898.208539 = -26862.911039 nChanged 16 SP:Iteration 3Q (1680.620000 sec): 3 clusters Score: Raw -28808.228732 + Penalty 1898.208539 = -26910.020193 nChanged 7 SP:Iteration 4Q (1680.630000 sec): 3 clusters Score: Raw -28834.350586 + Penalty 1898.208539 = -26936.142047 nChanged 5 SP:Iteration 5Q (1680.630000 sec): 3 clusters Score: Raw -28862.928085 + Penalty 1898.208539 = -26964.719546 nChanged 2 SP:Iteration 6Q (1680.630000 sec): 3 clusters Score: Raw -28877.237493 + Penalty 1898.208539 = -26979.028954 nChanged 2 SP:Iteration 7Q (1680.630000 sec): 3 clusters Score: Raw -28896.808464 + Penalty 1898.208539 = -26998.599926 nChanged 1 SP:Iteration 8Q (1680.630000 sec): 3 clusters Score: Raw -28902.471477 + Penalty 1898.208539 = -27004.262939 nChanged 2 SP:Iteration 9Q (1680.640000 sec): 3 clusters Score: Raw -28911.398326 + Penalty 1898.208539 = -27013.189787 nChanged 1 SP:Iteration 10Q (1680.640000 sec): 3 clusters Score: Raw -28914.426254 + Penalty 1898.208539 = -27016.217715 nChanged 0 SP:Iteration 11F (1680.640000 sec): 3 clusters Score: Raw -28914.426254 + Penalty 1898.208539 = -27016.217715 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (20982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1680.710000 sec): 2 clusters Score: Raw -2088024.014760 + Penalty 1617.105784 = -2086406.908976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1680.760000 sec): 3 clusters Score: Raw -2075450.471111 + Penalty 3234.211567 = -2072216.259544 nChanged 9403 SP:Iteration 1F (1680.810000 sec): 3 clusters Score: Raw -2080441.765823 + Penalty 3234.211567 = -2077207.554256 nChanged 884 SP:Iteration 2Q (1680.870000 sec): 3 clusters Score: Raw -2080688.858129 + Penalty 3234.211567 = -2077454.646562 nChanged 763 SP:Iteration 3Q (1680.920000 sec): 3 clusters Score: Raw -2080920.627158 + Penalty 3234.211567 = -2077686.415591 nChanged 803 SP:Iteration 4Q (1680.980000 sec): 3 clusters Score: Raw -2081203.182623 + Penalty 3234.211567 = -2077968.971056 nChanged 929 SP:Iteration 5Q (1681.030000 sec): 3 clusters Score: Raw -2081564.739735 + Penalty 3234.211567 = -2078330.528168 nChanged 994 SP:Iteration 6Q (1681.090000 sec): 3 clusters Score: Raw -2082025.627289 + Penalty 3234.211567 = -2078791.415722 nChanged 1099 SP:Iteration 7F (1681.140000 sec): 3 clusters Score: Raw -2082603.753406 + Penalty 3234.211567 = -2079369.541839 nChanged 1229 SP:Iteration 8F (1681.190000 sec): 3 clusters Score: Raw -2083345.706822 + Penalty 3234.211567 = -2080111.495255 nChanged 1275 SP:Iteration 9F (1681.250000 sec): 3 clusters Score: Raw -2084225.642021 + Penalty 3234.211567 = -2080991.430454 nChanged 1273 SP:Iteration 10F (1681.300000 sec): 3 clusters Score: Raw -2085264.383878 + Penalty 3234.211567 = -2082030.172311 nChanged 1096 SP:Iteration 11F (1681.350000 sec): 3 clusters Score: Raw -2086241.126543 + Penalty 3234.211567 = -2083006.914976 nChanged 841 SP:Iteration 12Q (1681.410000 sec): 3 clusters Score: Raw -2087027.020676 + Penalty 3234.211567 = -2083792.809109 nChanged 562 SP:Iteration 13Q (1681.460000 sec): 3 clusters Score: Raw -2087501.893111 + Penalty 3234.211567 = -2084267.681544 nChanged 371 SP:Iteration 14Q (1681.510000 sec): 3 clusters Score: Raw -2087744.342620 + Penalty 3234.211567 = -2084510.131053 nChanged 260 SP:Iteration 15Q (1681.550000 sec): 3 clusters Score: Raw -2087890.552752 + Penalty 3234.211567 = -2084656.341185 nChanged 179 SP:Iteration 16Q (1681.590000 sec): 3 clusters Score: Raw -2087971.338859 + Penalty 3234.211567 = -2084737.127292 nChanged 142 SP:Iteration 17Q (1681.640000 sec): 3 clusters Score: Raw -2088034.416928 + Penalty 3234.211567 = -2084800.205361 nChanged 135 SP:Iteration 18Q (1681.680000 sec): 3 clusters Score: Raw -2088088.220064 + Penalty 3234.211567 = -2084854.008497 nChanged 111 SP:Iteration 19Q (1681.720000 sec): 3 clusters Score: Raw -2088135.346371 + Penalty 3234.211567 = -2084901.134804 nChanged 99 SP:Iteration 20F (1681.780000 sec): 3 clusters Score: Raw -2088173.015349 + Penalty 3234.211567 = -2084938.803782 nChanged 86 SP:Iteration 21Q (1681.820000 sec): 3 clusters Score: Raw -2088204.745706 + Penalty 3234.211567 = -2084970.534139 nChanged 69 SP:Iteration 22Q (1681.860000 sec): 3 clusters Score: Raw -2088229.693412 + Penalty 3234.211567 = -2084995.481845 nChanged 51 SP:Iteration 23Q (1681.900000 sec): 3 clusters Score: Raw -2088246.634741 + Penalty 3234.211567 = -2085012.423174 nChanged 53 SP:Iteration 24Q (1681.940000 sec): 3 clusters Score: Raw -2088265.720176 + Penalty 3234.211567 = -2085031.508609 nChanged 54 SP:Iteration 25Q (1681.990000 sec): 3 clusters Score: Raw -2088287.490526 + Penalty 3234.211567 = -2085053.278959 nChanged 43 SP:Iteration 26Q (1682.030000 sec): 3 clusters Score: Raw -2088301.618148 + Penalty 3234.211567 = -2085067.406581 nChanged 27 SP:Iteration 27Q (1682.070000 sec): 3 clusters Score: Raw -2088311.023272 + Penalty 3234.211567 = -2085076.811705 nChanged 19 SP:Iteration 28Q (1682.110000 sec): 3 clusters Score: Raw -2088319.059033 + Penalty 3234.211567 = -2085084.847466 nChanged 24 SP:Iteration 29Q (1682.150000 sec): 3 clusters Score: Raw -2088326.486991 + Penalty 3234.211567 = -2085092.275424 nChanged 15 SP:Iteration 30Q (1682.190000 sec): 3 clusters Score: Raw -2088330.301825 + Penalty 3234.211567 = -2085096.090258 nChanged 10 SP:Iteration 31Q (1682.230000 sec): 3 clusters Score: Raw -2088333.098099 + Penalty 3234.211567 = -2085098.886532 nChanged 9 SP:Iteration 32Q (1682.270000 sec): 3 clusters Score: Raw -2088335.066082 + Penalty 3234.211567 = -2085100.854515 nChanged 8 SP:Iteration 33Q (1682.310000 sec): 3 clusters Score: Raw -2088337.612901 + Penalty 3234.211567 = -2085103.401334 nChanged 12 SP:Iteration 34Q (1682.350000 sec): 3 clusters Score: Raw -2088341.682089 + Penalty 3234.211567 = -2085107.470522 nChanged 15 SP:Iteration 35Q (1682.390000 sec): 3 clusters Score: Raw -2088346.936562 + Penalty 3234.211567 = -2085112.724995 nChanged 18 SP:Iteration 36Q (1682.430000 sec): 3 clusters Score: Raw -2088352.606957 + Penalty 3234.211567 = -2085118.395390 nChanged 11 SP:Iteration 37Q (1682.470000 sec): 3 clusters Score: Raw -2088357.249441 + Penalty 3234.211567 = -2085123.037874 nChanged 14 SP:Iteration 38Q (1682.510000 sec): 3 clusters Score: Raw -2088362.449878 + Penalty 3234.211567 = -2085128.238311 nChanged 12 SP:Iteration 39Q (1682.550000 sec): 3 clusters Score: Raw -2088365.637067 + Penalty 3234.211567 = -2085131.425500 nChanged 9 SP:Iteration 40F (1682.610000 sec): 3 clusters Score: Raw -2088367.608311 + Penalty 3234.211567 = -2085133.396744 nChanged 7 SP:Iteration 41Q (1682.650000 sec): 3 clusters Score: Raw -2088369.399617 + Penalty 3234.211567 = -2085135.188050 nChanged 5 SP:Iteration 42Q (1682.680000 sec): 3 clusters Score: Raw -2088370.449331 + Penalty 3234.211567 = -2085136.237764 nChanged 9 SP:Iteration 43Q (1682.720000 sec): 3 clusters Score: Raw -2088372.462750 + Penalty 3234.211567 = -2085138.251183 nChanged 4 SP:Iteration 44Q (1682.760000 sec): 3 clusters Score: Raw -2088373.353689 + Penalty 3234.211567 = -2085139.142122 nChanged 2 SP:Iteration 45Q (1682.800000 sec): 3 clusters Score: Raw -2088373.635313 + Penalty 3234.211567 = -2085139.423746 nChanged 0 SP:Iteration 46F (1682.850000 sec): 3 clusters Score: Raw -2088373.635313 + Penalty 3234.211567 = -2085139.423746 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (64064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1683.040000 sec): 2 clusters Score: Raw -6324393.257239 + Penalty 1798.491153 = -6322594.766086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1683.210000 sec): 3 clusters Score: Raw -6283193.415405 + Penalty 3596.982305 = -6279596.433100 nChanged 30389 SP:Iteration 1F (1683.380000 sec): 3 clusters Score: Raw -6301074.152172 + Penalty 3596.982305 = -6297477.169866 nChanged 2617 SP:Iteration 2Q (1683.550000 sec): 3 clusters Score: Raw -6302067.155193 + Penalty 3596.982305 = -6298470.172887 nChanged 2980 SP:Iteration 3Q (1683.720000 sec): 3 clusters Score: Raw -6303344.568970 + Penalty 3596.982305 = -6299747.586664 nChanged 3337 SP:Iteration 4F (1683.890000 sec): 3 clusters Score: Raw -6305078.446159 + Penalty 3596.982305 = -6301481.463854 nChanged 3803 SP:Iteration 5F (1684.050000 sec): 3 clusters Score: Raw -6307401.161091 + Penalty 3596.982305 = -6303804.178785 nChanged 4188 SP:Iteration 6F (1684.220000 sec): 3 clusters Score: Raw -6310665.428801 + Penalty 3596.982305 = -6307068.446496 nChanged 4234 SP:Iteration 7F (1684.390000 sec): 3 clusters Score: Raw -6314316.648453 + Penalty 3596.982305 = -6310719.666148 nChanged 3828 SP:Iteration 8F (1684.550000 sec): 3 clusters Score: Raw -6317213.269788 + Penalty 3596.982305 = -6313616.287483 nChanged 2775 SP:Iteration 9Q (1684.720000 sec): 3 clusters Score: Raw -6318775.876966 + Penalty 3596.982305 = -6315178.894661 nChanged 1814 SP:Iteration 10Q (1684.880000 sec): 3 clusters Score: Raw -6319624.911052 + Penalty 3596.982305 = -6316027.928747 nChanged 1427 SP:Iteration 11Q (1685.040000 sec): 3 clusters Score: Raw -6320281.548762 + Penalty 3596.982305 = -6316684.566456 nChanged 1305 SP:Iteration 12Q (1685.210000 sec): 3 clusters Score: Raw -6320908.669052 + Penalty 3596.982305 = -6317311.686747 nChanged 1247 SP:Iteration 13Q (1685.370000 sec): 3 clusters Score: Raw -6321536.130587 + Penalty 3596.982305 = -6317939.148281 nChanged 1167 SP:Iteration 14Q (1685.530000 sec): 3 clusters Score: Raw -6322161.259844 + Penalty 3596.982305 = -6318564.277539 nChanged 1104 SP:Iteration 15Q (1685.690000 sec): 3 clusters Score: Raw -6322767.680850 + Penalty 3596.982305 = -6319170.698545 nChanged 1000 SP:Iteration 16Q (1685.840000 sec): 3 clusters Score: Raw -6323319.800375 + Penalty 3596.982305 = -6319722.818070 nChanged 916 SP:Iteration 17Q (1685.990000 sec): 3 clusters Score: Raw -6323810.199641 + Penalty 3596.982305 = -6320213.217336 nChanged 811 SP:Iteration 18Q (1686.140000 sec): 3 clusters Score: Raw -6324205.830855 + Penalty 3596.982305 = -6320608.848549 nChanged 649 SP:Iteration 19Q (1686.290000 sec): 3 clusters Score: Raw -6324464.918926 + Penalty 3596.982305 = -6320867.936620 nChanged 545 SP:Iteration 20F (1686.450000 sec): 3 clusters Score: Raw -6324648.064180 + Penalty 3596.982305 = -6321051.081875 nChanged 451 SP:Iteration 21Q (1686.600000 sec): 3 clusters Score: Raw -6324774.560291 + Penalty 3596.982305 = -6321177.577985 nChanged 363 SP:Iteration 22Q (1686.740000 sec): 3 clusters Score: Raw -6324870.648195 + Penalty 3596.982305 = -6321273.665889 nChanged 355 SP:Iteration 23Q (1686.880000 sec): 3 clusters Score: Raw -6324954.775029 + Penalty 3596.982305 = -6321357.792724 nChanged 277 SP:Iteration 24Q (1687.020000 sec): 3 clusters Score: Raw -6325011.862752 + Penalty 3596.982305 = -6321414.880446 nChanged 245 SP:Iteration 25Q (1687.170000 sec): 3 clusters Score: Raw -6325062.852183 + Penalty 3596.982305 = -6321465.869878 nChanged 235 SP:Iteration 26Q (1687.300000 sec): 3 clusters Score: Raw -6325106.236325 + Penalty 3596.982305 = -6321509.254020 nChanged 192 SP:Iteration 27Q (1687.440000 sec): 3 clusters Score: Raw -6325139.069126 + Penalty 3596.982305 = -6321542.086820 nChanged 179 SP:Iteration 28Q (1687.580000 sec): 3 clusters Score: Raw -6325167.931535 + Penalty 3596.982305 = -6321570.949230 nChanged 145 SP:Iteration 29Q (1687.710000 sec): 3 clusters Score: Raw -6325191.316388 + Penalty 3596.982305 = -6321594.334082 nChanged 140 SP:Iteration 30Q (1687.850000 sec): 3 clusters Score: Raw -6325211.486317 + Penalty 3596.982305 = -6321614.504012 nChanged 101 SP:Iteration 31Q (1687.990000 sec): 3 clusters Score: Raw -6325223.354028 + Penalty 3596.982305 = -6321626.371722 nChanged 82 SP:Iteration 32Q (1688.120000 sec): 3 clusters Score: Raw -6325232.262375 + Penalty 3596.982305 = -6321635.280069 nChanged 87 SP:Iteration 33Q (1688.260000 sec): 3 clusters Score: Raw -6325242.554094 + Penalty 3596.982305 = -6321645.571789 nChanged 82 SP:Iteration 34Q (1688.390000 sec): 3 clusters Score: Raw -6325251.486051 + Penalty 3596.982305 = -6321654.503745 nChanged 68 SP:Iteration 35Q (1688.530000 sec): 3 clusters Score: Raw -6325258.282094 + Penalty 3596.982305 = -6321661.299789 nChanged 67 SP:Iteration 36Q (1688.670000 sec): 3 clusters Score: Raw -6325265.953206 + Penalty 3596.982305 = -6321668.970901 nChanged 65 SP:Iteration 37Q (1688.800000 sec): 3 clusters Score: Raw -6325271.915783 + Penalty 3596.982305 = -6321674.933477 nChanged 43 SP:Iteration 38Q (1688.930000 sec): 3 clusters Score: Raw -6325274.790808 + Penalty 3596.982305 = -6321677.808503 nChanged 26 SP:Iteration 39Q (1689.070000 sec): 3 clusters Score: Raw -6325276.542933 + Penalty 3596.982305 = -6321679.560627 nChanged 23 SP:Iteration 40F (1689.240000 sec): 3 clusters Score: Raw -6325278.292327 + Penalty 3596.982305 = -6321681.310022 nChanged 25 SP:Iteration 41Q (1689.370000 sec): 3 clusters Score: Raw -6325280.075117 + Penalty 3596.982305 = -6321683.092812 nChanged 29 SP:Iteration 42Q (1689.510000 sec): 3 clusters Score: Raw -6325282.014782 + Penalty 3596.982305 = -6321685.032476 nChanged 24 SP:Iteration 43Q (1689.640000 sec): 3 clusters Score: Raw -6325283.444458 + Penalty 3596.982305 = -6321686.462153 nChanged 20 SP:Iteration 44Q (1689.770000 sec): 3 clusters Score: Raw -6325284.641890 + Penalty 3596.982305 = -6321687.659584 nChanged 18 SP:Iteration 45Q (1689.910000 sec): 3 clusters Score: Raw -6325285.845235 + Penalty 3596.982305 = -6321688.862930 nChanged 19 SP:Iteration 46Q (1690.040000 sec): 3 clusters Score: Raw -6325287.435672 + Penalty 3596.982305 = -6321690.453366 nChanged 21 SP:Iteration 47Q (1690.170000 sec): 3 clusters Score: Raw -6325288.773242 + Penalty 3596.982305 = -6321691.790936 nChanged 11 SP:Iteration 48Q (1690.310000 sec): 3 clusters Score: Raw -6325289.595244 + Penalty 3596.982305 = -6321692.612939 nChanged 12 SP:Iteration 49Q (1690.440000 sec): 3 clusters Score: Raw -6325290.262723 + Penalty 3596.982305 = -6321693.280417 nChanged 12 SP:Iteration 50Q (1690.580000 sec): 3 clusters Score: Raw -6325290.999720 + Penalty 3596.982305 = -6321694.017415 nChanged 13 SP:Iteration 51Q (1690.710000 sec): 3 clusters Score: Raw -6325291.934132 + Penalty 3596.982305 = -6321694.951826 nChanged 12 SP:Iteration 52Q (1690.840000 sec): 3 clusters Score: Raw -6325292.785927 + Penalty 3596.982305 = -6321695.803621 nChanged 11 SP:Iteration 53Q (1690.980000 sec): 3 clusters Score: Raw -6325293.475414 + Penalty 3596.982305 = -6321696.493109 nChanged 8 SP:Iteration 54Q (1691.110000 sec): 3 clusters Score: Raw -6325293.885916 + Penalty 3596.982305 = -6321696.903611 nChanged 6 SP:Iteration 55Q (1691.240000 sec): 3 clusters Score: Raw -6325294.191376 + Penalty 3596.982305 = -6321697.209070 nChanged 6 SP:Iteration 56Q (1691.380000 sec): 3 clusters Score: Raw -6325294.482277 + Penalty 3596.982305 = -6321697.499971 nChanged 8 SP:Iteration 57Q (1691.510000 sec): 3 clusters Score: Raw -6325294.913020 + Penalty 3596.982305 = -6321697.930714 nChanged 6 SP:Iteration 58Q (1691.650000 sec): 3 clusters Score: Raw -6325295.185557 + Penalty 3596.982305 = -6321698.203252 nChanged 8 SP:Iteration 59Q (1691.780000 sec): 3 clusters Score: Raw -6325295.471186 + Penalty 3596.982305 = -6321698.488881 nChanged 10 SP:Iteration 60F (1691.950000 sec): 3 clusters Score: Raw -6325295.996772 + Penalty 3596.982305 = -6321699.014467 nChanged 9 SP:Iteration 61Q (1692.080000 sec): 3 clusters Score: Raw -6325296.450463 + Penalty 3596.982305 = -6321699.468158 nChanged 6 SP:Iteration 62Q (1692.220000 sec): 3 clusters Score: Raw -6325296.711499 + Penalty 3596.982305 = -6321699.729193 nChanged 4 SP:Iteration 63Q (1692.350000 sec): 3 clusters Score: Raw -6325296.826120 + Penalty 3596.982305 = -6321699.843815 nChanged 2 SP:Iteration 64Q (1692.480000 sec): 3 clusters Score: Raw -6325296.894534 + Penalty 3596.982305 = -6321699.912228 nChanged 1 SP:Iteration 65Q (1692.610000 sec): 3 clusters Score: Raw -6325296.923166 + Penalty 3596.982305 = -6321699.940860 nChanged 0 SP:Iteration 66F (1692.780000 sec): 3 clusters Score: Raw -6325296.923166 + Penalty 3596.982305 = -6321699.940860 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.830000 sec): 2 clusters Score: Raw -65675.901565 + Penalty 1067.084270 = -64608.817295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1692.830000 sec): 3 clusters Score: Raw -65466.953935 + Penalty 2134.168540 = -63332.785395 nChanged 206 SP:Iteration 1F (1692.830000 sec): 3 clusters Score: Raw -65693.723985 + Penalty 2134.168540 = -63559.555446 nChanged 58 SP:Iteration 2F (1692.830000 sec): 3 clusters Score: Raw -65760.182975 + Penalty 2134.168540 = -63626.014436 nChanged 29 SP:Iteration 3Q (1692.830000 sec): 3 clusters Score: Raw -65798.579590 + Penalty 2134.168540 = -63664.411050 nChanged 16 SP:Iteration 4Q (1692.830000 sec): 3 clusters Score: Raw -65827.749992 + Penalty 2134.168540 = -63693.581452 nChanged 12 SP:Iteration 5Q (1692.840000 sec): 3 clusters Score: Raw -65843.451908 + Penalty 2134.168540 = -63709.283368 nChanged 7 SP:Iteration 6Q (1692.840000 sec): 3 clusters Score: Raw -65851.155371 + Penalty 2134.168540 = -63716.986831 nChanged 7 SP:Iteration 7Q (1692.840000 sec): 3 clusters Score: Raw -65864.663545 + Penalty 2134.168540 = -63730.495005 nChanged 9 SP:Iteration 8Q (1692.840000 sec): 3 clusters Score: Raw -65875.628204 + Penalty 2134.168540 = -63741.459664 nChanged 6 SP:Iteration 9Q (1692.840000 sec): 3 clusters Score: Raw -65885.082270 + Penalty 2134.168540 = -63750.913731 nChanged 9 SP:Iteration 10Q (1692.850000 sec): 3 clusters Score: Raw -65897.062751 + Penalty 2134.168540 = -63762.894211 nChanged 6 SP:Iteration 11Q (1692.850000 sec): 3 clusters Score: Raw -65905.144228 + Penalty 2134.168540 = -63770.975689 nChanged 4 SP:Iteration 12Q (1692.850000 sec): 3 clusters Score: Raw -65910.547419 + Penalty 2134.168540 = -63776.378880 nChanged 3 SP:Iteration 13Q (1692.850000 sec): 3 clusters Score: Raw -65915.525912 + Penalty 2134.168540 = -63781.357372 nChanged 2 SP:Iteration 14Q (1692.850000 sec): 3 clusters Score: Raw -65918.377719 + Penalty 2134.168540 = -63784.209180 nChanged 1 SP:Iteration 15Q (1692.850000 sec): 3 clusters Score: Raw -65919.257461 + Penalty 2134.168540 = -63785.088922 nChanged 5 SP:Iteration 16Q (1692.850000 sec): 3 clusters Score: Raw -65925.784791 + Penalty 2134.168540 = -63791.616252 nChanged 6 SP:Iteration 17Q (1692.860000 sec): 3 clusters Score: Raw -65929.163408 + Penalty 2134.168540 = -63794.994868 nChanged 3 SP:Iteration 18Q (1692.860000 sec): 3 clusters Score: Raw -65932.560933 + Penalty 2134.168540 = -63798.392393 nChanged 2 SP:Iteration 19Q (1692.860000 sec): 3 clusters Score: Raw -65936.395744 + Penalty 2134.168540 = -63802.227205 nChanged 2 SP:Iteration 20F (1692.860000 sec): 3 clusters Score: Raw -65938.967382 + Penalty 2134.168540 = -63804.798843 nChanged 2 SP:Iteration 21Q (1692.860000 sec): 3 clusters Score: Raw -65942.307566 + Penalty 2134.168540 = -63808.139026 nChanged 3 SP:Iteration 22Q (1692.870000 sec): 3 clusters Score: Raw -65944.685701 + Penalty 2134.168540 = -63810.517161 nChanged 0 SP:Iteration 23F (1692.870000 sec): 3 clusters Score: Raw -65944.685701 + Penalty 2134.168540 = -63810.517161 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.870000 sec): 2 clusters Score: Raw -86929.442536 + Penalty 1119.889208 = -85809.553328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1692.870000 sec): 3 clusters Score: Raw -86582.209957 + Penalty 2239.778417 = -84342.431540 nChanged 324 SP:Iteration 1F (1692.880000 sec): 3 clusters Score: Raw -86871.876351 + Penalty 2239.778417 = -84632.097934 nChanged 70 SP:Iteration 2F (1692.880000 sec): 3 clusters Score: Raw -86945.630544 + Penalty 2239.778417 = -84705.852128 nChanged 45 SP:Iteration 3Q (1692.880000 sec): 3 clusters Score: Raw -87004.487650 + Penalty 2239.778417 = -84764.709234 nChanged 27 SP:Iteration 4Q (1692.890000 sec): 3 clusters Score: Raw -87028.546585 + Penalty 2239.778417 = -84788.768168 nChanged 15 SP:Iteration 5Q (1692.890000 sec): 3 clusters Score: Raw -87038.475483 + Penalty 2239.778417 = -84798.697066 nChanged 9 SP:Iteration 6Q (1692.890000 sec): 3 clusters Score: Raw -87047.134599 + Penalty 2239.778417 = -84807.356183 nChanged 8 SP:Iteration 7Q (1692.890000 sec): 3 clusters Score: Raw -87058.435504 + Penalty 2239.778417 = -84818.657088 nChanged 10 SP:Iteration 8Q (1692.890000 sec): 3 clusters Score: Raw -87066.237877 + Penalty 2239.778417 = -84826.459461 nChanged 4 SP:Iteration 9Q (1692.900000 sec): 3 clusters Score: Raw -87068.842251 + Penalty 2239.778417 = -84829.063835 nChanged 3 SP:Iteration 10Q (1692.900000 sec): 3 clusters Score: Raw -87071.717455 + Penalty 2239.778417 = -84831.939039 nChanged 5 SP:Iteration 11Q (1692.900000 sec): 3 clusters Score: Raw -87075.383452 + Penalty 2239.778417 = -84835.605036 nChanged 2 SP:Iteration 12Q (1692.910000 sec): 3 clusters Score: Raw -87077.755021 + Penalty 2239.778417 = -84837.976605 nChanged 7 SP:Iteration 13Q (1692.910000 sec): 3 clusters Score: Raw -87086.045794 + Penalty 2239.778417 = -84846.267377 nChanged 5 SP:Iteration 14Q (1692.910000 sec): 3 clusters Score: Raw -87092.121659 + Penalty 2239.778417 = -84852.343242 nChanged 7 SP:Iteration 15Q (1692.910000 sec): 3 clusters Score: Raw -87098.894145 + Penalty 2239.778417 = -84859.115728 nChanged 5 SP:Iteration 16Q (1692.910000 sec): 3 clusters Score: Raw -87102.161220 + Penalty 2239.778417 = -84862.382804 nChanged 8 SP:Iteration 17Q (1692.910000 sec): 3 clusters Score: Raw -87106.142756 + Penalty 2239.778417 = -84866.364339 nChanged 7 SP:Iteration 18Q (1692.920000 sec): 3 clusters Score: Raw -87117.160513 + Penalty 2239.778417 = -84877.382097 nChanged 14 SP:Iteration 19Q (1692.920000 sec): 3 clusters Score: Raw -87133.933109 + Penalty 2239.778417 = -84894.154693 nChanged 11 SP:Iteration 20F (1692.920000 sec): 3 clusters Score: Raw -87144.610195 + Penalty 2239.778417 = -84904.831779 nChanged 4 SP:Iteration 21Q (1692.930000 sec): 3 clusters Score: Raw -87147.416099 + Penalty 2239.778417 = -84907.637682 nChanged 7 SP:Iteration 22Q (1692.930000 sec): 3 clusters Score: Raw -87151.215932 + Penalty 2239.778417 = -84911.437515 nChanged 5 SP:Iteration 23Q (1692.930000 sec): 3 clusters Score: Raw -87154.480712 + Penalty 2239.778417 = -84914.702296 nChanged 2 SP:Iteration 24Q (1692.930000 sec): 3 clusters Score: Raw -87155.209216 + Penalty 2239.778417 = -84915.430800 nChanged 0 SP:Iteration 25F (1692.930000 sec): 3 clusters Score: Raw -87155.209216 + Penalty 2239.778417 = -84915.430800 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (16230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1692.990000 sec): 2 clusters Score: Raw -1621137.719827 + Penalty 1575.375207 = -1619562.344620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1693.030000 sec): 3 clusters Score: Raw -1611535.295879 + Penalty 3150.750415 = -1608384.545465 nChanged 7215 SP:Iteration 1F (1693.080000 sec): 3 clusters Score: Raw -1615330.263590 + Penalty 3150.750415 = -1612179.513175 nChanged 774 SP:Iteration 2Q (1693.120000 sec): 3 clusters Score: Raw -1615587.654193 + Penalty 3150.750415 = -1612436.903779 nChanged 691 SP:Iteration 3Q (1693.160000 sec): 3 clusters Score: Raw -1615814.293710 + Penalty 3150.750415 = -1612663.543295 nChanged 613 SP:Iteration 4Q (1693.220000 sec): 3 clusters Score: Raw -1616031.756439 + Penalty 3150.750415 = -1612881.006025 nChanged 595 SP:Iteration 5Q (1693.260000 sec): 3 clusters Score: Raw -1616252.783686 + Penalty 3150.750415 = -1613102.033271 nChanged 577 SP:Iteration 6Q (1693.300000 sec): 3 clusters Score: Raw -1616465.815943 + Penalty 3150.750415 = -1613315.065528 nChanged 564 SP:Iteration 7Q (1693.340000 sec): 3 clusters Score: Raw -1616693.441921 + Penalty 3150.750415 = -1613542.691506 nChanged 606 SP:Iteration 8Q (1693.380000 sec): 3 clusters Score: Raw -1616931.399864 + Penalty 3150.750415 = -1613780.649449 nChanged 634 SP:Iteration 9Q (1693.420000 sec): 3 clusters Score: Raw -1617172.163106 + Penalty 3150.750415 = -1614021.412692 nChanged 615 SP:Iteration 10Q (1693.460000 sec): 3 clusters Score: Raw -1617408.034090 + Penalty 3150.750415 = -1614257.283675 nChanged 618 SP:Iteration 11Q (1693.510000 sec): 3 clusters Score: Raw -1617641.714759 + Penalty 3150.750415 = -1614490.964344 nChanged 601 SP:Iteration 12Q (1693.550000 sec): 3 clusters Score: Raw -1617914.250778 + Penalty 3150.750415 = -1614763.500363 nChanged 678 SP:Iteration 13Q (1693.590000 sec): 3 clusters Score: Raw -1618248.927546 + Penalty 3150.750415 = -1615098.177131 nChanged 697 SP:Iteration 14Q (1693.630000 sec): 3 clusters Score: Raw -1618611.093551 + Penalty 3150.750415 = -1615460.343136 nChanged 690 SP:Iteration 15Q (1693.680000 sec): 3 clusters Score: Raw -1618963.920013 + Penalty 3150.750415 = -1615813.169598 nChanged 610 SP:Iteration 16Q (1693.720000 sec): 3 clusters Score: Raw -1619276.041913 + Penalty 3150.750415 = -1616125.291498 nChanged 556 SP:Iteration 17Q (1693.760000 sec): 3 clusters Score: Raw -1619571.294623 + Penalty 3150.750415 = -1616420.544209 nChanged 508 SP:Iteration 18Q (1693.800000 sec): 3 clusters Score: Raw -1619858.092836 + Penalty 3150.750415 = -1616707.342422 nChanged 495 SP:Iteration 19Q (1693.840000 sec): 3 clusters Score: Raw -1620170.365900 + Penalty 3150.750415 = -1617019.615485 nChanged 456 SP:Iteration 20F (1693.880000 sec): 3 clusters Score: Raw -1620454.324680 + Penalty 3150.750415 = -1617303.574265 nChanged 398 SP:Iteration 21Q (1693.920000 sec): 3 clusters Score: Raw -1620734.406684 + Penalty 3150.750415 = -1617583.656270 nChanged 337 SP:Iteration 22Q (1693.960000 sec): 3 clusters Score: Raw -1620985.439919 + Penalty 3150.750415 = -1617834.689504 nChanged 227 SP:Iteration 23Q (1694.000000 sec): 3 clusters Score: Raw -1621199.438986 + Penalty 3150.750415 = -1618048.688571 nChanged 165 SP:Iteration 24Q (1694.040000 sec): 3 clusters Score: Raw -1621348.936534 + Penalty 3150.750415 = -1618198.186120 nChanged 123 SP:Iteration 25Q (1694.070000 sec): 3 clusters Score: Raw -1621431.545345 + Penalty 3150.750415 = -1618280.794931 nChanged 98 SP:Iteration 26Q (1694.110000 sec): 3 clusters Score: Raw -1621486.085031 + Penalty 3150.750415 = -1618335.334616 nChanged 87 SP:Iteration 27Q (1694.140000 sec): 3 clusters Score: Raw -1621531.200158 + Penalty 3150.750415 = -1618380.449743 nChanged 64 SP:Iteration 28Q (1694.170000 sec): 3 clusters Score: Raw -1621560.693404 + Penalty 3150.750415 = -1618409.942989 nChanged 47 SP:Iteration 29Q (1694.200000 sec): 3 clusters Score: Raw -1621579.034425 + Penalty 3150.750415 = -1618428.284011 nChanged 26 SP:Iteration 30Q (1694.230000 sec): 3 clusters Score: Raw -1621587.580814 + Penalty 3150.750415 = -1618436.830399 nChanged 19 SP:Iteration 31Q (1694.260000 sec): 3 clusters Score: Raw -1621593.030799 + Penalty 3150.750415 = -1618442.280384 nChanged 17 SP:Iteration 32Q (1694.300000 sec): 3 clusters Score: Raw -1621598.135855 + Penalty 3150.750415 = -1618447.385440 nChanged 12 SP:Iteration 33Q (1694.330000 sec): 3 clusters Score: Raw -1621601.376795 + Penalty 3150.750415 = -1618450.626380 nChanged 8 SP:Iteration 34Q (1694.360000 sec): 3 clusters Score: Raw -1621603.325870 + Penalty 3150.750415 = -1618452.575456 nChanged 5 SP:Iteration 35Q (1694.390000 sec): 3 clusters Score: Raw -1621605.181660 + Penalty 3150.750415 = -1618454.431245 nChanged 8 SP:Iteration 36Q (1694.420000 sec): 3 clusters Score: Raw -1621606.961147 + Penalty 3150.750415 = -1618456.210733 nChanged 8 SP:Iteration 37Q (1694.450000 sec): 3 clusters Score: Raw -1621608.401488 + Penalty 3150.750415 = -1618457.651073 nChanged 6 SP:Iteration 38Q (1694.480000 sec): 3 clusters Score: Raw -1621609.521596 + Penalty 3150.750415 = -1618458.771181 nChanged 3 SP:Iteration 39Q (1694.520000 sec): 3 clusters Score: Raw -1621610.695135 + Penalty 3150.750415 = -1618459.944720 nChanged 2 SP:Iteration 40F (1694.550000 sec): 3 clusters Score: Raw -1621611.090842 + Penalty 3150.750415 = -1618460.340427 nChanged 1 SP:Iteration 41Q (1694.580000 sec): 3 clusters Score: Raw -1621611.227665 + Penalty 3150.750415 = -1618460.477251 nChanged 0 SP:Iteration 42F (1694.620000 sec): 3 clusters Score: Raw -1621611.227665 + Penalty 3150.750415 = -1618460.477251 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (155429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1695.090000 sec): 2 clusters Score: Raw -15151433.125393 + Penalty 1942.515951 = -15149490.609442 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1695.520000 sec): 3 clusters Score: Raw -15049104.930384 + Penalty 3885.031902 = -15045219.898482 nChanged 74927 SP:Iteration 1F (1695.920000 sec): 3 clusters Score: Raw -15093235.987862 + Penalty 3885.031902 = -15089350.955960 nChanged 4940 SP:Iteration 2Q (1696.340000 sec): 3 clusters Score: Raw -15094521.090019 + Penalty 3885.031902 = -15090636.058117 nChanged 5483 SP:Iteration 3Q (1696.760000 sec): 3 clusters Score: Raw -15096251.912705 + Penalty 3885.031902 = -15092366.880803 nChanged 6258 SP:Iteration 4Q (1697.170000 sec): 3 clusters Score: Raw -15098741.013740 + Penalty 3885.031902 = -15094855.981837 nChanged 7366 SP:Iteration 5Q (1697.600000 sec): 3 clusters Score: Raw -15102539.497742 + Penalty 3885.031902 = -15098654.465840 nChanged 8581 SP:Iteration 6F (1698.000000 sec): 3 clusters Score: Raw -15108107.347426 + Penalty 3885.031902 = -15104222.315524 nChanged 9622 SP:Iteration 7F (1698.410000 sec): 3 clusters Score: Raw -15115145.262522 + Penalty 3885.031902 = -15111260.230620 nChanged 9368 SP:Iteration 8F (1698.820000 sec): 3 clusters Score: Raw -15121547.019656 + Penalty 3885.031902 = -15117661.987754 nChanged 7785 SP:Iteration 9F (1699.240000 sec): 3 clusters Score: Raw -15125692.872580 + Penalty 3885.031902 = -15121807.840677 nChanged 5640 SP:Iteration 10Q (1699.640000 sec): 3 clusters Score: Raw -15127892.909720 + Penalty 3885.031902 = -15124007.877817 nChanged 3985 SP:Iteration 11Q (1700.030000 sec): 3 clusters Score: Raw -15129128.906065 + Penalty 3885.031902 = -15125243.874163 nChanged 3078 SP:Iteration 12Q (1700.430000 sec): 3 clusters Score: Raw -15130055.890608 + Penalty 3885.031902 = -15126170.858705 nChanged 2900 SP:Iteration 13Q (1700.820000 sec): 3 clusters Score: Raw -15130982.043880 + Penalty 3885.031902 = -15127097.011978 nChanged 2883 SP:Iteration 14Q (1701.220000 sec): 3 clusters Score: Raw -15131958.038188 + Penalty 3885.031902 = -15128073.006286 nChanged 2996 SP:Iteration 15Q (1701.600000 sec): 3 clusters Score: Raw -15133050.502998 + Penalty 3885.031902 = -15129165.471095 nChanged 2988 SP:Iteration 16Q (1701.990000 sec): 3 clusters Score: Raw -15134193.263232 + Penalty 3885.031902 = -15130308.231330 nChanged 3061 SP:Iteration 17Q (1702.370000 sec): 3 clusters Score: Raw -15135429.397026 + Penalty 3885.031902 = -15131544.365124 nChanged 3018 SP:Iteration 18Q (1702.740000 sec): 3 clusters Score: Raw -15136714.987355 + Penalty 3885.031902 = -15132829.955452 nChanged 3036 SP:Iteration 19Q (1703.110000 sec): 3 clusters Score: Raw -15138100.311185 + Penalty 3885.031902 = -15134215.279282 nChanged 2929 SP:Iteration 20F (1703.530000 sec): 3 clusters Score: Raw -15139502.598582 + Penalty 3885.031902 = -15135617.566679 nChanged 2803 SP:Iteration 21Q (1703.880000 sec): 3 clusters Score: Raw -15140893.726317 + Penalty 3885.031902 = -15137008.694414 nChanged 2728 SP:Iteration 22Q (1704.230000 sec): 3 clusters Score: Raw -15142337.166290 + Penalty 3885.031902 = -15138452.134388 nChanged 2533 SP:Iteration 23Q (1704.570000 sec): 3 clusters Score: Raw -15143762.043854 + Penalty 3885.031902 = -15139877.011952 nChanged 2347 SP:Iteration 24Q (1704.900000 sec): 3 clusters Score: Raw -15145175.259365 + Penalty 3885.031902 = -15141290.227463 nChanged 2143 SP:Iteration 25Q (1705.230000 sec): 3 clusters Score: Raw -15146583.916066 + Penalty 3885.031902 = -15142698.884164 nChanged 1899 SP:Iteration 26Q (1705.540000 sec): 3 clusters Score: Raw -15147923.692880 + Penalty 3885.031902 = -15144038.660977 nChanged 1640 SP:Iteration 27Q (1705.850000 sec): 3 clusters Score: Raw -15149155.020944 + Penalty 3885.031902 = -15145269.989041 nChanged 1205 SP:Iteration 28Q (1706.150000 sec): 3 clusters Score: Raw -15150069.784449 + Penalty 3885.031902 = -15146184.752546 nChanged 848 SP:Iteration 29Q (1706.440000 sec): 3 clusters Score: Raw -15150719.907405 + Penalty 3885.031902 = -15146834.875503 nChanged 523 SP:Iteration 30Q (1706.730000 sec): 3 clusters Score: Raw -15151114.155181 + Penalty 3885.031902 = -15147229.123279 nChanged 278 SP:Iteration 31Q (1707.030000 sec): 3 clusters Score: Raw -15151324.523328 + Penalty 3885.031902 = -15147439.491426 nChanged 143 SP:Iteration 32Q (1707.310000 sec): 3 clusters Score: Raw -15151435.989850 + Penalty 3885.031902 = -15147550.957948 nChanged 80 SP:Iteration 33Q (1707.590000 sec): 3 clusters Score: Raw -15151498.883171 + Penalty 3885.031902 = -15147613.851268 nChanged 57 SP:Iteration 34Q (1707.870000 sec): 3 clusters Score: Raw -15151542.159447 + Penalty 3885.031902 = -15147657.127545 nChanged 35 SP:Iteration 35Q (1708.150000 sec): 3 clusters Score: Raw -15151569.118795 + Penalty 3885.031902 = -15147684.086892 nChanged 24 SP:Iteration 36Q (1708.420000 sec): 3 clusters Score: Raw -15151593.423094 + Penalty 3885.031902 = -15147708.391192 nChanged 20 SP:Iteration 37Q (1708.700000 sec): 3 clusters Score: Raw -15151611.755897 + Penalty 3885.031902 = -15147726.723995 nChanged 12 SP:Iteration 38Q (1708.980000 sec): 3 clusters Score: Raw -15151623.740281 + Penalty 3885.031902 = -15147738.708379 nChanged 13 SP:Iteration 39Q (1709.260000 sec): 3 clusters Score: Raw -15151635.084847 + Penalty 3885.031902 = -15147750.052945 nChanged 12 SP:Iteration 40F (1709.650000 sec): 3 clusters Score: Raw -15151645.606655 + Penalty 3885.031902 = -15147760.574753 nChanged 14 SP:Iteration 41Q (1709.930000 sec): 3 clusters Score: Raw -15151659.671350 + Penalty 3885.031902 = -15147774.639447 nChanged 11 SP:Iteration 42Q (1710.200000 sec): 3 clusters Score: Raw -15151670.050690 + Penalty 3885.031902 = -15147785.018788 nChanged 7 SP:Iteration 43Q (1710.480000 sec): 3 clusters Score: Raw -15151676.837812 + Penalty 3885.031902 = -15147791.805910 nChanged 3 SP:Iteration 44Q (1710.760000 sec): 3 clusters Score: Raw -15151679.564569 + Penalty 3885.031902 = -15147794.532667 nChanged 2 SP:Iteration 45Q (1711.030000 sec): 3 clusters Score: Raw -15151680.274188 + Penalty 3885.031902 = -15147795.242285 nChanged 1 SP:Iteration 46Q (1711.310000 sec): 3 clusters Score: Raw -15151680.495938 + Penalty 3885.031902 = -15147795.464036 nChanged 1 SP:Iteration 47Q (1711.580000 sec): 3 clusters Score: Raw -15151680.878795 + Penalty 3885.031902 = -15147795.846893 nChanged 0 SP:Iteration 48F (1711.970000 sec): 3 clusters Score: Raw -15151680.878795 + Penalty 3885.031902 = -15147795.846893 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.070000 sec): 2 clusters Score: Raw -46292.084674 + Penalty 1026.245675 = -45265.838998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.070000 sec): 3 clusters Score: Raw -46315.049088 + Penalty 2052.491350 = -44262.557737 nChanged 136 SP:Iteration 1F (1712.070000 sec): 3 clusters Score: Raw -46639.797613 + Penalty 2052.491350 = -44587.306262 nChanged 36 SP:Iteration 2F (1712.070000 sec): 3 clusters Score: Raw -46727.854573 + Penalty 2052.491350 = -44675.363223 nChanged 19 SP:Iteration 3Q (1712.070000 sec): 3 clusters Score: Raw -46766.547417 + Penalty 2052.491350 = -44714.056067 nChanged 13 SP:Iteration 4Q (1712.080000 sec): 3 clusters Score: Raw -46801.123086 + Penalty 2052.491350 = -44748.631735 nChanged 8 SP:Iteration 5Q (1712.080000 sec): 3 clusters Score: Raw -46819.994145 + Penalty 2052.491350 = -44767.502794 nChanged 5 SP:Iteration 6Q (1712.080000 sec): 3 clusters Score: Raw -46832.135970 + Penalty 2052.491350 = -44779.644620 nChanged 3 SP:Iteration 7Q (1712.080000 sec): 3 clusters Score: Raw -46835.371458 + Penalty 2052.491350 = -44782.880107 nChanged 1 SP:Iteration 8Q (1712.080000 sec): 3 clusters Score: Raw -46838.508647 + Penalty 2052.491350 = -44786.017296 nChanged 0 SP:Iteration 9F (1712.080000 sec): 3 clusters Score: Raw -46838.508647 + Penalty 2052.491350 = -44786.017296 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (8791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.110000 sec): 2 clusters Score: Raw -875607.591549 + Penalty 1475.741109 = -874131.850440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.130000 sec): 3 clusters Score: Raw -870732.735020 + Penalty 2951.482219 = -867781.252801 nChanged 3756 SP:Iteration 1F (1712.150000 sec): 3 clusters Score: Raw -872762.223619 + Penalty 2951.482219 = -869810.741400 nChanged 511 SP:Iteration 2F (1712.170000 sec): 3 clusters Score: Raw -872968.069452 + Penalty 2951.482219 = -870016.587233 nChanged 407 SP:Iteration 3Q (1712.200000 sec): 3 clusters Score: Raw -873153.839589 + Penalty 2951.482219 = -870202.357370 nChanged 416 SP:Iteration 4Q (1712.220000 sec): 3 clusters Score: Raw -873379.087024 + Penalty 2951.482219 = -870427.604806 nChanged 426 SP:Iteration 5Q (1712.240000 sec): 3 clusters Score: Raw -873644.246187 + Penalty 2951.482219 = -870692.763968 nChanged 464 SP:Iteration 6F (1712.260000 sec): 3 clusters Score: Raw -873896.928385 + Penalty 2951.482219 = -870945.446167 nChanged 413 SP:Iteration 7Q (1712.280000 sec): 3 clusters Score: Raw -874117.078559 + Penalty 2951.482219 = -871165.596341 nChanged 457 SP:Iteration 8F (1712.310000 sec): 3 clusters Score: Raw -874355.968762 + Penalty 2951.482219 = -871404.486544 nChanged 398 SP:Iteration 9Q (1712.330000 sec): 3 clusters Score: Raw -874535.840565 + Penalty 2951.482219 = -871584.358347 nChanged 362 SP:Iteration 10Q (1712.350000 sec): 3 clusters Score: Raw -874708.952986 + Penalty 2951.482219 = -871757.470767 nChanged 332 SP:Iteration 11Q (1712.370000 sec): 3 clusters Score: Raw -874869.822549 + Penalty 2951.482219 = -871918.340331 nChanged 290 SP:Iteration 12Q (1712.390000 sec): 3 clusters Score: Raw -875009.036364 + Penalty 2951.482219 = -872057.554146 nChanged 264 SP:Iteration 13Q (1712.410000 sec): 3 clusters Score: Raw -875144.687225 + Penalty 2951.482219 = -872193.205007 nChanged 239 SP:Iteration 14Q (1712.430000 sec): 3 clusters Score: Raw -875268.422098 + Penalty 2951.482219 = -872316.939879 nChanged 220 SP:Iteration 15Q (1712.450000 sec): 3 clusters Score: Raw -875382.706392 + Penalty 2951.482219 = -872431.224173 nChanged 198 SP:Iteration 16Q (1712.470000 sec): 3 clusters Score: Raw -875490.213546 + Penalty 2951.482219 = -872538.731327 nChanged 182 SP:Iteration 17Q (1712.490000 sec): 3 clusters Score: Raw -875586.857560 + Penalty 2951.482219 = -872635.375341 nChanged 139 SP:Iteration 18Q (1712.510000 sec): 3 clusters Score: Raw -875659.172143 + Penalty 2951.482219 = -872707.689924 nChanged 134 SP:Iteration 19Q (1712.540000 sec): 3 clusters Score: Raw -875732.308478 + Penalty 2951.482219 = -872780.826260 nChanged 139 SP:Iteration 20F (1712.560000 sec): 3 clusters Score: Raw -875808.416938 + Penalty 2951.482219 = -872856.934719 nChanged 112 SP:Iteration 21Q (1712.580000 sec): 3 clusters Score: Raw -875866.408987 + Penalty 2951.482219 = -872914.926768 nChanged 87 SP:Iteration 22Q (1712.600000 sec): 3 clusters Score: Raw -875909.278086 + Penalty 2951.482219 = -872957.795867 nChanged 78 SP:Iteration 23Q (1712.620000 sec): 3 clusters Score: Raw -875954.643113 + Penalty 2951.482219 = -873003.160894 nChanged 58 SP:Iteration 24Q (1712.640000 sec): 3 clusters Score: Raw -875986.762276 + Penalty 2951.482219 = -873035.280058 nChanged 47 SP:Iteration 25Q (1712.660000 sec): 3 clusters Score: Raw -876014.697148 + Penalty 2951.482219 = -873063.214930 nChanged 32 SP:Iteration 26Q (1712.680000 sec): 3 clusters Score: Raw -876029.515593 + Penalty 2951.482219 = -873078.033374 nChanged 27 SP:Iteration 27Q (1712.700000 sec): 3 clusters Score: Raw -876041.089713 + Penalty 2951.482219 = -873089.607494 nChanged 17 SP:Iteration 28Q (1712.720000 sec): 3 clusters Score: Raw -876047.008451 + Penalty 2951.482219 = -873095.526232 nChanged 13 SP:Iteration 29Q (1712.740000 sec): 3 clusters Score: Raw -876052.000612 + Penalty 2951.482219 = -873100.518393 nChanged 10 SP:Iteration 30Q (1712.760000 sec): 3 clusters Score: Raw -876056.882249 + Penalty 2951.482219 = -873105.400031 nChanged 12 SP:Iteration 31Q (1712.780000 sec): 3 clusters Score: Raw -876063.400783 + Penalty 2951.482219 = -873111.918564 nChanged 12 SP:Iteration 32Q (1712.800000 sec): 3 clusters Score: Raw -876069.372813 + Penalty 2951.482219 = -873117.890594 nChanged 12 SP:Iteration 33Q (1712.820000 sec): 3 clusters Score: Raw -876074.337275 + Penalty 2951.482219 = -873122.855056 nChanged 8 SP:Iteration 34Q (1712.840000 sec): 3 clusters Score: Raw -876076.281998 + Penalty 2951.482219 = -873124.799779 nChanged 3 SP:Iteration 35Q (1712.860000 sec): 3 clusters Score: Raw -876077.462543 + Penalty 2951.482219 = -873125.980324 nChanged 8 SP:Iteration 36Q (1712.880000 sec): 3 clusters Score: Raw -876079.571131 + Penalty 2951.482219 = -873128.088912 nChanged 6 SP:Iteration 37Q (1712.900000 sec): 3 clusters Score: Raw -876081.251688 + Penalty 2951.482219 = -873129.769469 nChanged 5 SP:Iteration 38Q (1712.910000 sec): 3 clusters Score: Raw -876082.751988 + Penalty 2951.482219 = -873131.269769 nChanged 4 SP:Iteration 39Q (1712.930000 sec): 3 clusters Score: Raw -876083.609724 + Penalty 2951.482219 = -873132.127506 nChanged 3 SP:Iteration 40F (1712.950000 sec): 3 clusters Score: Raw -876084.506960 + Penalty 2951.482219 = -873133.024741 nChanged 5 SP:Iteration 41Q (1712.970000 sec): 3 clusters Score: Raw -876086.102562 + Penalty 2951.482219 = -873134.620344 nChanged 5 SP:Iteration 42Q (1712.990000 sec): 3 clusters Score: Raw -876088.275436 + Penalty 2951.482219 = -873136.793217 nChanged 8 SP:Iteration 43Q (1713.010000 sec): 3 clusters Score: Raw -876090.843874 + Penalty 2951.482219 = -873139.361655 nChanged 5 SP:Iteration 44Q (1713.030000 sec): 3 clusters Score: Raw -876092.189462 + Penalty 2951.482219 = -873140.707243 nChanged 3 SP:Iteration 45Q (1713.050000 sec): 3 clusters Score: Raw -876092.781035 + Penalty 2951.482219 = -873141.298816 nChanged 1 SP:Iteration 46Q (1713.070000 sec): 3 clusters Score: Raw -876093.247650 + Penalty 2951.482219 = -873141.765431 nChanged 3 SP:Iteration 47Q (1713.090000 sec): 3 clusters Score: Raw -876094.200207 + Penalty 2951.482219 = -873142.717989 nChanged 1 SP:Iteration 48Q (1713.110000 sec): 3 clusters Score: Raw -876094.308490 + Penalty 2951.482219 = -873142.826272 nChanged 0 SP:Iteration 49F (1713.130000 sec): 3 clusters Score: Raw -876094.308490 + Penalty 2951.482219 = -873142.826272 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.140000 sec): 2 clusters Score: Raw -24829.428881 + Penalty 914.488431 = -23914.940450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.140000 sec): 3 clusters Score: Raw -24937.483796 + Penalty 1828.976862 = -23108.506934 nChanged 58 SP:Iteration 1F (1713.140000 sec): 3 clusters Score: Raw -25060.896961 + Penalty 1828.976862 = -23231.920099 nChanged 16 SP:Iteration 2F (1713.140000 sec): 3 clusters Score: Raw -25093.278237 + Penalty 1828.976862 = -23264.301375 nChanged 3 SP:Iteration 3Q (1713.140000 sec): 3 clusters Score: Raw -25108.346134 + Penalty 1828.976862 = -23279.369272 nChanged 2 SP:Iteration 4Q (1713.140000 sec): 3 clusters Score: Raw -25112.883466 + Penalty 1828.976862 = -23283.906604 nChanged 1 SP:Iteration 5Q (1713.140000 sec): 3 clusters Score: Raw -25116.120399 + Penalty 1828.976862 = -23287.143537 nChanged 1 SP:Iteration 6Q (1713.140000 sec): 3 clusters Score: Raw -25119.983869 + Penalty 1828.976862 = -23291.007007 nChanged 1 SP:Iteration 7Q (1713.140000 sec): 3 clusters Score: Raw -25120.699829 + Penalty 1828.976862 = -23291.722967 nChanged 1 SP:Iteration 8Q (1713.140000 sec): 3 clusters Score: Raw -25124.549595 + Penalty 1828.976862 = -23295.572733 nChanged 0 SP:Iteration 9F (1713.140000 sec): 3 clusters Score: Raw -25124.549595 + Penalty 1828.976862 = -23295.572733 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (1321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.150000 sec): 2 clusters Score: Raw -122484.934327 + Penalty 1167.748449 = -121317.185878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.150000 sec): 3 clusters Score: Raw -122000.911661 + Penalty 2335.496899 = -119665.414762 nChanged 436 SP:Iteration 1F (1713.150000 sec): 3 clusters Score: Raw -122393.023387 + Penalty 2335.496899 = -120057.526488 nChanged 113 SP:Iteration 2F (1713.160000 sec): 3 clusters Score: Raw -122553.484819 + Penalty 2335.496899 = -120217.987920 nChanged 69 SP:Iteration 3F (1713.160000 sec): 3 clusters Score: Raw -122653.117173 + Penalty 2335.496899 = -120317.620274 nChanged 67 SP:Iteration 4F (1713.170000 sec): 3 clusters Score: Raw -122732.714168 + Penalty 2335.496899 = -120397.217269 nChanged 57 SP:Iteration 5Q (1713.170000 sec): 3 clusters Score: Raw -122799.806908 + Penalty 2335.496899 = -120464.310009 nChanged 44 SP:Iteration 6Q (1713.170000 sec): 3 clusters Score: Raw -122846.355883 + Penalty 2335.496899 = -120510.858984 nChanged 31 SP:Iteration 7Q (1713.170000 sec): 3 clusters Score: Raw -122871.896961 + Penalty 2335.496899 = -120536.400062 nChanged 29 SP:Iteration 8Q (1713.180000 sec): 3 clusters Score: Raw -122901.548092 + Penalty 2335.496899 = -120566.051193 nChanged 30 SP:Iteration 9Q (1713.180000 sec): 3 clusters Score: Raw -122937.088330 + Penalty 2335.496899 = -120601.591431 nChanged 39 SP:Iteration 10Q (1713.180000 sec): 3 clusters Score: Raw -122979.416776 + Penalty 2335.496899 = -120643.919877 nChanged 28 SP:Iteration 11Q (1713.190000 sec): 3 clusters Score: Raw -123009.398719 + Penalty 2335.496899 = -120673.901820 nChanged 21 SP:Iteration 12Q (1713.190000 sec): 3 clusters Score: Raw -123032.149630 + Penalty 2335.496899 = -120696.652731 nChanged 17 SP:Iteration 13Q (1713.190000 sec): 3 clusters Score: Raw -123050.966188 + Penalty 2335.496899 = -120715.469290 nChanged 11 SP:Iteration 14Q (1713.190000 sec): 3 clusters Score: Raw -123066.047961 + Penalty 2335.496899 = -120730.551062 nChanged 9 SP:Iteration 15Q (1713.200000 sec): 3 clusters Score: Raw -123078.187245 + Penalty 2335.496899 = -120742.690346 nChanged 9 SP:Iteration 16Q (1713.200000 sec): 3 clusters Score: Raw -123090.407145 + Penalty 2335.496899 = -120754.910246 nChanged 6 SP:Iteration 17Q (1713.200000 sec): 3 clusters Score: Raw -123100.854148 + Penalty 2335.496899 = -120765.357249 nChanged 8 SP:Iteration 18Q (1713.210000 sec): 3 clusters Score: Raw -123110.935991 + Penalty 2335.496899 = -120775.439092 nChanged 8 SP:Iteration 19Q (1713.210000 sec): 3 clusters Score: Raw -123122.672181 + Penalty 2335.496899 = -120787.175282 nChanged 6 SP:Iteration 20F (1713.210000 sec): 3 clusters Score: Raw -123128.663758 + Penalty 2335.496899 = -120793.166859 nChanged 3 SP:Iteration 21Q (1713.210000 sec): 3 clusters Score: Raw -123135.548502 + Penalty 2335.496899 = -120800.051603 nChanged 8 SP:Iteration 22Q (1713.220000 sec): 3 clusters Score: Raw -123145.934243 + Penalty 2335.496899 = -120810.437344 nChanged 5 SP:Iteration 23Q (1713.220000 sec): 3 clusters Score: Raw -123152.040565 + Penalty 2335.496899 = -120816.543666 nChanged 3 SP:Iteration 24Q (1713.220000 sec): 3 clusters Score: Raw -123153.255974 + Penalty 2335.496899 = -120817.759075 nChanged 0 SP:Iteration 25F (1713.230000 sec): 3 clusters Score: Raw -123153.255974 + Penalty 2335.496899 = -120817.759075 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.230000 sec): 2 clusters Score: Raw -44103.744147 + Penalty 1012.772803 = -43090.971344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.230000 sec): 3 clusters Score: Raw -44047.264066 + Penalty 2025.545605 = -42021.718461 nChanged 104 SP:Iteration 1F (1713.230000 sec): 3 clusters Score: Raw -44232.280515 + Penalty 2025.545605 = -42206.734910 nChanged 31 SP:Iteration 2F (1713.230000 sec): 3 clusters Score: Raw -44292.858008 + Penalty 2025.545605 = -42267.312403 nChanged 11 SP:Iteration 3Q (1713.230000 sec): 3 clusters Score: Raw -44310.628515 + Penalty 2025.545605 = -42285.082910 nChanged 8 SP:Iteration 4Q (1713.240000 sec): 3 clusters Score: Raw -44324.467550 + Penalty 2025.545605 = -42298.921945 nChanged 8 SP:Iteration 5Q (1713.240000 sec): 3 clusters Score: Raw -44335.150466 + Penalty 2025.545605 = -42309.604861 nChanged 7 SP:Iteration 6Q (1713.240000 sec): 3 clusters Score: Raw -44347.093894 + Penalty 2025.545605 = -42321.548288 nChanged 4 SP:Iteration 7Q (1713.240000 sec): 3 clusters Score: Raw -44351.836310 + Penalty 2025.545605 = -42326.290704 nChanged 3 SP:Iteration 8Q (1713.240000 sec): 3 clusters Score: Raw -44356.125335 + Penalty 2025.545605 = -42330.579730 nChanged 2 SP:Iteration 9Q (1713.240000 sec): 3 clusters Score: Raw -44358.650116 + Penalty 2025.545605 = -42333.104510 nChanged 1 SP:Iteration 10Q (1713.240000 sec): 3 clusters Score: Raw -44359.688024 + Penalty 2025.545605 = -42334.142419 nChanged 1 SP:Iteration 11Q (1713.250000 sec): 3 clusters Score: Raw -44361.714582 + Penalty 2025.545605 = -42336.168977 nChanged 2 SP:Iteration 12Q (1713.250000 sec): 3 clusters Score: Raw -44363.876087 + Penalty 2025.545605 = -42338.330481 nChanged 2 SP:Iteration 13Q (1713.250000 sec): 3 clusters Score: Raw -44366.329807 + Penalty 2025.545605 = -42340.784202 nChanged 0 SP:Iteration 14F (1713.250000 sec): 3 clusters Score: Raw -44366.329807 + Penalty 2025.545605 = -42340.784202 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.250000 sec): 2 clusters Score: Raw -54113.922509 + Penalty 1030.594731 = -53083.327778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.250000 sec): 3 clusters Score: Raw -54028.965950 + Penalty 2061.189461 = -51967.776489 nChanged 151 SP:Iteration 1F (1713.250000 sec): 3 clusters Score: Raw -54215.935579 + Penalty 2061.189461 = -52154.746118 nChanged 36 SP:Iteration 2F (1713.250000 sec): 3 clusters Score: Raw -54255.342368 + Penalty 2061.189461 = -52194.152907 nChanged 12 SP:Iteration 3Q (1713.260000 sec): 3 clusters Score: Raw -54274.858921 + Penalty 2061.189461 = -52213.669460 nChanged 7 SP:Iteration 4Q (1713.260000 sec): 3 clusters Score: Raw -54285.989079 + Penalty 2061.189461 = -52224.799618 nChanged 7 SP:Iteration 5Q (1713.260000 sec): 3 clusters Score: Raw -54298.755136 + Penalty 2061.189461 = -52237.565675 nChanged 3 SP:Iteration 6Q (1713.260000 sec): 3 clusters Score: Raw -54304.660891 + Penalty 2061.189461 = -52243.471429 nChanged 2 SP:Iteration 7Q (1713.260000 sec): 3 clusters Score: Raw -54306.623803 + Penalty 2061.189461 = -52245.434342 nChanged 0 SP:Iteration 8F (1713.260000 sec): 3 clusters Score: Raw -54306.623803 + Penalty 2061.189461 = -52245.434342 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (266 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.270000 sec): 2 clusters Score: Raw -23985.500784 + Penalty 907.318150 = -23078.182634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.270000 sec): 3 clusters Score: Raw -24032.536669 + Penalty 1814.636300 = -22217.900369 nChanged 45 SP:Iteration 1F (1713.270000 sec): 3 clusters Score: Raw -24137.986356 + Penalty 1814.636300 = -22323.350056 nChanged 7 SP:Iteration 2Q (1713.270000 sec): 3 clusters Score: Raw -24156.758829 + Penalty 1814.636300 = -22342.122529 nChanged 2 SP:Iteration 3Q (1713.270000 sec): 3 clusters Score: Raw -24162.180084 + Penalty 1814.636300 = -22347.543784 nChanged 1 SP:Iteration 4Q (1713.270000 sec): 3 clusters Score: Raw -24165.487427 + Penalty 1814.636300 = -22350.851127 nChanged 1 SP:Iteration 5Q (1713.270000 sec): 3 clusters Score: Raw -24170.092742 + Penalty 1814.636300 = -22355.456442 nChanged 1 SP:Iteration 6Q (1713.270000 sec): 3 clusters Score: Raw -24172.994684 + Penalty 1814.636300 = -22358.358384 nChanged 0 SP:Iteration 7F (1713.270000 sec): 3 clusters Score: Raw -24172.994684 + Penalty 1814.636300 = -22358.358384 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.270000 sec): 2 clusters Score: Raw -64272.102547 + Penalty 1061.030561 = -63211.071985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.280000 sec): 3 clusters Score: Raw -64142.482226 + Penalty 2122.061122 = -62020.421104 nChanged 178 SP:Iteration 1F (1713.280000 sec): 3 clusters Score: Raw -64353.155483 + Penalty 2122.061122 = -62231.094361 nChanged 49 SP:Iteration 2F (1713.280000 sec): 3 clusters Score: Raw -64415.196435 + Penalty 2122.061122 = -62293.135313 nChanged 18 SP:Iteration 3Q (1713.280000 sec): 3 clusters Score: Raw -64436.414966 + Penalty 2122.061122 = -62314.353844 nChanged 18 SP:Iteration 4Q (1713.280000 sec): 3 clusters Score: Raw -64458.458668 + Penalty 2122.061122 = -62336.397546 nChanged 9 SP:Iteration 5Q (1713.290000 sec): 3 clusters Score: Raw -64468.057192 + Penalty 2122.061122 = -62345.996069 nChanged 8 SP:Iteration 6Q (1713.290000 sec): 3 clusters Score: Raw -64475.711401 + Penalty 2122.061122 = -62353.650279 nChanged 8 SP:Iteration 7Q (1713.290000 sec): 3 clusters Score: Raw -64481.891694 + Penalty 2122.061122 = -62359.830572 nChanged 5 SP:Iteration 8Q (1713.290000 sec): 3 clusters Score: Raw -64486.829373 + Penalty 2122.061122 = -62364.768250 nChanged 5 SP:Iteration 9Q (1713.290000 sec): 3 clusters Score: Raw -64494.097057 + Penalty 2122.061122 = -62372.035935 nChanged 5 SP:Iteration 10Q (1713.290000 sec): 3 clusters Score: Raw -64501.717269 + Penalty 2122.061122 = -62379.656147 nChanged 5 SP:Iteration 11Q (1713.290000 sec): 3 clusters Score: Raw -64505.958047 + Penalty 2122.061122 = -62383.896924 nChanged 4 SP:Iteration 12Q (1713.300000 sec): 3 clusters Score: Raw -64513.347888 + Penalty 2122.061122 = -62391.286766 nChanged 4 SP:Iteration 13Q (1713.300000 sec): 3 clusters Score: Raw -64522.519978 + Penalty 2122.061122 = -62400.458856 nChanged 6 SP:Iteration 14Q (1713.300000 sec): 3 clusters Score: Raw -64530.927588 + Penalty 2122.061122 = -62408.866466 nChanged 5 SP:Iteration 15Q (1713.300000 sec): 3 clusters Score: Raw -64536.425435 + Penalty 2122.061122 = -62414.364313 nChanged 6 SP:Iteration 16Q (1713.300000 sec): 3 clusters Score: Raw -64542.360917 + Penalty 2122.061122 = -62420.299794 nChanged 6 SP:Iteration 17Q (1713.310000 sec): 3 clusters Score: Raw -64548.470431 + Penalty 2122.061122 = -62426.409308 nChanged 3 SP:Iteration 18Q (1713.310000 sec): 3 clusters Score: Raw -64551.463624 + Penalty 2122.061122 = -62429.402501 nChanged 4 SP:Iteration 19Q (1713.310000 sec): 3 clusters Score: Raw -64558.686197 + Penalty 2122.061122 = -62436.625075 nChanged 8 SP:Iteration 20F (1713.310000 sec): 3 clusters Score: Raw -64577.149262 + Penalty 2122.061122 = -62455.088140 nChanged 12 SP:Iteration 21Q (1713.310000 sec): 3 clusters Score: Raw -64593.707700 + Penalty 2122.061122 = -62471.646578 nChanged 7 SP:Iteration 22Q (1713.310000 sec): 3 clusters Score: Raw -64602.387464 + Penalty 2122.061122 = -62480.326341 nChanged 5 SP:Iteration 23Q (1713.310000 sec): 3 clusters Score: Raw -64608.860515 + Penalty 2122.061122 = -62486.799393 nChanged 7 SP:Iteration 24Q (1713.310000 sec): 3 clusters Score: Raw -64614.942324 + Penalty 2122.061122 = -62492.881202 nChanged 5 SP:Iteration 25Q (1713.320000 sec): 3 clusters Score: Raw -64618.318878 + Penalty 2122.061122 = -62496.257756 nChanged 1 SP:Iteration 26Q (1713.320000 sec): 3 clusters Score: Raw -64618.988160 + Penalty 2122.061122 = -62496.927038 nChanged 1 SP:Iteration 27Q (1713.320000 sec): 3 clusters Score: Raw -64620.375439 + Penalty 2122.061122 = -62498.314317 nChanged 5 SP:Iteration 28Q (1713.320000 sec): 3 clusters Score: Raw -64625.707674 + Penalty 2122.061122 = -62503.646551 nChanged 4 SP:Iteration 29Q (1713.320000 sec): 3 clusters Score: Raw -64631.063266 + Penalty 2122.061122 = -62509.002143 nChanged 1 SP:Iteration 30Q (1713.330000 sec): 3 clusters Score: Raw -64632.207270 + Penalty 2122.061122 = -62510.146147 nChanged 1 SP:Iteration 31Q (1713.330000 sec): 3 clusters Score: Raw -64632.937832 + Penalty 2122.061122 = -62510.876710 nChanged 0 SP:Iteration 32F (1713.330000 sec): 3 clusters Score: Raw -64632.937832 + Penalty 2122.061122 = -62510.876710 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1713.330000 sec): 2 clusters Score: Raw -15392.424714 + Penalty 838.346486 = -14554.078228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1713.330000 sec): 3 clusters Score: Raw -15490.395644 + Penalty 1676.692972 = -13813.702672 nChanged 13 SP:Iteration 1F (1713.330000 sec): 3 clusters Score: Raw -15529.328665 + Penalty 1676.692972 = -13852.635692 nChanged 2 SP:Iteration 2Q (1713.330000 sec): 3 clusters Score: Raw -15538.756092 + Penalty 1676.692972 = -13862.063120 nChanged 1 SP:Iteration 3Q (1713.330000 sec): 3 clusters Score: Raw -15543.134770 + Penalty 1676.692972 = -13866.441798 nChanged 0 SP:Iteration 4F (1713.330000 sec): 3 clusters Score: Raw -15543.134770 + Penalty 1676.692972 = -13866.441798 nChanged 0 ------ Evaluating fit on full set of 2463228 points ------ Score: Raw -235198326.150203 + Penalty 59787.744424 = -235138538.405779 Time taken for this iteration:1744.720000 seconds. 20->26 Clusters: Score -235138538.405779, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... Memory request: 1.84 GB would take us to total of 7.37 GB. ------ Running on subset of 821076 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 17 (516 points): Lose 25.590175 but Gain 2212.985280 Iteration 0F (1783.780000 sec): 20 clusters Score: Raw -71229133.142873 + Penalty 42046.720321 = -71187086.422552 nChanged 777418 Deleting Class 5 (215 points): Lose 191.622355 but Gain 2212.985280 Iteration 1F (1797.450000 sec): 19 clusters Score: Raw -77070975.059267 + Penalty 39833.735041 = -77031141.324226 nChanged 175464 Deleting Class 12 (289 points): Lose 349.555028 but Gain 2212.985280 Iteration 2F (1810.460000 sec): 18 clusters Score: Raw -77428022.012746 + Penalty 37620.749761 = -77390401.262986 nChanged 122646 Deleting Class 3 (369 points): Lose 604.237394 but Gain 2212.985280 Iteration 3F (1823.010000 sec): 17 clusters Score: Raw -77766652.829855 + Penalty 35407.764481 = -77731245.065374 nChanged 103199 Deleting Class 1 (534 points): Lose 846.120206 but Gain 2212.985280 Iteration 4F (1834.790000 sec): 16 clusters Score: Raw -77879136.656643 + Penalty 33194.779201 = -77845941.877442 nChanged 84343 Iteration 5F (1845.960000 sec): 16 clusters Score: Raw -77953518.047813 + Penalty 33194.779201 = -77920323.268612 nChanged 66044 Iteration 6F (1857.070000 sec): 16 clusters Score: Raw -78006455.440943 + Penalty 33194.779201 = -77973260.661742 nChanged 48679 Iteration 7F (1868.050000 sec): 16 clusters Score: Raw -78041380.783910 + Penalty 33194.779201 = -78008186.004709 nChanged 36072 Iteration 8Q (1872.120000 sec): 16 clusters Score: Raw -78064776.609790 + Penalty 33194.779201 = -78031581.830589 nChanged 28106 Iteration 9Q (1875.910000 sec): 16 clusters Score: Raw -78082364.273931 + Penalty 33194.779201 = -78049169.494730 nChanged 23682 Iteration 10Q (1879.590000 sec): 16 clusters Score: Raw -78098272.745457 + Penalty 33194.779201 = -78065077.966257 nChanged 21949 Iteration 11Q (1883.170000 sec): 16 clusters Score: Raw -78113831.343179 + Penalty 33194.779201 = -78080636.563978 nChanged 21201 Iteration 12Q (1886.590000 sec): 16 clusters Score: Raw -78129173.056006 + Penalty 33194.779201 = -78095978.276805 nChanged 20977 Iteration 13Q (1889.850000 sec): 16 clusters Score: Raw -78143900.313529 + Penalty 33194.779201 = -78110705.534328 nChanged 20438 Iteration 14Q (1893.150000 sec): 16 clusters Score: Raw -78156048.434078 + Penalty 33194.779201 = -78122853.654877 nChanged 19077 Iteration 15Q (1896.410000 sec): 16 clusters Score: Raw -78165910.618022 + Penalty 33194.779201 = -78132715.838821 nChanged 16951 Iteration 16Q (1899.610000 sec): 16 clusters Score: Raw -78173649.933293 + Penalty 33194.779201 = -78140455.154092 nChanged 14909 Iteration 17Q (1902.750000 sec): 16 clusters Score: Raw -78179543.679095 + Penalty 33194.779201 = -78146348.899894 nChanged 12932 Iteration 18Q (1905.860000 sec): 16 clusters Score: Raw -78183918.902626 + Penalty 33194.779201 = -78150724.123425 nChanged 11048 Iteration 19Q (1908.930000 sec): 16 clusters Score: Raw -78187216.497696 + Penalty 33194.779201 = -78154021.718495 nChanged 9594 Writing temp clu file Compute initial score before splitting: Score: Raw -78187216.497696 + Penalty 33194.779201 = -78154021.718495 Memory request: 0.01 GB would take us to total of 7.38 GB. Trying to split cluster 2 (3083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.050000 sec): 2 clusters Score: Raw -251614.342982 + Penalty 1305.469495 = -250308.873488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.050000 sec): 3 clusters Score: Raw -250245.415759 + Penalty 2610.938989 = -247634.476770 nChanged 1253 SP:Iteration 1F (1909.060000 sec): 3 clusters Score: Raw -252286.058494 + Penalty 2610.938989 = -249675.119505 nChanged 462 SP:Iteration 2F (1909.070000 sec): 3 clusters Score: Raw -254060.292318 + Penalty 2610.938989 = -251449.353329 nChanged 476 SP:Iteration 3F (1909.080000 sec): 3 clusters Score: Raw -255951.104846 + Penalty 2610.938989 = -253340.165857 nChanged 286 SP:Iteration 4F (1909.080000 sec): 3 clusters Score: Raw -257296.508951 + Penalty 2610.938989 = -254685.569962 nChanged 99 SP:Iteration 5Q (1909.090000 sec): 3 clusters Score: Raw -257746.737361 + Penalty 2610.938989 = -255135.798371 nChanged 39 SP:Iteration 6Q (1909.100000 sec): 3 clusters Score: Raw -257887.900417 + Penalty 2610.938989 = -255276.961427 nChanged 40 SP:Iteration 7Q (1909.100000 sec): 3 clusters Score: Raw -258078.628132 + Penalty 2610.938989 = -255467.689143 nChanged 24 SP:Iteration 8Q (1909.100000 sec): 3 clusters Score: Raw -258148.466930 + Penalty 2610.938989 = -255537.527941 nChanged 19 SP:Iteration 9Q (1909.110000 sec): 3 clusters Score: Raw -258179.216846 + Penalty 2610.938989 = -255568.277857 nChanged 18 SP:Iteration 10Q (1909.120000 sec): 3 clusters Score: Raw -258201.257793 + Penalty 2610.938989 = -255590.318803 nChanged 15 SP:Iteration 11Q (1909.120000 sec): 3 clusters Score: Raw -258217.914284 + Penalty 2610.938989 = -255606.975295 nChanged 10 SP:Iteration 12Q (1909.130000 sec): 3 clusters Score: Raw -258228.214065 + Penalty 2610.938989 = -255617.275076 nChanged 14 SP:Iteration 13Q (1909.130000 sec): 3 clusters Score: Raw -258244.788892 + Penalty 2610.938989 = -255633.849903 nChanged 22 SP:Iteration 14Q (1909.140000 sec): 3 clusters Score: Raw -258285.796381 + Penalty 2610.938989 = -255674.857392 nChanged 29 SP:Iteration 15Q (1909.140000 sec): 3 clusters Score: Raw -258357.498704 + Penalty 2610.938989 = -255746.559715 nChanged 26 SP:Iteration 16Q (1909.150000 sec): 3 clusters Score: Raw -258419.809736 + Penalty 2610.938989 = -255808.870747 nChanged 26 SP:Iteration 17Q (1909.150000 sec): 3 clusters Score: Raw -258471.929346 + Penalty 2610.938989 = -255860.990357 nChanged 13 SP:Iteration 18Q (1909.160000 sec): 3 clusters Score: Raw -258510.432896 + Penalty 2610.938989 = -255899.493907 nChanged 18 SP:Iteration 19Q (1909.160000 sec): 3 clusters Score: Raw -258567.542702 + Penalty 2610.938989 = -255956.603713 nChanged 17 SP:Iteration 20F (1909.170000 sec): 3 clusters Score: Raw -258775.244107 + Penalty 2610.938989 = -256164.305118 nChanged 73 SP:Iteration 21Q (1909.180000 sec): 3 clusters Score: Raw -259723.312520 + Penalty 2610.938989 = -257112.373530 nChanged 31 SP:Iteration 22Q (1909.180000 sec): 3 clusters Score: Raw -260160.059243 + Penalty 2610.938989 = -257549.120254 nChanged 19 SP:Iteration 23Q (1909.190000 sec): 3 clusters Score: Raw -260196.152756 + Penalty 2610.938989 = -257585.213767 nChanged 3 SP:Iteration 24Q (1909.190000 sec): 3 clusters Score: Raw -260198.480623 + Penalty 2610.938989 = -257587.541634 nChanged 1 SP:Iteration 25Q (1909.200000 sec): 3 clusters Score: Raw -260198.900883 + Penalty 2610.938989 = -257587.961894 nChanged 1 SP:Iteration 26Q (1909.200000 sec): 3 clusters Score: Raw -260199.366532 + Penalty 2610.938989 = -257588.427543 nChanged 2 SP:Iteration 27Q (1909.210000 sec): 3 clusters Score: Raw -260200.525538 + Penalty 2610.938989 = -257589.586549 nChanged 1 SP:Iteration 28Q (1909.210000 sec): 3 clusters Score: Raw -260200.928258 + Penalty 2610.938989 = -257589.989269 nChanged 0 SP:Iteration 29F (1909.220000 sec): 3 clusters Score: Raw -260200.928258 + Penalty 2610.938989 = -257589.989269 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 7.38 GB. Trying to split cluster 4 (22849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.320000 sec): 2 clusters Score: Raw -2265207.320993 + Penalty 1630.957678 = -2263576.363315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.380000 sec): 3 clusters Score: Raw -2251433.231770 + Penalty 3261.915355 = -2248171.316415 nChanged 10306 SP:Iteration 1F (1909.440000 sec): 3 clusters Score: Raw -2257375.452829 + Penalty 3261.915355 = -2254113.537474 nChanged 1384 SP:Iteration 2F (1909.490000 sec): 3 clusters Score: Raw -2258157.855142 + Penalty 3261.915355 = -2254895.939786 nChanged 1469 SP:Iteration 3F (1909.550000 sec): 3 clusters Score: Raw -2258992.305624 + Penalty 3261.915355 = -2255730.390269 nChanged 1491 SP:Iteration 4F (1909.610000 sec): 3 clusters Score: Raw -2259813.073250 + Penalty 3261.915355 = -2256551.157895 nChanged 1418 SP:Iteration 5F (1909.670000 sec): 3 clusters Score: Raw -2260602.381880 + Penalty 3261.915355 = -2257340.466524 nChanged 1392 SP:Iteration 6F (1909.730000 sec): 3 clusters Score: Raw -2261431.786044 + Penalty 3261.915355 = -2258169.870689 nChanged 1303 SP:Iteration 7F (1909.790000 sec): 3 clusters Score: Raw -2262224.469391 + Penalty 3261.915355 = -2258962.554036 nChanged 1190 SP:Iteration 8F (1909.840000 sec): 3 clusters Score: Raw -2262991.896965 + Penalty 3261.915355 = -2259729.981610 nChanged 1102 SP:Iteration 9Q (1909.900000 sec): 3 clusters Score: Raw -2263784.958047 + Penalty 3261.915355 = -2260523.042692 nChanged 986 SP:Iteration 10Q (1909.950000 sec): 3 clusters Score: Raw -2264527.610111 + Penalty 3261.915355 = -2261265.694755 nChanged 804 SP:Iteration 11Q (1910.010000 sec): 3 clusters Score: Raw -2265212.462856 + Penalty 3261.915355 = -2261950.547501 nChanged 650 SP:Iteration 12Q (1910.060000 sec): 3 clusters Score: Raw -2265926.034156 + Penalty 3261.915355 = -2262664.118801 nChanged 554 SP:Iteration 13Q (1910.110000 sec): 3 clusters Score: Raw -2266685.467141 + Penalty 3261.915355 = -2263423.551786 nChanged 424 SP:Iteration 14Q (1910.160000 sec): 3 clusters Score: Raw -2267220.822412 + Penalty 3261.915355 = -2263958.907056 nChanged 361 SP:Iteration 15Q (1910.210000 sec): 3 clusters Score: Raw -2267453.671344 + Penalty 3261.915355 = -2264191.755988 nChanged 304 SP:Iteration 16Q (1910.250000 sec): 3 clusters Score: Raw -2267565.139079 + Penalty 3261.915355 = -2264303.223724 nChanged 226 SP:Iteration 17Q (1910.300000 sec): 3 clusters Score: Raw -2267643.944305 + Penalty 3261.915355 = -2264382.028950 nChanged 225 SP:Iteration 18Q (1910.350000 sec): 3 clusters Score: Raw -2267723.065180 + Penalty 3261.915355 = -2264461.149825 nChanged 226 SP:Iteration 19Q (1910.390000 sec): 3 clusters Score: Raw -2267811.429567 + Penalty 3261.915355 = -2264549.514212 nChanged 282 SP:Iteration 20F (1910.450000 sec): 3 clusters Score: Raw -2267932.594026 + Penalty 3261.915355 = -2264670.678671 nChanged 315 SP:Iteration 21Q (1910.490000 sec): 3 clusters Score: Raw -2268087.559622 + Penalty 3261.915355 = -2264825.644266 nChanged 338 SP:Iteration 22Q (1910.540000 sec): 3 clusters Score: Raw -2268277.350889 + Penalty 3261.915355 = -2265015.435534 nChanged 384 SP:Iteration 23Q (1910.590000 sec): 3 clusters Score: Raw -2268509.409341 + Penalty 3261.915355 = -2265247.493986 nChanged 418 SP:Iteration 24Q (1910.630000 sec): 3 clusters Score: Raw -2268779.911044 + Penalty 3261.915355 = -2265517.995689 nChanged 431 SP:Iteration 25Q (1910.680000 sec): 3 clusters Score: Raw -2269060.315238 + Penalty 3261.915355 = -2265798.399883 nChanged 403 SP:Iteration 26Q (1910.720000 sec): 3 clusters Score: Raw -2269322.655962 + Penalty 3261.915355 = -2266060.740607 nChanged 384 SP:Iteration 27Q (1910.770000 sec): 3 clusters Score: Raw -2269550.911454 + Penalty 3261.915355 = -2266288.996099 nChanged 346 SP:Iteration 28Q (1910.810000 sec): 3 clusters Score: Raw -2269744.155146 + Penalty 3261.915355 = -2266482.239791 nChanged 300 SP:Iteration 29Q (1910.860000 sec): 3 clusters Score: Raw -2269887.815545 + Penalty 3261.915355 = -2266625.900190 nChanged 236 SP:Iteration 30Q (1910.900000 sec): 3 clusters Score: Raw -2269978.432528 + Penalty 3261.915355 = -2266716.517172 nChanged 188 SP:Iteration 31Q (1910.950000 sec): 3 clusters Score: Raw -2270031.932772 + Penalty 3261.915355 = -2266770.017417 nChanged 134 SP:Iteration 32Q (1910.990000 sec): 3 clusters Score: Raw -2270062.662895 + Penalty 3261.915355 = -2266800.747539 nChanged 91 SP:Iteration 33Q (1911.030000 sec): 3 clusters Score: Raw -2270079.285710 + Penalty 3261.915355 = -2266817.370354 nChanged 74 SP:Iteration 34Q (1911.070000 sec): 3 clusters Score: Raw -2270092.522813 + Penalty 3261.915355 = -2266830.607457 nChanged 52 SP:Iteration 35Q (1911.120000 sec): 3 clusters Score: Raw -2270098.118043 + Penalty 3261.915355 = -2266836.202688 nChanged 32 SP:Iteration 36Q (1911.160000 sec): 3 clusters Score: Raw -2270102.192444 + Penalty 3261.915355 = -2266840.277089 nChanged 27 SP:Iteration 37Q (1911.200000 sec): 3 clusters Score: Raw -2270104.706289 + Penalty 3261.915355 = -2266842.790933 nChanged 24 SP:Iteration 38Q (1911.250000 sec): 3 clusters Score: Raw -2270106.612875 + Penalty 3261.915355 = -2266844.697519 nChanged 17 SP:Iteration 39Q (1911.290000 sec): 3 clusters Score: Raw -2270108.144115 + Penalty 3261.915355 = -2266846.228760 nChanged 10 SP:Iteration 40F (1911.350000 sec): 3 clusters Score: Raw -2270110.360071 + Penalty 3261.915355 = -2266848.444716 nChanged 9 SP:Iteration 41Q (1911.390000 sec): 3 clusters Score: Raw -2270110.990595 + Penalty 3261.915355 = -2266849.075239 nChanged 6 SP:Iteration 42Q (1911.440000 sec): 3 clusters Score: Raw -2270111.336676 + Penalty 3261.915355 = -2266849.421321 nChanged 3 SP:Iteration 43Q (1911.490000 sec): 3 clusters Score: Raw -2270111.478835 + Penalty 3261.915355 = -2266849.563480 nChanged 2 SP:Iteration 44Q (1911.540000 sec): 3 clusters Score: Raw -2270111.562812 + Penalty 3261.915355 = -2266849.647456 nChanged 2 SP:Iteration 45Q (1911.580000 sec): 3 clusters Score: Raw -2270111.601418 + Penalty 3261.915355 = -2266849.686062 nChanged 1 SP:Iteration 46Q (1911.630000 sec): 3 clusters Score: Raw -2270111.630367 + Penalty 3261.915355 = -2266849.715012 nChanged 2 SP:Iteration 47Q (1911.680000 sec): 3 clusters Score: Raw -2270111.675990 + Penalty 3261.915355 = -2266849.760635 nChanged 3 SP:Iteration 48Q (1911.720000 sec): 3 clusters Score: Raw -2270111.812155 + Penalty 3261.915355 = -2266849.896800 nChanged 1 SP:Iteration 49Q (1911.770000 sec): 3 clusters Score: Raw -2270111.878675 + Penalty 3261.915355 = -2266849.963319 nChanged 1 SP:Iteration 50Q (1911.820000 sec): 3 clusters Score: Raw -2270111.920309 + Penalty 3261.915355 = -2266850.004954 nChanged 0 SP:Iteration 51F (1911.870000 sec): 3 clusters Score: Raw -2270111.920309 + Penalty 3261.915355 = -2266850.004954 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 3. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (8018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1911.910000 sec): 2 clusters Score: Raw -729184.515997 + Penalty 1460.784698 = -727723.731299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1911.930000 sec): 3 clusters Score: Raw -724763.937121 + Penalty 2921.569395 = -721842.367726 nChanged 3410 SP:Iteration 1F (1911.950000 sec): 3 clusters Score: Raw -726718.897982 + Penalty 2921.569395 = -723797.328587 nChanged 561 SP:Iteration 2F (1911.970000 sec): 3 clusters Score: Raw -727029.479681 + Penalty 2921.569395 = -724107.910286 nChanged 479 SP:Iteration 3F (1911.990000 sec): 3 clusters Score: Raw -727383.728563 + Penalty 2921.569395 = -724462.159167 nChanged 510 SP:Iteration 4F (1912.010000 sec): 3 clusters Score: Raw -727849.773851 + Penalty 2921.569395 = -724928.204456 nChanged 577 SP:Iteration 5F (1912.030000 sec): 3 clusters Score: Raw -728394.968902 + Penalty 2921.569395 = -725473.399507 nChanged 558 SP:Iteration 6F (1912.040000 sec): 3 clusters Score: Raw -728862.154761 + Penalty 2921.569395 = -725940.585366 nChanged 509 SP:Iteration 7F (1912.060000 sec): 3 clusters Score: Raw -729218.270111 + Penalty 2921.569395 = -726296.700716 nChanged 337 SP:Iteration 8Q (1912.080000 sec): 3 clusters Score: Raw -729427.964450 + Penalty 2921.569395 = -726506.395054 nChanged 238 SP:Iteration 9Q (1912.100000 sec): 3 clusters Score: Raw -729537.355054 + Penalty 2921.569395 = -726615.785659 nChanged 160 SP:Iteration 10Q (1912.120000 sec): 3 clusters Score: Raw -729601.887787 + Penalty 2921.569395 = -726680.318392 nChanged 132 SP:Iteration 11Q (1912.140000 sec): 3 clusters Score: Raw -729646.221187 + Penalty 2921.569395 = -726724.651792 nChanged 97 SP:Iteration 12Q (1912.160000 sec): 3 clusters Score: Raw -729677.030877 + Penalty 2921.569395 = -726755.461481 nChanged 84 SP:Iteration 13Q (1912.180000 sec): 3 clusters Score: Raw -729699.929617 + Penalty 2921.569395 = -726778.360221 nChanged 59 SP:Iteration 14Q (1912.200000 sec): 3 clusters Score: Raw -729715.170442 + Penalty 2921.569395 = -726793.601047 nChanged 52 SP:Iteration 15Q (1912.220000 sec): 3 clusters Score: Raw -729728.722335 + Penalty 2921.569395 = -726807.152940 nChanged 47 SP:Iteration 16Q (1912.230000 sec): 3 clusters Score: Raw -729742.656947 + Penalty 2921.569395 = -726821.087552 nChanged 47 SP:Iteration 17Q (1912.250000 sec): 3 clusters Score: Raw -729753.806181 + Penalty 2921.569395 = -726832.236786 nChanged 31 SP:Iteration 18Q (1912.270000 sec): 3 clusters Score: Raw -729760.172093 + Penalty 2921.569395 = -726838.602697 nChanged 27 SP:Iteration 19Q (1912.290000 sec): 3 clusters Score: Raw -729765.187760 + Penalty 2921.569395 = -726843.618365 nChanged 29 SP:Iteration 20F (1912.310000 sec): 3 clusters Score: Raw -729770.034211 + Penalty 2921.569395 = -726848.464816 nChanged 21 SP:Iteration 21Q (1912.330000 sec): 3 clusters Score: Raw -729773.649586 + Penalty 2921.569395 = -726852.080191 nChanged 17 SP:Iteration 22Q (1912.350000 sec): 3 clusters Score: Raw -729776.108016 + Penalty 2921.569395 = -726854.538620 nChanged 14 SP:Iteration 23Q (1912.370000 sec): 3 clusters Score: Raw -729778.010727 + Penalty 2921.569395 = -726856.441332 nChanged 12 SP:Iteration 24Q (1912.390000 sec): 3 clusters Score: Raw -729779.810459 + Penalty 2921.569395 = -726858.241064 nChanged 10 SP:Iteration 25Q (1912.410000 sec): 3 clusters Score: Raw -729781.060169 + Penalty 2921.569395 = -726859.490774 nChanged 10 SP:Iteration 26Q (1912.430000 sec): 3 clusters Score: Raw -729782.554955 + Penalty 2921.569395 = -726860.985560 nChanged 13 SP:Iteration 27Q (1912.450000 sec): 3 clusters Score: Raw -729785.100832 + Penalty 2921.569395 = -726863.531437 nChanged 14 SP:Iteration 28Q (1912.470000 sec): 3 clusters Score: Raw -729788.022847 + Penalty 2921.569395 = -726866.453451 nChanged 16 SP:Iteration 29Q (1912.490000 sec): 3 clusters Score: Raw -729791.169103 + Penalty 2921.569395 = -726869.599708 nChanged 9 SP:Iteration 30Q (1912.510000 sec): 3 clusters Score: Raw -729792.979834 + Penalty 2921.569395 = -726871.410439 nChanged 11 SP:Iteration 31Q (1912.530000 sec): 3 clusters Score: Raw -729795.522612 + Penalty 2921.569395 = -726873.953217 nChanged 9 SP:Iteration 32Q (1912.540000 sec): 3 clusters Score: Raw -729797.580186 + Penalty 2921.569395 = -726876.010790 nChanged 10 SP:Iteration 33Q (1912.560000 sec): 3 clusters Score: Raw -729798.873367 + Penalty 2921.569395 = -726877.303972 nChanged 10 SP:Iteration 34Q (1912.580000 sec): 3 clusters Score: Raw -729800.605802 + Penalty 2921.569395 = -726879.036406 nChanged 10 SP:Iteration 35Q (1912.600000 sec): 3 clusters Score: Raw -729801.889671 + Penalty 2921.569395 = -726880.320276 nChanged 5 SP:Iteration 36Q (1912.620000 sec): 3 clusters Score: Raw -729802.598879 + Penalty 2921.569395 = -726881.029484 nChanged 5 SP:Iteration 37Q (1912.640000 sec): 3 clusters Score: Raw -729803.636674 + Penalty 2921.569395 = -726882.067278 nChanged 10 SP:Iteration 38Q (1912.660000 sec): 3 clusters Score: Raw -729805.739191 + Penalty 2921.569395 = -726884.169796 nChanged 10 SP:Iteration 39Q (1912.680000 sec): 3 clusters Score: Raw -729808.117716 + Penalty 2921.569395 = -726886.548320 nChanged 13 SP:Iteration 40F (1912.700000 sec): 3 clusters Score: Raw -729810.148142 + Penalty 2921.569395 = -726888.578747 nChanged 10 SP:Iteration 41Q (1912.720000 sec): 3 clusters Score: Raw -729812.413555 + Penalty 2921.569395 = -726890.844159 nChanged 12 SP:Iteration 42Q (1912.740000 sec): 3 clusters Score: Raw -729814.444377 + Penalty 2921.569395 = -726892.874982 nChanged 16 SP:Iteration 43Q (1912.760000 sec): 3 clusters Score: Raw -729817.009974 + Penalty 2921.569395 = -726895.440579 nChanged 13 SP:Iteration 44Q (1912.780000 sec): 3 clusters Score: Raw -729818.902143 + Penalty 2921.569395 = -726897.332747 nChanged 9 SP:Iteration 45Q (1912.800000 sec): 3 clusters Score: Raw -729820.992838 + Penalty 2921.569395 = -726899.423443 nChanged 10 SP:Iteration 46Q (1912.810000 sec): 3 clusters Score: Raw -729823.053619 + Penalty 2921.569395 = -726901.484224 nChanged 13 SP:Iteration 47Q (1912.830000 sec): 3 clusters Score: Raw -729825.542084 + Penalty 2921.569395 = -726903.972689 nChanged 15 SP:Iteration 48Q (1912.850000 sec): 3 clusters Score: Raw -729828.489667 + Penalty 2921.569395 = -726906.920271 nChanged 15 SP:Iteration 49Q (1912.870000 sec): 3 clusters Score: Raw -729831.923376 + Penalty 2921.569395 = -726910.353980 nChanged 7 SP:Iteration 50Q (1912.890000 sec): 3 clusters Score: Raw -729832.930330 + Penalty 2921.569395 = -726911.360935 nChanged 2 SP:Iteration 51Q (1912.910000 sec): 3 clusters Score: Raw -729833.207116 + Penalty 2921.569395 = -726911.637721 nChanged 2 SP:Iteration 52Q (1912.920000 sec): 3 clusters Score: Raw -729833.478611 + Penalty 2921.569395 = -726911.909216 nChanged 3 SP:Iteration 53Q (1912.940000 sec): 3 clusters Score: Raw -729833.983672 + Penalty 2921.569395 = -726912.414277 nChanged 5 SP:Iteration 54Q (1912.960000 sec): 3 clusters Score: Raw -729835.241597 + Penalty 2921.569395 = -726913.672202 nChanged 7 SP:Iteration 55Q (1912.980000 sec): 3 clusters Score: Raw -729836.086473 + Penalty 2921.569395 = -726914.517077 nChanged 4 SP:Iteration 56Q (1913.000000 sec): 3 clusters Score: Raw -729836.643884 + Penalty 2921.569395 = -726915.074489 nChanged 3 SP:Iteration 57Q (1913.020000 sec): 3 clusters Score: Raw -729836.928363 + Penalty 2921.569395 = -726915.358967 nChanged 4 SP:Iteration 58Q (1913.040000 sec): 3 clusters Score: Raw -729837.370685 + Penalty 2921.569395 = -726915.801290 nChanged 1 SP:Iteration 59Q (1913.060000 sec): 3 clusters Score: Raw -729837.473267 + Penalty 2921.569395 = -726915.903872 nChanged 3 SP:Iteration 60F (1913.070000 sec): 3 clusters Score: Raw -729837.965504 + Penalty 2921.569395 = -726916.396108 nChanged 1 SP:Iteration 61Q (1913.090000 sec): 3 clusters Score: Raw -729838.017086 + Penalty 2921.569395 = -726916.447690 nChanged 0 SP:Iteration 62F (1913.110000 sec): 3 clusters Score: Raw -729838.017086 + Penalty 2921.569395 = -726916.447690 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (66204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.420000 sec): 2 clusters Score: Raw -6429206.250660 + Penalty 1803.830626 = -6427402.420033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.590000 sec): 3 clusters Score: Raw -6386767.722330 + Penalty 3607.661253 = -6383160.061077 nChanged 31313 SP:Iteration 1F (1913.760000 sec): 3 clusters Score: Raw -6404688.178488 + Penalty 3607.661253 = -6401080.517235 nChanged 2355 SP:Iteration 2Q (1913.920000 sec): 3 clusters Score: Raw -6405586.302511 + Penalty 3607.661253 = -6401978.641258 nChanged 2602 SP:Iteration 3Q (1914.090000 sec): 3 clusters Score: Raw -6406990.018523 + Penalty 3607.661253 = -6403382.357270 nChanged 3389 SP:Iteration 4F (1914.260000 sec): 3 clusters Score: Raw -6409233.094474 + Penalty 3607.661253 = -6405625.433221 nChanged 4357 SP:Iteration 5F (1914.420000 sec): 3 clusters Score: Raw -6412163.688803 + Penalty 3607.661253 = -6408556.027550 nChanged 5006 SP:Iteration 6F (1914.590000 sec): 3 clusters Score: Raw -6415356.952411 + Penalty 3607.661253 = -6411749.291158 nChanged 4985 SP:Iteration 7F (1914.760000 sec): 3 clusters Score: Raw -6418276.681393 + Penalty 3607.661253 = -6414669.020140 nChanged 4249 SP:Iteration 8F (1914.920000 sec): 3 clusters Score: Raw -6420510.525055 + Penalty 3607.661253 = -6416902.863802 nChanged 3288 SP:Iteration 9Q (1915.090000 sec): 3 clusters Score: Raw -6422071.330355 + Penalty 3607.661253 = -6418463.669102 nChanged 2521 SP:Iteration 10Q (1915.260000 sec): 3 clusters Score: Raw -6423200.320464 + Penalty 3607.661253 = -6419592.659211 nChanged 2002 SP:Iteration 11Q (1915.430000 sec): 3 clusters Score: Raw -6424015.528421 + Penalty 3607.661253 = -6420407.867168 nChanged 1716 SP:Iteration 12Q (1915.600000 sec): 3 clusters Score: Raw -6424683.977078 + Penalty 3607.661253 = -6421076.315825 nChanged 1600 SP:Iteration 13Q (1915.770000 sec): 3 clusters Score: Raw -6425325.441290 + Penalty 3607.661253 = -6421717.780037 nChanged 1572 SP:Iteration 14Q (1915.930000 sec): 3 clusters Score: Raw -6425977.532468 + Penalty 3607.661253 = -6422369.871215 nChanged 1569 SP:Iteration 15Q (1916.100000 sec): 3 clusters Score: Raw -6426674.398663 + Penalty 3607.661253 = -6423066.737410 nChanged 1554 SP:Iteration 16Q (1916.260000 sec): 3 clusters Score: Raw -6427434.224434 + Penalty 3607.661253 = -6423826.563181 nChanged 1465 SP:Iteration 17Q (1916.420000 sec): 3 clusters Score: Raw -6428299.178704 + Penalty 3607.661253 = -6424691.517451 nChanged 1449 SP:Iteration 18Q (1916.590000 sec): 3 clusters Score: Raw -6429381.500115 + Penalty 3607.661253 = -6425773.838862 nChanged 1243 SP:Iteration 19Q (1916.750000 sec): 3 clusters Score: Raw -6430479.804081 + Penalty 3607.661253 = -6426872.142828 nChanged 968 SP:Iteration 20F (1916.920000 sec): 3 clusters Score: Raw -6431325.456421 + Penalty 3607.661253 = -6427717.795168 nChanged 689 SP:Iteration 21Q (1917.060000 sec): 3 clusters Score: Raw -6431800.558383 + Penalty 3607.661253 = -6428192.897130 nChanged 505 SP:Iteration 22Q (1917.200000 sec): 3 clusters Score: Raw -6432054.199697 + Penalty 3607.661253 = -6428446.538444 nChanged 381 SP:Iteration 23Q (1917.330000 sec): 3 clusters Score: Raw -6432196.255108 + Penalty 3607.661253 = -6428588.593855 nChanged 259 SP:Iteration 24Q (1917.460000 sec): 3 clusters Score: Raw -6432266.921714 + Penalty 3607.661253 = -6428659.260461 nChanged 190 SP:Iteration 25Q (1917.590000 sec): 3 clusters Score: Raw -6432303.173982 + Penalty 3607.661253 = -6428695.512729 nChanged 144 SP:Iteration 26Q (1917.720000 sec): 3 clusters Score: Raw -6432328.884090 + Penalty 3607.661253 = -6428721.222837 nChanged 129 SP:Iteration 27Q (1917.850000 sec): 3 clusters Score: Raw -6432349.699874 + Penalty 3607.661253 = -6428742.038621 nChanged 98 SP:Iteration 28Q (1917.980000 sec): 3 clusters Score: Raw -6432363.448897 + Penalty 3607.661253 = -6428755.787644 nChanged 86 SP:Iteration 29Q (1918.100000 sec): 3 clusters Score: Raw -6432374.232122 + Penalty 3607.661253 = -6428766.570869 nChanged 65 SP:Iteration 30Q (1918.240000 sec): 3 clusters Score: Raw -6432381.235779 + Penalty 3607.661253 = -6428773.574526 nChanged 50 SP:Iteration 31Q (1918.360000 sec): 3 clusters Score: Raw -6432386.053882 + Penalty 3607.661253 = -6428778.392629 nChanged 46 SP:Iteration 32Q (1918.490000 sec): 3 clusters Score: Raw -6432391.482747 + Penalty 3607.661253 = -6428783.821494 nChanged 34 SP:Iteration 33Q (1918.620000 sec): 3 clusters Score: Raw -6432395.708985 + Penalty 3607.661253 = -6428788.047732 nChanged 31 SP:Iteration 34Q (1918.750000 sec): 3 clusters Score: Raw -6432398.902640 + Penalty 3607.661253 = -6428791.241387 nChanged 25 SP:Iteration 35Q (1918.880000 sec): 3 clusters Score: Raw -6432401.856340 + Penalty 3607.661253 = -6428794.195087 nChanged 20 SP:Iteration 36Q (1919.000000 sec): 3 clusters Score: Raw -6432403.698494 + Penalty 3607.661253 = -6428796.037241 nChanged 17 SP:Iteration 37Q (1919.120000 sec): 3 clusters Score: Raw -6432404.899703 + Penalty 3607.661253 = -6428797.238450 nChanged 12 SP:Iteration 38Q (1919.250000 sec): 3 clusters Score: Raw -6432406.092909 + Penalty 3607.661253 = -6428798.431656 nChanged 12 SP:Iteration 39Q (1919.370000 sec): 3 clusters Score: Raw -6432406.970381 + Penalty 3607.661253 = -6428799.309128 nChanged 15 SP:Iteration 40F (1919.540000 sec): 3 clusters Score: Raw -6432407.949611 + Penalty 3607.661253 = -6428800.288358 nChanged 8 SP:Iteration 41Q (1919.660000 sec): 3 clusters Score: Raw -6432408.682169 + Penalty 3607.661253 = -6428801.020916 nChanged 7 SP:Iteration 42Q (1919.790000 sec): 3 clusters Score: Raw -6432409.303476 + Penalty 3607.661253 = -6428801.642223 nChanged 5 SP:Iteration 43Q (1919.910000 sec): 3 clusters Score: Raw -6432409.601332 + Penalty 3607.661253 = -6428801.940079 nChanged 7 SP:Iteration 44Q (1920.040000 sec): 3 clusters Score: Raw -6432410.130511 + Penalty 3607.661253 = -6428802.469258 nChanged 2 SP:Iteration 45Q (1920.160000 sec): 3 clusters Score: Raw -6432410.289496 + Penalty 3607.661253 = -6428802.628243 nChanged 2 SP:Iteration 46Q (1920.290000 sec): 3 clusters Score: Raw -6432410.418891 + Penalty 3607.661253 = -6428802.757638 nChanged 3 SP:Iteration 47Q (1920.410000 sec): 3 clusters Score: Raw -6432410.597043 + Penalty 3607.661253 = -6428802.935790 nChanged 3 SP:Iteration 48Q (1920.540000 sec): 3 clusters Score: Raw -6432410.863580 + Penalty 3607.661253 = -6428803.202327 nChanged 5 SP:Iteration 49Q (1920.660000 sec): 3 clusters Score: Raw -6432411.302803 + Penalty 3607.661253 = -6428803.641550 nChanged 1 SP:Iteration 50Q (1920.790000 sec): 3 clusters Score: Raw -6432411.472152 + Penalty 3607.661253 = -6428803.810899 nChanged 3 SP:Iteration 51Q (1920.910000 sec): 3 clusters Score: Raw -6432411.644874 + Penalty 3607.661253 = -6428803.983621 nChanged 0 SP:Iteration 52F (1921.080000 sec): 3 clusters Score: Raw -6432411.644874 + Penalty 3607.661253 = -6428803.983621 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 5. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (21568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.160000 sec): 2 clusters Score: Raw -2024308.811548 + Penalty 1621.581977 = -2022687.229571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.220000 sec): 3 clusters Score: Raw -2011325.339071 + Penalty 3243.163954 = -2008082.175117 nChanged 9883 SP:Iteration 1F (1921.270000 sec): 3 clusters Score: Raw -2016645.731657 + Penalty 3243.163954 = -2013402.567702 nChanged 948 SP:Iteration 2Q (1921.330000 sec): 3 clusters Score: Raw -2016940.117405 + Penalty 3243.163954 = -2013696.953450 nChanged 827 SP:Iteration 3Q (1921.380000 sec): 3 clusters Score: Raw -2017176.626829 + Penalty 3243.163954 = -2013933.462875 nChanged 741 SP:Iteration 4Q (1921.440000 sec): 3 clusters Score: Raw -2017362.319600 + Penalty 3243.163954 = -2014119.155646 nChanged 639 SP:Iteration 5Q (1921.490000 sec): 3 clusters Score: Raw -2017522.732721 + Penalty 3243.163954 = -2014279.568766 nChanged 629 SP:Iteration 6Q (1921.550000 sec): 3 clusters Score: Raw -2017699.591609 + Penalty 3243.163954 = -2014456.427654 nChanged 657 SP:Iteration 7Q (1921.600000 sec): 3 clusters Score: Raw -2017914.796793 + Penalty 3243.163954 = -2014671.632838 nChanged 747 SP:Iteration 8Q (1921.660000 sec): 3 clusters Score: Raw -2018261.402392 + Penalty 3243.163954 = -2015018.238437 nChanged 944 SP:Iteration 9Q (1921.720000 sec): 3 clusters Score: Raw -2018800.409740 + Penalty 3243.163954 = -2015557.245786 nChanged 1123 SP:Iteration 10F (1921.770000 sec): 3 clusters Score: Raw -2019519.627787 + Penalty 3243.163954 = -2016276.463833 nChanged 1342 SP:Iteration 11F (1921.820000 sec): 3 clusters Score: Raw -2020416.433091 + Penalty 3243.163954 = -2017173.269136 nChanged 1372 SP:Iteration 12F (1921.880000 sec): 3 clusters Score: Raw -2021427.310142 + Penalty 3243.163954 = -2018184.146188 nChanged 1301 SP:Iteration 13F (1921.930000 sec): 3 clusters Score: Raw -2022426.302257 + Penalty 3243.163954 = -2019183.138302 nChanged 1089 SP:Iteration 14F (1921.980000 sec): 3 clusters Score: Raw -2023263.448912 + Penalty 3243.163954 = -2020020.284958 nChanged 820 SP:Iteration 15Q (1922.030000 sec): 3 clusters Score: Raw -2023899.941245 + Penalty 3243.163954 = -2020656.777290 nChanged 653 SP:Iteration 16Q (1922.080000 sec): 3 clusters Score: Raw -2024393.251526 + Penalty 3243.163954 = -2021150.087571 nChanged 503 SP:Iteration 17Q (1922.130000 sec): 3 clusters Score: Raw -2024781.812134 + Penalty 3243.163954 = -2021538.648179 nChanged 380 SP:Iteration 18Q (1922.180000 sec): 3 clusters Score: Raw -2025106.074739 + Penalty 3243.163954 = -2021862.910785 nChanged 253 SP:Iteration 19Q (1922.230000 sec): 3 clusters Score: Raw -2025291.785379 + Penalty 3243.163954 = -2022048.621424 nChanged 181 SP:Iteration 20F (1922.280000 sec): 3 clusters Score: Raw -2025393.349230 + Penalty 3243.163954 = -2022150.185275 nChanged 127 SP:Iteration 21Q (1922.330000 sec): 3 clusters Score: Raw -2025452.423734 + Penalty 3243.163954 = -2022209.259779 nChanged 101 SP:Iteration 22Q (1922.370000 sec): 3 clusters Score: Raw -2025491.958058 + Penalty 3243.163954 = -2022248.794104 nChanged 67 SP:Iteration 23Q (1922.420000 sec): 3 clusters Score: Raw -2025514.562564 + Penalty 3243.163954 = -2022271.398609 nChanged 51 SP:Iteration 24Q (1922.460000 sec): 3 clusters Score: Raw -2025526.844417 + Penalty 3243.163954 = -2022283.680463 nChanged 31 SP:Iteration 25Q (1922.500000 sec): 3 clusters Score: Raw -2025533.781121 + Penalty 3243.163954 = -2022290.617167 nChanged 25 SP:Iteration 26Q (1922.540000 sec): 3 clusters Score: Raw -2025539.359717 + Penalty 3243.163954 = -2022296.195763 nChanged 17 SP:Iteration 27Q (1922.590000 sec): 3 clusters Score: Raw -2025543.938483 + Penalty 3243.163954 = -2022300.774528 nChanged 23 SP:Iteration 28Q (1922.630000 sec): 3 clusters Score: Raw -2025548.383703 + Penalty 3243.163954 = -2022305.219749 nChanged 18 SP:Iteration 29Q (1922.670000 sec): 3 clusters Score: Raw -2025551.118993 + Penalty 3243.163954 = -2022307.955038 nChanged 15 SP:Iteration 30Q (1922.710000 sec): 3 clusters Score: Raw -2025553.452656 + Penalty 3243.163954 = -2022310.288701 nChanged 12 SP:Iteration 31Q (1922.750000 sec): 3 clusters Score: Raw -2025555.248678 + Penalty 3243.163954 = -2022312.084724 nChanged 10 SP:Iteration 32Q (1922.800000 sec): 3 clusters Score: Raw -2025556.300698 + Penalty 3243.163954 = -2022313.136743 nChanged 2 SP:Iteration 33Q (1922.840000 sec): 3 clusters Score: Raw -2025556.519672 + Penalty 3243.163954 = -2022313.355718 nChanged 1 SP:Iteration 34Q (1922.880000 sec): 3 clusters Score: Raw -2025556.628170 + Penalty 3243.163954 = -2022313.464215 nChanged 1 SP:Iteration 35Q (1922.920000 sec): 3 clusters Score: Raw -2025556.759275 + Penalty 3243.163954 = -2022313.595321 nChanged 1 SP:Iteration 36Q (1922.960000 sec): 3 clusters Score: Raw -2025556.817691 + Penalty 3243.163954 = -2022313.653736 nChanged 0 SP:Iteration 37F (1923.010000 sec): 3 clusters Score: Raw -2025556.817691 + Penalty 3243.163954 = -2022313.653736 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (542358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.280000 sec): 2 clusters Score: Raw -52318232.596795 + Penalty 2145.598257 = -52316086.998538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1926.680000 sec): 3 clusters Score: Raw -51952771.452344 + Penalty 4291.196513 = -51948480.255831 nChanged 266098 SP:Iteration 1F (1928.040000 sec): 3 clusters Score: Raw -52126267.123088 + Penalty 4291.196513 = -52121975.926575 nChanged 28075 SP:Iteration 2F (1929.410000 sec): 3 clusters Score: Raw -52140143.278446 + Penalty 4291.196513 = -52135852.081933 nChanged 35131 SP:Iteration 3F (1930.790000 sec): 3 clusters Score: Raw -52160621.756731 + Penalty 4291.196513 = -52156330.560218 nChanged 41967 SP:Iteration 4F (1932.150000 sec): 3 clusters Score: Raw -52190572.280327 + Penalty 4291.196513 = -52186281.083814 nChanged 46430 SP:Iteration 5F (1933.550000 sec): 3 clusters Score: Raw -52230084.387699 + Penalty 4291.196513 = -52225793.191186 nChanged 42224 SP:Iteration 6F (1934.920000 sec): 3 clusters Score: Raw -52269910.742632 + Penalty 4291.196513 = -52265619.546119 nChanged 28775 SP:Iteration 7F (1936.290000 sec): 3 clusters Score: Raw -52299134.179014 + Penalty 4291.196513 = -52294842.982501 nChanged 13875 SP:Iteration 8Q (1937.650000 sec): 3 clusters Score: Raw -52316768.553734 + Penalty 4291.196513 = -52312477.357221 nChanged 4810 SP:Iteration 9Q (1938.770000 sec): 3 clusters Score: Raw -52325135.109562 + Penalty 4291.196513 = -52320843.913049 nChanged 2568 SP:Iteration 10Q (1939.790000 sec): 3 clusters Score: Raw -52326905.272049 + Penalty 4291.196513 = -52322614.075535 nChanged 1411 SP:Iteration 11Q (1940.790000 sec): 3 clusters Score: Raw -52327337.186876 + Penalty 4291.196513 = -52323045.990363 nChanged 755 SP:Iteration 12Q (1941.790000 sec): 3 clusters Score: Raw -52327483.400475 + Penalty 4291.196513 = -52323192.203962 nChanged 487 SP:Iteration 13Q (1942.780000 sec): 3 clusters Score: Raw -52327548.535446 + Penalty 4291.196513 = -52323257.338933 nChanged 287 SP:Iteration 14Q (1943.750000 sec): 3 clusters Score: Raw -52327572.008445 + Penalty 4291.196513 = -52323280.811932 nChanged 164 SP:Iteration 15Q (1944.720000 sec): 3 clusters Score: Raw -52327582.297013 + Penalty 4291.196513 = -52323291.100500 nChanged 126 SP:Iteration 16Q (1945.690000 sec): 3 clusters Score: Raw -52327589.532494 + Penalty 4291.196513 = -52323298.335981 nChanged 102 SP:Iteration 17Q (1946.690000 sec): 3 clusters Score: Raw -52327595.128218 + Penalty 4291.196513 = -52323303.931705 nChanged 85 SP:Iteration 18Q (1947.660000 sec): 3 clusters Score: Raw -52327598.554976 + Penalty 4291.196513 = -52323307.358462 nChanged 41 SP:Iteration 19Q (1948.620000 sec): 3 clusters Score: Raw -52327600.580025 + Penalty 4291.196513 = -52323309.383512 nChanged 46 SP:Iteration 20F (1949.960000 sec): 3 clusters Score: Raw -52327602.332435 + Penalty 4291.196513 = -52323311.135922 nChanged 33 SP:Iteration 21Q (1950.920000 sec): 3 clusters Score: Raw -52327603.618428 + Penalty 4291.196513 = -52323312.421915 nChanged 29 SP:Iteration 22Q (1951.890000 sec): 3 clusters Score: Raw -52327604.710485 + Penalty 4291.196513 = -52323313.513971 nChanged 20 SP:Iteration 23Q (1952.870000 sec): 3 clusters Score: Raw -52327605.432259 + Penalty 4291.196513 = -52323314.235746 nChanged 21 SP:Iteration 24Q (1953.850000 sec): 3 clusters Score: Raw -52327606.412491 + Penalty 4291.196513 = -52323315.215977 nChanged 27 SP:Iteration 25Q (1954.840000 sec): 3 clusters Score: Raw -52327607.178949 + Penalty 4291.196513 = -52323315.982436 nChanged 20 SP:Iteration 26Q (1955.840000 sec): 3 clusters Score: Raw -52327607.661440 + Penalty 4291.196513 = -52323316.464926 nChanged 15 SP:Iteration 27Q (1956.830000 sec): 3 clusters Score: Raw -52327607.981401 + Penalty 4291.196513 = -52323316.784888 nChanged 9 SP:Iteration 28Q (1957.830000 sec): 3 clusters Score: Raw -52327608.214301 + Penalty 4291.196513 = -52323317.017788 nChanged 10 SP:Iteration 29Q (1958.800000 sec): 3 clusters Score: Raw -52327608.413650 + Penalty 4291.196513 = -52323317.217137 nChanged 10 SP:Iteration 30Q (1959.770000 sec): 3 clusters Score: Raw -52327608.679786 + Penalty 4291.196513 = -52323317.483273 nChanged 6 SP:Iteration 31Q (1960.740000 sec): 3 clusters Score: Raw -52327608.774895 + Penalty 4291.196513 = -52323317.578382 nChanged 5 SP:Iteration 32Q (1961.700000 sec): 3 clusters Score: Raw -52327608.898250 + Penalty 4291.196513 = -52323317.701736 nChanged 3 SP:Iteration 33Q (1962.670000 sec): 3 clusters Score: Raw -52327608.946378 + Penalty 4291.196513 = -52323317.749865 nChanged 4 SP:Iteration 34Q (1963.630000 sec): 3 clusters Score: Raw -52327608.982147 + Penalty 4291.196513 = -52323317.785634 nChanged 0 SP:Iteration 35F (1964.970000 sec): 3 clusters Score: Raw -52327608.982147 + Penalty 4291.196513 = -52323317.785634 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 7.38 GB. Trying to split cluster 10 (1885 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1965.260000 sec): 2 clusters Score: Raw -180888.465066 + Penalty 1225.523504 = -179662.941562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1965.270000 sec): 3 clusters Score: Raw -180064.166848 + Penalty 2451.047007 = -177613.119841 nChanged 648 SP:Iteration 1F (1965.270000 sec): 3 clusters Score: Raw -180456.050936 + Penalty 2451.047007 = -178005.003929 nChanged 150 SP:Iteration 2F (1965.280000 sec): 3 clusters Score: Raw -180558.097024 + Penalty 2451.047007 = -178107.050017 nChanged 79 SP:Iteration 3Q (1965.280000 sec): 3 clusters Score: Raw -180602.095543 + Penalty 2451.047007 = -178151.048536 nChanged 45 SP:Iteration 4Q (1965.280000 sec): 3 clusters Score: Raw -180629.884952 + Penalty 2451.047007 = -178178.837945 nChanged 50 SP:Iteration 5Q (1965.290000 sec): 3 clusters Score: Raw -180656.460157 + Penalty 2451.047007 = -178205.413149 nChanged 39 SP:Iteration 6Q (1965.300000 sec): 3 clusters Score: Raw -180681.606303 + Penalty 2451.047007 = -178230.559296 nChanged 33 SP:Iteration 7Q (1965.300000 sec): 3 clusters Score: Raw -180703.283218 + Penalty 2451.047007 = -178252.236210 nChanged 32 SP:Iteration 8Q (1965.300000 sec): 3 clusters Score: Raw -180724.437598 + Penalty 2451.047007 = -178273.390591 nChanged 23 SP:Iteration 9Q (1965.310000 sec): 3 clusters Score: Raw -180736.750656 + Penalty 2451.047007 = -178285.703648 nChanged 20 SP:Iteration 10Q (1965.310000 sec): 3 clusters Score: Raw -180746.835153 + Penalty 2451.047007 = -178295.788145 nChanged 19 SP:Iteration 11Q (1965.320000 sec): 3 clusters Score: Raw -180757.712695 + Penalty 2451.047007 = -178306.665688 nChanged 17 SP:Iteration 12Q (1965.320000 sec): 3 clusters Score: Raw -180767.372231 + Penalty 2451.047007 = -178316.325224 nChanged 13 SP:Iteration 13Q (1965.320000 sec): 3 clusters Score: Raw -180774.036848 + Penalty 2451.047007 = -178322.989841 nChanged 10 SP:Iteration 14Q (1965.330000 sec): 3 clusters Score: Raw -180780.814512 + Penalty 2451.047007 = -178329.767504 nChanged 7 SP:Iteration 15Q (1965.340000 sec): 3 clusters Score: Raw -180784.858897 + Penalty 2451.047007 = -178333.811890 nChanged 3 SP:Iteration 16Q (1965.340000 sec): 3 clusters Score: Raw -180786.403416 + Penalty 2451.047007 = -178335.356408 nChanged 3 SP:Iteration 17Q (1965.340000 sec): 3 clusters Score: Raw -180787.687370 + Penalty 2451.047007 = -178336.640362 nChanged 0 SP:Iteration 18F (1965.350000 sec): 3 clusters Score: Raw -180787.687370 + Penalty 2451.047007 = -178336.640362 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (5311 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1965.360000 sec): 2 clusters Score: Raw -494892.797028 + Penalty 1393.849506 = -493498.947523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1965.380000 sec): 3 clusters Score: Raw -492166.891486 + Penalty 2787.699012 = -489379.192474 nChanged 2141 SP:Iteration 1F (1965.390000 sec): 3 clusters Score: Raw -493374.910766 + Penalty 2787.699012 = -490587.211754 nChanged 352 SP:Iteration 2F (1965.400000 sec): 3 clusters Score: Raw -493566.648151 + Penalty 2787.699012 = -490778.949139 nChanged 258 SP:Iteration 3Q (1965.420000 sec): 3 clusters Score: Raw -493703.405055 + Penalty 2787.699012 = -490915.706043 nChanged 215 SP:Iteration 4Q (1965.430000 sec): 3 clusters Score: Raw -493831.847943 + Penalty 2787.699012 = -491044.148932 nChanged 210 SP:Iteration 5Q (1965.440000 sec): 3 clusters Score: Raw -493957.512952 + Penalty 2787.699012 = -491169.813940 nChanged 199 SP:Iteration 6Q (1965.460000 sec): 3 clusters Score: Raw -494063.834194 + Penalty 2787.699012 = -491276.135183 nChanged 179 SP:Iteration 7Q (1965.470000 sec): 3 clusters Score: Raw -494159.026938 + Penalty 2787.699012 = -491371.327926 nChanged 150 SP:Iteration 8Q (1965.480000 sec): 3 clusters Score: Raw -494227.008662 + Penalty 2787.699012 = -491439.309651 nChanged 116 SP:Iteration 9Q (1965.490000 sec): 3 clusters Score: Raw -494276.238391 + Penalty 2787.699012 = -491488.539380 nChanged 122 SP:Iteration 10Q (1965.500000 sec): 3 clusters Score: Raw -494329.238499 + Penalty 2787.699012 = -491541.539487 nChanged 100 SP:Iteration 11Q (1965.520000 sec): 3 clusters Score: Raw -494372.686273 + Penalty 2787.699012 = -491584.987261 nChanged 96 SP:Iteration 12Q (1965.530000 sec): 3 clusters Score: Raw -494405.148282 + Penalty 2787.699012 = -491617.449271 nChanged 80 SP:Iteration 13Q (1965.540000 sec): 3 clusters Score: Raw -494433.577964 + Penalty 2787.699012 = -491645.878952 nChanged 61 SP:Iteration 14Q (1965.550000 sec): 3 clusters Score: Raw -494450.377343 + Penalty 2787.699012 = -491662.678332 nChanged 43 SP:Iteration 15Q (1965.570000 sec): 3 clusters Score: Raw -494463.259625 + Penalty 2787.699012 = -491675.560614 nChanged 52 SP:Iteration 16Q (1965.580000 sec): 3 clusters Score: Raw -494479.953721 + Penalty 2787.699012 = -491692.254710 nChanged 53 SP:Iteration 17Q (1965.590000 sec): 3 clusters Score: Raw -494496.855532 + Penalty 2787.699012 = -491709.156521 nChanged 51 SP:Iteration 18Q (1965.600000 sec): 3 clusters Score: Raw -494513.688350 + Penalty 2787.699012 = -491725.989338 nChanged 54 SP:Iteration 19Q (1965.620000 sec): 3 clusters Score: Raw -494534.123822 + Penalty 2787.699012 = -491746.424811 nChanged 59 SP:Iteration 20F (1965.630000 sec): 3 clusters Score: Raw -494554.263180 + Penalty 2787.699012 = -491766.564169 nChanged 48 SP:Iteration 21Q (1965.640000 sec): 3 clusters Score: Raw -494576.150723 + Penalty 2787.699012 = -491788.451711 nChanged 71 SP:Iteration 22Q (1965.650000 sec): 3 clusters Score: Raw -494607.272992 + Penalty 2787.699012 = -491819.573981 nChanged 79 SP:Iteration 23Q (1965.660000 sec): 3 clusters Score: Raw -494637.239576 + Penalty 2787.699012 = -491849.540564 nChanged 78 SP:Iteration 24Q (1965.680000 sec): 3 clusters Score: Raw -494669.180227 + Penalty 2787.699012 = -491881.481215 nChanged 86 SP:Iteration 25Q (1965.690000 sec): 3 clusters Score: Raw -494710.594897 + Penalty 2787.699012 = -491922.895885 nChanged 84 SP:Iteration 26Q (1965.700000 sec): 3 clusters Score: Raw -494750.215138 + Penalty 2787.699012 = -491962.516127 nChanged 97 SP:Iteration 27Q (1965.720000 sec): 3 clusters Score: Raw -494806.642069 + Penalty 2787.699012 = -492018.943057 nChanged 82 SP:Iteration 28Q (1965.720000 sec): 3 clusters Score: Raw -494853.908825 + Penalty 2787.699012 = -492066.209814 nChanged 81 SP:Iteration 29Q (1965.740000 sec): 3 clusters Score: Raw -494906.286206 + Penalty 2787.699012 = -492118.587194 nChanged 80 SP:Iteration 30Q (1965.750000 sec): 3 clusters Score: Raw -494962.407247 + Penalty 2787.699012 = -492174.708235 nChanged 77 SP:Iteration 31Q (1965.760000 sec): 3 clusters Score: Raw -495009.922368 + Penalty 2787.699012 = -492222.223356 nChanged 68 SP:Iteration 32Q (1965.770000 sec): 3 clusters Score: Raw -495046.728136 + Penalty 2787.699012 = -492259.029124 nChanged 53 SP:Iteration 33Q (1965.780000 sec): 3 clusters Score: Raw -495082.015630 + Penalty 2787.699012 = -492294.316618 nChanged 53 SP:Iteration 34Q (1965.790000 sec): 3 clusters Score: Raw -495116.148618 + Penalty 2787.699012 = -492328.449606 nChanged 59 SP:Iteration 35Q (1965.800000 sec): 3 clusters Score: Raw -495163.608890 + Penalty 2787.699012 = -492375.909878 nChanged 67 SP:Iteration 36Q (1965.820000 sec): 3 clusters Score: Raw -495220.441755 + Penalty 2787.699012 = -492432.742744 nChanged 49 SP:Iteration 37Q (1965.820000 sec): 3 clusters Score: Raw -495242.748816 + Penalty 2787.699012 = -492455.049804 nChanged 29 SP:Iteration 38Q (1965.840000 sec): 3 clusters Score: Raw -495258.186851 + Penalty 2787.699012 = -492470.487839 nChanged 28 SP:Iteration 39Q (1965.850000 sec): 3 clusters Score: Raw -495271.949618 + Penalty 2787.699012 = -492484.250606 nChanged 27 SP:Iteration 40F (1965.860000 sec): 3 clusters Score: Raw -495285.972709 + Penalty 2787.699012 = -492498.273697 nChanged 25 SP:Iteration 41Q (1965.870000 sec): 3 clusters Score: Raw -495297.155623 + Penalty 2787.699012 = -492509.456612 nChanged 17 SP:Iteration 42Q (1965.880000 sec): 3 clusters Score: Raw -495303.335329 + Penalty 2787.699012 = -492515.636318 nChanged 13 SP:Iteration 43Q (1965.890000 sec): 3 clusters Score: Raw -495308.325325 + Penalty 2787.699012 = -492520.626313 nChanged 11 SP:Iteration 44Q (1965.900000 sec): 3 clusters Score: Raw -495311.425867 + Penalty 2787.699012 = -492523.726855 nChanged 7 SP:Iteration 45Q (1965.910000 sec): 3 clusters Score: Raw -495312.961788 + Penalty 2787.699012 = -492525.262776 nChanged 4 SP:Iteration 46Q (1965.920000 sec): 3 clusters Score: Raw -495313.840723 + Penalty 2787.699012 = -492526.141711 nChanged 4 SP:Iteration 47Q (1965.930000 sec): 3 clusters Score: Raw -495314.761645 + Penalty 2787.699012 = -492527.062633 nChanged 3 SP:Iteration 48Q (1965.940000 sec): 3 clusters Score: Raw -495315.634943 + Penalty 2787.699012 = -492527.935932 nChanged 1 SP:Iteration 49Q (1965.950000 sec): 3 clusters Score: Raw -495315.749779 + Penalty 2787.699012 = -492528.050768 nChanged 1 SP:Iteration 50Q (1965.960000 sec): 3 clusters Score: Raw -495315.933542 + Penalty 2787.699012 = -492528.234530 nChanged 1 SP:Iteration 51Q (1965.970000 sec): 3 clusters Score: Raw -495316.244334 + Penalty 2787.699012 = -492528.545322 nChanged 2 SP:Iteration 52Q (1965.980000 sec): 3 clusters Score: Raw -495317.612054 + Penalty 2787.699012 = -492529.913042 nChanged 3 SP:Iteration 53Q (1965.990000 sec): 3 clusters Score: Raw -495318.864077 + Penalty 2787.699012 = -492531.165065 nChanged 2 SP:Iteration 54Q (1966.000000 sec): 3 clusters Score: Raw -495319.398158 + Penalty 2787.699012 = -492531.699146 nChanged 2 SP:Iteration 55Q (1966.010000 sec): 3 clusters Score: Raw -495320.005499 + Penalty 2787.699012 = -492532.306488 nChanged 1 SP:Iteration 56Q (1966.020000 sec): 3 clusters Score: Raw -495320.341472 + Penalty 2787.699012 = -492532.642461 nChanged 2 SP:Iteration 57Q (1966.030000 sec): 3 clusters Score: Raw -495320.724008 + Penalty 2787.699012 = -492533.024997 nChanged 2 SP:Iteration 58Q (1966.040000 sec): 3 clusters Score: Raw -495321.410900 + Penalty 2787.699012 = -492533.711888 nChanged 2 SP:Iteration 59Q (1966.050000 sec): 3 clusters Score: Raw -495321.885516 + Penalty 2787.699012 = -492534.186504 nChanged 2 SP:Iteration 60F (1966.060000 sec): 3 clusters Score: Raw -495322.616348 + Penalty 2787.699012 = -492534.917336 nChanged 3 SP:Iteration 61Q (1966.070000 sec): 3 clusters Score: Raw -495323.537761 + Penalty 2787.699012 = -492535.838749 nChanged 2 SP:Iteration 62Q (1966.080000 sec): 3 clusters Score: Raw -495323.988343 + Penalty 2787.699012 = -492536.289331 nChanged 2 SP:Iteration 63Q (1966.090000 sec): 3 clusters Score: Raw -495324.558011 + Penalty 2787.699012 = -492536.858999 nChanged 3 SP:Iteration 64Q (1966.100000 sec): 3 clusters Score: Raw -495326.509280 + Penalty 2787.699012 = -492538.810269 nChanged 2 SP:Iteration 65Q (1966.110000 sec): 3 clusters Score: Raw -495327.276219 + Penalty 2787.699012 = -492539.577207 nChanged 3 SP:Iteration 66Q (1966.120000 sec): 3 clusters Score: Raw -495328.354114 + Penalty 2787.699012 = -492540.655102 nChanged 4 SP:Iteration 67Q (1966.130000 sec): 3 clusters Score: Raw -495329.900735 + Penalty 2787.699012 = -492542.201724 nChanged 5 SP:Iteration 68Q (1966.140000 sec): 3 clusters Score: Raw -495331.737596 + Penalty 2787.699012 = -492544.038584 nChanged 2 SP:Iteration 69Q (1966.150000 sec): 3 clusters Score: Raw -495332.721086 + Penalty 2787.699012 = -492545.022074 nChanged 3 SP:Iteration 70Q (1966.160000 sec): 3 clusters Score: Raw -495333.858774 + Penalty 2787.699012 = -492546.159763 nChanged 3 SP:Iteration 71Q (1966.170000 sec): 3 clusters Score: Raw -495334.367926 + Penalty 2787.699012 = -492546.668914 nChanged 3 SP:Iteration 72Q (1966.180000 sec): 3 clusters Score: Raw -495335.130485 + Penalty 2787.699012 = -492547.431474 nChanged 1 SP:Iteration 73Q (1966.190000 sec): 3 clusters Score: Raw -495335.722370 + Penalty 2787.699012 = -492548.023359 nChanged 3 SP:Iteration 74Q (1966.200000 sec): 3 clusters Score: Raw -495336.459000 + Penalty 2787.699012 = -492548.759988 nChanged 1 SP:Iteration 75Q (1966.210000 sec): 3 clusters Score: Raw -495336.553182 + Penalty 2787.699012 = -492548.854170 nChanged 0 SP:Iteration 76F (1966.220000 sec): 3 clusters Score: Raw -495336.553182 + Penalty 2787.699012 = -492548.854170 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (1883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.230000 sec): 2 clusters Score: Raw -187971.364707 + Penalty 1225.350998 = -186746.013709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.240000 sec): 3 clusters Score: Raw -187158.010854 + Penalty 2450.701997 = -184707.308857 nChanged 671 SP:Iteration 1F (1966.240000 sec): 3 clusters Score: Raw -187574.740771 + Penalty 2450.701997 = -185124.038774 nChanged 138 SP:Iteration 2F (1966.250000 sec): 3 clusters Score: Raw -187658.327860 + Penalty 2450.701997 = -185207.625863 nChanged 72 SP:Iteration 3Q (1966.250000 sec): 3 clusters Score: Raw -187707.105081 + Penalty 2450.701997 = -185256.403085 nChanged 53 SP:Iteration 4Q (1966.260000 sec): 3 clusters Score: Raw -187739.864434 + Penalty 2450.701997 = -185289.162437 nChanged 44 SP:Iteration 5Q (1966.260000 sec): 3 clusters Score: Raw -187762.680807 + Penalty 2450.701997 = -185311.978810 nChanged 23 SP:Iteration 6Q (1966.260000 sec): 3 clusters Score: Raw -187772.551652 + Penalty 2450.701997 = -185321.849656 nChanged 20 SP:Iteration 7Q (1966.270000 sec): 3 clusters Score: Raw -187783.206671 + Penalty 2450.701997 = -185332.504674 nChanged 30 SP:Iteration 8Q (1966.270000 sec): 3 clusters Score: Raw -187801.395369 + Penalty 2450.701997 = -185350.693372 nChanged 18 SP:Iteration 9Q (1966.280000 sec): 3 clusters Score: Raw -187811.995563 + Penalty 2450.701997 = -185361.293566 nChanged 13 SP:Iteration 10Q (1966.280000 sec): 3 clusters Score: Raw -187819.564597 + Penalty 2450.701997 = -185368.862600 nChanged 17 SP:Iteration 11Q (1966.290000 sec): 3 clusters Score: Raw -187828.677652 + Penalty 2450.701997 = -185377.975655 nChanged 14 SP:Iteration 12Q (1966.290000 sec): 3 clusters Score: Raw -187837.255037 + Penalty 2450.701997 = -185386.553040 nChanged 14 SP:Iteration 13Q (1966.300000 sec): 3 clusters Score: Raw -187845.885954 + Penalty 2450.701997 = -185395.183958 nChanged 12 SP:Iteration 14Q (1966.300000 sec): 3 clusters Score: Raw -187851.927031 + Penalty 2450.701997 = -185401.225034 nChanged 14 SP:Iteration 15Q (1966.300000 sec): 3 clusters Score: Raw -187857.684130 + Penalty 2450.701997 = -185406.982134 nChanged 12 SP:Iteration 16Q (1966.310000 sec): 3 clusters Score: Raw -187864.804155 + Penalty 2450.701997 = -185414.102158 nChanged 14 SP:Iteration 17Q (1966.310000 sec): 3 clusters Score: Raw -187870.917036 + Penalty 2450.701997 = -185420.215039 nChanged 4 SP:Iteration 18Q (1966.320000 sec): 3 clusters Score: Raw -187872.297938 + Penalty 2450.701997 = -185421.595941 nChanged 4 SP:Iteration 19Q (1966.320000 sec): 3 clusters Score: Raw -187873.324550 + Penalty 2450.701997 = -185422.622554 nChanged 3 SP:Iteration 20F (1966.330000 sec): 3 clusters Score: Raw -187874.608297 + Penalty 2450.701997 = -185423.906300 nChanged 6 SP:Iteration 21Q (1966.330000 sec): 3 clusters Score: Raw -187876.753122 + Penalty 2450.701997 = -185426.051125 nChanged 4 SP:Iteration 22Q (1966.340000 sec): 3 clusters Score: Raw -187878.221895 + Penalty 2450.701997 = -185427.519898 nChanged 2 SP:Iteration 23Q (1966.340000 sec): 3 clusters Score: Raw -187879.073881 + Penalty 2450.701997 = -185428.371884 nChanged 4 SP:Iteration 24Q (1966.340000 sec): 3 clusters Score: Raw -187880.276781 + Penalty 2450.701997 = -185429.574784 nChanged 6 SP:Iteration 25Q (1966.350000 sec): 3 clusters Score: Raw -187882.073379 + Penalty 2450.701997 = -185431.371382 nChanged 5 SP:Iteration 26Q (1966.360000 sec): 3 clusters Score: Raw -187883.608830 + Penalty 2450.701997 = -185432.906833 nChanged 3 SP:Iteration 27Q (1966.360000 sec): 3 clusters Score: Raw -187884.625227 + Penalty 2450.701997 = -185433.923230 nChanged 5 SP:Iteration 28Q (1966.360000 sec): 3 clusters Score: Raw -187886.706587 + Penalty 2450.701997 = -185436.004590 nChanged 4 SP:Iteration 29Q (1966.370000 sec): 3 clusters Score: Raw -187888.313760 + Penalty 2450.701997 = -185437.611763 nChanged 2 SP:Iteration 30Q (1966.370000 sec): 3 clusters Score: Raw -187888.920069 + Penalty 2450.701997 = -185438.218072 nChanged 2 SP:Iteration 31Q (1966.380000 sec): 3 clusters Score: Raw -187889.968256 + Penalty 2450.701997 = -185439.266259 nChanged 2 SP:Iteration 32Q (1966.380000 sec): 3 clusters Score: Raw -187890.614145 + Penalty 2450.701997 = -185439.912148 nChanged 2 SP:Iteration 33Q (1966.380000 sec): 3 clusters Score: Raw -187891.318383 + Penalty 2450.701997 = -185440.616386 nChanged 1 SP:Iteration 34Q (1966.390000 sec): 3 clusters Score: Raw -187891.880005 + Penalty 2450.701997 = -185441.178008 nChanged 1 SP:Iteration 35Q (1966.390000 sec): 3 clusters Score: Raw -187892.080539 + Penalty 2450.701997 = -185441.378542 nChanged 1 SP:Iteration 36Q (1966.400000 sec): 3 clusters Score: Raw -187892.840296 + Penalty 2450.701997 = -185442.138299 nChanged 1 SP:Iteration 37Q (1966.400000 sec): 3 clusters Score: Raw -187893.068524 + Penalty 2450.701997 = -185442.366527 nChanged 0 SP:Iteration 38F (1966.410000 sec): 3 clusters Score: Raw -187893.068524 + Penalty 2450.701997 = -185442.366527 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (1489 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.420000 sec): 2 clusters Score: Raw -132691.677207 + Penalty 1187.202255 = -131504.474952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.420000 sec): 3 clusters Score: Raw -132232.559919 + Penalty 2374.404511 = -129858.155408 nChanged 527 SP:Iteration 1F (1966.430000 sec): 3 clusters Score: Raw -133894.890193 + Penalty 2374.404511 = -131520.485683 nChanged 320 SP:Iteration 2F (1966.430000 sec): 3 clusters Score: Raw -134595.971186 + Penalty 2374.404511 = -132221.566675 nChanged 145 SP:Iteration 3F (1966.430000 sec): 3 clusters Score: Raw -135008.015384 + Penalty 2374.404511 = -132633.610873 nChanged 56 SP:Iteration 4Q (1966.440000 sec): 3 clusters Score: Raw -135266.091115 + Penalty 2374.404511 = -132891.686604 nChanged 27 SP:Iteration 5Q (1966.440000 sec): 3 clusters Score: Raw -135435.859987 + Penalty 2374.404511 = -133061.455476 nChanged 23 SP:Iteration 6Q (1966.440000 sec): 3 clusters Score: Raw -135480.166163 + Penalty 2374.404511 = -133105.761652 nChanged 9 SP:Iteration 7Q (1966.450000 sec): 3 clusters Score: Raw -135491.306019 + Penalty 2374.404511 = -133116.901508 nChanged 11 SP:Iteration 8Q (1966.450000 sec): 3 clusters Score: Raw -135514.714169 + Penalty 2374.404511 = -133140.309659 nChanged 2 SP:Iteration 9Q (1966.450000 sec): 3 clusters Score: Raw -135517.210215 + Penalty 2374.404511 = -133142.805705 nChanged 2 SP:Iteration 10Q (1966.450000 sec): 3 clusters Score: Raw -135519.153592 + Penalty 2374.404511 = -133144.749081 nChanged 2 SP:Iteration 11Q (1966.460000 sec): 3 clusters Score: Raw -135520.990528 + Penalty 2374.404511 = -133146.586018 nChanged 3 SP:Iteration 12Q (1966.460000 sec): 3 clusters Score: Raw -135523.682586 + Penalty 2374.404511 = -133149.278075 nChanged 1 SP:Iteration 13Q (1966.460000 sec): 3 clusters Score: Raw -135524.261134 + Penalty 2374.404511 = -133149.856624 nChanged 1 SP:Iteration 14Q (1966.470000 sec): 3 clusters Score: Raw -135524.722046 + Penalty 2374.404511 = -133150.317535 nChanged 1 SP:Iteration 15Q (1966.470000 sec): 3 clusters Score: Raw -135525.709667 + Penalty 2374.404511 = -133151.305157 nChanged 0 SP:Iteration 16F (1966.470000 sec): 3 clusters Score: Raw -135525.709667 + Penalty 2374.404511 = -133151.305157 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 17. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.480000 sec): 2 clusters Score: Raw -85861.091089 + Penalty 1105.929915 = -84755.161174 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.480000 sec): 3 clusters Score: Raw -85615.630263 + Penalty 2211.859830 = -83403.770433 nChanged 256 SP:Iteration 1F (1966.480000 sec): 3 clusters Score: Raw -85830.450651 + Penalty 2211.859830 = -83618.590821 nChanged 56 SP:Iteration 2F (1966.490000 sec): 3 clusters Score: Raw -85892.361277 + Penalty 2211.859830 = -83680.501447 nChanged 38 SP:Iteration 3Q (1966.490000 sec): 3 clusters Score: Raw -85947.665911 + Penalty 2211.859830 = -83735.806081 nChanged 36 SP:Iteration 4Q (1966.490000 sec): 3 clusters Score: Raw -85991.549145 + Penalty 2211.859830 = -83779.689315 nChanged 31 SP:Iteration 5Q (1966.490000 sec): 3 clusters Score: Raw -86034.397910 + Penalty 2211.859830 = -83822.538080 nChanged 28 SP:Iteration 6Q (1966.490000 sec): 3 clusters Score: Raw -86080.395438 + Penalty 2211.859830 = -83868.535608 nChanged 25 SP:Iteration 7Q (1966.490000 sec): 3 clusters Score: Raw -86111.396348 + Penalty 2211.859830 = -83899.536518 nChanged 19 SP:Iteration 8Q (1966.500000 sec): 3 clusters Score: Raw -86143.911957 + Penalty 2211.859830 = -83932.052127 nChanged 20 SP:Iteration 9Q (1966.500000 sec): 3 clusters Score: Raw -86177.676881 + Penalty 2211.859830 = -83965.817051 nChanged 15 SP:Iteration 10Q (1966.500000 sec): 3 clusters Score: Raw -86204.734042 + Penalty 2211.859830 = -83992.874212 nChanged 11 SP:Iteration 11Q (1966.500000 sec): 3 clusters Score: Raw -86226.921250 + Penalty 2211.859830 = -84015.061420 nChanged 18 SP:Iteration 12Q (1966.510000 sec): 3 clusters Score: Raw -86266.851159 + Penalty 2211.859830 = -84054.991329 nChanged 21 SP:Iteration 13Q (1966.510000 sec): 3 clusters Score: Raw -86327.757568 + Penalty 2211.859830 = -84115.897738 nChanged 24 SP:Iteration 14Q (1966.510000 sec): 3 clusters Score: Raw -86374.446078 + Penalty 2211.859830 = -84162.586248 nChanged 10 SP:Iteration 15Q (1966.510000 sec): 3 clusters Score: Raw -86387.901972 + Penalty 2211.859830 = -84176.042142 nChanged 4 SP:Iteration 16Q (1966.510000 sec): 3 clusters Score: Raw -86393.353621 + Penalty 2211.859830 = -84181.493791 nChanged 4 SP:Iteration 17Q (1966.510000 sec): 3 clusters Score: Raw -86403.907587 + Penalty 2211.859830 = -84192.047757 nChanged 0 SP:Iteration 18F (1966.520000 sec): 3 clusters Score: Raw -86403.907587 + Penalty 2211.859830 = -84192.047757 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1966.520000 sec): 2 clusters Score: Raw -137345.316737 + Penalty 1202.103750 = -136143.212987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1966.520000 sec): 3 clusters Score: Raw -136753.746156 + Penalty 2404.207499 = -134349.538657 nChanged 593 SP:Iteration 1F (1966.530000 sec): 3 clusters Score: Raw -137525.892398 + Penalty 2404.207499 = -135121.684899 nChanged 225 SP:Iteration 2F (1966.530000 sec): 3 clusters Score: Raw -138051.836509 + Penalty 2404.207499 = -135647.629010 nChanged 177 SP:Iteration 3F (1966.530000 sec): 3 clusters Score: Raw -138511.991944 + Penalty 2404.207499 = -136107.784445 nChanged 112 SP:Iteration 4F (1966.540000 sec): 3 clusters Score: Raw -138769.225546 + Penalty 2404.207499 = -136365.018047 nChanged 62 SP:Iteration 5Q (1966.540000 sec): 3 clusters Score: Raw -138882.670229 + Penalty 2404.207499 = -136478.462730 nChanged 29 SP:Iteration 6Q (1966.550000 sec): 3 clusters Score: Raw -138924.659770 + Penalty 2404.207499 = -136520.452271 nChanged 10 SP:Iteration 7Q (1966.550000 sec): 3 clusters Score: Raw -138938.021399 + Penalty 2404.207499 = -136533.813900 nChanged 7 SP:Iteration 8Q (1966.550000 sec): 3 clusters Score: Raw -138945.431700 + Penalty 2404.207499 = -136541.224201 nChanged 4 SP:Iteration 9Q (1966.550000 sec): 3 clusters Score: Raw -138949.886593 + Penalty 2404.207499 = -136545.679094 nChanged 4 SP:Iteration 10Q (1966.560000 sec): 3 clusters Score: Raw -138954.769937 + Penalty 2404.207499 = -136550.562438 nChanged 4 SP:Iteration 11Q (1966.560000 sec): 3 clusters Score: Raw -138960.173349 + Penalty 2404.207499 = -136555.965850 nChanged 5 SP:Iteration 12Q (1966.570000 sec): 3 clusters Score: Raw -138966.458616 + Penalty 2404.207499 = -136562.251117 nChanged 4 SP:Iteration 13Q (1966.570000 sec): 3 clusters Score: Raw -138971.100686 + Penalty 2404.207499 = -136566.893186 nChanged 5 SP:Iteration 14Q (1966.570000 sec): 3 clusters Score: Raw -138979.667929 + Penalty 2404.207499 = -136575.460429 nChanged 4 SP:Iteration 15Q (1966.570000 sec): 3 clusters Score: Raw -138981.652110 + Penalty 2404.207499 = -136577.444611 nChanged 0 SP:Iteration 16F (1966.580000 sec): 3 clusters Score: Raw -138981.652110 + Penalty 2404.207499 = -136577.444611 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 7.38 GB. Trying to split cluster 18 (138149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.000000 sec): 2 clusters Score: Raw -13517625.041143 + Penalty 1923.364315 = -13515701.676828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1967.350000 sec): 3 clusters Score: Raw -13426676.478611 + Penalty 3846.728630 = -13422829.749981 nChanged 66890 SP:Iteration 1F (1967.710000 sec): 3 clusters Score: Raw -13465458.303578 + Penalty 3846.728630 = -13461611.574949 nChanged 4199 SP:Iteration 2Q (1968.070000 sec): 3 clusters Score: Raw -13466438.817823 + Penalty 3846.728630 = -13462592.089193 nChanged 4767 SP:Iteration 3Q (1968.430000 sec): 3 clusters Score: Raw -13467870.004073 + Penalty 3846.728630 = -13464023.275443 nChanged 6035 SP:Iteration 4Q (1968.800000 sec): 3 clusters Score: Raw -13470280.139327 + Penalty 3846.728630 = -13466433.410697 nChanged 7804 SP:Iteration 5F (1969.150000 sec): 3 clusters Score: Raw -13474479.237455 + Penalty 3846.728630 = -13470632.508825 nChanged 9873 SP:Iteration 6F (1969.500000 sec): 3 clusters Score: Raw -13481545.859488 + Penalty 3846.728630 = -13477699.130859 nChanged 11299 SP:Iteration 7F (1969.850000 sec): 3 clusters Score: Raw -13491384.937869 + Penalty 3846.728630 = -13487538.209239 nChanged 10230 SP:Iteration 8F (1970.200000 sec): 3 clusters Score: Raw -13501266.362301 + Penalty 3846.728630 = -13497419.633671 nChanged 7092 SP:Iteration 9F (1970.550000 sec): 3 clusters Score: Raw -13508425.966959 + Penalty 3846.728630 = -13504579.238329 nChanged 4079 SP:Iteration 10Q (1970.870000 sec): 3 clusters Score: Raw -13512520.154173 + Penalty 3846.728630 = -13508673.425543 nChanged 2331 SP:Iteration 11Q (1971.160000 sec): 3 clusters Score: Raw -13514459.873681 + Penalty 3846.728630 = -13510613.145051 nChanged 1426 SP:Iteration 12Q (1971.430000 sec): 3 clusters Score: Raw -13515409.665659 + Penalty 3846.728630 = -13511562.937029 nChanged 936 SP:Iteration 13Q (1971.700000 sec): 3 clusters Score: Raw -13515942.564376 + Penalty 3846.728630 = -13512095.835746 nChanged 730 SP:Iteration 14Q (1971.960000 sec): 3 clusters Score: Raw -13516308.809304 + Penalty 3846.728630 = -13512462.080674 nChanged 594 SP:Iteration 15Q (1972.210000 sec): 3 clusters Score: Raw -13516585.807373 + Penalty 3846.728630 = -13512739.078743 nChanged 518 SP:Iteration 16Q (1972.470000 sec): 3 clusters Score: Raw -13516799.606406 + Penalty 3846.728630 = -13512952.877776 nChanged 403 SP:Iteration 17Q (1972.720000 sec): 3 clusters Score: Raw -13516943.645276 + Penalty 3846.728630 = -13513096.916646 nChanged 337 SP:Iteration 18Q (1972.980000 sec): 3 clusters Score: Raw -13517057.571241 + Penalty 3846.728630 = -13513210.842611 nChanged 299 SP:Iteration 19Q (1973.230000 sec): 3 clusters Score: Raw -13517151.863171 + Penalty 3846.728630 = -13513305.134542 nChanged 265 SP:Iteration 20F (1973.580000 sec): 3 clusters Score: Raw -13517234.095018 + Penalty 3846.728630 = -13513387.366388 nChanged 231 SP:Iteration 21Q (1973.830000 sec): 3 clusters Score: Raw -13517303.348692 + Penalty 3846.728630 = -13513456.620062 nChanged 211 SP:Iteration 22Q (1974.080000 sec): 3 clusters Score: Raw -13517365.374435 + Penalty 3846.728630 = -13513518.645805 nChanged 167 SP:Iteration 23Q (1974.320000 sec): 3 clusters Score: Raw -13517410.063805 + Penalty 3846.728630 = -13513563.335176 nChanged 164 SP:Iteration 24Q (1974.570000 sec): 3 clusters Score: Raw -13517448.664499 + Penalty 3846.728630 = -13513601.935869 nChanged 142 SP:Iteration 25Q (1974.820000 sec): 3 clusters Score: Raw -13517482.518204 + Penalty 3846.728630 = -13513635.789574 nChanged 132 SP:Iteration 26Q (1975.080000 sec): 3 clusters Score: Raw -13517516.268441 + Penalty 3846.728630 = -13513669.539811 nChanged 123 SP:Iteration 27Q (1975.330000 sec): 3 clusters Score: Raw -13517547.057074 + Penalty 3846.728630 = -13513700.328444 nChanged 113 SP:Iteration 28Q (1975.580000 sec): 3 clusters Score: Raw -13517572.709920 + Penalty 3846.728630 = -13513725.981290 nChanged 88 SP:Iteration 29Q (1975.820000 sec): 3 clusters Score: Raw -13517590.080209 + Penalty 3846.728630 = -13513743.351579 nChanged 68 SP:Iteration 30Q (1976.070000 sec): 3 clusters Score: Raw -13517602.234906 + Penalty 3846.728630 = -13513755.506277 nChanged 61 SP:Iteration 31Q (1976.310000 sec): 3 clusters Score: Raw -13517615.744529 + Penalty 3846.728630 = -13513769.015899 nChanged 75 SP:Iteration 32Q (1976.560000 sec): 3 clusters Score: Raw -13517632.640532 + Penalty 3846.728630 = -13513785.911902 nChanged 67 SP:Iteration 33Q (1976.800000 sec): 3 clusters Score: Raw -13517646.339489 + Penalty 3846.728630 = -13513799.610859 nChanged 67 SP:Iteration 34Q (1977.050000 sec): 3 clusters Score: Raw -13517659.422508 + Penalty 3846.728630 = -13513812.693878 nChanged 73 SP:Iteration 35Q (1977.290000 sec): 3 clusters Score: Raw -13517677.097126 + Penalty 3846.728630 = -13513830.368496 nChanged 64 SP:Iteration 36Q (1977.530000 sec): 3 clusters Score: Raw -13517692.216905 + Penalty 3846.728630 = -13513845.488276 nChanged 53 SP:Iteration 37Q (1977.770000 sec): 3 clusters Score: Raw -13517704.805160 + Penalty 3846.728630 = -13513858.076530 nChanged 54 SP:Iteration 38Q (1978.020000 sec): 3 clusters Score: Raw -13517717.126890 + Penalty 3846.728630 = -13513870.398260 nChanged 49 SP:Iteration 39Q (1978.260000 sec): 3 clusters Score: Raw -13517731.545090 + Penalty 3846.728630 = -13513884.816460 nChanged 54 SP:Iteration 40F (1978.600000 sec): 3 clusters Score: Raw -13517744.519354 + Penalty 3846.728630 = -13513897.790724 nChanged 49 SP:Iteration 41Q (1978.840000 sec): 3 clusters Score: Raw -13517755.972267 + Penalty 3846.728630 = -13513909.243637 nChanged 43 SP:Iteration 42Q (1979.080000 sec): 3 clusters Score: Raw -13517765.161090 + Penalty 3846.728630 = -13513918.432460 nChanged 38 SP:Iteration 43Q (1979.320000 sec): 3 clusters Score: Raw -13517772.592985 + Penalty 3846.728630 = -13513925.864355 nChanged 31 SP:Iteration 44Q (1979.570000 sec): 3 clusters Score: Raw -13517778.301701 + Penalty 3846.728630 = -13513931.573072 nChanged 32 SP:Iteration 45Q (1979.810000 sec): 3 clusters Score: Raw -13517784.849182 + Penalty 3846.728630 = -13513938.120552 nChanged 39 SP:Iteration 46Q (1980.070000 sec): 3 clusters Score: Raw -13517795.433429 + Penalty 3846.728630 = -13513948.704799 nChanged 47 SP:Iteration 47Q (1980.310000 sec): 3 clusters Score: Raw -13517807.130364 + Penalty 3846.728630 = -13513960.401735 nChanged 34 SP:Iteration 48Q (1980.550000 sec): 3 clusters Score: Raw -13517816.316723 + Penalty 3846.728630 = -13513969.588093 nChanged 33 SP:Iteration 49Q (1980.790000 sec): 3 clusters Score: Raw -13517825.819413 + Penalty 3846.728630 = -13513979.090783 nChanged 35 SP:Iteration 50Q (1981.030000 sec): 3 clusters Score: Raw -13517836.135632 + Penalty 3846.728630 = -13513989.407002 nChanged 39 SP:Iteration 51Q (1981.270000 sec): 3 clusters Score: Raw -13517845.452739 + Penalty 3846.728630 = -13513998.724109 nChanged 27 SP:Iteration 52Q (1981.510000 sec): 3 clusters Score: Raw -13517851.515565 + Penalty 3846.728630 = -13514004.786935 nChanged 24 SP:Iteration 53Q (1981.750000 sec): 3 clusters Score: Raw -13517856.552793 + Penalty 3846.728630 = -13514009.824164 nChanged 27 SP:Iteration 54Q (1981.990000 sec): 3 clusters Score: Raw -13517863.597489 + Penalty 3846.728630 = -13514016.868859 nChanged 20 SP:Iteration 55Q (1982.230000 sec): 3 clusters Score: Raw -13517868.750237 + Penalty 3846.728630 = -13514022.021607 nChanged 24 SP:Iteration 56Q (1982.470000 sec): 3 clusters Score: Raw -13517874.936283 + Penalty 3846.728630 = -13514028.207654 nChanged 17 SP:Iteration 57Q (1982.710000 sec): 3 clusters Score: Raw -13517878.879441 + Penalty 3846.728630 = -13514032.150812 nChanged 13 SP:Iteration 58Q (1982.960000 sec): 3 clusters Score: Raw -13517881.683908 + Penalty 3846.728630 = -13514034.955278 nChanged 15 SP:Iteration 59Q (1983.200000 sec): 3 clusters Score: Raw -13517884.433626 + Penalty 3846.728630 = -13514037.704996 nChanged 11 SP:Iteration 60F (1983.540000 sec): 3 clusters Score: Raw -13517886.463150 + Penalty 3846.728630 = -13514039.734521 nChanged 11 SP:Iteration 61Q (1983.780000 sec): 3 clusters Score: Raw -13517889.009852 + Penalty 3846.728630 = -13514042.281222 nChanged 10 SP:Iteration 62Q (1984.020000 sec): 3 clusters Score: Raw -13517891.581312 + Penalty 3846.728630 = -13514044.852682 nChanged 12 SP:Iteration 63Q (1984.260000 sec): 3 clusters Score: Raw -13517894.679592 + Penalty 3846.728630 = -13514047.950962 nChanged 11 SP:Iteration 64Q (1984.500000 sec): 3 clusters Score: Raw -13517898.015549 + Penalty 3846.728630 = -13514051.286919 nChanged 11 SP:Iteration 65Q (1984.740000 sec): 3 clusters Score: Raw -13517901.242119 + Penalty 3846.728630 = -13514054.513489 nChanged 8 SP:Iteration 66Q (1984.980000 sec): 3 clusters Score: Raw -13517902.936154 + Penalty 3846.728630 = -13514056.207524 nChanged 7 SP:Iteration 67Q (1985.220000 sec): 3 clusters Score: Raw -13517904.858217 + Penalty 3846.728630 = -13514058.129587 nChanged 10 SP:Iteration 68Q (1985.460000 sec): 3 clusters Score: Raw -13517907.315966 + Penalty 3846.728630 = -13514060.587336 nChanged 13 SP:Iteration 69Q (1985.710000 sec): 3 clusters Score: Raw -13517909.872528 + Penalty 3846.728630 = -13514063.143898 nChanged 9 SP:Iteration 70Q (1985.950000 sec): 3 clusters Score: Raw -13517912.008032 + Penalty 3846.728630 = -13514065.279402 nChanged 10 SP:Iteration 71Q (1986.180000 sec): 3 clusters Score: Raw -13517914.543588 + Penalty 3846.728630 = -13514067.814959 nChanged 12 SP:Iteration 72Q (1986.450000 sec): 3 clusters Score: Raw -13517917.584052 + Penalty 3846.728630 = -13514070.855423 nChanged 9 SP:Iteration 73Q (1986.690000 sec): 3 clusters Score: Raw -13517919.462632 + Penalty 3846.728630 = -13514072.734003 nChanged 4 SP:Iteration 74Q (1986.920000 sec): 3 clusters Score: Raw -13517920.743168 + Penalty 3846.728630 = -13514074.014538 nChanged 3 SP:Iteration 75Q (1987.160000 sec): 3 clusters Score: Raw -13517921.220379 + Penalty 3846.728630 = -13514074.491749 nChanged 5 SP:Iteration 76Q (1987.400000 sec): 3 clusters Score: Raw -13517921.947704 + Penalty 3846.728630 = -13514075.219075 nChanged 4 SP:Iteration 77Q (1987.640000 sec): 3 clusters Score: Raw -13517922.432984 + Penalty 3846.728630 = -13514075.704354 nChanged 3 SP:Iteration 78Q (1987.880000 sec): 3 clusters Score: Raw -13517922.720689 + Penalty 3846.728630 = -13514075.992059 nChanged 1 SP:Iteration 79Q (1988.120000 sec): 3 clusters Score: Raw -13517922.809346 + Penalty 3846.728630 = -13514076.080717 nChanged 1 SP:Iteration 80F (1988.470000 sec): 3 clusters Score: Raw -13517922.840574 + Penalty 3846.728630 = -13514076.111944 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.550000 sec): 2 clusters Score: Raw -306670.315594 + Penalty 1312.988263 = -305357.327331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1988.560000 sec): 3 clusters Score: Raw -305142.549773 + Penalty 2625.976525 = -302516.573247 nChanged 1221 SP:Iteration 1F (1988.570000 sec): 3 clusters Score: Raw -305866.105904 + Penalty 2625.976525 = -303240.129379 nChanged 249 SP:Iteration 2F (1988.580000 sec): 3 clusters Score: Raw -306002.119731 + Penalty 2625.976525 = -303376.143205 nChanged 144 SP:Iteration 3Q (1988.590000 sec): 3 clusters Score: Raw -306081.188668 + Penalty 2625.976525 = -303455.212143 nChanged 120 SP:Iteration 4Q (1988.590000 sec): 3 clusters Score: Raw -306147.234986 + Penalty 2625.976525 = -303521.258460 nChanged 108 SP:Iteration 5Q (1988.600000 sec): 3 clusters Score: Raw -306208.560108 + Penalty 2625.976525 = -303582.583583 nChanged 85 SP:Iteration 6Q (1988.610000 sec): 3 clusters Score: Raw -306254.881907 + Penalty 2625.976525 = -303628.905381 nChanged 81 SP:Iteration 7Q (1988.620000 sec): 3 clusters Score: Raw -306298.493594 + Penalty 2625.976525 = -303672.517068 nChanged 73 SP:Iteration 8Q (1988.620000 sec): 3 clusters Score: Raw -306332.733807 + Penalty 2625.976525 = -303706.757282 nChanged 69 SP:Iteration 9Q (1988.630000 sec): 3 clusters Score: Raw -306370.189564 + Penalty 2625.976525 = -303744.213039 nChanged 63 SP:Iteration 10Q (1988.640000 sec): 3 clusters Score: Raw -306403.283278 + Penalty 2625.976525 = -303777.306752 nChanged 59 SP:Iteration 11Q (1988.650000 sec): 3 clusters Score: Raw -306429.477853 + Penalty 2625.976525 = -303803.501327 nChanged 38 SP:Iteration 12Q (1988.650000 sec): 3 clusters Score: Raw -306448.440458 + Penalty 2625.976525 = -303822.463932 nChanged 39 SP:Iteration 13Q (1988.660000 sec): 3 clusters Score: Raw -306465.969744 + Penalty 2625.976525 = -303839.993219 nChanged 40 SP:Iteration 14Q (1988.670000 sec): 3 clusters Score: Raw -306488.943187 + Penalty 2625.976525 = -303862.966662 nChanged 45 SP:Iteration 15Q (1988.680000 sec): 3 clusters Score: Raw -306514.870834 + Penalty 2625.976525 = -303888.894308 nChanged 47 SP:Iteration 16Q (1988.690000 sec): 3 clusters Score: Raw -306541.214104 + Penalty 2625.976525 = -303915.237579 nChanged 46 SP:Iteration 17Q (1988.690000 sec): 3 clusters Score: Raw -306564.279384 + Penalty 2625.976525 = -303938.302859 nChanged 41 SP:Iteration 18Q (1988.700000 sec): 3 clusters Score: Raw -306584.611693 + Penalty 2625.976525 = -303958.635168 nChanged 41 SP:Iteration 19Q (1988.710000 sec): 3 clusters Score: Raw -306604.139602 + Penalty 2625.976525 = -303978.163076 nChanged 50 SP:Iteration 20F (1988.720000 sec): 3 clusters Score: Raw -306631.544687 + Penalty 2625.976525 = -304005.568162 nChanged 58 SP:Iteration 21Q (1988.730000 sec): 3 clusters Score: Raw -306662.849743 + Penalty 2625.976525 = -304036.873218 nChanged 39 SP:Iteration 22Q (1988.730000 sec): 3 clusters Score: Raw -306681.600921 + Penalty 2625.976525 = -304055.624395 nChanged 37 SP:Iteration 23Q (1988.740000 sec): 3 clusters Score: Raw -306698.072732 + Penalty 2625.976525 = -304072.096207 nChanged 29 SP:Iteration 24Q (1988.750000 sec): 3 clusters Score: Raw -306709.375603 + Penalty 2625.976525 = -304083.399078 nChanged 26 SP:Iteration 25Q (1988.750000 sec): 3 clusters Score: Raw -306718.593421 + Penalty 2625.976525 = -304092.616895 nChanged 27 SP:Iteration 26Q (1988.760000 sec): 3 clusters Score: Raw -306730.382615 + Penalty 2625.976525 = -304104.406090 nChanged 22 SP:Iteration 27Q (1988.770000 sec): 3 clusters Score: Raw -306737.506239 + Penalty 2625.976525 = -304111.529714 nChanged 18 SP:Iteration 28Q (1988.780000 sec): 3 clusters Score: Raw -306745.463812 + Penalty 2625.976525 = -304119.487287 nChanged 21 SP:Iteration 29Q (1988.790000 sec): 3 clusters Score: Raw -306753.108754 + Penalty 2625.976525 = -304127.132228 nChanged 18 SP:Iteration 30Q (1988.790000 sec): 3 clusters Score: Raw -306761.126895 + Penalty 2625.976525 = -304135.150369 nChanged 18 SP:Iteration 31Q (1988.800000 sec): 3 clusters Score: Raw -306768.704990 + Penalty 2625.976525 = -304142.728465 nChanged 21 SP:Iteration 32Q (1988.810000 sec): 3 clusters Score: Raw -306776.455335 + Penalty 2625.976525 = -304150.478810 nChanged 25 SP:Iteration 33Q (1988.810000 sec): 3 clusters Score: Raw -306784.413832 + Penalty 2625.976525 = -304158.437306 nChanged 25 SP:Iteration 34Q (1988.820000 sec): 3 clusters Score: Raw -306792.038601 + Penalty 2625.976525 = -304166.062075 nChanged 17 SP:Iteration 35Q (1988.830000 sec): 3 clusters Score: Raw -306800.832987 + Penalty 2625.976525 = -304174.856461 nChanged 19 SP:Iteration 36Q (1988.830000 sec): 3 clusters Score: Raw -306809.585406 + Penalty 2625.976525 = -304183.608881 nChanged 17 SP:Iteration 37Q (1988.840000 sec): 3 clusters Score: Raw -306817.132561 + Penalty 2625.976525 = -304191.156035 nChanged 16 SP:Iteration 38Q (1988.850000 sec): 3 clusters Score: Raw -306822.851236 + Penalty 2625.976525 = -304196.874710 nChanged 9 SP:Iteration 39Q (1988.860000 sec): 3 clusters Score: Raw -306824.863061 + Penalty 2625.976525 = -304198.886536 nChanged 4 SP:Iteration 40F (1988.870000 sec): 3 clusters Score: Raw -306826.065607 + Penalty 2625.976525 = -304200.089081 nChanged 2 SP:Iteration 41Q (1988.870000 sec): 3 clusters Score: Raw -306826.391349 + Penalty 2625.976525 = -304200.414824 nChanged 2 SP:Iteration 42Q (1988.880000 sec): 3 clusters Score: Raw -306826.767401 + Penalty 2625.976525 = -304200.790875 nChanged 2 SP:Iteration 43Q (1988.890000 sec): 3 clusters Score: Raw -306827.534131 + Penalty 2625.976525 = -304201.557606 nChanged 5 SP:Iteration 44Q (1988.890000 sec): 3 clusters Score: Raw -306829.258249 + Penalty 2625.976525 = -304203.281724 nChanged 9 SP:Iteration 45Q (1988.900000 sec): 3 clusters Score: Raw -306832.788167 + Penalty 2625.976525 = -304206.811642 nChanged 13 SP:Iteration 46Q (1988.910000 sec): 3 clusters Score: Raw -306837.724269 + Penalty 2625.976525 = -304211.747743 nChanged 10 SP:Iteration 47Q (1988.910000 sec): 3 clusters Score: Raw -306841.253935 + Penalty 2625.976525 = -304215.277410 nChanged 9 SP:Iteration 48Q (1988.920000 sec): 3 clusters Score: Raw -306844.069935 + Penalty 2625.976525 = -304218.093410 nChanged 12 SP:Iteration 49Q (1988.930000 sec): 3 clusters Score: Raw -306847.593528 + Penalty 2625.976525 = -304221.617003 nChanged 10 SP:Iteration 50Q (1988.930000 sec): 3 clusters Score: Raw -306851.838938 + Penalty 2625.976525 = -304225.862413 nChanged 8 SP:Iteration 51Q (1988.940000 sec): 3 clusters Score: Raw -306856.613528 + Penalty 2625.976525 = -304230.637002 nChanged 7 SP:Iteration 52Q (1988.950000 sec): 3 clusters Score: Raw -306859.795547 + Penalty 2625.976525 = -304233.819021 nChanged 11 SP:Iteration 53Q (1988.950000 sec): 3 clusters Score: Raw -306864.190596 + Penalty 2625.976525 = -304238.214070 nChanged 12 SP:Iteration 54Q (1988.960000 sec): 3 clusters Score: Raw -306868.210353 + Penalty 2625.976525 = -304242.233827 nChanged 9 SP:Iteration 55Q (1988.970000 sec): 3 clusters Score: Raw -306870.568754 + Penalty 2625.976525 = -304244.592229 nChanged 6 SP:Iteration 56Q (1988.980000 sec): 3 clusters Score: Raw -306872.838561 + Penalty 2625.976525 = -304246.862036 nChanged 4 SP:Iteration 57Q (1988.980000 sec): 3 clusters Score: Raw -306874.151554 + Penalty 2625.976525 = -304248.175028 nChanged 1 SP:Iteration 58Q (1988.990000 sec): 3 clusters Score: Raw -306874.282767 + Penalty 2625.976525 = -304248.306242 nChanged 1 SP:Iteration 59Q (1989.000000 sec): 3 clusters Score: Raw -306874.566906 + Penalty 2625.976525 = -304248.590381 nChanged 1 SP:Iteration 60F (1989.010000 sec): 3 clusters Score: Raw -306874.783255 + Penalty 2625.976525 = -304248.806729 nChanged 3 SP:Iteration 61Q (1989.010000 sec): 3 clusters Score: Raw -306875.732428 + Penalty 2625.976525 = -304249.755903 nChanged 2 SP:Iteration 62Q (1989.020000 sec): 3 clusters Score: Raw -306876.405919 + Penalty 2625.976525 = -304250.429393 nChanged 2 SP:Iteration 63Q (1989.030000 sec): 3 clusters Score: Raw -306877.095225 + Penalty 2625.976525 = -304251.118700 nChanged 4 SP:Iteration 64Q (1989.030000 sec): 3 clusters Score: Raw -306878.051525 + Penalty 2625.976525 = -304252.074999 nChanged 2 SP:Iteration 65Q (1989.040000 sec): 3 clusters Score: Raw -306878.724736 + Penalty 2625.976525 = -304252.748210 nChanged 4 SP:Iteration 66Q (1989.050000 sec): 3 clusters Score: Raw -306880.688031 + Penalty 2625.976525 = -304254.711505 nChanged 8 SP:Iteration 67Q (1989.050000 sec): 3 clusters Score: Raw -306882.985786 + Penalty 2625.976525 = -304257.009261 nChanged 5 SP:Iteration 68Q (1989.060000 sec): 3 clusters Score: Raw -306884.448167 + Penalty 2625.976525 = -304258.471641 nChanged 5 SP:Iteration 69Q (1989.070000 sec): 3 clusters Score: Raw -306887.020334 + Penalty 2625.976525 = -304261.043808 nChanged 6 SP:Iteration 70Q (1989.070000 sec): 3 clusters Score: Raw -306889.135485 + Penalty 2625.976525 = -304263.158960 nChanged 9 SP:Iteration 71Q (1989.080000 sec): 3 clusters Score: Raw -306892.790348 + Penalty 2625.976525 = -304266.813823 nChanged 13 SP:Iteration 72Q (1989.090000 sec): 3 clusters Score: Raw -306898.099810 + Penalty 2625.976525 = -304272.123285 nChanged 11 SP:Iteration 73Q (1989.090000 sec): 3 clusters Score: Raw -306902.138825 + Penalty 2625.976525 = -304276.162300 nChanged 17 SP:Iteration 74Q (1989.100000 sec): 3 clusters Score: Raw -306909.462439 + Penalty 2625.976525 = -304283.485914 nChanged 14 SP:Iteration 75Q (1989.110000 sec): 3 clusters Score: Raw -306914.008605 + Penalty 2625.976525 = -304288.032079 nChanged 14 SP:Iteration 76Q (1989.110000 sec): 3 clusters Score: Raw -306920.214845 + Penalty 2625.976525 = -304294.238320 nChanged 14 SP:Iteration 77Q (1989.120000 sec): 3 clusters Score: Raw -306925.470213 + Penalty 2625.976525 = -304299.493687 nChanged 10 SP:Iteration 78Q (1989.130000 sec): 3 clusters Score: Raw -306929.152735 + Penalty 2625.976525 = -304303.176209 nChanged 12 SP:Iteration 79Q (1989.140000 sec): 3 clusters Score: Raw -306932.694329 + Penalty 2625.976525 = -304306.717803 nChanged 6 SP:Iteration 80F (1989.140000 sec): 3 clusters Score: Raw -306934.257234 + Penalty 2625.976525 = -304308.280708 nChanged 5 SP:Iteration 81Q (1989.150000 sec): 3 clusters Score: Raw -306936.185823 + Penalty 2625.976525 = -304310.209297 nChanged 2 SP:Iteration 82Q (1989.160000 sec): 3 clusters Score: Raw -306937.101613 + Penalty 2625.976525 = -304311.125088 nChanged 7 SP:Iteration 83Q (1989.170000 sec): 3 clusters Score: Raw -306938.622494 + Penalty 2625.976525 = -304312.645968 nChanged 3 SP:Iteration 84Q (1989.170000 sec): 3 clusters Score: Raw -306939.472463 + Penalty 2625.976525 = -304313.495937 nChanged 2 SP:Iteration 85Q (1989.180000 sec): 3 clusters Score: Raw -306940.064883 + Penalty 2625.976525 = -304314.088357 nChanged 2 SP:Iteration 86Q (1989.190000 sec): 3 clusters Score: Raw -306941.106280 + Penalty 2625.976525 = -304315.129755 nChanged 5 SP:Iteration 87Q (1989.190000 sec): 3 clusters Score: Raw -306942.058131 + Penalty 2625.976525 = -304316.081605 nChanged 6 SP:Iteration 88Q (1989.200000 sec): 3 clusters Score: Raw -306944.289784 + Penalty 2625.976525 = -304318.313258 nChanged 5 SP:Iteration 89Q (1989.210000 sec): 3 clusters Score: Raw -306945.526641 + Penalty 2625.976525 = -304319.550115 nChanged 1 SP:Iteration 90Q (1989.210000 sec): 3 clusters Score: Raw -306946.788088 + Penalty 2625.976525 = -304320.811562 nChanged 1 SP:Iteration 91Q (1989.220000 sec): 3 clusters Score: Raw -306947.279560 + Penalty 2625.976525 = -304321.303034 nChanged 2 SP:Iteration 92Q (1989.230000 sec): 3 clusters Score: Raw -306947.889227 + Penalty 2625.976525 = -304321.912701 nChanged 1 SP:Iteration 93Q (1989.230000 sec): 3 clusters Score: Raw -306948.228930 + Penalty 2625.976525 = -304322.252404 nChanged 2 SP:Iteration 94Q (1989.240000 sec): 3 clusters Score: Raw -306948.738993 + Penalty 2625.976525 = -304322.762468 nChanged 0 SP:Iteration 95F (1989.250000 sec): 3 clusters Score: Raw -306948.738993 + Penalty 2625.976525 = -304322.762468 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (1009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1989.250000 sec): 2 clusters Score: Raw -88849.384862 + Penalty 1123.966191 = -87725.418671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1989.260000 sec): 3 clusters Score: Raw -88789.531805 + Penalty 2247.932382 = -86541.599423 nChanged 340 SP:Iteration 1F (1989.260000 sec): 3 clusters Score: Raw -90308.066550 + Penalty 2247.932382 = -88060.134168 nChanged 210 SP:Iteration 2F (1989.260000 sec): 3 clusters Score: Raw -90856.299768 + Penalty 2247.932382 = -88608.367386 nChanged 90 SP:Iteration 3F (1989.270000 sec): 3 clusters Score: Raw -91099.755481 + Penalty 2247.932382 = -88851.823100 nChanged 26 SP:Iteration 4Q (1989.270000 sec): 3 clusters Score: Raw -91172.536661 + Penalty 2247.932382 = -88924.604279 nChanged 7 SP:Iteration 5Q (1989.270000 sec): 3 clusters Score: Raw -91200.991266 + Penalty 2247.932382 = -88953.058885 nChanged 3 SP:Iteration 6Q (1989.270000 sec): 3 clusters Score: Raw -91215.478326 + Penalty 2247.932382 = -88967.545945 nChanged 0 SP:Iteration 7F (1989.270000 sec): 3 clusters Score: Raw -91215.478326 + Penalty 2247.932382 = -88967.545945 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 22. Deleting Class 22 (103 points): Lose 1138.357648 but Gain 2212.985280 Iteration 20F (2005.430000 sec): 22 clusters Score: Raw -78225114.212611 + Penalty 46472.690881 = -78178641.521730 nChanged 15096 Iteration 21Q (2009.160000 sec): 22 clusters Score: Raw -78229121.099093 + Penalty 46472.690881 = -78182648.408212 nChanged 10068 Iteration 22Q (2012.830000 sec): 22 clusters Score: Raw -78231240.020647 + Penalty 46472.690881 = -78184767.329766 nChanged 8309 Iteration 23Q (2016.360000 sec): 22 clusters Score: Raw -78232800.684606 + Penalty 46472.690881 = -78186327.993725 nChanged 7166 Iteration 24Q (2019.870000 sec): 22 clusters Score: Raw -78234055.538781 + Penalty 46472.690881 = -78187582.847900 nChanged 6299 Iteration 25Q (2023.440000 sec): 22 clusters Score: Raw -78235077.105414 + Penalty 46472.690881 = -78188604.414533 nChanged 5506 Iteration 26Q (2026.900000 sec): 22 clusters Score: Raw -78235914.031624 + Penalty 46472.690881 = -78189441.340743 nChanged 4887 Iteration 27Q (2030.300000 sec): 22 clusters Score: Raw -78236627.692147 + Penalty 46472.690881 = -78190155.001266 nChanged 4642 Iteration 28Q (2033.630000 sec): 22 clusters Score: Raw -78237328.783999 + Penalty 46472.690881 = -78190856.093118 nChanged 4224 Iteration 29Q (2036.940000 sec): 22 clusters Score: Raw -78237950.348851 + Penalty 46472.690881 = -78191477.657970 nChanged 3740 Iteration 30Q (2040.270000 sec): 22 clusters Score: Raw -78238500.053615 + Penalty 46472.690881 = -78192027.362734 nChanged 3564 Iteration 31Q (2043.590000 sec): 22 clusters Score: Raw -78239011.710287 + Penalty 46472.690881 = -78192539.019405 nChanged 3229 Iteration 32Q (2046.870000 sec): 22 clusters Score: Raw -78239436.237283 + Penalty 46472.690881 = -78192963.546402 nChanged 2955 Iteration 33Q (2050.140000 sec): 22 clusters Score: Raw -78239771.174876 + Penalty 46472.690881 = -78193298.483995 nChanged 2585 Iteration 34Q (2053.390000 sec): 22 clusters Score: Raw -78240046.208175 + Penalty 46472.690881 = -78193573.517294 nChanged 2329 Iteration 35Q (2056.660000 sec): 22 clusters Score: Raw -78240278.586183 + Penalty 46472.690881 = -78193805.895302 nChanged 2039 Iteration 36Q (2059.990000 sec): 22 clusters Score: Raw -78240463.919866 + Penalty 46472.690881 = -78193991.228984 nChanged 1848 Iteration 37Q (2063.290000 sec): 22 clusters Score: Raw -78240622.233992 + Penalty 46472.690881 = -78194149.543111 nChanged 1629 Iteration 38Q (2066.590000 sec): 22 clusters Score: Raw -78240743.826945 + Penalty 46472.690881 = -78194271.136064 nChanged 1455 Iteration 39Q (2069.820000 sec): 22 clusters Score: Raw -78240847.123926 + Penalty 46472.690881 = -78194374.433045 nChanged 1292 Iteration 40F (2084.960000 sec): 22 clusters Score: Raw -78241115.400043 + Penalty 46472.690881 = -78194642.709162 nChanged 1229 Iteration 41Q (2088.470000 sec): 22 clusters Score: Raw -78241346.342873 + Penalty 46472.690881 = -78194873.651992 nChanged 1118 Iteration 42Q (2091.970000 sec): 22 clusters Score: Raw -78241434.681599 + Penalty 46472.690881 = -78194961.990718 nChanged 987 Iteration 43Q (2095.470000 sec): 22 clusters Score: Raw -78241497.913922 + Penalty 46472.690881 = -78195025.223041 nChanged 830 Iteration 44Q (2098.960000 sec): 22 clusters Score: Raw -78241544.535686 + Penalty 46472.690881 = -78195071.844805 nChanged 741 Iteration 45Q (2102.440000 sec): 22 clusters Score: Raw -78241586.330109 + Penalty 46472.690881 = -78195113.639228 nChanged 654 Iteration 46Q (2105.940000 sec): 22 clusters Score: Raw -78241625.037906 + Penalty 46472.690881 = -78195152.347025 nChanged 602 Iteration 47Q (2109.460000 sec): 22 clusters Score: Raw -78241657.716377 + Penalty 46472.690881 = -78195185.025495 nChanged 555 Iteration 48Q (2113.010000 sec): 22 clusters Score: Raw -78241687.239886 + Penalty 46472.690881 = -78195214.549005 nChanged 480 Iteration 49Q (2116.560000 sec): 22 clusters Score: Raw -78241713.123279 + Penalty 46472.690881 = -78195240.432398 nChanged 437 Iteration 50Q (2120.100000 sec): 22 clusters Score: Raw -78241737.803574 + Penalty 46472.690881 = -78195265.112693 nChanged 373 Iteration 51Q (2123.600000 sec): 22 clusters Score: Raw -78241758.310664 + Penalty 46472.690881 = -78195285.619783 nChanged 326 Iteration 52Q (2127.090000 sec): 22 clusters Score: Raw -78241770.200638 + Penalty 46472.690881 = -78195297.509757 nChanged 281 Iteration 53Q (2130.540000 sec): 22 clusters Score: Raw -78241780.521676 + Penalty 46472.690881 = -78195307.830795 nChanged 255 Iteration 54Q (2134.000000 sec): 22 clusters Score: Raw -78241788.800228 + Penalty 46472.690881 = -78195316.109346 nChanged 220 Iteration 55Q (2137.380000 sec): 22 clusters Score: Raw -78241797.443925 + Penalty 46472.690881 = -78195324.753044 nChanged 195 Iteration 56Q (2140.770000 sec): 22 clusters Score: Raw -78241804.080517 + Penalty 46472.690881 = -78195331.389636 nChanged 176 Iteration 57Q (2144.160000 sec): 22 clusters Score: Raw -78241809.315258 + Penalty 46472.690881 = -78195336.624377 nChanged 146 Iteration 58Q (2147.520000 sec): 22 clusters Score: Raw -78241813.717245 + Penalty 46472.690881 = -78195341.026364 nChanged 137 Writing temp clu file Compute initial score before splitting: Score: Raw -78241813.717245 + Penalty 46472.690881 = -78195341.026364 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (1706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.630000 sec): 2 clusters Score: Raw -151073.963429 + Penalty 1209.309843 = -149864.653586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.630000 sec): 3 clusters Score: Raw -150470.212723 + Penalty 2418.619687 = -148051.593036 nChanged 587 SP:Iteration 1F (2147.640000 sec): 3 clusters Score: Raw -151443.900024 + Penalty 2418.619687 = -149025.280337 nChanged 177 SP:Iteration 2F (2147.640000 sec): 3 clusters Score: Raw -151715.507860 + Penalty 2418.619687 = -149296.888174 nChanged 130 SP:Iteration 3F (2147.640000 sec): 3 clusters Score: Raw -151904.869738 + Penalty 2418.619687 = -149486.250051 nChanged 150 SP:Iteration 4F (2147.650000 sec): 3 clusters Score: Raw -152173.484756 + Penalty 2418.619687 = -149754.865069 nChanged 168 SP:Iteration 5F (2147.650000 sec): 3 clusters Score: Raw -152547.726874 + Penalty 2418.619687 = -150129.107188 nChanged 129 SP:Iteration 6F (2147.660000 sec): 3 clusters Score: Raw -152783.061279 + Penalty 2418.619687 = -150364.441592 nChanged 43 SP:Iteration 7Q (2147.660000 sec): 3 clusters Score: Raw -152863.527837 + Penalty 2418.619687 = -150444.908150 nChanged 16 SP:Iteration 8Q (2147.660000 sec): 3 clusters Score: Raw -152878.998341 + Penalty 2418.619687 = -150460.378654 nChanged 2 SP:Iteration 9Q (2147.660000 sec): 3 clusters Score: Raw -152881.109969 + Penalty 2418.619687 = -150462.490282 nChanged 6 SP:Iteration 10Q (2147.670000 sec): 3 clusters Score: Raw -152890.206977 + Penalty 2418.619687 = -150471.587290 nChanged 3 SP:Iteration 11Q (2147.670000 sec): 3 clusters Score: Raw -152892.803803 + Penalty 2418.619687 = -150474.184116 nChanged 1 SP:Iteration 12Q (2147.680000 sec): 3 clusters Score: Raw -152894.684032 + Penalty 2418.619687 = -150476.064345 nChanged 1 SP:Iteration 13Q (2147.680000 sec): 3 clusters Score: Raw -152895.475490 + Penalty 2418.619687 = -150476.855803 nChanged 1 SP:Iteration 14Q (2147.680000 sec): 3 clusters Score: Raw -152895.990392 + Penalty 2418.619687 = -150477.370705 nChanged 0 SP:Iteration 15F (2147.680000 sec): 3 clusters Score: Raw -152895.990392 + Penalty 2418.619687 = -150477.370705 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 7.38 GB. Trying to split cluster 2 (1378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.700000 sec): 2 clusters Score: Raw -111256.276992 + Penalty 1174.613123 = -110081.663868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.700000 sec): 3 clusters Score: Raw -110807.863248 + Penalty 2349.226247 = -108458.637001 nChanged 462 SP:Iteration 1F (2147.700000 sec): 3 clusters Score: Raw -111472.538499 + Penalty 2349.226247 = -109123.312252 nChanged 143 SP:Iteration 2F (2147.700000 sec): 3 clusters Score: Raw -111857.317019 + Penalty 2349.226247 = -109508.090772 nChanged 107 SP:Iteration 3F (2147.710000 sec): 3 clusters Score: Raw -112048.631804 + Penalty 2349.226247 = -109699.405558 nChanged 76 SP:Iteration 4F (2147.710000 sec): 3 clusters Score: Raw -112150.969190 + Penalty 2349.226247 = -109801.742943 nChanged 46 SP:Iteration 5Q (2147.720000 sec): 3 clusters Score: Raw -112205.142577 + Penalty 2349.226247 = -109855.916331 nChanged 42 SP:Iteration 6Q (2147.720000 sec): 3 clusters Score: Raw -112251.286658 + Penalty 2349.226247 = -109902.060411 nChanged 36 SP:Iteration 7Q (2147.720000 sec): 3 clusters Score: Raw -112289.819795 + Penalty 2349.226247 = -109940.593548 nChanged 40 SP:Iteration 8Q (2147.720000 sec): 3 clusters Score: Raw -112347.142730 + Penalty 2349.226247 = -109997.916483 nChanged 53 SP:Iteration 9Q (2147.730000 sec): 3 clusters Score: Raw -112468.641014 + Penalty 2349.226247 = -110119.414767 nChanged 45 SP:Iteration 10Q (2147.730000 sec): 3 clusters Score: Raw -112554.721384 + Penalty 2349.226247 = -110205.495137 nChanged 20 SP:Iteration 11Q (2147.730000 sec): 3 clusters Score: Raw -112583.685925 + Penalty 2349.226247 = -110234.459678 nChanged 17 SP:Iteration 12Q (2147.740000 sec): 3 clusters Score: Raw -112608.613809 + Penalty 2349.226247 = -110259.387563 nChanged 18 SP:Iteration 13Q (2147.740000 sec): 3 clusters Score: Raw -112625.878339 + Penalty 2349.226247 = -110276.652092 nChanged 9 SP:Iteration 14Q (2147.740000 sec): 3 clusters Score: Raw -112632.365828 + Penalty 2349.226247 = -110283.139581 nChanged 4 SP:Iteration 15Q (2147.740000 sec): 3 clusters Score: Raw -112640.675347 + Penalty 2349.226247 = -110291.449100 nChanged 5 SP:Iteration 16Q (2147.740000 sec): 3 clusters Score: Raw -112645.710132 + Penalty 2349.226247 = -110296.483886 nChanged 5 SP:Iteration 17Q (2147.750000 sec): 3 clusters Score: Raw -112648.066503 + Penalty 2349.226247 = -110298.840257 nChanged 1 SP:Iteration 18Q (2147.750000 sec): 3 clusters Score: Raw -112648.756341 + Penalty 2349.226247 = -110299.530094 nChanged 0 SP:Iteration 19F (2147.760000 sec): 3 clusters Score: Raw -112648.756341 + Penalty 2349.226247 = -110299.530094 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 7.38 GB. Trying to split cluster 3 (14607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2147.800000 sec): 2 clusters Score: Raw -1462954.793364 + Penalty 1558.254124 = -1461396.539240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2147.840000 sec): 3 clusters Score: Raw -1454373.397955 + Penalty 3116.508247 = -1451256.889708 nChanged 6454 SP:Iteration 1F (2147.870000 sec): 3 clusters Score: Raw -1457782.252877 + Penalty 3116.508247 = -1454665.744630 nChanged 758 SP:Iteration 2F (2147.900000 sec): 3 clusters Score: Raw -1458079.628790 + Penalty 3116.508247 = -1454963.120543 nChanged 695 SP:Iteration 3Q (2147.940000 sec): 3 clusters Score: Raw -1458359.296617 + Penalty 3116.508247 = -1455242.788370 nChanged 674 SP:Iteration 4Q (2147.980000 sec): 3 clusters Score: Raw -1458660.945616 + Penalty 3116.508247 = -1455544.437369 nChanged 708 SP:Iteration 5Q (2148.010000 sec): 3 clusters Score: Raw -1458998.978726 + Penalty 3116.508247 = -1455882.470479 nChanged 742 SP:Iteration 6F (2148.040000 sec): 3 clusters Score: Raw -1459410.454865 + Penalty 3116.508247 = -1456293.946618 nChanged 766 SP:Iteration 7F (2148.080000 sec): 3 clusters Score: Raw -1459890.658542 + Penalty 3116.508247 = -1456774.150295 nChanged 754 SP:Iteration 8F (2148.120000 sec): 3 clusters Score: Raw -1460391.438510 + Penalty 3116.508247 = -1457274.930263 nChanged 690 SP:Iteration 9Q (2148.150000 sec): 3 clusters Score: Raw -1460937.914262 + Penalty 3116.508247 = -1457821.406015 nChanged 610 SP:Iteration 10Q (2148.180000 sec): 3 clusters Score: Raw -1461455.133065 + Penalty 3116.508247 = -1458338.624818 nChanged 524 SP:Iteration 11Q (2148.220000 sec): 3 clusters Score: Raw -1461815.659564 + Penalty 3116.508247 = -1458699.151317 nChanged 406 SP:Iteration 12Q (2148.250000 sec): 3 clusters Score: Raw -1462038.360626 + Penalty 3116.508247 = -1458921.852379 nChanged 291 SP:Iteration 13Q (2148.280000 sec): 3 clusters Score: Raw -1462190.749632 + Penalty 3116.508247 = -1459074.241385 nChanged 225 SP:Iteration 14Q (2148.310000 sec): 3 clusters Score: Raw -1462296.776814 + Penalty 3116.508247 = -1459180.268567 nChanged 196 SP:Iteration 15Q (2148.340000 sec): 3 clusters Score: Raw -1462388.716274 + Penalty 3116.508247 = -1459272.208026 nChanged 151 SP:Iteration 16Q (2148.380000 sec): 3 clusters Score: Raw -1462480.805461 + Penalty 3116.508247 = -1459364.297214 nChanged 141 SP:Iteration 17Q (2148.400000 sec): 3 clusters Score: Raw -1462595.247772 + Penalty 3116.508247 = -1459478.739525 nChanged 145 SP:Iteration 18Q (2148.440000 sec): 3 clusters Score: Raw -1462742.923651 + Penalty 3116.508247 = -1459626.415404 nChanged 132 SP:Iteration 19Q (2148.460000 sec): 3 clusters Score: Raw -1462863.394826 + Penalty 3116.508247 = -1459746.886579 nChanged 118 SP:Iteration 20F (2148.500000 sec): 3 clusters Score: Raw -1462942.453063 + Penalty 3116.508247 = -1459825.944816 nChanged 100 SP:Iteration 21Q (2148.530000 sec): 3 clusters Score: Raw -1462994.798609 + Penalty 3116.508247 = -1459878.290362 nChanged 68 SP:Iteration 22Q (2148.560000 sec): 3 clusters Score: Raw -1463028.599688 + Penalty 3116.508247 = -1459912.091441 nChanged 63 SP:Iteration 23Q (2148.580000 sec): 3 clusters Score: Raw -1463052.788068 + Penalty 3116.508247 = -1459936.279821 nChanged 46 SP:Iteration 24Q (2148.610000 sec): 3 clusters Score: Raw -1463067.571251 + Penalty 3116.508247 = -1459951.063004 nChanged 28 SP:Iteration 25Q (2148.640000 sec): 3 clusters Score: Raw -1463077.700087 + Penalty 3116.508247 = -1459961.191840 nChanged 29 SP:Iteration 26Q (2148.660000 sec): 3 clusters Score: Raw -1463088.375285 + Penalty 3116.508247 = -1459971.867038 nChanged 30 SP:Iteration 27Q (2148.690000 sec): 3 clusters Score: Raw -1463100.463443 + Penalty 3116.508247 = -1459983.955196 nChanged 25 SP:Iteration 28Q (2148.720000 sec): 3 clusters Score: Raw -1463108.220845 + Penalty 3116.508247 = -1459991.712598 nChanged 13 SP:Iteration 29Q (2148.740000 sec): 3 clusters Score: Raw -1463112.765079 + Penalty 3116.508247 = -1459996.256832 nChanged 13 SP:Iteration 30Q (2148.770000 sec): 3 clusters Score: Raw -1463115.742461 + Penalty 3116.508247 = -1459999.234214 nChanged 12 SP:Iteration 31Q (2148.800000 sec): 3 clusters Score: Raw -1463119.666468 + Penalty 3116.508247 = -1460003.158221 nChanged 10 SP:Iteration 32Q (2148.820000 sec): 3 clusters Score: Raw -1463122.510934 + Penalty 3116.508247 = -1460006.002686 nChanged 12 SP:Iteration 33Q (2148.850000 sec): 3 clusters Score: Raw -1463125.484390 + Penalty 3116.508247 = -1460008.976142 nChanged 8 SP:Iteration 34Q (2148.880000 sec): 3 clusters Score: Raw -1463127.395260 + Penalty 3116.508247 = -1460010.887013 nChanged 6 SP:Iteration 35Q (2148.900000 sec): 3 clusters Score: Raw -1463128.746107 + Penalty 3116.508247 = -1460012.237860 nChanged 10 SP:Iteration 36Q (2148.930000 sec): 3 clusters Score: Raw -1463131.937507 + Penalty 3116.508247 = -1460015.429260 nChanged 10 SP:Iteration 37Q (2148.950000 sec): 3 clusters Score: Raw -1463134.400392 + Penalty 3116.508247 = -1460017.892145 nChanged 6 SP:Iteration 38Q (2148.980000 sec): 3 clusters Score: Raw -1463135.904192 + Penalty 3116.508247 = -1460019.395945 nChanged 8 SP:Iteration 39Q (2149.000000 sec): 3 clusters Score: Raw -1463138.606462 + Penalty 3116.508247 = -1460022.098215 nChanged 10 SP:Iteration 40F (2149.040000 sec): 3 clusters Score: Raw -1463140.921793 + Penalty 3116.508247 = -1460024.413545 nChanged 6 SP:Iteration 41Q (2149.060000 sec): 3 clusters Score: Raw -1463142.250081 + Penalty 3116.508247 = -1460025.741834 nChanged 4 SP:Iteration 42Q (2149.090000 sec): 3 clusters Score: Raw -1463142.944784 + Penalty 3116.508247 = -1460026.436537 nChanged 1 SP:Iteration 43Q (2149.120000 sec): 3 clusters Score: Raw -1463143.042995 + Penalty 3116.508247 = -1460026.534748 nChanged 1 SP:Iteration 44Q (2149.140000 sec): 3 clusters Score: Raw -1463143.283424 + Penalty 3116.508247 = -1460026.775177 nChanged 1 SP:Iteration 45Q (2149.170000 sec): 3 clusters Score: Raw -1463143.377576 + Penalty 3116.508247 = -1460026.869329 nChanged 0 SP:Iteration 46F (2149.200000 sec): 3 clusters Score: Raw -1463143.377576 + Penalty 3116.508247 = -1460026.869329 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2149.230000 sec): 2 clusters Score: Raw -804209.099245 + Penalty 1461.794896 = -802747.304349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2149.250000 sec): 3 clusters Score: Raw -799762.327011 + Penalty 2923.589792 = -796838.737218 nChanged 3400 SP:Iteration 1F (2149.270000 sec): 3 clusters Score: Raw -801619.187843 + Penalty 2923.589792 = -798695.598051 nChanged 576 SP:Iteration 2F (2149.290000 sec): 3 clusters Score: Raw -801932.822663 + Penalty 2923.589792 = -799009.232871 nChanged 492 SP:Iteration 3F (2149.310000 sec): 3 clusters Score: Raw -802175.819865 + Penalty 2923.589792 = -799252.230073 nChanged 389 SP:Iteration 4Q (2149.330000 sec): 3 clusters Score: Raw -802344.567131 + Penalty 2923.589792 = -799420.977339 nChanged 303 SP:Iteration 5Q (2149.350000 sec): 3 clusters Score: Raw -802473.474019 + Penalty 2923.589792 = -799549.884226 nChanged 301 SP:Iteration 6Q (2149.370000 sec): 3 clusters Score: Raw -802608.681271 + Penalty 2923.589792 = -799685.091479 nChanged 290 SP:Iteration 7Q (2149.390000 sec): 3 clusters Score: Raw -802740.980351 + Penalty 2923.589792 = -799817.390559 nChanged 297 SP:Iteration 8Q (2149.410000 sec): 3 clusters Score: Raw -802889.297481 + Penalty 2923.589792 = -799965.707689 nChanged 305 SP:Iteration 9Q (2149.430000 sec): 3 clusters Score: Raw -803046.961347 + Penalty 2923.589792 = -800123.371554 nChanged 318 SP:Iteration 10Q (2149.450000 sec): 3 clusters Score: Raw -803232.338946 + Penalty 2923.589792 = -800308.749154 nChanged 326 SP:Iteration 11Q (2149.470000 sec): 3 clusters Score: Raw -803438.665704 + Penalty 2923.589792 = -800515.075912 nChanged 322 SP:Iteration 12Q (2149.490000 sec): 3 clusters Score: Raw -803664.613123 + Penalty 2923.589792 = -800741.023331 nChanged 311 SP:Iteration 13Q (2149.510000 sec): 3 clusters Score: Raw -803912.271823 + Penalty 2923.589792 = -800988.682031 nChanged 286 SP:Iteration 14Q (2149.530000 sec): 3 clusters Score: Raw -804142.550141 + Penalty 2923.589792 = -801218.960349 nChanged 220 SP:Iteration 15Q (2149.550000 sec): 3 clusters Score: Raw -804324.519456 + Penalty 2923.589792 = -801400.929663 nChanged 158 SP:Iteration 16Q (2149.560000 sec): 3 clusters Score: Raw -804460.072532 + Penalty 2923.589792 = -801536.482739 nChanged 106 SP:Iteration 17Q (2149.580000 sec): 3 clusters Score: Raw -804555.763509 + Penalty 2923.589792 = -801632.173717 nChanged 68 SP:Iteration 18Q (2149.600000 sec): 3 clusters Score: Raw -804612.226665 + Penalty 2923.589792 = -801688.636873 nChanged 47 SP:Iteration 19Q (2149.610000 sec): 3 clusters Score: Raw -804650.382455 + Penalty 2923.589792 = -801726.792663 nChanged 21 SP:Iteration 20F (2149.630000 sec): 3 clusters Score: Raw -804664.907859 + Penalty 2923.589792 = -801741.318067 nChanged 16 SP:Iteration 21Q (2149.650000 sec): 3 clusters Score: Raw -804676.578718 + Penalty 2923.589792 = -801752.988926 nChanged 11 SP:Iteration 22Q (2149.670000 sec): 3 clusters Score: Raw -804684.728862 + Penalty 2923.589792 = -801761.139070 nChanged 7 SP:Iteration 23Q (2149.680000 sec): 3 clusters Score: Raw -804688.993873 + Penalty 2923.589792 = -801765.404081 nChanged 9 SP:Iteration 24Q (2149.700000 sec): 3 clusters Score: Raw -804695.263224 + Penalty 2923.589792 = -801771.673432 nChanged 5 SP:Iteration 25Q (2149.710000 sec): 3 clusters Score: Raw -804699.436248 + Penalty 2923.589792 = -801775.846456 nChanged 6 SP:Iteration 26Q (2149.730000 sec): 3 clusters Score: Raw -804705.120964 + Penalty 2923.589792 = -801781.531172 nChanged 4 SP:Iteration 27Q (2149.750000 sec): 3 clusters Score: Raw -804708.514560 + Penalty 2923.589792 = -801784.924768 nChanged 5 SP:Iteration 28Q (2149.760000 sec): 3 clusters Score: Raw -804713.594231 + Penalty 2923.589792 = -801790.004439 nChanged 4 SP:Iteration 29Q (2149.780000 sec): 3 clusters Score: Raw -804719.564994 + Penalty 2923.589792 = -801795.975202 nChanged 6 SP:Iteration 30Q (2149.790000 sec): 3 clusters Score: Raw -804726.125627 + Penalty 2923.589792 = -801802.535835 nChanged 11 SP:Iteration 31Q (2149.810000 sec): 3 clusters Score: Raw -804735.616761 + Penalty 2923.589792 = -801812.026969 nChanged 10 SP:Iteration 32Q (2149.830000 sec): 3 clusters Score: Raw -804742.986369 + Penalty 2923.589792 = -801819.396577 nChanged 2 SP:Iteration 33Q (2149.840000 sec): 3 clusters Score: Raw -804744.872948 + Penalty 2923.589792 = -801821.283156 nChanged 5 SP:Iteration 34Q (2149.860000 sec): 3 clusters Score: Raw -804748.305239 + Penalty 2923.589792 = -801824.715447 nChanged 3 SP:Iteration 35Q (2149.870000 sec): 3 clusters Score: Raw -804749.719092 + Penalty 2923.589792 = -801826.129300 nChanged 3 SP:Iteration 36Q (2149.890000 sec): 3 clusters Score: Raw -804751.838624 + Penalty 2923.589792 = -801828.248832 nChanged 4 SP:Iteration 37Q (2149.910000 sec): 3 clusters Score: Raw -804754.521123 + Penalty 2923.589792 = -801830.931330 nChanged 1 SP:Iteration 38Q (2149.920000 sec): 3 clusters Score: Raw -804754.771757 + Penalty 2923.589792 = -801831.181965 nChanged 1 SP:Iteration 39Q (2149.930000 sec): 3 clusters Score: Raw -804755.540132 + Penalty 2923.589792 = -801831.950340 nChanged 0 SP:Iteration 40F (2149.950000 sec): 3 clusters Score: Raw -804755.540132 + Penalty 2923.589792 = -801831.950340 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (83905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2150.190000 sec): 2 clusters Score: Raw -8181857.629000 + Penalty 1842.334079 = -8180015.294921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2150.400000 sec): 3 clusters Score: Raw -8127909.690096 + Penalty 3684.668158 = -8124225.021939 nChanged 39622 SP:Iteration 1F (2150.610000 sec): 3 clusters Score: Raw -8150819.150957 + Penalty 3684.668158 = -8147134.482799 nChanged 2820 SP:Iteration 2Q (2150.830000 sec): 3 clusters Score: Raw -8151552.168891 + Penalty 3684.668158 = -8147867.500734 nChanged 3000 SP:Iteration 3Q (2151.040000 sec): 3 clusters Score: Raw -8152459.234805 + Penalty 3684.668158 = -8148774.566647 nChanged 3392 SP:Iteration 4Q (2151.250000 sec): 3 clusters Score: Raw -8153662.991532 + Penalty 3684.668158 = -8149978.323375 nChanged 3899 SP:Iteration 5Q (2151.470000 sec): 3 clusters Score: Raw -8155446.896388 + Penalty 3684.668158 = -8151762.228230 nChanged 4430 SP:Iteration 6F (2151.680000 sec): 3 clusters Score: Raw -8158018.469701 + Penalty 3684.668158 = -8154333.801543 nChanged 4939 SP:Iteration 7F (2151.900000 sec): 3 clusters Score: Raw -8161594.454334 + Penalty 3684.668158 = -8157909.786176 nChanged 5029 SP:Iteration 8F (2152.110000 sec): 3 clusters Score: Raw -8165869.773074 + Penalty 3684.668158 = -8162185.104916 nChanged 4511 SP:Iteration 9F (2152.330000 sec): 3 clusters Score: Raw -8169656.328739 + Penalty 3684.668158 = -8165971.660582 nChanged 3555 SP:Iteration 10Q (2152.550000 sec): 3 clusters Score: Raw -8172023.360491 + Penalty 3684.668158 = -8168338.692334 nChanged 2472 SP:Iteration 11Q (2152.760000 sec): 3 clusters Score: Raw -8173359.591512 + Penalty 3684.668158 = -8169674.923354 nChanged 2078 SP:Iteration 12Q (2152.960000 sec): 3 clusters Score: Raw -8174478.651895 + Penalty 3684.668158 = -8170793.983737 nChanged 1957 SP:Iteration 13Q (2153.150000 sec): 3 clusters Score: Raw -8175533.259240 + Penalty 3684.668158 = -8171848.591082 nChanged 1746 SP:Iteration 14Q (2153.340000 sec): 3 clusters Score: Raw -8176476.743539 + Penalty 3684.668158 = -8172792.075381 nChanged 1612 SP:Iteration 15Q (2153.530000 sec): 3 clusters Score: Raw -8177377.334560 + Penalty 3684.668158 = -8173692.666402 nChanged 1529 SP:Iteration 16Q (2153.710000 sec): 3 clusters Score: Raw -8178299.499785 + Penalty 3684.668158 = -8174614.831627 nChanged 1352 SP:Iteration 17Q (2153.890000 sec): 3 clusters Score: Raw -8179123.156135 + Penalty 3684.668158 = -8175438.487977 nChanged 1173 SP:Iteration 18Q (2154.060000 sec): 3 clusters Score: Raw -8179850.966067 + Penalty 3684.668158 = -8176166.297909 nChanged 963 SP:Iteration 19Q (2154.230000 sec): 3 clusters Score: Raw -8180443.969956 + Penalty 3684.668158 = -8176759.301798 nChanged 797 SP:Iteration 20F (2154.440000 sec): 3 clusters Score: Raw -8180955.460062 + Penalty 3684.668158 = -8177270.791904 nChanged 625 SP:Iteration 21Q (2154.610000 sec): 3 clusters Score: Raw -8181330.252904 + Penalty 3684.668158 = -8177645.584746 nChanged 440 SP:Iteration 22Q (2154.770000 sec): 3 clusters Score: Raw -8181581.487943 + Penalty 3684.668158 = -8177896.819786 nChanged 349 SP:Iteration 23Q (2154.920000 sec): 3 clusters Score: Raw -8181784.701834 + Penalty 3684.668158 = -8178100.033676 nChanged 262 SP:Iteration 24Q (2155.080000 sec): 3 clusters Score: Raw -8181930.326856 + Penalty 3684.668158 = -8178245.658698 nChanged 181 SP:Iteration 25Q (2155.230000 sec): 3 clusters Score: Raw -8182009.244020 + Penalty 3684.668158 = -8178324.575862 nChanged 118 SP:Iteration 26Q (2155.390000 sec): 3 clusters Score: Raw -8182060.608638 + Penalty 3684.668158 = -8178375.940481 nChanged 108 SP:Iteration 27Q (2155.550000 sec): 3 clusters Score: Raw -8182108.914448 + Penalty 3684.668158 = -8178424.246290 nChanged 90 SP:Iteration 28Q (2155.710000 sec): 3 clusters Score: Raw -8182151.858444 + Penalty 3684.668158 = -8178467.190286 nChanged 82 SP:Iteration 29Q (2155.860000 sec): 3 clusters Score: Raw -8182190.106776 + Penalty 3684.668158 = -8178505.438618 nChanged 71 SP:Iteration 30Q (2156.020000 sec): 3 clusters Score: Raw -8182218.130614 + Penalty 3684.668158 = -8178533.462456 nChanged 45 SP:Iteration 31Q (2156.170000 sec): 3 clusters Score: Raw -8182235.364196 + Penalty 3684.668158 = -8178550.696038 nChanged 33 SP:Iteration 32Q (2156.320000 sec): 3 clusters Score: Raw -8182249.063416 + Penalty 3684.668158 = -8178564.395258 nChanged 26 SP:Iteration 33Q (2156.470000 sec): 3 clusters Score: Raw -8182258.196520 + Penalty 3684.668158 = -8178573.528363 nChanged 23 SP:Iteration 34Q (2156.630000 sec): 3 clusters Score: Raw -8182264.310796 + Penalty 3684.668158 = -8178579.642638 nChanged 16 SP:Iteration 35Q (2156.780000 sec): 3 clusters Score: Raw -8182268.866993 + Penalty 3684.668158 = -8178584.198835 nChanged 15 SP:Iteration 36Q (2156.930000 sec): 3 clusters Score: Raw -8182273.394043 + Penalty 3684.668158 = -8178588.725885 nChanged 14 SP:Iteration 37Q (2157.080000 sec): 3 clusters Score: Raw -8182278.435130 + Penalty 3684.668158 = -8178593.766972 nChanged 15 SP:Iteration 38Q (2157.230000 sec): 3 clusters Score: Raw -8182283.584178 + Penalty 3684.668158 = -8178598.916020 nChanged 10 SP:Iteration 39Q (2157.380000 sec): 3 clusters Score: Raw -8182286.488545 + Penalty 3684.668158 = -8178601.820387 nChanged 9 SP:Iteration 40F (2157.590000 sec): 3 clusters Score: Raw -8182289.049874 + Penalty 3684.668158 = -8178604.381716 nChanged 5 SP:Iteration 41Q (2157.740000 sec): 3 clusters Score: Raw -8182289.991463 + Penalty 3684.668158 = -8178605.323306 nChanged 6 SP:Iteration 42Q (2157.890000 sec): 3 clusters Score: Raw -8182291.388488 + Penalty 3684.668158 = -8178606.720330 nChanged 5 SP:Iteration 43Q (2158.050000 sec): 3 clusters Score: Raw -8182292.330164 + Penalty 3684.668158 = -8178607.662006 nChanged 1 SP:Iteration 44Q (2158.200000 sec): 3 clusters Score: Raw -8182292.674884 + Penalty 3684.668158 = -8178608.006726 nChanged 4 SP:Iteration 45Q (2158.350000 sec): 3 clusters Score: Raw -8182293.570969 + Penalty 3684.668158 = -8178608.902811 nChanged 2 SP:Iteration 46Q (2158.510000 sec): 3 clusters Score: Raw -8182294.384058 + Penalty 3684.668158 = -8178609.715900 nChanged 7 SP:Iteration 47Q (2158.660000 sec): 3 clusters Score: Raw -8182297.101917 + Penalty 3684.668158 = -8178612.433760 nChanged 7 SP:Iteration 48Q (2158.810000 sec): 3 clusters Score: Raw -8182299.215462 + Penalty 3684.668158 = -8178614.547304 nChanged 5 SP:Iteration 49Q (2158.970000 sec): 3 clusters Score: Raw -8182300.696641 + Penalty 3684.668158 = -8178616.028483 nChanged 4 SP:Iteration 50Q (2159.120000 sec): 3 clusters Score: Raw -8182302.472398 + Penalty 3684.668158 = -8178617.804240 nChanged 6 SP:Iteration 51Q (2159.270000 sec): 3 clusters Score: Raw -8182304.572193 + Penalty 3684.668158 = -8178619.904035 nChanged 5 SP:Iteration 52Q (2159.420000 sec): 3 clusters Score: Raw -8182305.421752 + Penalty 3684.668158 = -8178620.753595 nChanged 0 SP:Iteration 53F (2159.640000 sec): 3 clusters Score: Raw -8182305.421752 + Penalty 3684.668158 = -8178620.753595 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2159.700000 sec): 2 clusters Score: Raw -432013.771664 + Penalty 1376.186976 = -430637.584687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2159.710000 sec): 3 clusters Score: Raw -429579.015026 + Penalty 2752.373952 = -426826.641074 nChanged 1925 SP:Iteration 1F (2159.720000 sec): 3 clusters Score: Raw -430813.171318 + Penalty 2752.373952 = -428060.797366 nChanged 381 SP:Iteration 2F (2159.730000 sec): 3 clusters Score: Raw -431118.451339 + Penalty 2752.373952 = -428366.077387 nChanged 328 SP:Iteration 3F (2159.740000 sec): 3 clusters Score: Raw -431344.936385 + Penalty 2752.373952 = -428592.562432 nChanged 278 SP:Iteration 4F (2159.750000 sec): 3 clusters Score: Raw -431555.970671 + Penalty 2752.373952 = -428803.596719 nChanged 287 SP:Iteration 5F (2159.770000 sec): 3 clusters Score: Raw -431790.814130 + Penalty 2752.373952 = -429038.440178 nChanged 285 SP:Iteration 6F (2159.780000 sec): 3 clusters Score: Raw -432024.479315 + Penalty 2752.373952 = -429272.105362 nChanged 232 SP:Iteration 7Q (2159.790000 sec): 3 clusters Score: Raw -432191.254806 + Penalty 2752.373952 = -429438.880854 nChanged 171 SP:Iteration 8Q (2159.800000 sec): 3 clusters Score: Raw -432305.969927 + Penalty 2752.373952 = -429553.595975 nChanged 137 SP:Iteration 9Q (2159.810000 sec): 3 clusters Score: Raw -432399.980647 + Penalty 2752.373952 = -429647.606694 nChanged 97 SP:Iteration 10Q (2159.830000 sec): 3 clusters Score: Raw -432465.537742 + Penalty 2752.373952 = -429713.163790 nChanged 72 SP:Iteration 11Q (2159.840000 sec): 3 clusters Score: Raw -432509.352479 + Penalty 2752.373952 = -429756.978527 nChanged 61 SP:Iteration 12Q (2159.850000 sec): 3 clusters Score: Raw -432545.971163 + Penalty 2752.373952 = -429793.597211 nChanged 42 SP:Iteration 13Q (2159.860000 sec): 3 clusters Score: Raw -432568.226340 + Penalty 2752.373952 = -429815.852388 nChanged 36 SP:Iteration 14Q (2159.870000 sec): 3 clusters Score: Raw -432587.313192 + Penalty 2752.373952 = -429834.939240 nChanged 26 SP:Iteration 15Q (2159.880000 sec): 3 clusters Score: Raw -432599.986442 + Penalty 2752.373952 = -429847.612490 nChanged 21 SP:Iteration 16Q (2159.890000 sec): 3 clusters Score: Raw -432608.925197 + Penalty 2752.373952 = -429856.551245 nChanged 8 SP:Iteration 17Q (2159.910000 sec): 3 clusters Score: Raw -432612.371827 + Penalty 2752.373952 = -429859.997874 nChanged 7 SP:Iteration 18Q (2159.920000 sec): 3 clusters Score: Raw -432615.041623 + Penalty 2752.373952 = -429862.667671 nChanged 9 SP:Iteration 19Q (2159.930000 sec): 3 clusters Score: Raw -432618.239315 + Penalty 2752.373952 = -429865.865362 nChanged 4 SP:Iteration 20F (2159.940000 sec): 3 clusters Score: Raw -432619.726500 + Penalty 2752.373952 = -429867.352547 nChanged 5 SP:Iteration 21Q (2159.950000 sec): 3 clusters Score: Raw -432622.380605 + Penalty 2752.373952 = -429870.006653 nChanged 10 SP:Iteration 22Q (2159.960000 sec): 3 clusters Score: Raw -432627.389047 + Penalty 2752.373952 = -429875.015095 nChanged 11 SP:Iteration 23Q (2159.970000 sec): 3 clusters Score: Raw -432632.655073 + Penalty 2752.373952 = -429880.281121 nChanged 6 SP:Iteration 24Q (2159.990000 sec): 3 clusters Score: Raw -432634.661882 + Penalty 2752.373952 = -429882.287929 nChanged 4 SP:Iteration 25Q (2160.000000 sec): 3 clusters Score: Raw -432635.855954 + Penalty 2752.373952 = -429883.482002 nChanged 2 SP:Iteration 26Q (2160.010000 sec): 3 clusters Score: Raw -432636.479010 + Penalty 2752.373952 = -429884.105057 nChanged 1 SP:Iteration 27Q (2160.020000 sec): 3 clusters Score: Raw -432636.578575 + Penalty 2752.373952 = -429884.204623 nChanged 1 SP:Iteration 28Q (2160.030000 sec): 3 clusters Score: Raw -432636.712617 + Penalty 2752.373952 = -429884.338665 nChanged 0 SP:Iteration 29F (2160.040000 sec): 3 clusters Score: Raw -432636.712617 + Penalty 2752.373952 = -429884.338665 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2160.060000 sec): 2 clusters Score: Raw -602585.716439 + Penalty 1421.625340 = -601164.091099 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2160.080000 sec): 3 clusters Score: Raw -599200.617882 + Penalty 2843.250680 = -596357.367202 nChanged 2605 SP:Iteration 1F (2160.090000 sec): 3 clusters Score: Raw -600603.108590 + Penalty 2843.250680 = -597759.857910 nChanged 425 SP:Iteration 2F (2160.110000 sec): 3 clusters Score: Raw -600808.072287 + Penalty 2843.250680 = -597964.821607 nChanged 344 SP:Iteration 3F (2160.120000 sec): 3 clusters Score: Raw -600960.740438 + Penalty 2843.250680 = -598117.489758 nChanged 254 SP:Iteration 4Q (2160.140000 sec): 3 clusters Score: Raw -601061.110994 + Penalty 2843.250680 = -598217.860315 nChanged 203 SP:Iteration 5Q (2160.150000 sec): 3 clusters Score: Raw -601141.868460 + Penalty 2843.250680 = -598298.617780 nChanged 176 SP:Iteration 6Q (2160.170000 sec): 3 clusters Score: Raw -601218.279925 + Penalty 2843.250680 = -598375.029245 nChanged 178 SP:Iteration 7Q (2160.190000 sec): 3 clusters Score: Raw -601297.339528 + Penalty 2843.250680 = -598454.088848 nChanged 147 SP:Iteration 8Q (2160.200000 sec): 3 clusters Score: Raw -601375.873009 + Penalty 2843.250680 = -598532.622330 nChanged 168 SP:Iteration 9Q (2160.220000 sec): 3 clusters Score: Raw -601454.981003 + Penalty 2843.250680 = -598611.730324 nChanged 158 SP:Iteration 10Q (2160.230000 sec): 3 clusters Score: Raw -601530.160270 + Penalty 2843.250680 = -598686.909590 nChanged 151 SP:Iteration 11Q (2160.250000 sec): 3 clusters Score: Raw -601603.835152 + Penalty 2843.250680 = -598760.584472 nChanged 173 SP:Iteration 12Q (2160.260000 sec): 3 clusters Score: Raw -601692.008825 + Penalty 2843.250680 = -598848.758145 nChanged 177 SP:Iteration 13Q (2160.280000 sec): 3 clusters Score: Raw -601777.286576 + Penalty 2843.250680 = -598934.035896 nChanged 151 SP:Iteration 14Q (2160.290000 sec): 3 clusters Score: Raw -601848.176072 + Penalty 2843.250680 = -599004.925392 nChanged 154 SP:Iteration 15Q (2160.310000 sec): 3 clusters Score: Raw -601910.745074 + Penalty 2843.250680 = -599067.494394 nChanged 142 SP:Iteration 16Q (2160.320000 sec): 3 clusters Score: Raw -601957.316151 + Penalty 2843.250680 = -599114.065471 nChanged 112 SP:Iteration 17Q (2160.340000 sec): 3 clusters Score: Raw -602000.095683 + Penalty 2843.250680 = -599156.845003 nChanged 109 SP:Iteration 18Q (2160.350000 sec): 3 clusters Score: Raw -602040.826827 + Penalty 2843.250680 = -599197.576147 nChanged 119 SP:Iteration 19Q (2160.370000 sec): 3 clusters Score: Raw -602079.896392 + Penalty 2843.250680 = -599236.645712 nChanged 104 SP:Iteration 20F (2160.380000 sec): 3 clusters Score: Raw -602115.176827 + Penalty 2843.250680 = -599271.926148 nChanged 94 SP:Iteration 21Q (2160.400000 sec): 3 clusters Score: Raw -602152.704885 + Penalty 2843.250680 = -599309.454205 nChanged 90 SP:Iteration 22Q (2160.410000 sec): 3 clusters Score: Raw -602181.478760 + Penalty 2843.250680 = -599338.228080 nChanged 82 SP:Iteration 23Q (2160.430000 sec): 3 clusters Score: Raw -602209.922025 + Penalty 2843.250680 = -599366.671345 nChanged 89 SP:Iteration 24Q (2160.440000 sec): 3 clusters Score: Raw -602232.650095 + Penalty 2843.250680 = -599389.399415 nChanged 52 SP:Iteration 25Q (2160.460000 sec): 3 clusters Score: Raw -602245.687193 + Penalty 2843.250680 = -599402.436513 nChanged 56 SP:Iteration 26Q (2160.470000 sec): 3 clusters Score: Raw -602260.079145 + Penalty 2843.250680 = -599416.828465 nChanged 51 SP:Iteration 27Q (2160.490000 sec): 3 clusters Score: Raw -602278.067676 + Penalty 2843.250680 = -599434.816996 nChanged 59 SP:Iteration 28Q (2160.500000 sec): 3 clusters Score: Raw -602296.607627 + Penalty 2843.250680 = -599453.356947 nChanged 52 SP:Iteration 29Q (2160.510000 sec): 3 clusters Score: Raw -602311.999317 + Penalty 2843.250680 = -599468.748638 nChanged 51 SP:Iteration 30Q (2160.530000 sec): 3 clusters Score: Raw -602325.508407 + Penalty 2843.250680 = -599482.257727 nChanged 60 SP:Iteration 31Q (2160.550000 sec): 3 clusters Score: Raw -602346.139444 + Penalty 2843.250680 = -599502.888764 nChanged 54 SP:Iteration 32Q (2160.560000 sec): 3 clusters Score: Raw -602357.106998 + Penalty 2843.250680 = -599513.856319 nChanged 43 SP:Iteration 33Q (2160.570000 sec): 3 clusters Score: Raw -602364.652957 + Penalty 2843.250680 = -599521.402277 nChanged 25 SP:Iteration 34Q (2160.590000 sec): 3 clusters Score: Raw -602368.151255 + Penalty 2843.250680 = -599524.900575 nChanged 25 SP:Iteration 35Q (2160.610000 sec): 3 clusters Score: Raw -602372.373806 + Penalty 2843.250680 = -599529.123126 nChanged 23 SP:Iteration 36Q (2160.620000 sec): 3 clusters Score: Raw -602376.455636 + Penalty 2843.250680 = -599533.204956 nChanged 22 SP:Iteration 37Q (2160.630000 sec): 3 clusters Score: Raw -602380.890089 + Penalty 2843.250680 = -599537.639410 nChanged 20 SP:Iteration 38Q (2160.650000 sec): 3 clusters Score: Raw -602384.832721 + Penalty 2843.250680 = -599541.582042 nChanged 19 SP:Iteration 39Q (2160.670000 sec): 3 clusters Score: Raw -602389.445862 + Penalty 2843.250680 = -599546.195182 nChanged 18 SP:Iteration 40F (2160.680000 sec): 3 clusters Score: Raw -602392.171489 + Penalty 2843.250680 = -599548.920809 nChanged 12 SP:Iteration 41Q (2160.690000 sec): 3 clusters Score: Raw -602393.533236 + Penalty 2843.250680 = -599550.282556 nChanged 8 SP:Iteration 42Q (2160.710000 sec): 3 clusters Score: Raw -602394.823430 + Penalty 2843.250680 = -599551.572750 nChanged 11 SP:Iteration 43Q (2160.730000 sec): 3 clusters Score: Raw -602397.850513 + Penalty 2843.250680 = -599554.599833 nChanged 19 SP:Iteration 44Q (2160.740000 sec): 3 clusters Score: Raw -602401.096180 + Penalty 2843.250680 = -599557.845500 nChanged 19 SP:Iteration 45Q (2160.750000 sec): 3 clusters Score: Raw -602405.772824 + Penalty 2843.250680 = -599562.522144 nChanged 23 SP:Iteration 46Q (2160.770000 sec): 3 clusters Score: Raw -602410.393523 + Penalty 2843.250680 = -599567.142843 nChanged 19 SP:Iteration 47Q (2160.790000 sec): 3 clusters Score: Raw -602413.767696 + Penalty 2843.250680 = -599570.517016 nChanged 19 SP:Iteration 48Q (2160.800000 sec): 3 clusters Score: Raw -602418.355587 + Penalty 2843.250680 = -599575.104908 nChanged 22 SP:Iteration 49Q (2160.810000 sec): 3 clusters Score: Raw -602422.913346 + Penalty 2843.250680 = -599579.662666 nChanged 21 SP:Iteration 50Q (2160.830000 sec): 3 clusters Score: Raw -602426.936199 + Penalty 2843.250680 = -599583.685519 nChanged 23 SP:Iteration 51Q (2160.850000 sec): 3 clusters Score: Raw -602431.061829 + Penalty 2843.250680 = -599587.811150 nChanged 15 SP:Iteration 52Q (2160.860000 sec): 3 clusters Score: Raw -602433.968086 + Penalty 2843.250680 = -599590.717406 nChanged 17 SP:Iteration 53Q (2160.870000 sec): 3 clusters Score: Raw -602437.010141 + Penalty 2843.250680 = -599593.759461 nChanged 8 SP:Iteration 54Q (2160.890000 sec): 3 clusters Score: Raw -602438.125260 + Penalty 2843.250680 = -599594.874581 nChanged 6 SP:Iteration 55Q (2160.910000 sec): 3 clusters Score: Raw -602439.189366 + Penalty 2843.250680 = -599595.938686 nChanged 6 SP:Iteration 56Q (2160.920000 sec): 3 clusters Score: Raw -602440.262052 + Penalty 2843.250680 = -599597.011372 nChanged 10 SP:Iteration 57Q (2160.930000 sec): 3 clusters Score: Raw -602441.789454 + Penalty 2843.250680 = -599598.538775 nChanged 13 SP:Iteration 58Q (2160.950000 sec): 3 clusters Score: Raw -602444.260351 + Penalty 2843.250680 = -599601.009671 nChanged 18 SP:Iteration 59Q (2160.960000 sec): 3 clusters Score: Raw -602447.580349 + Penalty 2843.250680 = -599604.329669 nChanged 15 SP:Iteration 60F (2160.980000 sec): 3 clusters Score: Raw -602451.190566 + Penalty 2843.250680 = -599607.939886 nChanged 16 SP:Iteration 61Q (2160.990000 sec): 3 clusters Score: Raw -602454.598496 + Penalty 2843.250680 = -599611.347817 nChanged 18 SP:Iteration 62Q (2161.010000 sec): 3 clusters Score: Raw -602458.842775 + Penalty 2843.250680 = -599615.592095 nChanged 15 SP:Iteration 63Q (2161.030000 sec): 3 clusters Score: Raw -602462.179175 + Penalty 2843.250680 = -599618.928495 nChanged 18 SP:Iteration 64Q (2161.040000 sec): 3 clusters Score: Raw -602465.000080 + Penalty 2843.250680 = -599621.749400 nChanged 16 SP:Iteration 65Q (2161.050000 sec): 3 clusters Score: Raw -602468.450208 + Penalty 2843.250680 = -599625.199528 nChanged 20 SP:Iteration 66Q (2161.070000 sec): 3 clusters Score: Raw -602472.293654 + Penalty 2843.250680 = -599629.042975 nChanged 21 SP:Iteration 67Q (2161.080000 sec): 3 clusters Score: Raw -602476.167853 + Penalty 2843.250680 = -599632.917173 nChanged 18 SP:Iteration 68Q (2161.100000 sec): 3 clusters Score: Raw -602478.553014 + Penalty 2843.250680 = -599635.302335 nChanged 12 SP:Iteration 69Q (2161.110000 sec): 3 clusters Score: Raw -602480.078609 + Penalty 2843.250680 = -599636.827929 nChanged 9 SP:Iteration 70Q (2161.130000 sec): 3 clusters Score: Raw -602481.635115 + Penalty 2843.250680 = -599638.384435 nChanged 11 SP:Iteration 71Q (2161.140000 sec): 3 clusters Score: Raw -602483.057195 + Penalty 2843.250680 = -599639.806515 nChanged 3 SP:Iteration 72Q (2161.160000 sec): 3 clusters Score: Raw -602483.671451 + Penalty 2843.250680 = -599640.420771 nChanged 14 SP:Iteration 73Q (2161.170000 sec): 3 clusters Score: Raw -602486.243572 + Penalty 2843.250680 = -599642.992893 nChanged 16 SP:Iteration 74Q (2161.190000 sec): 3 clusters Score: Raw -602488.921630 + Penalty 2843.250680 = -599645.670950 nChanged 14 SP:Iteration 75Q (2161.200000 sec): 3 clusters Score: Raw -602491.101435 + Penalty 2843.250680 = -599647.850756 nChanged 13 SP:Iteration 76Q (2161.220000 sec): 3 clusters Score: Raw -602493.100607 + Penalty 2843.250680 = -599649.849927 nChanged 9 SP:Iteration 77Q (2161.230000 sec): 3 clusters Score: Raw -602494.493431 + Penalty 2843.250680 = -599651.242751 nChanged 8 SP:Iteration 78Q (2161.250000 sec): 3 clusters Score: Raw -602495.947645 + Penalty 2843.250680 = -599652.696966 nChanged 6 SP:Iteration 79Q (2161.260000 sec): 3 clusters Score: Raw -602496.900282 + Penalty 2843.250680 = -599653.649602 nChanged 7 SP:Iteration 80F (2161.280000 sec): 3 clusters Score: Raw -602497.882154 + Penalty 2843.250680 = -599654.631474 nChanged 7 SP:Iteration 81Q (2161.290000 sec): 3 clusters Score: Raw -602498.739504 + Penalty 2843.250680 = -599655.488824 nChanged 6 SP:Iteration 82Q (2161.310000 sec): 3 clusters Score: Raw -602499.336003 + Penalty 2843.250680 = -599656.085323 nChanged 6 SP:Iteration 83Q (2161.320000 sec): 3 clusters Score: Raw -602500.347573 + Penalty 2843.250680 = -599657.096893 nChanged 10 SP:Iteration 84Q (2161.340000 sec): 3 clusters Score: Raw -602502.158712 + Penalty 2843.250680 = -599658.908032 nChanged 9 SP:Iteration 85Q (2161.350000 sec): 3 clusters Score: Raw -602504.330024 + Penalty 2843.250680 = -599661.079344 nChanged 13 SP:Iteration 86Q (2161.370000 sec): 3 clusters Score: Raw -602507.099192 + Penalty 2843.250680 = -599663.848512 nChanged 20 SP:Iteration 87Q (2161.380000 sec): 3 clusters Score: Raw -602509.899952 + Penalty 2843.250680 = -599666.649272 nChanged 13 SP:Iteration 88Q (2161.400000 sec): 3 clusters Score: Raw -602512.422348 + Penalty 2843.250680 = -599669.171668 nChanged 14 SP:Iteration 89Q (2161.410000 sec): 3 clusters Score: Raw -602515.650470 + Penalty 2843.250680 = -599672.399790 nChanged 16 SP:Iteration 90Q (2161.430000 sec): 3 clusters Score: Raw -602518.677840 + Penalty 2843.250680 = -599675.427160 nChanged 19 SP:Iteration 91Q (2161.440000 sec): 3 clusters Score: Raw -602522.513701 + Penalty 2843.250680 = -599679.263021 nChanged 23 SP:Iteration 92Q (2161.460000 sec): 3 clusters Score: Raw -602527.708143 + Penalty 2843.250680 = -599684.457463 nChanged 33 SP:Iteration 93Q (2161.470000 sec): 3 clusters Score: Raw -602536.208496 + Penalty 2843.250680 = -599692.957817 nChanged 31 SP:Iteration 94Q (2161.490000 sec): 3 clusters Score: Raw -602543.368696 + Penalty 2843.250680 = -599700.118017 nChanged 25 SP:Iteration 95Q (2161.500000 sec): 3 clusters Score: Raw -602549.637390 + Penalty 2843.250680 = -599706.386710 nChanged 19 SP:Iteration 96Q (2161.520000 sec): 3 clusters Score: Raw -602554.267500 + Penalty 2843.250680 = -599711.016820 nChanged 19 SP:Iteration 97Q (2161.530000 sec): 3 clusters Score: Raw -602559.726187 + Penalty 2843.250680 = -599716.475507 nChanged 17 SP:Iteration 98Q (2161.550000 sec): 3 clusters Score: Raw -602563.531047 + Penalty 2843.250680 = -599720.280368 nChanged 20 SP:Iteration 99Q (2161.560000 sec): 3 clusters Score: Raw -602568.188142 + Penalty 2843.250680 = -599724.937463 nChanged 29 SP:Iteration 100F (2161.580000 sec): 3 clusters Score: Raw -602577.033867 + Penalty 2843.250680 = -599733.783188 nChanged 37 SP:Iteration 101Q (2161.590000 sec): 3 clusters Score: Raw -602589.464146 + Penalty 2843.250680 = -599746.213467 nChanged 30 SP:Iteration 102Q (2161.610000 sec): 3 clusters Score: Raw -602597.964316 + Penalty 2843.250680 = -599754.713636 nChanged 29 SP:Iteration 103Q (2161.630000 sec): 3 clusters Score: Raw -602606.275411 + Penalty 2843.250680 = -599763.024731 nChanged 30 SP:Iteration 104Q (2161.640000 sec): 3 clusters Score: Raw -602613.692119 + Penalty 2843.250680 = -599770.441439 nChanged 26 SP:Iteration 105Q (2161.650000 sec): 3 clusters Score: Raw -602619.094661 + Penalty 2843.250680 = -599775.843981 nChanged 24 SP:Iteration 106Q (2161.670000 sec): 3 clusters Score: Raw -602624.561103 + Penalty 2843.250680 = -599781.310423 nChanged 24 SP:Iteration 107Q (2161.690000 sec): 3 clusters Score: Raw -602632.205255 + Penalty 2843.250680 = -599788.954576 nChanged 25 SP:Iteration 108Q (2161.700000 sec): 3 clusters Score: Raw -602638.910004 + Penalty 2843.250680 = -599795.659324 nChanged 25 SP:Iteration 109Q (2161.710000 sec): 3 clusters Score: Raw -602644.030631 + Penalty 2843.250680 = -599800.779951 nChanged 26 SP:Iteration 110Q (2161.730000 sec): 3 clusters Score: Raw -602650.143448 + Penalty 2843.250680 = -599806.892768 nChanged 23 SP:Iteration 111Q (2161.750000 sec): 3 clusters Score: Raw -602654.769990 + Penalty 2843.250680 = -599811.519310 nChanged 18 SP:Iteration 112Q (2161.760000 sec): 3 clusters Score: Raw -602660.783104 + Penalty 2843.250680 = -599817.532425 nChanged 23 SP:Iteration 113Q (2161.780000 sec): 3 clusters Score: Raw -602668.628716 + Penalty 2843.250680 = -599825.378036 nChanged 29 SP:Iteration 114Q (2161.790000 sec): 3 clusters Score: Raw -602676.893845 + Penalty 2843.250680 = -599833.643165 nChanged 32 SP:Iteration 115Q (2161.810000 sec): 3 clusters Score: Raw -602687.924571 + Penalty 2843.250680 = -599844.673892 nChanged 49 SP:Iteration 116Q (2161.820000 sec): 3 clusters Score: Raw -602706.841522 + Penalty 2843.250680 = -599863.590843 nChanged 56 SP:Iteration 117Q (2161.830000 sec): 3 clusters Score: Raw -602730.821721 + Penalty 2843.250680 = -599887.571041 nChanged 56 SP:Iteration 118Q (2161.850000 sec): 3 clusters Score: Raw -602751.785824 + Penalty 2843.250680 = -599908.535144 nChanged 43 SP:Iteration 119Q (2161.870000 sec): 3 clusters Score: Raw -602768.697797 + Penalty 2843.250680 = -599925.447117 nChanged 47 SP:Iteration 120F (2161.880000 sec): 3 clusters Score: Raw -602792.402115 + Penalty 2843.250680 = -599949.151435 nChanged 51 SP:Iteration 121Q (2161.900000 sec): 3 clusters Score: Raw -602819.653819 + Penalty 2843.250680 = -599976.403140 nChanged 53 SP:Iteration 122Q (2161.910000 sec): 3 clusters Score: Raw -602851.098320 + Penalty 2843.250680 = -600007.847641 nChanged 61 SP:Iteration 123Q (2161.930000 sec): 3 clusters Score: Raw -602881.417940 + Penalty 2843.250680 = -600038.167261 nChanged 56 SP:Iteration 124Q (2161.940000 sec): 3 clusters Score: Raw -602903.934084 + Penalty 2843.250680 = -600060.683405 nChanged 46 SP:Iteration 125Q (2161.960000 sec): 3 clusters Score: Raw -602920.501069 + Penalty 2843.250680 = -600077.250389 nChanged 49 SP:Iteration 126Q (2161.970000 sec): 3 clusters Score: Raw -602936.590033 + Penalty 2843.250680 = -600093.339353 nChanged 31 SP:Iteration 127Q (2161.990000 sec): 3 clusters Score: Raw -602947.082001 + Penalty 2843.250680 = -600103.831322 nChanged 23 SP:Iteration 128Q (2162.000000 sec): 3 clusters Score: Raw -602956.941267 + Penalty 2843.250680 = -600113.690587 nChanged 26 SP:Iteration 129Q (2162.010000 sec): 3 clusters Score: Raw -602966.716438 + Penalty 2843.250680 = -600123.465758 nChanged 27 SP:Iteration 130Q (2162.030000 sec): 3 clusters Score: Raw -602975.891970 + Penalty 2843.250680 = -600132.641290 nChanged 23 SP:Iteration 131Q (2162.050000 sec): 3 clusters Score: Raw -602982.242560 + Penalty 2843.250680 = -600138.991880 nChanged 19 SP:Iteration 132Q (2162.060000 sec): 3 clusters Score: Raw -602987.470921 + Penalty 2843.250680 = -600144.220242 nChanged 20 SP:Iteration 133Q (2162.070000 sec): 3 clusters Score: Raw -602994.571791 + Penalty 2843.250680 = -600151.321111 nChanged 23 SP:Iteration 134Q (2162.090000 sec): 3 clusters Score: Raw -603002.132759 + Penalty 2843.250680 = -600158.882080 nChanged 20 SP:Iteration 135Q (2162.100000 sec): 3 clusters Score: Raw -603009.866181 + Penalty 2843.250680 = -600166.615501 nChanged 17 SP:Iteration 136Q (2162.110000 sec): 3 clusters Score: Raw -603015.443228 + Penalty 2843.250680 = -600172.192549 nChanged 22 SP:Iteration 137Q (2162.130000 sec): 3 clusters Score: Raw -603021.752260 + Penalty 2843.250680 = -600178.501580 nChanged 15 SP:Iteration 138Q (2162.140000 sec): 3 clusters Score: Raw -603026.171731 + Penalty 2843.250680 = -600182.921051 nChanged 17 SP:Iteration 139Q (2162.160000 sec): 3 clusters Score: Raw -603031.606041 + Penalty 2843.250680 = -600188.355362 nChanged 13 SP:Iteration 140F (2162.170000 sec): 3 clusters Score: Raw -603034.939224 + Penalty 2843.250680 = -600191.688545 nChanged 11 SP:Iteration 141Q (2162.190000 sec): 3 clusters Score: Raw -603038.445577 + Penalty 2843.250680 = -600195.194897 nChanged 15 SP:Iteration 142Q (2162.200000 sec): 3 clusters Score: Raw -603043.686394 + Penalty 2843.250680 = -600200.435714 nChanged 12 SP:Iteration 143Q (2162.210000 sec): 3 clusters Score: Raw -603047.185003 + Penalty 2843.250680 = -600203.934323 nChanged 13 SP:Iteration 144Q (2162.230000 sec): 3 clusters Score: Raw -603051.182314 + Penalty 2843.250680 = -600207.931634 nChanged 11 SP:Iteration 145Q (2162.240000 sec): 3 clusters Score: Raw -603054.968492 + Penalty 2843.250680 = -600211.717812 nChanged 10 SP:Iteration 146Q (2162.250000 sec): 3 clusters Score: Raw -603060.272828 + Penalty 2843.250680 = -600217.022148 nChanged 9 SP:Iteration 147Q (2162.270000 sec): 3 clusters Score: Raw -603063.924612 + Penalty 2843.250680 = -600220.673932 nChanged 13 SP:Iteration 148Q (2162.280000 sec): 3 clusters Score: Raw -603069.097773 + Penalty 2843.250680 = -600225.847093 nChanged 13 SP:Iteration 149Q (2162.290000 sec): 3 clusters Score: Raw -603075.429481 + Penalty 2843.250680 = -600232.178801 nChanged 9 SP:Iteration 150Q (2162.310000 sec): 3 clusters Score: Raw -603079.084036 + Penalty 2843.250680 = -600235.833356 nChanged 9 SP:Iteration 151Q (2162.320000 sec): 3 clusters Score: Raw -603082.097587 + Penalty 2843.250680 = -600238.846907 nChanged 8 SP:Iteration 152Q (2162.330000 sec): 3 clusters Score: Raw -603085.473027 + Penalty 2843.250680 = -600242.222347 nChanged 10 SP:Iteration 153Q (2162.350000 sec): 3 clusters Score: Raw -603088.327085 + Penalty 2843.250680 = -600245.076406 nChanged 8 SP:Iteration 154Q (2162.360000 sec): 3 clusters Score: Raw -603090.862254 + Penalty 2843.250680 = -600247.611575 nChanged 7 SP:Iteration 155Q (2162.370000 sec): 3 clusters Score: Raw -603092.972494 + Penalty 2843.250680 = -600249.721814 nChanged 6 SP:Iteration 156Q (2162.390000 sec): 3 clusters Score: Raw -603095.123493 + Penalty 2843.250680 = -600251.872813 nChanged 3 SP:Iteration 157Q (2162.400000 sec): 3 clusters Score: Raw -603095.921798 + Penalty 2843.250680 = -600252.671118 nChanged 1 SP:Iteration 158Q (2162.410000 sec): 3 clusters Score: Raw -603096.256457 + Penalty 2843.250680 = -600253.005777 nChanged 2 SP:Iteration 159Q (2162.430000 sec): 3 clusters Score: Raw -603096.788843 + Penalty 2843.250680 = -600253.538163 nChanged 3 SP:Iteration 160F (2162.440000 sec): 3 clusters Score: Raw -603097.669571 + Penalty 2843.250680 = -600254.418891 nChanged 3 SP:Iteration 161Q (2162.450000 sec): 3 clusters Score: Raw -603098.659982 + Penalty 2843.250680 = -600255.409303 nChanged 3 SP:Iteration 162Q (2162.470000 sec): 3 clusters Score: Raw -603099.162132 + Penalty 2843.250680 = -600255.911452 nChanged 0 SP:Iteration 163F (2162.480000 sec): 3 clusters Score: Raw -603099.162132 + Penalty 2843.250680 = -600255.911452 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2162.610000 sec): 2 clusters Score: Raw -3743607.837662 + Penalty 1722.156142 = -3741885.681520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2162.710000 sec): 3 clusters Score: Raw -3718453.890979 + Penalty 3444.312285 = -3715009.578695 nChanged 18726 SP:Iteration 1F (2162.810000 sec): 3 clusters Score: Raw -3729279.129041 + Penalty 3444.312285 = -3725834.816756 nChanged 2084 SP:Iteration 2F (2162.910000 sec): 3 clusters Score: Raw -3730395.808931 + Penalty 3444.312285 = -3726951.496647 nChanged 2547 SP:Iteration 3F (2163.020000 sec): 3 clusters Score: Raw -3731845.278284 + Penalty 3444.312285 = -3728400.965999 nChanged 2933 SP:Iteration 4F (2163.120000 sec): 3 clusters Score: Raw -3733665.469367 + Penalty 3444.312285 = -3730221.157083 nChanged 3178 SP:Iteration 5F (2163.220000 sec): 3 clusters Score: Raw -3735998.648055 + Penalty 3444.312285 = -3732554.335771 nChanged 3196 SP:Iteration 6F (2163.330000 sec): 3 clusters Score: Raw -3738642.804736 + Penalty 3444.312285 = -3735198.492452 nChanged 2633 SP:Iteration 7F (2163.430000 sec): 3 clusters Score: Raw -3740943.244675 + Penalty 3444.312285 = -3737498.932390 nChanged 1861 SP:Iteration 8Q (2163.530000 sec): 3 clusters Score: Raw -3742608.071568 + Penalty 3444.312285 = -3739163.759283 nChanged 1206 SP:Iteration 9Q (2163.630000 sec): 3 clusters Score: Raw -3743816.835211 + Penalty 3444.312285 = -3740372.522927 nChanged 693 SP:Iteration 10Q (2163.730000 sec): 3 clusters Score: Raw -3744541.184175 + Penalty 3444.312285 = -3741096.871891 nChanged 359 SP:Iteration 11Q (2163.810000 sec): 3 clusters Score: Raw -3744758.878595 + Penalty 3444.312285 = -3741314.566311 nChanged 229 SP:Iteration 12Q (2163.890000 sec): 3 clusters Score: Raw -3744860.533319 + Penalty 3444.312285 = -3741416.221034 nChanged 178 SP:Iteration 13Q (2163.970000 sec): 3 clusters Score: Raw -3744930.017224 + Penalty 3444.312285 = -3741485.704940 nChanged 127 SP:Iteration 14Q (2164.050000 sec): 3 clusters Score: Raw -3744968.802815 + Penalty 3444.312285 = -3741524.490530 nChanged 95 SP:Iteration 15Q (2164.130000 sec): 3 clusters Score: Raw -3744996.121883 + Penalty 3444.312285 = -3741551.809598 nChanged 63 SP:Iteration 16Q (2164.210000 sec): 3 clusters Score: Raw -3745011.769271 + Penalty 3444.312285 = -3741567.456987 nChanged 51 SP:Iteration 17Q (2164.290000 sec): 3 clusters Score: Raw -3745022.843486 + Penalty 3444.312285 = -3741578.531202 nChanged 38 SP:Iteration 18Q (2164.360000 sec): 3 clusters Score: Raw -3745030.406308 + Penalty 3444.312285 = -3741586.094024 nChanged 30 SP:Iteration 19Q (2164.440000 sec): 3 clusters Score: Raw -3745035.781790 + Penalty 3444.312285 = -3741591.469506 nChanged 24 SP:Iteration 20F (2164.540000 sec): 3 clusters Score: Raw -3745040.015725 + Penalty 3444.312285 = -3741595.703440 nChanged 15 SP:Iteration 21Q (2164.610000 sec): 3 clusters Score: Raw -3745042.638392 + Penalty 3444.312285 = -3741598.326107 nChanged 7 SP:Iteration 22Q (2164.690000 sec): 3 clusters Score: Raw -3745043.264058 + Penalty 3444.312285 = -3741598.951773 nChanged 2 SP:Iteration 23Q (2164.770000 sec): 3 clusters Score: Raw -3745043.652585 + Penalty 3444.312285 = -3741599.340301 nChanged 3 SP:Iteration 24Q (2164.840000 sec): 3 clusters Score: Raw -3745044.110731 + Penalty 3444.312285 = -3741599.798447 nChanged 2 SP:Iteration 25Q (2164.920000 sec): 3 clusters Score: Raw -3745044.328346 + Penalty 3444.312285 = -3741600.016061 nChanged 3 SP:Iteration 26Q (2165.000000 sec): 3 clusters Score: Raw -3745044.757457 + Penalty 3444.312285 = -3741600.445173 nChanged 5 SP:Iteration 27Q (2165.070000 sec): 3 clusters Score: Raw -3745046.109876 + Penalty 3444.312285 = -3741601.797591 nChanged 8 SP:Iteration 28Q (2165.150000 sec): 3 clusters Score: Raw -3745047.934192 + Penalty 3444.312285 = -3741603.621907 nChanged 8 SP:Iteration 29Q (2165.220000 sec): 3 clusters Score: Raw -3745049.038251 + Penalty 3444.312285 = -3741604.725966 nChanged 6 SP:Iteration 30Q (2165.300000 sec): 3 clusters Score: Raw -3745050.682563 + Penalty 3444.312285 = -3741606.370278 nChanged 5 SP:Iteration 31Q (2165.370000 sec): 3 clusters Score: Raw -3745051.377001 + Penalty 3444.312285 = -3741607.064716 nChanged 2 SP:Iteration 32Q (2165.440000 sec): 3 clusters Score: Raw -3745051.834035 + Penalty 3444.312285 = -3741607.521750 nChanged 6 SP:Iteration 33Q (2165.520000 sec): 3 clusters Score: Raw -3745053.118800 + Penalty 3444.312285 = -3741608.806516 nChanged 6 SP:Iteration 34Q (2165.590000 sec): 3 clusters Score: Raw -3745054.326168 + Penalty 3444.312285 = -3741610.013884 nChanged 6 SP:Iteration 35Q (2165.670000 sec): 3 clusters Score: Raw -3745055.294511 + Penalty 3444.312285 = -3741610.982226 nChanged 6 SP:Iteration 36Q (2165.740000 sec): 3 clusters Score: Raw -3745056.051333 + Penalty 3444.312285 = -3741611.739048 nChanged 0 SP:Iteration 37F (2165.840000 sec): 3 clusters Score: Raw -3745056.051333 + Penalty 3444.312285 = -3741611.739048 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (15580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.890000 sec): 2 clusters Score: Raw -1552919.952308 + Penalty 1568.733289 = -1551351.219018 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.930000 sec): 3 clusters Score: Raw -1543691.292395 + Penalty 3137.466579 = -1540553.825816 nChanged 6971 SP:Iteration 1F (2165.970000 sec): 3 clusters Score: Raw -1547592.509155 + Penalty 3137.466579 = -1544455.042576 nChanged 956 SP:Iteration 2F (2166.010000 sec): 3 clusters Score: Raw -1548087.256766 + Penalty 3137.466579 = -1544949.790187 nChanged 1003 SP:Iteration 3F (2166.050000 sec): 3 clusters Score: Raw -1548706.529821 + Penalty 3137.466579 = -1545569.063243 nChanged 1126 SP:Iteration 4F (2166.090000 sec): 3 clusters Score: Raw -1549510.614345 + Penalty 3137.466579 = -1546373.147766 nChanged 1117 SP:Iteration 5F (2166.130000 sec): 3 clusters Score: Raw -1550410.887524 + Penalty 3137.466579 = -1547273.420946 nChanged 1082 SP:Iteration 6F (2166.170000 sec): 3 clusters Score: Raw -1551352.716752 + Penalty 3137.466579 = -1548215.250173 nChanged 855 SP:Iteration 7F (2166.210000 sec): 3 clusters Score: Raw -1552116.498608 + Penalty 3137.466579 = -1548979.032029 nChanged 585 SP:Iteration 8Q (2166.240000 sec): 3 clusters Score: Raw -1552581.671799 + Penalty 3137.466579 = -1549444.205220 nChanged 395 SP:Iteration 9Q (2166.280000 sec): 3 clusters Score: Raw -1552793.315397 + Penalty 3137.466579 = -1549655.848819 nChanged 221 SP:Iteration 10Q (2166.310000 sec): 3 clusters Score: Raw -1552871.497341 + Penalty 3137.466579 = -1549734.030762 nChanged 119 SP:Iteration 11Q (2166.350000 sec): 3 clusters Score: Raw -1552906.731150 + Penalty 3137.466579 = -1549769.264571 nChanged 93 SP:Iteration 12Q (2166.380000 sec): 3 clusters Score: Raw -1552929.702485 + Penalty 3137.466579 = -1549792.235906 nChanged 61 SP:Iteration 13Q (2166.420000 sec): 3 clusters Score: Raw -1552943.965354 + Penalty 3137.466579 = -1549806.498775 nChanged 55 SP:Iteration 14Q (2166.450000 sec): 3 clusters Score: Raw -1552955.488861 + Penalty 3137.466579 = -1549818.022282 nChanged 53 SP:Iteration 15Q (2166.480000 sec): 3 clusters Score: Raw -1552966.391324 + Penalty 3137.466579 = -1549828.924745 nChanged 51 SP:Iteration 16Q (2166.510000 sec): 3 clusters Score: Raw -1552975.746956 + Penalty 3137.466579 = -1549838.280377 nChanged 40 SP:Iteration 17Q (2166.550000 sec): 3 clusters Score: Raw -1552984.810839 + Penalty 3137.466579 = -1549847.344260 nChanged 48 SP:Iteration 18Q (2166.580000 sec): 3 clusters Score: Raw -1552996.118405 + Penalty 3137.466579 = -1549858.651826 nChanged 44 SP:Iteration 19Q (2166.610000 sec): 3 clusters Score: Raw -1553004.854402 + Penalty 3137.466579 = -1549867.387823 nChanged 46 SP:Iteration 20F (2166.650000 sec): 3 clusters Score: Raw -1553013.267569 + Penalty 3137.466579 = -1549875.800990 nChanged 36 SP:Iteration 21Q (2166.680000 sec): 3 clusters Score: Raw -1553019.943980 + Penalty 3137.466579 = -1549882.477401 nChanged 31 SP:Iteration 22Q (2166.720000 sec): 3 clusters Score: Raw -1553024.451555 + Penalty 3137.466579 = -1549886.984976 nChanged 29 SP:Iteration 23Q (2166.750000 sec): 3 clusters Score: Raw -1553029.039433 + Penalty 3137.466579 = -1549891.572854 nChanged 24 SP:Iteration 24Q (2166.780000 sec): 3 clusters Score: Raw -1553033.355593 + Penalty 3137.466579 = -1549895.889015 nChanged 26 SP:Iteration 25Q (2166.820000 sec): 3 clusters Score: Raw -1553037.139375 + Penalty 3137.466579 = -1549899.672796 nChanged 17 SP:Iteration 26Q (2166.850000 sec): 3 clusters Score: Raw -1553038.928913 + Penalty 3137.466579 = -1549901.462334 nChanged 12 SP:Iteration 27Q (2166.880000 sec): 3 clusters Score: Raw -1553039.922593 + Penalty 3137.466579 = -1549902.456014 nChanged 10 SP:Iteration 28Q (2166.920000 sec): 3 clusters Score: Raw -1553040.675636 + Penalty 3137.466579 = -1549903.209057 nChanged 6 SP:Iteration 29Q (2166.950000 sec): 3 clusters Score: Raw -1553041.293970 + Penalty 3137.466579 = -1549903.827391 nChanged 8 SP:Iteration 30Q (2166.980000 sec): 3 clusters Score: Raw -1553042.727945 + Penalty 3137.466579 = -1549905.261366 nChanged 12 SP:Iteration 31Q (2167.020000 sec): 3 clusters Score: Raw -1553044.066877 + Penalty 3137.466579 = -1549906.600298 nChanged 11 SP:Iteration 32Q (2167.050000 sec): 3 clusters Score: Raw -1553045.142583 + Penalty 3137.466579 = -1549907.676005 nChanged 5 SP:Iteration 33Q (2167.080000 sec): 3 clusters Score: Raw -1553045.942292 + Penalty 3137.466579 = -1549908.475713 nChanged 7 SP:Iteration 34Q (2167.110000 sec): 3 clusters Score: Raw -1553046.792611 + Penalty 3137.466579 = -1549909.326032 nChanged 7 SP:Iteration 35Q (2167.150000 sec): 3 clusters Score: Raw -1553047.455549 + Penalty 3137.466579 = -1549909.988970 nChanged 7 SP:Iteration 36Q (2167.180000 sec): 3 clusters Score: Raw -1553048.290870 + Penalty 3137.466579 = -1549910.824291 nChanged 4 SP:Iteration 37Q (2167.210000 sec): 3 clusters Score: Raw -1553048.807110 + Penalty 3137.466579 = -1549911.340531 nChanged 6 SP:Iteration 38Q (2167.250000 sec): 3 clusters Score: Raw -1553049.391609 + Penalty 3137.466579 = -1549911.925030 nChanged 8 SP:Iteration 39Q (2167.280000 sec): 3 clusters Score: Raw -1553050.307935 + Penalty 3137.466579 = -1549912.841357 nChanged 5 SP:Iteration 40F (2167.320000 sec): 3 clusters Score: Raw -1553050.888538 + Penalty 3137.466579 = -1549913.421960 nChanged 4 SP:Iteration 41Q (2167.350000 sec): 3 clusters Score: Raw -1553051.366474 + Penalty 3137.466579 = -1549913.899895 nChanged 5 SP:Iteration 42Q (2167.390000 sec): 3 clusters Score: Raw -1553051.730743 + Penalty 3137.466579 = -1549914.264164 nChanged 4 SP:Iteration 43Q (2167.420000 sec): 3 clusters Score: Raw -1553052.122223 + Penalty 3137.466579 = -1549914.655645 nChanged 4 SP:Iteration 44Q (2167.450000 sec): 3 clusters Score: Raw -1553052.765408 + Penalty 3137.466579 = -1549915.298829 nChanged 5 SP:Iteration 45Q (2167.490000 sec): 3 clusters Score: Raw -1553053.220130 + Penalty 3137.466579 = -1549915.753551 nChanged 3 SP:Iteration 46Q (2167.520000 sec): 3 clusters Score: Raw -1553053.616716 + Penalty 3137.466579 = -1549916.150137 nChanged 6 SP:Iteration 47Q (2167.550000 sec): 3 clusters Score: Raw -1553054.979903 + Penalty 3137.466579 = -1549917.513324 nChanged 11 SP:Iteration 48Q (2167.590000 sec): 3 clusters Score: Raw -1553056.200419 + Penalty 3137.466579 = -1549918.733840 nChanged 9 SP:Iteration 49Q (2167.620000 sec): 3 clusters Score: Raw -1553057.135630 + Penalty 3137.466579 = -1549919.669051 nChanged 8 SP:Iteration 50Q (2167.650000 sec): 3 clusters Score: Raw -1553058.393063 + Penalty 3137.466579 = -1549920.926484 nChanged 11 SP:Iteration 51Q (2167.690000 sec): 3 clusters Score: Raw -1553060.115200 + Penalty 3137.466579 = -1549922.648621 nChanged 18 SP:Iteration 52Q (2167.720000 sec): 3 clusters Score: Raw -1553063.208393 + Penalty 3137.466579 = -1549925.741814 nChanged 17 SP:Iteration 53Q (2167.750000 sec): 3 clusters Score: Raw -1553065.933713 + Penalty 3137.466579 = -1549928.467134 nChanged 25 SP:Iteration 54Q (2167.780000 sec): 3 clusters Score: Raw -1553069.391510 + Penalty 3137.466579 = -1549931.924932 nChanged 23 SP:Iteration 55Q (2167.810000 sec): 3 clusters Score: Raw -1553072.941556 + Penalty 3137.466579 = -1549935.474978 nChanged 24 SP:Iteration 56Q (2167.850000 sec): 3 clusters Score: Raw -1553077.354534 + Penalty 3137.466579 = -1549939.887955 nChanged 31 SP:Iteration 57Q (2167.880000 sec): 3 clusters Score: Raw -1553082.929519 + Penalty 3137.466579 = -1549945.462940 nChanged 36 SP:Iteration 58Q (2167.910000 sec): 3 clusters Score: Raw -1553088.657616 + Penalty 3137.466579 = -1549951.191038 nChanged 32 SP:Iteration 59Q (2167.950000 sec): 3 clusters Score: Raw -1553094.394015 + Penalty 3137.466579 = -1549956.927436 nChanged 20 SP:Iteration 60F (2167.990000 sec): 3 clusters Score: Raw -1553098.634295 + Penalty 3137.466579 = -1549961.167716 nChanged 30 SP:Iteration 61Q (2168.020000 sec): 3 clusters Score: Raw -1553105.573053 + Penalty 3137.466579 = -1549968.106474 nChanged 22 SP:Iteration 62Q (2168.050000 sec): 3 clusters Score: Raw -1553110.655799 + Penalty 3137.466579 = -1549973.189220 nChanged 24 SP:Iteration 63Q (2168.080000 sec): 3 clusters Score: Raw -1553115.169002 + Penalty 3137.466579 = -1549977.702424 nChanged 24 SP:Iteration 64Q (2168.110000 sec): 3 clusters Score: Raw -1553119.013937 + Penalty 3137.466579 = -1549981.547358 nChanged 24 SP:Iteration 65Q (2168.150000 sec): 3 clusters Score: Raw -1553123.282316 + Penalty 3137.466579 = -1549985.815737 nChanged 22 SP:Iteration 66Q (2168.180000 sec): 3 clusters Score: Raw -1553126.849023 + Penalty 3137.466579 = -1549989.382444 nChanged 22 SP:Iteration 67Q (2168.210000 sec): 3 clusters Score: Raw -1553130.374999 + Penalty 3137.466579 = -1549992.908420 nChanged 15 SP:Iteration 68Q (2168.240000 sec): 3 clusters Score: Raw -1553132.600541 + Penalty 3137.466579 = -1549995.133962 nChanged 15 SP:Iteration 69Q (2168.270000 sec): 3 clusters Score: Raw -1553135.229915 + Penalty 3137.466579 = -1549997.763336 nChanged 17 SP:Iteration 70Q (2168.310000 sec): 3 clusters Score: Raw -1553137.496921 + Penalty 3137.466579 = -1550000.030342 nChanged 10 SP:Iteration 71Q (2168.340000 sec): 3 clusters Score: Raw -1553139.005032 + Penalty 3137.466579 = -1550001.538453 nChanged 11 SP:Iteration 72Q (2168.370000 sec): 3 clusters Score: Raw -1553141.026637 + Penalty 3137.466579 = -1550003.560058 nChanged 16 SP:Iteration 73Q (2168.400000 sec): 3 clusters Score: Raw -1553143.367635 + Penalty 3137.466579 = -1550005.901056 nChanged 14 SP:Iteration 74Q (2168.430000 sec): 3 clusters Score: Raw -1553145.640287 + Penalty 3137.466579 = -1550008.173708 nChanged 11 SP:Iteration 75Q (2168.460000 sec): 3 clusters Score: Raw -1553147.373838 + Penalty 3137.466579 = -1550009.907259 nChanged 9 SP:Iteration 76Q (2168.490000 sec): 3 clusters Score: Raw -1553149.105324 + Penalty 3137.466579 = -1550011.638745 nChanged 9 SP:Iteration 77Q (2168.530000 sec): 3 clusters Score: Raw -1553150.472948 + Penalty 3137.466579 = -1550013.006369 nChanged 6 SP:Iteration 78Q (2168.560000 sec): 3 clusters Score: Raw -1553151.674803 + Penalty 3137.466579 = -1550014.208224 nChanged 7 SP:Iteration 79Q (2168.590000 sec): 3 clusters Score: Raw -1553153.022342 + Penalty 3137.466579 = -1550015.555764 nChanged 7 SP:Iteration 80F (2168.630000 sec): 3 clusters Score: Raw -1553154.244537 + Penalty 3137.466579 = -1550016.777959 nChanged 10 SP:Iteration 81Q (2168.660000 sec): 3 clusters Score: Raw -1553155.938926 + Penalty 3137.466579 = -1550018.472347 nChanged 5 SP:Iteration 82Q (2168.690000 sec): 3 clusters Score: Raw -1553156.807645 + Penalty 3137.466579 = -1550019.341066 nChanged 8 SP:Iteration 83Q (2168.720000 sec): 3 clusters Score: Raw -1553157.610059 + Penalty 3137.466579 = -1550020.143480 nChanged 4 SP:Iteration 84Q (2168.750000 sec): 3 clusters Score: Raw -1553158.286894 + Penalty 3137.466579 = -1550020.820315 nChanged 3 SP:Iteration 85Q (2168.790000 sec): 3 clusters Score: Raw -1553158.929593 + Penalty 3137.466579 = -1550021.463014 nChanged 3 SP:Iteration 86Q (2168.820000 sec): 3 clusters Score: Raw -1553159.586237 + Penalty 3137.466579 = -1550022.119659 nChanged 4 SP:Iteration 87Q (2168.850000 sec): 3 clusters Score: Raw -1553159.880376 + Penalty 3137.466579 = -1550022.413797 nChanged 1 SP:Iteration 88Q (2168.880000 sec): 3 clusters Score: Raw -1553159.941456 + Penalty 3137.466579 = -1550022.474877 nChanged 1 SP:Iteration 89Q (2168.910000 sec): 3 clusters Score: Raw -1553160.156390 + Penalty 3137.466579 = -1550022.689811 nChanged 2 SP:Iteration 90Q (2168.940000 sec): 3 clusters Score: Raw -1553160.348761 + Penalty 3137.466579 = -1550022.882183 nChanged 2 SP:Iteration 91Q (2168.970000 sec): 3 clusters Score: Raw -1553160.821376 + Penalty 3137.466579 = -1550023.354797 nChanged 1 SP:Iteration 92Q (2169.010000 sec): 3 clusters Score: Raw -1553161.033306 + Penalty 3137.466579 = -1550023.566727 nChanged 1 SP:Iteration 93Q (2169.040000 sec): 3 clusters Score: Raw -1553161.227186 + Penalty 3137.466579 = -1550023.760607 nChanged 1 SP:Iteration 94Q (2169.070000 sec): 3 clusters Score: Raw -1553161.594470 + Penalty 3137.466579 = -1550024.127891 nChanged 1 SP:Iteration 95Q (2169.100000 sec): 3 clusters Score: Raw -1553161.841903 + Penalty 3137.466579 = -1550024.375324 nChanged 2 SP:Iteration 96Q (2169.130000 sec): 3 clusters Score: Raw -1553161.972554 + Penalty 3137.466579 = -1550024.505975 nChanged 2 SP:Iteration 97Q (2169.160000 sec): 3 clusters Score: Raw -1553162.110200 + Penalty 3137.466579 = -1550024.643621 nChanged 2 SP:Iteration 98Q (2169.190000 sec): 3 clusters Score: Raw -1553162.376733 + Penalty 3137.466579 = -1550024.910154 nChanged 1 SP:Iteration 99Q (2169.230000 sec): 3 clusters Score: Raw -1553162.520658 + Penalty 3137.466579 = -1550025.054079 nChanged 1 SP:Iteration 100F (2169.260000 sec): 3 clusters Score: Raw -1553162.560835 + Penalty 3137.466579 = -1550025.094256 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2169.280000 sec): 2 clusters Score: Raw -203076.072784 + Penalty 1244.921662 = -201831.151121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2169.280000 sec): 3 clusters Score: Raw -202140.918582 + Penalty 2489.843324 = -199651.075258 nChanged 736 SP:Iteration 1F (2169.290000 sec): 3 clusters Score: Raw -202586.490242 + Penalty 2489.843324 = -200096.646917 nChanged 172 SP:Iteration 2F (2169.290000 sec): 3 clusters Score: Raw -202729.823027 + Penalty 2489.843324 = -200239.979703 nChanged 128 SP:Iteration 3F (2169.300000 sec): 3 clusters Score: Raw -202835.144409 + Penalty 2489.843324 = -200345.301085 nChanged 94 SP:Iteration 4Q (2169.310000 sec): 3 clusters Score: Raw -202898.522192 + Penalty 2489.843324 = -200408.678868 nChanged 65 SP:Iteration 5Q (2169.310000 sec): 3 clusters Score: Raw -202939.132205 + Penalty 2489.843324 = -200449.288881 nChanged 57 SP:Iteration 6Q (2169.310000 sec): 3 clusters Score: Raw -202969.318842 + Penalty 2489.843324 = -200479.475518 nChanged 33 SP:Iteration 7Q (2169.320000 sec): 3 clusters Score: Raw -202986.035901 + Penalty 2489.843324 = -200496.192577 nChanged 21 SP:Iteration 8Q (2169.330000 sec): 3 clusters Score: Raw -202996.803773 + Penalty 2489.843324 = -200506.960449 nChanged 12 SP:Iteration 9Q (2169.330000 sec): 3 clusters Score: Raw -203002.580913 + Penalty 2489.843324 = -200512.737588 nChanged 7 SP:Iteration 10Q (2169.330000 sec): 3 clusters Score: Raw -203005.839815 + Penalty 2489.843324 = -200515.996491 nChanged 13 SP:Iteration 11Q (2169.340000 sec): 3 clusters Score: Raw -203012.693059 + Penalty 2489.843324 = -200522.849735 nChanged 22 SP:Iteration 12Q (2169.350000 sec): 3 clusters Score: Raw -203024.358880 + Penalty 2489.843324 = -200534.515556 nChanged 28 SP:Iteration 13Q (2169.350000 sec): 3 clusters Score: Raw -203042.828732 + Penalty 2489.843324 = -200552.985407 nChanged 34 SP:Iteration 14Q (2169.360000 sec): 3 clusters Score: Raw -203068.242100 + Penalty 2489.843324 = -200578.398775 nChanged 24 SP:Iteration 15Q (2169.360000 sec): 3 clusters Score: Raw -203078.869687 + Penalty 2489.843324 = -200589.026362 nChanged 20 SP:Iteration 16Q (2169.370000 sec): 3 clusters Score: Raw -203090.274142 + Penalty 2489.843324 = -200600.430818 nChanged 18 SP:Iteration 17Q (2169.370000 sec): 3 clusters Score: Raw -203099.063588 + Penalty 2489.843324 = -200609.220263 nChanged 20 SP:Iteration 18Q (2169.380000 sec): 3 clusters Score: Raw -203109.871186 + Penalty 2489.843324 = -200620.027861 nChanged 17 SP:Iteration 19Q (2169.380000 sec): 3 clusters Score: Raw -203121.893942 + Penalty 2489.843324 = -200632.050618 nChanged 25 SP:Iteration 20F (2169.390000 sec): 3 clusters Score: Raw -203138.461986 + Penalty 2489.843324 = -200648.618662 nChanged 22 SP:Iteration 21Q (2169.390000 sec): 3 clusters Score: Raw -203151.575391 + Penalty 2489.843324 = -200661.732067 nChanged 29 SP:Iteration 22Q (2169.400000 sec): 3 clusters Score: Raw -203167.300354 + Penalty 2489.843324 = -200677.457030 nChanged 19 SP:Iteration 23Q (2169.400000 sec): 3 clusters Score: Raw -203178.678560 + Penalty 2489.843324 = -200688.835236 nChanged 19 SP:Iteration 24Q (2169.410000 sec): 3 clusters Score: Raw -203193.074964 + Penalty 2489.843324 = -200703.231640 nChanged 19 SP:Iteration 25Q (2169.410000 sec): 3 clusters Score: Raw -203203.900320 + Penalty 2489.843324 = -200714.056996 nChanged 16 SP:Iteration 26Q (2169.420000 sec): 3 clusters Score: Raw -203216.585703 + Penalty 2489.843324 = -200726.742379 nChanged 20 SP:Iteration 27Q (2169.420000 sec): 3 clusters Score: Raw -203228.980844 + Penalty 2489.843324 = -200739.137520 nChanged 21 SP:Iteration 28Q (2169.430000 sec): 3 clusters Score: Raw -203241.957701 + Penalty 2489.843324 = -200752.114376 nChanged 19 SP:Iteration 29Q (2169.430000 sec): 3 clusters Score: Raw -203252.159587 + Penalty 2489.843324 = -200762.316263 nChanged 14 SP:Iteration 30Q (2169.440000 sec): 3 clusters Score: Raw -203259.422632 + Penalty 2489.843324 = -200769.579308 nChanged 6 SP:Iteration 31Q (2169.450000 sec): 3 clusters Score: Raw -203262.980950 + Penalty 2489.843324 = -200773.137625 nChanged 7 SP:Iteration 32Q (2169.450000 sec): 3 clusters Score: Raw -203265.964333 + Penalty 2489.843324 = -200776.121009 nChanged 4 SP:Iteration 33Q (2169.450000 sec): 3 clusters Score: Raw -203267.688502 + Penalty 2489.843324 = -200777.845178 nChanged 2 SP:Iteration 34Q (2169.460000 sec): 3 clusters Score: Raw -203268.378812 + Penalty 2489.843324 = -200778.535488 nChanged 0 SP:Iteration 35F (2169.470000 sec): 3 clusters Score: Raw -203268.378812 + Penalty 2489.843324 = -200778.535488 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2169.470000 sec): 2 clusters Score: Raw -230900.230755 + Penalty 1267.792565 = -229632.438190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2169.480000 sec): 3 clusters Score: Raw -229833.866388 + Penalty 2535.585131 = -227298.281257 nChanged 858 SP:Iteration 1F (2169.490000 sec): 3 clusters Score: Raw -230384.961140 + Penalty 2535.585131 = -227849.376009 nChanged 191 SP:Iteration 2F (2169.490000 sec): 3 clusters Score: Raw -230541.707322 + Penalty 2535.585131 = -228006.122191 nChanged 122 SP:Iteration 3Q (2169.500000 sec): 3 clusters Score: Raw -230610.757405 + Penalty 2535.585131 = -228075.172274 nChanged 87 SP:Iteration 4Q (2169.500000 sec): 3 clusters Score: Raw -230659.736566 + Penalty 2535.585131 = -228124.151435 nChanged 72 SP:Iteration 5Q (2169.510000 sec): 3 clusters Score: Raw -230697.093258 + Penalty 2535.585131 = -228161.508127 nChanged 56 SP:Iteration 6Q (2169.510000 sec): 3 clusters Score: Raw -230724.707653 + Penalty 2535.585131 = -228189.122523 nChanged 46 SP:Iteration 7Q (2169.520000 sec): 3 clusters Score: Raw -230749.710853 + Penalty 2535.585131 = -228214.125722 nChanged 42 SP:Iteration 8Q (2169.530000 sec): 3 clusters Score: Raw -230771.219386 + Penalty 2535.585131 = -228235.634255 nChanged 23 SP:Iteration 9Q (2169.530000 sec): 3 clusters Score: Raw -230781.745535 + Penalty 2535.585131 = -228246.160405 nChanged 22 SP:Iteration 10Q (2169.540000 sec): 3 clusters Score: Raw -230794.187783 + Penalty 2535.585131 = -228258.602652 nChanged 24 SP:Iteration 11Q (2169.550000 sec): 3 clusters Score: Raw -230808.372319 + Penalty 2535.585131 = -228272.787188 nChanged 25 SP:Iteration 12Q (2169.550000 sec): 3 clusters Score: Raw -230825.497525 + Penalty 2535.585131 = -228289.912394 nChanged 20 SP:Iteration 13Q (2169.560000 sec): 3 clusters Score: Raw -230836.071421 + Penalty 2535.585131 = -228300.486290 nChanged 20 SP:Iteration 14Q (2169.560000 sec): 3 clusters Score: Raw -230846.921101 + Penalty 2535.585131 = -228311.335970 nChanged 22 SP:Iteration 15Q (2169.570000 sec): 3 clusters Score: Raw -230856.925101 + Penalty 2535.585131 = -228321.339970 nChanged 27 SP:Iteration 16Q (2169.570000 sec): 3 clusters Score: Raw -230870.750136 + Penalty 2535.585131 = -228335.165006 nChanged 20 SP:Iteration 17Q (2169.580000 sec): 3 clusters Score: Raw -230879.025107 + Penalty 2535.585131 = -228343.439976 nChanged 11 SP:Iteration 18Q (2169.590000 sec): 3 clusters Score: Raw -230882.459820 + Penalty 2535.585131 = -228346.874689 nChanged 5 SP:Iteration 19Q (2169.590000 sec): 3 clusters Score: Raw -230885.332244 + Penalty 2535.585131 = -228349.747113 nChanged 8 SP:Iteration 20F (2169.600000 sec): 3 clusters Score: Raw -230889.999393 + Penalty 2535.585131 = -228354.414263 nChanged 3 SP:Iteration 21Q (2169.600000 sec): 3 clusters Score: Raw -230892.214192 + Penalty 2535.585131 = -228356.629061 nChanged 6 SP:Iteration 22Q (2169.610000 sec): 3 clusters Score: Raw -230895.204431 + Penalty 2535.585131 = -228359.619300 nChanged 10 SP:Iteration 23Q (2169.610000 sec): 3 clusters Score: Raw -230898.581617 + Penalty 2535.585131 = -228362.996486 nChanged 4 SP:Iteration 24Q (2169.620000 sec): 3 clusters Score: Raw -230900.492642 + Penalty 2535.585131 = -228364.907512 nChanged 6 SP:Iteration 25Q (2169.630000 sec): 3 clusters Score: Raw -230902.486587 + Penalty 2535.585131 = -228366.901457 nChanged 3 SP:Iteration 26Q (2169.630000 sec): 3 clusters Score: Raw -230903.899579 + Penalty 2535.585131 = -228368.314448 nChanged 4 SP:Iteration 27Q (2169.640000 sec): 3 clusters Score: Raw -230906.151476 + Penalty 2535.585131 = -228370.566345 nChanged 3 SP:Iteration 28Q (2169.650000 sec): 3 clusters Score: Raw -230907.973709 + Penalty 2535.585131 = -228372.388579 nChanged 2 SP:Iteration 29Q (2169.650000 sec): 3 clusters Score: Raw -230908.916997 + Penalty 2535.585131 = -228373.331867 nChanged 3 SP:Iteration 30Q (2169.660000 sec): 3 clusters Score: Raw -230910.152853 + Penalty 2535.585131 = -228374.567722 nChanged 3 SP:Iteration 31Q (2169.660000 sec): 3 clusters Score: Raw -230911.745997 + Penalty 2535.585131 = -228376.160866 nChanged 5 SP:Iteration 32Q (2169.670000 sec): 3 clusters Score: Raw -230913.617633 + Penalty 2535.585131 = -228378.032502 nChanged 4 SP:Iteration 33Q (2169.670000 sec): 3 clusters Score: Raw -230914.501666 + Penalty 2535.585131 = -228378.916536 nChanged 3 SP:Iteration 34Q (2169.680000 sec): 3 clusters Score: Raw -230915.272335 + Penalty 2535.585131 = -228379.687204 nChanged 3 SP:Iteration 35Q (2169.690000 sec): 3 clusters Score: Raw -230917.037649 + Penalty 2535.585131 = -228381.452518 nChanged 2 SP:Iteration 36Q (2169.690000 sec): 3 clusters Score: Raw -230917.864200 + Penalty 2535.585131 = -228382.279069 nChanged 1 SP:Iteration 37Q (2169.700000 sec): 3 clusters Score: Raw -230918.205915 + Penalty 2535.585131 = -228382.620784 nChanged 1 SP:Iteration 38Q (2169.700000 sec): 3 clusters Score: Raw -230918.464539 + Penalty 2535.585131 = -228382.879408 nChanged 0 SP:Iteration 39F (2169.710000 sec): 3 clusters Score: Raw -230918.464539 + Penalty 2535.585131 = -228382.879408 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (461599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.050000 sec): 2 clusters Score: Raw -44674176.303185 + Penalty 2119.398422 = -44672056.904763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.250000 sec): 3 clusters Score: Raw -44364436.855628 + Penalty 4238.796844 = -44360198.058784 nChanged 225478 SP:Iteration 1F (2173.510000 sec): 3 clusters Score: Raw -44500866.500761 + Penalty 4238.796844 = -44496627.703917 nChanged 14282 SP:Iteration 2Q (2174.780000 sec): 3 clusters Score: Raw -44504407.165352 + Penalty 4238.796844 = -44500168.368508 nChanged 17004 SP:Iteration 3Q (2176.040000 sec): 3 clusters Score: Raw -44509728.142018 + Penalty 4238.796844 = -44505489.345174 nChanged 21065 SP:Iteration 4Q (2177.330000 sec): 3 clusters Score: Raw -44517904.466470 + Penalty 4238.796844 = -44513665.669626 nChanged 25227 SP:Iteration 5F (2178.570000 sec): 3 clusters Score: Raw -44529826.800342 + Penalty 4238.796844 = -44525588.003498 nChanged 28679 SP:Iteration 6F (2179.720000 sec): 3 clusters Score: Raw -44545767.900450 + Penalty 4238.796844 = -44541529.103606 nChanged 30432 SP:Iteration 7F (2180.910000 sec): 3 clusters Score: Raw -44564729.799178 + Penalty 4238.796844 = -44560491.002334 nChanged 29694 SP:Iteration 8F (2182.110000 sec): 3 clusters Score: Raw -44585314.643749 + Penalty 4238.796844 = -44581075.846905 nChanged 27714 SP:Iteration 9F (2183.310000 sec): 3 clusters Score: Raw -44606348.276007 + Penalty 4238.796844 = -44602109.479163 nChanged 24641 SP:Iteration 10F (2184.510000 sec): 3 clusters Score: Raw -44626240.345609 + Penalty 4238.796844 = -44622001.548765 nChanged 20196 SP:Iteration 11Q (2185.690000 sec): 3 clusters Score: Raw -44643234.597935 + Penalty 4238.796844 = -44638995.801091 nChanged 15084 SP:Iteration 12Q (2186.780000 sec): 3 clusters Score: Raw -44656086.224764 + Penalty 4238.796844 = -44651847.427920 nChanged 10069 SP:Iteration 13Q (2187.770000 sec): 3 clusters Score: Raw -44664539.688637 + Penalty 4238.796844 = -44660300.891793 nChanged 6080 SP:Iteration 14Q (2188.660000 sec): 3 clusters Score: Raw -44669449.385404 + Penalty 4238.796844 = -44665210.588560 nChanged 3232 SP:Iteration 15Q (2189.510000 sec): 3 clusters Score: Raw -44671935.105390 + Penalty 4238.796844 = -44667696.308546 nChanged 1668 SP:Iteration 16Q (2190.340000 sec): 3 clusters Score: Raw -44673144.578239 + Penalty 4238.796844 = -44668905.781395 nChanged 833 SP:Iteration 17Q (2191.140000 sec): 3 clusters Score: Raw -44673729.474765 + Penalty 4238.796844 = -44669490.677921 nChanged 458 SP:Iteration 18Q (2191.930000 sec): 3 clusters Score: Raw -44674036.618442 + Penalty 4238.796844 = -44669797.821597 nChanged 299 SP:Iteration 19Q (2192.730000 sec): 3 clusters Score: Raw -44674226.189027 + Penalty 4238.796844 = -44669987.392183 nChanged 217 SP:Iteration 20F (2193.870000 sec): 3 clusters Score: Raw -44674364.873848 + Penalty 4238.796844 = -44670126.077004 nChanged 157 SP:Iteration 21Q (2194.660000 sec): 3 clusters Score: Raw -44674461.429030 + Penalty 4238.796844 = -44670222.632186 nChanged 108 SP:Iteration 22Q (2195.440000 sec): 3 clusters Score: Raw -44674521.973247 + Penalty 4238.796844 = -44670283.176403 nChanged 76 SP:Iteration 23Q (2196.220000 sec): 3 clusters Score: Raw -44674555.427743 + Penalty 4238.796844 = -44670316.630899 nChanged 53 SP:Iteration 24Q (2197.000000 sec): 3 clusters Score: Raw -44674579.581271 + Penalty 4238.796844 = -44670340.784427 nChanged 41 SP:Iteration 25Q (2197.790000 sec): 3 clusters Score: Raw -44674599.223306 + Penalty 4238.796844 = -44670360.426462 nChanged 31 SP:Iteration 26Q (2198.570000 sec): 3 clusters Score: Raw -44674611.656745 + Penalty 4238.796844 = -44670372.859901 nChanged 26 SP:Iteration 27Q (2199.350000 sec): 3 clusters Score: Raw -44674620.190499 + Penalty 4238.796844 = -44670381.393655 nChanged 15 SP:Iteration 28Q (2200.150000 sec): 3 clusters Score: Raw -44674624.917176 + Penalty 4238.796844 = -44670386.120332 nChanged 7 SP:Iteration 29Q (2200.940000 sec): 3 clusters Score: Raw -44674626.862142 + Penalty 4238.796844 = -44670388.065298 nChanged 7 SP:Iteration 30Q (2201.740000 sec): 3 clusters Score: Raw -44674628.556451 + Penalty 4238.796844 = -44670389.759607 nChanged 6 SP:Iteration 31Q (2202.530000 sec): 3 clusters Score: Raw -44674630.862128 + Penalty 4238.796844 = -44670392.065284 nChanged 8 SP:Iteration 32Q (2203.310000 sec): 3 clusters Score: Raw -44674633.635336 + Penalty 4238.796844 = -44670394.838492 nChanged 3 SP:Iteration 33Q (2204.090000 sec): 3 clusters Score: Raw -44674633.900986 + Penalty 4238.796844 = -44670395.104142 nChanged 0 SP:Iteration 34F (2205.240000 sec): 3 clusters Score: Raw -44674633.900986 + Penalty 4238.796844 = -44670395.104142 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2205.540000 sec): 2 clusters Score: Raw -347939.421500 + Penalty 1325.805405 = -346613.616096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2205.540000 sec): 3 clusters Score: Raw -346222.778544 + Penalty 2651.610809 = -343571.167734 nChanged 1353 SP:Iteration 1F (2205.550000 sec): 3 clusters Score: Raw -346952.216455 + Penalty 2651.610809 = -344300.605646 nChanged 251 SP:Iteration 2F (2205.560000 sec): 3 clusters Score: Raw -347086.315854 + Penalty 2651.610809 = -344434.705044 nChanged 158 SP:Iteration 3Q (2205.570000 sec): 3 clusters Score: Raw -347165.755066 + Penalty 2651.610809 = -344514.144256 nChanged 130 SP:Iteration 4Q (2205.580000 sec): 3 clusters Score: Raw -347238.050201 + Penalty 2651.610809 = -344586.439392 nChanged 118 SP:Iteration 5Q (2205.580000 sec): 3 clusters Score: Raw -347305.536336 + Penalty 2651.610809 = -344653.925527 nChanged 110 SP:Iteration 6Q (2205.590000 sec): 3 clusters Score: Raw -347354.479877 + Penalty 2651.610809 = -344702.869067 nChanged 61 SP:Iteration 7Q (2205.600000 sec): 3 clusters Score: Raw -347381.514795 + Penalty 2651.610809 = -344729.903986 nChanged 65 SP:Iteration 8Q (2205.610000 sec): 3 clusters Score: Raw -347412.676845 + Penalty 2651.610809 = -344761.066036 nChanged 62 SP:Iteration 9Q (2205.620000 sec): 3 clusters Score: Raw -347444.169944 + Penalty 2651.610809 = -344792.559135 nChanged 53 SP:Iteration 10Q (2205.620000 sec): 3 clusters Score: Raw -347466.579066 + Penalty 2651.610809 = -344814.968256 nChanged 54 SP:Iteration 11Q (2205.630000 sec): 3 clusters Score: Raw -347489.854195 + Penalty 2651.610809 = -344838.243386 nChanged 48 SP:Iteration 12Q (2205.640000 sec): 3 clusters Score: Raw -347505.352507 + Penalty 2651.610809 = -344853.741698 nChanged 39 SP:Iteration 13Q (2205.650000 sec): 3 clusters Score: Raw -347517.449908 + Penalty 2651.610809 = -344865.839099 nChanged 36 SP:Iteration 14Q (2205.660000 sec): 3 clusters Score: Raw -347526.958307 + Penalty 2651.610809 = -344875.347497 nChanged 21 SP:Iteration 15Q (2205.660000 sec): 3 clusters Score: Raw -347531.321562 + Penalty 2651.610809 = -344879.710753 nChanged 19 SP:Iteration 16Q (2205.670000 sec): 3 clusters Score: Raw -347536.474069 + Penalty 2651.610809 = -344884.863260 nChanged 19 SP:Iteration 17Q (2205.680000 sec): 3 clusters Score: Raw -347540.777571 + Penalty 2651.610809 = -344889.166761 nChanged 17 SP:Iteration 18Q (2205.690000 sec): 3 clusters Score: Raw -347546.021079 + Penalty 2651.610809 = -344894.410270 nChanged 20 SP:Iteration 19Q (2205.700000 sec): 3 clusters Score: Raw -347551.045863 + Penalty 2651.610809 = -344899.435054 nChanged 19 SP:Iteration 20F (2205.700000 sec): 3 clusters Score: Raw -347555.307086 + Penalty 2651.610809 = -344903.696277 nChanged 15 SP:Iteration 21Q (2205.710000 sec): 3 clusters Score: Raw -347558.895120 + Penalty 2651.610809 = -344907.284311 nChanged 21 SP:Iteration 22Q (2205.720000 sec): 3 clusters Score: Raw -347565.676876 + Penalty 2651.610809 = -344914.066067 nChanged 42 SP:Iteration 23Q (2205.730000 sec): 3 clusters Score: Raw -347584.620098 + Penalty 2651.610809 = -344933.009289 nChanged 49 SP:Iteration 24Q (2205.740000 sec): 3 clusters Score: Raw -347603.625448 + Penalty 2651.610809 = -344952.014639 nChanged 47 SP:Iteration 25Q (2205.750000 sec): 3 clusters Score: Raw -347623.798642 + Penalty 2651.610809 = -344972.187832 nChanged 50 SP:Iteration 26Q (2205.760000 sec): 3 clusters Score: Raw -347645.519975 + Penalty 2651.610809 = -344993.909165 nChanged 51 SP:Iteration 27Q (2205.760000 sec): 3 clusters Score: Raw -347671.211507 + Penalty 2651.610809 = -345019.600697 nChanged 58 SP:Iteration 28Q (2205.770000 sec): 3 clusters Score: Raw -347707.495230 + Penalty 2651.610809 = -345055.884421 nChanged 69 SP:Iteration 29Q (2205.780000 sec): 3 clusters Score: Raw -347752.262319 + Penalty 2651.610809 = -345100.651510 nChanged 78 SP:Iteration 30Q (2205.790000 sec): 3 clusters Score: Raw -347802.809230 + Penalty 2651.610809 = -345151.198421 nChanged 84 SP:Iteration 31Q (2205.800000 sec): 3 clusters Score: Raw -347862.250766 + Penalty 2651.610809 = -345210.639956 nChanged 91 SP:Iteration 32Q (2205.800000 sec): 3 clusters Score: Raw -347938.670574 + Penalty 2651.610809 = -345287.059765 nChanged 79 SP:Iteration 33Q (2205.810000 sec): 3 clusters Score: Raw -347997.334514 + Penalty 2651.610809 = -345345.723704 nChanged 66 SP:Iteration 34Q (2205.820000 sec): 3 clusters Score: Raw -348059.551557 + Penalty 2651.610809 = -345407.940748 nChanged 68 SP:Iteration 35Q (2205.830000 sec): 3 clusters Score: Raw -348126.777962 + Penalty 2651.610809 = -345475.167153 nChanged 51 SP:Iteration 36Q (2205.840000 sec): 3 clusters Score: Raw -348165.620609 + Penalty 2651.610809 = -345514.009800 nChanged 34 SP:Iteration 37Q (2205.840000 sec): 3 clusters Score: Raw -348185.371058 + Penalty 2651.610809 = -345533.760248 nChanged 24 SP:Iteration 38Q (2205.850000 sec): 3 clusters Score: Raw -348202.175363 + Penalty 2651.610809 = -345550.564553 nChanged 15 SP:Iteration 39Q (2205.860000 sec): 3 clusters Score: Raw -348209.767064 + Penalty 2651.610809 = -345558.156255 nChanged 12 SP:Iteration 40F (2205.870000 sec): 3 clusters Score: Raw -348215.427523 + Penalty 2651.610809 = -345563.816713 nChanged 8 SP:Iteration 41Q (2205.880000 sec): 3 clusters Score: Raw -348219.071474 + Penalty 2651.610809 = -345567.460665 nChanged 5 SP:Iteration 42Q (2205.880000 sec): 3 clusters Score: Raw -348220.749422 + Penalty 2651.610809 = -345569.138613 nChanged 2 SP:Iteration 43Q (2205.890000 sec): 3 clusters Score: Raw -348221.353192 + Penalty 2651.610809 = -345569.742382 nChanged 5 SP:Iteration 44Q (2205.900000 sec): 3 clusters Score: Raw -348222.653515 + Penalty 2651.610809 = -345571.042705 nChanged 1 SP:Iteration 45Q (2205.900000 sec): 3 clusters Score: Raw -348222.957912 + Penalty 2651.610809 = -345571.347102 nChanged 1 SP:Iteration 46Q (2205.910000 sec): 3 clusters Score: Raw -348223.397613 + Penalty 2651.610809 = -345571.786803 nChanged 2 SP:Iteration 47Q (2205.920000 sec): 3 clusters Score: Raw -348223.970655 + Penalty 2651.610809 = -345572.359845 nChanged 1 SP:Iteration 48Q (2205.930000 sec): 3 clusters Score: Raw -348224.298425 + Penalty 2651.610809 = -345572.687616 nChanged 0 SP:Iteration 49F (2205.940000 sec): 3 clusters Score: Raw -348224.298425 + Penalty 2651.610809 = -345572.687616 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2205.940000 sec): 2 clusters Score: Raw -28265.985887 + Penalty 931.667957 = -27334.317929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2205.940000 sec): 3 clusters Score: Raw -28282.277689 + Penalty 1863.335915 = -26418.941774 nChanged 57 SP:Iteration 1F (2205.940000 sec): 3 clusters Score: Raw -28401.919143 + Penalty 1863.335915 = -26538.583228 nChanged 18 SP:Iteration 2F (2205.940000 sec): 3 clusters Score: Raw -28456.379314 + Penalty 1863.335915 = -26593.043399 nChanged 7 SP:Iteration 3Q (2205.940000 sec): 3 clusters Score: Raw -28471.147456 + Penalty 1863.335915 = -26607.811541 nChanged 4 SP:Iteration 4Q (2205.940000 sec): 3 clusters Score: Raw -28484.518355 + Penalty 1863.335915 = -26621.182440 nChanged 5 SP:Iteration 5Q (2205.950000 sec): 3 clusters Score: Raw -28496.836494 + Penalty 1863.335915 = -26633.500579 nChanged 3 SP:Iteration 6Q (2205.950000 sec): 3 clusters Score: Raw -28504.079695 + Penalty 1863.335915 = -26640.743780 nChanged 1 SP:Iteration 7Q (2205.950000 sec): 3 clusters Score: Raw -28508.069178 + Penalty 1863.335915 = -26644.733263 nChanged 2 SP:Iteration 8Q (2205.950000 sec): 3 clusters Score: Raw -28511.444342 + Penalty 1863.335915 = -26648.108427 nChanged 1 SP:Iteration 9Q (2205.950000 sec): 3 clusters Score: Raw -28512.808490 + Penalty 1863.335915 = -26649.472575 nChanged 1 SP:Iteration 10Q (2205.950000 sec): 3 clusters Score: Raw -28514.423088 + Penalty 1863.335915 = -26651.087173 nChanged 1 SP:Iteration 11Q (2205.950000 sec): 3 clusters Score: Raw -28519.356196 + Penalty 1863.335915 = -26656.020281 nChanged 2 SP:Iteration 12Q (2205.950000 sec): 3 clusters Score: Raw -28529.101770 + Penalty 1863.335915 = -26665.765855 nChanged 2 SP:Iteration 13Q (2205.950000 sec): 3 clusters Score: Raw -28539.844409 + Penalty 1863.335915 = -26676.508494 nChanged 3 SP:Iteration 14Q (2205.950000 sec): 3 clusters Score: Raw -28555.751901 + Penalty 1863.335915 = -26692.415986 nChanged 5 SP:Iteration 15Q (2205.960000 sec): 3 clusters Score: Raw -28575.841603 + Penalty 1863.335915 = -26712.505688 nChanged 1 SP:Iteration 16Q (2205.960000 sec): 3 clusters Score: Raw -28578.547338 + Penalty 1863.335915 = -26715.211423 nChanged 0 SP:Iteration 17F (2205.960000 sec): 3 clusters Score: Raw -28578.547338 + Penalty 1863.335915 = -26715.211423 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2205.960000 sec): 2 clusters Score: Raw -80319.773922 + Penalty 1092.231676 = -79227.542245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2205.960000 sec): 3 clusters Score: Raw -80077.195236 + Penalty 2184.463353 = -77892.731883 nChanged 236 SP:Iteration 1F (2205.960000 sec): 3 clusters Score: Raw -80299.253969 + Penalty 2184.463353 = -78114.790616 nChanged 60 SP:Iteration 2F (2205.970000 sec): 3 clusters Score: Raw -80375.557856 + Penalty 2184.463353 = -78191.094504 nChanged 44 SP:Iteration 3F (2205.970000 sec): 3 clusters Score: Raw -80423.271627 + Penalty 2184.463353 = -78238.808274 nChanged 25 SP:Iteration 4Q (2205.970000 sec): 3 clusters Score: Raw -80447.740732 + Penalty 2184.463353 = -78263.277379 nChanged 16 SP:Iteration 5Q (2205.970000 sec): 3 clusters Score: Raw -80470.471184 + Penalty 2184.463353 = -78286.007831 nChanged 20 SP:Iteration 6Q (2205.980000 sec): 3 clusters Score: Raw -80490.907889 + Penalty 2184.463353 = -78306.444536 nChanged 11 SP:Iteration 7Q (2205.980000 sec): 3 clusters Score: Raw -80504.117501 + Penalty 2184.463353 = -78319.654148 nChanged 9 SP:Iteration 8Q (2205.980000 sec): 3 clusters Score: Raw -80518.863678 + Penalty 2184.463353 = -78334.400325 nChanged 18 SP:Iteration 9Q (2205.980000 sec): 3 clusters Score: Raw -80545.133816 + Penalty 2184.463353 = -78360.670464 nChanged 13 SP:Iteration 10Q (2205.980000 sec): 3 clusters Score: Raw -80562.731951 + Penalty 2184.463353 = -78378.268598 nChanged 19 SP:Iteration 11Q (2205.980000 sec): 3 clusters Score: Raw -80588.629472 + Penalty 2184.463353 = -78404.166119 nChanged 17 SP:Iteration 12Q (2205.990000 sec): 3 clusters Score: Raw -80612.189350 + Penalty 2184.463353 = -78427.725997 nChanged 13 SP:Iteration 13Q (2205.990000 sec): 3 clusters Score: Raw -80622.987646 + Penalty 2184.463353 = -78438.524294 nChanged 5 SP:Iteration 14Q (2205.990000 sec): 3 clusters Score: Raw -80629.363839 + Penalty 2184.463353 = -78444.900486 nChanged 6 SP:Iteration 15Q (2205.990000 sec): 3 clusters Score: Raw -80633.642732 + Penalty 2184.463353 = -78449.179379 nChanged 4 SP:Iteration 16Q (2206.000000 sec): 3 clusters Score: Raw -80636.350419 + Penalty 2184.463353 = -78451.887066 nChanged 6 SP:Iteration 17Q (2206.000000 sec): 3 clusters Score: Raw -80643.835367 + Penalty 2184.463353 = -78459.372014 nChanged 9 SP:Iteration 18Q (2206.000000 sec): 3 clusters Score: Raw -80653.204322 + Penalty 2184.463353 = -78468.740969 nChanged 5 SP:Iteration 19Q (2206.000000 sec): 3 clusters Score: Raw -80657.985934 + Penalty 2184.463353 = -78473.522581 nChanged 4 SP:Iteration 20F (2206.000000 sec): 3 clusters Score: Raw -80663.211142 + Penalty 2184.463353 = -78478.747789 nChanged 5 SP:Iteration 21Q (2206.000000 sec): 3 clusters Score: Raw -80667.418396 + Penalty 2184.463353 = -78482.955043 nChanged 3 SP:Iteration 22Q (2206.010000 sec): 3 clusters Score: Raw -80671.578888 + Penalty 2184.463353 = -78487.115535 nChanged 2 SP:Iteration 23Q (2206.010000 sec): 3 clusters Score: Raw -80675.150993 + Penalty 2184.463353 = -78490.687641 nChanged 3 SP:Iteration 24Q (2206.010000 sec): 3 clusters Score: Raw -80682.296096 + Penalty 2184.463353 = -78497.832743 nChanged 4 SP:Iteration 25Q (2206.010000 sec): 3 clusters Score: Raw -80689.052475 + Penalty 2184.463353 = -78504.589123 nChanged 4 SP:Iteration 26Q (2206.020000 sec): 3 clusters Score: Raw -80696.653337 + Penalty 2184.463353 = -78512.189984 nChanged 3 SP:Iteration 27Q (2206.020000 sec): 3 clusters Score: Raw -80699.096525 + Penalty 2184.463353 = -78514.633172 nChanged 2 SP:Iteration 28Q (2206.020000 sec): 3 clusters Score: Raw -80700.669917 + Penalty 2184.463353 = -78516.206565 nChanged 1 SP:Iteration 29Q (2206.020000 sec): 3 clusters Score: Raw -80701.386843 + Penalty 2184.463353 = -78516.923491 nChanged 1 SP:Iteration 30Q (2206.020000 sec): 3 clusters Score: Raw -80701.949261 + Penalty 2184.463353 = -78517.485908 nChanged 0 SP:Iteration 31F (2206.020000 sec): 3 clusters Score: Raw -80701.949261 + Penalty 2184.463353 = -78517.485908 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.030000 sec): 2 clusters Score: Raw -109541.718163 + Penalty 1161.222476 = -108380.495687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.030000 sec): 3 clusters Score: Raw -109069.038478 + Penalty 2322.444952 = -106746.593526 nChanged 416 SP:Iteration 1F (2206.040000 sec): 3 clusters Score: Raw -109601.019257 + Penalty 2322.444952 = -107278.574305 nChanged 148 SP:Iteration 2F (2206.040000 sec): 3 clusters Score: Raw -110260.012099 + Penalty 2322.444952 = -107937.567147 nChanged 124 SP:Iteration 3F (2206.040000 sec): 3 clusters Score: Raw -110518.105506 + Penalty 2322.444952 = -108195.660554 nChanged 104 SP:Iteration 4F (2206.040000 sec): 3 clusters Score: Raw -110775.176486 + Penalty 2322.444952 = -108452.731534 nChanged 78 SP:Iteration 5F (2206.050000 sec): 3 clusters Score: Raw -111020.111896 + Penalty 2322.444952 = -108697.666944 nChanged 55 SP:Iteration 6Q (2206.050000 sec): 3 clusters Score: Raw -111221.037487 + Penalty 2322.444952 = -108898.592535 nChanged 38 SP:Iteration 7Q (2206.050000 sec): 3 clusters Score: Raw -111361.989685 + Penalty 2322.444952 = -109039.544733 nChanged 25 SP:Iteration 8Q (2206.060000 sec): 3 clusters Score: Raw -111428.797084 + Penalty 2322.444952 = -109106.352132 nChanged 14 SP:Iteration 9Q (2206.060000 sec): 3 clusters Score: Raw -111464.956858 + Penalty 2322.444952 = -109142.511906 nChanged 10 SP:Iteration 10Q (2206.060000 sec): 3 clusters Score: Raw -111489.745019 + Penalty 2322.444952 = -109167.300067 nChanged 4 SP:Iteration 11Q (2206.060000 sec): 3 clusters Score: Raw -111498.281586 + Penalty 2322.444952 = -109175.836634 nChanged 3 SP:Iteration 12Q (2206.060000 sec): 3 clusters Score: Raw -111501.419450 + Penalty 2322.444952 = -109178.974498 nChanged 1 SP:Iteration 13Q (2206.070000 sec): 3 clusters Score: Raw -111502.950834 + Penalty 2322.444952 = -109180.505882 nChanged 0 SP:Iteration 14F (2206.070000 sec): 3 clusters Score: Raw -111502.950834 + Penalty 2322.444952 = -109180.505882 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 7.38 GB. Trying to split cluster 17 (1261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.080000 sec): 2 clusters Score: Raw -115334.303568 + Penalty 1160.194805 = -114174.108763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2206.080000 sec): 3 clusters Score: Raw -114946.527801 + Penalty 2320.389609 = -112626.138192 nChanged 387 SP:Iteration 1F (2206.080000 sec): 3 clusters Score: Raw -115379.880143 + Penalty 2320.389609 = -113059.490533 nChanged 126 SP:Iteration 2F (2206.090000 sec): 3 clusters Score: Raw -115619.146944 + Penalty 2320.389609 = -113298.757334 nChanged 108 SP:Iteration 3F (2206.090000 sec): 3 clusters Score: Raw -115871.611517 + Penalty 2320.389609 = -113551.221907 nChanged 75 SP:Iteration 4F (2206.090000 sec): 3 clusters Score: Raw -116035.581994 + Penalty 2320.389609 = -113715.192385 nChanged 73 SP:Iteration 5F (2206.100000 sec): 3 clusters Score: Raw -116247.771593 + Penalty 2320.389609 = -113927.381984 nChanged 74 SP:Iteration 6F (2206.100000 sec): 3 clusters Score: Raw -116423.857008 + Penalty 2320.389609 = -114103.467398 nChanged 60 SP:Iteration 7Q (2206.100000 sec): 3 clusters Score: Raw -116556.231937 + Penalty 2320.389609 = -114235.842328 nChanged 58 SP:Iteration 8Q (2206.100000 sec): 3 clusters Score: Raw -116685.068291 + Penalty 2320.389609 = -114364.678681 nChanged 45 SP:Iteration 9Q (2206.110000 sec): 3 clusters Score: Raw -116786.983539 + Penalty 2320.389609 = -114466.593930 nChanged 35 SP:Iteration 10Q (2206.110000 sec): 3 clusters Score: Raw -116861.695658 + Penalty 2320.389609 = -114541.306049 nChanged 27 SP:Iteration 11Q (2206.110000 sec): 3 clusters Score: Raw -116919.991509 + Penalty 2320.389609 = -114599.601900 nChanged 16 SP:Iteration 12Q (2206.120000 sec): 3 clusters Score: Raw -116954.800943 + Penalty 2320.389609 = -114634.411333 nChanged 10 SP:Iteration 13Q (2206.120000 sec): 3 clusters Score: Raw -116968.103644 + Penalty 2320.389609 = -114647.714035 nChanged 6 SP:Iteration 14Q (2206.120000 sec): 3 clusters Score: Raw -116974.937216 + Penalty 2320.389609 = -114654.547607 nChanged 4 SP:Iteration 15Q (2206.120000 sec): 3 clusters Score: Raw -116977.206164 + Penalty 2320.389609 = -114656.816555 nChanged 1 SP:Iteration 16Q (2206.120000 sec): 3 clusters Score: Raw -116977.672306 + Penalty 2320.389609 = -114657.282696 nChanged 0 SP:Iteration 17F (2206.130000 sec): 3 clusters Score: Raw -116977.793377 + Penalty 2320.389609 = -114657.403768 nChanged 1 SP:Iteration 18Q (2206.130000 sec): 3 clusters Score: Raw -116981.292244 + Penalty 2320.389609 = -114660.902635 nChanged 1 SP:Iteration 19Q (2206.130000 sec): 3 clusters Score: Raw -116983.202304 + Penalty 2320.389609 = -114662.812695 nChanged 1 SP:Iteration 20F (2206.140000 sec): 3 clusters Score: Raw -116983.698244 + Penalty 2320.389609 = -114663.308635 nChanged 1 SP:Iteration 21Q (2206.140000 sec): 3 clusters Score: Raw -116984.728062 + Penalty 2320.389609 = -114664.338453 nChanged 0 SP:Iteration 22F (2206.140000 sec): 3 clusters Score: Raw -116984.728062 + Penalty 2320.389609 = -114664.338453 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 7.38 GB. Trying to split cluster 18 (165320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2206.640000 sec): 2 clusters Score: Raw -16166807.679163 + Penalty 1952.541219 = -16164855.137944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2207.060000 sec): 3 clusters Score: Raw -16057705.390180 + Penalty 3905.082437 = -16053800.307742 nChanged 79877 SP:Iteration 1F (2207.470000 sec): 3 clusters Score: Raw -16105546.357422 + Penalty 3905.082437 = -16101641.274985 nChanged 6729 SP:Iteration 2Q (2207.900000 sec): 3 clusters Score: Raw -16107833.274196 + Penalty 3905.082437 = -16103928.191759 nChanged 8471 SP:Iteration 3F (2208.320000 sec): 3 clusters Score: Raw -16111719.850233 + Penalty 3905.082437 = -16107814.767796 nChanged 10601 SP:Iteration 4F (2208.760000 sec): 3 clusters Score: Raw -16118183.096241 + Penalty 3905.082437 = -16114278.013804 nChanged 12691 SP:Iteration 5F (2209.190000 sec): 3 clusters Score: Raw -16128100.153275 + Penalty 3905.082437 = -16124195.070838 nChanged 13428 SP:Iteration 6F (2209.620000 sec): 3 clusters Score: Raw -16140180.815230 + Penalty 3905.082437 = -16136275.732793 nChanged 11489 SP:Iteration 7F (2210.040000 sec): 3 clusters Score: Raw -16151146.454320 + Penalty 3905.082437 = -16147241.371883 nChanged 7982 SP:Iteration 8Q (2210.470000 sec): 3 clusters Score: Raw -16158700.059404 + Penalty 3905.082437 = -16154794.976966 nChanged 4643 SP:Iteration 9Q (2210.850000 sec): 3 clusters Score: Raw -16162958.660751 + Penalty 3905.082437 = -16159053.578314 nChanged 2480 SP:Iteration 10Q (2211.200000 sec): 3 clusters Score: Raw -16165125.925297 + Penalty 3905.082437 = -16161220.842860 nChanged 1141 SP:Iteration 11Q (2211.530000 sec): 3 clusters Score: Raw -16166052.959071 + Penalty 3905.082437 = -16162147.876633 nChanged 570 SP:Iteration 12Q (2211.840000 sec): 3 clusters Score: Raw -16166536.568861 + Penalty 3905.082437 = -16162631.486424 nChanged 278 SP:Iteration 13Q (2212.140000 sec): 3 clusters Score: Raw -16166805.932735 + Penalty 3905.082437 = -16162900.850297 nChanged 151 SP:Iteration 14Q (2212.440000 sec): 3 clusters Score: Raw -16166962.658448 + Penalty 3905.082437 = -16163057.576011 nChanged 89 SP:Iteration 15Q (2212.730000 sec): 3 clusters Score: Raw -16167052.608672 + Penalty 3905.082437 = -16163147.526235 nChanged 54 SP:Iteration 16Q (2213.020000 sec): 3 clusters Score: Raw -16167101.818369 + Penalty 3905.082437 = -16163196.735932 nChanged 45 SP:Iteration 17Q (2213.320000 sec): 3 clusters Score: Raw -16167128.657895 + Penalty 3905.082437 = -16163223.575458 nChanged 33 SP:Iteration 18Q (2213.610000 sec): 3 clusters Score: Raw -16167147.247708 + Penalty 3905.082437 = -16163242.165271 nChanged 34 SP:Iteration 19Q (2213.910000 sec): 3 clusters Score: Raw -16167167.608118 + Penalty 3905.082437 = -16163262.525681 nChanged 17 SP:Iteration 20F (2214.340000 sec): 3 clusters Score: Raw -16167177.943135 + Penalty 3905.082437 = -16163272.860698 nChanged 19 SP:Iteration 21Q (2214.630000 sec): 3 clusters Score: Raw -16167189.523686 + Penalty 3905.082437 = -16163284.441249 nChanged 17 SP:Iteration 22Q (2214.920000 sec): 3 clusters Score: Raw -16167199.008789 + Penalty 3905.082437 = -16163293.926352 nChanged 12 SP:Iteration 23Q (2215.220000 sec): 3 clusters Score: Raw -16167204.010597 + Penalty 3905.082437 = -16163298.928160 nChanged 11 SP:Iteration 24Q (2215.510000 sec): 3 clusters Score: Raw -16167209.922433 + Penalty 3905.082437 = -16163304.839996 nChanged 12 SP:Iteration 25Q (2215.790000 sec): 3 clusters Score: Raw -16167217.374357 + Penalty 3905.082437 = -16163312.291920 nChanged 12 SP:Iteration 26Q (2216.070000 sec): 3 clusters Score: Raw -16167223.824769 + Penalty 3905.082437 = -16163318.742332 nChanged 13 SP:Iteration 27Q (2216.360000 sec): 3 clusters Score: Raw -16167231.561492 + Penalty 3905.082437 = -16163326.479055 nChanged 15 SP:Iteration 28Q (2216.640000 sec): 3 clusters Score: Raw -16167238.307931 + Penalty 3905.082437 = -16163333.225494 nChanged 10 SP:Iteration 29Q (2216.920000 sec): 3 clusters Score: Raw -16167242.354372 + Penalty 3905.082437 = -16163337.271935 nChanged 10 SP:Iteration 30Q (2217.210000 sec): 3 clusters Score: Raw -16167247.214447 + Penalty 3905.082437 = -16163342.132010 nChanged 8 SP:Iteration 31Q (2217.500000 sec): 3 clusters Score: Raw -16167251.196760 + Penalty 3905.082437 = -16163346.114323 nChanged 7 SP:Iteration 32Q (2217.790000 sec): 3 clusters Score: Raw -16167254.210329 + Penalty 3905.082437 = -16163349.127891 nChanged 2 SP:Iteration 33Q (2218.080000 sec): 3 clusters Score: Raw -16167254.766747 + Penalty 3905.082437 = -16163349.684310 nChanged 5 SP:Iteration 34Q (2218.370000 sec): 3 clusters Score: Raw -16167257.634519 + Penalty 3905.082437 = -16163352.552082 nChanged 5 SP:Iteration 35Q (2218.650000 sec): 3 clusters Score: Raw -16167260.319650 + Penalty 3905.082437 = -16163355.237212 nChanged 4 SP:Iteration 36Q (2218.950000 sec): 3 clusters Score: Raw -16167261.213349 + Penalty 3905.082437 = -16163356.130912 nChanged 1 SP:Iteration 37Q (2219.240000 sec): 3 clusters Score: Raw -16167261.955862 + Penalty 3905.082437 = -16163356.873424 nChanged 2 SP:Iteration 38Q (2219.530000 sec): 3 clusters Score: Raw -16167262.954876 + Penalty 3905.082437 = -16163357.872439 nChanged 1 SP:Iteration 39Q (2219.830000 sec): 3 clusters Score: Raw -16167263.181751 + Penalty 3905.082437 = -16163358.099314 nChanged 0 SP:Iteration 40F (2220.250000 sec): 3 clusters Score: Raw -16167263.181751 + Penalty 3905.082437 = -16163358.099314 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3684 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.360000 sec): 2 clusters Score: Raw -349541.275280 + Penalty 1334.410090 = -348206.865190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.380000 sec): 3 clusters Score: Raw -347714.135958 + Penalty 2668.820179 = -345045.315779 nChanged 1409 SP:Iteration 1F (2220.380000 sec): 3 clusters Score: Raw -348483.364042 + Penalty 2668.820179 = -345814.543863 nChanged 285 SP:Iteration 2F (2220.390000 sec): 3 clusters Score: Raw -348653.141670 + Penalty 2668.820179 = -345984.321491 nChanged 195 SP:Iteration 3F (2220.400000 sec): 3 clusters Score: Raw -348777.090685 + Penalty 2668.820179 = -346108.270506 nChanged 166 SP:Iteration 4Q (2220.410000 sec): 3 clusters Score: Raw -348879.306794 + Penalty 2668.820179 = -346210.486615 nChanged 150 SP:Iteration 5Q (2220.420000 sec): 3 clusters Score: Raw -348957.909405 + Penalty 2668.820179 = -346289.089226 nChanged 98 SP:Iteration 6Q (2220.430000 sec): 3 clusters Score: Raw -348998.493242 + Penalty 2668.820179 = -346329.673063 nChanged 83 SP:Iteration 7Q (2220.440000 sec): 3 clusters Score: Raw -349035.575623 + Penalty 2668.820179 = -346366.755444 nChanged 85 SP:Iteration 8Q (2220.450000 sec): 3 clusters Score: Raw -349074.131901 + Penalty 2668.820179 = -346405.311722 nChanged 76 SP:Iteration 9Q (2220.460000 sec): 3 clusters Score: Raw -349110.377825 + Penalty 2668.820179 = -346441.557646 nChanged 71 SP:Iteration 10Q (2220.460000 sec): 3 clusters Score: Raw -349139.781253 + Penalty 2668.820179 = -346470.961074 nChanged 50 SP:Iteration 11Q (2220.480000 sec): 3 clusters Score: Raw -349158.465913 + Penalty 2668.820179 = -346489.645734 nChanged 50 SP:Iteration 12Q (2220.480000 sec): 3 clusters Score: Raw -349181.379021 + Penalty 2668.820179 = -346512.558842 nChanged 57 SP:Iteration 13Q (2220.490000 sec): 3 clusters Score: Raw -349209.073213 + Penalty 2668.820179 = -346540.253034 nChanged 42 SP:Iteration 14Q (2220.500000 sec): 3 clusters Score: Raw -349229.760574 + Penalty 2668.820179 = -346560.940395 nChanged 46 SP:Iteration 15Q (2220.510000 sec): 3 clusters Score: Raw -349254.179402 + Penalty 2668.820179 = -346585.359223 nChanged 49 SP:Iteration 16Q (2220.520000 sec): 3 clusters Score: Raw -349279.450957 + Penalty 2668.820179 = -346610.630778 nChanged 58 SP:Iteration 17Q (2220.530000 sec): 3 clusters Score: Raw -349310.177322 + Penalty 2668.820179 = -346641.357142 nChanged 54 SP:Iteration 18Q (2220.540000 sec): 3 clusters Score: Raw -349332.721976 + Penalty 2668.820179 = -346663.901797 nChanged 53 SP:Iteration 19Q (2220.550000 sec): 3 clusters Score: Raw -349359.660677 + Penalty 2668.820179 = -346690.840498 nChanged 49 SP:Iteration 20F (2220.560000 sec): 3 clusters Score: Raw -349383.429428 + Penalty 2668.820179 = -346714.609249 nChanged 48 SP:Iteration 21Q (2220.560000 sec): 3 clusters Score: Raw -349410.063172 + Penalty 2668.820179 = -346741.242992 nChanged 43 SP:Iteration 22Q (2220.570000 sec): 3 clusters Score: Raw -349437.304431 + Penalty 2668.820179 = -346768.484252 nChanged 44 SP:Iteration 23Q (2220.580000 sec): 3 clusters Score: Raw -349458.322487 + Penalty 2668.820179 = -346789.502308 nChanged 33 SP:Iteration 24Q (2220.590000 sec): 3 clusters Score: Raw -349475.614819 + Penalty 2668.820179 = -346806.794640 nChanged 28 SP:Iteration 25Q (2220.600000 sec): 3 clusters Score: Raw -349492.054121 + Penalty 2668.820179 = -346823.233941 nChanged 24 SP:Iteration 26Q (2220.600000 sec): 3 clusters Score: Raw -349506.476011 + Penalty 2668.820179 = -346837.655832 nChanged 22 SP:Iteration 27Q (2220.610000 sec): 3 clusters Score: Raw -349517.343084 + Penalty 2668.820179 = -346848.522905 nChanged 17 SP:Iteration 28Q (2220.620000 sec): 3 clusters Score: Raw -349523.290250 + Penalty 2668.820179 = -346854.470071 nChanged 16 SP:Iteration 29Q (2220.630000 sec): 3 clusters Score: Raw -349532.635669 + Penalty 2668.820179 = -346863.815490 nChanged 17 SP:Iteration 30Q (2220.640000 sec): 3 clusters Score: Raw -349542.542320 + Penalty 2668.820179 = -346873.722141 nChanged 17 SP:Iteration 31Q (2220.650000 sec): 3 clusters Score: Raw -349550.414088 + Penalty 2668.820179 = -346881.593909 nChanged 15 SP:Iteration 32Q (2220.660000 sec): 3 clusters Score: Raw -349556.768879 + Penalty 2668.820179 = -346887.948700 nChanged 14 SP:Iteration 33Q (2220.660000 sec): 3 clusters Score: Raw -349567.236568 + Penalty 2668.820179 = -346898.416389 nChanged 23 SP:Iteration 34Q (2220.670000 sec): 3 clusters Score: Raw -349580.910541 + Penalty 2668.820179 = -346912.090362 nChanged 24 SP:Iteration 35Q (2220.680000 sec): 3 clusters Score: Raw -349595.252533 + Penalty 2668.820179 = -346926.432354 nChanged 17 SP:Iteration 36Q (2220.690000 sec): 3 clusters Score: Raw -349603.824635 + Penalty 2668.820179 = -346935.004456 nChanged 21 SP:Iteration 37Q (2220.700000 sec): 3 clusters Score: Raw -349613.745969 + Penalty 2668.820179 = -346944.925790 nChanged 12 SP:Iteration 38Q (2220.700000 sec): 3 clusters Score: Raw -349619.720084 + Penalty 2668.820179 = -346950.899905 nChanged 15 SP:Iteration 39Q (2220.710000 sec): 3 clusters Score: Raw -349625.741309 + Penalty 2668.820179 = -346956.921130 nChanged 11 SP:Iteration 40F (2220.720000 sec): 3 clusters Score: Raw -349632.869842 + Penalty 2668.820179 = -346964.049662 nChanged 12 SP:Iteration 41Q (2220.730000 sec): 3 clusters Score: Raw -349638.282235 + Penalty 2668.820179 = -346969.462056 nChanged 12 SP:Iteration 42Q (2220.740000 sec): 3 clusters Score: Raw -349644.129334 + Penalty 2668.820179 = -346975.309155 nChanged 13 SP:Iteration 43Q (2220.740000 sec): 3 clusters Score: Raw -349653.005787 + Penalty 2668.820179 = -346984.185608 nChanged 8 SP:Iteration 44Q (2220.750000 sec): 3 clusters Score: Raw -349656.423025 + Penalty 2668.820179 = -346987.602846 nChanged 4 SP:Iteration 45Q (2220.760000 sec): 3 clusters Score: Raw -349658.556428 + Penalty 2668.820179 = -346989.736249 nChanged 3 SP:Iteration 46Q (2220.770000 sec): 3 clusters Score: Raw -349660.780545 + Penalty 2668.820179 = -346991.960366 nChanged 5 SP:Iteration 47Q (2220.780000 sec): 3 clusters Score: Raw -349663.634680 + Penalty 2668.820179 = -346994.814501 nChanged 3 SP:Iteration 48Q (2220.780000 sec): 3 clusters Score: Raw -349665.220458 + Penalty 2668.820179 = -346996.400279 nChanged 5 SP:Iteration 49Q (2220.790000 sec): 3 clusters Score: Raw -349668.183653 + Penalty 2668.820179 = -346999.363474 nChanged 8 SP:Iteration 50Q (2220.800000 sec): 3 clusters Score: Raw -349673.846562 + Penalty 2668.820179 = -347005.026383 nChanged 12 SP:Iteration 51Q (2220.810000 sec): 3 clusters Score: Raw -349681.140247 + Penalty 2668.820179 = -347012.320068 nChanged 9 SP:Iteration 52Q (2220.820000 sec): 3 clusters Score: Raw -349684.906242 + Penalty 2668.820179 = -347016.086063 nChanged 4 SP:Iteration 53Q (2220.820000 sec): 3 clusters Score: Raw -349687.247141 + Penalty 2668.820179 = -347018.426961 nChanged 4 SP:Iteration 54Q (2220.830000 sec): 3 clusters Score: Raw -349690.169021 + Penalty 2668.820179 = -347021.348842 nChanged 5 SP:Iteration 55Q (2220.840000 sec): 3 clusters Score: Raw -349692.569435 + Penalty 2668.820179 = -347023.749256 nChanged 0 SP:Iteration 56F (2220.840000 sec): 3 clusters Score: Raw -349692.569435 + Penalty 2668.820179 = -347023.749256 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.850000 sec): 2 clusters Score: Raw -45500.047399 + Penalty 1016.559382 = -44483.488017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.850000 sec): 3 clusters Score: Raw -45539.470359 + Penalty 2033.118764 = -43506.351595 nChanged 139 SP:Iteration 1F (2220.850000 sec): 3 clusters Score: Raw -45777.684788 + Penalty 2033.118764 = -43744.566025 nChanged 40 SP:Iteration 2F (2220.860000 sec): 3 clusters Score: Raw -45875.333738 + Penalty 2033.118764 = -43842.214974 nChanged 39 SP:Iteration 3F (2220.860000 sec): 3 clusters Score: Raw -45961.797307 + Penalty 2033.118764 = -43928.678543 nChanged 20 SP:Iteration 4Q (2220.860000 sec): 3 clusters Score: Raw -46042.055055 + Penalty 2033.118764 = -44008.936291 nChanged 20 SP:Iteration 5Q (2220.860000 sec): 3 clusters Score: Raw -46128.501587 + Penalty 2033.118764 = -44095.382823 nChanged 19 SP:Iteration 6Q (2220.860000 sec): 3 clusters Score: Raw -46190.690902 + Penalty 2033.118764 = -44157.572138 nChanged 14 SP:Iteration 7Q (2220.860000 sec): 3 clusters Score: Raw -46221.901708 + Penalty 2033.118764 = -44188.782945 nChanged 10 SP:Iteration 8Q (2220.860000 sec): 3 clusters Score: Raw -46251.951089 + Penalty 2033.118764 = -44218.832325 nChanged 2 SP:Iteration 9Q (2220.860000 sec): 3 clusters Score: Raw -46256.783908 + Penalty 2033.118764 = -44223.665144 nChanged 1 SP:Iteration 10Q (2220.860000 sec): 3 clusters Score: Raw -46258.441859 + Penalty 2033.118764 = -44225.323096 nChanged 1 SP:Iteration 11Q (2220.860000 sec): 3 clusters Score: Raw -46259.072314 + Penalty 2033.118764 = -44225.953551 nChanged 0 SP:Iteration 12F (2220.870000 sec): 3 clusters Score: Raw -46259.072314 + Penalty 2033.118764 = -44225.953551 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2220.870000 sec): 2 clusters Score: Raw -30045.273484 + Penalty 956.039888 = -29089.233596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2220.870000 sec): 3 clusters Score: Raw -30107.866627 + Penalty 1912.079776 = -28195.786851 nChanged 75 SP:Iteration 1F (2220.870000 sec): 3 clusters Score: Raw -30275.551459 + Penalty 1912.079776 = -28363.471683 nChanged 26 SP:Iteration 2F (2220.870000 sec): 3 clusters Score: Raw -30332.310731 + Penalty 1912.079776 = -28420.230955 nChanged 15 SP:Iteration 3Q (2220.870000 sec): 3 clusters Score: Raw -30393.511323 + Penalty 1912.079776 = -28481.431546 nChanged 6 SP:Iteration 4Q (2220.880000 sec): 3 clusters Score: Raw -30415.734741 + Penalty 1912.079776 = -28503.654965 nChanged 3 SP:Iteration 5Q (2220.880000 sec): 3 clusters Score: Raw -30423.757798 + Penalty 1912.079776 = -28511.678022 nChanged 1 SP:Iteration 6Q (2220.880000 sec): 3 clusters Score: Raw -30431.820630 + Penalty 1912.079776 = -28519.740853 nChanged 3 SP:Iteration 7Q (2220.880000 sec): 3 clusters Score: Raw -30439.342555 + Penalty 1912.079776 = -28527.262779 nChanged 2 SP:Iteration 8Q (2220.880000 sec): 3 clusters Score: Raw -30444.999291 + Penalty 1912.079776 = -28532.919515 nChanged 0 SP:Iteration 9F (2220.880000 sec): 3 clusters Score: Raw -30444.999291 + Penalty 1912.079776 = -28532.919515 nChanged 0 Iteration 59Q (2224.490000 sec): 26 clusters Score: Raw -78248783.336790 + Penalty 55324.632001 = -78193458.704788 nChanged 221 Iteration 60F (2242.380000 sec): 26 clusters Score: Raw -78248984.185150 + Penalty 55324.632001 = -78193659.553149 nChanged 199 Iteration 61Q (2246.040000 sec): 26 clusters Score: Raw -78249096.304748 + Penalty 55324.632001 = -78193771.672746 nChanged 147 Iteration 62Q (2249.710000 sec): 26 clusters Score: Raw -78249176.200440 + Penalty 55324.632001 = -78193851.568439 nChanged 121 Iteration 63Q (2253.370000 sec): 26 clusters Score: Raw -78249205.635470 + Penalty 55324.632001 = -78193881.003469 nChanged 93 Iteration 64Q (2257.070000 sec): 26 clusters Score: Raw -78249239.274304 + Penalty 55324.632001 = -78193914.642303 nChanged 100 Iteration 65Q (2260.730000 sec): 26 clusters Score: Raw -78249266.794521 + Penalty 55324.632001 = -78193942.162520 nChanged 99 Iteration 66Q (2264.390000 sec): 26 clusters Score: Raw -78249286.140735 + Penalty 55324.632001 = -78193961.508734 nChanged 91 Iteration 67Q (2268.050000 sec): 26 clusters Score: Raw -78249300.413506 + Penalty 55324.632001 = -78193975.781504 nChanged 61 Iteration 68Q (2271.720000 sec): 26 clusters Score: Raw -78249316.903560 + Penalty 55324.632001 = -78193992.271559 nChanged 55 Iteration 69Q (2275.410000 sec): 26 clusters Score: Raw -78249328.978357 + Penalty 55324.632001 = -78194004.346356 nChanged 73 Iteration 70Q (2279.090000 sec): 26 clusters Score: Raw -78249336.873629 + Penalty 55324.632001 = -78194012.241628 nChanged 77 Iteration 71Q (2282.770000 sec): 26 clusters Score: Raw -78249342.272673 + Penalty 55324.632001 = -78194017.640672 nChanged 75 Iteration 72Q (2286.440000 sec): 26 clusters Score: Raw -78249351.447888 + Penalty 55324.632001 = -78194026.815887 nChanged 56 Iteration 73Q (2290.120000 sec): 26 clusters Score: Raw -78249356.883574 + Penalty 55324.632001 = -78194032.251573 nChanged 55 Iteration 74Q (2293.810000 sec): 26 clusters Score: Raw -78249359.148689 + Penalty 55324.632001 = -78194034.516687 nChanged 59 Iteration 75Q (2297.510000 sec): 26 clusters Score: Raw -78249363.172522 + Penalty 55324.632001 = -78194038.540521 nChanged 54 Iteration 76Q (2301.190000 sec): 26 clusters Score: Raw -78249365.607694 + Penalty 55324.632001 = -78194040.975693 nChanged 50 Iteration 77Q (2304.870000 sec): 26 clusters Score: Raw -78249368.424678 + Penalty 55324.632001 = -78194043.792676 nChanged 39 Iteration 78Q (2308.540000 sec): 26 clusters Score: Raw -78249369.807822 + Penalty 55324.632001 = -78194045.175821 nChanged 42 Iteration 79Q (2312.210000 sec): 26 clusters Score: Raw -78249372.631475 + Penalty 55324.632001 = -78194047.999474 nChanged 31 Iteration 80F (2330.720000 sec): 26 clusters Score: Raw -78249374.723750 + Penalty 55324.632001 = -78194050.091748 nChanged 33 Iteration 81Q (2334.420000 sec): 26 clusters Score: Raw -78249377.884599 + Penalty 55324.632001 = -78194053.252598 nChanged 36 Iteration 82Q (2338.090000 sec): 26 clusters Score: Raw -78249379.186582 + Penalty 55324.632001 = -78194054.554581 nChanged 34 Iteration 83Q (2341.770000 sec): 26 clusters Score: Raw -78249381.047256 + Penalty 55324.632001 = -78194056.415255 nChanged 25 Iteration 84Q (2345.450000 sec): 26 clusters Score: Raw -78249383.132132 + Penalty 55324.632001 = -78194058.500131 nChanged 19 Iteration 85Q (2349.130000 sec): 26 clusters Score: Raw -78249384.882928 + Penalty 55324.632001 = -78194060.250927 nChanged 19 Iteration 86Q (2352.800000 sec): 26 clusters Score: Raw -78249386.269057 + Penalty 55324.632001 = -78194061.637055 nChanged 19 Iteration 87Q (2356.490000 sec): 26 clusters Score: Raw -78249388.519517 + Penalty 55324.632001 = -78194063.887515 nChanged 22 Iteration 88Q (2360.160000 sec): 26 clusters Score: Raw -78249389.418837 + Penalty 55324.632001 = -78194064.786836 nChanged 20 Iteration 89Q (2363.840000 sec): 26 clusters Score: Raw -78249390.121656 + Penalty 55324.632001 = -78194065.489655 nChanged 29 Iteration 90Q (2367.510000 sec): 26 clusters Score: Raw -78249390.788709 + Penalty 55324.632001 = -78194066.156708 nChanged 25 Iteration 91Q (2371.180000 sec): 26 clusters Score: Raw -78249391.747844 + Penalty 55324.632001 = -78194067.115842 nChanged 24 Iteration 92Q (2374.850000 sec): 26 clusters Score: Raw -78249392.595869 + Penalty 55324.632001 = -78194067.963867 nChanged 24 Iteration 93Q (2378.530000 sec): 26 clusters Score: Raw -78249393.150474 + Penalty 55324.632001 = -78194068.518473 nChanged 10 Iteration 94Q (2382.200000 sec): 26 clusters Score: Raw -78249393.416465 + Penalty 55324.632001 = -78194068.784463 nChanged 14 Iteration 95Q (2385.890000 sec): 26 clusters Score: Raw -78249393.669649 + Penalty 55324.632001 = -78194069.037647 nChanged 11 Iteration 96Q (2389.550000 sec): 26 clusters Score: Raw -78249393.866373 + Penalty 55324.632001 = -78194069.234372 nChanged 5 Iteration 97Q (2393.210000 sec): 26 clusters Score: Raw -78249393.932216 + Penalty 55324.632001 = -78194069.300215 nChanged 6 Iteration 98Q (2396.850000 sec): 26 clusters Score: Raw -78249394.008601 + Penalty 55324.632001 = -78194069.376599 nChanged 7 Writing temp clu file Compute initial score before splitting: Score: Raw -78249394.008601 + Penalty 55324.632001 = -78194069.376599 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.960000 sec): 2 clusters Score: Raw -32121.445650 + Penalty 957.392184 = -31164.053466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.960000 sec): 3 clusters Score: Raw -32108.750030 + Penalty 1914.784369 = -30193.965661 nChanged 76 SP:Iteration 1F (2396.960000 sec): 3 clusters Score: Raw -32240.614522 + Penalty 1914.784369 = -30325.830153 nChanged 10 SP:Iteration 2Q (2396.970000 sec): 3 clusters Score: Raw -32267.349453 + Penalty 1914.784369 = -30352.565085 nChanged 8 SP:Iteration 3Q (2396.970000 sec): 3 clusters Score: Raw -32282.087971 + Penalty 1914.784369 = -30367.303602 nChanged 3 SP:Iteration 4Q (2396.970000 sec): 3 clusters Score: Raw -32284.591285 + Penalty 1914.784369 = -30369.806916 nChanged 0 SP:Iteration 5F (2396.970000 sec): 3 clusters Score: Raw -32284.591285 + Penalty 1914.784369 = -30369.806916 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.970000 sec): 2 clusters Score: Raw -41807.557451 + Penalty 1013.727752 = -40793.829699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.970000 sec): 3 clusters Score: Raw -41748.839200 + Penalty 2027.455503 = -39721.383697 nChanged 146 SP:Iteration 1F (2396.970000 sec): 3 clusters Score: Raw -42017.072608 + Penalty 2027.455503 = -39989.617105 nChanged 41 SP:Iteration 2F (2396.970000 sec): 3 clusters Score: Raw -42193.090249 + Penalty 2027.455503 = -40165.634746 nChanged 34 SP:Iteration 3F (2396.980000 sec): 3 clusters Score: Raw -42308.085711 + Penalty 2027.455503 = -40280.630208 nChanged 25 SP:Iteration 4Q (2396.980000 sec): 3 clusters Score: Raw -42385.913646 + Penalty 2027.455503 = -40358.458143 nChanged 21 SP:Iteration 5Q (2396.980000 sec): 3 clusters Score: Raw -42457.991602 + Penalty 2027.455503 = -40430.536098 nChanged 16 SP:Iteration 6Q (2396.980000 sec): 3 clusters Score: Raw -42500.178056 + Penalty 2027.455503 = -40472.722553 nChanged 15 SP:Iteration 7Q (2396.980000 sec): 3 clusters Score: Raw -42544.216775 + Penalty 2027.455503 = -40516.761272 nChanged 13 SP:Iteration 8Q (2396.980000 sec): 3 clusters Score: Raw -42599.792039 + Penalty 2027.455503 = -40572.336536 nChanged 10 SP:Iteration 9Q (2396.980000 sec): 3 clusters Score: Raw -42656.845212 + Penalty 2027.455503 = -40629.389709 nChanged 4 SP:Iteration 10Q (2396.990000 sec): 3 clusters Score: Raw -42665.578477 + Penalty 2027.455503 = -40638.122973 nChanged 5 SP:Iteration 11Q (2396.990000 sec): 3 clusters Score: Raw -42676.911082 + Penalty 2027.455503 = -40649.455579 nChanged 5 SP:Iteration 12Q (2396.990000 sec): 3 clusters Score: Raw -42686.078328 + Penalty 2027.455503 = -40658.622825 nChanged 4 SP:Iteration 13Q (2396.990000 sec): 3 clusters Score: Raw -42693.161750 + Penalty 2027.455503 = -40665.706247 nChanged 2 SP:Iteration 14Q (2396.990000 sec): 3 clusters Score: Raw -42696.271228 + Penalty 2027.455503 = -40668.815725 nChanged 1 SP:Iteration 15Q (2396.990000 sec): 3 clusters Score: Raw -42700.199102 + Penalty 2027.455503 = -40672.743599 nChanged 2 SP:Iteration 16Q (2396.990000 sec): 3 clusters Score: Raw -42704.912099 + Penalty 2027.455503 = -40677.456596 nChanged 1 SP:Iteration 17Q (2396.990000 sec): 3 clusters Score: Raw -42707.996360 + Penalty 2027.455503 = -40680.540857 nChanged 3 SP:Iteration 18Q (2396.990000 sec): 3 clusters Score: Raw -42716.640615 + Penalty 2027.455503 = -40689.185112 nChanged 3 SP:Iteration 19Q (2396.990000 sec): 3 clusters Score: Raw -42723.417645 + Penalty 2027.455503 = -40695.962142 nChanged 2 SP:Iteration 20F (2396.990000 sec): 3 clusters Score: Raw -42734.726379 + Penalty 2027.455503 = -40707.270876 nChanged 1 SP:Iteration 21Q (2397.000000 sec): 3 clusters Score: Raw -42740.411222 + Penalty 2027.455503 = -40712.955719 nChanged 0 SP:Iteration 22F (2397.000000 sec): 3 clusters Score: Raw -42740.411222 + Penalty 2027.455503 = -40712.955719 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (14578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2397.040000 sec): 2 clusters Score: Raw -1460235.284967 + Penalty 1557.931184 = -1458677.353783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2397.080000 sec): 3 clusters Score: Raw -1451708.275031 + Penalty 3115.862367 = -1448592.412664 nChanged 6444 SP:Iteration 1F (2397.110000 sec): 3 clusters Score: Raw -1455128.473424 + Penalty 3115.862367 = -1452012.611057 nChanged 768 SP:Iteration 2F (2397.150000 sec): 3 clusters Score: Raw -1455395.126872 + Penalty 3115.862367 = -1452279.264505 nChanged 671 SP:Iteration 3Q (2397.190000 sec): 3 clusters Score: Raw -1455629.781705 + Penalty 3115.862367 = -1452513.919338 nChanged 597 SP:Iteration 4Q (2397.230000 sec): 3 clusters Score: Raw -1455837.495137 + Penalty 3115.862367 = -1452721.632770 nChanged 586 SP:Iteration 5Q (2397.260000 sec): 3 clusters Score: Raw -1456041.099479 + Penalty 3115.862367 = -1452925.237112 nChanged 587 SP:Iteration 6Q (2397.300000 sec): 3 clusters Score: Raw -1456239.994181 + Penalty 3115.862367 = -1453124.131814 nChanged 562 SP:Iteration 7Q (2397.330000 sec): 3 clusters Score: Raw -1456461.658599 + Penalty 3115.862367 = -1453345.796232 nChanged 603 SP:Iteration 8Q (2397.370000 sec): 3 clusters Score: Raw -1456730.165013 + Penalty 3115.862367 = -1453614.302646 nChanged 628 SP:Iteration 9Q (2397.410000 sec): 3 clusters Score: Raw -1457044.119501 + Penalty 3115.862367 = -1453928.257134 nChanged 656 SP:Iteration 10Q (2397.440000 sec): 3 clusters Score: Raw -1457435.450261 + Penalty 3115.862367 = -1454319.587894 nChanged 720 SP:Iteration 11Q (2397.480000 sec): 3 clusters Score: Raw -1457919.098130 + Penalty 3115.862367 = -1454803.235762 nChanged 735 SP:Iteration 12F (2397.510000 sec): 3 clusters Score: Raw -1458461.400465 + Penalty 3115.862367 = -1455345.538098 nChanged 726 SP:Iteration 13Q (2397.550000 sec): 3 clusters Score: Raw -1459054.083993 + Penalty 3115.862367 = -1455938.221626 nChanged 572 SP:Iteration 14Q (2397.590000 sec): 3 clusters Score: Raw -1459506.131658 + Penalty 3115.862367 = -1456390.269291 nChanged 396 SP:Iteration 15Q (2397.620000 sec): 3 clusters Score: Raw -1459829.871927 + Penalty 3115.862367 = -1456714.009559 nChanged 266 SP:Iteration 16Q (2397.650000 sec): 3 clusters Score: Raw -1460060.302208 + Penalty 3115.862367 = -1456944.439841 nChanged 163 SP:Iteration 17Q (2397.690000 sec): 3 clusters Score: Raw -1460192.977945 + Penalty 3115.862367 = -1457077.115577 nChanged 97 SP:Iteration 18Q (2397.710000 sec): 3 clusters Score: Raw -1460269.192689 + Penalty 3115.862367 = -1457153.330322 nChanged 41 SP:Iteration 19Q (2397.740000 sec): 3 clusters Score: Raw -1460309.453226 + Penalty 3115.862367 = -1457193.590859 nChanged 26 SP:Iteration 20F (2397.780000 sec): 3 clusters Score: Raw -1460334.129061 + Penalty 3115.862367 = -1457218.266694 nChanged 14 SP:Iteration 21Q (2397.810000 sec): 3 clusters Score: Raw -1460358.217809 + Penalty 3115.862367 = -1457242.355441 nChanged 16 SP:Iteration 22Q (2397.830000 sec): 3 clusters Score: Raw -1460376.197232 + Penalty 3115.862367 = -1457260.334864 nChanged 8 SP:Iteration 23Q (2397.860000 sec): 3 clusters Score: Raw -1460384.520427 + Penalty 3115.862367 = -1457268.658060 nChanged 8 SP:Iteration 24Q (2397.880000 sec): 3 clusters Score: Raw -1460396.636478 + Penalty 3115.862367 = -1457280.774111 nChanged 4 SP:Iteration 25Q (2397.910000 sec): 3 clusters Score: Raw -1460401.776031 + Penalty 3115.862367 = -1457285.913664 nChanged 4 SP:Iteration 26Q (2397.930000 sec): 3 clusters Score: Raw -1460406.279990 + Penalty 3115.862367 = -1457290.417623 nChanged 1 SP:Iteration 27Q (2397.960000 sec): 3 clusters Score: Raw -1460406.870829 + Penalty 3115.862367 = -1457291.008462 nChanged 0 SP:Iteration 28F (2398.000000 sec): 3 clusters Score: Raw -1460406.870829 + Penalty 3115.862367 = -1457291.008462 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (7998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2398.020000 sec): 2 clusters Score: Raw -798038.346335 + Penalty 1460.378853 = -796577.967482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2398.040000 sec): 3 clusters Score: Raw -793634.996703 + Penalty 2920.757707 = -790714.238996 nChanged 3424 SP:Iteration 1F (2398.060000 sec): 3 clusters Score: Raw -795654.152417 + Penalty 2920.757707 = -792733.394710 nChanged 596 SP:Iteration 2F (2398.080000 sec): 3 clusters Score: Raw -796134.440298 + Penalty 2920.757707 = -793213.682592 nChanged 610 SP:Iteration 3F (2398.100000 sec): 3 clusters Score: Raw -796594.214994 + Penalty 2920.757707 = -793673.457287 nChanged 605 SP:Iteration 4F (2398.120000 sec): 3 clusters Score: Raw -797011.164725 + Penalty 2920.757707 = -794090.407018 nChanged 511 SP:Iteration 5F (2398.140000 sec): 3 clusters Score: Raw -797348.582996 + Penalty 2920.757707 = -794427.825290 nChanged 413 SP:Iteration 6F (2398.160000 sec): 3 clusters Score: Raw -797609.790692 + Penalty 2920.757707 = -794689.032985 nChanged 330 SP:Iteration 7Q (2398.180000 sec): 3 clusters Score: Raw -797798.429135 + Penalty 2920.757707 = -794877.671429 nChanged 255 SP:Iteration 8Q (2398.200000 sec): 3 clusters Score: Raw -797932.813267 + Penalty 2920.757707 = -795012.055561 nChanged 210 SP:Iteration 9Q (2398.220000 sec): 3 clusters Score: Raw -798049.196985 + Penalty 2920.757707 = -795128.439278 nChanged 202 SP:Iteration 10Q (2398.240000 sec): 3 clusters Score: Raw -798171.176806 + Penalty 2920.757707 = -795250.419099 nChanged 169 SP:Iteration 11Q (2398.260000 sec): 3 clusters Score: Raw -798265.923319 + Penalty 2920.757707 = -795345.165612 nChanged 142 SP:Iteration 12Q (2398.280000 sec): 3 clusters Score: Raw -798337.058869 + Penalty 2920.757707 = -795416.301162 nChanged 119 SP:Iteration 13Q (2398.300000 sec): 3 clusters Score: Raw -798390.686849 + Penalty 2920.757707 = -795469.929143 nChanged 95 SP:Iteration 14Q (2398.320000 sec): 3 clusters Score: Raw -798433.434696 + Penalty 2920.757707 = -795512.676989 nChanged 80 SP:Iteration 15Q (2398.330000 sec): 3 clusters Score: Raw -798466.013900 + Penalty 2920.757707 = -795545.256194 nChanged 74 SP:Iteration 16Q (2398.350000 sec): 3 clusters Score: Raw -798496.622259 + Penalty 2920.757707 = -795575.864553 nChanged 62 SP:Iteration 17Q (2398.370000 sec): 3 clusters Score: Raw -798521.163597 + Penalty 2920.757707 = -795600.405890 nChanged 54 SP:Iteration 18Q (2398.390000 sec): 3 clusters Score: Raw -798540.236780 + Penalty 2920.757707 = -795619.479074 nChanged 43 SP:Iteration 19Q (2398.410000 sec): 3 clusters Score: Raw -798556.321449 + Penalty 2920.757707 = -795635.563742 nChanged 41 SP:Iteration 20F (2398.430000 sec): 3 clusters Score: Raw -798572.429563 + Penalty 2920.757707 = -795651.671856 nChanged 36 SP:Iteration 21Q (2398.450000 sec): 3 clusters Score: Raw -798586.832318 + Penalty 2920.757707 = -795666.074611 nChanged 34 SP:Iteration 22Q (2398.470000 sec): 3 clusters Score: Raw -798598.323724 + Penalty 2920.757707 = -795677.566018 nChanged 26 SP:Iteration 23Q (2398.490000 sec): 3 clusters Score: Raw -798606.657592 + Penalty 2920.757707 = -795685.899885 nChanged 12 SP:Iteration 24Q (2398.510000 sec): 3 clusters Score: Raw -798611.093036 + Penalty 2920.757707 = -795690.335330 nChanged 13 SP:Iteration 25Q (2398.520000 sec): 3 clusters Score: Raw -798615.963674 + Penalty 2920.757707 = -795695.205967 nChanged 13 SP:Iteration 26Q (2398.540000 sec): 3 clusters Score: Raw -798619.833885 + Penalty 2920.757707 = -795699.076178 nChanged 16 SP:Iteration 27Q (2398.560000 sec): 3 clusters Score: Raw -798625.514075 + Penalty 2920.757707 = -795704.756368 nChanged 7 SP:Iteration 28Q (2398.580000 sec): 3 clusters Score: Raw -798627.546730 + Penalty 2920.757707 = -795706.789024 nChanged 5 SP:Iteration 29Q (2398.600000 sec): 3 clusters Score: Raw -798628.623734 + Penalty 2920.757707 = -795707.866028 nChanged 4 SP:Iteration 30Q (2398.620000 sec): 3 clusters Score: Raw -798629.740252 + Penalty 2920.757707 = -795708.982545 nChanged 4 SP:Iteration 31Q (2398.630000 sec): 3 clusters Score: Raw -798630.862053 + Penalty 2920.757707 = -795710.104347 nChanged 1 SP:Iteration 32Q (2398.650000 sec): 3 clusters Score: Raw -798631.057046 + Penalty 2920.757707 = -795710.299340 nChanged 2 SP:Iteration 33Q (2398.670000 sec): 3 clusters Score: Raw -798631.455456 + Penalty 2920.757707 = -795710.697750 nChanged 2 SP:Iteration 34Q (2398.690000 sec): 3 clusters Score: Raw -798632.508219 + Penalty 2920.757707 = -795711.750513 nChanged 3 SP:Iteration 35Q (2398.710000 sec): 3 clusters Score: Raw -798634.175903 + Penalty 2920.757707 = -795713.418196 nChanged 4 SP:Iteration 36Q (2398.730000 sec): 3 clusters Score: Raw -798636.380728 + Penalty 2920.757707 = -795715.623021 nChanged 7 SP:Iteration 37Q (2398.750000 sec): 3 clusters Score: Raw -798640.087651 + Penalty 2920.757707 = -795719.329945 nChanged 11 SP:Iteration 38Q (2398.760000 sec): 3 clusters Score: Raw -798645.627880 + Penalty 2920.757707 = -795724.870174 nChanged 8 SP:Iteration 39Q (2398.780000 sec): 3 clusters Score: Raw -798649.535217 + Penalty 2920.757707 = -795728.777511 nChanged 8 SP:Iteration 40F (2398.800000 sec): 3 clusters Score: Raw -798654.440028 + Penalty 2920.757707 = -795733.682321 nChanged 10 SP:Iteration 41Q (2398.820000 sec): 3 clusters Score: Raw -798658.599632 + Penalty 2920.757707 = -795737.841926 nChanged 11 SP:Iteration 42Q (2398.840000 sec): 3 clusters Score: Raw -798663.131495 + Penalty 2920.757707 = -795742.373788 nChanged 11 SP:Iteration 43Q (2398.850000 sec): 3 clusters Score: Raw -798667.028482 + Penalty 2920.757707 = -795746.270776 nChanged 8 SP:Iteration 44Q (2398.870000 sec): 3 clusters Score: Raw -798668.914636 + Penalty 2920.757707 = -795748.156930 nChanged 5 SP:Iteration 45Q (2398.890000 sec): 3 clusters Score: Raw -798670.274365 + Penalty 2920.757707 = -795749.516658 nChanged 4 SP:Iteration 46Q (2398.910000 sec): 3 clusters Score: Raw -798671.391770 + Penalty 2920.757707 = -795750.634064 nChanged 4 SP:Iteration 47Q (2398.930000 sec): 3 clusters Score: Raw -798673.460139 + Penalty 2920.757707 = -795752.702433 nChanged 6 SP:Iteration 48Q (2398.940000 sec): 3 clusters Score: Raw -798676.128771 + Penalty 2920.757707 = -795755.371064 nChanged 3 SP:Iteration 49Q (2398.960000 sec): 3 clusters Score: Raw -798679.266769 + Penalty 2920.757707 = -795758.509062 nChanged 4 SP:Iteration 50Q (2398.980000 sec): 3 clusters Score: Raw -798680.685032 + Penalty 2920.757707 = -795759.927326 nChanged 4 SP:Iteration 51Q (2399.000000 sec): 3 clusters Score: Raw -798682.122165 + Penalty 2920.757707 = -795761.364459 nChanged 6 SP:Iteration 52Q (2399.010000 sec): 3 clusters Score: Raw -798684.566901 + Penalty 2920.757707 = -795763.809195 nChanged 1 SP:Iteration 53Q (2399.030000 sec): 3 clusters Score: Raw -798685.343748 + Penalty 2920.757707 = -795764.586041 nChanged 2 SP:Iteration 54Q (2399.050000 sec): 3 clusters Score: Raw -798685.817070 + Penalty 2920.757707 = -795765.059364 nChanged 2 SP:Iteration 55Q (2399.070000 sec): 3 clusters Score: Raw -798686.512674 + Penalty 2920.757707 = -795765.754968 nChanged 2 SP:Iteration 56Q (2399.080000 sec): 3 clusters Score: Raw -798688.307373 + Penalty 2920.757707 = -795767.549667 nChanged 2 SP:Iteration 57Q (2399.100000 sec): 3 clusters Score: Raw -798688.790246 + Penalty 2920.757707 = -795768.032540 nChanged 1 SP:Iteration 58Q (2399.120000 sec): 3 clusters Score: Raw -798688.991302 + Penalty 2920.757707 = -795768.233595 nChanged 1 SP:Iteration 59Q (2399.140000 sec): 3 clusters Score: Raw -798689.173566 + Penalty 2920.757707 = -795768.415860 nChanged 0 SP:Iteration 60F (2399.150000 sec): 3 clusters Score: Raw -798689.173566 + Penalty 2920.757707 = -795768.415860 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (84025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2399.400000 sec): 2 clusters Score: Raw -8193550.786195 + Penalty 1842.566319 = -8191708.219876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2399.620000 sec): 3 clusters Score: Raw -8139245.586266 + Penalty 3685.132637 = -8135560.453629 nChanged 39816 SP:Iteration 1F (2399.840000 sec): 3 clusters Score: Raw -8161982.861722 + Penalty 3685.132637 = -8158297.729084 nChanged 2596 SP:Iteration 2Q (2400.060000 sec): 3 clusters Score: Raw -8162517.151745 + Penalty 3685.132637 = -8158832.019108 nChanged 2531 SP:Iteration 3Q (2400.290000 sec): 3 clusters Score: Raw -8163074.639445 + Penalty 3685.132637 = -8159389.506808 nChanged 2606 SP:Iteration 4Q (2400.510000 sec): 3 clusters Score: Raw -8163734.448256 + Penalty 3685.132637 = -8160049.315619 nChanged 2754 SP:Iteration 5Q (2400.730000 sec): 3 clusters Score: Raw -8164514.137472 + Penalty 3685.132637 = -8160829.004835 nChanged 3052 SP:Iteration 6Q (2400.950000 sec): 3 clusters Score: Raw -8165566.751467 + Penalty 3685.132637 = -8161881.618830 nChanged 3352 SP:Iteration 7Q (2401.170000 sec): 3 clusters Score: Raw -8166964.519205 + Penalty 3685.132637 = -8163279.386568 nChanged 3839 SP:Iteration 8Q (2401.390000 sec): 3 clusters Score: Raw -8168979.502725 + Penalty 3685.132637 = -8165294.370088 nChanged 4457 SP:Iteration 9F (2401.610000 sec): 3 clusters Score: Raw -8171836.754910 + Penalty 3685.132637 = -8168151.622273 nChanged 4911 SP:Iteration 10F (2401.840000 sec): 3 clusters Score: Raw -8175108.943562 + Penalty 3685.132637 = -8171423.810925 nChanged 4591 SP:Iteration 11F (2402.060000 sec): 3 clusters Score: Raw -8177743.130521 + Penalty 3685.132637 = -8174057.997883 nChanged 3509 SP:Iteration 12Q (2402.270000 sec): 3 clusters Score: Raw -8179071.672945 + Penalty 3685.132637 = -8175386.540308 nChanged 2268 SP:Iteration 13Q (2402.480000 sec): 3 clusters Score: Raw -8179643.011338 + Penalty 3685.132637 = -8175957.878701 nChanged 1516 SP:Iteration 14Q (2402.700000 sec): 3 clusters Score: Raw -8179955.170238 + Penalty 3685.132637 = -8176270.037601 nChanged 1127 SP:Iteration 15Q (2402.900000 sec): 3 clusters Score: Raw -8180176.917428 + Penalty 3685.132637 = -8176491.784791 nChanged 1026 SP:Iteration 16Q (2403.120000 sec): 3 clusters Score: Raw -8180387.134803 + Penalty 3685.132637 = -8176702.002166 nChanged 1045 SP:Iteration 17Q (2403.320000 sec): 3 clusters Score: Raw -8180608.081024 + Penalty 3685.132637 = -8176922.948386 nChanged 1118 SP:Iteration 18Q (2403.530000 sec): 3 clusters Score: Raw -8180854.960834 + Penalty 3685.132637 = -8177169.828197 nChanged 1172 SP:Iteration 19Q (2403.740000 sec): 3 clusters Score: Raw -8181127.576351 + Penalty 3685.132637 = -8177442.443714 nChanged 1194 SP:Iteration 20F (2403.960000 sec): 3 clusters Score: Raw -8181421.379064 + Penalty 3685.132637 = -8177736.246427 nChanged 1253 SP:Iteration 21Q (2404.160000 sec): 3 clusters Score: Raw -8181762.063243 + Penalty 3685.132637 = -8178076.930606 nChanged 1381 SP:Iteration 22Q (2404.360000 sec): 3 clusters Score: Raw -8182169.500999 + Penalty 3685.132637 = -8178484.368362 nChanged 1460 SP:Iteration 23Q (2404.560000 sec): 3 clusters Score: Raw -8182622.766530 + Penalty 3685.132637 = -8178937.633893 nChanged 1501 SP:Iteration 24Q (2404.760000 sec): 3 clusters Score: Raw -8183129.765044 + Penalty 3685.132637 = -8179444.632407 nChanged 1584 SP:Iteration 25Q (2404.960000 sec): 3 clusters Score: Raw -8183708.430001 + Penalty 3685.132637 = -8180023.297363 nChanged 1632 SP:Iteration 26Q (2405.150000 sec): 3 clusters Score: Raw -8184343.926644 + Penalty 3685.132637 = -8180658.794007 nChanged 1681 SP:Iteration 27Q (2405.350000 sec): 3 clusters Score: Raw -8185041.234787 + Penalty 3685.132637 = -8181356.102150 nChanged 1697 SP:Iteration 28Q (2405.540000 sec): 3 clusters Score: Raw -8185819.301741 + Penalty 3685.132637 = -8182134.169104 nChanged 1735 SP:Iteration 29Q (2405.720000 sec): 3 clusters Score: Raw -8186691.711410 + Penalty 3685.132637 = -8183006.578773 nChanged 1695 SP:Iteration 30Q (2405.910000 sec): 3 clusters Score: Raw -8187622.213939 + Penalty 3685.132637 = -8183937.081302 nChanged 1648 SP:Iteration 31Q (2406.080000 sec): 3 clusters Score: Raw -8188591.973187 + Penalty 3685.132637 = -8184906.840550 nChanged 1515 SP:Iteration 32Q (2406.260000 sec): 3 clusters Score: Raw -8189561.133523 + Penalty 3685.132637 = -8185876.000886 nChanged 1475 SP:Iteration 33Q (2406.420000 sec): 3 clusters Score: Raw -8190618.720371 + Penalty 3685.132637 = -8186933.587734 nChanged 1275 SP:Iteration 34Q (2406.590000 sec): 3 clusters Score: Raw -8191601.094850 + Penalty 3685.132637 = -8187915.962213 nChanged 1055 SP:Iteration 35Q (2406.750000 sec): 3 clusters Score: Raw -8192461.163686 + Penalty 3685.132637 = -8188776.031049 nChanged 730 SP:Iteration 36Q (2406.910000 sec): 3 clusters Score: Raw -8193044.404486 + Penalty 3685.132637 = -8189359.271849 nChanged 412 SP:Iteration 37Q (2407.060000 sec): 3 clusters Score: Raw -8193359.780667 + Penalty 3685.132637 = -8189674.648030 nChanged 238 SP:Iteration 38Q (2407.210000 sec): 3 clusters Score: Raw -8193560.695892 + Penalty 3685.132637 = -8189875.563255 nChanged 117 SP:Iteration 39Q (2407.360000 sec): 3 clusters Score: Raw -8193651.698820 + Penalty 3685.132637 = -8189966.566183 nChanged 69 SP:Iteration 40F (2407.580000 sec): 3 clusters Score: Raw -8193705.661714 + Penalty 3685.132637 = -8190020.529077 nChanged 37 SP:Iteration 41Q (2407.730000 sec): 3 clusters Score: Raw -8193730.775823 + Penalty 3685.132637 = -8190045.643186 nChanged 28 SP:Iteration 42Q (2407.880000 sec): 3 clusters Score: Raw -8193751.635945 + Penalty 3685.132637 = -8190066.503308 nChanged 13 SP:Iteration 43Q (2408.040000 sec): 3 clusters Score: Raw -8193760.677952 + Penalty 3685.132637 = -8190075.545314 nChanged 12 SP:Iteration 44Q (2408.180000 sec): 3 clusters Score: Raw -8193770.792795 + Penalty 3685.132637 = -8190085.660158 nChanged 11 SP:Iteration 45Q (2408.340000 sec): 3 clusters Score: Raw -8193780.284656 + Penalty 3685.132637 = -8190095.152019 nChanged 14 SP:Iteration 46Q (2408.480000 sec): 3 clusters Score: Raw -8193796.029845 + Penalty 3685.132637 = -8190110.897208 nChanged 11 SP:Iteration 47Q (2408.630000 sec): 3 clusters Score: Raw -8193804.540090 + Penalty 3685.132637 = -8190119.407452 nChanged 9 SP:Iteration 48Q (2408.780000 sec): 3 clusters Score: Raw -8193810.847514 + Penalty 3685.132637 = -8190125.714877 nChanged 5 SP:Iteration 49Q (2408.930000 sec): 3 clusters Score: Raw -8193813.833350 + Penalty 3685.132637 = -8190128.700713 nChanged 3 SP:Iteration 50Q (2409.080000 sec): 3 clusters Score: Raw -8193816.065237 + Penalty 3685.132637 = -8190130.932600 nChanged 0 SP:Iteration 51F (2409.300000 sec): 3 clusters Score: Raw -8193816.065237 + Penalty 3685.132637 = -8190130.932600 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4715 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2409.350000 sec): 2 clusters Score: Raw -427856.774410 + Penalty 1374.506932 = -426482.267479 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2409.360000 sec): 3 clusters Score: Raw -425445.166985 + Penalty 2749.013863 = -422696.153122 nChanged 1904 SP:Iteration 1F (2409.380000 sec): 3 clusters Score: Raw -426507.321602 + Penalty 2749.013863 = -423758.307739 nChanged 390 SP:Iteration 2F (2409.390000 sec): 3 clusters Score: Raw -426778.518218 + Penalty 2749.013863 = -424029.504355 nChanged 308 SP:Iteration 3F (2409.400000 sec): 3 clusters Score: Raw -427021.880226 + Penalty 2749.013863 = -424272.866363 nChanged 280 SP:Iteration 4F (2409.410000 sec): 3 clusters Score: Raw -427267.096994 + Penalty 2749.013863 = -424518.083131 nChanged 249 SP:Iteration 5F (2409.420000 sec): 3 clusters Score: Raw -427454.351757 + Penalty 2749.013863 = -424705.337893 nChanged 232 SP:Iteration 6Q (2409.430000 sec): 3 clusters Score: Raw -427628.204362 + Penalty 2749.013863 = -424879.190498 nChanged 213 SP:Iteration 7Q (2409.440000 sec): 3 clusters Score: Raw -427776.304166 + Penalty 2749.013863 = -425027.290303 nChanged 185 SP:Iteration 8Q (2409.460000 sec): 3 clusters Score: Raw -427885.149437 + Penalty 2749.013863 = -425136.135574 nChanged 133 SP:Iteration 9Q (2409.470000 sec): 3 clusters Score: Raw -427951.148843 + Penalty 2749.013863 = -425202.134979 nChanged 110 SP:Iteration 10Q (2409.480000 sec): 3 clusters Score: Raw -427996.843882 + Penalty 2749.013863 = -425247.830018 nChanged 82 SP:Iteration 11Q (2409.490000 sec): 3 clusters Score: Raw -428030.945282 + Penalty 2749.013863 = -425281.931418 nChanged 76 SP:Iteration 12Q (2409.500000 sec): 3 clusters Score: Raw -428063.702185 + Penalty 2749.013863 = -425314.688321 nChanged 57 SP:Iteration 13Q (2409.510000 sec): 3 clusters Score: Raw -428087.525169 + Penalty 2749.013863 = -425338.511306 nChanged 52 SP:Iteration 14Q (2409.520000 sec): 3 clusters Score: Raw -428112.474633 + Penalty 2749.013863 = -425363.460769 nChanged 51 SP:Iteration 15Q (2409.530000 sec): 3 clusters Score: Raw -428132.349545 + Penalty 2749.013863 = -425383.335681 nChanged 49 SP:Iteration 16Q (2409.540000 sec): 3 clusters Score: Raw -428152.222336 + Penalty 2749.013863 = -425403.208473 nChanged 45 SP:Iteration 17Q (2409.560000 sec): 3 clusters Score: Raw -428164.791683 + Penalty 2749.013863 = -425415.777819 nChanged 31 SP:Iteration 18Q (2409.560000 sec): 3 clusters Score: Raw -428174.295409 + Penalty 2749.013863 = -425425.281545 nChanged 25 SP:Iteration 19Q (2409.580000 sec): 3 clusters Score: Raw -428181.807157 + Penalty 2749.013863 = -425432.793294 nChanged 16 SP:Iteration 20F (2409.590000 sec): 3 clusters Score: Raw -428188.870956 + Penalty 2749.013863 = -425439.857093 nChanged 30 SP:Iteration 21Q (2409.600000 sec): 3 clusters Score: Raw -428200.729082 + Penalty 2749.013863 = -425451.715218 nChanged 31 SP:Iteration 22Q (2409.610000 sec): 3 clusters Score: Raw -428217.009454 + Penalty 2749.013863 = -425467.995590 nChanged 33 SP:Iteration 23Q (2409.620000 sec): 3 clusters Score: Raw -428231.897730 + Penalty 2749.013863 = -425482.883867 nChanged 31 SP:Iteration 24Q (2409.630000 sec): 3 clusters Score: Raw -428245.492892 + Penalty 2749.013863 = -425496.479029 nChanged 28 SP:Iteration 25Q (2409.640000 sec): 3 clusters Score: Raw -428256.023958 + Penalty 2749.013863 = -425507.010095 nChanged 20 SP:Iteration 26Q (2409.650000 sec): 3 clusters Score: Raw -428264.037128 + Penalty 2749.013863 = -425515.023265 nChanged 20 SP:Iteration 27Q (2409.660000 sec): 3 clusters Score: Raw -428271.354423 + Penalty 2749.013863 = -425522.340560 nChanged 16 SP:Iteration 28Q (2409.670000 sec): 3 clusters Score: Raw -428280.040934 + Penalty 2749.013863 = -425531.027071 nChanged 22 SP:Iteration 29Q (2409.690000 sec): 3 clusters Score: Raw -428290.811348 + Penalty 2749.013863 = -425541.797485 nChanged 15 SP:Iteration 30Q (2409.690000 sec): 3 clusters Score: Raw -428297.517731 + Penalty 2749.013863 = -425548.503867 nChanged 18 SP:Iteration 31Q (2409.710000 sec): 3 clusters Score: Raw -428305.778394 + Penalty 2749.013863 = -425556.764531 nChanged 21 SP:Iteration 32Q (2409.720000 sec): 3 clusters Score: Raw -428317.158448 + Penalty 2749.013863 = -425568.144585 nChanged 29 SP:Iteration 33Q (2409.730000 sec): 3 clusters Score: Raw -428330.418995 + Penalty 2749.013863 = -425581.405131 nChanged 20 SP:Iteration 34Q (2409.740000 sec): 3 clusters Score: Raw -428339.956072 + Penalty 2749.013863 = -425590.942209 nChanged 17 SP:Iteration 35Q (2409.750000 sec): 3 clusters Score: Raw -428346.279789 + Penalty 2749.013863 = -425597.265925 nChanged 19 SP:Iteration 36Q (2409.760000 sec): 3 clusters Score: Raw -428354.398558 + Penalty 2749.013863 = -425605.384694 nChanged 12 SP:Iteration 37Q (2409.770000 sec): 3 clusters Score: Raw -428359.078749 + Penalty 2749.013863 = -425610.064886 nChanged 15 SP:Iteration 38Q (2409.780000 sec): 3 clusters Score: Raw -428365.042115 + Penalty 2749.013863 = -425616.028251 nChanged 14 SP:Iteration 39Q (2409.790000 sec): 3 clusters Score: Raw -428369.127870 + Penalty 2749.013863 = -425620.114007 nChanged 7 SP:Iteration 40F (2409.800000 sec): 3 clusters Score: Raw -428374.037608 + Penalty 2749.013863 = -425625.023745 nChanged 5 SP:Iteration 41Q (2409.810000 sec): 3 clusters Score: Raw -428376.317312 + Penalty 2749.013863 = -425627.303449 nChanged 7 SP:Iteration 42Q (2409.820000 sec): 3 clusters Score: Raw -428380.338739 + Penalty 2749.013863 = -425631.324875 nChanged 8 SP:Iteration 43Q (2409.830000 sec): 3 clusters Score: Raw -428383.716986 + Penalty 2749.013863 = -425634.703122 nChanged 3 SP:Iteration 44Q (2409.840000 sec): 3 clusters Score: Raw -428385.526503 + Penalty 2749.013863 = -425636.512640 nChanged 6 SP:Iteration 45Q (2409.850000 sec): 3 clusters Score: Raw -428388.337233 + Penalty 2749.013863 = -425639.323369 nChanged 4 SP:Iteration 46Q (2409.860000 sec): 3 clusters Score: Raw -428390.076655 + Penalty 2749.013863 = -425641.062792 nChanged 3 SP:Iteration 47Q (2409.870000 sec): 3 clusters Score: Raw -428390.935114 + Penalty 2749.013863 = -425641.921251 nChanged 3 SP:Iteration 48Q (2409.880000 sec): 3 clusters Score: Raw -428391.936570 + Penalty 2749.013863 = -425642.922706 nChanged 4 SP:Iteration 49Q (2409.890000 sec): 3 clusters Score: Raw -428392.838312 + Penalty 2749.013863 = -425643.824449 nChanged 2 SP:Iteration 50Q (2409.910000 sec): 3 clusters Score: Raw -428393.295227 + Penalty 2749.013863 = -425644.281364 nChanged 0 SP:Iteration 51F (2409.920000 sec): 3 clusters Score: Raw -428393.295227 + Penalty 2749.013863 = -425644.281364 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2409.930000 sec): 2 clusters Score: Raw -604948.021429 + Penalty 1422.268803 = -603525.752626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2409.950000 sec): 3 clusters Score: Raw -601601.762116 + Penalty 2844.537606 = -598757.224510 nChanged 2604 SP:Iteration 1F (2409.970000 sec): 3 clusters Score: Raw -603013.190684 + Penalty 2844.537606 = -600168.653078 nChanged 403 SP:Iteration 2F (2409.980000 sec): 3 clusters Score: Raw -603266.097329 + Penalty 2844.537606 = -600421.559723 nChanged 350 SP:Iteration 3F (2410.000000 sec): 3 clusters Score: Raw -603515.565762 + Penalty 2844.537606 = -600671.028156 nChanged 305 SP:Iteration 4Q (2410.010000 sec): 3 clusters Score: Raw -603726.610269 + Penalty 2844.537606 = -600882.072662 nChanged 284 SP:Iteration 5Q (2410.030000 sec): 3 clusters Score: Raw -603894.615259 + Penalty 2844.537606 = -601050.077653 nChanged 270 SP:Iteration 6Q (2410.050000 sec): 3 clusters Score: Raw -604035.588728 + Penalty 2844.537606 = -601191.051122 nChanged 241 SP:Iteration 7Q (2410.060000 sec): 3 clusters Score: Raw -604151.565283 + Penalty 2844.537606 = -601307.027677 nChanged 223 SP:Iteration 8Q (2410.070000 sec): 3 clusters Score: Raw -604243.250188 + Penalty 2844.537606 = -601398.712581 nChanged 174 SP:Iteration 9Q (2410.090000 sec): 3 clusters Score: Raw -604313.916064 + Penalty 2844.537606 = -601469.378457 nChanged 128 SP:Iteration 10Q (2410.110000 sec): 3 clusters Score: Raw -604359.064878 + Penalty 2844.537606 = -601514.527272 nChanged 122 SP:Iteration 11Q (2410.120000 sec): 3 clusters Score: Raw -604397.910752 + Penalty 2844.537606 = -601553.373146 nChanged 105 SP:Iteration 12Q (2410.130000 sec): 3 clusters Score: Raw -604431.697166 + Penalty 2844.537606 = -601587.159560 nChanged 102 SP:Iteration 13Q (2410.150000 sec): 3 clusters Score: Raw -604468.670858 + Penalty 2844.537606 = -601624.133252 nChanged 110 SP:Iteration 14Q (2410.170000 sec): 3 clusters Score: Raw -604508.591622 + Penalty 2844.537606 = -601664.054015 nChanged 122 SP:Iteration 15Q (2410.180000 sec): 3 clusters Score: Raw -604551.292161 + Penalty 2844.537606 = -601706.754554 nChanged 101 SP:Iteration 16Q (2410.190000 sec): 3 clusters Score: Raw -604590.520946 + Penalty 2844.537606 = -601745.983340 nChanged 110 SP:Iteration 17Q (2410.210000 sec): 3 clusters Score: Raw -604625.804228 + Penalty 2844.537606 = -601781.266622 nChanged 83 SP:Iteration 18Q (2410.230000 sec): 3 clusters Score: Raw -604648.711593 + Penalty 2844.537606 = -601804.173987 nChanged 64 SP:Iteration 19Q (2410.240000 sec): 3 clusters Score: Raw -604666.296971 + Penalty 2844.537606 = -601821.759365 nChanged 55 SP:Iteration 20F (2410.250000 sec): 3 clusters Score: Raw -604682.233485 + Penalty 2844.537606 = -601837.695879 nChanged 60 SP:Iteration 21Q (2410.270000 sec): 3 clusters Score: Raw -604701.740228 + Penalty 2844.537606 = -601857.202622 nChanged 56 SP:Iteration 22Q (2410.290000 sec): 3 clusters Score: Raw -604717.098689 + Penalty 2844.537606 = -601872.561083 nChanged 44 SP:Iteration 23Q (2410.300000 sec): 3 clusters Score: Raw -604727.615555 + Penalty 2844.537606 = -601883.077949 nChanged 32 SP:Iteration 24Q (2410.310000 sec): 3 clusters Score: Raw -604735.910641 + Penalty 2844.537606 = -601891.373035 nChanged 43 SP:Iteration 25Q (2410.330000 sec): 3 clusters Score: Raw -604745.627273 + Penalty 2844.537606 = -601901.089667 nChanged 29 SP:Iteration 26Q (2410.340000 sec): 3 clusters Score: Raw -604751.981326 + Penalty 2844.537606 = -601907.443720 nChanged 22 SP:Iteration 27Q (2410.360000 sec): 3 clusters Score: Raw -604755.628035 + Penalty 2844.537606 = -601911.090429 nChanged 14 SP:Iteration 28Q (2410.370000 sec): 3 clusters Score: Raw -604757.641623 + Penalty 2844.537606 = -601913.104017 nChanged 12 SP:Iteration 29Q (2410.390000 sec): 3 clusters Score: Raw -604760.436997 + Penalty 2844.537606 = -601915.899391 nChanged 10 SP:Iteration 30Q (2410.400000 sec): 3 clusters Score: Raw -604761.899009 + Penalty 2844.537606 = -601917.361403 nChanged 8 SP:Iteration 31Q (2410.420000 sec): 3 clusters Score: Raw -604763.554572 + Penalty 2844.537606 = -601919.016966 nChanged 7 SP:Iteration 32Q (2410.430000 sec): 3 clusters Score: Raw -604764.826911 + Penalty 2844.537606 = -601920.289305 nChanged 7 SP:Iteration 33Q (2410.450000 sec): 3 clusters Score: Raw -604766.040234 + Penalty 2844.537606 = -601921.502628 nChanged 9 SP:Iteration 34Q (2410.460000 sec): 3 clusters Score: Raw -604767.787914 + Penalty 2844.537606 = -601923.250307 nChanged 8 SP:Iteration 35Q (2410.480000 sec): 3 clusters Score: Raw -604769.058374 + Penalty 2844.537606 = -601924.520768 nChanged 8 SP:Iteration 36Q (2410.490000 sec): 3 clusters Score: Raw -604770.149165 + Penalty 2844.537606 = -601925.611559 nChanged 4 SP:Iteration 37Q (2410.500000 sec): 3 clusters Score: Raw -604770.748109 + Penalty 2844.537606 = -601926.210503 nChanged 4 SP:Iteration 38Q (2410.520000 sec): 3 clusters Score: Raw -604771.525496 + Penalty 2844.537606 = -601926.987890 nChanged 5 SP:Iteration 39Q (2410.530000 sec): 3 clusters Score: Raw -604772.391645 + Penalty 2844.537606 = -601927.854039 nChanged 3 SP:Iteration 40F (2410.550000 sec): 3 clusters Score: Raw -604773.133654 + Penalty 2844.537606 = -601928.596048 nChanged 4 SP:Iteration 41Q (2410.570000 sec): 3 clusters Score: Raw -604773.871698 + Penalty 2844.537606 = -601929.334092 nChanged 7 SP:Iteration 42Q (2410.580000 sec): 3 clusters Score: Raw -604775.143640 + Penalty 2844.537606 = -601930.606034 nChanged 9 SP:Iteration 43Q (2410.590000 sec): 3 clusters Score: Raw -604776.780786 + Penalty 2844.537606 = -601932.243180 nChanged 9 SP:Iteration 44Q (2410.610000 sec): 3 clusters Score: Raw -604778.780701 + Penalty 2844.537606 = -601934.243095 nChanged 11 SP:Iteration 45Q (2410.630000 sec): 3 clusters Score: Raw -604781.301707 + Penalty 2844.537606 = -601936.764101 nChanged 12 SP:Iteration 46Q (2410.640000 sec): 3 clusters Score: Raw -604784.217363 + Penalty 2844.537606 = -601939.679757 nChanged 25 SP:Iteration 47Q (2410.650000 sec): 3 clusters Score: Raw -604791.116579 + Penalty 2844.537606 = -601946.578973 nChanged 24 SP:Iteration 48Q (2410.670000 sec): 3 clusters Score: Raw -604796.996291 + Penalty 2844.537606 = -601952.458684 nChanged 29 SP:Iteration 49Q (2410.690000 sec): 3 clusters Score: Raw -604805.598976 + Penalty 2844.537606 = -601961.061370 nChanged 33 SP:Iteration 50Q (2410.700000 sec): 3 clusters Score: Raw -604814.676475 + Penalty 2844.537606 = -601970.138869 nChanged 27 SP:Iteration 51Q (2410.710000 sec): 3 clusters Score: Raw -604820.763032 + Penalty 2844.537606 = -601976.225426 nChanged 18 SP:Iteration 52Q (2410.730000 sec): 3 clusters Score: Raw -604823.907870 + Penalty 2844.537606 = -601979.370264 nChanged 14 SP:Iteration 53Q (2410.750000 sec): 3 clusters Score: Raw -604826.847907 + Penalty 2844.537606 = -601982.310301 nChanged 26 SP:Iteration 54Q (2410.760000 sec): 3 clusters Score: Raw -604832.870496 + Penalty 2844.537606 = -601988.332889 nChanged 12 SP:Iteration 55Q (2410.770000 sec): 3 clusters Score: Raw -604836.183145 + Penalty 2844.537606 = -601991.645539 nChanged 17 SP:Iteration 56Q (2410.790000 sec): 3 clusters Score: Raw -604840.777606 + Penalty 2844.537606 = -601996.240000 nChanged 22 SP:Iteration 57Q (2410.810000 sec): 3 clusters Score: Raw -604846.352558 + Penalty 2844.537606 = -602001.814952 nChanged 21 SP:Iteration 58Q (2410.820000 sec): 3 clusters Score: Raw -604851.435145 + Penalty 2844.537606 = -602006.897539 nChanged 18 SP:Iteration 59Q (2410.830000 sec): 3 clusters Score: Raw -604856.523751 + Penalty 2844.537606 = -602011.986145 nChanged 15 SP:Iteration 60F (2410.850000 sec): 3 clusters Score: Raw -604860.533705 + Penalty 2844.537606 = -602015.996098 nChanged 18 SP:Iteration 61Q (2410.870000 sec): 3 clusters Score: Raw -604864.627319 + Penalty 2844.537606 = -602020.089713 nChanged 16 SP:Iteration 62Q (2410.880000 sec): 3 clusters Score: Raw -604868.666116 + Penalty 2844.537606 = -602024.128509 nChanged 20 SP:Iteration 63Q (2410.900000 sec): 3 clusters Score: Raw -604875.485666 + Penalty 2844.537606 = -602030.948060 nChanged 29 SP:Iteration 64Q (2410.910000 sec): 3 clusters Score: Raw -604883.862645 + Penalty 2844.537606 = -602039.325038 nChanged 30 SP:Iteration 65Q (2410.930000 sec): 3 clusters Score: Raw -604894.189626 + Penalty 2844.537606 = -602049.652020 nChanged 34 SP:Iteration 66Q (2410.940000 sec): 3 clusters Score: Raw -604910.898514 + Penalty 2844.537606 = -602066.360908 nChanged 43 SP:Iteration 67Q (2410.960000 sec): 3 clusters Score: Raw -604928.230524 + Penalty 2844.537606 = -602083.692918 nChanged 39 SP:Iteration 68Q (2410.970000 sec): 3 clusters Score: Raw -604945.021508 + Penalty 2844.537606 = -602100.483901 nChanged 48 SP:Iteration 69Q (2410.990000 sec): 3 clusters Score: Raw -604968.266369 + Penalty 2844.537606 = -602123.728763 nChanged 54 SP:Iteration 70Q (2411.000000 sec): 3 clusters Score: Raw -604994.183075 + Penalty 2844.537606 = -602149.645468 nChanged 53 SP:Iteration 71Q (2411.020000 sec): 3 clusters Score: Raw -605019.801936 + Penalty 2844.537606 = -602175.264330 nChanged 56 SP:Iteration 72Q (2411.030000 sec): 3 clusters Score: Raw -605048.327694 + Penalty 2844.537606 = -602203.790088 nChanged 57 SP:Iteration 73Q (2411.050000 sec): 3 clusters Score: Raw -605082.184768 + Penalty 2844.537606 = -602237.647162 nChanged 48 SP:Iteration 74Q (2411.070000 sec): 3 clusters Score: Raw -605111.465034 + Penalty 2844.537606 = -602266.927428 nChanged 45 SP:Iteration 75Q (2411.080000 sec): 3 clusters Score: Raw -605133.318640 + Penalty 2844.537606 = -602288.781034 nChanged 46 SP:Iteration 76Q (2411.090000 sec): 3 clusters Score: Raw -605163.088745 + Penalty 2844.537606 = -602318.551139 nChanged 56 SP:Iteration 77Q (2411.110000 sec): 3 clusters Score: Raw -605191.827204 + Penalty 2844.537606 = -602347.289598 nChanged 42 SP:Iteration 78Q (2411.130000 sec): 3 clusters Score: Raw -605215.617892 + Penalty 2844.537606 = -602371.080285 nChanged 43 SP:Iteration 79Q (2411.140000 sec): 3 clusters Score: Raw -605233.409005 + Penalty 2844.537606 = -602388.871399 nChanged 41 SP:Iteration 80F (2411.150000 sec): 3 clusters Score: Raw -605248.386372 + Penalty 2844.537606 = -602403.848766 nChanged 49 SP:Iteration 81Q (2411.170000 sec): 3 clusters Score: Raw -605267.612061 + Penalty 2844.537606 = -602423.074455 nChanged 46 SP:Iteration 82Q (2411.190000 sec): 3 clusters Score: Raw -605286.787486 + Penalty 2844.537606 = -602442.249880 nChanged 52 SP:Iteration 83Q (2411.200000 sec): 3 clusters Score: Raw -605305.377295 + Penalty 2844.537606 = -602460.839689 nChanged 40 SP:Iteration 84Q (2411.210000 sec): 3 clusters Score: Raw -605320.685155 + Penalty 2844.537606 = -602476.147548 nChanged 39 SP:Iteration 85Q (2411.230000 sec): 3 clusters Score: Raw -605335.887770 + Penalty 2844.537606 = -602491.350164 nChanged 37 SP:Iteration 86Q (2411.250000 sec): 3 clusters Score: Raw -605350.812354 + Penalty 2844.537606 = -602506.274748 nChanged 34 SP:Iteration 87Q (2411.260000 sec): 3 clusters Score: Raw -605363.905649 + Penalty 2844.537606 = -602519.368043 nChanged 28 SP:Iteration 88Q (2411.270000 sec): 3 clusters Score: Raw -605371.420245 + Penalty 2844.537606 = -602526.882639 nChanged 18 SP:Iteration 89Q (2411.290000 sec): 3 clusters Score: Raw -605376.576249 + Penalty 2844.537606 = -602532.038643 nChanged 18 SP:Iteration 90Q (2411.300000 sec): 3 clusters Score: Raw -605382.385342 + Penalty 2844.537606 = -602537.847736 nChanged 23 SP:Iteration 91Q (2411.320000 sec): 3 clusters Score: Raw -605389.848885 + Penalty 2844.537606 = -602545.311278 nChanged 19 SP:Iteration 92Q (2411.330000 sec): 3 clusters Score: Raw -605395.519030 + Penalty 2844.537606 = -602550.981423 nChanged 19 SP:Iteration 93Q (2411.350000 sec): 3 clusters Score: Raw -605402.791724 + Penalty 2844.537606 = -602558.254118 nChanged 22 SP:Iteration 94Q (2411.360000 sec): 3 clusters Score: Raw -605411.587416 + Penalty 2844.537606 = -602567.049810 nChanged 23 SP:Iteration 95Q (2411.370000 sec): 3 clusters Score: Raw -605418.985564 + Penalty 2844.537606 = -602574.447958 nChanged 15 SP:Iteration 96Q (2411.390000 sec): 3 clusters Score: Raw -605424.937093 + Penalty 2844.537606 = -602580.399487 nChanged 15 SP:Iteration 97Q (2411.400000 sec): 3 clusters Score: Raw -605430.472715 + Penalty 2844.537606 = -602585.935109 nChanged 15 SP:Iteration 98Q (2411.410000 sec): 3 clusters Score: Raw -605435.333547 + Penalty 2844.537606 = -602590.795941 nChanged 13 SP:Iteration 99Q (2411.430000 sec): 3 clusters Score: Raw -605439.148410 + Penalty 2844.537606 = -602594.610804 nChanged 11 SP:Iteration 100F (2411.440000 sec): 3 clusters Score: Raw -605442.431692 + Penalty 2844.537606 = -602597.894086 nChanged 10 SP:Iteration 101Q (2411.450000 sec): 3 clusters Score: Raw -605446.220139 + Penalty 2844.537606 = -602601.682533 nChanged 10 SP:Iteration 102Q (2411.470000 sec): 3 clusters Score: Raw -605449.927982 + Penalty 2844.537606 = -602605.390376 nChanged 14 SP:Iteration 103Q (2411.480000 sec): 3 clusters Score: Raw -605454.697328 + Penalty 2844.537606 = -602610.159721 nChanged 12 SP:Iteration 104Q (2411.490000 sec): 3 clusters Score: Raw -605459.314594 + Penalty 2844.537606 = -602614.776988 nChanged 5 SP:Iteration 105Q (2411.510000 sec): 3 clusters Score: Raw -605460.255531 + Penalty 2844.537606 = -602615.717925 nChanged 4 SP:Iteration 106Q (2411.520000 sec): 3 clusters Score: Raw -605461.374566 + Penalty 2844.537606 = -602616.836960 nChanged 4 SP:Iteration 107Q (2411.530000 sec): 3 clusters Score: Raw -605462.113255 + Penalty 2844.537606 = -602617.575649 nChanged 4 SP:Iteration 108Q (2411.550000 sec): 3 clusters Score: Raw -605463.089102 + Penalty 2844.537606 = -602618.551496 nChanged 3 SP:Iteration 109Q (2411.560000 sec): 3 clusters Score: Raw -605463.668742 + Penalty 2844.537606 = -602619.131136 nChanged 5 SP:Iteration 110Q (2411.570000 sec): 3 clusters Score: Raw -605465.228289 + Penalty 2844.537606 = -602620.690682 nChanged 2 SP:Iteration 111Q (2411.590000 sec): 3 clusters Score: Raw -605465.822217 + Penalty 2844.537606 = -602621.284611 nChanged 1 SP:Iteration 112Q (2411.600000 sec): 3 clusters Score: Raw -605466.067070 + Penalty 2844.537606 = -602621.529463 nChanged 2 SP:Iteration 113Q (2411.610000 sec): 3 clusters Score: Raw -605466.699977 + Penalty 2844.537606 = -602622.162371 nChanged 2 SP:Iteration 114Q (2411.620000 sec): 3 clusters Score: Raw -605468.176660 + Penalty 2844.537606 = -602623.639054 nChanged 4 SP:Iteration 115Q (2411.630000 sec): 3 clusters Score: Raw -605469.839257 + Penalty 2844.537606 = -602625.301651 nChanged 2 SP:Iteration 116Q (2411.650000 sec): 3 clusters Score: Raw -605470.225340 + Penalty 2844.537606 = -602625.687733 nChanged 3 SP:Iteration 117Q (2411.660000 sec): 3 clusters Score: Raw -605470.725574 + Penalty 2844.537606 = -602626.187968 nChanged 1 SP:Iteration 118Q (2411.670000 sec): 3 clusters Score: Raw -605470.899092 + Penalty 2844.537606 = -602626.361486 nChanged 0 SP:Iteration 119F (2411.690000 sec): 3 clusters Score: Raw -605470.899092 + Penalty 2844.537606 = -602626.361486 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40638 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.810000 sec): 2 clusters Score: Raw -3798106.928056 + Penalty 1724.524566 = -3796382.403490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.920000 sec): 3 clusters Score: Raw -3772712.335334 + Penalty 3449.049132 = -3769263.286201 nChanged 18756 SP:Iteration 1F (2412.030000 sec): 3 clusters Score: Raw -3783651.710879 + Penalty 3449.049132 = -3780202.661747 nChanged 1860 SP:Iteration 2Q (2412.130000 sec): 3 clusters Score: Raw -3784513.020091 + Penalty 3449.049132 = -3781063.970959 nChanged 1986 SP:Iteration 3Q (2412.240000 sec): 3 clusters Score: Raw -3785502.234939 + Penalty 3449.049132 = -3782053.185806 nChanged 2178 SP:Iteration 4F (2412.350000 sec): 3 clusters Score: Raw -3786490.217051 + Penalty 3449.049132 = -3783041.167918 nChanged 2144 SP:Iteration 5F (2412.450000 sec): 3 clusters Score: Raw -3787359.225437 + Penalty 3449.049132 = -3783910.176305 nChanged 2062 SP:Iteration 6F (2412.550000 sec): 3 clusters Score: Raw -3788137.073565 + Penalty 3449.049132 = -3784688.024432 nChanged 1947 SP:Iteration 7Q (2412.660000 sec): 3 clusters Score: Raw -3788842.952472 + Penalty 3449.049132 = -3785393.903339 nChanged 1792 SP:Iteration 8Q (2412.770000 sec): 3 clusters Score: Raw -3789568.031630 + Penalty 3449.049132 = -3786118.982498 nChanged 1770 SP:Iteration 9Q (2412.870000 sec): 3 clusters Score: Raw -3790386.713172 + Penalty 3449.049132 = -3786937.664040 nChanged 1834 SP:Iteration 10Q (2412.980000 sec): 3 clusters Score: Raw -3791365.503212 + Penalty 3449.049132 = -3787916.454080 nChanged 1907 SP:Iteration 11Q (2413.090000 sec): 3 clusters Score: Raw -3792476.872633 + Penalty 3449.049132 = -3789027.823501 nChanged 1902 SP:Iteration 12Q (2413.190000 sec): 3 clusters Score: Raw -3793659.522105 + Penalty 3449.049132 = -3790210.472972 nChanged 1820 SP:Iteration 13Q (2413.300000 sec): 3 clusters Score: Raw -3794845.760286 + Penalty 3449.049132 = -3791396.711154 nChanged 1658 SP:Iteration 14Q (2413.400000 sec): 3 clusters Score: Raw -3796048.751438 + Penalty 3449.049132 = -3792599.702305 nChanged 1457 SP:Iteration 15Q (2413.510000 sec): 3 clusters Score: Raw -3797190.499689 + Penalty 3449.049132 = -3793741.450556 nChanged 1136 SP:Iteration 16Q (2413.610000 sec): 3 clusters Score: Raw -3798215.777842 + Penalty 3449.049132 = -3794766.728710 nChanged 720 SP:Iteration 17Q (2413.710000 sec): 3 clusters Score: Raw -3798884.668240 + Penalty 3449.049132 = -3795435.619108 nChanged 437 SP:Iteration 18Q (2413.800000 sec): 3 clusters Score: Raw -3799177.727840 + Penalty 3449.049132 = -3795728.678707 nChanged 291 SP:Iteration 19Q (2413.890000 sec): 3 clusters Score: Raw -3799329.348681 + Penalty 3449.049132 = -3795880.299549 nChanged 213 SP:Iteration 20F (2413.990000 sec): 3 clusters Score: Raw -3799421.207786 + Penalty 3449.049132 = -3795972.158654 nChanged 158 SP:Iteration 21Q (2414.070000 sec): 3 clusters Score: Raw -3799477.052691 + Penalty 3449.049132 = -3796028.003559 nChanged 115 SP:Iteration 22Q (2414.160000 sec): 3 clusters Score: Raw -3799511.191936 + Penalty 3449.049132 = -3796062.142804 nChanged 85 SP:Iteration 23Q (2414.240000 sec): 3 clusters Score: Raw -3799534.450980 + Penalty 3449.049132 = -3796085.401848 nChanged 70 SP:Iteration 24Q (2414.320000 sec): 3 clusters Score: Raw -3799551.169296 + Penalty 3449.049132 = -3796102.120164 nChanged 51 SP:Iteration 25Q (2414.410000 sec): 3 clusters Score: Raw -3799563.526772 + Penalty 3449.049132 = -3796114.477640 nChanged 35 SP:Iteration 26Q (2414.480000 sec): 3 clusters Score: Raw -3799570.244263 + Penalty 3449.049132 = -3796121.195131 nChanged 24 SP:Iteration 27Q (2414.560000 sec): 3 clusters Score: Raw -3799575.205593 + Penalty 3449.049132 = -3796126.156461 nChanged 21 SP:Iteration 28Q (2414.640000 sec): 3 clusters Score: Raw -3799578.710917 + Penalty 3449.049132 = -3796129.661784 nChanged 11 SP:Iteration 29Q (2414.720000 sec): 3 clusters Score: Raw -3799580.190506 + Penalty 3449.049132 = -3796131.141374 nChanged 3 SP:Iteration 30Q (2414.800000 sec): 3 clusters Score: Raw -3799580.834055 + Penalty 3449.049132 = -3796131.784923 nChanged 2 SP:Iteration 31Q (2414.870000 sec): 3 clusters Score: Raw -3799581.209175 + Penalty 3449.049132 = -3796132.160042 nChanged 1 SP:Iteration 32Q (2414.950000 sec): 3 clusters Score: Raw -3799581.405539 + Penalty 3449.049132 = -3796132.356407 nChanged 1 SP:Iteration 33Q (2415.030000 sec): 3 clusters Score: Raw -3799581.571963 + Penalty 3449.049132 = -3796132.522830 nChanged 0 SP:Iteration 34F (2415.140000 sec): 3 clusters Score: Raw -3799581.571963 + Penalty 3449.049132 = -3796132.522830 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (15575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2415.190000 sec): 2 clusters Score: Raw -1552643.087328 + Penalty 1568.681131 = -1551074.406197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2415.230000 sec): 3 clusters Score: Raw -1543475.981014 + Penalty 3137.362262 = -1540338.618753 nChanged 6904 SP:Iteration 1F (2415.270000 sec): 3 clusters Score: Raw -1547291.451181 + Penalty 3137.362262 = -1544154.088919 nChanged 867 SP:Iteration 2F (2415.310000 sec): 3 clusters Score: Raw -1547627.909328 + Penalty 3137.362262 = -1544490.547067 nChanged 780 SP:Iteration 3F (2415.350000 sec): 3 clusters Score: Raw -1547955.574842 + Penalty 3137.362262 = -1544818.212581 nChanged 834 SP:Iteration 4F (2415.390000 sec): 3 clusters Score: Raw -1548382.719716 + Penalty 3137.362262 = -1545245.357454 nChanged 902 SP:Iteration 5F (2415.430000 sec): 3 clusters Score: Raw -1548915.417871 + Penalty 3137.362262 = -1545778.055609 nChanged 953 SP:Iteration 6F (2415.470000 sec): 3 clusters Score: Raw -1549582.927480 + Penalty 3137.362262 = -1546445.565219 nChanged 998 SP:Iteration 7F (2415.510000 sec): 3 clusters Score: Raw -1550370.965982 + Penalty 3137.362262 = -1547233.603721 nChanged 929 SP:Iteration 8F (2415.540000 sec): 3 clusters Score: Raw -1551179.218041 + Penalty 3137.362262 = -1548041.855780 nChanged 821 SP:Iteration 9F (2415.580000 sec): 3 clusters Score: Raw -1551865.975910 + Penalty 3137.362262 = -1548728.613649 nChanged 566 SP:Iteration 10Q (2415.620000 sec): 3 clusters Score: Raw -1552263.800613 + Penalty 3137.362262 = -1549126.438352 nChanged 341 SP:Iteration 11Q (2415.650000 sec): 3 clusters Score: Raw -1552434.456827 + Penalty 3137.362262 = -1549297.094565 nChanged 215 SP:Iteration 12Q (2415.690000 sec): 3 clusters Score: Raw -1552512.639179 + Penalty 3137.362262 = -1549375.276917 nChanged 134 SP:Iteration 13Q (2415.730000 sec): 3 clusters Score: Raw -1552555.001567 + Penalty 3137.362262 = -1549417.639305 nChanged 125 SP:Iteration 14Q (2415.760000 sec): 3 clusters Score: Raw -1552595.046019 + Penalty 3137.362262 = -1549457.683758 nChanged 123 SP:Iteration 15Q (2415.790000 sec): 3 clusters Score: Raw -1552634.604315 + Penalty 3137.362262 = -1549497.242054 nChanged 104 SP:Iteration 16Q (2415.830000 sec): 3 clusters Score: Raw -1552662.864999 + Penalty 3137.362262 = -1549525.502738 nChanged 94 SP:Iteration 17Q (2415.870000 sec): 3 clusters Score: Raw -1552686.354690 + Penalty 3137.362262 = -1549548.992428 nChanged 87 SP:Iteration 18Q (2415.900000 sec): 3 clusters Score: Raw -1552707.132022 + Penalty 3137.362262 = -1549569.769760 nChanged 79 SP:Iteration 19Q (2415.930000 sec): 3 clusters Score: Raw -1552726.333608 + Penalty 3137.362262 = -1549588.971346 nChanged 74 SP:Iteration 20F (2415.980000 sec): 3 clusters Score: Raw -1552742.367164 + Penalty 3137.362262 = -1549605.004902 nChanged 62 SP:Iteration 21Q (2416.010000 sec): 3 clusters Score: Raw -1552756.514137 + Penalty 3137.362262 = -1549619.151875 nChanged 66 SP:Iteration 22Q (2416.040000 sec): 3 clusters Score: Raw -1552772.145790 + Penalty 3137.362262 = -1549634.783528 nChanged 57 SP:Iteration 23Q (2416.080000 sec): 3 clusters Score: Raw -1552784.692754 + Penalty 3137.362262 = -1549647.330492 nChanged 49 SP:Iteration 24Q (2416.110000 sec): 3 clusters Score: Raw -1552794.476481 + Penalty 3137.362262 = -1549657.114219 nChanged 38 SP:Iteration 25Q (2416.140000 sec): 3 clusters Score: Raw -1552801.501354 + Penalty 3137.362262 = -1549664.139092 nChanged 34 SP:Iteration 26Q (2416.180000 sec): 3 clusters Score: Raw -1552807.320982 + Penalty 3137.362262 = -1549669.958720 nChanged 35 SP:Iteration 27Q (2416.210000 sec): 3 clusters Score: Raw -1552814.457405 + Penalty 3137.362262 = -1549677.095143 nChanged 34 SP:Iteration 28Q (2416.240000 sec): 3 clusters Score: Raw -1552821.395024 + Penalty 3137.362262 = -1549684.032763 nChanged 26 SP:Iteration 29Q (2416.280000 sec): 3 clusters Score: Raw -1552826.011066 + Penalty 3137.362262 = -1549688.648804 nChanged 23 SP:Iteration 30Q (2416.310000 sec): 3 clusters Score: Raw -1552829.601195 + Penalty 3137.362262 = -1549692.238933 nChanged 17 SP:Iteration 31Q (2416.340000 sec): 3 clusters Score: Raw -1552832.023750 + Penalty 3137.362262 = -1549694.661488 nChanged 15 SP:Iteration 32Q (2416.370000 sec): 3 clusters Score: Raw -1552834.577239 + Penalty 3137.362262 = -1549697.214978 nChanged 17 SP:Iteration 33Q (2416.410000 sec): 3 clusters Score: Raw -1552837.540224 + Penalty 3137.362262 = -1549700.177963 nChanged 15 SP:Iteration 34Q (2416.440000 sec): 3 clusters Score: Raw -1552839.564880 + Penalty 3137.362262 = -1549702.202618 nChanged 9 SP:Iteration 35Q (2416.470000 sec): 3 clusters Score: Raw -1552840.838835 + Penalty 3137.362262 = -1549703.476574 nChanged 13 SP:Iteration 36Q (2416.500000 sec): 3 clusters Score: Raw -1552843.150540 + Penalty 3137.362262 = -1549705.788278 nChanged 12 SP:Iteration 37Q (2416.540000 sec): 3 clusters Score: Raw -1552845.124970 + Penalty 3137.362262 = -1549707.762709 nChanged 13 SP:Iteration 38Q (2416.570000 sec): 3 clusters Score: Raw -1552847.272359 + Penalty 3137.362262 = -1549709.910097 nChanged 14 SP:Iteration 39Q (2416.600000 sec): 3 clusters Score: Raw -1552848.862182 + Penalty 3137.362262 = -1549711.499921 nChanged 10 SP:Iteration 40F (2416.640000 sec): 3 clusters Score: Raw -1552850.249765 + Penalty 3137.362262 = -1549712.887503 nChanged 8 SP:Iteration 41Q (2416.670000 sec): 3 clusters Score: Raw -1552850.973691 + Penalty 3137.362262 = -1549713.611429 nChanged 9 SP:Iteration 42Q (2416.700000 sec): 3 clusters Score: Raw -1552852.320874 + Penalty 3137.362262 = -1549714.958612 nChanged 13 SP:Iteration 43Q (2416.740000 sec): 3 clusters Score: Raw -1552854.478409 + Penalty 3137.362262 = -1549717.116147 nChanged 13 SP:Iteration 44Q (2416.770000 sec): 3 clusters Score: Raw -1552856.936479 + Penalty 3137.362262 = -1549719.574217 nChanged 12 SP:Iteration 45Q (2416.800000 sec): 3 clusters Score: Raw -1552859.224917 + Penalty 3137.362262 = -1549721.862656 nChanged 17 SP:Iteration 46Q (2416.840000 sec): 3 clusters Score: Raw -1552861.392293 + Penalty 3137.362262 = -1549724.030032 nChanged 11 SP:Iteration 47Q (2416.870000 sec): 3 clusters Score: Raw -1552862.867935 + Penalty 3137.362262 = -1549725.505673 nChanged 10 SP:Iteration 48Q (2416.900000 sec): 3 clusters Score: Raw -1552864.667088 + Penalty 3137.362262 = -1549727.304827 nChanged 12 SP:Iteration 49Q (2416.930000 sec): 3 clusters Score: Raw -1552867.076994 + Penalty 3137.362262 = -1549729.714732 nChanged 9 SP:Iteration 50Q (2416.960000 sec): 3 clusters Score: Raw -1552868.549702 + Penalty 3137.362262 = -1549731.187440 nChanged 14 SP:Iteration 51Q (2417.000000 sec): 3 clusters Score: Raw -1552870.727754 + Penalty 3137.362262 = -1549733.365493 nChanged 11 SP:Iteration 52Q (2417.030000 sec): 3 clusters Score: Raw -1552871.855826 + Penalty 3137.362262 = -1549734.493564 nChanged 5 SP:Iteration 53Q (2417.060000 sec): 3 clusters Score: Raw -1552872.681088 + Penalty 3137.362262 = -1549735.318826 nChanged 3 SP:Iteration 54Q (2417.100000 sec): 3 clusters Score: Raw -1552873.174152 + Penalty 3137.362262 = -1549735.811890 nChanged 3 SP:Iteration 55Q (2417.130000 sec): 3 clusters Score: Raw -1552873.407672 + Penalty 3137.362262 = -1549736.045411 nChanged 2 SP:Iteration 56Q (2417.160000 sec): 3 clusters Score: Raw -1552873.546868 + Penalty 3137.362262 = -1549736.184607 nChanged 3 SP:Iteration 57Q (2417.190000 sec): 3 clusters Score: Raw -1552874.039927 + Penalty 3137.362262 = -1549736.677665 nChanged 2 SP:Iteration 58Q (2417.220000 sec): 3 clusters Score: Raw -1552874.282281 + Penalty 3137.362262 = -1549736.920020 nChanged 2 SP:Iteration 59Q (2417.260000 sec): 3 clusters Score: Raw -1552874.528615 + Penalty 3137.362262 = -1549737.166353 nChanged 2 SP:Iteration 60F (2417.300000 sec): 3 clusters Score: Raw -1552874.931671 + Penalty 3137.362262 = -1549737.569410 nChanged 2 SP:Iteration 61Q (2417.330000 sec): 3 clusters Score: Raw -1552875.236453 + Penalty 3137.362262 = -1549737.874191 nChanged 1 SP:Iteration 62Q (2417.360000 sec): 3 clusters Score: Raw -1552875.350296 + Penalty 3137.362262 = -1549737.988034 nChanged 1 SP:Iteration 63Q (2417.400000 sec): 3 clusters Score: Raw -1552875.396504 + Penalty 3137.362262 = -1549738.034242 nChanged 1 SP:Iteration 64Q (2417.430000 sec): 3 clusters Score: Raw -1552875.577817 + Penalty 3137.362262 = -1549738.215555 nChanged 2 SP:Iteration 65Q (2417.460000 sec): 3 clusters Score: Raw -1552875.910014 + Penalty 3137.362262 = -1549738.547752 nChanged 2 SP:Iteration 66Q (2417.500000 sec): 3 clusters Score: Raw -1552876.087228 + Penalty 3137.362262 = -1549738.724966 nChanged 2 SP:Iteration 67Q (2417.530000 sec): 3 clusters Score: Raw -1552876.235949 + Penalty 3137.362262 = -1549738.873687 nChanged 2 SP:Iteration 68Q (2417.560000 sec): 3 clusters Score: Raw -1552876.494349 + Penalty 3137.362262 = -1549739.132087 nChanged 2 SP:Iteration 69Q (2417.590000 sec): 3 clusters Score: Raw -1552876.630825 + Penalty 3137.362262 = -1549739.268563 nChanged 1 SP:Iteration 70Q (2417.620000 sec): 3 clusters Score: Raw -1552876.681422 + Penalty 3137.362262 = -1549739.319161 nChanged 1 SP:Iteration 71Q (2417.650000 sec): 3 clusters Score: Raw -1552876.735027 + Penalty 3137.362262 = -1549739.372765 nChanged 1 SP:Iteration 72Q (2417.680000 sec): 3 clusters Score: Raw -1552876.782653 + Penalty 3137.362262 = -1549739.420391 nChanged 1 SP:Iteration 73Q (2417.720000 sec): 3 clusters Score: Raw -1552877.082266 + Penalty 3137.362262 = -1549739.720005 nChanged 1 SP:Iteration 74Q (2417.750000 sec): 3 clusters Score: Raw -1552877.191137 + Penalty 3137.362262 = -1549739.828875 nChanged 1 SP:Iteration 75Q (2417.780000 sec): 3 clusters Score: Raw -1552877.540171 + Penalty 3137.362262 = -1549740.177909 nChanged 3 SP:Iteration 76Q (2417.810000 sec): 3 clusters Score: Raw -1552877.799799 + Penalty 3137.362262 = -1549740.437537 nChanged 2 SP:Iteration 77Q (2417.840000 sec): 3 clusters Score: Raw -1552878.159156 + Penalty 3137.362262 = -1549740.796895 nChanged 1 SP:Iteration 78Q (2417.870000 sec): 3 clusters Score: Raw -1552878.264672 + Penalty 3137.362262 = -1549740.902410 nChanged 1 SP:Iteration 79Q (2417.900000 sec): 3 clusters Score: Raw -1552878.410735 + Penalty 3137.362262 = -1549741.048474 nChanged 1 SP:Iteration 80F (2417.940000 sec): 3 clusters Score: Raw -1552878.513100 + Penalty 3137.362262 = -1549741.150838 nChanged 1 SP:Iteration 81Q (2417.980000 sec): 3 clusters Score: Raw -1552878.584552 + Penalty 3137.362262 = -1549741.222290 nChanged 0 SP:Iteration 82F (2418.020000 sec): 3 clusters Score: Raw -1552878.584552 + Penalty 3137.362262 = -1549741.222290 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2418.030000 sec): 2 clusters Score: Raw -201769.338684 + Penalty 1243.924020 = -200525.414664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2418.040000 sec): 3 clusters Score: Raw -200884.741452 + Penalty 2487.848041 = -198396.893411 nChanged 741 SP:Iteration 1F (2418.040000 sec): 3 clusters Score: Raw -201354.234633 + Penalty 2487.848041 = -198866.386593 nChanged 164 SP:Iteration 2F (2418.050000 sec): 3 clusters Score: Raw -201479.635140 + Penalty 2487.848041 = -198991.787099 nChanged 93 SP:Iteration 3Q (2418.050000 sec): 3 clusters Score: Raw -201549.723321 + Penalty 2487.848041 = -199061.875281 nChanged 73 SP:Iteration 4Q (2418.060000 sec): 3 clusters Score: Raw -201599.464233 + Penalty 2487.848041 = -199111.616193 nChanged 67 SP:Iteration 5Q (2418.060000 sec): 3 clusters Score: Raw -201641.106289 + Penalty 2487.848041 = -199153.258249 nChanged 52 SP:Iteration 6Q (2418.070000 sec): 3 clusters Score: Raw -201676.100457 + Penalty 2487.848041 = -199188.252416 nChanged 47 SP:Iteration 7Q (2418.070000 sec): 3 clusters Score: Raw -201708.099976 + Penalty 2487.848041 = -199220.251935 nChanged 48 SP:Iteration 8Q (2418.080000 sec): 3 clusters Score: Raw -201746.664081 + Penalty 2487.848041 = -199258.816040 nChanged 53 SP:Iteration 9Q (2418.080000 sec): 3 clusters Score: Raw -201787.424099 + Penalty 2487.848041 = -199299.576058 nChanged 38 SP:Iteration 10Q (2418.090000 sec): 3 clusters Score: Raw -201816.234632 + Penalty 2487.848041 = -199328.386592 nChanged 42 SP:Iteration 11Q (2418.090000 sec): 3 clusters Score: Raw -201844.485102 + Penalty 2487.848041 = -199356.637061 nChanged 27 SP:Iteration 12Q (2418.100000 sec): 3 clusters Score: Raw -201865.584294 + Penalty 2487.848041 = -199377.736253 nChanged 30 SP:Iteration 13Q (2418.100000 sec): 3 clusters Score: Raw -201885.784867 + Penalty 2487.848041 = -199397.936827 nChanged 16 SP:Iteration 14Q (2418.110000 sec): 3 clusters Score: Raw -201897.986485 + Penalty 2487.848041 = -199410.138445 nChanged 21 SP:Iteration 15Q (2418.110000 sec): 3 clusters Score: Raw -201912.285946 + Penalty 2487.848041 = -199424.437905 nChanged 14 SP:Iteration 16Q (2418.120000 sec): 3 clusters Score: Raw -201922.022882 + Penalty 2487.848041 = -199434.174842 nChanged 15 SP:Iteration 17Q (2418.120000 sec): 3 clusters Score: Raw -201928.788711 + Penalty 2487.848041 = -199440.940670 nChanged 11 SP:Iteration 18Q (2418.130000 sec): 3 clusters Score: Raw -201933.802466 + Penalty 2487.848041 = -199445.954425 nChanged 7 SP:Iteration 19Q (2418.130000 sec): 3 clusters Score: Raw -201936.446712 + Penalty 2487.848041 = -199448.598671 nChanged 11 SP:Iteration 20F (2418.140000 sec): 3 clusters Score: Raw -201941.297336 + Penalty 2487.848041 = -199453.449295 nChanged 7 SP:Iteration 21Q (2418.140000 sec): 3 clusters Score: Raw -201944.202041 + Penalty 2487.848041 = -199456.354000 nChanged 4 SP:Iteration 22Q (2418.150000 sec): 3 clusters Score: Raw -201946.136091 + Penalty 2487.848041 = -199458.288051 nChanged 3 SP:Iteration 23Q (2418.160000 sec): 3 clusters Score: Raw -201947.976122 + Penalty 2487.848041 = -199460.128081 nChanged 2 SP:Iteration 24Q (2418.160000 sec): 3 clusters Score: Raw -201949.126597 + Penalty 2487.848041 = -199461.278557 nChanged 1 SP:Iteration 25Q (2418.160000 sec): 3 clusters Score: Raw -201949.676317 + Penalty 2487.848041 = -199461.828276 nChanged 0 SP:Iteration 26F (2418.170000 sec): 3 clusters Score: Raw -201949.676317 + Penalty 2487.848041 = -199461.828276 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2418.180000 sec): 2 clusters Score: Raw -228139.958379 + Penalty 1265.853641 = -226874.104738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2418.180000 sec): 3 clusters Score: Raw -227045.236164 + Penalty 2531.707282 = -224513.528883 nChanged 870 SP:Iteration 1F (2418.190000 sec): 3 clusters Score: Raw -227589.592467 + Penalty 2531.707282 = -225057.885185 nChanged 197 SP:Iteration 2F (2418.190000 sec): 3 clusters Score: Raw -227712.125082 + Penalty 2531.707282 = -225180.417800 nChanged 118 SP:Iteration 3Q (2418.200000 sec): 3 clusters Score: Raw -227783.436583 + Penalty 2531.707282 = -225251.729301 nChanged 73 SP:Iteration 4Q (2418.200000 sec): 3 clusters Score: Raw -227823.933534 + Penalty 2531.707282 = -225292.226252 nChanged 57 SP:Iteration 5Q (2418.210000 sec): 3 clusters Score: Raw -227851.979447 + Penalty 2531.707282 = -225320.272165 nChanged 46 SP:Iteration 6Q (2418.220000 sec): 3 clusters Score: Raw -227879.582122 + Penalty 2531.707282 = -225347.874840 nChanged 45 SP:Iteration 7Q (2418.220000 sec): 3 clusters Score: Raw -227901.478728 + Penalty 2531.707282 = -225369.771447 nChanged 31 SP:Iteration 8Q (2418.230000 sec): 3 clusters Score: Raw -227917.759488 + Penalty 2531.707282 = -225386.052207 nChanged 25 SP:Iteration 9Q (2418.240000 sec): 3 clusters Score: Raw -227929.331253 + Penalty 2531.707282 = -225397.623971 nChanged 21 SP:Iteration 10Q (2418.240000 sec): 3 clusters Score: Raw -227938.338840 + Penalty 2531.707282 = -225406.631558 nChanged 26 SP:Iteration 11Q (2418.250000 sec): 3 clusters Score: Raw -227951.956940 + Penalty 2531.707282 = -225420.249658 nChanged 20 SP:Iteration 12Q (2418.250000 sec): 3 clusters Score: Raw -227960.940606 + Penalty 2531.707282 = -225429.233324 nChanged 26 SP:Iteration 13Q (2418.260000 sec): 3 clusters Score: Raw -227971.067207 + Penalty 2531.707282 = -225439.359925 nChanged 22 SP:Iteration 14Q (2418.260000 sec): 3 clusters Score: Raw -227981.580092 + Penalty 2531.707282 = -225449.872810 nChanged 25 SP:Iteration 15Q (2418.270000 sec): 3 clusters Score: Raw -227992.036623 + Penalty 2531.707282 = -225460.329342 nChanged 16 SP:Iteration 16Q (2418.280000 sec): 3 clusters Score: Raw -227998.237271 + Penalty 2531.707282 = -225466.529989 nChanged 14 SP:Iteration 17Q (2418.280000 sec): 3 clusters Score: Raw -228002.743616 + Penalty 2531.707282 = -225471.036334 nChanged 15 SP:Iteration 18Q (2418.290000 sec): 3 clusters Score: Raw -228008.903463 + Penalty 2531.707282 = -225477.196181 nChanged 16 SP:Iteration 19Q (2418.290000 sec): 3 clusters Score: Raw -228014.236795 + Penalty 2531.707282 = -225482.529514 nChanged 15 SP:Iteration 20F (2418.300000 sec): 3 clusters Score: Raw -228021.055555 + Penalty 2531.707282 = -225489.348273 nChanged 16 SP:Iteration 21Q (2418.300000 sec): 3 clusters Score: Raw -228028.803305 + Penalty 2531.707282 = -225497.096024 nChanged 14 SP:Iteration 22Q (2418.310000 sec): 3 clusters Score: Raw -228036.384878 + Penalty 2531.707282 = -225504.677596 nChanged 16 SP:Iteration 23Q (2418.320000 sec): 3 clusters Score: Raw -228043.199722 + Penalty 2531.707282 = -225511.492441 nChanged 13 SP:Iteration 24Q (2418.320000 sec): 3 clusters Score: Raw -228048.400005 + Penalty 2531.707282 = -225516.692723 nChanged 9 SP:Iteration 25Q (2418.330000 sec): 3 clusters Score: Raw -228052.607045 + Penalty 2531.707282 = -225520.899763 nChanged 9 SP:Iteration 26Q (2418.330000 sec): 3 clusters Score: Raw -228056.754218 + Penalty 2531.707282 = -225525.046937 nChanged 6 SP:Iteration 27Q (2418.340000 sec): 3 clusters Score: Raw -228058.868875 + Penalty 2531.707282 = -225527.161594 nChanged 4 SP:Iteration 28Q (2418.340000 sec): 3 clusters Score: Raw -228062.545050 + Penalty 2531.707282 = -225530.837768 nChanged 8 SP:Iteration 29Q (2418.350000 sec): 3 clusters Score: Raw -228068.645496 + Penalty 2531.707282 = -225536.938214 nChanged 17 SP:Iteration 30Q (2418.360000 sec): 3 clusters Score: Raw -228074.202334 + Penalty 2531.707282 = -225542.495052 nChanged 12 SP:Iteration 31Q (2418.360000 sec): 3 clusters Score: Raw -228077.104625 + Penalty 2531.707282 = -225545.397343 nChanged 7 SP:Iteration 32Q (2418.370000 sec): 3 clusters Score: Raw -228079.957625 + Penalty 2531.707282 = -225548.250343 nChanged 7 SP:Iteration 33Q (2418.380000 sec): 3 clusters Score: Raw -228081.623854 + Penalty 2531.707282 = -225549.916572 nChanged 1 SP:Iteration 34Q (2418.380000 sec): 3 clusters Score: Raw -228081.760799 + Penalty 2531.707282 = -225550.053517 nChanged 0 SP:Iteration 35F (2418.380000 sec): 3 clusters Score: Raw -228081.760799 + Penalty 2531.707282 = -225550.053517 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (460808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2419.740000 sec): 2 clusters Score: Raw -44599936.063265 + Penalty 2119.119722 = -44597816.943543 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2420.970000 sec): 3 clusters Score: Raw -44289878.943863 + Penalty 4238.239444 = -44285640.704419 nChanged 226169 SP:Iteration 1F (2422.180000 sec): 3 clusters Score: Raw -44428345.299719 + Penalty 4238.239444 = -44424107.060276 nChanged 15694 SP:Iteration 2Q (2423.400000 sec): 3 clusters Score: Raw -44433461.621988 + Penalty 4238.239444 = -44429223.382545 nChanged 18982 SP:Iteration 3Q (2424.640000 sec): 3 clusters Score: Raw -44441421.528107 + Penalty 4238.239444 = -44437183.288663 nChanged 22719 SP:Iteration 4Q (2425.850000 sec): 3 clusters Score: Raw -44452269.534462 + Penalty 4238.239444 = -44448031.295019 nChanged 26129 SP:Iteration 5F (2427.070000 sec): 3 clusters Score: Raw -44465600.465207 + Penalty 4238.239444 = -44461362.225764 nChanged 28085 SP:Iteration 6F (2428.270000 sec): 3 clusters Score: Raw -44481233.986993 + Penalty 4238.239444 = -44476995.747549 nChanged 28680 SP:Iteration 7F (2429.470000 sec): 3 clusters Score: Raw -44500399.057266 + Penalty 4238.239444 = -44496160.817823 nChanged 28092 SP:Iteration 8F (2430.670000 sec): 3 clusters Score: Raw -44522239.159762 + Penalty 4238.239444 = -44518000.920318 nChanged 25193 SP:Iteration 9F (2431.860000 sec): 3 clusters Score: Raw -44542620.624973 + Penalty 4238.239444 = -44538382.385529 nChanged 20073 SP:Iteration 10Q (2433.050000 sec): 3 clusters Score: Raw -44556118.581983 + Penalty 4238.239444 = -44551880.342540 nChanged 14592 SP:Iteration 11Q (2434.200000 sec): 3 clusters Score: Raw -44564140.366168 + Penalty 4238.239444 = -44559902.126725 nChanged 10630 SP:Iteration 12Q (2435.330000 sec): 3 clusters Score: Raw -44569296.765125 + Penalty 4238.239444 = -44565058.525682 nChanged 8629 SP:Iteration 13Q (2436.440000 sec): 3 clusters Score: Raw -44572865.705550 + Penalty 4238.239444 = -44568627.466106 nChanged 7200 SP:Iteration 14Q (2437.540000 sec): 3 clusters Score: Raw -44575438.795171 + Penalty 4238.239444 = -44571200.555727 nChanged 6239 SP:Iteration 15Q (2438.620000 sec): 3 clusters Score: Raw -44577345.947189 + Penalty 4238.239444 = -44573107.707746 nChanged 5229 SP:Iteration 16Q (2439.690000 sec): 3 clusters Score: Raw -44578709.808555 + Penalty 4238.239444 = -44574471.569111 nChanged 4509 SP:Iteration 17Q (2440.760000 sec): 3 clusters Score: Raw -44579716.568169 + Penalty 4238.239444 = -44575478.328725 nChanged 3824 SP:Iteration 18Q (2441.830000 sec): 3 clusters Score: Raw -44580449.867506 + Penalty 4238.239444 = -44576211.628063 nChanged 3169 SP:Iteration 19Q (2442.890000 sec): 3 clusters Score: Raw -44580952.687367 + Penalty 4238.239444 = -44576714.447923 nChanged 2661 SP:Iteration 20F (2444.090000 sec): 3 clusters Score: Raw -44581307.983300 + Penalty 4238.239444 = -44577069.743857 nChanged 2264 SP:Iteration 21Q (2445.150000 sec): 3 clusters Score: Raw -44581587.676795 + Penalty 4238.239444 = -44577349.437351 nChanged 1977 SP:Iteration 22Q (2446.210000 sec): 3 clusters Score: Raw -44581792.888524 + Penalty 4238.239444 = -44577554.649080 nChanged 1669 SP:Iteration 23Q (2447.270000 sec): 3 clusters Score: Raw -44581941.027379 + Penalty 4238.239444 = -44577702.787936 nChanged 1441 SP:Iteration 24Q (2448.330000 sec): 3 clusters Score: Raw -44582056.311534 + Penalty 4238.239444 = -44577818.072090 nChanged 1297 SP:Iteration 25Q (2449.380000 sec): 3 clusters Score: Raw -44582159.180426 + Penalty 4238.239444 = -44577920.940982 nChanged 1227 SP:Iteration 26Q (2450.440000 sec): 3 clusters Score: Raw -44582246.777682 + Penalty 4238.239444 = -44578008.538238 nChanged 1096 SP:Iteration 27Q (2451.500000 sec): 3 clusters Score: Raw -44582324.468346 + Penalty 4238.239444 = -44578086.228902 nChanged 1076 SP:Iteration 28Q (2452.560000 sec): 3 clusters Score: Raw -44582397.495430 + Penalty 4238.239444 = -44578159.255986 nChanged 1081 SP:Iteration 29Q (2453.620000 sec): 3 clusters Score: Raw -44582468.652327 + Penalty 4238.239444 = -44578230.412884 nChanged 1068 SP:Iteration 30Q (2454.680000 sec): 3 clusters Score: Raw -44582538.883083 + Penalty 4238.239444 = -44578300.643640 nChanged 1121 SP:Iteration 31Q (2455.720000 sec): 3 clusters Score: Raw -44582615.039489 + Penalty 4238.239444 = -44578376.800045 nChanged 1205 SP:Iteration 32Q (2456.770000 sec): 3 clusters Score: Raw -44582698.201314 + Penalty 4238.239444 = -44578459.961871 nChanged 1226 SP:Iteration 33Q (2457.830000 sec): 3 clusters Score: Raw -44582780.457255 + Penalty 4238.239444 = -44578542.217811 nChanged 1184 SP:Iteration 34Q (2458.880000 sec): 3 clusters Score: Raw -44582858.732334 + Penalty 4238.239444 = -44578620.492890 nChanged 1220 SP:Iteration 35Q (2459.920000 sec): 3 clusters Score: Raw -44582940.880329 + Penalty 4238.239444 = -44578702.640886 nChanged 1241 SP:Iteration 36Q (2460.960000 sec): 3 clusters Score: Raw -44583031.216797 + Penalty 4238.239444 = -44578792.977354 nChanged 1358 SP:Iteration 37Q (2462.000000 sec): 3 clusters Score: Raw -44583131.406134 + Penalty 4238.239444 = -44578893.166690 nChanged 1407 SP:Iteration 38Q (2463.030000 sec): 3 clusters Score: Raw -44583239.995190 + Penalty 4238.239444 = -44579001.755747 nChanged 1464 SP:Iteration 39Q (2464.060000 sec): 3 clusters Score: Raw -44583355.820010 + Penalty 4238.239444 = -44579117.580566 nChanged 1531 SP:Iteration 40F (2465.250000 sec): 3 clusters Score: Raw -44583485.766338 + Penalty 4238.239444 = -44579247.526894 nChanged 1599 SP:Iteration 41Q (2466.280000 sec): 3 clusters Score: Raw -44583630.525983 + Penalty 4238.239444 = -44579392.286539 nChanged 1650 SP:Iteration 42Q (2467.300000 sec): 3 clusters Score: Raw -44583785.074587 + Penalty 4238.239444 = -44579546.835143 nChanged 1726 SP:Iteration 43Q (2468.320000 sec): 3 clusters Score: Raw -44583953.635095 + Penalty 4238.239444 = -44579715.395652 nChanged 1822 SP:Iteration 44Q (2469.330000 sec): 3 clusters Score: Raw -44584139.138724 + Penalty 4238.239444 = -44579900.899280 nChanged 1947 SP:Iteration 45Q (2470.340000 sec): 3 clusters Score: Raw -44584350.391804 + Penalty 4238.239444 = -44580112.152361 nChanged 1958 SP:Iteration 46Q (2471.360000 sec): 3 clusters Score: Raw -44584572.986981 + Penalty 4238.239444 = -44580334.747537 nChanged 2085 SP:Iteration 47Q (2472.370000 sec): 3 clusters Score: Raw -44584824.156690 + Penalty 4238.239444 = -44580585.917246 nChanged 2209 SP:Iteration 48Q (2473.380000 sec): 3 clusters Score: Raw -44585105.568230 + Penalty 4238.239444 = -44580867.328786 nChanged 2295 SP:Iteration 49Q (2474.380000 sec): 3 clusters Score: Raw -44585416.599687 + Penalty 4238.239444 = -44581178.360244 nChanged 2453 SP:Iteration 50Q (2475.380000 sec): 3 clusters Score: Raw -44585771.433970 + Penalty 4238.239444 = -44581533.194527 nChanged 2580 SP:Iteration 51Q (2476.370000 sec): 3 clusters Score: Raw -44586186.160825 + Penalty 4238.239444 = -44581947.921382 nChanged 2856 SP:Iteration 52Q (2477.370000 sec): 3 clusters Score: Raw -44586683.517533 + Penalty 4238.239444 = -44582445.278089 nChanged 3047 SP:Iteration 53Q (2478.360000 sec): 3 clusters Score: Raw -44587251.757425 + Penalty 4238.239444 = -44583013.517981 nChanged 3174 SP:Iteration 54Q (2479.340000 sec): 3 clusters Score: Raw -44587891.528594 + Penalty 4238.239444 = -44583653.289150 nChanged 3311 SP:Iteration 55Q (2480.320000 sec): 3 clusters Score: Raw -44588596.030586 + Penalty 4238.239444 = -44584357.791143 nChanged 3377 SP:Iteration 56Q (2481.300000 sec): 3 clusters Score: Raw -44589368.873080 + Penalty 4238.239444 = -44585130.633636 nChanged 3699 SP:Iteration 57Q (2482.270000 sec): 3 clusters Score: Raw -44590298.723986 + Penalty 4238.239444 = -44586060.484543 nChanged 3885 SP:Iteration 58Q (2483.240000 sec): 3 clusters Score: Raw -44591330.667115 + Penalty 4238.239444 = -44587092.427671 nChanged 3968 SP:Iteration 59Q (2484.200000 sec): 3 clusters Score: Raw -44592421.339664 + Penalty 4238.239444 = -44588183.100220 nChanged 3937 SP:Iteration 60F (2485.390000 sec): 3 clusters Score: Raw -44593550.397853 + Penalty 4238.239444 = -44589312.158410 nChanged 3951 SP:Iteration 61Q (2486.340000 sec): 3 clusters Score: Raw -44594723.460134 + Penalty 4238.239444 = -44590485.220690 nChanged 3784 SP:Iteration 62Q (2487.290000 sec): 3 clusters Score: Raw -44595851.829244 + Penalty 4238.239444 = -44591613.589800 nChanged 3601 SP:Iteration 63Q (2488.220000 sec): 3 clusters Score: Raw -44596955.835254 + Penalty 4238.239444 = -44592717.595810 nChanged 3361 SP:Iteration 64Q (2489.160000 sec): 3 clusters Score: Raw -44598021.578155 + Penalty 4238.239444 = -44593783.338712 nChanged 3107 SP:Iteration 65Q (2490.090000 sec): 3 clusters Score: Raw -44599035.104274 + Penalty 4238.239444 = -44594796.864831 nChanged 2753 SP:Iteration 66Q (2491.000000 sec): 3 clusters Score: Raw -44599994.268787 + Penalty 4238.239444 = -44595756.029343 nChanged 2413 SP:Iteration 67Q (2491.910000 sec): 3 clusters Score: Raw -44600943.710304 + Penalty 4238.239444 = -44596705.470861 nChanged 2111 SP:Iteration 68Q (2492.830000 sec): 3 clusters Score: Raw -44602039.287101 + Penalty 4238.239444 = -44597801.047657 nChanged 1786 SP:Iteration 69Q (2493.720000 sec): 3 clusters Score: Raw -44603113.439945 + Penalty 4238.239444 = -44598875.200501 nChanged 1379 SP:Iteration 70Q (2494.610000 sec): 3 clusters Score: Raw -44603772.954317 + Penalty 4238.239444 = -44599534.714874 nChanged 1039 SP:Iteration 71Q (2495.500000 sec): 3 clusters Score: Raw -44604085.499695 + Penalty 4238.239444 = -44599847.260252 nChanged 747 SP:Iteration 72Q (2496.370000 sec): 3 clusters Score: Raw -44604244.298106 + Penalty 4238.239444 = -44600006.058662 nChanged 606 SP:Iteration 73Q (2497.240000 sec): 3 clusters Score: Raw -44604343.165785 + Penalty 4238.239444 = -44600104.926341 nChanged 476 SP:Iteration 74Q (2498.110000 sec): 3 clusters Score: Raw -44604414.267386 + Penalty 4238.239444 = -44600176.027942 nChanged 444 SP:Iteration 75Q (2499.000000 sec): 3 clusters Score: Raw -44604481.523573 + Penalty 4238.239444 = -44600243.284129 nChanged 372 SP:Iteration 76Q (2499.870000 sec): 3 clusters Score: Raw -44604545.670153 + Penalty 4238.239444 = -44600307.430709 nChanged 366 SP:Iteration 77Q (2500.730000 sec): 3 clusters Score: Raw -44604610.987122 + Penalty 4238.239444 = -44600372.747678 nChanged 345 SP:Iteration 78Q (2501.600000 sec): 3 clusters Score: Raw -44604681.528498 + Penalty 4238.239444 = -44600443.289054 nChanged 341 SP:Iteration 79Q (2502.460000 sec): 3 clusters Score: Raw -44604751.078427 + Penalty 4238.239444 = -44600512.838983 nChanged 325 SP:Iteration 80F (2503.640000 sec): 3 clusters Score: Raw -44604842.202206 + Penalty 4238.239444 = -44600603.962763 nChanged 375 SP:Iteration 81Q (2504.500000 sec): 3 clusters Score: Raw -44604984.977787 + Penalty 4238.239444 = -44600746.738343 nChanged 453 SP:Iteration 82Q (2505.350000 sec): 3 clusters Score: Raw -44605242.875596 + Penalty 4238.239444 = -44601004.636152 nChanged 558 SP:Iteration 83Q (2506.210000 sec): 3 clusters Score: Raw -44605675.423027 + Penalty 4238.239444 = -44601437.183583 nChanged 667 SP:Iteration 84Q (2507.060000 sec): 3 clusters Score: Raw -44606251.821058 + Penalty 4238.239444 = -44602013.581614 nChanged 756 SP:Iteration 85Q (2507.920000 sec): 3 clusters Score: Raw -44606751.611398 + Penalty 4238.239444 = -44602513.371954 nChanged 738 SP:Iteration 86Q (2508.760000 sec): 3 clusters Score: Raw -44607018.141582 + Penalty 4238.239444 = -44602779.902139 nChanged 570 SP:Iteration 87Q (2509.600000 sec): 3 clusters Score: Raw -44607146.366100 + Penalty 4238.239444 = -44602908.126657 nChanged 403 SP:Iteration 88Q (2510.460000 sec): 3 clusters Score: Raw -44607208.039279 + Penalty 4238.239444 = -44602969.799835 nChanged 300 SP:Iteration 89Q (2511.290000 sec): 3 clusters Score: Raw -44607243.547474 + Penalty 4238.239444 = -44603005.308031 nChanged 214 SP:Iteration 90Q (2512.120000 sec): 3 clusters Score: Raw -44607267.538252 + Penalty 4238.239444 = -44603029.298808 nChanged 184 SP:Iteration 91Q (2512.960000 sec): 3 clusters Score: Raw -44607288.549046 + Penalty 4238.239444 = -44603050.309603 nChanged 160 SP:Iteration 92Q (2513.820000 sec): 3 clusters Score: Raw -44607305.200228 + Penalty 4238.239444 = -44603066.960784 nChanged 142 SP:Iteration 93Q (2514.660000 sec): 3 clusters Score: Raw -44607319.663724 + Penalty 4238.239444 = -44603081.424281 nChanged 130 SP:Iteration 94Q (2515.500000 sec): 3 clusters Score: Raw -44607333.190696 + Penalty 4238.239444 = -44603094.951252 nChanged 124 SP:Iteration 95Q (2516.340000 sec): 3 clusters Score: Raw -44607342.234286 + Penalty 4238.239444 = -44603103.994843 nChanged 95 SP:Iteration 96Q (2517.190000 sec): 3 clusters Score: Raw -44607349.568378 + Penalty 4238.239444 = -44603111.328934 nChanged 102 SP:Iteration 97Q (2518.040000 sec): 3 clusters Score: Raw -44607355.990422 + Penalty 4238.239444 = -44603117.750979 nChanged 80 SP:Iteration 98Q (2518.890000 sec): 3 clusters Score: Raw -44607361.343964 + Penalty 4238.239444 = -44603123.104520 nChanged 79 SP:Iteration 99Q (2519.740000 sec): 3 clusters Score: Raw -44607367.307710 + Penalty 4238.239444 = -44603129.068267 nChanged 85 SP:Iteration 100F (2520.910000 sec): 3 clusters Score: Raw -44607372.925712 + Penalty 4238.239444 = -44603134.686268 nChanged 72 SP:Iteration 101Q (2521.750000 sec): 3 clusters Score: Raw -44607377.625488 + Penalty 4238.239444 = -44603139.386045 nChanged 73 SP:Iteration 102Q (2522.610000 sec): 3 clusters Score: Raw -44607382.323153 + Penalty 4238.239444 = -44603144.083709 nChanged 77 SP:Iteration 103Q (2523.460000 sec): 3 clusters Score: Raw -44607387.178033 + Penalty 4238.239444 = -44603148.938589 nChanged 69 SP:Iteration 104Q (2524.300000 sec): 3 clusters Score: Raw -44607390.508240 + Penalty 4238.239444 = -44603152.268797 nChanged 48 SP:Iteration 105Q (2525.150000 sec): 3 clusters Score: Raw -44607392.873305 + Penalty 4238.239444 = -44603154.633861 nChanged 55 SP:Iteration 106Q (2526.000000 sec): 3 clusters Score: Raw -44607395.638383 + Penalty 4238.239444 = -44603157.398940 nChanged 45 SP:Iteration 107Q (2526.850000 sec): 3 clusters Score: Raw -44607397.920605 + Penalty 4238.239444 = -44603159.681162 nChanged 57 SP:Iteration 108Q (2527.690000 sec): 3 clusters Score: Raw -44607400.528432 + Penalty 4238.239444 = -44603162.288989 nChanged 60 SP:Iteration 109Q (2528.530000 sec): 3 clusters Score: Raw -44607403.741236 + Penalty 4238.239444 = -44603165.501792 nChanged 45 SP:Iteration 110Q (2529.390000 sec): 3 clusters Score: Raw -44607406.288740 + Penalty 4238.239444 = -44603168.049296 nChanged 58 SP:Iteration 111Q (2530.230000 sec): 3 clusters Score: Raw -44607409.726596 + Penalty 4238.239444 = -44603171.487152 nChanged 55 SP:Iteration 112Q (2531.090000 sec): 3 clusters Score: Raw -44607412.446645 + Penalty 4238.239444 = -44603174.207202 nChanged 46 SP:Iteration 113Q (2531.940000 sec): 3 clusters Score: Raw -44607414.663704 + Penalty 4238.239444 = -44603176.424260 nChanged 50 SP:Iteration 114Q (2532.790000 sec): 3 clusters Score: Raw -44607417.710056 + Penalty 4238.239444 = -44603179.470613 nChanged 62 SP:Iteration 115Q (2533.630000 sec): 3 clusters Score: Raw -44607420.825473 + Penalty 4238.239444 = -44603182.586030 nChanged 54 SP:Iteration 116Q (2534.470000 sec): 3 clusters Score: Raw -44607423.924288 + Penalty 4238.239444 = -44603185.684844 nChanged 64 SP:Iteration 117Q (2535.330000 sec): 3 clusters Score: Raw -44607426.955087 + Penalty 4238.239444 = -44603188.715643 nChanged 50 SP:Iteration 118Q (2536.180000 sec): 3 clusters Score: Raw -44607429.437214 + Penalty 4238.239444 = -44603191.197771 nChanged 54 SP:Iteration 119Q (2537.020000 sec): 3 clusters Score: Raw -44607431.714249 + Penalty 4238.239444 = -44603193.474806 nChanged 43 SP:Iteration 120F (2538.200000 sec): 3 clusters Score: Raw -44607433.158986 + Penalty 4238.239444 = -44603194.919542 nChanged 29 SP:Iteration 121Q (2539.040000 sec): 3 clusters Score: Raw -44607433.973084 + Penalty 4238.239444 = -44603195.733641 nChanged 24 SP:Iteration 122Q (2539.910000 sec): 3 clusters Score: Raw -44607434.721130 + Penalty 4238.239444 = -44603196.481686 nChanged 26 SP:Iteration 123Q (2540.810000 sec): 3 clusters Score: Raw -44607435.676265 + Penalty 4238.239444 = -44603197.436822 nChanged 27 SP:Iteration 124Q (2541.660000 sec): 3 clusters Score: Raw -44607436.590157 + Penalty 4238.239444 = -44603198.350713 nChanged 23 SP:Iteration 125Q (2542.500000 sec): 3 clusters Score: Raw -44607437.365327 + Penalty 4238.239444 = -44603199.125883 nChanged 16 SP:Iteration 126Q (2543.350000 sec): 3 clusters Score: Raw -44607437.899341 + Penalty 4238.239444 = -44603199.659898 nChanged 18 SP:Iteration 127Q (2544.190000 sec): 3 clusters Score: Raw -44607438.585227 + Penalty 4238.239444 = -44603200.345783 nChanged 20 SP:Iteration 128Q (2545.040000 sec): 3 clusters Score: Raw -44607439.329163 + Penalty 4238.239444 = -44603201.089720 nChanged 21 SP:Iteration 129Q (2545.890000 sec): 3 clusters Score: Raw -44607439.909145 + Penalty 4238.239444 = -44603201.669701 nChanged 16 SP:Iteration 130Q (2546.730000 sec): 3 clusters Score: Raw -44607440.378933 + Penalty 4238.239444 = -44603202.139489 nChanged 14 SP:Iteration 131Q (2547.580000 sec): 3 clusters Score: Raw -44607440.768221 + Penalty 4238.239444 = -44603202.528778 nChanged 13 SP:Iteration 132Q (2548.420000 sec): 3 clusters Score: Raw -44607441.165662 + Penalty 4238.239444 = -44603202.926219 nChanged 15 SP:Iteration 133Q (2549.260000 sec): 3 clusters Score: Raw -44607441.618376 + Penalty 4238.239444 = -44603203.378932 nChanged 11 SP:Iteration 134Q (2550.100000 sec): 3 clusters Score: Raw -44607441.921578 + Penalty 4238.239444 = -44603203.682134 nChanged 1 SP:Iteration 135Q (2550.950000 sec): 3 clusters Score: Raw -44607441.935101 + Penalty 4238.239444 = -44603203.695657 nChanged 0 SP:Iteration 136F (2552.120000 sec): 3 clusters Score: Raw -44607441.935101 + Penalty 4238.239444 = -44603203.695657 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 7.38 GB. Trying to split cluster 13 (3537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.370000 sec): 2 clusters Score: Raw -352215.452139 + Penalty 1327.793056 = -350887.659083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.380000 sec): 3 clusters Score: Raw -350479.814157 + Penalty 2655.586111 = -347824.228045 nChanged 1403 SP:Iteration 1F (2552.380000 sec): 3 clusters Score: Raw -351304.116131 + Penalty 2655.586111 = -348648.530019 nChanged 264 SP:Iteration 2F (2552.400000 sec): 3 clusters Score: Raw -351450.094995 + Penalty 2655.586111 = -348794.508883 nChanged 159 SP:Iteration 3Q (2552.400000 sec): 3 clusters Score: Raw -351524.514180 + Penalty 2655.586111 = -348868.928068 nChanged 106 SP:Iteration 4Q (2552.410000 sec): 3 clusters Score: Raw -351568.398467 + Penalty 2655.586111 = -348912.812356 nChanged 84 SP:Iteration 5Q (2552.420000 sec): 3 clusters Score: Raw -351604.741256 + Penalty 2655.586111 = -348949.155144 nChanged 75 SP:Iteration 6Q (2552.430000 sec): 3 clusters Score: Raw -351644.459237 + Penalty 2655.586111 = -348988.873125 nChanged 79 SP:Iteration 7Q (2552.440000 sec): 3 clusters Score: Raw -351688.929980 + Penalty 2655.586111 = -349033.343868 nChanged 80 SP:Iteration 8Q (2552.450000 sec): 3 clusters Score: Raw -351729.118160 + Penalty 2655.586111 = -349073.532049 nChanged 79 SP:Iteration 9Q (2552.460000 sec): 3 clusters Score: Raw -351768.354273 + Penalty 2655.586111 = -349112.768162 nChanged 84 SP:Iteration 10Q (2552.460000 sec): 3 clusters Score: Raw -351813.956088 + Penalty 2655.586111 = -349158.369977 nChanged 75 SP:Iteration 11Q (2552.470000 sec): 3 clusters Score: Raw -351856.465631 + Penalty 2655.586111 = -349200.879520 nChanged 76 SP:Iteration 12Q (2552.480000 sec): 3 clusters Score: Raw -351895.448366 + Penalty 2655.586111 = -349239.862254 nChanged 65 SP:Iteration 13Q (2552.490000 sec): 3 clusters Score: Raw -351936.209115 + Penalty 2655.586111 = -349280.623004 nChanged 76 SP:Iteration 14Q (2552.500000 sec): 3 clusters Score: Raw -351988.800434 + Penalty 2655.586111 = -349333.214322 nChanged 73 SP:Iteration 15Q (2552.510000 sec): 3 clusters Score: Raw -352038.539657 + Penalty 2655.586111 = -349382.953545 nChanged 80 SP:Iteration 16Q (2552.520000 sec): 3 clusters Score: Raw -352086.477974 + Penalty 2655.586111 = -349430.891862 nChanged 72 SP:Iteration 17Q (2552.520000 sec): 3 clusters Score: Raw -352129.966424 + Penalty 2655.586111 = -349474.380312 nChanged 60 SP:Iteration 18Q (2552.530000 sec): 3 clusters Score: Raw -352173.542470 + Penalty 2655.586111 = -349517.956359 nChanged 59 SP:Iteration 19Q (2552.540000 sec): 3 clusters Score: Raw -352215.869259 + Penalty 2655.586111 = -349560.283147 nChanged 55 SP:Iteration 20F (2552.550000 sec): 3 clusters Score: Raw -352253.521444 + Penalty 2655.586111 = -349597.935333 nChanged 51 SP:Iteration 21Q (2552.560000 sec): 3 clusters Score: Raw -352288.287563 + Penalty 2655.586111 = -349632.701452 nChanged 46 SP:Iteration 22Q (2552.570000 sec): 3 clusters Score: Raw -352323.457732 + Penalty 2655.586111 = -349667.871621 nChanged 41 SP:Iteration 23Q (2552.580000 sec): 3 clusters Score: Raw -352347.564184 + Penalty 2655.586111 = -349691.978072 nChanged 32 SP:Iteration 24Q (2552.580000 sec): 3 clusters Score: Raw -352369.510867 + Penalty 2655.586111 = -349713.924755 nChanged 22 SP:Iteration 25Q (2552.590000 sec): 3 clusters Score: Raw -352381.566185 + Penalty 2655.586111 = -349725.980074 nChanged 22 SP:Iteration 26Q (2552.600000 sec): 3 clusters Score: Raw -352393.390499 + Penalty 2655.586111 = -349737.804388 nChanged 17 SP:Iteration 27Q (2552.610000 sec): 3 clusters Score: Raw -352401.525379 + Penalty 2655.586111 = -349745.939267 nChanged 19 SP:Iteration 28Q (2552.620000 sec): 3 clusters Score: Raw -352411.098675 + Penalty 2655.586111 = -349755.512564 nChanged 17 SP:Iteration 29Q (2552.620000 sec): 3 clusters Score: Raw -352418.040291 + Penalty 2655.586111 = -349762.454180 nChanged 10 SP:Iteration 30Q (2552.630000 sec): 3 clusters Score: Raw -352422.657443 + Penalty 2655.586111 = -349767.071332 nChanged 7 SP:Iteration 31Q (2552.640000 sec): 3 clusters Score: Raw -352426.753509 + Penalty 2655.586111 = -349771.167398 nChanged 3 SP:Iteration 32Q (2552.640000 sec): 3 clusters Score: Raw -352428.309788 + Penalty 2655.586111 = -349772.723676 nChanged 5 SP:Iteration 33Q (2552.650000 sec): 3 clusters Score: Raw -352431.011084 + Penalty 2655.586111 = -349775.424973 nChanged 6 SP:Iteration 34Q (2552.660000 sec): 3 clusters Score: Raw -352433.814612 + Penalty 2655.586111 = -349778.228500 nChanged 3 SP:Iteration 35Q (2552.670000 sec): 3 clusters Score: Raw -352434.505176 + Penalty 2655.586111 = -349778.919064 nChanged 0 SP:Iteration 36F (2552.680000 sec): 3 clusters Score: Raw -352434.505176 + Penalty 2655.586111 = -349778.919064 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.680000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.680000 sec): 3 clusters Score: Raw -20024.192618 + Penalty 1748.466640 = -18275.725978 nChanged 23 SP:Iteration 1F (2552.680000 sec): 3 clusters Score: Raw -20075.593928 + Penalty 1748.466640 = -18327.127288 nChanged 6 SP:Iteration 2Q (2552.680000 sec): 3 clusters Score: Raw -20093.048594 + Penalty 1748.466640 = -18344.581954 nChanged 0 SP:Iteration 3F (2552.680000 sec): 3 clusters Score: Raw -20093.048594 + Penalty 1748.466640 = -18344.581954 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.690000 sec): 2 clusters Score: Raw -82478.231165 + Penalty 1096.291971 = -81381.939195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.690000 sec): 3 clusters Score: Raw -82223.867926 + Penalty 2192.583942 = -80031.283984 nChanged 245 SP:Iteration 1F (2552.690000 sec): 3 clusters Score: Raw -82453.560000 + Penalty 2192.583942 = -80260.976058 nChanged 78 SP:Iteration 2F (2552.700000 sec): 3 clusters Score: Raw -82546.062295 + Penalty 2192.583942 = -80353.478353 nChanged 42 SP:Iteration 3Q (2552.700000 sec): 3 clusters Score: Raw -82602.793645 + Penalty 2192.583942 = -80410.209703 nChanged 25 SP:Iteration 4Q (2552.700000 sec): 3 clusters Score: Raw -82639.175473 + Penalty 2192.583942 = -80446.591531 nChanged 22 SP:Iteration 5Q (2552.700000 sec): 3 clusters Score: Raw -82674.857842 + Penalty 2192.583942 = -80482.273900 nChanged 28 SP:Iteration 6Q (2552.700000 sec): 3 clusters Score: Raw -82708.674870 + Penalty 2192.583942 = -80516.090928 nChanged 17 SP:Iteration 7Q (2552.700000 sec): 3 clusters Score: Raw -82729.397981 + Penalty 2192.583942 = -80536.814039 nChanged 11 SP:Iteration 8Q (2552.710000 sec): 3 clusters Score: Raw -82749.265780 + Penalty 2192.583942 = -80556.681838 nChanged 13 SP:Iteration 9Q (2552.710000 sec): 3 clusters Score: Raw -82763.781369 + Penalty 2192.583942 = -80571.197427 nChanged 7 SP:Iteration 10Q (2552.710000 sec): 3 clusters Score: Raw -82771.251370 + Penalty 2192.583942 = -80578.667428 nChanged 10 SP:Iteration 11Q (2552.710000 sec): 3 clusters Score: Raw -82782.404345 + Penalty 2192.583942 = -80589.820403 nChanged 3 SP:Iteration 12Q (2552.720000 sec): 3 clusters Score: Raw -82784.361457 + Penalty 2192.583942 = -80591.777515 nChanged 1 SP:Iteration 13Q (2552.720000 sec): 3 clusters Score: Raw -82786.610387 + Penalty 2192.583942 = -80594.026446 nChanged 1 SP:Iteration 14Q (2552.720000 sec): 3 clusters Score: Raw -82787.695496 + Penalty 2192.583942 = -80595.111554 nChanged 3 SP:Iteration 15Q (2552.720000 sec): 3 clusters Score: Raw -82790.687219 + Penalty 2192.583942 = -80598.103277 nChanged 3 SP:Iteration 16Q (2552.720000 sec): 3 clusters Score: Raw -82796.203352 + Penalty 2192.583942 = -80603.619410 nChanged 2 SP:Iteration 17Q (2552.720000 sec): 3 clusters Score: Raw -82798.031168 + Penalty 2192.583942 = -80605.447227 nChanged 2 SP:Iteration 18Q (2552.730000 sec): 3 clusters Score: Raw -82801.067141 + Penalty 2192.583942 = -80608.483199 nChanged 1 SP:Iteration 19Q (2552.730000 sec): 3 clusters Score: Raw -82802.434334 + Penalty 2192.583942 = -80609.850392 nChanged 1 SP:Iteration 20F (2552.730000 sec): 3 clusters Score: Raw -82803.594493 + Penalty 2192.583942 = -80611.010552 nChanged 1 SP:Iteration 21Q (2552.730000 sec): 3 clusters Score: Raw -82804.476567 + Penalty 2192.583942 = -80611.892626 nChanged 1 SP:Iteration 22Q (2552.740000 sec): 3 clusters Score: Raw -82804.796877 + Penalty 2192.583942 = -80612.212935 nChanged 0 SP:Iteration 23F (2552.740000 sec): 3 clusters Score: Raw -82804.796877 + Penalty 2192.583942 = -80612.212935 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.740000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.740000 sec): 3 clusters Score: Raw -88499.052409 + Penalty 2248.897251 = -86250.155158 nChanged 308 SP:Iteration 1F (2552.750000 sec): 3 clusters Score: Raw -88796.451228 + Penalty 2248.897251 = -86547.553977 nChanged 86 SP:Iteration 2F (2552.750000 sec): 3 clusters Score: Raw -88895.618091 + Penalty 2248.897251 = -86646.720840 nChanged 48 SP:Iteration 3Q (2552.750000 sec): 3 clusters Score: Raw -88960.242204 + Penalty 2248.897251 = -86711.344952 nChanged 36 SP:Iteration 4Q (2552.760000 sec): 3 clusters Score: Raw -89005.700223 + Penalty 2248.897251 = -86756.802972 nChanged 30 SP:Iteration 5Q (2552.760000 sec): 3 clusters Score: Raw -89037.051103 + Penalty 2248.897251 = -86788.153852 nChanged 16 SP:Iteration 6Q (2552.760000 sec): 3 clusters Score: Raw -89052.151010 + Penalty 2248.897251 = -86803.253758 nChanged 7 SP:Iteration 7Q (2552.760000 sec): 3 clusters Score: Raw -89058.158282 + Penalty 2248.897251 = -86809.261031 nChanged 7 SP:Iteration 8Q (2552.760000 sec): 3 clusters Score: Raw -89068.045524 + Penalty 2248.897251 = -86819.148273 nChanged 4 SP:Iteration 9Q (2552.770000 sec): 3 clusters Score: Raw -89072.461809 + Penalty 2248.897251 = -86823.564558 nChanged 5 SP:Iteration 10Q (2552.770000 sec): 3 clusters Score: Raw -89078.770377 + Penalty 2248.897251 = -86829.873126 nChanged 8 SP:Iteration 11Q (2552.770000 sec): 3 clusters Score: Raw -89083.936191 + Penalty 2248.897251 = -86835.038940 nChanged 6 SP:Iteration 12Q (2552.780000 sec): 3 clusters Score: Raw -89087.364479 + Penalty 2248.897251 = -86838.467227 nChanged 4 SP:Iteration 13Q (2552.780000 sec): 3 clusters Score: Raw -89090.043916 + Penalty 2248.897251 = -86841.146665 nChanged 5 SP:Iteration 14Q (2552.780000 sec): 3 clusters Score: Raw -89095.010875 + Penalty 2248.897251 = -86846.113624 nChanged 4 SP:Iteration 15Q (2552.780000 sec): 3 clusters Score: Raw -89101.593436 + Penalty 2248.897251 = -86852.696185 nChanged 3 SP:Iteration 16Q (2552.780000 sec): 3 clusters Score: Raw -89107.105052 + Penalty 2248.897251 = -86858.207801 nChanged 7 SP:Iteration 17Q (2552.790000 sec): 3 clusters Score: Raw -89122.394329 + Penalty 2248.897251 = -86873.497078 nChanged 10 SP:Iteration 18Q (2552.790000 sec): 3 clusters Score: Raw -89132.369410 + Penalty 2248.897251 = -86883.472159 nChanged 12 SP:Iteration 19Q (2552.790000 sec): 3 clusters Score: Raw -89143.305893 + Penalty 2248.897251 = -86894.408642 nChanged 7 SP:Iteration 20F (2552.800000 sec): 3 clusters Score: Raw -89150.911253 + Penalty 2248.897251 = -86902.014002 nChanged 4 SP:Iteration 21Q (2552.800000 sec): 3 clusters Score: Raw -89156.099764 + Penalty 2248.897251 = -86907.202512 nChanged 3 SP:Iteration 22Q (2552.800000 sec): 3 clusters Score: Raw -89159.189683 + Penalty 2248.897251 = -86910.292431 nChanged 7 SP:Iteration 23Q (2552.800000 sec): 3 clusters Score: Raw -89166.024685 + Penalty 2248.897251 = -86917.127433 nChanged 10 SP:Iteration 24Q (2552.800000 sec): 3 clusters Score: Raw -89173.230010 + Penalty 2248.897251 = -86924.332759 nChanged 4 SP:Iteration 25Q (2552.810000 sec): 3 clusters Score: Raw -89177.411023 + Penalty 2248.897251 = -86928.513771 nChanged 2 SP:Iteration 26Q (2552.810000 sec): 3 clusters Score: Raw -89180.184799 + Penalty 2248.897251 = -86931.287547 nChanged 1 SP:Iteration 27Q (2552.810000 sec): 3 clusters Score: Raw -89181.006268 + Penalty 2248.897251 = -86932.109016 nChanged 3 SP:Iteration 28Q (2552.810000 sec): 3 clusters Score: Raw -89183.181695 + Penalty 2248.897251 = -86934.284444 nChanged 3 SP:Iteration 29Q (2552.820000 sec): 3 clusters Score: Raw -89185.507941 + Penalty 2248.897251 = -86936.610690 nChanged 3 SP:Iteration 30Q (2552.820000 sec): 3 clusters Score: Raw -89187.300716 + Penalty 2248.897251 = -86938.403465 nChanged 2 SP:Iteration 31Q (2552.820000 sec): 3 clusters Score: Raw -89189.986568 + Penalty 2248.897251 = -86941.089317 nChanged 4 SP:Iteration 32Q (2552.820000 sec): 3 clusters Score: Raw -89193.929151 + Penalty 2248.897251 = -86945.031899 nChanged 4 SP:Iteration 33Q (2552.820000 sec): 3 clusters Score: Raw -89198.244337 + Penalty 2248.897251 = -86949.347086 nChanged 4 SP:Iteration 34Q (2552.830000 sec): 3 clusters Score: Raw -89202.858783 + Penalty 2248.897251 = -86953.961532 nChanged 3 SP:Iteration 35Q (2552.830000 sec): 3 clusters Score: Raw -89207.233566 + Penalty 2248.897251 = -86958.336314 nChanged 3 SP:Iteration 36Q (2552.830000 sec): 3 clusters Score: Raw -89211.070162 + Penalty 2248.897251 = -86962.172911 nChanged 7 SP:Iteration 37Q (2552.840000 sec): 3 clusters Score: Raw -89218.813233 + Penalty 2248.897251 = -86969.915981 nChanged 5 SP:Iteration 38Q (2552.840000 sec): 3 clusters Score: Raw -89225.325849 + Penalty 2248.897251 = -86976.428597 nChanged 6 SP:Iteration 39Q (2552.840000 sec): 3 clusters Score: Raw -89231.850152 + Penalty 2248.897251 = -86982.952901 nChanged 6 SP:Iteration 40F (2552.840000 sec): 3 clusters Score: Raw -89238.578289 + Penalty 2248.897251 = -86989.681037 nChanged 3 SP:Iteration 41Q (2552.840000 sec): 3 clusters Score: Raw -89240.559257 + Penalty 2248.897251 = -86991.662006 nChanged 1 SP:Iteration 42Q (2552.850000 sec): 3 clusters Score: Raw -89241.509691 + Penalty 2248.897251 = -86992.612440 nChanged 3 SP:Iteration 43Q (2552.850000 sec): 3 clusters Score: Raw -89243.766276 + Penalty 2248.897251 = -86994.869025 nChanged 4 SP:Iteration 44Q (2552.850000 sec): 3 clusters Score: Raw -89246.132678 + Penalty 2248.897251 = -86997.235427 nChanged 2 SP:Iteration 45Q (2552.860000 sec): 3 clusters Score: Raw -89247.301721 + Penalty 2248.897251 = -86998.404470 nChanged 0 SP:Iteration 46F (2552.860000 sec): 3 clusters Score: Raw -89247.301721 + Penalty 2248.897251 = -86998.404470 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2552.860000 sec): 2 clusters Score: Raw -72950.816328 + Penalty 1082.759063 = -71868.057265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2552.860000 sec): 3 clusters Score: Raw -72746.666247 + Penalty 2165.518126 = -70581.148121 nChanged 228 SP:Iteration 1F (2552.860000 sec): 3 clusters Score: Raw -72988.870743 + Penalty 2165.518126 = -70823.352617 nChanged 57 SP:Iteration 2F (2552.870000 sec): 3 clusters Score: Raw -73042.425688 + Penalty 2165.518126 = -70876.907562 nChanged 23 SP:Iteration 3Q (2552.870000 sec): 3 clusters Score: Raw -73061.943233 + Penalty 2165.518126 = -70896.425107 nChanged 12 SP:Iteration 4Q (2552.870000 sec): 3 clusters Score: Raw -73075.702143 + Penalty 2165.518126 = -70910.184016 nChanged 12 SP:Iteration 5Q (2552.870000 sec): 3 clusters Score: Raw -73093.140834 + Penalty 2165.518126 = -70927.622707 nChanged 11 SP:Iteration 6Q (2552.880000 sec): 3 clusters Score: Raw -73110.449947 + Penalty 2165.518126 = -70944.931821 nChanged 9 SP:Iteration 7Q (2552.880000 sec): 3 clusters Score: Raw -73123.334715 + Penalty 2165.518126 = -70957.816589 nChanged 3 SP:Iteration 8Q (2552.880000 sec): 3 clusters Score: Raw -73126.337130 + Penalty 2165.518126 = -70960.819004 nChanged 2 SP:Iteration 9Q (2552.880000 sec): 3 clusters Score: Raw -73128.749011 + Penalty 2165.518126 = -70963.230885 nChanged 3 SP:Iteration 10Q (2552.880000 sec): 3 clusters Score: Raw -73130.662600 + Penalty 2165.518126 = -70965.144474 nChanged 1 SP:Iteration 11Q (2552.880000 sec): 3 clusters Score: Raw -73133.099878 + Penalty 2165.518126 = -70967.581752 nChanged 2 SP:Iteration 12Q (2552.890000 sec): 3 clusters Score: Raw -73135.472910 + Penalty 2165.518126 = -70969.954784 nChanged 1 SP:Iteration 13Q (2552.890000 sec): 3 clusters Score: Raw -73135.738191 + Penalty 2165.518126 = -70970.220065 nChanged 3 SP:Iteration 14Q (2552.890000 sec): 3 clusters Score: Raw -73137.330077 + Penalty 2165.518126 = -70971.811950 nChanged 1 SP:Iteration 15Q (2552.890000 sec): 3 clusters Score: Raw -73137.495115 + Penalty 2165.518126 = -70971.976989 nChanged 0 SP:Iteration 16F (2552.890000 sec): 3 clusters Score: Raw -73137.495115 + Penalty 2165.518126 = -70971.976989 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (165370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2553.390000 sec): 2 clusters Score: Raw -16172781.915696 + Penalty 1952.590358 = -16170829.325338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2553.820000 sec): 3 clusters Score: Raw -16063597.396496 + Penalty 3905.180717 = -16059692.215779 nChanged 80091 SP:Iteration 1F (2554.260000 sec): 3 clusters Score: Raw -16109877.448115 + Penalty 3905.180717 = -16105972.267398 nChanged 4163 SP:Iteration 2Q (2554.700000 sec): 3 clusters Score: Raw -16110627.479583 + Penalty 3905.180717 = -16106722.298866 nChanged 4549 SP:Iteration 3Q (2555.140000 sec): 3 clusters Score: Raw -16111628.279156 + Penalty 3905.180717 = -16107723.098440 nChanged 5461 SP:Iteration 4Q (2555.580000 sec): 3 clusters Score: Raw -16113157.044102 + Penalty 3905.180717 = -16109251.863386 nChanged 6841 SP:Iteration 5Q (2556.020000 sec): 3 clusters Score: Raw -16115713.207196 + Penalty 3905.180717 = -16111808.026479 nChanged 8861 SP:Iteration 6F (2556.450000 sec): 3 clusters Score: Raw -16120165.688233 + Penalty 3905.180717 = -16116260.507516 nChanged 11072 SP:Iteration 7F (2556.880000 sec): 3 clusters Score: Raw -16127180.827498 + Penalty 3905.180717 = -16123275.646781 nChanged 12424 SP:Iteration 8F (2557.320000 sec): 3 clusters Score: Raw -16136430.107970 + Penalty 3905.180717 = -16132524.927253 nChanged 12337 SP:Iteration 9F (2557.740000 sec): 3 clusters Score: Raw -16146642.888404 + Penalty 3905.180717 = -16142737.707688 nChanged 10916 SP:Iteration 10F (2558.170000 sec): 3 clusters Score: Raw -16156598.760920 + Penalty 3905.180717 = -16152693.580203 nChanged 8279 SP:Iteration 11F (2558.600000 sec): 3 clusters Score: Raw -16164626.938527 + Penalty 3905.180717 = -16160721.757810 nChanged 4965 SP:Iteration 12Q (2558.980000 sec): 3 clusters Score: Raw -16169458.466186 + Penalty 3905.180717 = -16165553.285469 nChanged 2264 SP:Iteration 13Q (2559.330000 sec): 3 clusters Score: Raw -16171616.305887 + Penalty 3905.180717 = -16167711.125171 nChanged 908 SP:Iteration 14Q (2559.650000 sec): 3 clusters Score: Raw -16172472.766405 + Penalty 3905.180717 = -16168567.585688 nChanged 320 SP:Iteration 15Q (2559.950000 sec): 3 clusters Score: Raw -16172764.251052 + Penalty 3905.180717 = -16168859.070336 nChanged 157 SP:Iteration 16Q (2560.250000 sec): 3 clusters Score: Raw -16172913.542718 + Penalty 3905.180717 = -16169008.362002 nChanged 75 SP:Iteration 17Q (2560.540000 sec): 3 clusters Score: Raw -16172972.937821 + Penalty 3905.180717 = -16169067.757104 nChanged 46 SP:Iteration 18Q (2560.840000 sec): 3 clusters Score: Raw -16173007.864237 + Penalty 3905.180717 = -16169102.683521 nChanged 35 SP:Iteration 19Q (2561.140000 sec): 3 clusters Score: Raw -16173032.954883 + Penalty 3905.180717 = -16169127.774166 nChanged 19 SP:Iteration 20F (2561.560000 sec): 3 clusters Score: Raw -16173045.755299 + Penalty 3905.180717 = -16169140.574582 nChanged 12 SP:Iteration 21Q (2561.850000 sec): 3 clusters Score: Raw -16173056.410094 + Penalty 3905.180717 = -16169151.229377 nChanged 11 SP:Iteration 22Q (2562.140000 sec): 3 clusters Score: Raw -16173069.846082 + Penalty 3905.180717 = -16169164.665365 nChanged 11 SP:Iteration 23Q (2562.440000 sec): 3 clusters Score: Raw -16173076.609307 + Penalty 3905.180717 = -16169171.428591 nChanged 6 SP:Iteration 24Q (2562.730000 sec): 3 clusters Score: Raw -16173080.719513 + Penalty 3905.180717 = -16169175.538796 nChanged 2 SP:Iteration 25Q (2563.020000 sec): 3 clusters Score: Raw -16173081.167070 + Penalty 3905.180717 = -16169175.986353 nChanged 0 SP:Iteration 26F (2563.440000 sec): 3 clusters Score: Raw -16173081.167070 + Penalty 3905.180717 = -16169175.986353 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.540000 sec): 2 clusters Score: Raw -350725.448176 + Penalty 1334.938545 = -349390.509631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.550000 sec): 3 clusters Score: Raw -348911.895274 + Penalty 2669.877091 = -346242.018183 nChanged 1470 SP:Iteration 1F (2563.560000 sec): 3 clusters Score: Raw -349816.108394 + Penalty 2669.877091 = -347146.231304 nChanged 297 SP:Iteration 2F (2563.570000 sec): 3 clusters Score: Raw -349986.927694 + Penalty 2669.877091 = -347317.050603 nChanged 199 SP:Iteration 3F (2563.580000 sec): 3 clusters Score: Raw -350102.392061 + Penalty 2669.877091 = -347432.514971 nChanged 150 SP:Iteration 4Q (2563.590000 sec): 3 clusters Score: Raw -350193.526167 + Penalty 2669.877091 = -347523.649076 nChanged 125 SP:Iteration 5Q (2563.600000 sec): 3 clusters Score: Raw -350262.131606 + Penalty 2669.877091 = -347592.254515 nChanged 116 SP:Iteration 6Q (2563.610000 sec): 3 clusters Score: Raw -350328.661479 + Penalty 2669.877091 = -347658.784388 nChanged 109 SP:Iteration 7Q (2563.620000 sec): 3 clusters Score: Raw -350399.403054 + Penalty 2669.877091 = -347729.525963 nChanged 113 SP:Iteration 8Q (2563.620000 sec): 3 clusters Score: Raw -350480.182410 + Penalty 2669.877091 = -347810.305319 nChanged 105 SP:Iteration 9Q (2563.640000 sec): 3 clusters Score: Raw -350553.334348 + Penalty 2669.877091 = -347883.457257 nChanged 101 SP:Iteration 10Q (2563.640000 sec): 3 clusters Score: Raw -350616.871546 + Penalty 2669.877091 = -347946.994455 nChanged 83 SP:Iteration 11Q (2563.650000 sec): 3 clusters Score: Raw -350675.291014 + Penalty 2669.877091 = -348005.413924 nChanged 57 SP:Iteration 12Q (2563.660000 sec): 3 clusters Score: Raw -350712.556478 + Penalty 2669.877091 = -348042.679387 nChanged 55 SP:Iteration 13Q (2563.670000 sec): 3 clusters Score: Raw -350752.898187 + Penalty 2669.877091 = -348083.021097 nChanged 40 SP:Iteration 14Q (2563.680000 sec): 3 clusters Score: Raw -350785.665349 + Penalty 2669.877091 = -348115.788258 nChanged 43 SP:Iteration 15Q (2563.690000 sec): 3 clusters Score: Raw -350815.507060 + Penalty 2669.877091 = -348145.629969 nChanged 32 SP:Iteration 16Q (2563.700000 sec): 3 clusters Score: Raw -350838.265686 + Penalty 2669.877091 = -348168.388595 nChanged 21 SP:Iteration 17Q (2563.700000 sec): 3 clusters Score: Raw -350845.787470 + Penalty 2669.877091 = -348175.910379 nChanged 11 SP:Iteration 18Q (2563.710000 sec): 3 clusters Score: Raw -350849.494961 + Penalty 2669.877091 = -348179.617871 nChanged 5 SP:Iteration 19Q (2563.720000 sec): 3 clusters Score: Raw -350852.407001 + Penalty 2669.877091 = -348182.529910 nChanged 3 SP:Iteration 20F (2563.730000 sec): 3 clusters Score: Raw -350853.221786 + Penalty 2669.877091 = -348183.344695 nChanged 3 SP:Iteration 21Q (2563.740000 sec): 3 clusters Score: Raw -350854.036734 + Penalty 2669.877091 = -348184.159643 nChanged 2 SP:Iteration 22Q (2563.740000 sec): 3 clusters Score: Raw -350855.017168 + Penalty 2669.877091 = -348185.140077 nChanged 1 SP:Iteration 23Q (2563.750000 sec): 3 clusters Score: Raw -350855.240899 + Penalty 2669.877091 = -348185.363809 nChanged 1 SP:Iteration 24Q (2563.760000 sec): 3 clusters Score: Raw -350855.526799 + Penalty 2669.877091 = -348185.649708 nChanged 0 SP:Iteration 25F (2563.770000 sec): 3 clusters Score: Raw -350855.526799 + Penalty 2669.877091 = -348185.649708 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.780000 sec): 2 clusters Score: Raw -45500.047399 + Penalty 1016.559382 = -44483.488017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.780000 sec): 3 clusters Score: Raw -45497.031745 + Penalty 2033.118764 = -43463.912981 nChanged 145 SP:Iteration 1F (2563.780000 sec): 3 clusters Score: Raw -45740.610669 + Penalty 2033.118764 = -43707.491906 nChanged 42 SP:Iteration 2F (2563.780000 sec): 3 clusters Score: Raw -45822.938835 + Penalty 2033.118764 = -43789.820072 nChanged 14 SP:Iteration 3Q (2563.780000 sec): 3 clusters Score: Raw -45852.986469 + Penalty 2033.118764 = -43819.867706 nChanged 11 SP:Iteration 4Q (2563.780000 sec): 3 clusters Score: Raw -45878.177540 + Penalty 2033.118764 = -43845.058776 nChanged 10 SP:Iteration 5Q (2563.780000 sec): 3 clusters Score: Raw -45901.629309 + Penalty 2033.118764 = -43868.510546 nChanged 10 SP:Iteration 6Q (2563.780000 sec): 3 clusters Score: Raw -45918.299915 + Penalty 2033.118764 = -43885.181151 nChanged 7 SP:Iteration 7Q (2563.780000 sec): 3 clusters Score: Raw -45929.390072 + Penalty 2033.118764 = -43896.271308 nChanged 5 SP:Iteration 8Q (2563.790000 sec): 3 clusters Score: Raw -45935.870038 + Penalty 2033.118764 = -43902.751275 nChanged 2 SP:Iteration 9Q (2563.790000 sec): 3 clusters Score: Raw -45939.643179 + Penalty 2033.118764 = -43906.524416 nChanged 0 SP:Iteration 10F (2563.790000 sec): 3 clusters Score: Raw -45939.643179 + Penalty 2033.118764 = -43906.524416 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.790000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.790000 sec): 3 clusters Score: Raw -25117.826806 + Penalty 1850.462945 = -23267.363861 nChanged 42 SP:Iteration 1F (2563.790000 sec): 3 clusters Score: Raw -25236.655476 + Penalty 1850.462945 = -23386.192531 nChanged 8 SP:Iteration 2Q (2563.800000 sec): 3 clusters Score: Raw -25252.667745 + Penalty 1850.462945 = -23402.204800 nChanged 4 SP:Iteration 3Q (2563.800000 sec): 3 clusters Score: Raw -25269.034147 + Penalty 1850.462945 = -23418.571202 nChanged 1 SP:Iteration 4Q (2563.800000 sec): 3 clusters Score: Raw -25271.344335 + Penalty 1850.462945 = -23420.881390 nChanged 0 SP:Iteration 5F (2563.800000 sec): 3 clusters Score: Raw -25271.344335 + Penalty 1850.462945 = -23420.881390 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (1342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.810000 sec): 2 clusters Score: Raw -121504.308075 + Penalty 1170.311402 = -120333.996673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.810000 sec): 3 clusters Score: Raw -121027.751803 + Penalty 2340.622803 = -118687.129000 nChanged 438 SP:Iteration 1F (2563.810000 sec): 3 clusters Score: Raw -121835.548037 + Penalty 2340.622803 = -119494.925234 nChanged 225 SP:Iteration 2F (2563.820000 sec): 3 clusters Score: Raw -123120.982497 + Penalty 2340.622803 = -120780.359693 nChanged 241 SP:Iteration 3F (2563.820000 sec): 3 clusters Score: Raw -123800.921545 + Penalty 2340.622803 = -121460.298742 nChanged 64 SP:Iteration 4Q (2563.830000 sec): 3 clusters Score: Raw -123931.948840 + Penalty 2340.622803 = -121591.326036 nChanged 21 SP:Iteration 5Q (2563.830000 sec): 3 clusters Score: Raw -123988.351999 + Penalty 2340.622803 = -121647.729196 nChanged 9 SP:Iteration 6Q (2563.830000 sec): 3 clusters Score: Raw -124009.513957 + Penalty 2340.622803 = -121668.891153 nChanged 3 SP:Iteration 7Q (2563.830000 sec): 3 clusters Score: Raw -124015.123671 + Penalty 2340.622803 = -121674.500868 nChanged 1 SP:Iteration 8Q (2563.830000 sec): 3 clusters Score: Raw -124017.383346 + Penalty 2340.622803 = -121676.760543 nChanged 1 SP:Iteration 9Q (2563.840000 sec): 3 clusters Score: Raw -124020.969082 + Penalty 2340.622803 = -121680.346279 nChanged 0 SP:Iteration 10F (2563.840000 sec): 3 clusters Score: Raw -124020.969082 + Penalty 2340.622803 = -121680.346279 nChanged 0 We are always splitting bimodal clusters so it's getting split into cluster 27. Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.850000 sec): 2 clusters Score: Raw -71983.317780 + Penalty 1099.880147 = -70883.437633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.850000 sec): 3 clusters Score: Raw -71762.331746 + Penalty 2199.760294 = -69562.571452 nChanged 244 SP:Iteration 1F (2563.850000 sec): 3 clusters Score: Raw -72151.785424 + Penalty 2199.760294 = -69952.025130 nChanged 87 SP:Iteration 2F (2563.850000 sec): 3 clusters Score: Raw -72424.018477 + Penalty 2199.760294 = -70224.258183 nChanged 79 SP:Iteration 3F (2563.850000 sec): 3 clusters Score: Raw -72682.888286 + Penalty 2199.760294 = -70483.127992 nChanged 53 SP:Iteration 4F (2563.860000 sec): 3 clusters Score: Raw -72881.342604 + Penalty 2199.760294 = -70681.582311 nChanged 40 SP:Iteration 5Q (2563.860000 sec): 3 clusters Score: Raw -72983.829917 + Penalty 2199.760294 = -70784.069623 nChanged 23 SP:Iteration 6Q (2563.860000 sec): 3 clusters Score: Raw -73039.920851 + Penalty 2199.760294 = -70840.160557 nChanged 20 SP:Iteration 7Q (2563.860000 sec): 3 clusters Score: Raw -73088.928476 + Penalty 2199.760294 = -70889.168182 nChanged 15 SP:Iteration 8Q (2563.870000 sec): 3 clusters Score: Raw -73124.651485 + Penalty 2199.760294 = -70924.891192 nChanged 11 SP:Iteration 9Q (2563.870000 sec): 3 clusters Score: Raw -73145.897533 + Penalty 2199.760294 = -70946.137239 nChanged 7 SP:Iteration 10Q (2563.870000 sec): 3 clusters Score: Raw -73157.431942 + Penalty 2199.760294 = -70957.671648 nChanged 4 SP:Iteration 11Q (2563.870000 sec): 3 clusters Score: Raw -73165.812254 + Penalty 2199.760294 = -70966.051960 nChanged 2 SP:Iteration 12Q (2563.870000 sec): 3 clusters Score: Raw -73168.246298 + Penalty 2199.760294 = -70968.486004 nChanged 3 SP:Iteration 13Q (2563.870000 sec): 3 clusters Score: Raw -73172.810623 + Penalty 2199.760294 = -70973.050329 nChanged 1 SP:Iteration 14Q (2563.870000 sec): 3 clusters Score: Raw -73173.650312 + Penalty 2199.760294 = -70973.890019 nChanged 3 SP:Iteration 15Q (2563.880000 sec): 3 clusters Score: Raw -73177.629454 + Penalty 2199.760294 = -70977.869160 nChanged 2 SP:Iteration 16Q (2563.880000 sec): 3 clusters Score: Raw -73181.051102 + Penalty 2199.760294 = -70981.290808 nChanged 5 SP:Iteration 17Q (2563.880000 sec): 3 clusters Score: Raw -73189.388270 + Penalty 2199.760294 = -70989.627976 nChanged 6 SP:Iteration 18Q (2563.880000 sec): 3 clusters Score: Raw -73201.605585 + Penalty 2199.760294 = -71001.845292 nChanged 3 SP:Iteration 19Q (2563.890000 sec): 3 clusters Score: Raw -73205.733716 + Penalty 2199.760294 = -71005.973422 nChanged 1 SP:Iteration 20F (2563.890000 sec): 3 clusters Score: Raw -73206.761768 + Penalty 2199.760294 = -71007.001474 nChanged 2 SP:Iteration 21Q (2563.890000 sec): 3 clusters Score: Raw -73208.354783 + Penalty 2199.760294 = -71008.594489 nChanged 1 SP:Iteration 22Q (2563.890000 sec): 3 clusters Score: Raw -73209.175864 + Penalty 2199.760294 = -71009.415571 nChanged 1 SP:Iteration 23Q (2563.890000 sec): 3 clusters Score: Raw -73210.046654 + Penalty 2199.760294 = -71010.286360 nChanged 2 SP:Iteration 24Q (2563.890000 sec): 3 clusters Score: Raw -73212.928105 + Penalty 2199.760294 = -71013.167811 nChanged 3 SP:Iteration 25Q (2563.890000 sec): 3 clusters Score: Raw -73217.662145 + Penalty 2199.760294 = -71017.901851 nChanged 4 SP:Iteration 26Q (2563.900000 sec): 3 clusters Score: Raw -73230.460386 + Penalty 2199.760294 = -71030.700092 nChanged 2 SP:Iteration 27Q (2563.900000 sec): 3 clusters Score: Raw -73232.921409 + Penalty 2199.760294 = -71033.161115 nChanged 3 SP:Iteration 28Q (2563.900000 sec): 3 clusters Score: Raw -73236.822414 + Penalty 2199.760294 = -71037.062120 nChanged 4 SP:Iteration 29Q (2563.900000 sec): 3 clusters Score: Raw -73242.754114 + Penalty 2199.760294 = -71042.993820 nChanged 1 SP:Iteration 30Q (2563.900000 sec): 3 clusters Score: Raw -73249.025137 + Penalty 2199.760294 = -71049.264843 nChanged 1 SP:Iteration 31Q (2563.910000 sec): 3 clusters Score: Raw -73250.924906 + Penalty 2199.760294 = -71051.164613 nChanged 1 SP:Iteration 32Q (2563.910000 sec): 3 clusters Score: Raw -73251.474979 + Penalty 2199.760294 = -71051.714686 nChanged 0 SP:Iteration 33F (2563.910000 sec): 3 clusters Score: Raw -73251.474979 + Penalty 2199.760294 = -71051.714686 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 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.910000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.910000 sec): 3 clusters Score: Raw -28700.677659 + Penalty 1874.704324 = -26825.973335 nChanged 60 SP:Iteration 1F (2563.920000 sec): 3 clusters Score: Raw -28813.781501 + Penalty 1874.704324 = -26939.077178 nChanged 10 SP:Iteration 2Q (2563.920000 sec): 3 clusters Score: Raw -28857.262451 + Penalty 1874.704324 = -26982.558127 nChanged 6 SP:Iteration 3Q (2563.920000 sec): 3 clusters Score: Raw -28885.369377 + Penalty 1874.704324 = -27010.665053 nChanged 4 SP:Iteration 4Q (2563.920000 sec): 3 clusters Score: Raw -28898.330045 + Penalty 1874.704324 = -27023.625722 nChanged 2 SP:Iteration 5Q (2563.920000 sec): 3 clusters Score: Raw -28905.930685 + Penalty 1874.704324 = -27031.226361 nChanged 0 SP:Iteration 6F (2563.920000 sec): 3 clusters Score: Raw -28905.930685 + Penalty 1874.704324 = -27031.226361 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.930000 sec): 2 clusters Score: Raw -65159.839834 + Penalty 1063.619320 = -64096.220515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.930000 sec): 3 clusters Score: Raw -65048.248157 + Penalty 2127.238640 = -62921.009518 nChanged 185 SP:Iteration 1F (2563.930000 sec): 3 clusters Score: Raw -65255.022732 + Penalty 2127.238640 = -63127.784092 nChanged 38 SP:Iteration 2F (2563.930000 sec): 3 clusters Score: Raw -65297.913552 + Penalty 2127.238640 = -63170.674912 nChanged 25 SP:Iteration 3Q (2563.930000 sec): 3 clusters Score: Raw -65336.290687 + Penalty 2127.238640 = -63209.052047 nChanged 10 SP:Iteration 4Q (2563.930000 sec): 3 clusters Score: Raw -65350.566500 + Penalty 2127.238640 = -63223.327860 nChanged 9 SP:Iteration 5Q (2563.930000 sec): 3 clusters Score: Raw -65356.624777 + Penalty 2127.238640 = -63229.386137 nChanged 8 SP:Iteration 6Q (2563.940000 sec): 3 clusters Score: Raw -65370.835448 + Penalty 2127.238640 = -63243.596808 nChanged 10 SP:Iteration 7Q (2563.940000 sec): 3 clusters Score: Raw -65382.171057 + Penalty 2127.238640 = -63254.932417 nChanged 10 SP:Iteration 8Q (2563.940000 sec): 3 clusters Score: Raw -65393.994762 + Penalty 2127.238640 = -63266.756123 nChanged 7 SP:Iteration 9Q (2563.940000 sec): 3 clusters Score: Raw -65403.792377 + Penalty 2127.238640 = -63276.553738 nChanged 8 SP:Iteration 10Q (2563.940000 sec): 3 clusters Score: Raw -65408.055173 + Penalty 2127.238640 = -63280.816533 nChanged 1 SP:Iteration 11Q (2563.950000 sec): 3 clusters Score: Raw -65408.711276 + Penalty 2127.238640 = -63281.472636 nChanged 1 SP:Iteration 12Q (2563.950000 sec): 3 clusters Score: Raw -65409.040930 + Penalty 2127.238640 = -63281.802291 nChanged 0 SP:Iteration 13F (2563.950000 sec): 3 clusters Score: Raw -65409.040930 + Penalty 2127.238640 = -63281.802291 nChanged 0 Iteration 99Q (2568.050000 sec): 29 clusters Score: Raw -78261221.440655 + Penalty 61963.587842 = -78199257.852814 nChanged 4654 Iteration 100F (2588.640000 sec): 29 clusters Score: Raw -78261762.116661 + Penalty 61963.587842 = -78199798.528819 nChanged 2677 Iteration 101Q (2592.520000 sec): 29 clusters Score: Raw -78261978.340385 + Penalty 61963.587842 = -78200014.752544 nChanged 1954 Iteration 102Q (2596.370000 sec): 29 clusters Score: Raw -78262140.953770 + Penalty 61963.587842 = -78200177.365929 nChanged 1610 Iteration 103Q (2600.230000 sec): 29 clusters Score: Raw -78262260.069255 + Penalty 61963.587842 = -78200296.481414 nChanged 1387 Iteration 104Q (2604.090000 sec): 29 clusters Score: Raw -78262345.670439 + Penalty 61963.587842 = -78200382.082598 nChanged 1216 Iteration 105Q (2607.940000 sec): 29 clusters Score: Raw -78262413.293758 + Penalty 61963.587842 = -78200449.705917 nChanged 1094 Iteration 106Q (2611.790000 sec): 29 clusters Score: Raw -78262470.210951 + Penalty 61963.587842 = -78200506.623109 nChanged 929 Iteration 107Q (2615.620000 sec): 29 clusters Score: Raw -78262514.329768 + Penalty 61963.587842 = -78200550.741926 nChanged 840 Iteration 108Q (2619.450000 sec): 29 clusters Score: Raw -78262560.495162 + Penalty 61963.587842 = -78200596.907320 nChanged 772 Iteration 109Q (2623.280000 sec): 29 clusters Score: Raw -78262599.195869 + Penalty 61963.587842 = -78200635.608028 nChanged 739 Iteration 110Q (2627.140000 sec): 29 clusters Score: Raw -78262651.474040 + Penalty 61963.587842 = -78200687.886198 nChanged 622 Iteration 111Q (2630.950000 sec): 29 clusters Score: Raw -78262675.690160 + Penalty 61963.587842 = -78200712.102319 nChanged 600 Iteration 112Q (2634.750000 sec): 29 clusters Score: Raw -78262694.456560 + Penalty 61963.587842 = -78200730.868718 nChanged 590 Iteration 113Q (2638.560000 sec): 29 clusters Score: Raw -78262712.446737 + Penalty 61963.587842 = -78200748.858896 nChanged 571 Iteration 114Q (2642.370000 sec): 29 clusters Score: Raw -78262731.055863 + Penalty 61963.587842 = -78200767.468022 nChanged 569 Iteration 115Q (2646.180000 sec): 29 clusters Score: Raw -78262749.839435 + Penalty 61963.587842 = -78200786.251594 nChanged 580 Iteration 116Q (2650.000000 sec): 29 clusters Score: Raw -78262767.612854 + Penalty 61963.587842 = -78200804.025012 nChanged 576 Iteration 117Q (2653.780000 sec): 29 clusters Score: Raw -78262784.846463 + Penalty 61963.587842 = -78200821.258622 nChanged 533 Iteration 118Q (2657.560000 sec): 29 clusters Score: Raw -78262801.408807 + Penalty 61963.587842 = -78200837.820965 nChanged 521 Iteration 119Q (2661.330000 sec): 29 clusters Score: Raw -78262818.213737 + Penalty 61963.587842 = -78200854.625895 nChanged 491 Iteration 120F (2681.900000 sec): 29 clusters Score: Raw -78262833.803106 + Penalty 61963.587842 = -78200870.215265 nChanged 462 Iteration 121Q (2685.840000 sec): 29 clusters Score: Raw -78262846.786831 + Penalty 61963.587842 = -78200883.198990 nChanged 428 Iteration 122Q (2689.730000 sec): 29 clusters Score: Raw -78262858.427280 + Penalty 61963.587842 = -78200894.839438 nChanged 406 Iteration 123Q (2693.570000 sec): 29 clusters Score: Raw -78262867.194119 + Penalty 61963.587842 = -78200903.606277 nChanged 367 Iteration 124Q (2697.430000 sec): 29 clusters Score: Raw -78262875.633634 + Penalty 61963.587842 = -78200912.045793 nChanged 356 Iteration 125Q (2701.300000 sec): 29 clusters Score: Raw -78262884.252805 + Penalty 61963.587842 = -78200920.664964 nChanged 348 Iteration 126Q (2705.160000 sec): 29 clusters Score: Raw -78262892.436648 + Penalty 61963.587842 = -78200928.848807 nChanged 331 Iteration 127Q (2709.010000 sec): 29 clusters Score: Raw -78262900.210007 + Penalty 61963.587842 = -78200936.622165 nChanged 345 Iteration 128Q (2712.880000 sec): 29 clusters Score: Raw -78262909.443187 + Penalty 61963.587842 = -78200945.855346 nChanged 333 Iteration 129Q (2716.760000 sec): 29 clusters Score: Raw -78262920.845421 + Penalty 61963.587842 = -78200957.257579 nChanged 310 Iteration 130Q (2720.610000 sec): 29 clusters Score: Raw -78262932.322880 + Penalty 61963.587842 = -78200968.735039 nChanged 300 Iteration 131Q (2724.460000 sec): 29 clusters Score: Raw -78262944.784755 + Penalty 61963.587842 = -78200981.196913 nChanged 315 Iteration 132Q (2728.280000 sec): 29 clusters Score: Raw -78262956.792734 + Penalty 61963.587842 = -78200993.204892 nChanged 310 Iteration 133Q (2732.070000 sec): 29 clusters Score: Raw -78262969.504632 + Penalty 61963.587842 = -78201005.916790 nChanged 295 Iteration 134Q (2735.860000 sec): 29 clusters Score: Raw -78262982.861470 + Penalty 61963.587842 = -78201019.273628 nChanged 314 Iteration 135Q (2739.660000 sec): 29 clusters Score: Raw -78263003.783360 + Penalty 61963.587842 = -78201040.195518 nChanged 306 Iteration 136Q (2743.450000 sec): 29 clusters Score: Raw -78263021.520679 + Penalty 61963.587842 = -78201057.932837 nChanged 282 Iteration 137Q (2747.290000 sec): 29 clusters Score: Raw -78263038.040085 + Penalty 61963.587842 = -78201074.452244 nChanged 293 Iteration 138Q (2751.150000 sec): 29 clusters Score: Raw -78263055.387332 + Penalty 61963.587842 = -78201091.799490 nChanged 262 Writing temp clu file Compute initial score before splitting: Score: Raw -78263055.387332 + Penalty 61963.587842 = -78201091.799490 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.270000 sec): 2 clusters Score: Raw -32664.284704 + Penalty 960.063477 = -31704.221226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.270000 sec): 3 clusters Score: Raw -32673.644940 + Penalty 1920.126955 = -30753.517985 nChanged 65 SP:Iteration 1F (2751.270000 sec): 3 clusters Score: Raw -32779.423640 + Penalty 1920.126955 = -30859.296685 nChanged 16 SP:Iteration 2Q (2751.270000 sec): 3 clusters Score: Raw -32818.418802 + Penalty 1920.126955 = -30898.291847 nChanged 9 SP:Iteration 3Q (2751.270000 sec): 3 clusters Score: Raw -32851.167898 + Penalty 1920.126955 = -30931.040943 nChanged 8 SP:Iteration 4Q (2751.270000 sec): 3 clusters Score: Raw -32866.216748 + Penalty 1920.126955 = -30946.089793 nChanged 4 SP:Iteration 5Q (2751.270000 sec): 3 clusters Score: Raw -32876.407952 + Penalty 1920.126955 = -30956.280997 nChanged 1 SP:Iteration 6Q (2751.270000 sec): 3 clusters Score: Raw -32877.461353 + Penalty 1920.126955 = -30957.334399 nChanged 0 SP:Iteration 7F (2751.270000 sec): 3 clusters Score: Raw -32877.461353 + Penalty 1920.126955 = -30957.334399 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.280000 sec): 2 clusters Score: Raw -35258.646113 + Penalty 985.742565 = -34272.903548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.280000 sec): 3 clusters Score: Raw -35341.537169 + Penalty 1971.485129 = -33370.052039 nChanged 99 SP:Iteration 1F (2751.280000 sec): 3 clusters Score: Raw -35665.848874 + Penalty 1971.485129 = -33694.363745 nChanged 43 SP:Iteration 2F (2751.280000 sec): 3 clusters Score: Raw -35808.736446 + Penalty 1971.485129 = -33837.251317 nChanged 24 SP:Iteration 3F (2751.280000 sec): 3 clusters Score: Raw -35892.137408 + Penalty 1971.485129 = -33920.652278 nChanged 15 SP:Iteration 4Q (2751.280000 sec): 3 clusters Score: Raw -35947.391679 + Penalty 1971.485129 = -33975.906550 nChanged 13 SP:Iteration 5Q (2751.290000 sec): 3 clusters Score: Raw -35979.024095 + Penalty 1971.485129 = -34007.538966 nChanged 9 SP:Iteration 6Q (2751.290000 sec): 3 clusters Score: Raw -36000.781981 + Penalty 1971.485129 = -34029.296852 nChanged 5 SP:Iteration 7Q (2751.290000 sec): 3 clusters Score: Raw -36012.899587 + Penalty 1971.485129 = -34041.414458 nChanged 2 SP:Iteration 8Q (2751.290000 sec): 3 clusters Score: Raw -36016.742571 + Penalty 1971.485129 = -34045.257441 nChanged 3 SP:Iteration 9Q (2751.290000 sec): 3 clusters Score: Raw -36024.590063 + Penalty 1971.485129 = -34053.104934 nChanged 4 SP:Iteration 10Q (2751.290000 sec): 3 clusters Score: Raw -36034.598864 + Penalty 1971.485129 = -34063.113735 nChanged 5 SP:Iteration 11Q (2751.290000 sec): 3 clusters Score: Raw -36051.657977 + Penalty 1971.485129 = -34080.172848 nChanged 3 SP:Iteration 12Q (2751.290000 sec): 3 clusters Score: Raw -36063.404649 + Penalty 1971.485129 = -34091.919519 nChanged 2 SP:Iteration 13Q (2751.290000 sec): 3 clusters Score: Raw -36089.667932 + Penalty 1971.485129 = -34118.182802 nChanged 2 SP:Iteration 14Q (2751.290000 sec): 3 clusters Score: Raw -36100.428108 + Penalty 1971.485129 = -34128.942979 nChanged 3 SP:Iteration 15Q (2751.290000 sec): 3 clusters Score: Raw -36115.855976 + Penalty 1971.485129 = -34144.370847 nChanged 5 SP:Iteration 16Q (2751.290000 sec): 3 clusters Score: Raw -36148.319974 + Penalty 1971.485129 = -34176.834844 nChanged 4 SP:Iteration 17Q (2751.290000 sec): 3 clusters Score: Raw -36190.971697 + Penalty 1971.485129 = -34219.486567 nChanged 2 SP:Iteration 18Q (2751.290000 sec): 3 clusters Score: Raw -36202.996031 + Penalty 1971.485129 = -34231.510901 nChanged 0 SP:Iteration 19F (2751.300000 sec): 3 clusters Score: Raw -36202.996031 + Penalty 1971.485129 = -34231.510901 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2751.350000 sec): 2 clusters Score: Raw -1510498.157634 + Penalty 1563.508168 = -1508934.649466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.390000 sec): 3 clusters Score: Raw -1501697.273442 + Penalty 3127.016336 = -1498570.257107 nChanged 6658 SP:Iteration 1F (2751.420000 sec): 3 clusters Score: Raw -1505305.713704 + Penalty 3127.016336 = -1502178.697368 nChanged 761 SP:Iteration 2F (2751.460000 sec): 3 clusters Score: Raw -1505562.756754 + Penalty 3127.016336 = -1502435.740418 nChanged 602 SP:Iteration 3Q (2751.500000 sec): 3 clusters Score: Raw -1505755.444135 + Penalty 3127.016336 = -1502628.427799 nChanged 544 SP:Iteration 4Q (2751.540000 sec): 3 clusters Score: Raw -1505938.131121 + Penalty 3127.016336 = -1502811.114785 nChanged 507 SP:Iteration 5Q (2751.580000 sec): 3 clusters Score: Raw -1506092.562204 + Penalty 3127.016336 = -1502965.545868 nChanged 476 SP:Iteration 6Q (2751.620000 sec): 3 clusters Score: Raw -1506239.594854 + Penalty 3127.016336 = -1503112.578519 nChanged 445 SP:Iteration 7Q (2751.660000 sec): 3 clusters Score: Raw -1506394.879941 + Penalty 3127.016336 = -1503267.863605 nChanged 483 SP:Iteration 8Q (2751.700000 sec): 3 clusters Score: Raw -1506577.076391 + Penalty 3127.016336 = -1503450.060055 nChanged 523 SP:Iteration 9Q (2751.740000 sec): 3 clusters Score: Raw -1506800.140202 + Penalty 3127.016336 = -1503673.123866 nChanged 554 SP:Iteration 10Q (2751.770000 sec): 3 clusters Score: Raw -1507063.481702 + Penalty 3127.016336 = -1503936.465367 nChanged 600 SP:Iteration 11Q (2751.810000 sec): 3 clusters Score: Raw -1507377.988848 + Penalty 3127.016336 = -1504250.972512 nChanged 639 SP:Iteration 12Q (2751.850000 sec): 3 clusters Score: Raw -1507748.984625 + Penalty 3127.016336 = -1504621.968290 nChanged 660 SP:Iteration 13Q (2751.890000 sec): 3 clusters Score: Raw -1508146.852444 + Penalty 3127.016336 = -1505019.836108 nChanged 612 SP:Iteration 14Q (2751.930000 sec): 3 clusters Score: Raw -1508482.616887 + Penalty 3127.016336 = -1505355.600552 nChanged 516 SP:Iteration 15Q (2751.960000 sec): 3 clusters Score: Raw -1508708.420764 + Penalty 3127.016336 = -1505581.404428 nChanged 391 SP:Iteration 16Q (2752.000000 sec): 3 clusters Score: Raw -1508849.489184 + Penalty 3127.016336 = -1505722.472848 nChanged 290 SP:Iteration 17Q (2752.040000 sec): 3 clusters Score: Raw -1508933.146718 + Penalty 3127.016336 = -1505806.130383 nChanged 220 SP:Iteration 18Q (2752.070000 sec): 3 clusters Score: Raw -1508983.855068 + Penalty 3127.016336 = -1505856.838733 nChanged 165 SP:Iteration 19Q (2752.110000 sec): 3 clusters Score: Raw -1509016.627002 + Penalty 3127.016336 = -1505889.610667 nChanged 140 SP:Iteration 20F (2752.150000 sec): 3 clusters Score: Raw -1509040.674974 + Penalty 3127.016336 = -1505913.658639 nChanged 112 SP:Iteration 21Q (2752.190000 sec): 3 clusters Score: Raw -1509059.477506 + Penalty 3127.016336 = -1505932.461170 nChanged 101 SP:Iteration 22Q (2752.220000 sec): 3 clusters Score: Raw -1509078.118870 + Penalty 3127.016336 = -1505951.102534 nChanged 87 SP:Iteration 23Q (2752.260000 sec): 3 clusters Score: Raw -1509090.790667 + Penalty 3127.016336 = -1505963.774332 nChanged 74 SP:Iteration 24Q (2752.300000 sec): 3 clusters Score: Raw -1509101.442890 + Penalty 3127.016336 = -1505974.426554 nChanged 58 SP:Iteration 25Q (2752.330000 sec): 3 clusters Score: Raw -1509108.938910 + Penalty 3127.016336 = -1505981.922574 nChanged 52 SP:Iteration 26Q (2752.370000 sec): 3 clusters Score: Raw -1509115.891677 + Penalty 3127.016336 = -1505988.875341 nChanged 56 SP:Iteration 27Q (2752.410000 sec): 3 clusters Score: Raw -1509121.700974 + Penalty 3127.016336 = -1505994.684638 nChanged 40 SP:Iteration 28Q (2752.450000 sec): 3 clusters Score: Raw -1509125.164290 + Penalty 3127.016336 = -1505998.147955 nChanged 25 SP:Iteration 29Q (2752.480000 sec): 3 clusters Score: Raw -1509127.727615 + Penalty 3127.016336 = -1506000.711279 nChanged 24 SP:Iteration 30Q (2752.520000 sec): 3 clusters Score: Raw -1509129.573625 + Penalty 3127.016336 = -1506002.557289 nChanged 20 SP:Iteration 31Q (2752.550000 sec): 3 clusters Score: Raw -1509131.395587 + Penalty 3127.016336 = -1506004.379251 nChanged 19 SP:Iteration 32Q (2752.590000 sec): 3 clusters Score: Raw -1509132.559132 + Penalty 3127.016336 = -1506005.542796 nChanged 14 SP:Iteration 33Q (2752.630000 sec): 3 clusters Score: Raw -1509133.521646 + Penalty 3127.016336 = -1506006.505310 nChanged 13 SP:Iteration 34Q (2752.660000 sec): 3 clusters Score: Raw -1509134.568347 + Penalty 3127.016336 = -1506007.552011 nChanged 13 SP:Iteration 35Q (2752.700000 sec): 3 clusters Score: Raw -1509135.551357 + Penalty 3127.016336 = -1506008.535022 nChanged 19 SP:Iteration 36Q (2752.730000 sec): 3 clusters Score: Raw -1509137.104646 + Penalty 3127.016336 = -1506010.088311 nChanged 20 SP:Iteration 37Q (2752.770000 sec): 3 clusters Score: Raw -1509139.311746 + Penalty 3127.016336 = -1506012.295411 nChanged 22 SP:Iteration 38Q (2752.810000 sec): 3 clusters Score: Raw -1509141.340190 + Penalty 3127.016336 = -1506014.323854 nChanged 19 SP:Iteration 39Q (2752.840000 sec): 3 clusters Score: Raw -1509142.552484 + Penalty 3127.016336 = -1506015.536148 nChanged 14 SP:Iteration 40F (2752.880000 sec): 3 clusters Score: Raw -1509143.393950 + Penalty 3127.016336 = -1506016.377614 nChanged 7 SP:Iteration 41Q (2752.910000 sec): 3 clusters Score: Raw -1509143.831979 + Penalty 3127.016336 = -1506016.815643 nChanged 7 SP:Iteration 42Q (2752.950000 sec): 3 clusters Score: Raw -1509144.276319 + Penalty 3127.016336 = -1506017.259984 nChanged 8 SP:Iteration 43Q (2752.990000 sec): 3 clusters Score: Raw -1509144.876250 + Penalty 3127.016336 = -1506017.859914 nChanged 11 SP:Iteration 44Q (2753.020000 sec): 3 clusters Score: Raw -1509145.574268 + Penalty 3127.016336 = -1506018.557932 nChanged 9 SP:Iteration 45Q (2753.060000 sec): 3 clusters Score: Raw -1509146.236339 + Penalty 3127.016336 = -1506019.220003 nChanged 8 SP:Iteration 46Q (2753.100000 sec): 3 clusters Score: Raw -1509146.852429 + Penalty 3127.016336 = -1506019.836093 nChanged 10 SP:Iteration 47Q (2753.130000 sec): 3 clusters Score: Raw -1509147.369175 + Penalty 3127.016336 = -1506020.352839 nChanged 8 SP:Iteration 48Q (2753.170000 sec): 3 clusters Score: Raw -1509147.885672 + Penalty 3127.016336 = -1506020.869336 nChanged 9 SP:Iteration 49Q (2753.210000 sec): 3 clusters Score: Raw -1509148.178034 + Penalty 3127.016336 = -1506021.161698 nChanged 7 SP:Iteration 50Q (2753.250000 sec): 3 clusters Score: Raw -1509148.548633 + Penalty 3127.016336 = -1506021.532297 nChanged 4 SP:Iteration 51Q (2753.280000 sec): 3 clusters Score: Raw -1509148.990665 + Penalty 3127.016336 = -1506021.974329 nChanged 3 SP:Iteration 52Q (2753.320000 sec): 3 clusters Score: Raw -1509149.243884 + Penalty 3127.016336 = -1506022.227548 nChanged 2 SP:Iteration 53Q (2753.360000 sec): 3 clusters Score: Raw -1509149.400262 + Penalty 3127.016336 = -1506022.383926 nChanged 2 SP:Iteration 54Q (2753.390000 sec): 3 clusters Score: Raw -1509149.459506 + Penalty 3127.016336 = -1506022.443171 nChanged 0 SP:Iteration 55F (2753.430000 sec): 3 clusters Score: Raw -1509149.459506 + Penalty 3127.016336 = -1506022.443171 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2753.460000 sec): 2 clusters Score: Raw -823575.756069 + Penalty 1465.498647 = -822110.257422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2753.480000 sec): 3 clusters Score: Raw -819064.696661 + Penalty 2930.997293 = -816133.699368 nChanged 3549 SP:Iteration 1F (2753.500000 sec): 3 clusters Score: Raw -821256.671378 + Penalty 2930.997293 = -818325.674085 nChanged 661 SP:Iteration 2F (2753.520000 sec): 3 clusters Score: Raw -821738.489698 + Penalty 2930.997293 = -818807.492404 nChanged 625 SP:Iteration 3F (2753.540000 sec): 3 clusters Score: Raw -822142.602048 + Penalty 2930.997293 = -819211.604754 nChanged 544 SP:Iteration 4F (2753.560000 sec): 3 clusters Score: Raw -822482.286226 + Penalty 2930.997293 = -819551.288933 nChanged 491 SP:Iteration 5F (2753.580000 sec): 3 clusters Score: Raw -822762.774841 + Penalty 2930.997293 = -819831.777548 nChanged 397 SP:Iteration 6Q (2753.600000 sec): 3 clusters Score: Raw -822993.654338 + Penalty 2930.997293 = -820062.657044 nChanged 320 SP:Iteration 7Q (2753.620000 sec): 3 clusters Score: Raw -823180.087943 + Penalty 2930.997293 = -820249.090650 nChanged 285 SP:Iteration 8Q (2753.640000 sec): 3 clusters Score: Raw -823336.955559 + Penalty 2930.997293 = -820405.958266 nChanged 231 SP:Iteration 9Q (2753.660000 sec): 3 clusters Score: Raw -823460.588801 + Penalty 2930.997293 = -820529.591507 nChanged 186 SP:Iteration 10Q (2753.680000 sec): 3 clusters Score: Raw -823562.916266 + Penalty 2930.997293 = -820631.918973 nChanged 174 SP:Iteration 11Q (2753.700000 sec): 3 clusters Score: Raw -823651.166185 + Penalty 2930.997293 = -820720.168891 nChanged 155 SP:Iteration 12Q (2753.730000 sec): 3 clusters Score: Raw -823733.113517 + Penalty 2930.997293 = -820802.116223 nChanged 153 SP:Iteration 13Q (2753.750000 sec): 3 clusters Score: Raw -823806.005638 + Penalty 2930.997293 = -820875.008345 nChanged 127 SP:Iteration 14Q (2753.770000 sec): 3 clusters Score: Raw -823868.165722 + Penalty 2930.997293 = -820937.168428 nChanged 121 SP:Iteration 15Q (2753.790000 sec): 3 clusters Score: Raw -823929.196591 + Penalty 2930.997293 = -820998.199298 nChanged 103 SP:Iteration 16Q (2753.810000 sec): 3 clusters Score: Raw -823978.191715 + Penalty 2930.997293 = -821047.194422 nChanged 81 SP:Iteration 17Q (2753.820000 sec): 3 clusters Score: Raw -824009.999367 + Penalty 2930.997293 = -821079.002074 nChanged 66 SP:Iteration 18Q (2753.840000 sec): 3 clusters Score: Raw -824032.908387 + Penalty 2930.997293 = -821101.911094 nChanged 51 SP:Iteration 19Q (2753.860000 sec): 3 clusters Score: Raw -824050.222108 + Penalty 2930.997293 = -821119.224815 nChanged 61 SP:Iteration 20F (2753.880000 sec): 3 clusters Score: Raw -824073.139056 + Penalty 2930.997293 = -821142.141763 nChanged 56 SP:Iteration 21Q (2753.900000 sec): 3 clusters Score: Raw -824099.579123 + Penalty 2930.997293 = -821168.581830 nChanged 58 SP:Iteration 22Q (2753.920000 sec): 3 clusters Score: Raw -824121.493541 + Penalty 2930.997293 = -821190.496248 nChanged 35 SP:Iteration 23Q (2753.940000 sec): 3 clusters Score: Raw -824134.694946 + Penalty 2930.997293 = -821203.697653 nChanged 34 SP:Iteration 24Q (2753.960000 sec): 3 clusters Score: Raw -824148.177506 + Penalty 2930.997293 = -821217.180213 nChanged 27 SP:Iteration 25Q (2753.980000 sec): 3 clusters Score: Raw -824158.984128 + Penalty 2930.997293 = -821227.986835 nChanged 23 SP:Iteration 26Q (2754.000000 sec): 3 clusters Score: Raw -824170.142290 + Penalty 2930.997293 = -821239.144997 nChanged 24 SP:Iteration 27Q (2754.020000 sec): 3 clusters Score: Raw -824187.412778 + Penalty 2930.997293 = -821256.415485 nChanged 22 SP:Iteration 28Q (2754.040000 sec): 3 clusters Score: Raw -824198.650913 + Penalty 2930.997293 = -821267.653620 nChanged 17 SP:Iteration 29Q (2754.060000 sec): 3 clusters Score: Raw -824207.343027 + Penalty 2930.997293 = -821276.345734 nChanged 13 SP:Iteration 30Q (2754.070000 sec): 3 clusters Score: Raw -824212.776414 + Penalty 2930.997293 = -821281.779121 nChanged 9 SP:Iteration 31Q (2754.090000 sec): 3 clusters Score: Raw -824216.874523 + Penalty 2930.997293 = -821285.877229 nChanged 4 SP:Iteration 32Q (2754.110000 sec): 3 clusters Score: Raw -824218.401763 + Penalty 2930.997293 = -821287.404469 nChanged 2 SP:Iteration 33Q (2754.130000 sec): 3 clusters Score: Raw -824220.674697 + Penalty 2930.997293 = -821289.677403 nChanged 3 SP:Iteration 34Q (2754.150000 sec): 3 clusters Score: Raw -824221.825524 + Penalty 2930.997293 = -821290.828231 nChanged 0 SP:Iteration 35F (2754.170000 sec): 3 clusters Score: Raw -824221.825524 + Penalty 2930.997293 = -821290.828231 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (90597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2754.450000 sec): 2 clusters Score: Raw -8832999.689838 + Penalty 1854.803662 = -8831144.886176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2754.690000 sec): 3 clusters Score: Raw -8774223.516901 + Penalty 3709.607323 = -8770513.909578 nChanged 43055 SP:Iteration 1F (2754.940000 sec): 3 clusters Score: Raw -8799049.200062 + Penalty 3709.607323 = -8795339.592739 nChanged 3139 SP:Iteration 2Q (2755.180000 sec): 3 clusters Score: Raw -8799961.222202 + Penalty 3709.607323 = -8796251.614879 nChanged 3356 SP:Iteration 3Q (2755.420000 sec): 3 clusters Score: Raw -8801147.584494 + Penalty 3709.607323 = -8797437.977170 nChanged 3718 SP:Iteration 4Q (2755.670000 sec): 3 clusters Score: Raw -8802624.122408 + Penalty 3709.607323 = -8798914.515085 nChanged 4127 SP:Iteration 5Q (2755.910000 sec): 3 clusters Score: Raw -8804310.367077 + Penalty 3709.607323 = -8800600.759754 nChanged 4365 SP:Iteration 6Q (2756.150000 sec): 3 clusters Score: Raw -8806160.968409 + Penalty 3709.607323 = -8802451.361086 nChanged 4392 SP:Iteration 7Q (2756.390000 sec): 3 clusters Score: Raw -8808128.302720 + Penalty 3709.607323 = -8804418.695397 nChanged 4334 SP:Iteration 8Q (2756.630000 sec): 3 clusters Score: Raw -8809997.411467 + Penalty 3709.607323 = -8806287.804144 nChanged 3960 SP:Iteration 9Q (2756.870000 sec): 3 clusters Score: Raw -8811761.703816 + Penalty 3709.607323 = -8808052.096493 nChanged 3753 SP:Iteration 10Q (2757.110000 sec): 3 clusters Score: Raw -8813739.948705 + Penalty 3709.607323 = -8810030.341382 nChanged 3546 SP:Iteration 11Q (2757.340000 sec): 3 clusters Score: Raw -8815959.028305 + Penalty 3709.607323 = -8812249.420982 nChanged 3294 SP:Iteration 12Q (2757.580000 sec): 3 clusters Score: Raw -8818516.806046 + Penalty 3709.607323 = -8814807.198723 nChanged 3033 SP:Iteration 13Q (2757.810000 sec): 3 clusters Score: Raw -8820748.724916 + Penalty 3709.607323 = -8817039.117593 nChanged 2501 SP:Iteration 14Q (2758.040000 sec): 3 clusters Score: Raw -8822273.730856 + Penalty 3709.607323 = -8818564.123533 nChanged 2083 SP:Iteration 15Q (2758.260000 sec): 3 clusters Score: Raw -8823315.681347 + Penalty 3709.607323 = -8819606.074024 nChanged 1845 SP:Iteration 16Q (2758.480000 sec): 3 clusters Score: Raw -8824210.527740 + Penalty 3709.607323 = -8820500.920417 nChanged 1809 SP:Iteration 17Q (2758.690000 sec): 3 clusters Score: Raw -8825114.529205 + Penalty 3709.607323 = -8821404.921882 nChanged 1832 SP:Iteration 18Q (2758.900000 sec): 3 clusters Score: Raw -8826087.534664 + Penalty 3709.607323 = -8822377.927341 nChanged 1835 SP:Iteration 19Q (2759.100000 sec): 3 clusters Score: Raw -8827136.519474 + Penalty 3709.607323 = -8823426.912151 nChanged 1782 SP:Iteration 20F (2759.330000 sec): 3 clusters Score: Raw -8828211.136726 + Penalty 3709.607323 = -8824501.529403 nChanged 1591 SP:Iteration 21Q (2759.540000 sec): 3 clusters Score: Raw -8829199.579961 + Penalty 3709.607323 = -8825489.972638 nChanged 1434 SP:Iteration 22Q (2759.730000 sec): 3 clusters Score: Raw -8830069.481953 + Penalty 3709.607323 = -8826359.874629 nChanged 1196 SP:Iteration 23Q (2759.920000 sec): 3 clusters Score: Raw -8830753.572333 + Penalty 3709.607323 = -8827043.965010 nChanged 1006 SP:Iteration 24Q (2760.100000 sec): 3 clusters Score: Raw -8831301.940862 + Penalty 3709.607323 = -8827592.333539 nChanged 823 SP:Iteration 25Q (2760.290000 sec): 3 clusters Score: Raw -8831752.635846 + Penalty 3709.607323 = -8828043.028523 nChanged 709 SP:Iteration 26Q (2760.470000 sec): 3 clusters Score: Raw -8832133.031874 + Penalty 3709.607323 = -8828423.424551 nChanged 572 SP:Iteration 27Q (2760.650000 sec): 3 clusters Score: Raw -8832442.764957 + Penalty 3709.607323 = -8828733.157634 nChanged 450 SP:Iteration 28Q (2760.830000 sec): 3 clusters Score: Raw -8832667.457010 + Penalty 3709.607323 = -8828957.849687 nChanged 370 SP:Iteration 29Q (2761.010000 sec): 3 clusters Score: Raw -8832840.355341 + Penalty 3709.607323 = -8829130.748018 nChanged 299 SP:Iteration 30Q (2761.180000 sec): 3 clusters Score: Raw -8832982.469222 + Penalty 3709.607323 = -8829272.861899 nChanged 251 SP:Iteration 31Q (2761.350000 sec): 3 clusters Score: Raw -8833111.806234 + Penalty 3709.607323 = -8829402.198911 nChanged 216 SP:Iteration 32Q (2761.520000 sec): 3 clusters Score: Raw -8833201.804704 + Penalty 3709.607323 = -8829492.197380 nChanged 162 SP:Iteration 33Q (2761.690000 sec): 3 clusters Score: Raw -8833268.130074 + Penalty 3709.607323 = -8829558.522751 nChanged 138 SP:Iteration 34Q (2761.860000 sec): 3 clusters Score: Raw -8833322.453013 + Penalty 3709.607323 = -8829612.845689 nChanged 122 SP:Iteration 35Q (2762.020000 sec): 3 clusters Score: Raw -8833365.007742 + Penalty 3709.607323 = -8829655.400419 nChanged 83 SP:Iteration 36Q (2762.190000 sec): 3 clusters Score: Raw -8833393.472518 + Penalty 3709.607323 = -8829683.865195 nChanged 69 SP:Iteration 37Q (2762.360000 sec): 3 clusters Score: Raw -8833413.222891 + Penalty 3709.607323 = -8829703.615567 nChanged 54 SP:Iteration 38Q (2762.520000 sec): 3 clusters Score: Raw -8833428.658725 + Penalty 3709.607323 = -8829719.051402 nChanged 39 SP:Iteration 39Q (2762.690000 sec): 3 clusters Score: Raw -8833439.845700 + Penalty 3709.607323 = -8829730.238377 nChanged 30 SP:Iteration 40F (2762.920000 sec): 3 clusters Score: Raw -8833447.538989 + Penalty 3709.607323 = -8829737.931666 nChanged 25 SP:Iteration 41Q (2763.090000 sec): 3 clusters Score: Raw -8833453.456433 + Penalty 3709.607323 = -8829743.849110 nChanged 16 SP:Iteration 42Q (2763.260000 sec): 3 clusters Score: Raw -8833457.251074 + Penalty 3709.607323 = -8829747.643751 nChanged 19 SP:Iteration 43Q (2763.420000 sec): 3 clusters Score: Raw -8833462.203376 + Penalty 3709.607323 = -8829752.596053 nChanged 15 SP:Iteration 44Q (2763.590000 sec): 3 clusters Score: Raw -8833466.051958 + Penalty 3709.607323 = -8829756.444635 nChanged 15 SP:Iteration 45Q (2763.750000 sec): 3 clusters Score: Raw -8833469.672794 + Penalty 3709.607323 = -8829760.065471 nChanged 12 SP:Iteration 46Q (2763.920000 sec): 3 clusters Score: Raw -8833472.116197 + Penalty 3709.607323 = -8829762.508873 nChanged 12 SP:Iteration 47Q (2764.090000 sec): 3 clusters Score: Raw -8833474.689558 + Penalty 3709.607323 = -8829765.082235 nChanged 14 SP:Iteration 48Q (2764.260000 sec): 3 clusters Score: Raw -8833477.222117 + Penalty 3709.607323 = -8829767.614794 nChanged 9 SP:Iteration 49Q (2764.420000 sec): 3 clusters Score: Raw -8833479.059766 + Penalty 3709.607323 = -8829769.452443 nChanged 9 SP:Iteration 50Q (2764.580000 sec): 3 clusters Score: Raw -8833480.889796 + Penalty 3709.607323 = -8829771.282473 nChanged 10 SP:Iteration 51Q (2764.750000 sec): 3 clusters Score: Raw -8833483.824763 + Penalty 3709.607323 = -8829774.217440 nChanged 11 SP:Iteration 52Q (2764.920000 sec): 3 clusters Score: Raw -8833487.341873 + Penalty 3709.607323 = -8829777.734550 nChanged 14 SP:Iteration 53Q (2765.080000 sec): 3 clusters Score: Raw -8833490.314689 + Penalty 3709.607323 = -8829780.707365 nChanged 7 SP:Iteration 54Q (2765.240000 sec): 3 clusters Score: Raw -8833491.517358 + Penalty 3709.607323 = -8829781.910035 nChanged 5 SP:Iteration 55Q (2765.410000 sec): 3 clusters Score: Raw -8833492.093118 + Penalty 3709.607323 = -8829782.485795 nChanged 1 SP:Iteration 56Q (2765.580000 sec): 3 clusters Score: Raw -8833492.216881 + Penalty 3709.607323 = -8829782.609558 nChanged 2 SP:Iteration 57Q (2765.740000 sec): 3 clusters Score: Raw -8833492.509020 + Penalty 3709.607323 = -8829782.901697 nChanged 2 SP:Iteration 58Q (2765.910000 sec): 3 clusters Score: Raw -8833492.743866 + Penalty 3709.607323 = -8829783.136542 nChanged 2 SP:Iteration 59Q (2766.070000 sec): 3 clusters Score: Raw -8833492.941594 + Penalty 3709.607323 = -8829783.334271 nChanged 1 SP:Iteration 60F (2766.300000 sec): 3 clusters Score: Raw -8833493.040735 + Penalty 3709.607323 = -8829783.433412 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2766.370000 sec): 2 clusters Score: Raw -437344.619578 + Penalty 1377.207067 = -435967.412510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2766.380000 sec): 3 clusters Score: Raw -434885.409575 + Penalty 2754.414135 = -432130.995440 nChanged 1894 SP:Iteration 1F (2766.390000 sec): 3 clusters Score: Raw -435931.008641 + Penalty 2754.414135 = -433176.594506 nChanged 375 SP:Iteration 2F (2766.400000 sec): 3 clusters Score: Raw -436147.729553 + Penalty 2754.414135 = -433393.315418 nChanged 248 SP:Iteration 3F (2766.420000 sec): 3 clusters Score: Raw -436294.852037 + Penalty 2754.414135 = -433540.437902 nChanged 210 SP:Iteration 4Q (2766.430000 sec): 3 clusters Score: Raw -436401.720013 + Penalty 2754.414135 = -433647.305878 nChanged 191 SP:Iteration 5Q (2766.440000 sec): 3 clusters Score: Raw -436518.026405 + Penalty 2754.414135 = -433763.612270 nChanged 184 SP:Iteration 6Q (2766.450000 sec): 3 clusters Score: Raw -436625.906476 + Penalty 2754.414135 = -433871.492341 nChanged 177 SP:Iteration 7Q (2766.460000 sec): 3 clusters Score: Raw -436731.811611 + Penalty 2754.414135 = -433977.397476 nChanged 166 SP:Iteration 8Q (2766.480000 sec): 3 clusters Score: Raw -436831.026637 + Penalty 2754.414135 = -434076.612502 nChanged 158 SP:Iteration 9Q (2766.490000 sec): 3 clusters Score: Raw -436931.569805 + Penalty 2754.414135 = -434177.155670 nChanged 133 SP:Iteration 10Q (2766.500000 sec): 3 clusters Score: Raw -437028.985007 + Penalty 2754.414135 = -434274.570872 nChanged 130 SP:Iteration 11Q (2766.510000 sec): 3 clusters Score: Raw -437119.934220 + Penalty 2754.414135 = -434365.520085 nChanged 116 SP:Iteration 12Q (2766.520000 sec): 3 clusters Score: Raw -437189.268681 + Penalty 2754.414135 = -434434.854546 nChanged 110 SP:Iteration 13Q (2766.540000 sec): 3 clusters Score: Raw -437257.511098 + Penalty 2754.414135 = -434503.096963 nChanged 99 SP:Iteration 14Q (2766.540000 sec): 3 clusters Score: Raw -437316.585895 + Penalty 2754.414135 = -434562.171760 nChanged 74 SP:Iteration 15Q (2766.560000 sec): 3 clusters Score: Raw -437359.917043 + Penalty 2754.414135 = -434605.502909 nChanged 53 SP:Iteration 16Q (2766.570000 sec): 3 clusters Score: Raw -437384.858548 + Penalty 2754.414135 = -434630.444413 nChanged 43 SP:Iteration 17Q (2766.580000 sec): 3 clusters Score: Raw -437405.457596 + Penalty 2754.414135 = -434651.043461 nChanged 38 SP:Iteration 18Q (2766.590000 sec): 3 clusters Score: Raw -437419.917017 + Penalty 2754.414135 = -434665.502882 nChanged 25 SP:Iteration 19Q (2766.600000 sec): 3 clusters Score: Raw -437428.485110 + Penalty 2754.414135 = -434674.070975 nChanged 15 SP:Iteration 20F (2766.610000 sec): 3 clusters Score: Raw -437434.254439 + Penalty 2754.414135 = -434679.840304 nChanged 17 SP:Iteration 21Q (2766.620000 sec): 3 clusters Score: Raw -437439.690728 + Penalty 2754.414135 = -434685.276593 nChanged 17 SP:Iteration 22Q (2766.640000 sec): 3 clusters Score: Raw -437450.545390 + Penalty 2754.414135 = -434696.131255 nChanged 20 SP:Iteration 23Q (2766.640000 sec): 3 clusters Score: Raw -437458.578671 + Penalty 2754.414135 = -434704.164536 nChanged 25 SP:Iteration 24Q (2766.660000 sec): 3 clusters Score: Raw -437467.736430 + Penalty 2754.414135 = -434713.322295 nChanged 24 SP:Iteration 25Q (2766.670000 sec): 3 clusters Score: Raw -437477.329690 + Penalty 2754.414135 = -434722.915555 nChanged 22 SP:Iteration 26Q (2766.680000 sec): 3 clusters Score: Raw -437484.469747 + Penalty 2754.414135 = -434730.055612 nChanged 21 SP:Iteration 27Q (2766.690000 sec): 3 clusters Score: Raw -437492.048113 + Penalty 2754.414135 = -434737.633978 nChanged 16 SP:Iteration 28Q (2766.700000 sec): 3 clusters Score: Raw -437498.699970 + Penalty 2754.414135 = -434744.285836 nChanged 23 SP:Iteration 29Q (2766.710000 sec): 3 clusters Score: Raw -437511.195535 + Penalty 2754.414135 = -434756.781400 nChanged 33 SP:Iteration 30Q (2766.720000 sec): 3 clusters Score: Raw -437527.244635 + Penalty 2754.414135 = -434772.830500 nChanged 24 SP:Iteration 31Q (2766.730000 sec): 3 clusters Score: Raw -437539.499572 + Penalty 2754.414135 = -434785.085438 nChanged 22 SP:Iteration 32Q (2766.740000 sec): 3 clusters Score: Raw -437549.269342 + Penalty 2754.414135 = -434794.855207 nChanged 19 SP:Iteration 33Q (2766.750000 sec): 3 clusters Score: Raw -437558.119911 + Penalty 2754.414135 = -434803.705776 nChanged 23 SP:Iteration 34Q (2766.760000 sec): 3 clusters Score: Raw -437566.283776 + Penalty 2754.414135 = -434811.869641 nChanged 15 SP:Iteration 35Q (2766.770000 sec): 3 clusters Score: Raw -437570.285454 + Penalty 2754.414135 = -434815.871319 nChanged 10 SP:Iteration 36Q (2766.780000 sec): 3 clusters Score: Raw -437573.748648 + Penalty 2754.414135 = -434819.334513 nChanged 9 SP:Iteration 37Q (2766.790000 sec): 3 clusters Score: Raw -437577.890892 + Penalty 2754.414135 = -434823.476757 nChanged 8 SP:Iteration 38Q (2766.800000 sec): 3 clusters Score: Raw -437581.730782 + Penalty 2754.414135 = -434827.316647 nChanged 11 SP:Iteration 39Q (2766.810000 sec): 3 clusters Score: Raw -437585.394897 + Penalty 2754.414135 = -434830.980762 nChanged 11 SP:Iteration 40F (2766.820000 sec): 3 clusters Score: Raw -437590.478302 + Penalty 2754.414135 = -434836.064167 nChanged 12 SP:Iteration 41Q (2766.840000 sec): 3 clusters Score: Raw -437597.032120 + Penalty 2754.414135 = -434842.617985 nChanged 15 SP:Iteration 42Q (2766.850000 sec): 3 clusters Score: Raw -437603.038377 + Penalty 2754.414135 = -434848.624242 nChanged 11 SP:Iteration 43Q (2766.860000 sec): 3 clusters Score: Raw -437608.354478 + Penalty 2754.414135 = -434853.940343 nChanged 18 SP:Iteration 44Q (2766.870000 sec): 3 clusters Score: Raw -437616.197572 + Penalty 2754.414135 = -434861.783438 nChanged 13 SP:Iteration 45Q (2766.880000 sec): 3 clusters Score: Raw -437623.332812 + Penalty 2754.414135 = -434868.918677 nChanged 16 SP:Iteration 46Q (2766.890000 sec): 3 clusters Score: Raw -437632.436737 + Penalty 2754.414135 = -434878.022603 nChanged 20 SP:Iteration 47Q (2766.900000 sec): 3 clusters Score: Raw -437647.500613 + Penalty 2754.414135 = -434893.086478 nChanged 19 SP:Iteration 48Q (2766.910000 sec): 3 clusters Score: Raw -437663.607330 + Penalty 2754.414135 = -434909.193195 nChanged 20 SP:Iteration 49Q (2766.920000 sec): 3 clusters Score: Raw -437675.755821 + Penalty 2754.414135 = -434921.341686 nChanged 17 SP:Iteration 50Q (2766.930000 sec): 3 clusters Score: Raw -437688.880489 + Penalty 2754.414135 = -434934.466354 nChanged 18 SP:Iteration 51Q (2766.940000 sec): 3 clusters Score: Raw -437698.128911 + Penalty 2754.414135 = -434943.714776 nChanged 17 SP:Iteration 52Q (2766.950000 sec): 3 clusters Score: Raw -437708.784557 + Penalty 2754.414135 = -434954.370422 nChanged 16 SP:Iteration 53Q (2766.960000 sec): 3 clusters Score: Raw -437723.695453 + Penalty 2754.414135 = -434969.281318 nChanged 21 SP:Iteration 54Q (2766.970000 sec): 3 clusters Score: Raw -437746.589350 + Penalty 2754.414135 = -434992.175215 nChanged 25 SP:Iteration 55Q (2766.980000 sec): 3 clusters Score: Raw -437768.539259 + Penalty 2754.414135 = -435014.125124 nChanged 17 SP:Iteration 56Q (2766.990000 sec): 3 clusters Score: Raw -437779.458572 + Penalty 2754.414135 = -435025.044437 nChanged 18 SP:Iteration 57Q (2767.000000 sec): 3 clusters Score: Raw -437792.406304 + Penalty 2754.414135 = -435037.992170 nChanged 14 SP:Iteration 58Q (2767.010000 sec): 3 clusters Score: Raw -437803.498582 + Penalty 2754.414135 = -435049.084447 nChanged 10 SP:Iteration 59Q (2767.020000 sec): 3 clusters Score: Raw -437809.467654 + Penalty 2754.414135 = -435055.053519 nChanged 11 SP:Iteration 60F (2767.030000 sec): 3 clusters Score: Raw -437816.148743 + Penalty 2754.414135 = -435061.734608 nChanged 8 SP:Iteration 61Q (2767.040000 sec): 3 clusters Score: Raw -437819.800612 + Penalty 2754.414135 = -435065.386477 nChanged 7 SP:Iteration 62Q (2767.050000 sec): 3 clusters Score: Raw -437822.195144 + Penalty 2754.414135 = -435067.781009 nChanged 4 SP:Iteration 63Q (2767.060000 sec): 3 clusters Score: Raw -437824.011150 + Penalty 2754.414135 = -435069.597015 nChanged 3 SP:Iteration 64Q (2767.070000 sec): 3 clusters Score: Raw -437824.848935 + Penalty 2754.414135 = -435070.434800 nChanged 4 SP:Iteration 65Q (2767.080000 sec): 3 clusters Score: Raw -437826.372210 + Penalty 2754.414135 = -435071.958075 nChanged 3 SP:Iteration 66Q (2767.090000 sec): 3 clusters Score: Raw -437827.210974 + Penalty 2754.414135 = -435072.796839 nChanged 2 SP:Iteration 67Q (2767.100000 sec): 3 clusters Score: Raw -437827.670445 + Penalty 2754.414135 = -435073.256310 nChanged 0 SP:Iteration 68F (2767.110000 sec): 3 clusters Score: Raw -437827.670445 + Penalty 2754.414135 = -435073.256310 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6646 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2767.130000 sec): 2 clusters Score: Raw -635411.298531 + Penalty 1430.287698 = -633981.010834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.150000 sec): 3 clusters Score: Raw -631768.420860 + Penalty 2860.575396 = -628907.845465 nChanged 2790 SP:Iteration 1F (2767.160000 sec): 3 clusters Score: Raw -633302.342311 + Penalty 2860.575396 = -630441.766915 nChanged 422 SP:Iteration 2F (2767.180000 sec): 3 clusters Score: Raw -633526.394482 + Penalty 2860.575396 = -630665.819087 nChanged 362 SP:Iteration 3F (2767.200000 sec): 3 clusters Score: Raw -633756.889806 + Penalty 2860.575396 = -630896.314410 nChanged 361 SP:Iteration 4F (2767.210000 sec): 3 clusters Score: Raw -633995.048739 + Penalty 2860.575396 = -631134.473343 nChanged 374 SP:Iteration 5F (2767.230000 sec): 3 clusters Score: Raw -634259.962488 + Penalty 2860.575396 = -631399.387092 nChanged 372 SP:Iteration 6F (2767.250000 sec): 3 clusters Score: Raw -634525.958973 + Penalty 2860.575396 = -631665.383577 nChanged 380 SP:Iteration 7F (2767.260000 sec): 3 clusters Score: Raw -634809.951996 + Penalty 2860.575396 = -631949.376600 nChanged 333 SP:Iteration 8F (2767.280000 sec): 3 clusters Score: Raw -635045.422787 + Penalty 2860.575396 = -632184.847392 nChanged 260 SP:Iteration 9Q (2767.300000 sec): 3 clusters Score: Raw -635229.554411 + Penalty 2860.575396 = -632368.979015 nChanged 209 SP:Iteration 10Q (2767.310000 sec): 3 clusters Score: Raw -635387.599916 + Penalty 2860.575396 = -632527.024521 nChanged 150 SP:Iteration 11Q (2767.330000 sec): 3 clusters Score: Raw -635506.275928 + Penalty 2860.575396 = -632645.700532 nChanged 149 SP:Iteration 12Q (2767.340000 sec): 3 clusters Score: Raw -635625.510720 + Penalty 2860.575396 = -632764.935325 nChanged 104 SP:Iteration 13Q (2767.360000 sec): 3 clusters Score: Raw -635713.103128 + Penalty 2860.575396 = -632852.527732 nChanged 85 SP:Iteration 14Q (2767.370000 sec): 3 clusters Score: Raw -635803.731231 + Penalty 2860.575396 = -632943.155835 nChanged 61 SP:Iteration 15Q (2767.390000 sec): 3 clusters Score: Raw -635866.427062 + Penalty 2860.575396 = -633005.851666 nChanged 45 SP:Iteration 16Q (2767.400000 sec): 3 clusters Score: Raw -635900.508128 + Penalty 2860.575396 = -633039.932732 nChanged 37 SP:Iteration 17Q (2767.420000 sec): 3 clusters Score: Raw -635923.130018 + Penalty 2860.575396 = -633062.554622 nChanged 24 SP:Iteration 18Q (2767.430000 sec): 3 clusters Score: Raw -635936.664992 + Penalty 2860.575396 = -633076.089596 nChanged 21 SP:Iteration 19Q (2767.440000 sec): 3 clusters Score: Raw -635948.367223 + Penalty 2860.575396 = -633087.791827 nChanged 17 SP:Iteration 20F (2767.460000 sec): 3 clusters Score: Raw -635954.817184 + Penalty 2860.575396 = -633094.241788 nChanged 16 SP:Iteration 21Q (2767.470000 sec): 3 clusters Score: Raw -635960.968368 + Penalty 2860.575396 = -633100.392972 nChanged 7 SP:Iteration 22Q (2767.480000 sec): 3 clusters Score: Raw -635964.004502 + Penalty 2860.575396 = -633103.429106 nChanged 7 SP:Iteration 23Q (2767.500000 sec): 3 clusters Score: Raw -635965.355254 + Penalty 2860.575396 = -633104.779858 nChanged 5 SP:Iteration 24Q (2767.510000 sec): 3 clusters Score: Raw -635966.890217 + Penalty 2860.575396 = -633106.314821 nChanged 6 SP:Iteration 25Q (2767.520000 sec): 3 clusters Score: Raw -635967.898080 + Penalty 2860.575396 = -633107.322684 nChanged 2 SP:Iteration 26Q (2767.540000 sec): 3 clusters Score: Raw -635968.485241 + Penalty 2860.575396 = -633107.909845 nChanged 4 SP:Iteration 27Q (2767.550000 sec): 3 clusters Score: Raw -635969.702849 + Penalty 2860.575396 = -633109.127453 nChanged 2 SP:Iteration 28Q (2767.560000 sec): 3 clusters Score: Raw -635970.343901 + Penalty 2860.575396 = -633109.768505 nChanged 3 SP:Iteration 29Q (2767.580000 sec): 3 clusters Score: Raw -635971.007614 + Penalty 2860.575396 = -633110.432219 nChanged 0 SP:Iteration 30F (2767.590000 sec): 3 clusters Score: Raw -635971.007614 + Penalty 2860.575396 = -633110.432219 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2767.720000 sec): 2 clusters Score: Raw -3798664.004451 + Penalty 1724.652475 = -3796939.351976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2767.820000 sec): 3 clusters Score: Raw -3773216.600075 + Penalty 3449.304950 = -3769767.295125 nChanged 18780 SP:Iteration 1F (2767.930000 sec): 3 clusters Score: Raw -3783883.739578 + Penalty 3449.304950 = -3780434.434628 nChanged 1775 SP:Iteration 2Q (2768.040000 sec): 3 clusters Score: Raw -3784725.757996 + Penalty 3449.304950 = -3781276.453046 nChanged 1885 SP:Iteration 3Q (2768.140000 sec): 3 clusters Score: Raw -3785775.030366 + Penalty 3449.304950 = -3782325.725416 nChanged 2071 SP:Iteration 4F (2768.250000 sec): 3 clusters Score: Raw -3786817.984225 + Penalty 3449.304950 = -3783368.679275 nChanged 1980 SP:Iteration 5Q (2768.360000 sec): 3 clusters Score: Raw -3787737.345867 + Penalty 3449.304950 = -3784288.040917 nChanged 1885 SP:Iteration 6Q (2768.460000 sec): 3 clusters Score: Raw -3788601.269391 + Penalty 3449.304950 = -3785151.964441 nChanged 1857 SP:Iteration 7Q (2768.570000 sec): 3 clusters Score: Raw -3789525.849900 + Penalty 3449.304950 = -3786076.544950 nChanged 1984 SP:Iteration 8Q (2768.680000 sec): 3 clusters Score: Raw -3790583.792959 + Penalty 3449.304950 = -3787134.488009 nChanged 1921 SP:Iteration 9Q (2768.780000 sec): 3 clusters Score: Raw -3791631.974705 + Penalty 3449.304950 = -3788182.669756 nChanged 1843 SP:Iteration 10Q (2768.890000 sec): 3 clusters Score: Raw -3792502.734832 + Penalty 3449.304950 = -3789053.429882 nChanged 1478 SP:Iteration 11Q (2768.990000 sec): 3 clusters Score: Raw -3793076.541269 + Penalty 3449.304950 = -3789627.236320 nChanged 1124 SP:Iteration 12Q (2769.100000 sec): 3 clusters Score: Raw -3793432.764705 + Penalty 3449.304950 = -3789983.459755 nChanged 881 SP:Iteration 13Q (2769.200000 sec): 3 clusters Score: Raw -3793701.932510 + Penalty 3449.304950 = -3790252.627560 nChanged 785 SP:Iteration 14Q (2769.300000 sec): 3 clusters Score: Raw -3793958.026704 + Penalty 3449.304950 = -3790508.721754 nChanged 715 SP:Iteration 15Q (2769.400000 sec): 3 clusters Score: Raw -3794198.456524 + Penalty 3449.304950 = -3790749.151575 nChanged 689 SP:Iteration 16Q (2769.500000 sec): 3 clusters Score: Raw -3794464.488753 + Penalty 3449.304950 = -3791015.183803 nChanged 643 SP:Iteration 17Q (2769.610000 sec): 3 clusters Score: Raw -3794725.315578 + Penalty 3449.304950 = -3791276.010628 nChanged 706 SP:Iteration 18Q (2769.710000 sec): 3 clusters Score: Raw -3795038.077513 + Penalty 3449.304950 = -3791588.772563 nChanged 699 SP:Iteration 19Q (2769.810000 sec): 3 clusters Score: Raw -3795329.430082 + Penalty 3449.304950 = -3791880.125132 nChanged 689 SP:Iteration 20F (2769.910000 sec): 3 clusters Score: Raw -3795617.845951 + Penalty 3449.304950 = -3792168.541001 nChanged 640 SP:Iteration 21Q (2770.010000 sec): 3 clusters Score: Raw -3795890.228756 + Penalty 3449.304950 = -3792440.923806 nChanged 597 SP:Iteration 22Q (2770.110000 sec): 3 clusters Score: Raw -3796129.521908 + Penalty 3449.304950 = -3792680.216958 nChanged 524 SP:Iteration 23Q (2770.200000 sec): 3 clusters Score: Raw -3796326.750659 + Penalty 3449.304950 = -3792877.445709 nChanged 478 SP:Iteration 24Q (2770.300000 sec): 3 clusters Score: Raw -3796506.664632 + Penalty 3449.304950 = -3793057.359682 nChanged 417 SP:Iteration 25Q (2770.390000 sec): 3 clusters Score: Raw -3796657.267476 + Penalty 3449.304950 = -3793207.962526 nChanged 419 SP:Iteration 26Q (2770.480000 sec): 3 clusters Score: Raw -3796812.476512 + Penalty 3449.304950 = -3793363.171562 nChanged 408 SP:Iteration 27Q (2770.570000 sec): 3 clusters Score: Raw -3796966.158402 + Penalty 3449.304950 = -3793516.853452 nChanged 427 SP:Iteration 28Q (2770.660000 sec): 3 clusters Score: Raw -3797119.828619 + Penalty 3449.304950 = -3793670.523669 nChanged 392 SP:Iteration 29Q (2770.750000 sec): 3 clusters Score: Raw -3797263.343219 + Penalty 3449.304950 = -3793814.038269 nChanged 382 SP:Iteration 30Q (2770.840000 sec): 3 clusters Score: Raw -3797413.311133 + Penalty 3449.304950 = -3793964.006183 nChanged 376 SP:Iteration 31Q (2770.930000 sec): 3 clusters Score: Raw -3797571.210398 + Penalty 3449.304950 = -3794121.905448 nChanged 391 SP:Iteration 32Q (2771.020000 sec): 3 clusters Score: Raw -3797741.544336 + Penalty 3449.304950 = -3794292.239386 nChanged 378 SP:Iteration 33Q (2771.100000 sec): 3 clusters Score: Raw -3797910.827489 + Penalty 3449.304950 = -3794461.522539 nChanged 360 SP:Iteration 34Q (2771.190000 sec): 3 clusters Score: Raw -3798061.158384 + Penalty 3449.304950 = -3794611.853434 nChanged 347 SP:Iteration 35Q (2771.270000 sec): 3 clusters Score: Raw -3798195.948723 + Penalty 3449.304950 = -3794746.643773 nChanged 302 SP:Iteration 36Q (2771.360000 sec): 3 clusters Score: Raw -3798308.885280 + Penalty 3449.304950 = -3794859.580330 nChanged 271 SP:Iteration 37Q (2771.440000 sec): 3 clusters Score: Raw -3798403.538128 + Penalty 3449.304950 = -3794954.233179 nChanged 272 SP:Iteration 38Q (2771.530000 sec): 3 clusters Score: Raw -3798497.218839 + Penalty 3449.304950 = -3795047.913890 nChanged 232 SP:Iteration 39Q (2771.610000 sec): 3 clusters Score: Raw -3798575.486531 + Penalty 3449.304950 = -3795126.181581 nChanged 225 SP:Iteration 40F (2771.720000 sec): 3 clusters Score: Raw -3798649.303017 + Penalty 3449.304950 = -3795199.998067 nChanged 211 SP:Iteration 41Q (2771.800000 sec): 3 clusters Score: Raw -3798714.206984 + Penalty 3449.304950 = -3795264.902034 nChanged 202 SP:Iteration 42Q (2771.880000 sec): 3 clusters Score: Raw -3798776.956215 + Penalty 3449.304950 = -3795327.651266 nChanged 159 SP:Iteration 43Q (2771.960000 sec): 3 clusters Score: Raw -3798827.767705 + Penalty 3449.304950 = -3795378.462755 nChanged 141 SP:Iteration 44Q (2772.050000 sec): 3 clusters Score: Raw -3798874.492114 + Penalty 3449.304950 = -3795425.187164 nChanged 138 SP:Iteration 45Q (2772.130000 sec): 3 clusters Score: Raw -3798924.481931 + Penalty 3449.304950 = -3795475.176981 nChanged 146 SP:Iteration 46Q (2772.210000 sec): 3 clusters Score: Raw -3798975.133873 + Penalty 3449.304950 = -3795525.828923 nChanged 158 SP:Iteration 47Q (2772.290000 sec): 3 clusters Score: Raw -3799032.874332 + Penalty 3449.304950 = -3795583.569382 nChanged 151 SP:Iteration 48Q (2772.370000 sec): 3 clusters Score: Raw -3799081.933586 + Penalty 3449.304950 = -3795632.628636 nChanged 143 SP:Iteration 49Q (2772.460000 sec): 3 clusters Score: Raw -3799123.309135 + Penalty 3449.304950 = -3795674.004186 nChanged 105 SP:Iteration 50Q (2772.540000 sec): 3 clusters Score: Raw -3799163.729509 + Penalty 3449.304950 = -3795714.424560 nChanged 107 SP:Iteration 51Q (2772.620000 sec): 3 clusters Score: Raw -3799197.390861 + Penalty 3449.304950 = -3795748.085911 nChanged 103 SP:Iteration 52Q (2772.700000 sec): 3 clusters Score: Raw -3799230.060383 + Penalty 3449.304950 = -3795780.755433 nChanged 102 SP:Iteration 53Q (2772.780000 sec): 3 clusters Score: Raw -3799261.789757 + Penalty 3449.304950 = -3795812.484807 nChanged 94 SP:Iteration 54Q (2772.860000 sec): 3 clusters Score: Raw -3799296.035986 + Penalty 3449.304950 = -3795846.731036 nChanged 103 SP:Iteration 55Q (2772.940000 sec): 3 clusters Score: Raw -3799333.263656 + Penalty 3449.304950 = -3795883.958706 nChanged 80 SP:Iteration 56Q (2773.020000 sec): 3 clusters Score: Raw -3799366.127452 + Penalty 3449.304950 = -3795916.822502 nChanged 86 SP:Iteration 57Q (2773.100000 sec): 3 clusters Score: Raw -3799393.133067 + Penalty 3449.304950 = -3795943.828117 nChanged 71 SP:Iteration 58Q (2773.180000 sec): 3 clusters Score: Raw -3799410.980676 + Penalty 3449.304950 = -3795961.675726 nChanged 62 SP:Iteration 59Q (2773.260000 sec): 3 clusters Score: Raw -3799423.125352 + Penalty 3449.304950 = -3795973.820402 nChanged 44 SP:Iteration 60F (2773.360000 sec): 3 clusters Score: Raw -3799431.506119 + Penalty 3449.304950 = -3795982.201170 nChanged 27 SP:Iteration 61Q (2773.440000 sec): 3 clusters Score: Raw -3799435.656532 + Penalty 3449.304950 = -3795986.351582 nChanged 24 SP:Iteration 62Q (2773.520000 sec): 3 clusters Score: Raw -3799439.982224 + Penalty 3449.304950 = -3795990.677274 nChanged 21 SP:Iteration 63Q (2773.600000 sec): 3 clusters Score: Raw -3799443.144602 + Penalty 3449.304950 = -3795993.839653 nChanged 13 SP:Iteration 64Q (2773.680000 sec): 3 clusters Score: Raw -3799445.293679 + Penalty 3449.304950 = -3795995.988729 nChanged 9 SP:Iteration 65Q (2773.760000 sec): 3 clusters Score: Raw -3799446.162651 + Penalty 3449.304950 = -3795996.857701 nChanged 6 SP:Iteration 66Q (2773.840000 sec): 3 clusters Score: Raw -3799446.728318 + Penalty 3449.304950 = -3795997.423368 nChanged 4 SP:Iteration 67Q (2773.910000 sec): 3 clusters Score: Raw -3799447.228482 + Penalty 3449.304950 = -3795997.923532 nChanged 4 SP:Iteration 68Q (2773.990000 sec): 3 clusters Score: Raw -3799447.632029 + Penalty 3449.304950 = -3795998.327079 nChanged 5 SP:Iteration 69Q (2774.070000 sec): 3 clusters Score: Raw -3799448.389587 + Penalty 3449.304950 = -3795999.084638 nChanged 5 SP:Iteration 70Q (2774.140000 sec): 3 clusters Score: Raw -3799449.021812 + Penalty 3449.304950 = -3795999.716862 nChanged 3 SP:Iteration 71Q (2774.220000 sec): 3 clusters Score: Raw -3799449.353242 + Penalty 3449.304950 = -3796000.048293 nChanged 6 SP:Iteration 72Q (2774.300000 sec): 3 clusters Score: Raw -3799449.994067 + Penalty 3449.304950 = -3796000.689117 nChanged 2 SP:Iteration 73Q (2774.380000 sec): 3 clusters Score: Raw -3799450.357792 + Penalty 3449.304950 = -3796001.052842 nChanged 2 SP:Iteration 74Q (2774.450000 sec): 3 clusters Score: Raw -3799450.626243 + Penalty 3449.304950 = -3796001.321294 nChanged 1 SP:Iteration 75Q (2774.530000 sec): 3 clusters Score: Raw -3799450.759038 + Penalty 3449.304950 = -3796001.454089 nChanged 2 SP:Iteration 76Q (2774.610000 sec): 3 clusters Score: Raw -3799450.886022 + Penalty 3449.304950 = -3796001.581073 nChanged 0 SP:Iteration 77F (2774.720000 sec): 3 clusters Score: Raw -3799450.886022 + Penalty 3449.304950 = -3796001.581073 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2774.780000 sec): 2 clusters Score: Raw -1708332.869769 + Penalty 1584.287553 = -1706748.582216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2774.820000 sec): 3 clusters Score: Raw -1698158.241696 + Penalty 3168.575106 = -1694989.666590 nChanged 7670 SP:Iteration 1F (2774.860000 sec): 3 clusters Score: Raw -1702301.067356 + Penalty 3168.575106 = -1699132.492250 nChanged 970 SP:Iteration 2F (2774.910000 sec): 3 clusters Score: Raw -1702701.018440 + Penalty 3168.575106 = -1699532.443334 nChanged 945 SP:Iteration 3F (2774.950000 sec): 3 clusters Score: Raw -1703150.467221 + Penalty 3168.575106 = -1699981.892115 nChanged 995 SP:Iteration 4F (2775.000000 sec): 3 clusters Score: Raw -1703705.580988 + Penalty 3168.575106 = -1700537.005882 nChanged 1148 SP:Iteration 5F (2775.040000 sec): 3 clusters Score: Raw -1704488.030482 + Penalty 3168.575106 = -1701319.455375 nChanged 1201 SP:Iteration 6F (2775.080000 sec): 3 clusters Score: Raw -1705450.351369 + Penalty 3168.575106 = -1702281.776263 nChanged 1138 SP:Iteration 7F (2775.120000 sec): 3 clusters Score: Raw -1706483.898527 + Penalty 3168.575106 = -1703315.323421 nChanged 936 SP:Iteration 8F (2775.170000 sec): 3 clusters Score: Raw -1707385.469321 + Penalty 3168.575106 = -1704216.894215 nChanged 635 SP:Iteration 9Q (2775.210000 sec): 3 clusters Score: Raw -1707885.888550 + Penalty 3168.575106 = -1704717.313444 nChanged 393 SP:Iteration 10Q (2775.250000 sec): 3 clusters Score: Raw -1708105.187370 + Penalty 3168.575106 = -1704936.612264 nChanged 234 SP:Iteration 11Q (2775.290000 sec): 3 clusters Score: Raw -1708194.629356 + Penalty 3168.575106 = -1705026.054250 nChanged 141 SP:Iteration 12Q (2775.330000 sec): 3 clusters Score: Raw -1708242.434972 + Penalty 3168.575106 = -1705073.859866 nChanged 102 SP:Iteration 13Q (2775.360000 sec): 3 clusters Score: Raw -1708276.715293 + Penalty 3168.575106 = -1705108.140187 nChanged 105 SP:Iteration 14Q (2775.400000 sec): 3 clusters Score: Raw -1708312.800885 + Penalty 3168.575106 = -1705144.225779 nChanged 107 SP:Iteration 15Q (2775.440000 sec): 3 clusters Score: Raw -1708347.440378 + Penalty 3168.575106 = -1705178.865272 nChanged 96 SP:Iteration 16Q (2775.480000 sec): 3 clusters Score: Raw -1708376.194257 + Penalty 3168.575106 = -1705207.619151 nChanged 76 SP:Iteration 17Q (2775.520000 sec): 3 clusters Score: Raw -1708395.496884 + Penalty 3168.575106 = -1705226.921778 nChanged 58 SP:Iteration 18Q (2775.550000 sec): 3 clusters Score: Raw -1708409.301545 + Penalty 3168.575106 = -1705240.726439 nChanged 54 SP:Iteration 19Q (2775.590000 sec): 3 clusters Score: Raw -1708426.482062 + Penalty 3168.575106 = -1705257.906956 nChanged 55 SP:Iteration 20F (2775.630000 sec): 3 clusters Score: Raw -1708442.342391 + Penalty 3168.575106 = -1705273.767285 nChanged 66 SP:Iteration 21Q (2775.670000 sec): 3 clusters Score: Raw -1708460.334003 + Penalty 3168.575106 = -1705291.758897 nChanged 51 SP:Iteration 22Q (2775.700000 sec): 3 clusters Score: Raw -1708474.559970 + Penalty 3168.575106 = -1705305.984864 nChanged 40 SP:Iteration 23Q (2775.740000 sec): 3 clusters Score: Raw -1708483.901397 + Penalty 3168.575106 = -1705315.326291 nChanged 31 SP:Iteration 24Q (2775.780000 sec): 3 clusters Score: Raw -1708489.866633 + Penalty 3168.575106 = -1705321.291527 nChanged 29 SP:Iteration 25Q (2775.810000 sec): 3 clusters Score: Raw -1708495.592363 + Penalty 3168.575106 = -1705327.017257 nChanged 32 SP:Iteration 26Q (2775.850000 sec): 3 clusters Score: Raw -1708502.285131 + Penalty 3168.575106 = -1705333.710025 nChanged 27 SP:Iteration 27Q (2775.880000 sec): 3 clusters Score: Raw -1708507.434932 + Penalty 3168.575106 = -1705338.859826 nChanged 23 SP:Iteration 28Q (2775.920000 sec): 3 clusters Score: Raw -1708512.339952 + Penalty 3168.575106 = -1705343.764846 nChanged 14 SP:Iteration 29Q (2775.960000 sec): 3 clusters Score: Raw -1708514.993507 + Penalty 3168.575106 = -1705346.418401 nChanged 14 SP:Iteration 30Q (2775.990000 sec): 3 clusters Score: Raw -1708517.120861 + Penalty 3168.575106 = -1705348.545755 nChanged 14 SP:Iteration 31Q (2776.030000 sec): 3 clusters Score: Raw -1708519.558863 + Penalty 3168.575106 = -1705350.983757 nChanged 10 SP:Iteration 32Q (2776.060000 sec): 3 clusters Score: Raw -1708521.187635 + Penalty 3168.575106 = -1705352.612529 nChanged 9 SP:Iteration 33Q (2776.100000 sec): 3 clusters Score: Raw -1708522.595370 + Penalty 3168.575106 = -1705354.020264 nChanged 12 SP:Iteration 34Q (2776.140000 sec): 3 clusters Score: Raw -1708524.676608 + Penalty 3168.575106 = -1705356.101502 nChanged 12 SP:Iteration 35Q (2776.180000 sec): 3 clusters Score: Raw -1708526.880769 + Penalty 3168.575106 = -1705358.305663 nChanged 12 SP:Iteration 36Q (2776.210000 sec): 3 clusters Score: Raw -1708529.439253 + Penalty 3168.575106 = -1705360.864147 nChanged 17 SP:Iteration 37Q (2776.240000 sec): 3 clusters Score: Raw -1708532.420045 + Penalty 3168.575106 = -1705363.844939 nChanged 12 SP:Iteration 38Q (2776.280000 sec): 3 clusters Score: Raw -1708533.789765 + Penalty 3168.575106 = -1705365.214658 nChanged 11 SP:Iteration 39Q (2776.310000 sec): 3 clusters Score: Raw -1708535.889008 + Penalty 3168.575106 = -1705367.313902 nChanged 14 SP:Iteration 40F (2776.360000 sec): 3 clusters Score: Raw -1708539.062689 + Penalty 3168.575106 = -1705370.487583 nChanged 9 SP:Iteration 41Q (2776.390000 sec): 3 clusters Score: Raw -1708540.537765 + Penalty 3168.575106 = -1705371.962659 nChanged 10 SP:Iteration 42Q (2776.430000 sec): 3 clusters Score: Raw -1708542.675674 + Penalty 3168.575106 = -1705374.100568 nChanged 7 SP:Iteration 43Q (2776.460000 sec): 3 clusters Score: Raw -1708544.298275 + Penalty 3168.575106 = -1705375.723169 nChanged 12 SP:Iteration 44Q (2776.500000 sec): 3 clusters Score: Raw -1708545.837301 + Penalty 3168.575106 = -1705377.262195 nChanged 5 SP:Iteration 45Q (2776.530000 sec): 3 clusters Score: Raw -1708546.734498 + Penalty 3168.575106 = -1705378.159392 nChanged 6 SP:Iteration 46Q (2776.570000 sec): 3 clusters Score: Raw -1708547.629028 + Penalty 3168.575106 = -1705379.053922 nChanged 5 SP:Iteration 47Q (2776.600000 sec): 3 clusters Score: Raw -1708548.673474 + Penalty 3168.575106 = -1705380.098368 nChanged 9 SP:Iteration 48Q (2776.630000 sec): 3 clusters Score: Raw -1708550.751040 + Penalty 3168.575106 = -1705382.175934 nChanged 16 SP:Iteration 49Q (2776.670000 sec): 3 clusters Score: Raw -1708554.236444 + Penalty 3168.575106 = -1705385.661338 nChanged 18 SP:Iteration 50Q (2776.710000 sec): 3 clusters Score: Raw -1708558.258986 + Penalty 3168.575106 = -1705389.683880 nChanged 17 SP:Iteration 51Q (2776.740000 sec): 3 clusters Score: Raw -1708562.158340 + Penalty 3168.575106 = -1705393.583234 nChanged 17 SP:Iteration 52Q (2776.770000 sec): 3 clusters Score: Raw -1708565.667981 + Penalty 3168.575106 = -1705397.092875 nChanged 12 SP:Iteration 53Q (2776.810000 sec): 3 clusters Score: Raw -1708568.164267 + Penalty 3168.575106 = -1705399.589161 nChanged 8 SP:Iteration 54Q (2776.850000 sec): 3 clusters Score: Raw -1708569.690713 + Penalty 3168.575106 = -1705401.115607 nChanged 11 SP:Iteration 55Q (2776.880000 sec): 3 clusters Score: Raw -1708572.195953 + Penalty 3168.575106 = -1705403.620847 nChanged 4 SP:Iteration 56Q (2776.910000 sec): 3 clusters Score: Raw -1708572.620453 + Penalty 3168.575106 = -1705404.045347 nChanged 1 SP:Iteration 57Q (2776.950000 sec): 3 clusters Score: Raw -1708572.703423 + Penalty 3168.575106 = -1705404.128317 nChanged 0 SP:Iteration 58F (2776.990000 sec): 3 clusters Score: Raw -1708572.703423 + Penalty 3168.575106 = -1705404.128317 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2777.010000 sec): 2 clusters Score: Raw -193552.867822 + Penalty 1238.682892 = -192314.184930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2777.010000 sec): 3 clusters Score: Raw -192699.851861 + Penalty 2477.365784 = -190222.486077 nChanged 680 SP:Iteration 1F (2777.020000 sec): 3 clusters Score: Raw -193108.705080 + Penalty 2477.365784 = -190631.339296 nChanged 141 SP:Iteration 2F (2777.020000 sec): 3 clusters Score: Raw -193192.160078 + Penalty 2477.365784 = -190714.794294 nChanged 79 SP:Iteration 3Q (2777.030000 sec): 3 clusters Score: Raw -193236.314408 + Penalty 2477.365784 = -190758.948624 nChanged 60 SP:Iteration 4Q (2777.030000 sec): 3 clusters Score: Raw -193280.645407 + Penalty 2477.365784 = -190803.279623 nChanged 52 SP:Iteration 5Q (2777.040000 sec): 3 clusters Score: Raw -193312.031874 + Penalty 2477.365784 = -190834.666090 nChanged 30 SP:Iteration 6Q (2777.040000 sec): 3 clusters Score: Raw -193330.916182 + Penalty 2477.365784 = -190853.550397 nChanged 31 SP:Iteration 7Q (2777.050000 sec): 3 clusters Score: Raw -193351.241696 + Penalty 2477.365784 = -190873.875912 nChanged 23 SP:Iteration 8Q (2777.050000 sec): 3 clusters Score: Raw -193364.583616 + Penalty 2477.365784 = -190887.217832 nChanged 15 SP:Iteration 9Q (2777.060000 sec): 3 clusters Score: Raw -193370.973607 + Penalty 2477.365784 = -190893.607823 nChanged 10 SP:Iteration 10Q (2777.060000 sec): 3 clusters Score: Raw -193376.451477 + Penalty 2477.365784 = -190899.085693 nChanged 11 SP:Iteration 11Q (2777.070000 sec): 3 clusters Score: Raw -193382.293524 + Penalty 2477.365784 = -190904.927740 nChanged 14 SP:Iteration 12Q (2777.070000 sec): 3 clusters Score: Raw -193389.135849 + Penalty 2477.365784 = -190911.770065 nChanged 4 SP:Iteration 13Q (2777.080000 sec): 3 clusters Score: Raw -193390.353561 + Penalty 2477.365784 = -190912.987776 nChanged 4 SP:Iteration 14Q (2777.080000 sec): 3 clusters Score: Raw -193392.364543 + Penalty 2477.365784 = -190914.998759 nChanged 3 SP:Iteration 15Q (2777.090000 sec): 3 clusters Score: Raw -193392.823529 + Penalty 2477.365784 = -190915.457745 nChanged 0 SP:Iteration 16F (2777.090000 sec): 3 clusters Score: Raw -193392.823529 + Penalty 2477.365784 = -190915.457745 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2777.100000 sec): 2 clusters Score: Raw -225768.824251 + Penalty 1263.959365 = -224504.864886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2777.110000 sec): 3 clusters Score: Raw -224682.265859 + Penalty 2527.918729 = -222154.347130 nChanged 868 SP:Iteration 1F (2777.110000 sec): 3 clusters Score: Raw -225209.593856 + Penalty 2527.918729 = -222681.675126 nChanged 195 SP:Iteration 2F (2777.120000 sec): 3 clusters Score: Raw -225335.969811 + Penalty 2527.918729 = -222808.051082 nChanged 116 SP:Iteration 3Q (2777.130000 sec): 3 clusters Score: Raw -225408.654194 + Penalty 2527.918729 = -222880.735465 nChanged 78 SP:Iteration 4Q (2777.130000 sec): 3 clusters Score: Raw -225475.415372 + Penalty 2527.918729 = -222947.496643 nChanged 82 SP:Iteration 5Q (2777.130000 sec): 3 clusters Score: Raw -225537.332794 + Penalty 2527.918729 = -223009.414065 nChanged 83 SP:Iteration 6Q (2777.140000 sec): 3 clusters Score: Raw -225592.954513 + Penalty 2527.918729 = -223065.035784 nChanged 58 SP:Iteration 7Q (2777.150000 sec): 3 clusters Score: Raw -225626.677950 + Penalty 2527.918729 = -223098.759221 nChanged 49 SP:Iteration 8Q (2777.150000 sec): 3 clusters Score: Raw -225652.417963 + Penalty 2527.918729 = -223124.499234 nChanged 44 SP:Iteration 9Q (2777.160000 sec): 3 clusters Score: Raw -225677.075088 + Penalty 2527.918729 = -223149.156358 nChanged 41 SP:Iteration 10Q (2777.170000 sec): 3 clusters Score: Raw -225699.152583 + Penalty 2527.918729 = -223171.233854 nChanged 31 SP:Iteration 11Q (2777.170000 sec): 3 clusters Score: Raw -225718.093010 + Penalty 2527.918729 = -223190.174281 nChanged 32 SP:Iteration 12Q (2777.180000 sec): 3 clusters Score: Raw -225737.140000 + Penalty 2527.918729 = -223209.221271 nChanged 30 SP:Iteration 13Q (2777.180000 sec): 3 clusters Score: Raw -225749.567114 + Penalty 2527.918729 = -223221.648385 nChanged 20 SP:Iteration 14Q (2777.190000 sec): 3 clusters Score: Raw -225758.031049 + Penalty 2527.918729 = -223230.112320 nChanged 17 SP:Iteration 15Q (2777.190000 sec): 3 clusters Score: Raw -225766.991494 + Penalty 2527.918729 = -223239.072764 nChanged 15 SP:Iteration 16Q (2777.200000 sec): 3 clusters Score: Raw -225774.469883 + Penalty 2527.918729 = -223246.551154 nChanged 17 SP:Iteration 17Q (2777.210000 sec): 3 clusters Score: Raw -225781.845402 + Penalty 2527.918729 = -223253.926673 nChanged 14 SP:Iteration 18Q (2777.210000 sec): 3 clusters Score: Raw -225787.277905 + Penalty 2527.918729 = -223259.359176 nChanged 11 SP:Iteration 19Q (2777.220000 sec): 3 clusters Score: Raw -225792.715796 + Penalty 2527.918729 = -223264.797067 nChanged 12 SP:Iteration 20F (2777.220000 sec): 3 clusters Score: Raw -225797.208378 + Penalty 2527.918729 = -223269.289648 nChanged 10 SP:Iteration 21Q (2777.230000 sec): 3 clusters Score: Raw -225801.351937 + Penalty 2527.918729 = -223273.433208 nChanged 5 SP:Iteration 22Q (2777.230000 sec): 3 clusters Score: Raw -225803.075945 + Penalty 2527.918729 = -223275.157216 nChanged 1 SP:Iteration 23Q (2777.240000 sec): 3 clusters Score: Raw -225803.646407 + Penalty 2527.918729 = -223275.727678 nChanged 2 SP:Iteration 24Q (2777.250000 sec): 3 clusters Score: Raw -225804.000531 + Penalty 2527.918729 = -223276.081802 nChanged 1 SP:Iteration 25Q (2777.250000 sec): 3 clusters Score: Raw -225804.365173 + Penalty 2527.918729 = -223276.446444 nChanged 0 SP:Iteration 26F (2777.260000 sec): 3 clusters Score: Raw -225804.365173 + Penalty 2527.918729 = -223276.446444 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (443079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2778.580000 sec): 2 clusters Score: Raw -42922847.097055 + Penalty 2112.744296 = -42920734.352759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2779.760000 sec): 3 clusters Score: Raw -42624744.467362 + Penalty 4225.488593 = -42620518.978769 nChanged 217470 SP:Iteration 1F (2780.920000 sec): 3 clusters Score: Raw -42757052.417956 + Penalty 4225.488593 = -42752826.929363 nChanged 15205 SP:Iteration 2Q (2782.100000 sec): 3 clusters Score: Raw -42761769.771268 + Penalty 4225.488593 = -42757544.282675 nChanged 21500 SP:Iteration 3Q (2783.280000 sec): 3 clusters Score: Raw -42771603.276807 + Penalty 4225.488593 = -42767377.788214 nChanged 30710 SP:Iteration 4F (2784.430000 sec): 3 clusters Score: Raw -42791359.187284 + Penalty 4225.488593 = -42787133.698691 nChanged 39766 SP:Iteration 5F (2785.590000 sec): 3 clusters Score: Raw -42824775.829573 + Penalty 4225.488593 = -42820550.340980 nChanged 41984 SP:Iteration 6F (2786.730000 sec): 3 clusters Score: Raw -42866225.248856 + Penalty 4225.488593 = -42861999.760263 nChanged 32206 SP:Iteration 7F (2787.870000 sec): 3 clusters Score: Raw -42899294.146060 + Penalty 4225.488593 = -42895068.657467 nChanged 16678 SP:Iteration 8Q (2788.990000 sec): 3 clusters Score: Raw -42915558.821206 + Penalty 4225.488593 = -42911333.332613 nChanged 6131 SP:Iteration 9Q (2790.000000 sec): 3 clusters Score: Raw -42921076.751647 + Penalty 4225.488593 = -42916851.263054 nChanged 1734 SP:Iteration 10Q (2790.890000 sec): 3 clusters Score: Raw -42922579.819336 + Penalty 4225.488593 = -42918354.330743 nChanged 480 SP:Iteration 11Q (2791.710000 sec): 3 clusters Score: Raw -42923132.078220 + Penalty 4225.488593 = -42918906.589627 nChanged 255 SP:Iteration 12Q (2792.460000 sec): 3 clusters Score: Raw -42923386.108828 + Penalty 4225.488593 = -42919160.620235 nChanged 208 SP:Iteration 13Q (2793.210000 sec): 3 clusters Score: Raw -42923600.311680 + Penalty 4225.488593 = -42919374.823087 nChanged 224 SP:Iteration 14Q (2793.970000 sec): 3 clusters Score: Raw -42923810.675422 + Penalty 4225.488593 = -42919585.186829 nChanged 228 SP:Iteration 15Q (2794.740000 sec): 3 clusters Score: Raw -42923993.052329 + Penalty 4225.488593 = -42919767.563736 nChanged 239 SP:Iteration 16Q (2795.480000 sec): 3 clusters Score: Raw -42924183.883277 + Penalty 4225.488593 = -42919958.394684 nChanged 285 SP:Iteration 17Q (2796.240000 sec): 3 clusters Score: Raw -42924411.578461 + Penalty 4225.488593 = -42920186.089868 nChanged 307 SP:Iteration 18Q (2797.000000 sec): 3 clusters Score: Raw -42924652.857079 + Penalty 4225.488593 = -42920427.368486 nChanged 331 SP:Iteration 19Q (2797.770000 sec): 3 clusters Score: Raw -42924865.544213 + Penalty 4225.488593 = -42920640.055620 nChanged 302 SP:Iteration 20F (2798.850000 sec): 3 clusters Score: Raw -42925021.597076 + Penalty 4225.488593 = -42920796.108483 nChanged 285 SP:Iteration 21Q (2799.620000 sec): 3 clusters Score: Raw -42925156.774006 + Penalty 4225.488593 = -42920931.285413 nChanged 290 SP:Iteration 22Q (2800.380000 sec): 3 clusters Score: Raw -42925280.603036 + Penalty 4225.488593 = -42921055.114443 nChanged 262 SP:Iteration 23Q (2801.130000 sec): 3 clusters Score: Raw -42925375.225207 + Penalty 4225.488593 = -42921149.736614 nChanged 246 SP:Iteration 24Q (2801.880000 sec): 3 clusters Score: Raw -42925453.162468 + Penalty 4225.488593 = -42921227.673875 nChanged 226 SP:Iteration 25Q (2802.660000 sec): 3 clusters Score: Raw -42925521.989820 + Penalty 4225.488593 = -42921296.501227 nChanged 201 SP:Iteration 26Q (2803.470000 sec): 3 clusters Score: Raw -42925575.213192 + Penalty 4225.488593 = -42921349.724599 nChanged 173 SP:Iteration 27Q (2804.220000 sec): 3 clusters Score: Raw -42925620.911149 + Penalty 4225.488593 = -42921395.422556 nChanged 153 SP:Iteration 28Q (2804.980000 sec): 3 clusters Score: Raw -42925656.995796 + Penalty 4225.488593 = -42921431.507203 nChanged 141 SP:Iteration 29Q (2805.720000 sec): 3 clusters Score: Raw -42925687.451217 + Penalty 4225.488593 = -42921461.962624 nChanged 130 SP:Iteration 30Q (2806.470000 sec): 3 clusters Score: Raw -42925713.930901 + Penalty 4225.488593 = -42921488.442309 nChanged 107 SP:Iteration 31Q (2807.220000 sec): 3 clusters Score: Raw -42925732.038377 + Penalty 4225.488593 = -42921506.549784 nChanged 95 SP:Iteration 32Q (2807.980000 sec): 3 clusters Score: Raw -42925745.198209 + Penalty 4225.488593 = -42921519.709616 nChanged 76 SP:Iteration 33Q (2808.720000 sec): 3 clusters Score: Raw -42925756.379379 + Penalty 4225.488593 = -42921530.890786 nChanged 83 SP:Iteration 34Q (2809.470000 sec): 3 clusters Score: Raw -42925766.878615 + Penalty 4225.488593 = -42921541.390022 nChanged 66 SP:Iteration 35Q (2810.240000 sec): 3 clusters Score: Raw -42925773.796496 + Penalty 4225.488593 = -42921548.307903 nChanged 59 SP:Iteration 36Q (2810.980000 sec): 3 clusters Score: Raw -42925780.645820 + Penalty 4225.488593 = -42921555.157227 nChanged 46 SP:Iteration 37Q (2811.730000 sec): 3 clusters Score: Raw -42925784.968596 + Penalty 4225.488593 = -42921559.480003 nChanged 44 SP:Iteration 38Q (2812.480000 sec): 3 clusters Score: Raw -42925789.284234 + Penalty 4225.488593 = -42921563.795642 nChanged 31 SP:Iteration 39Q (2813.230000 sec): 3 clusters Score: Raw -42925792.516721 + Penalty 4225.488593 = -42921567.028128 nChanged 33 SP:Iteration 40F (2814.300000 sec): 3 clusters Score: Raw -42925796.934351 + Penalty 4225.488593 = -42921571.445758 nChanged 29 SP:Iteration 41Q (2815.060000 sec): 3 clusters Score: Raw -42925799.657862 + Penalty 4225.488593 = -42921574.169269 nChanged 20 SP:Iteration 42Q (2815.810000 sec): 3 clusters Score: Raw -42925800.972527 + Penalty 4225.488593 = -42921575.483934 nChanged 21 SP:Iteration 43Q (2816.570000 sec): 3 clusters Score: Raw -42925802.407526 + Penalty 4225.488593 = -42921576.918934 nChanged 18 SP:Iteration 44Q (2817.330000 sec): 3 clusters Score: Raw -42925803.803317 + Penalty 4225.488593 = -42921578.314724 nChanged 15 SP:Iteration 45Q (2818.100000 sec): 3 clusters Score: Raw -42925805.017229 + Penalty 4225.488593 = -42921579.528636 nChanged 18 SP:Iteration 46Q (2818.860000 sec): 3 clusters Score: Raw -42925806.209308 + Penalty 4225.488593 = -42921580.720715 nChanged 15 SP:Iteration 47Q (2819.610000 sec): 3 clusters Score: Raw -42925807.300303 + Penalty 4225.488593 = -42921581.811710 nChanged 11 SP:Iteration 48Q (2820.410000 sec): 3 clusters Score: Raw -42925808.003700 + Penalty 4225.488593 = -42921582.515107 nChanged 9 SP:Iteration 49Q (2821.200000 sec): 3 clusters Score: Raw -42925808.345608 + Penalty 4225.488593 = -42921582.857015 nChanged 3 SP:Iteration 50Q (2822.010000 sec): 3 clusters Score: Raw -42925808.460453 + Penalty 4225.488593 = -42921582.971860 nChanged 1 SP:Iteration 51Q (2822.800000 sec): 3 clusters Score: Raw -42925808.543221 + Penalty 4225.488593 = -42921583.054628 nChanged 1 SP:Iteration 52Q (2823.600000 sec): 3 clusters Score: Raw -42925808.608990 + Penalty 4225.488593 = -42921583.120397 nChanged 2 SP:Iteration 53Q (2824.390000 sec): 3 clusters Score: Raw -42925808.764376 + Penalty 4225.488593 = -42921583.275783 nChanged 2 SP:Iteration 54Q (2825.190000 sec): 3 clusters Score: Raw -42925808.862555 + Penalty 4225.488593 = -42921583.373962 nChanged 2 SP:Iteration 55Q (2826.010000 sec): 3 clusters Score: Raw -42925808.917644 + Penalty 4225.488593 = -42921583.429051 nChanged 0 SP:Iteration 56F (2827.140000 sec): 3 clusters Score: Raw -42925808.917644 + Penalty 4225.488593 = -42921583.429051 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 7.38 GB. Trying to split cluster 13 (3598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.410000 sec): 2 clusters Score: Raw -357765.618161 + Penalty 1330.571680 = -356435.046481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.410000 sec): 3 clusters Score: Raw -355985.421596 + Penalty 2661.143360 = -353324.278236 nChanged 1385 SP:Iteration 1F (2827.430000 sec): 3 clusters Score: Raw -356724.092237 + Penalty 2661.143360 = -354062.948877 nChanged 262 SP:Iteration 2F (2827.430000 sec): 3 clusters Score: Raw -356876.514499 + Penalty 2661.143360 = -354215.371139 nChanged 180 SP:Iteration 3F (2827.440000 sec): 3 clusters Score: Raw -356971.009178 + Penalty 2661.143360 = -354309.865818 nChanged 140 SP:Iteration 4Q (2827.450000 sec): 3 clusters Score: Raw -357033.439387 + Penalty 2661.143360 = -354372.296027 nChanged 106 SP:Iteration 5Q (2827.460000 sec): 3 clusters Score: Raw -357081.830276 + Penalty 2661.143360 = -354420.686916 nChanged 90 SP:Iteration 6Q (2827.470000 sec): 3 clusters Score: Raw -357130.012428 + Penalty 2661.143360 = -354468.869068 nChanged 98 SP:Iteration 7Q (2827.480000 sec): 3 clusters Score: Raw -357184.371687 + Penalty 2661.143360 = -354523.228327 nChanged 103 SP:Iteration 8Q (2827.490000 sec): 3 clusters Score: Raw -357238.357702 + Penalty 2661.143360 = -354577.214342 nChanged 104 SP:Iteration 9Q (2827.500000 sec): 3 clusters Score: Raw -357297.416230 + Penalty 2661.143360 = -354636.272870 nChanged 116 SP:Iteration 10Q (2827.510000 sec): 3 clusters Score: Raw -357360.262489 + Penalty 2661.143360 = -354699.119129 nChanged 93 SP:Iteration 11Q (2827.510000 sec): 3 clusters Score: Raw -357412.388739 + Penalty 2661.143360 = -354751.245379 nChanged 89 SP:Iteration 12Q (2827.520000 sec): 3 clusters Score: Raw -357463.327674 + Penalty 2661.143360 = -354802.184314 nChanged 81 SP:Iteration 13Q (2827.530000 sec): 3 clusters Score: Raw -357505.095188 + Penalty 2661.143360 = -354843.951829 nChanged 75 SP:Iteration 14Q (2827.540000 sec): 3 clusters Score: Raw -357547.971773 + Penalty 2661.143360 = -354886.828413 nChanged 72 SP:Iteration 15Q (2827.550000 sec): 3 clusters Score: Raw -357580.374085 + Penalty 2661.143360 = -354919.230726 nChanged 63 SP:Iteration 16Q (2827.560000 sec): 3 clusters Score: Raw -357615.116793 + Penalty 2661.143360 = -354953.973433 nChanged 80 SP:Iteration 17Q (2827.570000 sec): 3 clusters Score: Raw -357667.634689 + Penalty 2661.143360 = -355006.491330 nChanged 82 SP:Iteration 18Q (2827.570000 sec): 3 clusters Score: Raw -357724.256839 + Penalty 2661.143360 = -355063.113479 nChanged 69 SP:Iteration 19Q (2827.590000 sec): 3 clusters Score: Raw -357766.279872 + Penalty 2661.143360 = -355105.136512 nChanged 53 SP:Iteration 20F (2827.590000 sec): 3 clusters Score: Raw -357806.122971 + Penalty 2661.143360 = -355144.979612 nChanged 48 SP:Iteration 21Q (2827.600000 sec): 3 clusters Score: Raw -357844.381206 + Penalty 2661.143360 = -355183.237846 nChanged 32 SP:Iteration 22Q (2827.610000 sec): 3 clusters Score: Raw -357867.996531 + Penalty 2661.143360 = -355206.853171 nChanged 33 SP:Iteration 23Q (2827.620000 sec): 3 clusters Score: Raw -357893.708276 + Penalty 2661.143360 = -355232.564916 nChanged 28 SP:Iteration 24Q (2827.630000 sec): 3 clusters Score: Raw -357913.667134 + Penalty 2661.143360 = -355252.523774 nChanged 25 SP:Iteration 25Q (2827.630000 sec): 3 clusters Score: Raw -357932.224788 + Penalty 2661.143360 = -355271.081428 nChanged 24 SP:Iteration 26Q (2827.640000 sec): 3 clusters Score: Raw -357952.169416 + Penalty 2661.143360 = -355291.026057 nChanged 19 SP:Iteration 27Q (2827.650000 sec): 3 clusters Score: Raw -357973.224800 + Penalty 2661.143360 = -355312.081440 nChanged 27 SP:Iteration 28Q (2827.660000 sec): 3 clusters Score: Raw -357999.016701 + Penalty 2661.143360 = -355337.873341 nChanged 13 SP:Iteration 29Q (2827.670000 sec): 3 clusters Score: Raw -358009.731269 + Penalty 2661.143360 = -355348.587909 nChanged 12 SP:Iteration 30Q (2827.670000 sec): 3 clusters Score: Raw -358016.910241 + Penalty 2661.143360 = -355355.766881 nChanged 8 SP:Iteration 31Q (2827.680000 sec): 3 clusters Score: Raw -358021.465498 + Penalty 2661.143360 = -355360.322138 nChanged 6 SP:Iteration 32Q (2827.690000 sec): 3 clusters Score: Raw -358026.991965 + Penalty 2661.143360 = -355365.848606 nChanged 4 SP:Iteration 33Q (2827.690000 sec): 3 clusters Score: Raw -358029.196773 + Penalty 2661.143360 = -355368.053413 nChanged 4 SP:Iteration 34Q (2827.700000 sec): 3 clusters Score: Raw -358030.481340 + Penalty 2661.143360 = -355369.337980 nChanged 2 SP:Iteration 35Q (2827.710000 sec): 3 clusters Score: Raw -358031.432172 + Penalty 2661.143360 = -355370.288812 nChanged 1 SP:Iteration 36Q (2827.720000 sec): 3 clusters Score: Raw -358031.779301 + Penalty 2661.143360 = -355370.635941 nChanged 1 SP:Iteration 37Q (2827.730000 sec): 3 clusters Score: Raw -358032.223355 + Penalty 2661.143360 = -355371.079995 nChanged 1 SP:Iteration 38Q (2827.730000 sec): 3 clusters Score: Raw -358033.085651 + Penalty 2661.143360 = -355371.942291 nChanged 1 SP:Iteration 39Q (2827.740000 sec): 3 clusters Score: Raw -358033.706788 + Penalty 2661.143360 = -355372.563428 nChanged 2 SP:Iteration 40F (2827.750000 sec): 3 clusters Score: Raw -358035.841448 + Penalty 2661.143360 = -355374.698089 nChanged 2 SP:Iteration 41Q (2827.760000 sec): 3 clusters Score: Raw -358037.329848 + Penalty 2661.143360 = -355376.186488 nChanged 2 SP:Iteration 42Q (2827.760000 sec): 3 clusters Score: Raw -358039.708914 + Penalty 2661.143360 = -355378.565554 nChanged 4 SP:Iteration 43Q (2827.770000 sec): 3 clusters Score: Raw -358044.187401 + Penalty 2661.143360 = -355383.044042 nChanged 1 SP:Iteration 44Q (2827.780000 sec): 3 clusters Score: Raw -358045.487279 + Penalty 2661.143360 = -355384.343919 nChanged 2 SP:Iteration 45Q (2827.790000 sec): 3 clusters Score: Raw -358046.285188 + Penalty 2661.143360 = -355385.141829 nChanged 0 SP:Iteration 46F (2827.790000 sec): 3 clusters Score: Raw -358046.285188 + Penalty 2661.143360 = -355385.141829 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.800000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.800000 sec): 3 clusters Score: Raw -20019.219403 + Penalty 1748.466640 = -18270.752763 nChanged 28 SP:Iteration 1F (2827.800000 sec): 3 clusters Score: Raw -20151.299227 + Penalty 1748.466640 = -18402.832587 nChanged 7 SP:Iteration 2Q (2827.800000 sec): 3 clusters Score: Raw -20172.522207 + Penalty 1748.466640 = -18424.055567 nChanged 3 SP:Iteration 3Q (2827.800000 sec): 3 clusters Score: Raw -20198.569281 + Penalty 1748.466640 = -18450.102641 nChanged 5 SP:Iteration 4Q (2827.800000 sec): 3 clusters Score: Raw -20222.639531 + Penalty 1748.466640 = -18474.172891 nChanged 0 SP:Iteration 5F (2827.800000 sec): 3 clusters Score: Raw -20222.639531 + Penalty 1748.466640 = -18474.172891 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.810000 sec): 2 clusters Score: Raw -83389.136346 + Penalty 1098.001513 = -82291.134833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.810000 sec): 3 clusters Score: Raw -83140.796047 + Penalty 2196.003027 = -80944.793020 nChanged 242 SP:Iteration 1F (2827.810000 sec): 3 clusters Score: Raw -83367.173026 + Penalty 2196.003027 = -81171.169999 nChanged 54 SP:Iteration 2F (2827.810000 sec): 3 clusters Score: Raw -83425.764088 + Penalty 2196.003027 = -81229.761062 nChanged 31 SP:Iteration 3Q (2827.820000 sec): 3 clusters Score: Raw -83464.379921 + Penalty 2196.003027 = -81268.376894 nChanged 19 SP:Iteration 4Q (2827.820000 sec): 3 clusters Score: Raw -83488.309754 + Penalty 2196.003027 = -81292.306727 nChanged 19 SP:Iteration 5Q (2827.820000 sec): 3 clusters Score: Raw -83505.455366 + Penalty 2196.003027 = -81309.452340 nChanged 10 SP:Iteration 6Q (2827.820000 sec): 3 clusters Score: Raw -83517.671481 + Penalty 2196.003027 = -81321.668454 nChanged 11 SP:Iteration 7Q (2827.830000 sec): 3 clusters Score: Raw -83541.591673 + Penalty 2196.003027 = -81345.588647 nChanged 16 SP:Iteration 8Q (2827.830000 sec): 3 clusters Score: Raw -83569.632522 + Penalty 2196.003027 = -81373.629495 nChanged 14 SP:Iteration 9Q (2827.830000 sec): 3 clusters Score: Raw -83588.664358 + Penalty 2196.003027 = -81392.661331 nChanged 13 SP:Iteration 10Q (2827.830000 sec): 3 clusters Score: Raw -83600.039467 + Penalty 2196.003027 = -81404.036441 nChanged 12 SP:Iteration 11Q (2827.830000 sec): 3 clusters Score: Raw -83616.840644 + Penalty 2196.003027 = -81420.837617 nChanged 16 SP:Iteration 12Q (2827.830000 sec): 3 clusters Score: Raw -83632.316382 + Penalty 2196.003027 = -81436.313356 nChanged 11 SP:Iteration 13Q (2827.840000 sec): 3 clusters Score: Raw -83646.412690 + Penalty 2196.003027 = -81450.409664 nChanged 11 SP:Iteration 14Q (2827.840000 sec): 3 clusters Score: Raw -83668.620636 + Penalty 2196.003027 = -81472.617610 nChanged 18 SP:Iteration 15Q (2827.840000 sec): 3 clusters Score: Raw -83686.297924 + Penalty 2196.003027 = -81490.294898 nChanged 14 SP:Iteration 16Q (2827.850000 sec): 3 clusters Score: Raw -83699.444908 + Penalty 2196.003027 = -81503.441881 nChanged 8 SP:Iteration 17Q (2827.850000 sec): 3 clusters Score: Raw -83704.612918 + Penalty 2196.003027 = -81508.609891 nChanged 8 SP:Iteration 18Q (2827.850000 sec): 3 clusters Score: Raw -83709.007692 + Penalty 2196.003027 = -81513.004665 nChanged 3 SP:Iteration 19Q (2827.850000 sec): 3 clusters Score: Raw -83712.726361 + Penalty 2196.003027 = -81516.723334 nChanged 4 SP:Iteration 20F (2827.850000 sec): 3 clusters Score: Raw -83716.772501 + Penalty 2196.003027 = -81520.769475 nChanged 3 SP:Iteration 21Q (2827.850000 sec): 3 clusters Score: Raw -83720.407890 + Penalty 2196.003027 = -81524.404863 nChanged 1 SP:Iteration 22Q (2827.860000 sec): 3 clusters Score: Raw -83720.876475 + Penalty 2196.003027 = -81524.873449 nChanged 1 SP:Iteration 23Q (2827.860000 sec): 3 clusters Score: Raw -83721.513615 + Penalty 2196.003027 = -81525.510589 nChanged 2 SP:Iteration 24Q (2827.860000 sec): 3 clusters Score: Raw -83723.575749 + Penalty 2196.003027 = -81527.572722 nChanged 2 SP:Iteration 25Q (2827.860000 sec): 3 clusters Score: Raw -83724.508522 + Penalty 2196.003027 = -81528.505496 nChanged 0 SP:Iteration 26F (2827.870000 sec): 3 clusters Score: Raw -83724.508522 + Penalty 2196.003027 = -81528.505496 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.870000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.870000 sec): 3 clusters Score: Raw -88487.527848 + Penalty 2248.897251 = -86238.630597 nChanged 274 SP:Iteration 1F (2827.870000 sec): 3 clusters Score: Raw -88700.587252 + Penalty 2248.897251 = -86451.690001 nChanged 70 SP:Iteration 2F (2827.880000 sec): 3 clusters Score: Raw -88784.030461 + Penalty 2248.897251 = -86535.133209 nChanged 50 SP:Iteration 3Q (2827.880000 sec): 3 clusters Score: Raw -88849.693691 + Penalty 2248.897251 = -86600.796440 nChanged 38 SP:Iteration 4Q (2827.880000 sec): 3 clusters Score: Raw -88895.893366 + Penalty 2248.897251 = -86646.996115 nChanged 37 SP:Iteration 5Q (2827.890000 sec): 3 clusters Score: Raw -88934.660787 + Penalty 2248.897251 = -86685.763536 nChanged 22 SP:Iteration 6Q (2827.890000 sec): 3 clusters Score: Raw -88966.083696 + Penalty 2248.897251 = -86717.186445 nChanged 30 SP:Iteration 7Q (2827.890000 sec): 3 clusters Score: Raw -89017.827688 + Penalty 2248.897251 = -86768.930437 nChanged 25 SP:Iteration 8Q (2827.890000 sec): 3 clusters Score: Raw -89049.643889 + Penalty 2248.897251 = -86800.746637 nChanged 23 SP:Iteration 9Q (2827.890000 sec): 3 clusters Score: Raw -89078.682432 + Penalty 2248.897251 = -86829.785180 nChanged 25 SP:Iteration 10Q (2827.900000 sec): 3 clusters Score: Raw -89110.570970 + Penalty 2248.897251 = -86861.673719 nChanged 19 SP:Iteration 11Q (2827.900000 sec): 3 clusters Score: Raw -89134.159387 + Penalty 2248.897251 = -86885.262136 nChanged 16 SP:Iteration 12Q (2827.900000 sec): 3 clusters Score: Raw -89153.535205 + Penalty 2248.897251 = -86904.637954 nChanged 21 SP:Iteration 13Q (2827.910000 sec): 3 clusters Score: Raw -89177.418536 + Penalty 2248.897251 = -86928.521285 nChanged 16 SP:Iteration 14Q (2827.910000 sec): 3 clusters Score: Raw -89200.819547 + Penalty 2248.897251 = -86951.922296 nChanged 19 SP:Iteration 15Q (2827.910000 sec): 3 clusters Score: Raw -89228.044919 + Penalty 2248.897251 = -86979.147668 nChanged 15 SP:Iteration 16Q (2827.910000 sec): 3 clusters Score: Raw -89255.020468 + Penalty 2248.897251 = -87006.123217 nChanged 16 SP:Iteration 17Q (2827.910000 sec): 3 clusters Score: Raw -89279.551314 + Penalty 2248.897251 = -87030.654063 nChanged 12 SP:Iteration 18Q (2827.920000 sec): 3 clusters Score: Raw -89299.293379 + Penalty 2248.897251 = -87050.396128 nChanged 17 SP:Iteration 19Q (2827.920000 sec): 3 clusters Score: Raw -89331.292520 + Penalty 2248.897251 = -87082.395269 nChanged 24 SP:Iteration 20F (2827.920000 sec): 3 clusters Score: Raw -89377.416176 + Penalty 2248.897251 = -87128.518925 nChanged 18 SP:Iteration 21Q (2827.920000 sec): 3 clusters Score: Raw -89423.384772 + Penalty 2248.897251 = -87174.487521 nChanged 14 SP:Iteration 22Q (2827.930000 sec): 3 clusters Score: Raw -89448.072508 + Penalty 2248.897251 = -87199.175257 nChanged 13 SP:Iteration 23Q (2827.930000 sec): 3 clusters Score: Raw -89473.059940 + Penalty 2248.897251 = -87224.162689 nChanged 14 SP:Iteration 24Q (2827.930000 sec): 3 clusters Score: Raw -89494.524564 + Penalty 2248.897251 = -87245.627313 nChanged 14 SP:Iteration 25Q (2827.930000 sec): 3 clusters Score: Raw -89518.979266 + Penalty 2248.897251 = -87270.082014 nChanged 15 SP:Iteration 26Q (2827.930000 sec): 3 clusters Score: Raw -89544.765854 + Penalty 2248.897251 = -87295.868603 nChanged 11 SP:Iteration 27Q (2827.940000 sec): 3 clusters Score: Raw -89567.928826 + Penalty 2248.897251 = -87319.031575 nChanged 10 SP:Iteration 28Q (2827.940000 sec): 3 clusters Score: Raw -89585.319199 + Penalty 2248.897251 = -87336.421947 nChanged 4 SP:Iteration 29Q (2827.940000 sec): 3 clusters Score: Raw -89595.467689 + Penalty 2248.897251 = -87346.570438 nChanged 4 SP:Iteration 30Q (2827.940000 sec): 3 clusters Score: Raw -89602.602906 + Penalty 2248.897251 = -87353.705655 nChanged 2 SP:Iteration 31Q (2827.950000 sec): 3 clusters Score: Raw -89606.181455 + Penalty 2248.897251 = -87357.284204 nChanged 2 SP:Iteration 32Q (2827.950000 sec): 3 clusters Score: Raw -89609.535506 + Penalty 2248.897251 = -87360.638255 nChanged 3 SP:Iteration 33Q (2827.950000 sec): 3 clusters Score: Raw -89613.186291 + Penalty 2248.897251 = -87364.289039 nChanged 3 SP:Iteration 34Q (2827.950000 sec): 3 clusters Score: Raw -89617.412019 + Penalty 2248.897251 = -87368.514768 nChanged 3 SP:Iteration 35Q (2827.950000 sec): 3 clusters Score: Raw -89622.327103 + Penalty 2248.897251 = -87373.429852 nChanged 1 SP:Iteration 36Q (2827.950000 sec): 3 clusters Score: Raw -89622.881104 + Penalty 2248.897251 = -87373.983852 nChanged 0 SP:Iteration 37F (2827.960000 sec): 3 clusters Score: Raw -89622.881104 + Penalty 2248.897251 = -87373.983852 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.960000 sec): 2 clusters Score: Raw -73143.753357 + Penalty 1083.173604 = -72060.579752 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.960000 sec): 3 clusters Score: Raw -72935.651652 + Penalty 2166.347208 = -70769.304444 nChanged 217 SP:Iteration 1F (2827.970000 sec): 3 clusters Score: Raw -73192.191198 + Penalty 2166.347208 = -71025.843990 nChanged 58 SP:Iteration 2F (2827.970000 sec): 3 clusters Score: Raw -73276.460597 + Penalty 2166.347208 = -71110.113388 nChanged 32 SP:Iteration 3Q (2827.970000 sec): 3 clusters Score: Raw -73319.615465 + Penalty 2166.347208 = -71153.268257 nChanged 18 SP:Iteration 4Q (2827.970000 sec): 3 clusters Score: Raw -73347.287277 + Penalty 2166.347208 = -71180.940069 nChanged 18 SP:Iteration 5Q (2827.970000 sec): 3 clusters Score: Raw -73370.355750 + Penalty 2166.347208 = -71204.008542 nChanged 7 SP:Iteration 6Q (2827.970000 sec): 3 clusters Score: Raw -73378.210653 + Penalty 2166.347208 = -71211.863445 nChanged 6 SP:Iteration 7Q (2827.980000 sec): 3 clusters Score: Raw -73383.459001 + Penalty 2166.347208 = -71217.111792 nChanged 2 SP:Iteration 8Q (2827.980000 sec): 3 clusters Score: Raw -73386.126780 + Penalty 2166.347208 = -71219.779571 nChanged 1 SP:Iteration 9Q (2827.980000 sec): 3 clusters Score: Raw -73386.558373 + Penalty 2166.347208 = -71220.211165 nChanged 1 SP:Iteration 10Q (2827.980000 sec): 3 clusters Score: Raw -73386.704636 + Penalty 2166.347208 = -71220.357428 nChanged 0 SP:Iteration 11F (2827.990000 sec): 3 clusters Score: Raw -73386.704636 + Penalty 2166.347208 = -71220.357428 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (158382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2828.470000 sec): 2 clusters Score: Raw -15496356.380114 + Penalty 1945.574331 = -15494410.805782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2828.890000 sec): 3 clusters Score: Raw -15391966.412605 + Penalty 3891.148663 = -15388075.263943 nChanged 76658 SP:Iteration 1F (2829.310000 sec): 3 clusters Score: Raw -15436414.398433 + Penalty 3891.148663 = -15432523.249770 nChanged 3800 SP:Iteration 2Q (2829.730000 sec): 3 clusters Score: Raw -15437048.557263 + Penalty 3891.148663 = -15433157.408601 nChanged 3874 SP:Iteration 3Q (2830.150000 sec): 3 clusters Score: Raw -15437755.054196 + Penalty 3891.148663 = -15433863.905534 nChanged 4155 SP:Iteration 4Q (2830.570000 sec): 3 clusters Score: Raw -15438632.278573 + Penalty 3891.148663 = -15434741.129910 nChanged 4731 SP:Iteration 5Q (2831.000000 sec): 3 clusters Score: Raw -15439784.753189 + Penalty 3891.148663 = -15435893.604526 nChanged 5482 SP:Iteration 6Q (2831.420000 sec): 3 clusters Score: Raw -15441368.912136 + Penalty 3891.148663 = -15437477.763473 nChanged 6413 SP:Iteration 7Q (2831.840000 sec): 3 clusters Score: Raw -15443559.508127 + Penalty 3891.148663 = -15439668.359465 nChanged 7367 SP:Iteration 8Q (2832.270000 sec): 3 clusters Score: Raw -15446496.589234 + Penalty 3891.148663 = -15442605.440572 nChanged 8342 SP:Iteration 9F (2832.690000 sec): 3 clusters Score: Raw -15450419.975373 + Penalty 3891.148663 = -15446528.826711 nChanged 9168 SP:Iteration 10F (2833.100000 sec): 3 clusters Score: Raw -15455474.868258 + Penalty 3891.148663 = -15451583.719595 nChanged 9991 SP:Iteration 11F (2833.510000 sec): 3 clusters Score: Raw -15461829.982968 + Penalty 3891.148663 = -15457938.834306 nChanged 10294 SP:Iteration 12F (2833.930000 sec): 3 clusters Score: Raw -15469313.776898 + Penalty 3891.148663 = -15465422.628235 nChanged 9906 SP:Iteration 13F (2834.350000 sec): 3 clusters Score: Raw -15477273.321943 + Penalty 3891.148663 = -15473382.173281 nChanged 8456 SP:Iteration 14F (2834.760000 sec): 3 clusters Score: Raw -15484437.731687 + Penalty 3891.148663 = -15480546.583025 nChanged 6090 SP:Iteration 15Q (2835.160000 sec): 3 clusters Score: Raw -15489645.398364 + Penalty 3891.148663 = -15485754.249701 nChanged 3836 SP:Iteration 16Q (2835.530000 sec): 3 clusters Score: Raw -15492887.857228 + Penalty 3891.148663 = -15488996.708566 nChanged 2249 SP:Iteration 17Q (2835.860000 sec): 3 clusters Score: Raw -15494733.641302 + Penalty 3891.148663 = -15490842.492640 nChanged 1186 SP:Iteration 18Q (2836.180000 sec): 3 clusters Score: Raw -15495652.781031 + Penalty 3891.148663 = -15491761.632368 nChanged 534 SP:Iteration 19Q (2836.480000 sec): 3 clusters Score: Raw -15496060.677892 + Penalty 3891.148663 = -15492169.529229 nChanged 284 SP:Iteration 20F (2836.880000 sec): 3 clusters Score: Raw -15496300.661415 + Penalty 3891.148663 = -15492409.512752 nChanged 143 SP:Iteration 21Q (2837.170000 sec): 3 clusters Score: Raw -15496428.906488 + Penalty 3891.148663 = -15492537.757825 nChanged 82 SP:Iteration 22Q (2837.460000 sec): 3 clusters Score: Raw -15496499.110489 + Penalty 3891.148663 = -15492607.961826 nChanged 50 SP:Iteration 23Q (2837.750000 sec): 3 clusters Score: Raw -15496545.114520 + Penalty 3891.148663 = -15492653.965857 nChanged 26 SP:Iteration 24Q (2838.030000 sec): 3 clusters Score: Raw -15496564.469818 + Penalty 3891.148663 = -15492673.321156 nChanged 18 SP:Iteration 25Q (2838.310000 sec): 3 clusters Score: Raw -15496584.223916 + Penalty 3891.148663 = -15492693.075254 nChanged 17 SP:Iteration 26Q (2838.590000 sec): 3 clusters Score: Raw -15496604.096872 + Penalty 3891.148663 = -15492712.948209 nChanged 13 SP:Iteration 27Q (2838.880000 sec): 3 clusters Score: Raw -15496619.540183 + Penalty 3891.148663 = -15492728.391520 nChanged 13 SP:Iteration 28Q (2839.170000 sec): 3 clusters Score: Raw -15496629.547936 + Penalty 3891.148663 = -15492738.399273 nChanged 7 SP:Iteration 29Q (2839.450000 sec): 3 clusters Score: Raw -15496634.174713 + Penalty 3891.148663 = -15492743.026050 nChanged 4 SP:Iteration 30Q (2839.730000 sec): 3 clusters Score: Raw -15496637.561703 + Penalty 3891.148663 = -15492746.413041 nChanged 3 SP:Iteration 31Q (2840.010000 sec): 3 clusters Score: Raw -15496639.861179 + Penalty 3891.148663 = -15492748.712516 nChanged 3 SP:Iteration 32Q (2840.290000 sec): 3 clusters Score: Raw -15496641.591958 + Penalty 3891.148663 = -15492750.443295 nChanged 3 SP:Iteration 33Q (2840.580000 sec): 3 clusters Score: Raw -15496642.889262 + Penalty 3891.148663 = -15492751.740599 nChanged 0 SP:Iteration 34F (2840.990000 sec): 3 clusters Score: Raw -15496642.889262 + Penalty 3891.148663 = -15492751.740599 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.080000 sec): 2 clusters Score: Raw -370263.371057 + Penalty 1343.835504 = -368919.535553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.090000 sec): 3 clusters Score: Raw -368326.871248 + Penalty 2687.671008 = -365639.200240 nChanged 1543 SP:Iteration 1F (2841.100000 sec): 3 clusters Score: Raw -369195.044113 + Penalty 2687.671008 = -366507.373105 nChanged 297 SP:Iteration 2F (2841.110000 sec): 3 clusters Score: Raw -369390.406941 + Penalty 2687.671008 = -366702.735933 nChanged 226 SP:Iteration 3F (2841.120000 sec): 3 clusters Score: Raw -369545.180890 + Penalty 2687.671008 = -366857.509882 nChanged 191 SP:Iteration 4Q (2841.130000 sec): 3 clusters Score: Raw -369653.214925 + Penalty 2687.671008 = -366965.543917 nChanged 154 SP:Iteration 5Q (2841.140000 sec): 3 clusters Score: Raw -369736.209347 + Penalty 2687.671008 = -367048.538339 nChanged 127 SP:Iteration 6Q (2841.150000 sec): 3 clusters Score: Raw -369805.309064 + Penalty 2687.671008 = -367117.638056 nChanged 93 SP:Iteration 7Q (2841.160000 sec): 3 clusters Score: Raw -369849.331585 + Penalty 2687.671008 = -367161.660577 nChanged 76 SP:Iteration 8Q (2841.170000 sec): 3 clusters Score: Raw -369881.388769 + Penalty 2687.671008 = -367193.717761 nChanged 62 SP:Iteration 9Q (2841.180000 sec): 3 clusters Score: Raw -369908.170494 + Penalty 2687.671008 = -367220.499486 nChanged 73 SP:Iteration 10Q (2841.190000 sec): 3 clusters Score: Raw -369944.871658 + Penalty 2687.671008 = -367257.200651 nChanged 65 SP:Iteration 11Q (2841.200000 sec): 3 clusters Score: Raw -369974.432032 + Penalty 2687.671008 = -367286.761024 nChanged 68 SP:Iteration 12Q (2841.210000 sec): 3 clusters Score: Raw -370008.478634 + Penalty 2687.671008 = -367320.807626 nChanged 62 SP:Iteration 13Q (2841.220000 sec): 3 clusters Score: Raw -370040.599612 + Penalty 2687.671008 = -367352.928604 nChanged 57 SP:Iteration 14Q (2841.230000 sec): 3 clusters Score: Raw -370066.962808 + Penalty 2687.671008 = -367379.291800 nChanged 40 SP:Iteration 15Q (2841.230000 sec): 3 clusters Score: Raw -370082.826470 + Penalty 2687.671008 = -367395.155462 nChanged 32 SP:Iteration 16Q (2841.250000 sec): 3 clusters Score: Raw -370097.617896 + Penalty 2687.671008 = -367409.946888 nChanged 40 SP:Iteration 17Q (2841.250000 sec): 3 clusters Score: Raw -370114.578882 + Penalty 2687.671008 = -367426.907875 nChanged 34 SP:Iteration 18Q (2841.260000 sec): 3 clusters Score: Raw -370130.644071 + Penalty 2687.671008 = -367442.973063 nChanged 37 SP:Iteration 19Q (2841.270000 sec): 3 clusters Score: Raw -370151.017251 + Penalty 2687.671008 = -367463.346243 nChanged 47 SP:Iteration 20F (2841.280000 sec): 3 clusters Score: Raw -370173.551451 + Penalty 2687.671008 = -367485.880443 nChanged 32 SP:Iteration 21Q (2841.290000 sec): 3 clusters Score: Raw -370188.276089 + Penalty 2687.671008 = -367500.605081 nChanged 28 SP:Iteration 22Q (2841.300000 sec): 3 clusters Score: Raw -370204.656431 + Penalty 2687.671008 = -367516.985423 nChanged 39 SP:Iteration 23Q (2841.310000 sec): 3 clusters Score: Raw -370227.585874 + Penalty 2687.671008 = -367539.914866 nChanged 34 SP:Iteration 24Q (2841.320000 sec): 3 clusters Score: Raw -370248.659305 + Penalty 2687.671008 = -367560.988297 nChanged 29 SP:Iteration 25Q (2841.330000 sec): 3 clusters Score: Raw -370267.737968 + Penalty 2687.671008 = -367580.066961 nChanged 29 SP:Iteration 26Q (2841.340000 sec): 3 clusters Score: Raw -370284.452497 + Penalty 2687.671008 = -367596.781489 nChanged 27 SP:Iteration 27Q (2841.350000 sec): 3 clusters Score: Raw -370302.880404 + Penalty 2687.671008 = -367615.209396 nChanged 30 SP:Iteration 28Q (2841.350000 sec): 3 clusters Score: Raw -370321.311247 + Penalty 2687.671008 = -367633.640239 nChanged 27 SP:Iteration 29Q (2841.370000 sec): 3 clusters Score: Raw -370339.208373 + Penalty 2687.671008 = -367651.537365 nChanged 19 SP:Iteration 30Q (2841.370000 sec): 3 clusters Score: Raw -370350.514084 + Penalty 2687.671008 = -367662.843076 nChanged 18 SP:Iteration 31Q (2841.380000 sec): 3 clusters Score: Raw -370363.513471 + Penalty 2687.671008 = -367675.842463 nChanged 19 SP:Iteration 32Q (2841.390000 sec): 3 clusters Score: Raw -370374.284572 + Penalty 2687.671008 = -367686.613564 nChanged 11 SP:Iteration 33Q (2841.400000 sec): 3 clusters Score: Raw -370381.517245 + Penalty 2687.671008 = -367693.846237 nChanged 9 SP:Iteration 34Q (2841.410000 sec): 3 clusters Score: Raw -370387.097915 + Penalty 2687.671008 = -367699.426907 nChanged 17 SP:Iteration 35Q (2841.420000 sec): 3 clusters Score: Raw -370397.542699 + Penalty 2687.671008 = -367709.871691 nChanged 6 SP:Iteration 36Q (2841.430000 sec): 3 clusters Score: Raw -370399.504228 + Penalty 2687.671008 = -367711.833220 nChanged 4 SP:Iteration 37Q (2841.430000 sec): 3 clusters Score: Raw -370400.987308 + Penalty 2687.671008 = -367713.316300 nChanged 3 SP:Iteration 38Q (2841.440000 sec): 3 clusters Score: Raw -370402.434487 + Penalty 2687.671008 = -367714.763479 nChanged 2 SP:Iteration 39Q (2841.450000 sec): 3 clusters Score: Raw -370403.650430 + Penalty 2687.671008 = -367715.979422 nChanged 3 SP:Iteration 40F (2841.460000 sec): 3 clusters Score: Raw -370405.384403 + Penalty 2687.671008 = -367717.713395 nChanged 4 SP:Iteration 41Q (2841.470000 sec): 3 clusters Score: Raw -370407.984629 + Penalty 2687.671008 = -367720.313621 nChanged 7 SP:Iteration 42Q (2841.480000 sec): 3 clusters Score: Raw -370411.654393 + Penalty 2687.671008 = -367723.983385 nChanged 4 SP:Iteration 43Q (2841.490000 sec): 3 clusters Score: Raw -370413.980113 + Penalty 2687.671008 = -367726.309105 nChanged 4 SP:Iteration 44Q (2841.490000 sec): 3 clusters Score: Raw -370415.806881 + Penalty 2687.671008 = -367728.135873 nChanged 5 SP:Iteration 45Q (2841.500000 sec): 3 clusters Score: Raw -370418.089741 + Penalty 2687.671008 = -367730.418733 nChanged 3 SP:Iteration 46Q (2841.510000 sec): 3 clusters Score: Raw -370420.579336 + Penalty 2687.671008 = -367732.908328 nChanged 3 SP:Iteration 47Q (2841.520000 sec): 3 clusters Score: Raw -370421.371626 + Penalty 2687.671008 = -367733.700618 nChanged 4 SP:Iteration 48Q (2841.530000 sec): 3 clusters Score: Raw -370422.587383 + Penalty 2687.671008 = -367734.916375 nChanged 1 SP:Iteration 49Q (2841.530000 sec): 3 clusters Score: Raw -370423.062968 + Penalty 2687.671008 = -367735.391960 nChanged 0 SP:Iteration 50F (2841.550000 sec): 3 clusters Score: Raw -370423.062968 + Penalty 2687.671008 = -367735.391960 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.550000 sec): 2 clusters Score: Raw -44874.166624 + Penalty 1014.361281 = -43859.805343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.550000 sec): 3 clusters Score: Raw -44847.733834 + Penalty 2028.722561 = -42819.011273 nChanged 113 SP:Iteration 1F (2841.550000 sec): 3 clusters Score: Raw -45000.670350 + Penalty 2028.722561 = -42971.947789 nChanged 29 SP:Iteration 2F (2841.550000 sec): 3 clusters Score: Raw -45086.180298 + Penalty 2028.722561 = -43057.457737 nChanged 21 SP:Iteration 3Q (2841.550000 sec): 3 clusters Score: Raw -45152.372132 + Penalty 2028.722561 = -43123.649571 nChanged 14 SP:Iteration 4Q (2841.560000 sec): 3 clusters Score: Raw -45180.016040 + Penalty 2028.722561 = -43151.293479 nChanged 6 SP:Iteration 5Q (2841.560000 sec): 3 clusters Score: Raw -45185.913918 + Penalty 2028.722561 = -43157.191357 nChanged 2 SP:Iteration 6Q (2841.560000 sec): 3 clusters Score: Raw -45187.235946 + Penalty 2028.722561 = -43158.513385 nChanged 4 SP:Iteration 7Q (2841.560000 sec): 3 clusters Score: Raw -45192.517930 + Penalty 2028.722561 = -43163.795369 nChanged 3 SP:Iteration 8Q (2841.560000 sec): 3 clusters Score: Raw -45198.986771 + Penalty 2028.722561 = -43170.264209 nChanged 4 SP:Iteration 9Q (2841.560000 sec): 3 clusters Score: Raw -45204.343178 + Penalty 2028.722561 = -43175.620617 nChanged 3 SP:Iteration 10Q (2841.570000 sec): 3 clusters Score: Raw -45208.591252 + Penalty 2028.722561 = -43179.868690 nChanged 2 SP:Iteration 11Q (2841.570000 sec): 3 clusters Score: Raw -45210.068490 + Penalty 2028.722561 = -43181.345928 nChanged 2 SP:Iteration 12Q (2841.570000 sec): 3 clusters Score: Raw -45213.130759 + Penalty 2028.722561 = -43184.408197 nChanged 1 SP:Iteration 13Q (2841.570000 sec): 3 clusters Score: Raw -45215.500763 + Penalty 2028.722561 = -43186.778202 nChanged 0 SP:Iteration 14F (2841.570000 sec): 3 clusters Score: Raw -45216.845138 + Penalty 2028.722561 = -43188.122577 nChanged 1 SP:Iteration 15Q (2841.570000 sec): 3 clusters Score: Raw -45241.811632 + Penalty 2028.722561 = -43213.089071 nChanged 6 SP:Iteration 16Q (2841.570000 sec): 3 clusters Score: Raw -45258.504638 + Penalty 2028.722561 = -43229.782077 nChanged 2 SP:Iteration 17Q (2841.570000 sec): 3 clusters Score: Raw -45260.511853 + Penalty 2028.722561 = -43231.789292 nChanged 1 SP:Iteration 18Q (2841.570000 sec): 3 clusters Score: Raw -45261.229708 + Penalty 2028.722561 = -43232.507147 nChanged 0 SP:Iteration 19F (2841.580000 sec): 3 clusters Score: Raw -45261.229708 + Penalty 2028.722561 = -43232.507147 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.580000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.580000 sec): 3 clusters Score: Raw -25072.914493 + Penalty 1850.462945 = -23222.451548 nChanged 62 SP:Iteration 1F (2841.580000 sec): 3 clusters Score: Raw -25205.801450 + Penalty 1850.462945 = -23355.338505 nChanged 18 SP:Iteration 2F (2841.580000 sec): 3 clusters Score: Raw -25257.401724 + Penalty 1850.462945 = -23406.938778 nChanged 12 SP:Iteration 3Q (2841.580000 sec): 3 clusters Score: Raw -25293.858054 + Penalty 1850.462945 = -23443.395109 nChanged 4 SP:Iteration 4Q (2841.580000 sec): 3 clusters Score: Raw -25313.442271 + Penalty 1850.462945 = -23462.979326 nChanged 2 SP:Iteration 5Q (2841.590000 sec): 3 clusters Score: Raw -25318.336091 + Penalty 1850.462945 = -23467.873146 nChanged 2 SP:Iteration 6Q (2841.590000 sec): 3 clusters Score: Raw -25324.477667 + Penalty 1850.462945 = -23474.014722 nChanged 4 SP:Iteration 7Q (2841.590000 sec): 3 clusters Score: Raw -25339.664410 + Penalty 1850.462945 = -23489.201465 nChanged 2 SP:Iteration 8Q (2841.590000 sec): 3 clusters Score: Raw -25353.952753 + Penalty 1850.462945 = -23503.489808 nChanged 4 SP:Iteration 9Q (2841.590000 sec): 3 clusters Score: Raw -25396.170233 + Penalty 1850.462945 = -23545.707288 nChanged 4 SP:Iteration 10Q (2841.590000 sec): 3 clusters Score: Raw -25427.939165 + Penalty 1850.462945 = -23577.476220 nChanged 3 SP:Iteration 11Q (2841.590000 sec): 3 clusters Score: Raw -25451.703852 + Penalty 1850.462945 = -23601.240907 nChanged 2 SP:Iteration 12Q (2841.590000 sec): 3 clusters Score: Raw -25469.315826 + Penalty 1850.462945 = -23618.852880 nChanged 4 SP:Iteration 13Q (2841.590000 sec): 3 clusters Score: Raw -25478.843383 + Penalty 1850.462945 = -23628.380438 nChanged 3 SP:Iteration 14Q (2841.590000 sec): 3 clusters Score: Raw -25485.869246 + Penalty 1850.462945 = -23635.406301 nChanged 1 SP:Iteration 15Q (2841.590000 sec): 3 clusters Score: Raw -25487.204099 + Penalty 1850.462945 = -23636.741153 nChanged 0 SP:Iteration 16F (2841.590000 sec): 3 clusters Score: Raw -25487.204099 + Penalty 1850.462945 = -23636.741153 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.590000 sec): 2 clusters Score: Raw -17064.298674 + Penalty 856.026951 = -16208.271723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.590000 sec): 3 clusters Score: Raw -17214.815720 + Penalty 1712.053902 = -15502.761819 nChanged 27 SP:Iteration 1F (2841.590000 sec): 3 clusters Score: Raw -17396.972026 + Penalty 1712.053902 = -15684.918124 nChanged 5 SP:Iteration 2Q (2841.600000 sec): 3 clusters Score: Raw -17419.468093 + Penalty 1712.053902 = -15707.414191 nChanged 4 SP:Iteration 3Q (2841.600000 sec): 3 clusters Score: Raw -17431.281269 + Penalty 1712.053902 = -15719.227367 nChanged 2 SP:Iteration 4Q (2841.600000 sec): 3 clusters Score: Raw -17438.844054 + Penalty 1712.053902 = -15726.790152 nChanged 0 SP:Iteration 5F (2841.600000 sec): 3 clusters Score: Raw -17438.844054 + Penalty 1712.053902 = -15726.790152 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.600000 sec): 2 clusters Score: Raw -24930.977701 + Penalty 923.581712 = -24007.395989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.600000 sec): 3 clusters Score: Raw -24984.765063 + Penalty 1847.163424 = -23137.601639 nChanged 45 SP:Iteration 1F (2841.600000 sec): 3 clusters Score: Raw -25108.600628 + Penalty 1847.163424 = -23261.437203 nChanged 18 SP:Iteration 2F (2841.600000 sec): 3 clusters Score: Raw -25195.901147 + Penalty 1847.163424 = -23348.737723 nChanged 20 SP:Iteration 3F (2841.610000 sec): 3 clusters Score: Raw -25314.863937 + Penalty 1847.163424 = -23467.700513 nChanged 12 SP:Iteration 4Q (2841.610000 sec): 3 clusters Score: Raw -25358.436714 + Penalty 1847.163424 = -23511.273290 nChanged 5 SP:Iteration 5Q (2841.610000 sec): 3 clusters Score: Raw -25375.629931 + Penalty 1847.163424 = -23528.466506 nChanged 4 SP:Iteration 6Q (2841.610000 sec): 3 clusters Score: Raw -25388.861783 + Penalty 1847.163424 = -23541.698358 nChanged 4 SP:Iteration 7Q (2841.610000 sec): 3 clusters Score: Raw -25400.264462 + Penalty 1847.163424 = -23553.101038 nChanged 5 SP:Iteration 8Q (2841.610000 sec): 3 clusters Score: Raw -25421.291646 + Penalty 1847.163424 = -23574.128222 nChanged 5 SP:Iteration 9Q (2841.610000 sec): 3 clusters Score: Raw -25465.233581 + Penalty 1847.163424 = -23618.070156 nChanged 5 SP:Iteration 10Q (2841.610000 sec): 3 clusters Score: Raw -25513.227159 + Penalty 1847.163424 = -23666.063735 nChanged 4 SP:Iteration 11Q (2841.610000 sec): 3 clusters Score: Raw -25526.245878 + Penalty 1847.163424 = -23679.082454 nChanged 2 SP:Iteration 12Q (2841.610000 sec): 3 clusters Score: Raw -25530.185602 + Penalty 1847.163424 = -23683.022177 nChanged 0 SP:Iteration 13F (2841.610000 sec): 3 clusters Score: Raw -25530.185602 + Penalty 1847.163424 = -23683.022177 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.610000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.610000 sec): 3 clusters Score: Raw -28689.783507 + Penalty 1874.704324 = -26815.079183 nChanged 45 SP:Iteration 1F (2841.610000 sec): 3 clusters Score: Raw -28779.096362 + Penalty 1874.704324 = -26904.392039 nChanged 18 SP:Iteration 2F (2841.620000 sec): 3 clusters Score: Raw -28827.296313 + Penalty 1874.704324 = -26952.591989 nChanged 9 SP:Iteration 3Q (2841.620000 sec): 3 clusters Score: Raw -28849.992043 + Penalty 1874.704324 = -26975.287719 nChanged 4 SP:Iteration 4Q (2841.620000 sec): 3 clusters Score: Raw -28858.111776 + Penalty 1874.704324 = -26983.407453 nChanged 1 SP:Iteration 5Q (2841.620000 sec): 3 clusters Score: Raw -28861.225204 + Penalty 1874.704324 = -26986.520881 nChanged 0 SP:Iteration 6F (2841.620000 sec): 3 clusters Score: Raw -28861.225204 + Penalty 1874.704324 = -26986.520881 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.620000 sec): 2 clusters Score: Raw -65250.578937 + Penalty 1063.852629 = -64186.726308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.630000 sec): 3 clusters Score: Raw -65070.561118 + Penalty 2127.705258 = -62942.855859 nChanged 189 SP:Iteration 1F (2841.630000 sec): 3 clusters Score: Raw -65270.224182 + Penalty 2127.705258 = -63142.518924 nChanged 46 SP:Iteration 2F (2841.630000 sec): 3 clusters Score: Raw -65319.615756 + Penalty 2127.705258 = -63191.910497 nChanged 18 SP:Iteration 3Q (2841.630000 sec): 3 clusters Score: Raw -65332.488545 + Penalty 2127.705258 = -63204.783287 nChanged 8 SP:Iteration 4Q (2841.630000 sec): 3 clusters Score: Raw -65338.009271 + Penalty 2127.705258 = -63210.304012 nChanged 5 SP:Iteration 5Q (2841.630000 sec): 3 clusters Score: Raw -65343.691288 + Penalty 2127.705258 = -63215.986029 nChanged 3 SP:Iteration 6Q (2841.640000 sec): 3 clusters Score: Raw -65347.500999 + Penalty 2127.705258 = -63219.795740 nChanged 2 SP:Iteration 7Q (2841.640000 sec): 3 clusters Score: Raw -65349.816532 + Penalty 2127.705258 = -63222.111274 nChanged 1 SP:Iteration 8Q (2841.640000 sec): 3 clusters Score: Raw -65352.431875 + Penalty 2127.705258 = -63224.726617 nChanged 2 SP:Iteration 9Q (2841.640000 sec): 3 clusters Score: Raw -65353.744642 + Penalty 2127.705258 = -63226.039383 nChanged 1 SP:Iteration 10Q (2841.640000 sec): 3 clusters Score: Raw -65355.185427 + Penalty 2127.705258 = -63227.480169 nChanged 0 SP:Iteration 11F (2841.650000 sec): 3 clusters Score: Raw -65355.185427 + Penalty 2127.705258 = -63227.480169 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (15200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.690000 sec): 2 clusters Score: Raw -1517527.881226 + Penalty 1564.720740 = -1515963.160486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.730000 sec): 3 clusters Score: Raw -1508563.050819 + Penalty 3129.441480 = -1505433.609339 nChanged 6730 SP:Iteration 1F (2841.770000 sec): 3 clusters Score: Raw -1512165.527325 + Penalty 3129.441480 = -1509036.085845 nChanged 838 SP:Iteration 2F (2841.810000 sec): 3 clusters Score: Raw -1512482.363527 + Penalty 3129.441480 = -1509352.922048 nChanged 695 SP:Iteration 3Q (2841.850000 sec): 3 clusters Score: Raw -1512774.111394 + Penalty 3129.441480 = -1509644.669915 nChanged 760 SP:Iteration 4Q (2841.890000 sec): 3 clusters Score: Raw -1513160.535148 + Penalty 3129.441480 = -1510031.093669 nChanged 855 SP:Iteration 5F (2841.930000 sec): 3 clusters Score: Raw -1513695.417493 + Penalty 3129.441480 = -1510565.976013 nChanged 1057 SP:Iteration 6F (2841.970000 sec): 3 clusters Score: Raw -1514477.305405 + Penalty 3129.441480 = -1511347.863925 nChanged 1124 SP:Iteration 7F (2842.010000 sec): 3 clusters Score: Raw -1515463.729188 + Penalty 3129.441480 = -1512334.287708 nChanged 1001 SP:Iteration 8F (2842.050000 sec): 3 clusters Score: Raw -1516407.693623 + Penalty 3129.441480 = -1513278.252143 nChanged 709 SP:Iteration 9Q (2842.090000 sec): 3 clusters Score: Raw -1517084.830476 + Penalty 3129.441480 = -1513955.388997 nChanged 439 SP:Iteration 10Q (2842.120000 sec): 3 clusters Score: Raw -1517465.344800 + Penalty 3129.441480 = -1514335.903320 nChanged 230 SP:Iteration 11Q (2842.150000 sec): 3 clusters Score: Raw -1517641.294809 + Penalty 3129.441480 = -1514511.853329 nChanged 179 SP:Iteration 12Q (2842.190000 sec): 3 clusters Score: Raw -1517745.306775 + Penalty 3129.441480 = -1514615.865295 nChanged 110 SP:Iteration 13Q (2842.220000 sec): 3 clusters Score: Raw -1517798.746556 + Penalty 3129.441480 = -1514669.305077 nChanged 88 SP:Iteration 14Q (2842.250000 sec): 3 clusters Score: Raw -1517836.851320 + Penalty 3129.441480 = -1514707.409840 nChanged 62 SP:Iteration 15Q (2842.280000 sec): 3 clusters Score: Raw -1517862.301430 + Penalty 3129.441480 = -1514732.859950 nChanged 48 SP:Iteration 16Q (2842.310000 sec): 3 clusters Score: Raw -1517879.150809 + Penalty 3129.441480 = -1514749.709329 nChanged 32 SP:Iteration 17Q (2842.340000 sec): 3 clusters Score: Raw -1517888.329343 + Penalty 3129.441480 = -1514758.887864 nChanged 26 SP:Iteration 18Q (2842.370000 sec): 3 clusters Score: Raw -1517895.376909 + Penalty 3129.441480 = -1514765.935429 nChanged 26 SP:Iteration 19Q (2842.400000 sec): 3 clusters Score: Raw -1517904.718406 + Penalty 3129.441480 = -1514775.276926 nChanged 27 SP:Iteration 20F (2842.440000 sec): 3 clusters Score: Raw -1517914.989659 + Penalty 3129.441480 = -1514785.548179 nChanged 22 SP:Iteration 21Q (2842.470000 sec): 3 clusters Score: Raw -1517920.404396 + Penalty 3129.441480 = -1514790.962916 nChanged 17 SP:Iteration 22Q (2842.500000 sec): 3 clusters Score: Raw -1517924.794875 + Penalty 3129.441480 = -1514795.353395 nChanged 7 SP:Iteration 23Q (2842.530000 sec): 3 clusters Score: Raw -1517926.733491 + Penalty 3129.441480 = -1514797.292012 nChanged 8 SP:Iteration 24Q (2842.560000 sec): 3 clusters Score: Raw -1517928.832996 + Penalty 3129.441480 = -1514799.391516 nChanged 6 SP:Iteration 25Q (2842.590000 sec): 3 clusters Score: Raw -1517929.876859 + Penalty 3129.441480 = -1514800.435379 nChanged 5 SP:Iteration 26Q (2842.620000 sec): 3 clusters Score: Raw -1517930.726402 + Penalty 3129.441480 = -1514801.284922 nChanged 3 SP:Iteration 27Q (2842.650000 sec): 3 clusters Score: Raw -1517931.264774 + Penalty 3129.441480 = -1514801.823295 nChanged 0 SP:Iteration 28F (2842.680000 sec): 3 clusters Score: Raw -1517931.264774 + Penalty 3129.441480 = -1514801.823295 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2842.690000 sec): 2 clusters Score: Raw -107701.154846 + Penalty 1145.221548 = -106555.933297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2842.700000 sec): 3 clusters Score: Raw -107342.031045 + Penalty 2290.443097 = -105051.587948 nChanged 329 SP:Iteration 1F (2842.700000 sec): 3 clusters Score: Raw -107596.242046 + Penalty 2290.443097 = -105305.798949 nChanged 70 SP:Iteration 2F (2842.710000 sec): 3 clusters Score: Raw -107651.104272 + Penalty 2290.443097 = -105360.661175 nChanged 42 SP:Iteration 3Q (2842.710000 sec): 3 clusters Score: Raw -107689.246448 + Penalty 2290.443097 = -105398.803351 nChanged 37 SP:Iteration 4Q (2842.710000 sec): 3 clusters Score: Raw -107725.543552 + Penalty 2290.443097 = -105435.100455 nChanged 36 SP:Iteration 5Q (2842.710000 sec): 3 clusters Score: Raw -107756.122011 + Penalty 2290.443097 = -105465.678914 nChanged 23 SP:Iteration 6Q (2842.720000 sec): 3 clusters Score: Raw -107783.806410 + Penalty 2290.443097 = -105493.363313 nChanged 21 SP:Iteration 7Q (2842.720000 sec): 3 clusters Score: Raw -107809.631340 + Penalty 2290.443097 = -105519.188243 nChanged 20 SP:Iteration 8Q (2842.720000 sec): 3 clusters Score: Raw -107824.708730 + Penalty 2290.443097 = -105534.265633 nChanged 7 SP:Iteration 9Q (2842.730000 sec): 3 clusters Score: Raw -107828.757653 + Penalty 2290.443097 = -105538.314556 nChanged 4 SP:Iteration 10Q (2842.730000 sec): 3 clusters Score: Raw -107831.950380 + Penalty 2290.443097 = -105541.507283 nChanged 5 SP:Iteration 11Q (2842.730000 sec): 3 clusters Score: Raw -107836.900846 + Penalty 2290.443097 = -105546.457749 nChanged 5 SP:Iteration 12Q (2842.730000 sec): 3 clusters Score: Raw -107839.936175 + Penalty 2290.443097 = -105549.493078 nChanged 1 SP:Iteration 13Q (2842.740000 sec): 3 clusters Score: Raw -107840.767904 + Penalty 2290.443097 = -105550.324808 nChanged 2 SP:Iteration 14Q (2842.740000 sec): 3 clusters Score: Raw -107841.862780 + Penalty 2290.443097 = -105551.419683 nChanged 2 SP:Iteration 15Q (2842.740000 sec): 3 clusters Score: Raw -107843.591178 + Penalty 2290.443097 = -105553.148081 nChanged 1 SP:Iteration 16Q (2842.750000 sec): 3 clusters Score: Raw -107845.591919 + Penalty 2290.443097 = -105555.148822 nChanged 3 SP:Iteration 17Q (2842.750000 sec): 3 clusters Score: Raw -107847.542866 + Penalty 2290.443097 = -105557.099769 nChanged 5 SP:Iteration 18Q (2842.750000 sec): 3 clusters Score: Raw -107853.369332 + Penalty 2290.443097 = -105562.926235 nChanged 3 SP:Iteration 19Q (2842.750000 sec): 3 clusters Score: Raw -107855.684601 + Penalty 2290.443097 = -105565.241504 nChanged 6 SP:Iteration 20F (2842.760000 sec): 3 clusters Score: Raw -107861.314751 + Penalty 2290.443097 = -105570.871654 nChanged 6 SP:Iteration 21Q (2842.760000 sec): 3 clusters Score: Raw -107867.463975 + Penalty 2290.443097 = -105577.020878 nChanged 10 SP:Iteration 22Q (2842.760000 sec): 3 clusters Score: Raw -107877.392084 + Penalty 2290.443097 = -105586.948987 nChanged 6 SP:Iteration 23Q (2842.770000 sec): 3 clusters Score: Raw -107881.663469 + Penalty 2290.443097 = -105591.220372 nChanged 2 SP:Iteration 24Q (2842.770000 sec): 3 clusters Score: Raw -107882.788330 + Penalty 2290.443097 = -105592.345233 nChanged 1 SP:Iteration 25Q (2842.770000 sec): 3 clusters Score: Raw -107883.301955 + Penalty 2290.443097 = -105592.858858 nChanged 2 SP:Iteration 26Q (2842.770000 sec): 3 clusters Score: Raw -107886.234702 + Penalty 2290.443097 = -105595.791605 nChanged 1 SP:Iteration 27Q (2842.780000 sec): 3 clusters Score: Raw -107886.497216 + Penalty 2290.443097 = -105596.054119 nChanged 0 SP:Iteration 28F (2842.780000 sec): 3 clusters Score: Raw -107886.497216 + Penalty 2290.443097 = -105596.054119 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2842.780000 sec): 2 clusters Score: Raw -55007.874572 + Penalty 1052.757817 = -53955.116755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2842.790000 sec): 3 clusters Score: Raw -54858.344803 + Penalty 2105.515634 = -52752.829169 nChanged 179 SP:Iteration 1F (2842.790000 sec): 3 clusters Score: Raw -55167.212298 + Penalty 2105.515634 = -53061.696664 nChanged 50 SP:Iteration 2F (2842.790000 sec): 3 clusters Score: Raw -55324.768216 + Penalty 2105.515634 = -53219.252582 nChanged 36 SP:Iteration 3F (2842.790000 sec): 3 clusters Score: Raw -55412.443377 + Penalty 2105.515634 = -53306.927743 nChanged 32 SP:Iteration 4Q (2842.790000 sec): 3 clusters Score: Raw -55481.248087 + Penalty 2105.515634 = -53375.732453 nChanged 17 SP:Iteration 5Q (2842.790000 sec): 3 clusters Score: Raw -55515.681221 + Penalty 2105.515634 = -53410.165587 nChanged 14 SP:Iteration 6Q (2842.790000 sec): 3 clusters Score: Raw -55543.478596 + Penalty 2105.515634 = -53437.962962 nChanged 7 SP:Iteration 7Q (2842.790000 sec): 3 clusters Score: Raw -55555.237108 + Penalty 2105.515634 = -53449.721475 nChanged 5 SP:Iteration 8Q (2842.800000 sec): 3 clusters Score: Raw -55559.765509 + Penalty 2105.515634 = -53454.249876 nChanged 3 SP:Iteration 9Q (2842.800000 sec): 3 clusters Score: Raw -55565.117955 + Penalty 2105.515634 = -53459.602322 nChanged 5 SP:Iteration 10Q (2842.800000 sec): 3 clusters Score: Raw -55571.732185 + Penalty 2105.515634 = -53466.216551 nChanged 5 SP:Iteration 11Q (2842.800000 sec): 3 clusters Score: Raw -55582.191181 + Penalty 2105.515634 = -53476.675547 nChanged 3 SP:Iteration 12Q (2842.800000 sec): 3 clusters Score: Raw -55589.938053 + Penalty 2105.515634 = -53484.422419 nChanged 4 SP:Iteration 13Q (2842.810000 sec): 3 clusters Score: Raw -55601.081341 + Penalty 2105.515634 = -53495.565707 nChanged 2 SP:Iteration 14Q (2842.810000 sec): 3 clusters Score: Raw -55608.400669 + Penalty 2105.515634 = -53502.885035 nChanged 2 SP:Iteration 15Q (2842.810000 sec): 3 clusters Score: Raw -55616.721036 + Penalty 2105.515634 = -53511.205402 nChanged 4 SP:Iteration 16Q (2842.810000 sec): 3 clusters Score: Raw -55627.809455 + Penalty 2105.515634 = -53522.293821 nChanged 5 SP:Iteration 17Q (2842.810000 sec): 3 clusters Score: Raw -55643.136054 + Penalty 2105.515634 = -53537.620420 nChanged 4 SP:Iteration 18Q (2842.810000 sec): 3 clusters Score: Raw -55652.131776 + Penalty 2105.515634 = -53546.616142 nChanged 11 SP:Iteration 19Q (2842.810000 sec): 3 clusters Score: Raw -55674.100796 + Penalty 2105.515634 = -53568.585162 nChanged 7 SP:Iteration 20F (2842.810000 sec): 3 clusters Score: Raw -55689.318144 + Penalty 2105.515634 = -53583.802510 nChanged 7 SP:Iteration 21Q (2842.810000 sec): 3 clusters Score: Raw -55706.254362 + Penalty 2105.515634 = -53600.738729 nChanged 7 SP:Iteration 22Q (2842.820000 sec): 3 clusters Score: Raw -55731.168554 + Penalty 2105.515634 = -53625.652921 nChanged 7 SP:Iteration 23Q (2842.820000 sec): 3 clusters Score: Raw -55752.950312 + Penalty 2105.515634 = -53647.434678 nChanged 4 SP:Iteration 24Q (2842.820000 sec): 3 clusters Score: Raw -55766.298132 + Penalty 2105.515634 = -53660.782498 nChanged 5 SP:Iteration 25Q (2842.820000 sec): 3 clusters Score: Raw -55775.307569 + Penalty 2105.515634 = -53669.791935 nChanged 4 SP:Iteration 26Q (2842.820000 sec): 3 clusters Score: Raw -55783.313038 + Penalty 2105.515634 = -53677.797405 nChanged 4 SP:Iteration 27Q (2842.820000 sec): 3 clusters Score: Raw -55796.009137 + Penalty 2105.515634 = -53690.493504 nChanged 4 SP:Iteration 28Q (2842.830000 sec): 3 clusters Score: Raw -55816.081748 + Penalty 2105.515634 = -53710.566114 nChanged 4 SP:Iteration 29Q (2842.830000 sec): 3 clusters Score: Raw -55823.304215 + Penalty 2105.515634 = -53717.788581 nChanged 4 SP:Iteration 30Q (2842.830000 sec): 3 clusters Score: Raw -55836.280872 + Penalty 2105.515634 = -53730.765238 nChanged 3 SP:Iteration 31Q (2842.830000 sec): 3 clusters Score: Raw -55839.874242 + Penalty 2105.515634 = -53734.358609 nChanged 3 SP:Iteration 32Q (2842.830000 sec): 3 clusters Score: Raw -55843.661178 + Penalty 2105.515634 = -53738.145544 nChanged 0 SP:Iteration 33F (2842.830000 sec): 3 clusters Score: Raw -55843.661178 + Penalty 2105.515634 = -53738.145544 nChanged 0 Iteration 139Q (2846.810000 sec): 30 clusters Score: Raw -78266094.499111 + Penalty 64176.573122 = -78201917.925989 nChanged 1841 Iteration 140F (2867.920000 sec): 30 clusters Score: Raw -78266160.813737 + Penalty 64176.573122 = -78201984.240615 nChanged 893 Iteration 141Q (2871.800000 sec): 30 clusters Score: Raw -78266197.340497 + Penalty 64176.573122 = -78202020.767375 nChanged 652 Iteration 142Q (2875.560000 sec): 30 clusters Score: Raw -78266232.100892 + Penalty 64176.573122 = -78202055.527770 nChanged 569 Iteration 143Q (2879.320000 sec): 30 clusters Score: Raw -78266270.551958 + Penalty 64176.573122 = -78202093.978837 nChanged 510 Iteration 144Q (2883.190000 sec): 30 clusters Score: Raw -78266308.856379 + Penalty 64176.573122 = -78202132.283258 nChanged 483 Iteration 145Q (2887.080000 sec): 30 clusters Score: Raw -78266338.743599 + Penalty 64176.573122 = -78202162.170477 nChanged 429 Iteration 146Q (2890.930000 sec): 30 clusters Score: Raw -78266366.259533 + Penalty 64176.573122 = -78202189.686412 nChanged 390 Iteration 147Q (2894.740000 sec): 30 clusters Score: Raw -78266385.960883 + Penalty 64176.573122 = -78202209.387762 nChanged 359 Iteration 148Q (2898.570000 sec): 30 clusters Score: Raw -78266403.921215 + Penalty 64176.573122 = -78202227.348093 nChanged 355 Iteration 149Q (2902.390000 sec): 30 clusters Score: Raw -78266419.803443 + Penalty 64176.573122 = -78202243.230321 nChanged 340 Iteration 150Q (2906.220000 sec): 30 clusters Score: Raw -78266433.512385 + Penalty 64176.573122 = -78202256.939263 nChanged 335 Iteration 151Q (2910.050000 sec): 30 clusters Score: Raw -78266445.322577 + Penalty 64176.573122 = -78202268.749456 nChanged 321 Iteration 152Q (2913.960000 sec): 30 clusters Score: Raw -78266454.216146 + Penalty 64176.573122 = -78202277.643024 nChanged 267 Iteration 153Q (2917.840000 sec): 30 clusters Score: Raw -78266463.188847 + Penalty 64176.573122 = -78202286.615726 nChanged 241 Iteration 154Q (2921.710000 sec): 30 clusters Score: Raw -78266470.340263 + Penalty 64176.573122 = -78202293.767141 nChanged 234 Iteration 155Q (2925.610000 sec): 30 clusters Score: Raw -78266476.399825 + Penalty 64176.573122 = -78202299.826703 nChanged 206 Iteration 156Q (2929.510000 sec): 30 clusters Score: Raw -78266482.338780 + Penalty 64176.573122 = -78202305.765658 nChanged 185 Iteration 157Q (2933.380000 sec): 30 clusters Score: Raw -78266486.985117 + Penalty 64176.573122 = -78202310.411995 nChanged 169 Iteration 158Q (2937.240000 sec): 30 clusters Score: Raw -78266491.905401 + Penalty 64176.573122 = -78202315.332280 nChanged 162 Iteration 159Q (2941.110000 sec): 30 clusters Score: Raw -78266497.560476 + Penalty 64176.573122 = -78202320.987354 nChanged 153 Iteration 160F (2962.460000 sec): 30 clusters Score: Raw -78266504.554082 + Penalty 64176.573122 = -78202327.980961 nChanged 171 Iteration 161Q (2966.370000 sec): 30 clusters Score: Raw -78266513.151582 + Penalty 64176.573122 = -78202336.578460 nChanged 144 Iteration 162Q (2970.290000 sec): 30 clusters Score: Raw -78266519.296225 + Penalty 64176.573122 = -78202342.723103 nChanged 159 Iteration 163Q (2974.120000 sec): 30 clusters Score: Raw -78266525.946872 + Penalty 64176.573122 = -78202349.373750 nChanged 183 Iteration 164Q (2977.970000 sec): 30 clusters Score: Raw -78266532.676382 + Penalty 64176.573122 = -78202356.103261 nChanged 160 Iteration 165Q (2981.800000 sec): 30 clusters Score: Raw -78266540.416995 + Penalty 64176.573122 = -78202363.843873 nChanged 158 Iteration 166Q (2985.630000 sec): 30 clusters Score: Raw -78266548.094494 + Penalty 64176.573122 = -78202371.521373 nChanged 166 Iteration 167Q (2989.460000 sec): 30 clusters Score: Raw -78266553.268554 + Penalty 64176.573122 = -78202376.695432 nChanged 152 Iteration 168Q (2993.350000 sec): 30 clusters Score: Raw -78266557.837984 + Penalty 64176.573122 = -78202381.264862 nChanged 143 Iteration 169Q (2997.270000 sec): 30 clusters Score: Raw -78266561.562015 + Penalty 64176.573122 = -78202384.988893 nChanged 132 Iteration 170Q (3001.130000 sec): 30 clusters Score: Raw -78266564.592725 + Penalty 64176.573122 = -78202388.019603 nChanged 130 Iteration 171Q (3005.020000 sec): 30 clusters Score: Raw -78266566.996459 + Penalty 64176.573122 = -78202390.423338 nChanged 115 Iteration 172Q (3008.930000 sec): 30 clusters Score: Raw -78266569.314977 + Penalty 64176.573122 = -78202392.741855 nChanged 91 Iteration 173Q (3012.830000 sec): 30 clusters Score: Raw -78266571.555819 + Penalty 64176.573122 = -78202394.982697 nChanged 86 Iteration 174Q (3016.720000 sec): 30 clusters Score: Raw -78266573.089811 + Penalty 64176.573122 = -78202396.516689 nChanged 77 Iteration 175Q (3020.590000 sec): 30 clusters Score: Raw -78266574.458600 + Penalty 64176.573122 = -78202397.885478 nChanged 68 Iteration 176Q (3024.490000 sec): 30 clusters Score: Raw -78266575.613712 + Penalty 64176.573122 = -78202399.040590 nChanged 63 Iteration 177Q (3028.400000 sec): 30 clusters Score: Raw -78266576.646154 + Penalty 64176.573122 = -78202400.073033 nChanged 47 Iteration 178Q (3032.280000 sec): 30 clusters Score: Raw -78266577.472576 + Penalty 64176.573122 = -78202400.899454 nChanged 53 Writing temp clu file Compute initial score before splitting: Score: Raw -78266577.472576 + Penalty 64176.573122 = -78202400.899454 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.390000 sec): 2 clusters Score: Raw -32664.284704 + Penalty 960.063477 = -31704.221226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.390000 sec): 3 clusters Score: Raw -32665.088035 + Penalty 1920.126955 = -30744.961080 nChanged 65 SP:Iteration 1F (3032.390000 sec): 3 clusters Score: Raw -32775.721573 + Penalty 1920.126955 = -30855.594618 nChanged 21 SP:Iteration 2F (3032.400000 sec): 3 clusters Score: Raw -32826.467123 + Penalty 1920.126955 = -30906.340168 nChanged 7 SP:Iteration 3Q (3032.400000 sec): 3 clusters Score: Raw -32844.292074 + Penalty 1920.126955 = -30924.165119 nChanged 5 SP:Iteration 4Q (3032.400000 sec): 3 clusters Score: Raw -32855.767564 + Penalty 1920.126955 = -30935.640610 nChanged 5 SP:Iteration 5Q (3032.400000 sec): 3 clusters Score: Raw -32866.845052 + Penalty 1920.126955 = -30946.718097 nChanged 3 SP:Iteration 6Q (3032.400000 sec): 3 clusters Score: Raw -32877.301262 + Penalty 1920.126955 = -30957.174307 nChanged 1 SP:Iteration 7Q (3032.400000 sec): 3 clusters Score: Raw -32878.378948 + Penalty 1920.126955 = -30958.251993 nChanged 0 SP:Iteration 8F (3032.400000 sec): 3 clusters Score: Raw -32878.378948 + Penalty 1920.126955 = -30958.251993 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.410000 sec): 2 clusters Score: Raw -35258.646113 + Penalty 985.742565 = -34272.903548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.410000 sec): 3 clusters Score: Raw -35298.223890 + Penalty 1971.485129 = -33326.738761 nChanged 107 SP:Iteration 1F (3032.410000 sec): 3 clusters Score: Raw -35597.754533 + Penalty 1971.485129 = -33626.269404 nChanged 33 SP:Iteration 2F (3032.410000 sec): 3 clusters Score: Raw -35706.972026 + Penalty 1971.485129 = -33735.486897 nChanged 21 SP:Iteration 3Q (3032.410000 sec): 3 clusters Score: Raw -35747.609579 + Penalty 1971.485129 = -33776.124449 nChanged 14 SP:Iteration 4Q (3032.410000 sec): 3 clusters Score: Raw -35780.878168 + Penalty 1971.485129 = -33809.393039 nChanged 5 SP:Iteration 5Q (3032.410000 sec): 3 clusters Score: Raw -35790.316049 + Penalty 1971.485129 = -33818.830920 nChanged 4 SP:Iteration 6Q (3032.410000 sec): 3 clusters Score: Raw -35805.362858 + Penalty 1971.485129 = -33833.877729 nChanged 1 SP:Iteration 7Q (3032.410000 sec): 3 clusters Score: Raw -35806.468493 + Penalty 1971.485129 = -33834.983364 nChanged 1 SP:Iteration 8Q (3032.410000 sec): 3 clusters Score: Raw -35809.012908 + Penalty 1971.485129 = -33837.527778 nChanged 1 SP:Iteration 9Q (3032.410000 sec): 3 clusters Score: Raw -35809.921546 + Penalty 1971.485129 = -33838.436417 nChanged 0 SP:Iteration 10F (3032.420000 sec): 3 clusters Score: Raw -35809.921546 + Penalty 1971.485129 = -33838.436417 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15403 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3032.470000 sec): 2 clusters Score: Raw -1542013.341941 + Penalty 1566.876606 = -1540446.465336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3032.500000 sec): 3 clusters Score: Raw -1532953.047569 + Penalty 3133.753212 = -1529819.294358 nChanged 6855 SP:Iteration 1F (3032.540000 sec): 3 clusters Score: Raw -1536539.111881 + Penalty 3133.753212 = -1533405.358669 nChanged 773 SP:Iteration 2F (3032.580000 sec): 3 clusters Score: Raw -1536805.903717 + Penalty 3133.753212 = -1533672.150505 nChanged 696 SP:Iteration 3Q (3032.620000 sec): 3 clusters Score: Raw -1537077.320803 + Penalty 3133.753212 = -1533943.567591 nChanged 715 SP:Iteration 4Q (3032.660000 sec): 3 clusters Score: Raw -1537404.839379 + Penalty 3133.753212 = -1534271.086168 nChanged 796 SP:Iteration 5F (3032.700000 sec): 3 clusters Score: Raw -1537833.870707 + Penalty 3133.753212 = -1534700.117496 nChanged 925 SP:Iteration 6F (3032.730000 sec): 3 clusters Score: Raw -1538435.429811 + Penalty 3133.753212 = -1535301.676599 nChanged 1068 SP:Iteration 7F (3032.770000 sec): 3 clusters Score: Raw -1539277.173258 + Penalty 3133.753212 = -1536143.420047 nChanged 1081 SP:Iteration 8F (3032.810000 sec): 3 clusters Score: Raw -1540256.357903 + Penalty 3133.753212 = -1537122.604691 nChanged 890 SP:Iteration 9F (3032.850000 sec): 3 clusters Score: Raw -1541137.195005 + Penalty 3133.753212 = -1538003.441794 nChanged 546 SP:Iteration 10Q (3032.890000 sec): 3 clusters Score: Raw -1541681.087268 + Penalty 3133.753212 = -1538547.334056 nChanged 258 SP:Iteration 11Q (3032.920000 sec): 3 clusters Score: Raw -1541963.630908 + Penalty 3133.753212 = -1538829.877696 nChanged 106 SP:Iteration 12Q (3032.950000 sec): 3 clusters Score: Raw -1542094.374252 + Penalty 3133.753212 = -1538960.621040 nChanged 56 SP:Iteration 13Q (3032.980000 sec): 3 clusters Score: Raw -1542149.460269 + Penalty 3133.753212 = -1539015.707058 nChanged 20 SP:Iteration 14Q (3033.010000 sec): 3 clusters Score: Raw -1542170.552687 + Penalty 3133.753212 = -1539036.799475 nChanged 13 SP:Iteration 15Q (3033.030000 sec): 3 clusters Score: Raw -1542185.859578 + Penalty 3133.753212 = -1539052.106366 nChanged 9 SP:Iteration 16Q (3033.060000 sec): 3 clusters Score: Raw -1542193.628995 + Penalty 3133.753212 = -1539059.875783 nChanged 4 SP:Iteration 17Q (3033.090000 sec): 3 clusters Score: Raw -1542202.479875 + Penalty 3133.753212 = -1539068.726664 nChanged 6 SP:Iteration 18Q (3033.120000 sec): 3 clusters Score: Raw -1542213.179555 + Penalty 3133.753212 = -1539079.426343 nChanged 7 SP:Iteration 19Q (3033.140000 sec): 3 clusters Score: Raw -1542220.463647 + Penalty 3133.753212 = -1539086.710436 nChanged 6 SP:Iteration 20F (3033.180000 sec): 3 clusters Score: Raw -1542226.789098 + Penalty 3133.753212 = -1539093.035886 nChanged 2 SP:Iteration 21Q (3033.210000 sec): 3 clusters Score: Raw -1542228.564161 + Penalty 3133.753212 = -1539094.810949 nChanged 0 SP:Iteration 22F (3033.250000 sec): 3 clusters Score: Raw -1542228.564161 + Penalty 3133.753212 = -1539094.810949 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3033.270000 sec): 2 clusters Score: Raw -833178.471961 + Penalty 1467.416650 = -831711.055311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3033.290000 sec): 3 clusters Score: Raw -828551.114856 + Penalty 2934.833301 = -825616.281555 nChanged 3548 SP:Iteration 1F (3033.310000 sec): 3 clusters Score: Raw -830349.404518 + Penalty 2934.833301 = -827414.571217 nChanged 488 SP:Iteration 2F (3033.330000 sec): 3 clusters Score: Raw -830565.707098 + Penalty 2934.833301 = -827630.873797 nChanged 417 SP:Iteration 3Q (3033.350000 sec): 3 clusters Score: Raw -830773.978043 + Penalty 2934.833301 = -827839.144742 nChanged 407 SP:Iteration 4Q (3033.380000 sec): 3 clusters Score: Raw -830974.266226 + Penalty 2934.833301 = -828039.432925 nChanged 316 SP:Iteration 5Q (3033.400000 sec): 3 clusters Score: Raw -831130.579436 + Penalty 2934.833301 = -828195.746135 nChanged 308 SP:Iteration 6Q (3033.420000 sec): 3 clusters Score: Raw -831275.791805 + Penalty 2934.833301 = -828340.958505 nChanged 295 SP:Iteration 7Q (3033.440000 sec): 3 clusters Score: Raw -831422.110846 + Penalty 2934.833301 = -828487.277545 nChanged 322 SP:Iteration 8Q (3033.460000 sec): 3 clusters Score: Raw -831581.622568 + Penalty 2934.833301 = -828646.789267 nChanged 301 SP:Iteration 9Q (3033.480000 sec): 3 clusters Score: Raw -831724.137610 + Penalty 2934.833301 = -828789.304309 nChanged 282 SP:Iteration 10Q (3033.500000 sec): 3 clusters Score: Raw -831849.543718 + Penalty 2934.833301 = -828914.710417 nChanged 237 SP:Iteration 11Q (3033.520000 sec): 3 clusters Score: Raw -831940.817505 + Penalty 2934.833301 = -829005.984204 nChanged 194 SP:Iteration 12Q (3033.540000 sec): 3 clusters Score: Raw -832011.645105 + Penalty 2934.833301 = -829076.811804 nChanged 183 SP:Iteration 13Q (3033.560000 sec): 3 clusters Score: Raw -832084.904604 + Penalty 2934.833301 = -829150.071304 nChanged 183 SP:Iteration 14Q (3033.580000 sec): 3 clusters Score: Raw -832153.993269 + Penalty 2934.833301 = -829219.159968 nChanged 177 SP:Iteration 15Q (3033.600000 sec): 3 clusters Score: Raw -832230.086578 + Penalty 2934.833301 = -829295.253277 nChanged 169 SP:Iteration 16Q (3033.620000 sec): 3 clusters Score: Raw -832292.535832 + Penalty 2934.833301 = -829357.702531 nChanged 161 SP:Iteration 17Q (3033.640000 sec): 3 clusters Score: Raw -832357.595981 + Penalty 2934.833301 = -829422.762680 nChanged 170 SP:Iteration 18Q (3033.660000 sec): 3 clusters Score: Raw -832417.576894 + Penalty 2934.833301 = -829482.743594 nChanged 138 SP:Iteration 19Q (3033.680000 sec): 3 clusters Score: Raw -832470.376945 + Penalty 2934.833301 = -829535.543644 nChanged 136 SP:Iteration 20F (3033.700000 sec): 3 clusters Score: Raw -832520.318329 + Penalty 2934.833301 = -829585.485028 nChanged 135 SP:Iteration 21Q (3033.720000 sec): 3 clusters Score: Raw -832570.139332 + Penalty 2934.833301 = -829635.306031 nChanged 124 SP:Iteration 22Q (3033.740000 sec): 3 clusters Score: Raw -832609.357355 + Penalty 2934.833301 = -829674.524054 nChanged 104 SP:Iteration 23Q (3033.760000 sec): 3 clusters Score: Raw -832645.393029 + Penalty 2934.833301 = -829710.559728 nChanged 110 SP:Iteration 24Q (3033.780000 sec): 3 clusters Score: Raw -832683.736314 + Penalty 2934.833301 = -829748.903013 nChanged 109 SP:Iteration 25Q (3033.800000 sec): 3 clusters Score: Raw -832724.247128 + Penalty 2934.833301 = -829789.413828 nChanged 102 SP:Iteration 26Q (3033.820000 sec): 3 clusters Score: Raw -832764.247664 + Penalty 2934.833301 = -829829.414364 nChanged 112 SP:Iteration 27Q (3033.840000 sec): 3 clusters Score: Raw -832803.831777 + Penalty 2934.833301 = -829868.998477 nChanged 87 SP:Iteration 28Q (3033.860000 sec): 3 clusters Score: Raw -832835.054052 + Penalty 2934.833301 = -829900.220752 nChanged 89 SP:Iteration 29Q (3033.880000 sec): 3 clusters Score: Raw -832865.227616 + Penalty 2934.833301 = -829930.394315 nChanged 91 SP:Iteration 30Q (3033.890000 sec): 3 clusters Score: Raw -832893.633280 + Penalty 2934.833301 = -829958.799979 nChanged 75 SP:Iteration 31Q (3033.910000 sec): 3 clusters Score: Raw -832920.401510 + Penalty 2934.833301 = -829985.568209 nChanged 76 SP:Iteration 32Q (3033.930000 sec): 3 clusters Score: Raw -832950.008216 + Penalty 2934.833301 = -830015.174915 nChanged 76 SP:Iteration 33Q (3033.950000 sec): 3 clusters Score: Raw -832978.606629 + Penalty 2934.833301 = -830043.773328 nChanged 65 SP:Iteration 34Q (3033.970000 sec): 3 clusters Score: Raw -833001.003539 + Penalty 2934.833301 = -830066.170238 nChanged 58 SP:Iteration 35Q (3033.990000 sec): 3 clusters Score: Raw -833023.063941 + Penalty 2934.833301 = -830088.230640 nChanged 62 SP:Iteration 36Q (3034.010000 sec): 3 clusters Score: Raw -833047.654106 + Penalty 2934.833301 = -830112.820805 nChanged 64 SP:Iteration 37Q (3034.020000 sec): 3 clusters Score: Raw -833071.973357 + Penalty 2934.833301 = -830137.140056 nChanged 55 SP:Iteration 38Q (3034.040000 sec): 3 clusters Score: Raw -833093.349514 + Penalty 2934.833301 = -830158.516213 nChanged 49 SP:Iteration 39Q (3034.060000 sec): 3 clusters Score: Raw -833111.759429 + Penalty 2934.833301 = -830176.926129 nChanged 50 SP:Iteration 40F (3034.080000 sec): 3 clusters Score: Raw -833133.829113 + Penalty 2934.833301 = -830198.995812 nChanged 57 SP:Iteration 41Q (3034.100000 sec): 3 clusters Score: Raw -833157.300088 + Penalty 2934.833301 = -830222.466787 nChanged 41 SP:Iteration 42Q (3034.110000 sec): 3 clusters Score: Raw -833171.723766 + Penalty 2934.833301 = -830236.890465 nChanged 36 SP:Iteration 43Q (3034.130000 sec): 3 clusters Score: Raw -833183.473504 + Penalty 2934.833301 = -830248.640203 nChanged 33 SP:Iteration 44Q (3034.150000 sec): 3 clusters Score: Raw -833195.825826 + Penalty 2934.833301 = -830260.992525 nChanged 29 SP:Iteration 45Q (3034.170000 sec): 3 clusters Score: Raw -833208.063048 + Penalty 2934.833301 = -830273.229748 nChanged 29 SP:Iteration 46Q (3034.190000 sec): 3 clusters Score: Raw -833219.454402 + Penalty 2934.833301 = -830284.621102 nChanged 29 SP:Iteration 47Q (3034.210000 sec): 3 clusters Score: Raw -833229.363355 + Penalty 2934.833301 = -830294.530054 nChanged 28 SP:Iteration 48Q (3034.220000 sec): 3 clusters Score: Raw -833240.559264 + Penalty 2934.833301 = -830305.725963 nChanged 24 SP:Iteration 49Q (3034.240000 sec): 3 clusters Score: Raw -833249.322556 + Penalty 2934.833301 = -830314.489256 nChanged 22 SP:Iteration 50Q (3034.260000 sec): 3 clusters Score: Raw -833255.962661 + Penalty 2934.833301 = -830321.129360 nChanged 17 SP:Iteration 51Q (3034.280000 sec): 3 clusters Score: Raw -833262.664964 + Penalty 2934.833301 = -830327.831663 nChanged 16 SP:Iteration 52Q (3034.290000 sec): 3 clusters Score: Raw -833269.405457 + Penalty 2934.833301 = -830334.572156 nChanged 16 SP:Iteration 53Q (3034.310000 sec): 3 clusters Score: Raw -833274.834114 + Penalty 2934.833301 = -830340.000813 nChanged 13 SP:Iteration 54Q (3034.330000 sec): 3 clusters Score: Raw -833279.573166 + Penalty 2934.833301 = -830344.739865 nChanged 9 SP:Iteration 55Q (3034.340000 sec): 3 clusters Score: Raw -833283.289723 + Penalty 2934.833301 = -830348.456422 nChanged 10 SP:Iteration 56Q (3034.360000 sec): 3 clusters Score: Raw -833286.573707 + Penalty 2934.833301 = -830351.740406 nChanged 11 SP:Iteration 57Q (3034.380000 sec): 3 clusters Score: Raw -833290.896375 + Penalty 2934.833301 = -830356.063074 nChanged 5 SP:Iteration 58Q (3034.400000 sec): 3 clusters Score: Raw -833293.184661 + Penalty 2934.833301 = -830358.351360 nChanged 9 SP:Iteration 59Q (3034.410000 sec): 3 clusters Score: Raw -833296.854332 + Penalty 2934.833301 = -830362.021031 nChanged 8 SP:Iteration 60F (3034.430000 sec): 3 clusters Score: Raw -833300.096609 + Penalty 2934.833301 = -830365.263308 nChanged 8 SP:Iteration 61Q (3034.450000 sec): 3 clusters Score: Raw -833302.571109 + Penalty 2934.833301 = -830367.737808 nChanged 3 SP:Iteration 62Q (3034.470000 sec): 3 clusters Score: Raw -833303.290175 + Penalty 2934.833301 = -830368.456874 nChanged 3 SP:Iteration 63Q (3034.480000 sec): 3 clusters Score: Raw -833304.372804 + Penalty 2934.833301 = -830369.539503 nChanged 5 SP:Iteration 64Q (3034.500000 sec): 3 clusters Score: Raw -833305.507402 + Penalty 2934.833301 = -830370.674101 nChanged 4 SP:Iteration 65Q (3034.520000 sec): 3 clusters Score: Raw -833306.592926 + Penalty 2934.833301 = -830371.759625 nChanged 9 SP:Iteration 66Q (3034.530000 sec): 3 clusters Score: Raw -833309.666648 + Penalty 2934.833301 = -830374.833347 nChanged 7 SP:Iteration 67Q (3034.550000 sec): 3 clusters Score: Raw -833312.052142 + Penalty 2934.833301 = -830377.218841 nChanged 4 SP:Iteration 68Q (3034.560000 sec): 3 clusters Score: Raw -833313.319973 + Penalty 2934.833301 = -830378.486672 nChanged 3 SP:Iteration 69Q (3034.580000 sec): 3 clusters Score: Raw -833314.598076 + Penalty 2934.833301 = -830379.764775 nChanged 5 SP:Iteration 70Q (3034.600000 sec): 3 clusters Score: Raw -833316.673572 + Penalty 2934.833301 = -830381.840272 nChanged 4 SP:Iteration 71Q (3034.610000 sec): 3 clusters Score: Raw -833317.681369 + Penalty 2934.833301 = -830382.848068 nChanged 5 SP:Iteration 72Q (3034.630000 sec): 3 clusters Score: Raw -833319.534048 + Penalty 2934.833301 = -830384.700747 nChanged 4 SP:Iteration 73Q (3034.640000 sec): 3 clusters Score: Raw -833321.614276 + Penalty 2934.833301 = -830386.780976 nChanged 3 SP:Iteration 74Q (3034.660000 sec): 3 clusters Score: Raw -833322.754281 + Penalty 2934.833301 = -830387.920980 nChanged 3 SP:Iteration 75Q (3034.680000 sec): 3 clusters Score: Raw -833324.912645 + Penalty 2934.833301 = -830390.079344 nChanged 4 SP:Iteration 76Q (3034.690000 sec): 3 clusters Score: Raw -833326.516952 + Penalty 2934.833301 = -830391.683651 nChanged 2 SP:Iteration 77Q (3034.710000 sec): 3 clusters Score: Raw -833326.841879 + Penalty 2934.833301 = -830392.008579 nChanged 2 SP:Iteration 78Q (3034.730000 sec): 3 clusters Score: Raw -833327.666435 + Penalty 2934.833301 = -830392.833134 nChanged 2 SP:Iteration 79Q (3034.740000 sec): 3 clusters Score: Raw -833328.391773 + Penalty 2934.833301 = -830393.558473 nChanged 2 SP:Iteration 80F (3034.760000 sec): 3 clusters Score: Raw -833329.050723 + Penalty 2934.833301 = -830394.217422 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (91440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3035.040000 sec): 2 clusters Score: Raw -8914123.632025 + Penalty 1856.308724 = -8912267.323301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3035.280000 sec): 3 clusters Score: Raw -8854700.583382 + Penalty 3712.617447 = -8850987.965935 nChanged 43694 SP:Iteration 1F (3035.520000 sec): 3 clusters Score: Raw -8879919.328795 + Penalty 3712.617447 = -8876206.711348 nChanged 2837 SP:Iteration 2Q (3035.760000 sec): 3 clusters Score: Raw -8880659.940777 + Penalty 3712.617447 = -8876947.323330 nChanged 3127 SP:Iteration 3Q (3036.000000 sec): 3 clusters Score: Raw -8881687.517046 + Penalty 3712.617447 = -8877974.899599 nChanged 3643 SP:Iteration 4Q (3036.250000 sec): 3 clusters Score: Raw -8883238.493199 + Penalty 3712.617447 = -8879525.875752 nChanged 4570 SP:Iteration 5Q (3036.490000 sec): 3 clusters Score: Raw -8885656.513397 + Penalty 3712.617447 = -8881943.895950 nChanged 5555 SP:Iteration 6F (3036.730000 sec): 3 clusters Score: Raw -8889146.176066 + Penalty 3712.617447 = -8885433.558619 nChanged 6486 SP:Iteration 7F (3036.970000 sec): 3 clusters Score: Raw -8893789.875993 + Penalty 3712.617447 = -8890077.258546 nChanged 6891 SP:Iteration 8F (3037.210000 sec): 3 clusters Score: Raw -8899311.122757 + Penalty 3712.617447 = -8895598.505310 nChanged 6498 SP:Iteration 9F (3037.450000 sec): 3 clusters Score: Raw -8905045.533046 + Penalty 3712.617447 = -8901332.915599 nChanged 5024 SP:Iteration 10F (3037.690000 sec): 3 clusters Score: Raw -8909776.432929 + Penalty 3712.617447 = -8906063.815482 nChanged 2963 SP:Iteration 11Q (3037.900000 sec): 3 clusters Score: Raw -8912540.603969 + Penalty 3712.617447 = -8908827.986522 nChanged 1229 SP:Iteration 12Q (3038.100000 sec): 3 clusters Score: Raw -8913701.120256 + Penalty 3712.617447 = -8909988.502809 nChanged 399 SP:Iteration 13Q (3038.280000 sec): 3 clusters Score: Raw -8914193.381986 + Penalty 3712.617447 = -8910480.764539 nChanged 150 SP:Iteration 14Q (3038.450000 sec): 3 clusters Score: Raw -8914381.898819 + Penalty 3712.617447 = -8910669.281372 nChanged 84 SP:Iteration 15Q (3038.610000 sec): 3 clusters Score: Raw -8914466.514607 + Penalty 3712.617447 = -8910753.897160 nChanged 59 SP:Iteration 16Q (3038.780000 sec): 3 clusters Score: Raw -8914512.610473 + Penalty 3712.617447 = -8910799.993026 nChanged 44 SP:Iteration 17Q (3038.940000 sec): 3 clusters Score: Raw -8914542.232034 + Penalty 3712.617447 = -8910829.614587 nChanged 32 SP:Iteration 18Q (3039.100000 sec): 3 clusters Score: Raw -8914566.052059 + Penalty 3712.617447 = -8910853.434612 nChanged 24 SP:Iteration 19Q (3039.270000 sec): 3 clusters Score: Raw -8914579.742136 + Penalty 3712.617447 = -8910867.124689 nChanged 19 SP:Iteration 20F (3039.500000 sec): 3 clusters Score: Raw -8914590.763601 + Penalty 3712.617447 = -8910878.146154 nChanged 11 SP:Iteration 21Q (3039.660000 sec): 3 clusters Score: Raw -8914599.613338 + Penalty 3712.617447 = -8910886.995891 nChanged 14 SP:Iteration 22Q (3039.830000 sec): 3 clusters Score: Raw -8914607.900621 + Penalty 3712.617447 = -8910895.283174 nChanged 13 SP:Iteration 23Q (3040.010000 sec): 3 clusters Score: Raw -8914614.811261 + Penalty 3712.617447 = -8910902.193814 nChanged 11 SP:Iteration 24Q (3040.170000 sec): 3 clusters Score: Raw -8914620.115801 + Penalty 3712.617447 = -8910907.498354 nChanged 11 SP:Iteration 25Q (3040.340000 sec): 3 clusters Score: Raw -8914624.188860 + Penalty 3712.617447 = -8910911.571413 nChanged 5 SP:Iteration 26Q (3040.500000 sec): 3 clusters Score: Raw -8914625.949680 + Penalty 3712.617447 = -8910913.332233 nChanged 5 SP:Iteration 27Q (3040.680000 sec): 3 clusters Score: Raw -8914628.175499 + Penalty 3712.617447 = -8910915.558052 nChanged 5 SP:Iteration 28Q (3040.840000 sec): 3 clusters Score: Raw -8914630.326811 + Penalty 3712.617447 = -8910917.709364 nChanged 2 SP:Iteration 29Q (3041.000000 sec): 3 clusters Score: Raw -8914631.462271 + Penalty 3712.617447 = -8910918.844824 nChanged 5 SP:Iteration 30Q (3041.160000 sec): 3 clusters Score: Raw -8914634.161690 + Penalty 3712.617447 = -8910921.544243 nChanged 2 SP:Iteration 31Q (3041.330000 sec): 3 clusters Score: Raw -8914634.550171 + Penalty 3712.617447 = -8910921.932724 nChanged 1 SP:Iteration 32Q (3041.490000 sec): 3 clusters Score: Raw -8914635.161053 + Penalty 3712.617447 = -8910922.543606 nChanged 1 SP:Iteration 33Q (3041.650000 sec): 3 clusters Score: Raw -8914635.824489 + Penalty 3712.617447 = -8910923.207042 nChanged 1 SP:Iteration 34Q (3041.820000 sec): 3 clusters Score: Raw -8914636.494390 + Penalty 3712.617447 = -8910923.876943 nChanged 1 SP:Iteration 35Q (3041.980000 sec): 3 clusters Score: Raw -8914636.782291 + Penalty 3712.617447 = -8910924.164844 nChanged 1 SP:Iteration 36Q (3042.140000 sec): 3 clusters Score: Raw -8914636.965613 + Penalty 3712.617447 = -8910924.348166 nChanged 1 SP:Iteration 37Q (3042.300000 sec): 3 clusters Score: Raw -8914637.260458 + Penalty 3712.617447 = -8910924.643011 nChanged 1 SP:Iteration 38Q (3042.460000 sec): 3 clusters Score: Raw -8914637.897268 + Penalty 3712.617447 = -8910925.279821 nChanged 0 SP:Iteration 39F (3042.700000 sec): 3 clusters Score: Raw -8914637.897268 + Penalty 3712.617447 = -8910925.279821 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3042.760000 sec): 2 clusters Score: Raw -443764.956852 + Penalty 1379.094272 = -442385.862579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3042.770000 sec): 3 clusters Score: Raw -441255.882704 + Penalty 2758.188545 = -438497.694159 nChanged 1929 SP:Iteration 1F (3042.780000 sec): 3 clusters Score: Raw -442293.726609 + Penalty 2758.188545 = -439535.538065 nChanged 353 SP:Iteration 2F (3042.800000 sec): 3 clusters Score: Raw -442465.632615 + Penalty 2758.188545 = -439707.444070 nChanged 257 SP:Iteration 3F (3042.810000 sec): 3 clusters Score: Raw -442618.048673 + Penalty 2758.188545 = -439859.860128 nChanged 259 SP:Iteration 4F (3042.820000 sec): 3 clusters Score: Raw -442775.595614 + Penalty 2758.188545 = -440017.407069 nChanged 226 SP:Iteration 5Q (3042.830000 sec): 3 clusters Score: Raw -442920.051058 + Penalty 2758.188545 = -440161.862513 nChanged 229 SP:Iteration 6Q (3042.840000 sec): 3 clusters Score: Raw -443080.854938 + Penalty 2758.188545 = -440322.666394 nChanged 255 SP:Iteration 7F (3042.860000 sec): 3 clusters Score: Raw -443249.853935 + Penalty 2758.188545 = -440491.665390 nChanged 224 SP:Iteration 8Q (3042.870000 sec): 3 clusters Score: Raw -443405.013094 + Penalty 2758.188545 = -440646.824549 nChanged 203 SP:Iteration 9Q (3042.880000 sec): 3 clusters Score: Raw -443545.974165 + Penalty 2758.188545 = -440787.785621 nChanged 150 SP:Iteration 10Q (3042.890000 sec): 3 clusters Score: Raw -443653.140242 + Penalty 2758.188545 = -440894.951697 nChanged 138 SP:Iteration 11Q (3042.900000 sec): 3 clusters Score: Raw -443748.345957 + Penalty 2758.188545 = -440990.157412 nChanged 108 SP:Iteration 12Q (3042.920000 sec): 3 clusters Score: Raw -443842.400297 + Penalty 2758.188545 = -441084.211752 nChanged 99 SP:Iteration 13Q (3042.930000 sec): 3 clusters Score: Raw -443925.506206 + Penalty 2758.188545 = -441167.317661 nChanged 76 SP:Iteration 14Q (3042.940000 sec): 3 clusters Score: Raw -443974.822473 + Penalty 2758.188545 = -441216.633928 nChanged 63 SP:Iteration 15Q (3042.950000 sec): 3 clusters Score: Raw -444004.672954 + Penalty 2758.188545 = -441246.484409 nChanged 34 SP:Iteration 16Q (3042.960000 sec): 3 clusters Score: Raw -444020.583490 + Penalty 2758.188545 = -441262.394945 nChanged 18 SP:Iteration 17Q (3042.970000 sec): 3 clusters Score: Raw -444028.005411 + Penalty 2758.188545 = -441269.816866 nChanged 10 SP:Iteration 18Q (3042.980000 sec): 3 clusters Score: Raw -444031.625067 + Penalty 2758.188545 = -441273.436522 nChanged 6 SP:Iteration 19Q (3043.000000 sec): 3 clusters Score: Raw -444034.810434 + Penalty 2758.188545 = -441276.621889 nChanged 10 SP:Iteration 20F (3043.010000 sec): 3 clusters Score: Raw -444042.235316 + Penalty 2758.188545 = -441284.046771 nChanged 17 SP:Iteration 21Q (3043.020000 sec): 3 clusters Score: Raw -444055.085034 + Penalty 2758.188545 = -441296.896489 nChanged 19 SP:Iteration 22Q (3043.030000 sec): 3 clusters Score: Raw -444074.121963 + Penalty 2758.188545 = -441315.933418 nChanged 32 SP:Iteration 23Q (3043.040000 sec): 3 clusters Score: Raw -444104.321886 + Penalty 2758.188545 = -441346.133341 nChanged 29 SP:Iteration 24Q (3043.050000 sec): 3 clusters Score: Raw -444126.749147 + Penalty 2758.188545 = -441368.560603 nChanged 28 SP:Iteration 25Q (3043.060000 sec): 3 clusters Score: Raw -444156.184336 + Penalty 2758.188545 = -441397.995791 nChanged 26 SP:Iteration 26Q (3043.070000 sec): 3 clusters Score: Raw -444178.856125 + Penalty 2758.188545 = -441420.667580 nChanged 20 SP:Iteration 27Q (3043.080000 sec): 3 clusters Score: Raw -444192.930580 + Penalty 2758.188545 = -441434.742035 nChanged 17 SP:Iteration 28Q (3043.090000 sec): 3 clusters Score: Raw -444203.597220 + Penalty 2758.188545 = -441445.408675 nChanged 13 SP:Iteration 29Q (3043.100000 sec): 3 clusters Score: Raw -444210.695960 + Penalty 2758.188545 = -441452.507415 nChanged 7 SP:Iteration 30Q (3043.110000 sec): 3 clusters Score: Raw -444212.598983 + Penalty 2758.188545 = -441454.410438 nChanged 7 SP:Iteration 31Q (3043.120000 sec): 3 clusters Score: Raw -444214.766905 + Penalty 2758.188545 = -441456.578361 nChanged 5 SP:Iteration 32Q (3043.130000 sec): 3 clusters Score: Raw -444217.328568 + Penalty 2758.188545 = -441459.140023 nChanged 4 SP:Iteration 33Q (3043.140000 sec): 3 clusters Score: Raw -444218.235207 + Penalty 2758.188545 = -441460.046662 nChanged 2 SP:Iteration 34Q (3043.150000 sec): 3 clusters Score: Raw -444218.851901 + Penalty 2758.188545 = -441460.663357 nChanged 1 SP:Iteration 35Q (3043.160000 sec): 3 clusters Score: Raw -444220.005568 + Penalty 2758.188545 = -441461.817024 nChanged 4 SP:Iteration 36Q (3043.170000 sec): 3 clusters Score: Raw -444221.178949 + Penalty 2758.188545 = -441462.990405 nChanged 1 SP:Iteration 37Q (3043.180000 sec): 3 clusters Score: Raw -444221.486920 + Penalty 2758.188545 = -441463.298375 nChanged 0 SP:Iteration 38F (3043.190000 sec): 3 clusters Score: Raw -444221.486920 + Penalty 2758.188545 = -441463.298375 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3043.210000 sec): 2 clusters Score: Raw -629651.101353 + Penalty 1428.887992 = -628222.213362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3043.230000 sec): 3 clusters Score: Raw -626082.141328 + Penalty 2857.775983 = -623224.365345 nChanged 2732 SP:Iteration 1F (3043.240000 sec): 3 clusters Score: Raw -627566.163699 + Penalty 2857.775983 = -624708.387716 nChanged 416 SP:Iteration 2F (3043.260000 sec): 3 clusters Score: Raw -627762.385280 + Penalty 2857.775983 = -624904.609297 nChanged 307 SP:Iteration 3Q (3043.280000 sec): 3 clusters Score: Raw -627905.868441 + Penalty 2857.775983 = -625048.092458 nChanged 253 SP:Iteration 4Q (3043.300000 sec): 3 clusters Score: Raw -628026.809501 + Penalty 2857.775983 = -625169.033518 nChanged 247 SP:Iteration 5Q (3043.310000 sec): 3 clusters Score: Raw -628159.251597 + Penalty 2857.775983 = -625301.475614 nChanged 238 SP:Iteration 6Q (3043.330000 sec): 3 clusters Score: Raw -628305.854229 + Penalty 2857.775983 = -625448.078246 nChanged 244 SP:Iteration 7Q (3043.340000 sec): 3 clusters Score: Raw -628489.080016 + Penalty 2857.775983 = -625631.304033 nChanged 249 SP:Iteration 8Q (3043.360000 sec): 3 clusters Score: Raw -628668.780380 + Penalty 2857.775983 = -625811.004397 nChanged 234 SP:Iteration 9Q (3043.380000 sec): 3 clusters Score: Raw -628809.664217 + Penalty 2857.775983 = -625951.888234 nChanged 223 SP:Iteration 10Q (3043.390000 sec): 3 clusters Score: Raw -628963.022898 + Penalty 2857.775983 = -626105.246915 nChanged 203 SP:Iteration 11Q (3043.410000 sec): 3 clusters Score: Raw -629087.011519 + Penalty 2857.775983 = -626229.235536 nChanged 166 SP:Iteration 12Q (3043.420000 sec): 3 clusters Score: Raw -629202.768060 + Penalty 2857.775983 = -626344.992077 nChanged 153 SP:Iteration 13Q (3043.440000 sec): 3 clusters Score: Raw -629298.629016 + Penalty 2857.775983 = -626440.853033 nChanged 127 SP:Iteration 14Q (3043.450000 sec): 3 clusters Score: Raw -629381.048364 + Penalty 2857.775983 = -626523.272381 nChanged 110 SP:Iteration 15Q (3043.470000 sec): 3 clusters Score: Raw -629458.793643 + Penalty 2857.775983 = -626601.017660 nChanged 117 SP:Iteration 16Q (3043.480000 sec): 3 clusters Score: Raw -629539.996093 + Penalty 2857.775983 = -626682.220110 nChanged 88 SP:Iteration 17Q (3043.500000 sec): 3 clusters Score: Raw -629601.385597 + Penalty 2857.775983 = -626743.609614 nChanged 68 SP:Iteration 18Q (3043.510000 sec): 3 clusters Score: Raw -629652.407746 + Penalty 2857.775983 = -626794.631763 nChanged 61 SP:Iteration 19Q (3043.520000 sec): 3 clusters Score: Raw -629693.389292 + Penalty 2857.775983 = -626835.613309 nChanged 39 SP:Iteration 20F (3043.540000 sec): 3 clusters Score: Raw -629718.546153 + Penalty 2857.775983 = -626860.770170 nChanged 38 SP:Iteration 21Q (3043.550000 sec): 3 clusters Score: Raw -629747.481983 + Penalty 2857.775983 = -626889.706000 nChanged 26 SP:Iteration 22Q (3043.570000 sec): 3 clusters Score: Raw -629770.217491 + Penalty 2857.775983 = -626912.441508 nChanged 27 SP:Iteration 23Q (3043.580000 sec): 3 clusters Score: Raw -629791.279825 + Penalty 2857.775983 = -626933.503842 nChanged 19 SP:Iteration 24Q (3043.590000 sec): 3 clusters Score: Raw -629801.185967 + Penalty 2857.775983 = -626943.409984 nChanged 15 SP:Iteration 25Q (3043.600000 sec): 3 clusters Score: Raw -629807.139555 + Penalty 2857.775983 = -626949.363572 nChanged 10 SP:Iteration 26Q (3043.620000 sec): 3 clusters Score: Raw -629811.945428 + Penalty 2857.775983 = -626954.169445 nChanged 7 SP:Iteration 27Q (3043.630000 sec): 3 clusters Score: Raw -629815.632370 + Penalty 2857.775983 = -626957.856387 nChanged 2 SP:Iteration 28Q (3043.640000 sec): 3 clusters Score: Raw -629817.571377 + Penalty 2857.775983 = -626959.795394 nChanged 6 SP:Iteration 29Q (3043.660000 sec): 3 clusters Score: Raw -629820.317426 + Penalty 2857.775983 = -626962.541443 nChanged 5 SP:Iteration 30Q (3043.670000 sec): 3 clusters Score: Raw -629824.181052 + Penalty 2857.775983 = -626966.405069 nChanged 7 SP:Iteration 31Q (3043.680000 sec): 3 clusters Score: Raw -629828.378204 + Penalty 2857.775983 = -626970.602221 nChanged 5 SP:Iteration 32Q (3043.700000 sec): 3 clusters Score: Raw -629830.069406 + Penalty 2857.775983 = -626972.293423 nChanged 0 SP:Iteration 33F (3043.710000 sec): 3 clusters Score: Raw -629830.069406 + Penalty 2857.775983 = -626972.293423 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3043.860000 sec): 2 clusters Score: Raw -3823217.209638 + Penalty 1725.676107 = -3821491.533532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3043.960000 sec): 3 clusters Score: Raw -3797531.757942 + Penalty 3451.352213 = -3794080.405729 nChanged 19029 SP:Iteration 1F (3044.070000 sec): 3 clusters Score: Raw -3808979.857425 + Penalty 3451.352213 = -3805528.505212 nChanged 2006 SP:Iteration 2Q (3044.180000 sec): 3 clusters Score: Raw -3809945.934318 + Penalty 3451.352213 = -3806494.582105 nChanged 2057 SP:Iteration 3F (3044.280000 sec): 3 clusters Score: Raw -3810866.005461 + Penalty 3451.352213 = -3807414.653248 nChanged 2031 SP:Iteration 4Q (3044.390000 sec): 3 clusters Score: Raw -3811700.642331 + Penalty 3451.352213 = -3808249.290117 nChanged 2052 SP:Iteration 5F (3044.500000 sec): 3 clusters Score: Raw -3812514.680635 + Penalty 3451.352213 = -3809063.328422 nChanged 2035 SP:Iteration 6Q (3044.600000 sec): 3 clusters Score: Raw -3813345.503333 + Penalty 3451.352213 = -3809894.151120 nChanged 1942 SP:Iteration 7Q (3044.710000 sec): 3 clusters Score: Raw -3814135.281405 + Penalty 3451.352213 = -3810683.929192 nChanged 1845 SP:Iteration 8Q (3044.820000 sec): 3 clusters Score: Raw -3814969.709849 + Penalty 3451.352213 = -3811518.357636 nChanged 1803 SP:Iteration 9Q (3044.920000 sec): 3 clusters Score: Raw -3815884.728160 + Penalty 3451.352213 = -3812433.375947 nChanged 1695 SP:Iteration 10Q (3045.030000 sec): 3 clusters Score: Raw -3816836.961970 + Penalty 3451.352213 = -3813385.609757 nChanged 1624 SP:Iteration 11Q (3045.140000 sec): 3 clusters Score: Raw -3817865.461658 + Penalty 3451.352213 = -3814414.109445 nChanged 1601 SP:Iteration 12Q (3045.240000 sec): 3 clusters Score: Raw -3818939.792759 + Penalty 3451.352213 = -3815488.440546 nChanged 1432 SP:Iteration 13Q (3045.350000 sec): 3 clusters Score: Raw -3819876.616138 + Penalty 3451.352213 = -3816425.263925 nChanged 1379 SP:Iteration 14Q (3045.450000 sec): 3 clusters Score: Raw -3820745.833921 + Penalty 3451.352213 = -3817294.481708 nChanged 1344 SP:Iteration 15Q (3045.550000 sec): 3 clusters Score: Raw -3821630.337688 + Penalty 3451.352213 = -3818178.985475 nChanged 1172 SP:Iteration 16Q (3045.650000 sec): 3 clusters Score: Raw -3822470.595315 + Penalty 3451.352213 = -3819019.243102 nChanged 991 SP:Iteration 17Q (3045.740000 sec): 3 clusters Score: Raw -3823179.081855 + Penalty 3451.352213 = -3819727.729642 nChanged 761 SP:Iteration 18Q (3045.840000 sec): 3 clusters Score: Raw -3823689.480290 + Penalty 3451.352213 = -3820238.128077 nChanged 600 SP:Iteration 19Q (3045.920000 sec): 3 clusters Score: Raw -3824054.581148 + Penalty 3451.352213 = -3820603.228935 nChanged 440 SP:Iteration 20F (3046.030000 sec): 3 clusters Score: Raw -3824287.614954 + Penalty 3451.352213 = -3820836.262741 nChanged 328 SP:Iteration 21Q (3046.120000 sec): 3 clusters Score: Raw -3824441.188734 + Penalty 3451.352213 = -3820989.836521 nChanged 266 SP:Iteration 22Q (3046.200000 sec): 3 clusters Score: Raw -3824546.575022 + Penalty 3451.352213 = -3821095.222809 nChanged 202 SP:Iteration 23Q (3046.290000 sec): 3 clusters Score: Raw -3824617.769998 + Penalty 3451.352213 = -3821166.417785 nChanged 162 SP:Iteration 24Q (3046.370000 sec): 3 clusters Score: Raw -3824671.872694 + Penalty 3451.352213 = -3821220.520481 nChanged 126 SP:Iteration 25Q (3046.450000 sec): 3 clusters Score: Raw -3824708.745004 + Penalty 3451.352213 = -3821257.392791 nChanged 89 SP:Iteration 26Q (3046.540000 sec): 3 clusters Score: Raw -3824731.029166 + Penalty 3451.352213 = -3821279.676953 nChanged 72 SP:Iteration 27Q (3046.620000 sec): 3 clusters Score: Raw -3824750.425667 + Penalty 3451.352213 = -3821299.073454 nChanged 55 SP:Iteration 28Q (3046.700000 sec): 3 clusters Score: Raw -3824761.863308 + Penalty 3451.352213 = -3821310.511095 nChanged 32 SP:Iteration 29Q (3046.780000 sec): 3 clusters Score: Raw -3824767.642491 + Penalty 3451.352213 = -3821316.290278 nChanged 21 SP:Iteration 30Q (3046.860000 sec): 3 clusters Score: Raw -3824771.111557 + Penalty 3451.352213 = -3821319.759344 nChanged 16 SP:Iteration 31Q (3046.940000 sec): 3 clusters Score: Raw -3824772.971311 + Penalty 3451.352213 = -3821321.619098 nChanged 9 SP:Iteration 32Q (3047.020000 sec): 3 clusters Score: Raw -3824774.083755 + Penalty 3451.352213 = -3821322.731542 nChanged 8 SP:Iteration 33Q (3047.100000 sec): 3 clusters Score: Raw -3824774.944142 + Penalty 3451.352213 = -3821323.591929 nChanged 8 SP:Iteration 34Q (3047.180000 sec): 3 clusters Score: Raw -3824776.305996 + Penalty 3451.352213 = -3821324.953783 nChanged 7 SP:Iteration 35Q (3047.250000 sec): 3 clusters Score: Raw -3824777.422494 + Penalty 3451.352213 = -3821326.070281 nChanged 10 SP:Iteration 36Q (3047.330000 sec): 3 clusters Score: Raw -3824779.074519 + Penalty 3451.352213 = -3821327.722306 nChanged 8 SP:Iteration 37Q (3047.410000 sec): 3 clusters Score: Raw -3824780.624883 + Penalty 3451.352213 = -3821329.272670 nChanged 6 SP:Iteration 38Q (3047.490000 sec): 3 clusters Score: Raw -3824781.465703 + Penalty 3451.352213 = -3821330.113490 nChanged 4 SP:Iteration 39Q (3047.570000 sec): 3 clusters Score: Raw -3824781.928738 + Penalty 3451.352213 = -3821330.576525 nChanged 1 SP:Iteration 40F (3047.670000 sec): 3 clusters Score: Raw -3824781.999249 + Penalty 3451.352213 = -3821330.647036 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17378 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3047.730000 sec): 2 clusters Score: Raw -1731555.928364 + Penalty 1586.481052 = -1729969.447313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3047.770000 sec): 3 clusters Score: Raw -1721189.941445 + Penalty 3172.962103 = -1718016.979342 nChanged 7807 SP:Iteration 1F (3047.820000 sec): 3 clusters Score: Raw -1725547.198763 + Penalty 3172.962103 = -1722374.236659 nChanged 1032 SP:Iteration 2F (3047.860000 sec): 3 clusters Score: Raw -1726001.330330 + Penalty 3172.962103 = -1722828.368227 nChanged 1015 SP:Iteration 3F (3047.900000 sec): 3 clusters Score: Raw -1726526.028386 + Penalty 3172.962103 = -1723353.066283 nChanged 1089 SP:Iteration 4F (3047.950000 sec): 3 clusters Score: Raw -1727191.379006 + Penalty 3172.962103 = -1724018.416903 nChanged 1172 SP:Iteration 5F (3047.990000 sec): 3 clusters Score: Raw -1727992.047362 + Penalty 3172.962103 = -1724819.085259 nChanged 1148 SP:Iteration 6F (3048.040000 sec): 3 clusters Score: Raw -1728904.296760 + Penalty 3172.962103 = -1725731.334657 nChanged 1038 SP:Iteration 7F (3048.080000 sec): 3 clusters Score: Raw -1729777.521976 + Penalty 3172.962103 = -1726604.559873 nChanged 815 SP:Iteration 8Q (3048.120000 sec): 3 clusters Score: Raw -1730471.962386 + Penalty 3172.962103 = -1727299.000283 nChanged 591 SP:Iteration 9Q (3048.170000 sec): 3 clusters Score: Raw -1731002.055842 + Penalty 3172.962103 = -1727829.093739 nChanged 361 SP:Iteration 10Q (3048.210000 sec): 3 clusters Score: Raw -1731332.546421 + Penalty 3172.962103 = -1728159.584318 nChanged 203 SP:Iteration 11Q (3048.260000 sec): 3 clusters Score: Raw -1731534.405006 + Penalty 3172.962103 = -1728361.442903 nChanged 104 SP:Iteration 12Q (3048.300000 sec): 3 clusters Score: Raw -1731651.170877 + Penalty 3172.962103 = -1728478.208774 nChanged 58 SP:Iteration 13Q (3048.340000 sec): 3 clusters Score: Raw -1731704.273044 + Penalty 3172.962103 = -1728531.310941 nChanged 39 SP:Iteration 14Q (3048.370000 sec): 3 clusters Score: Raw -1731735.984367 + Penalty 3172.962103 = -1728563.022264 nChanged 24 SP:Iteration 15Q (3048.410000 sec): 3 clusters Score: Raw -1731757.898183 + Penalty 3172.962103 = -1728584.936080 nChanged 22 SP:Iteration 16Q (3048.440000 sec): 3 clusters Score: Raw -1731776.870511 + Penalty 3172.962103 = -1728603.908408 nChanged 12 SP:Iteration 17Q (3048.480000 sec): 3 clusters Score: Raw -1731782.146346 + Penalty 3172.962103 = -1728609.184242 nChanged 4 SP:Iteration 18Q (3048.520000 sec): 3 clusters Score: Raw -1731783.823317 + Penalty 3172.962103 = -1728610.861214 nChanged 3 SP:Iteration 19Q (3048.550000 sec): 3 clusters Score: Raw -1731786.331150 + Penalty 3172.962103 = -1728613.369047 nChanged 3 SP:Iteration 20F (3048.600000 sec): 3 clusters Score: Raw -1731789.591062 + Penalty 3172.962103 = -1728616.628959 nChanged 7 SP:Iteration 21Q (3048.630000 sec): 3 clusters Score: Raw -1731793.473297 + Penalty 3172.962103 = -1728620.511193 nChanged 6 SP:Iteration 22Q (3048.670000 sec): 3 clusters Score: Raw -1731797.593258 + Penalty 3172.962103 = -1728624.631155 nChanged 2 SP:Iteration 23Q (3048.700000 sec): 3 clusters Score: Raw -1731798.385893 + Penalty 3172.962103 = -1728625.423790 nChanged 0 SP:Iteration 24F (3048.750000 sec): 3 clusters Score: Raw -1731798.385893 + Penalty 3172.962103 = -1728625.423790 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.770000 sec): 2 clusters Score: Raw -192047.784603 + Penalty 1238.921220 = -190808.863383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.780000 sec): 3 clusters Score: Raw -191144.866111 + Penalty 2477.842440 = -188667.023671 nChanged 719 SP:Iteration 1F (3048.780000 sec): 3 clusters Score: Raw -191572.990056 + Penalty 2477.842440 = -189095.147616 nChanged 168 SP:Iteration 2F (3048.790000 sec): 3 clusters Score: Raw -191692.601632 + Penalty 2477.842440 = -189214.759192 nChanged 96 SP:Iteration 3Q (3048.790000 sec): 3 clusters Score: Raw -191762.598799 + Penalty 2477.842440 = -189284.756359 nChanged 71 SP:Iteration 4Q (3048.800000 sec): 3 clusters Score: Raw -191806.160574 + Penalty 2477.842440 = -189328.318134 nChanged 63 SP:Iteration 5Q (3048.800000 sec): 3 clusters Score: Raw -191845.679384 + Penalty 2477.842440 = -189367.836944 nChanged 36 SP:Iteration 6Q (3048.810000 sec): 3 clusters Score: Raw -191865.727862 + Penalty 2477.842440 = -189387.885421 nChanged 41 SP:Iteration 7Q (3048.810000 sec): 3 clusters Score: Raw -191891.115366 + Penalty 2477.842440 = -189413.272925 nChanged 28 SP:Iteration 8Q (3048.820000 sec): 3 clusters Score: Raw -191903.603644 + Penalty 2477.842440 = -189425.761204 nChanged 24 SP:Iteration 9Q (3048.820000 sec): 3 clusters Score: Raw -191915.123558 + Penalty 2477.842440 = -189437.281117 nChanged 16 SP:Iteration 10Q (3048.830000 sec): 3 clusters Score: Raw -191921.612706 + Penalty 2477.842440 = -189443.770266 nChanged 8 SP:Iteration 11Q (3048.840000 sec): 3 clusters Score: Raw -191924.233362 + Penalty 2477.842440 = -189446.390922 nChanged 8 SP:Iteration 12Q (3048.840000 sec): 3 clusters Score: Raw -191927.580014 + Penalty 2477.842440 = -189449.737573 nChanged 6 SP:Iteration 13Q (3048.840000 sec): 3 clusters Score: Raw -191929.900536 + Penalty 2477.842440 = -189452.058095 nChanged 7 SP:Iteration 14Q (3048.850000 sec): 3 clusters Score: Raw -191932.374090 + Penalty 2477.842440 = -189454.531650 nChanged 6 SP:Iteration 15Q (3048.860000 sec): 3 clusters Score: Raw -191934.956067 + Penalty 2477.842440 = -189457.113626 nChanged 3 SP:Iteration 16Q (3048.860000 sec): 3 clusters Score: Raw -191935.943861 + Penalty 2477.842440 = -189458.101420 nChanged 4 SP:Iteration 17Q (3048.860000 sec): 3 clusters Score: Raw -191937.618104 + Penalty 2477.842440 = -189459.775664 nChanged 4 SP:Iteration 18Q (3048.870000 sec): 3 clusters Score: Raw -191939.846858 + Penalty 2477.842440 = -189462.004418 nChanged 3 SP:Iteration 19Q (3048.870000 sec): 3 clusters Score: Raw -191941.099905 + Penalty 2477.842440 = -189463.257465 nChanged 3 SP:Iteration 20F (3048.880000 sec): 3 clusters Score: Raw -191942.304325 + Penalty 2477.842440 = -189464.461885 nChanged 4 SP:Iteration 21Q (3048.880000 sec): 3 clusters Score: Raw -191944.032071 + Penalty 2477.842440 = -189466.189631 nChanged 1 SP:Iteration 22Q (3048.890000 sec): 3 clusters Score: Raw -191944.330499 + Penalty 2477.842440 = -189466.488059 nChanged 1 SP:Iteration 23Q (3048.890000 sec): 3 clusters Score: Raw -191945.119946 + Penalty 2477.842440 = -189467.277506 nChanged 0 SP:Iteration 24F (3048.900000 sec): 3 clusters Score: Raw -191945.119946 + Penalty 2477.842440 = -189467.277506 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.910000 sec): 2 clusters Score: Raw -222703.802559 + Penalty 1261.698101 = -221442.104457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.910000 sec): 3 clusters Score: Raw -221641.223137 + Penalty 2523.396202 = -219117.826935 nChanged 848 SP:Iteration 1F (3048.920000 sec): 3 clusters Score: Raw -222150.816479 + Penalty 2523.396202 = -219627.420277 nChanged 183 SP:Iteration 2F (3048.920000 sec): 3 clusters Score: Raw -222272.656661 + Penalty 2523.396202 = -219749.260459 nChanged 96 SP:Iteration 3Q (3048.930000 sec): 3 clusters Score: Raw -222325.328022 + Penalty 2523.396202 = -219801.931820 nChanged 64 SP:Iteration 4Q (3048.940000 sec): 3 clusters Score: Raw -222362.753224 + Penalty 2523.396202 = -219839.357021 nChanged 44 SP:Iteration 5Q (3048.940000 sec): 3 clusters Score: Raw -222390.647294 + Penalty 2523.396202 = -219867.251092 nChanged 51 SP:Iteration 6Q (3048.950000 sec): 3 clusters Score: Raw -222422.396151 + Penalty 2523.396202 = -219898.999949 nChanged 35 SP:Iteration 7Q (3048.960000 sec): 3 clusters Score: Raw -222438.808719 + Penalty 2523.396202 = -219915.412517 nChanged 27 SP:Iteration 8Q (3048.960000 sec): 3 clusters Score: Raw -222460.061459 + Penalty 2523.396202 = -219936.665257 nChanged 32 SP:Iteration 9Q (3048.960000 sec): 3 clusters Score: Raw -222480.093621 + Penalty 2523.396202 = -219956.697419 nChanged 24 SP:Iteration 10Q (3048.970000 sec): 3 clusters Score: Raw -222493.401589 + Penalty 2523.396202 = -219970.005387 nChanged 29 SP:Iteration 11Q (3048.980000 sec): 3 clusters Score: Raw -222511.428957 + Penalty 2523.396202 = -219988.032755 nChanged 36 SP:Iteration 12Q (3048.980000 sec): 3 clusters Score: Raw -222532.817063 + Penalty 2523.396202 = -220009.420861 nChanged 31 SP:Iteration 13Q (3048.990000 sec): 3 clusters Score: Raw -222550.146719 + Penalty 2523.396202 = -220026.750517 nChanged 23 SP:Iteration 14Q (3049.000000 sec): 3 clusters Score: Raw -222565.679702 + Penalty 2523.396202 = -220042.283499 nChanged 26 SP:Iteration 15Q (3049.000000 sec): 3 clusters Score: Raw -222583.416396 + Penalty 2523.396202 = -220060.020194 nChanged 29 SP:Iteration 16Q (3049.010000 sec): 3 clusters Score: Raw -222602.315295 + Penalty 2523.396202 = -220078.919093 nChanged 32 SP:Iteration 17Q (3049.010000 sec): 3 clusters Score: Raw -222623.279778 + Penalty 2523.396202 = -220099.883576 nChanged 28 SP:Iteration 18Q (3049.020000 sec): 3 clusters Score: Raw -222641.769773 + Penalty 2523.396202 = -220118.373571 nChanged 24 SP:Iteration 19Q (3049.020000 sec): 3 clusters Score: Raw -222657.575294 + Penalty 2523.396202 = -220134.179092 nChanged 27 SP:Iteration 20F (3049.030000 sec): 3 clusters Score: Raw -222675.460614 + Penalty 2523.396202 = -220152.064411 nChanged 26 SP:Iteration 21Q (3049.040000 sec): 3 clusters Score: Raw -222692.835614 + Penalty 2523.396202 = -220169.439412 nChanged 25 SP:Iteration 22Q (3049.040000 sec): 3 clusters Score: Raw -222707.425117 + Penalty 2523.396202 = -220184.028915 nChanged 17 SP:Iteration 23Q (3049.040000 sec): 3 clusters Score: Raw -222717.323456 + Penalty 2523.396202 = -220193.927254 nChanged 16 SP:Iteration 24Q (3049.050000 sec): 3 clusters Score: Raw -222727.908431 + Penalty 2523.396202 = -220204.512229 nChanged 13 SP:Iteration 25Q (3049.060000 sec): 3 clusters Score: Raw -222735.326778 + Penalty 2523.396202 = -220211.930575 nChanged 10 SP:Iteration 26Q (3049.060000 sec): 3 clusters Score: Raw -222740.962522 + Penalty 2523.396202 = -220217.566320 nChanged 10 SP:Iteration 27Q (3049.070000 sec): 3 clusters Score: Raw -222746.079312 + Penalty 2523.396202 = -220222.683110 nChanged 8 SP:Iteration 28Q (3049.070000 sec): 3 clusters Score: Raw -222752.279778 + Penalty 2523.396202 = -220228.883576 nChanged 8 SP:Iteration 29Q (3049.080000 sec): 3 clusters Score: Raw -222758.836099 + Penalty 2523.396202 = -220235.439897 nChanged 11 SP:Iteration 30Q (3049.080000 sec): 3 clusters Score: Raw -222766.300475 + Penalty 2523.396202 = -220242.904273 nChanged 8 SP:Iteration 31Q (3049.090000 sec): 3 clusters Score: Raw -222769.817865 + Penalty 2523.396202 = -220246.421662 nChanged 7 SP:Iteration 32Q (3049.100000 sec): 3 clusters Score: Raw -222775.447479 + Penalty 2523.396202 = -220252.051277 nChanged 7 SP:Iteration 33Q (3049.100000 sec): 3 clusters Score: Raw -222779.222058 + Penalty 2523.396202 = -220255.825856 nChanged 2 SP:Iteration 34Q (3049.100000 sec): 3 clusters Score: Raw -222780.491407 + Penalty 2523.396202 = -220257.095205 nChanged 1 SP:Iteration 35Q (3049.110000 sec): 3 clusters Score: Raw -222780.795250 + Penalty 2523.396202 = -220257.399048 nChanged 0 SP:Iteration 36F (3049.120000 sec): 3 clusters Score: Raw -222780.795250 + Penalty 2523.396202 = -220257.399048 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (439705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3050.400000 sec): 2 clusters Score: Raw -42601748.945099 + Penalty 2111.502141 = -42599637.442959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3051.550000 sec): 3 clusters Score: Raw -42305484.851977 + Penalty 4223.004281 = -42301261.847696 nChanged 215645 SP:Iteration 1F (3052.690000 sec): 3 clusters Score: Raw -42435834.379434 + Penalty 4223.004281 = -42431611.375152 nChanged 12224 SP:Iteration 2Q (3053.850000 sec): 3 clusters Score: Raw -42438836.530329 + Penalty 4223.004281 = -42434613.526048 nChanged 15075 SP:Iteration 3Q (3055.030000 sec): 3 clusters Score: Raw -42443842.983337 + Penalty 4223.004281 = -42439619.979056 nChanged 19022 SP:Iteration 4Q (3056.200000 sec): 3 clusters Score: Raw -42452113.632076 + Penalty 4223.004281 = -42447890.627795 nChanged 23998 SP:Iteration 5F (3057.340000 sec): 3 clusters Score: Raw -42465276.957368 + Penalty 4223.004281 = -42461053.953087 nChanged 29251 SP:Iteration 6F (3058.470000 sec): 3 clusters Score: Raw -42485149.226294 + Penalty 4223.004281 = -42480926.222013 nChanged 32570 SP:Iteration 7F (3059.610000 sec): 3 clusters Score: Raw -42511101.810880 + Penalty 4223.004281 = -42506878.806599 nChanged 31313 SP:Iteration 8F (3060.740000 sec): 3 clusters Score: Raw -42538604.627951 + Penalty 4223.004281 = -42534381.623670 nChanged 25750 SP:Iteration 9F (3061.870000 sec): 3 clusters Score: Raw -42562176.111880 + Penalty 4223.004281 = -42557953.107599 nChanged 18120 SP:Iteration 10Q (3062.910000 sec): 3 clusters Score: Raw -42578630.408143 + Penalty 4223.004281 = -42574407.403862 nChanged 11717 SP:Iteration 11Q (3063.860000 sec): 3 clusters Score: Raw -42588950.959806 + Penalty 4223.004281 = -42584727.955524 nChanged 7123 SP:Iteration 12Q (3064.740000 sec): 3 clusters Score: Raw -42594955.831524 + Penalty 4223.004281 = -42590732.827243 nChanged 4241 SP:Iteration 13Q (3065.570000 sec): 3 clusters Score: Raw -42598381.350727 + Penalty 4223.004281 = -42594158.346446 nChanged 2434 SP:Iteration 14Q (3066.380000 sec): 3 clusters Score: Raw -42600266.563517 + Penalty 4223.004281 = -42596043.559236 nChanged 1307 SP:Iteration 15Q (3067.170000 sec): 3 clusters Score: Raw -42601300.185190 + Penalty 4223.004281 = -42597077.180909 nChanged 674 SP:Iteration 16Q (3067.960000 sec): 3 clusters Score: Raw -42601839.120028 + Penalty 4223.004281 = -42597616.115747 nChanged 401 SP:Iteration 17Q (3068.730000 sec): 3 clusters Score: Raw -42602158.956083 + Penalty 4223.004281 = -42597935.951802 nChanged 245 SP:Iteration 18Q (3069.510000 sec): 3 clusters Score: Raw -42602330.070474 + Penalty 4223.004281 = -42598107.066193 nChanged 159 SP:Iteration 19Q (3070.290000 sec): 3 clusters Score: Raw -42602422.584572 + Penalty 4223.004281 = -42598199.580291 nChanged 111 SP:Iteration 20F (3071.410000 sec): 3 clusters Score: Raw -42602488.391541 + Penalty 4223.004281 = -42598265.387260 nChanged 87 SP:Iteration 21Q (3072.180000 sec): 3 clusters Score: Raw -42602533.509132 + Penalty 4223.004281 = -42598310.504851 nChanged 64 SP:Iteration 22Q (3072.950000 sec): 3 clusters Score: Raw -42602560.056086 + Penalty 4223.004281 = -42598337.051805 nChanged 54 SP:Iteration 23Q (3073.730000 sec): 3 clusters Score: Raw -42602584.192974 + Penalty 4223.004281 = -42598361.188693 nChanged 42 SP:Iteration 24Q (3074.510000 sec): 3 clusters Score: Raw -42602601.404895 + Penalty 4223.004281 = -42598378.400614 nChanged 46 SP:Iteration 25Q (3075.290000 sec): 3 clusters Score: Raw -42602615.804345 + Penalty 4223.004281 = -42598392.800064 nChanged 36 SP:Iteration 26Q (3076.050000 sec): 3 clusters Score: Raw -42602630.864499 + Penalty 4223.004281 = -42598407.860217 nChanged 52 SP:Iteration 27Q (3076.830000 sec): 3 clusters Score: Raw -42602656.951165 + Penalty 4223.004281 = -42598433.946884 nChanged 62 SP:Iteration 28Q (3077.600000 sec): 3 clusters Score: Raw -42602690.710068 + Penalty 4223.004281 = -42598467.705787 nChanged 61 SP:Iteration 29Q (3078.370000 sec): 3 clusters Score: Raw -42602716.978216 + Penalty 4223.004281 = -42598493.973935 nChanged 69 SP:Iteration 30Q (3079.150000 sec): 3 clusters Score: Raw -42602743.677233 + Penalty 4223.004281 = -42598520.672952 nChanged 60 SP:Iteration 31Q (3079.910000 sec): 3 clusters Score: Raw -42602764.836510 + Penalty 4223.004281 = -42598541.832229 nChanged 57 SP:Iteration 32Q (3080.680000 sec): 3 clusters Score: Raw -42602787.646731 + Penalty 4223.004281 = -42598564.642450 nChanged 63 SP:Iteration 33Q (3081.450000 sec): 3 clusters Score: Raw -42602811.533402 + Penalty 4223.004281 = -42598588.529121 nChanged 54 SP:Iteration 34Q (3082.220000 sec): 3 clusters Score: Raw -42602829.758993 + Penalty 4223.004281 = -42598606.754711 nChanged 46 SP:Iteration 35Q (3082.990000 sec): 3 clusters Score: Raw -42602842.800094 + Penalty 4223.004281 = -42598619.795813 nChanged 37 SP:Iteration 36Q (3083.760000 sec): 3 clusters Score: Raw -42602852.045232 + Penalty 4223.004281 = -42598629.040951 nChanged 22 SP:Iteration 37Q (3084.540000 sec): 3 clusters Score: Raw -42602857.205320 + Penalty 4223.004281 = -42598634.201039 nChanged 22 SP:Iteration 38Q (3085.300000 sec): 3 clusters Score: Raw -42602861.789697 + Penalty 4223.004281 = -42598638.785416 nChanged 21 SP:Iteration 39Q (3086.070000 sec): 3 clusters Score: Raw -42602866.683402 + Penalty 4223.004281 = -42598643.679121 nChanged 16 SP:Iteration 40F (3087.200000 sec): 3 clusters Score: Raw -42602882.327361 + Penalty 4223.004281 = -42598659.323080 nChanged 32 SP:Iteration 41Q (3087.980000 sec): 3 clusters Score: Raw -42602891.565219 + Penalty 4223.004281 = -42598668.560938 nChanged 23 SP:Iteration 42Q (3088.740000 sec): 3 clusters Score: Raw -42602896.537893 + Penalty 4223.004281 = -42598673.533612 nChanged 19 SP:Iteration 43Q (3089.520000 sec): 3 clusters Score: Raw -42602900.581769 + Penalty 4223.004281 = -42598677.577488 nChanged 19 SP:Iteration 44Q (3090.290000 sec): 3 clusters Score: Raw -42602904.843573 + Penalty 4223.004281 = -42598681.839292 nChanged 23 SP:Iteration 45Q (3091.060000 sec): 3 clusters Score: Raw -42602909.425047 + Penalty 4223.004281 = -42598686.420766 nChanged 19 SP:Iteration 46Q (3091.830000 sec): 3 clusters Score: Raw -42602913.579017 + Penalty 4223.004281 = -42598690.574736 nChanged 20 SP:Iteration 47Q (3092.600000 sec): 3 clusters Score: Raw -42602917.238981 + Penalty 4223.004281 = -42598694.234700 nChanged 20 SP:Iteration 48Q (3093.380000 sec): 3 clusters Score: Raw -42602922.688337 + Penalty 4223.004281 = -42598699.684055 nChanged 21 SP:Iteration 49Q (3094.140000 sec): 3 clusters Score: Raw -42602928.727998 + Penalty 4223.004281 = -42598705.723716 nChanged 22 SP:Iteration 50Q (3094.920000 sec): 3 clusters Score: Raw -42602933.275355 + Penalty 4223.004281 = -42598710.271074 nChanged 20 SP:Iteration 51Q (3095.700000 sec): 3 clusters Score: Raw -42602938.171723 + Penalty 4223.004281 = -42598715.167442 nChanged 21 SP:Iteration 52Q (3096.470000 sec): 3 clusters Score: Raw -42602942.942989 + Penalty 4223.004281 = -42598719.938708 nChanged 21 SP:Iteration 53Q (3097.240000 sec): 3 clusters Score: Raw -42602947.302658 + Penalty 4223.004281 = -42598724.298377 nChanged 25 SP:Iteration 54Q (3098.010000 sec): 3 clusters Score: Raw -42602952.238465 + Penalty 4223.004281 = -42598729.234184 nChanged 27 SP:Iteration 55Q (3098.780000 sec): 3 clusters Score: Raw -42602958.263081 + Penalty 4223.004281 = -42598735.258800 nChanged 28 SP:Iteration 56Q (3099.560000 sec): 3 clusters Score: Raw -42602963.132233 + Penalty 4223.004281 = -42598740.127952 nChanged 25 SP:Iteration 57Q (3100.320000 sec): 3 clusters Score: Raw -42602968.006142 + Penalty 4223.004281 = -42598745.001861 nChanged 29 SP:Iteration 58Q (3101.100000 sec): 3 clusters Score: Raw -42602973.416680 + Penalty 4223.004281 = -42598750.412399 nChanged 26 SP:Iteration 59Q (3101.870000 sec): 3 clusters Score: Raw -42602979.659140 + Penalty 4223.004281 = -42598756.654859 nChanged 33 SP:Iteration 60F (3103.000000 sec): 3 clusters Score: Raw -42602986.751148 + Penalty 4223.004281 = -42598763.746867 nChanged 37 SP:Iteration 61Q (3103.820000 sec): 3 clusters Score: Raw -42602994.969452 + Penalty 4223.004281 = -42598771.965171 nChanged 32 SP:Iteration 62Q (3104.650000 sec): 3 clusters Score: Raw -42603001.098219 + Penalty 4223.004281 = -42598778.093938 nChanged 29 SP:Iteration 63Q (3105.480000 sec): 3 clusters Score: Raw -42603006.241886 + Penalty 4223.004281 = -42598783.237605 nChanged 16 SP:Iteration 64Q (3106.310000 sec): 3 clusters Score: Raw -42603009.169852 + Penalty 4223.004281 = -42598786.165571 nChanged 22 SP:Iteration 65Q (3107.150000 sec): 3 clusters Score: Raw -42603012.772082 + Penalty 4223.004281 = -42598789.767800 nChanged 19 SP:Iteration 66Q (3107.990000 sec): 3 clusters Score: Raw -42603016.366152 + Penalty 4223.004281 = -42598793.361871 nChanged 18 SP:Iteration 67Q (3108.830000 sec): 3 clusters Score: Raw -42603018.991157 + Penalty 4223.004281 = -42598795.986876 nChanged 11 SP:Iteration 68Q (3109.660000 sec): 3 clusters Score: Raw -42603020.397373 + Penalty 4223.004281 = -42598797.393092 nChanged 12 SP:Iteration 69Q (3110.490000 sec): 3 clusters Score: Raw -42603021.958935 + Penalty 4223.004281 = -42598798.954654 nChanged 10 SP:Iteration 70Q (3111.330000 sec): 3 clusters Score: Raw -42603022.967807 + Penalty 4223.004281 = -42598799.963526 nChanged 5 SP:Iteration 71Q (3112.160000 sec): 3 clusters Score: Raw -42603023.878879 + Penalty 4223.004281 = -42598800.874598 nChanged 8 SP:Iteration 72Q (3112.990000 sec): 3 clusters Score: Raw -42603025.002925 + Penalty 4223.004281 = -42598801.998644 nChanged 8 SP:Iteration 73Q (3113.820000 sec): 3 clusters Score: Raw -42603026.145600 + Penalty 4223.004281 = -42598803.141319 nChanged 4 SP:Iteration 74Q (3114.660000 sec): 3 clusters Score: Raw -42603026.787574 + Penalty 4223.004281 = -42598803.783292 nChanged 2 SP:Iteration 75Q (3115.480000 sec): 3 clusters Score: Raw -42603027.141468 + Penalty 4223.004281 = -42598804.137187 nChanged 3 SP:Iteration 76Q (3116.270000 sec): 3 clusters Score: Raw -42603027.524938 + Penalty 4223.004281 = -42598804.520657 nChanged 1 SP:Iteration 77Q (3117.070000 sec): 3 clusters Score: Raw -42603027.582729 + Penalty 4223.004281 = -42598804.578448 nChanged 0 SP:Iteration 78F (3118.190000 sec): 3 clusters Score: Raw -42603027.582729 + Penalty 4223.004281 = -42598804.578448 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3118.470000 sec): 2 clusters Score: Raw -354910.948311 + Penalty 1329.302142 = -353581.646169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3118.490000 sec): 3 clusters Score: Raw -353144.309020 + Penalty 2658.604284 = -350485.704736 nChanged 1408 SP:Iteration 1F (3118.490000 sec): 3 clusters Score: Raw -353931.462779 + Penalty 2658.604284 = -351272.858494 nChanged 257 SP:Iteration 2F (3118.500000 sec): 3 clusters Score: Raw -354084.102448 + Penalty 2658.604284 = -351425.498164 nChanged 182 SP:Iteration 3F (3118.510000 sec): 3 clusters Score: Raw -354186.193388 + Penalty 2658.604284 = -351527.589104 nChanged 135 SP:Iteration 4Q (3118.520000 sec): 3 clusters Score: Raw -354260.393276 + Penalty 2658.604284 = -351601.788991 nChanged 110 SP:Iteration 5Q (3118.530000 sec): 3 clusters Score: Raw -354310.777181 + Penalty 2658.604284 = -351652.172897 nChanged 79 SP:Iteration 6Q (3118.540000 sec): 3 clusters Score: Raw -354348.995660 + Penalty 2658.604284 = -351690.391376 nChanged 72 SP:Iteration 7Q (3118.550000 sec): 3 clusters Score: Raw -354381.521313 + Penalty 2658.604284 = -351722.917029 nChanged 66 SP:Iteration 8Q (3118.550000 sec): 3 clusters Score: Raw -354414.400526 + Penalty 2658.604284 = -351755.796241 nChanged 65 SP:Iteration 9Q (3118.560000 sec): 3 clusters Score: Raw -354446.158555 + Penalty 2658.604284 = -351787.554271 nChanged 61 SP:Iteration 10Q (3118.570000 sec): 3 clusters Score: Raw -354475.218878 + Penalty 2658.604284 = -351816.614594 nChanged 56 SP:Iteration 11Q (3118.580000 sec): 3 clusters Score: Raw -354501.542120 + Penalty 2658.604284 = -351842.937836 nChanged 55 SP:Iteration 12Q (3118.590000 sec): 3 clusters Score: Raw -354524.777409 + Penalty 2658.604284 = -351866.173125 nChanged 48 SP:Iteration 13Q (3118.590000 sec): 3 clusters Score: Raw -354542.809774 + Penalty 2658.604284 = -351884.205490 nChanged 42 SP:Iteration 14Q (3118.610000 sec): 3 clusters Score: Raw -354555.870899 + Penalty 2658.604284 = -351897.266615 nChanged 37 SP:Iteration 15Q (3118.610000 sec): 3 clusters Score: Raw -354571.539286 + Penalty 2658.604284 = -351912.935002 nChanged 35 SP:Iteration 16Q (3118.630000 sec): 3 clusters Score: Raw -354584.810756 + Penalty 2658.604284 = -351926.206471 nChanged 31 SP:Iteration 17Q (3118.640000 sec): 3 clusters Score: Raw -354595.028656 + Penalty 2658.604284 = -351936.424372 nChanged 28 SP:Iteration 18Q (3118.640000 sec): 3 clusters Score: Raw -354604.318579 + Penalty 2658.604284 = -351945.714295 nChanged 32 SP:Iteration 19Q (3118.660000 sec): 3 clusters Score: Raw -354615.826373 + Penalty 2658.604284 = -351957.222089 nChanged 28 SP:Iteration 20F (3118.660000 sec): 3 clusters Score: Raw -354627.693128 + Penalty 2658.604284 = -351969.088844 nChanged 26 SP:Iteration 21Q (3118.670000 sec): 3 clusters Score: Raw -354637.362133 + Penalty 2658.604284 = -351978.757848 nChanged 24 SP:Iteration 22Q (3118.680000 sec): 3 clusters Score: Raw -354648.035657 + Penalty 2658.604284 = -351989.431373 nChanged 37 SP:Iteration 23Q (3118.690000 sec): 3 clusters Score: Raw -354666.194583 + Penalty 2658.604284 = -352007.590298 nChanged 37 SP:Iteration 24Q (3118.700000 sec): 3 clusters Score: Raw -354681.859491 + Penalty 2658.604284 = -352023.255206 nChanged 33 SP:Iteration 25Q (3118.700000 sec): 3 clusters Score: Raw -354695.175638 + Penalty 2658.604284 = -352036.571353 nChanged 20 SP:Iteration 26Q (3118.710000 sec): 3 clusters Score: Raw -354700.425978 + Penalty 2658.604284 = -352041.821694 nChanged 12 SP:Iteration 27Q (3118.720000 sec): 3 clusters Score: Raw -354704.893582 + Penalty 2658.604284 = -352046.289298 nChanged 16 SP:Iteration 28Q (3118.730000 sec): 3 clusters Score: Raw -354711.723515 + Penalty 2658.604284 = -352053.119230 nChanged 24 SP:Iteration 29Q (3118.740000 sec): 3 clusters Score: Raw -354721.439518 + Penalty 2658.604284 = -352062.835233 nChanged 23 SP:Iteration 30Q (3118.750000 sec): 3 clusters Score: Raw -354729.261074 + Penalty 2658.604284 = -352070.656790 nChanged 24 SP:Iteration 31Q (3118.760000 sec): 3 clusters Score: Raw -354738.058738 + Penalty 2658.604284 = -352079.454454 nChanged 27 SP:Iteration 32Q (3118.760000 sec): 3 clusters Score: Raw -354746.336763 + Penalty 2658.604284 = -352087.732479 nChanged 27 SP:Iteration 33Q (3118.770000 sec): 3 clusters Score: Raw -354759.020419 + Penalty 2658.604284 = -352100.416135 nChanged 26 SP:Iteration 34Q (3118.780000 sec): 3 clusters Score: Raw -354767.018684 + Penalty 2658.604284 = -352108.414400 nChanged 19 SP:Iteration 35Q (3118.790000 sec): 3 clusters Score: Raw -354773.517410 + Penalty 2658.604284 = -352114.913126 nChanged 15 SP:Iteration 36Q (3118.800000 sec): 3 clusters Score: Raw -354780.679608 + Penalty 2658.604284 = -352122.075324 nChanged 24 SP:Iteration 37Q (3118.800000 sec): 3 clusters Score: Raw -354792.547084 + Penalty 2658.604284 = -352133.942799 nChanged 25 SP:Iteration 38Q (3118.820000 sec): 3 clusters Score: Raw -354800.707482 + Penalty 2658.604284 = -352142.103198 nChanged 16 SP:Iteration 39Q (3118.820000 sec): 3 clusters Score: Raw -354807.090319 + Penalty 2658.604284 = -352148.486034 nChanged 23 SP:Iteration 40F (3118.830000 sec): 3 clusters Score: Raw -354816.124956 + Penalty 2658.604284 = -352157.520672 nChanged 17 SP:Iteration 41Q (3118.840000 sec): 3 clusters Score: Raw -354823.132917 + Penalty 2658.604284 = -352164.528633 nChanged 27 SP:Iteration 42Q (3118.850000 sec): 3 clusters Score: Raw -354834.150580 + Penalty 2658.604284 = -352175.546295 nChanged 27 SP:Iteration 43Q (3118.860000 sec): 3 clusters Score: Raw -354842.968028 + Penalty 2658.604284 = -352184.363744 nChanged 22 SP:Iteration 44Q (3118.860000 sec): 3 clusters Score: Raw -354852.612621 + Penalty 2658.604284 = -352194.008337 nChanged 23 SP:Iteration 45Q (3118.870000 sec): 3 clusters Score: Raw -354862.516086 + Penalty 2658.604284 = -352203.911802 nChanged 24 SP:Iteration 46Q (3118.880000 sec): 3 clusters Score: Raw -354870.161789 + Penalty 2658.604284 = -352211.557505 nChanged 18 SP:Iteration 47Q (3118.890000 sec): 3 clusters Score: Raw -354876.507440 + Penalty 2658.604284 = -352217.903156 nChanged 13 SP:Iteration 48Q (3118.900000 sec): 3 clusters Score: Raw -354880.754173 + Penalty 2658.604284 = -352222.149889 nChanged 11 SP:Iteration 49Q (3118.910000 sec): 3 clusters Score: Raw -354884.242669 + Penalty 2658.604284 = -352225.638385 nChanged 11 SP:Iteration 50Q (3118.920000 sec): 3 clusters Score: Raw -354889.237616 + Penalty 2658.604284 = -352230.633331 nChanged 15 SP:Iteration 51Q (3118.920000 sec): 3 clusters Score: Raw -354893.731588 + Penalty 2658.604284 = -352235.127304 nChanged 15 SP:Iteration 52Q (3118.930000 sec): 3 clusters Score: Raw -354897.815337 + Penalty 2658.604284 = -352239.211053 nChanged 12 SP:Iteration 53Q (3118.940000 sec): 3 clusters Score: Raw -354902.437580 + Penalty 2658.604284 = -352243.833295 nChanged 13 SP:Iteration 54Q (3118.950000 sec): 3 clusters Score: Raw -354906.018660 + Penalty 2658.604284 = -352247.414376 nChanged 7 SP:Iteration 55Q (3118.960000 sec): 3 clusters Score: Raw -354907.606875 + Penalty 2658.604284 = -352249.002590 nChanged 5 SP:Iteration 56Q (3118.970000 sec): 3 clusters Score: Raw -354909.003858 + Penalty 2658.604284 = -352250.399573 nChanged 6 SP:Iteration 57Q (3118.980000 sec): 3 clusters Score: Raw -354910.580929 + Penalty 2658.604284 = -352251.976645 nChanged 6 SP:Iteration 58Q (3118.980000 sec): 3 clusters Score: Raw -354912.676382 + Penalty 2658.604284 = -352254.072098 nChanged 3 SP:Iteration 59Q (3118.990000 sec): 3 clusters Score: Raw -354913.800708 + Penalty 2658.604284 = -352255.196424 nChanged 6 SP:Iteration 60F (3119.000000 sec): 3 clusters Score: Raw -354915.474597 + Penalty 2658.604284 = -352256.870313 nChanged 7 SP:Iteration 61Q (3119.010000 sec): 3 clusters Score: Raw -354917.744400 + Penalty 2658.604284 = -352259.140115 nChanged 5 SP:Iteration 62Q (3119.020000 sec): 3 clusters Score: Raw -354918.827386 + Penalty 2658.604284 = -352260.223102 nChanged 5 SP:Iteration 63Q (3119.020000 sec): 3 clusters Score: Raw -354920.371512 + Penalty 2658.604284 = -352261.767228 nChanged 8 SP:Iteration 64Q (3119.030000 sec): 3 clusters Score: Raw -354923.835006 + Penalty 2658.604284 = -352265.230722 nChanged 10 SP:Iteration 65Q (3119.040000 sec): 3 clusters Score: Raw -354927.005274 + Penalty 2658.604284 = -352268.400989 nChanged 8 SP:Iteration 66Q (3119.050000 sec): 3 clusters Score: Raw -354929.133396 + Penalty 2658.604284 = -352270.529112 nChanged 8 SP:Iteration 67Q (3119.060000 sec): 3 clusters Score: Raw -354931.174680 + Penalty 2658.604284 = -352272.570396 nChanged 5 SP:Iteration 68Q (3119.070000 sec): 3 clusters Score: Raw -354932.292221 + Penalty 2658.604284 = -352273.687937 nChanged 3 SP:Iteration 69Q (3119.080000 sec): 3 clusters Score: Raw -354933.361283 + Penalty 2658.604284 = -352274.756999 nChanged 6 SP:Iteration 70Q (3119.080000 sec): 3 clusters Score: Raw -354935.111813 + Penalty 2658.604284 = -352276.507529 nChanged 5 SP:Iteration 71Q (3119.090000 sec): 3 clusters Score: Raw -354936.567253 + Penalty 2658.604284 = -352277.962968 nChanged 6 SP:Iteration 72Q (3119.100000 sec): 3 clusters Score: Raw -354938.326392 + Penalty 2658.604284 = -352279.722108 nChanged 3 SP:Iteration 73Q (3119.110000 sec): 3 clusters Score: Raw -354939.077377 + Penalty 2658.604284 = -352280.473093 nChanged 2 SP:Iteration 74Q (3119.120000 sec): 3 clusters Score: Raw -354939.404741 + Penalty 2658.604284 = -352280.800457 nChanged 1 SP:Iteration 75Q (3119.120000 sec): 3 clusters Score: Raw -354939.488493 + Penalty 2658.604284 = -352280.884208 nChanged 0 SP:Iteration 76F (3119.130000 sec): 3 clusters Score: Raw -354939.488493 + Penalty 2658.604284 = -352280.884208 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.140000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.140000 sec): 3 clusters Score: Raw -20020.033952 + Penalty 1748.466640 = -18271.567312 nChanged 26 SP:Iteration 1F (3119.140000 sec): 3 clusters Score: Raw -20108.972877 + Penalty 1748.466640 = -18360.506237 nChanged 6 SP:Iteration 2Q (3119.140000 sec): 3 clusters Score: Raw -20131.536135 + Penalty 1748.466640 = -18383.069495 nChanged 3 SP:Iteration 3Q (3119.140000 sec): 3 clusters Score: Raw -20153.928348 + Penalty 1748.466640 = -18405.461708 nChanged 0 SP:Iteration 4F (3119.140000 sec): 3 clusters Score: Raw -20153.928348 + Penalty 1748.466640 = -18405.461708 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.150000 sec): 2 clusters Score: Raw -84152.314939 + Penalty 1099.506154 = -83052.808785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.150000 sec): 3 clusters Score: Raw -83875.007937 + Penalty 2199.012307 = -81675.995630 nChanged 242 SP:Iteration 1F (3119.150000 sec): 3 clusters Score: Raw -84096.764521 + Penalty 2199.012307 = -81897.752214 nChanged 71 SP:Iteration 2F (3119.150000 sec): 3 clusters Score: Raw -84179.870047 + Penalty 2199.012307 = -81980.857740 nChanged 51 SP:Iteration 3F (3119.160000 sec): 3 clusters Score: Raw -84244.213875 + Penalty 2199.012307 = -82045.201568 nChanged 30 SP:Iteration 4Q (3119.160000 sec): 3 clusters Score: Raw -84282.958148 + Penalty 2199.012307 = -82083.945841 nChanged 19 SP:Iteration 5Q (3119.160000 sec): 3 clusters Score: Raw -84311.740393 + Penalty 2199.012307 = -82112.728086 nChanged 15 SP:Iteration 6Q (3119.160000 sec): 3 clusters Score: Raw -84331.762141 + Penalty 2199.012307 = -82132.749834 nChanged 9 SP:Iteration 7Q (3119.160000 sec): 3 clusters Score: Raw -84345.520406 + Penalty 2199.012307 = -82146.508099 nChanged 13 SP:Iteration 8Q (3119.160000 sec): 3 clusters Score: Raw -84357.683304 + Penalty 2199.012307 = -82158.670997 nChanged 4 SP:Iteration 9Q (3119.170000 sec): 3 clusters Score: Raw -84361.711156 + Penalty 2199.012307 = -82162.698849 nChanged 4 SP:Iteration 10Q (3119.170000 sec): 3 clusters Score: Raw -84364.428239 + Penalty 2199.012307 = -82165.415931 nChanged 6 SP:Iteration 11Q (3119.170000 sec): 3 clusters Score: Raw -84372.349981 + Penalty 2199.012307 = -82173.337674 nChanged 6 SP:Iteration 12Q (3119.170000 sec): 3 clusters Score: Raw -84380.726833 + Penalty 2199.012307 = -82181.714525 nChanged 4 SP:Iteration 13Q (3119.180000 sec): 3 clusters Score: Raw -84387.844204 + Penalty 2199.012307 = -82188.831897 nChanged 4 SP:Iteration 14Q (3119.180000 sec): 3 clusters Score: Raw -84391.433875 + Penalty 2199.012307 = -82192.421568 nChanged 3 SP:Iteration 15Q (3119.180000 sec): 3 clusters Score: Raw -84393.904983 + Penalty 2199.012307 = -82194.892676 nChanged 3 SP:Iteration 16Q (3119.180000 sec): 3 clusters Score: Raw -84399.658550 + Penalty 2199.012307 = -82200.646243 nChanged 5 SP:Iteration 17Q (3119.180000 sec): 3 clusters Score: Raw -84406.667166 + Penalty 2199.012307 = -82207.654859 nChanged 5 SP:Iteration 18Q (3119.190000 sec): 3 clusters Score: Raw -84416.146898 + Penalty 2199.012307 = -82217.134590 nChanged 6 SP:Iteration 19Q (3119.190000 sec): 3 clusters Score: Raw -84431.388529 + Penalty 2199.012307 = -82232.376222 nChanged 5 SP:Iteration 20F (3119.190000 sec): 3 clusters Score: Raw -84438.065812 + Penalty 2199.012307 = -82239.053505 nChanged 5 SP:Iteration 21Q (3119.190000 sec): 3 clusters Score: Raw -84444.729554 + Penalty 2199.012307 = -82245.717247 nChanged 4 SP:Iteration 22Q (3119.200000 sec): 3 clusters Score: Raw -84448.414867 + Penalty 2199.012307 = -82249.402560 nChanged 2 SP:Iteration 23Q (3119.200000 sec): 3 clusters Score: Raw -84450.141142 + Penalty 2199.012307 = -82251.128835 nChanged 1 SP:Iteration 24Q (3119.200000 sec): 3 clusters Score: Raw -84452.359020 + Penalty 2199.012307 = -82253.346713 nChanged 2 SP:Iteration 25Q (3119.200000 sec): 3 clusters Score: Raw -84454.495305 + Penalty 2199.012307 = -82255.482998 nChanged 1 SP:Iteration 26Q (3119.200000 sec): 3 clusters Score: Raw -84455.833853 + Penalty 2199.012307 = -82256.821545 nChanged 3 SP:Iteration 27Q (3119.200000 sec): 3 clusters Score: Raw -84458.594457 + Penalty 2199.012307 = -82259.582150 nChanged 3 SP:Iteration 28Q (3119.210000 sec): 3 clusters Score: Raw -84462.569970 + Penalty 2199.012307 = -82263.557663 nChanged 5 SP:Iteration 29Q (3119.210000 sec): 3 clusters Score: Raw -84468.984439 + Penalty 2199.012307 = -82269.972132 nChanged 3 SP:Iteration 30Q (3119.210000 sec): 3 clusters Score: Raw -84472.392912 + Penalty 2199.012307 = -82273.380605 nChanged 5 SP:Iteration 31Q (3119.210000 sec): 3 clusters Score: Raw -84477.147978 + Penalty 2199.012307 = -82278.135671 nChanged 4 SP:Iteration 32Q (3119.220000 sec): 3 clusters Score: Raw -84483.570932 + Penalty 2199.012307 = -82284.558625 nChanged 2 SP:Iteration 33Q (3119.220000 sec): 3 clusters Score: Raw -84485.858008 + Penalty 2199.012307 = -82286.845701 nChanged 3 SP:Iteration 34Q (3119.220000 sec): 3 clusters Score: Raw -84490.110248 + Penalty 2199.012307 = -82291.097941 nChanged 3 SP:Iteration 35Q (3119.220000 sec): 3 clusters Score: Raw -84495.300848 + Penalty 2199.012307 = -82296.288540 nChanged 2 SP:Iteration 36Q (3119.220000 sec): 3 clusters Score: Raw -84497.088421 + Penalty 2199.012307 = -82298.076114 nChanged 1 SP:Iteration 37Q (3119.220000 sec): 3 clusters Score: Raw -84497.379214 + Penalty 2199.012307 = -82298.366906 nChanged 0 SP:Iteration 38F (3119.230000 sec): 3 clusters Score: Raw -84497.379214 + Penalty 2199.012307 = -82298.366906 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.230000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.240000 sec): 3 clusters Score: Raw -88472.706169 + Penalty 2248.897251 = -86223.808917 nChanged 302 SP:Iteration 1F (3119.240000 sec): 3 clusters Score: Raw -88747.887005 + Penalty 2248.897251 = -86498.989754 nChanged 88 SP:Iteration 2F (3119.240000 sec): 3 clusters Score: Raw -88854.884399 + Penalty 2248.897251 = -86605.987147 nChanged 56 SP:Iteration 3F (3119.240000 sec): 3 clusters Score: Raw -88933.160980 + Penalty 2248.897251 = -86684.263729 nChanged 53 SP:Iteration 4F (3119.240000 sec): 3 clusters Score: Raw -89010.320800 + Penalty 2248.897251 = -86761.423549 nChanged 41 SP:Iteration 5Q (3119.250000 sec): 3 clusters Score: Raw -89055.621649 + Penalty 2248.897251 = -86806.724397 nChanged 31 SP:Iteration 6Q (3119.250000 sec): 3 clusters Score: Raw -89091.591751 + Penalty 2248.897251 = -86842.694499 nChanged 20 SP:Iteration 7Q (3119.250000 sec): 3 clusters Score: Raw -89117.525808 + Penalty 2248.897251 = -86868.628557 nChanged 28 SP:Iteration 8Q (3119.260000 sec): 3 clusters Score: Raw -89146.537981 + Penalty 2248.897251 = -86897.640730 nChanged 14 SP:Iteration 9Q (3119.260000 sec): 3 clusters Score: Raw -89165.732773 + Penalty 2248.897251 = -86916.835521 nChanged 15 SP:Iteration 10Q (3119.260000 sec): 3 clusters Score: Raw -89186.077968 + Penalty 2248.897251 = -86937.180716 nChanged 11 SP:Iteration 11Q (3119.260000 sec): 3 clusters Score: Raw -89199.439422 + Penalty 2248.897251 = -86950.542171 nChanged 12 SP:Iteration 12Q (3119.260000 sec): 3 clusters Score: Raw -89215.177699 + Penalty 2248.897251 = -86966.280447 nChanged 11 SP:Iteration 13Q (3119.270000 sec): 3 clusters Score: Raw -89225.613147 + Penalty 2248.897251 = -86976.715895 nChanged 4 SP:Iteration 14Q (3119.270000 sec): 3 clusters Score: Raw -89234.568431 + Penalty 2248.897251 = -86985.671179 nChanged 6 SP:Iteration 15Q (3119.270000 sec): 3 clusters Score: Raw -89239.263978 + Penalty 2248.897251 = -86990.366727 nChanged 3 SP:Iteration 16Q (3119.270000 sec): 3 clusters Score: Raw -89245.524085 + Penalty 2248.897251 = -86996.626834 nChanged 1 SP:Iteration 17Q (3119.280000 sec): 3 clusters Score: Raw -89247.181043 + Penalty 2248.897251 = -86998.283792 nChanged 3 SP:Iteration 18Q (3119.280000 sec): 3 clusters Score: Raw -89252.032430 + Penalty 2248.897251 = -87003.135178 nChanged 2 SP:Iteration 19Q (3119.280000 sec): 3 clusters Score: Raw -89254.168208 + Penalty 2248.897251 = -87005.270957 nChanged 1 SP:Iteration 20F (3119.280000 sec): 3 clusters Score: Raw -89257.441714 + Penalty 2248.897251 = -87008.544463 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.290000 sec): 2 clusters Score: Raw -72957.333421 + Penalty 1082.759063 = -71874.574358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3119.290000 sec): 3 clusters Score: Raw -72764.196716 + Penalty 2165.518126 = -70598.678589 nChanged 210 SP:Iteration 1F (3119.290000 sec): 3 clusters Score: Raw -72985.863678 + Penalty 2165.518126 = -70820.345551 nChanged 48 SP:Iteration 2F (3119.290000 sec): 3 clusters Score: Raw -73070.103751 + Penalty 2165.518126 = -70904.585625 nChanged 35 SP:Iteration 3Q (3119.300000 sec): 3 clusters Score: Raw -73120.426388 + Penalty 2165.518126 = -70954.908262 nChanged 22 SP:Iteration 4Q (3119.300000 sec): 3 clusters Score: Raw -73145.443260 + Penalty 2165.518126 = -70979.925133 nChanged 15 SP:Iteration 5Q (3119.300000 sec): 3 clusters Score: Raw -73159.936167 + Penalty 2165.518126 = -70994.418041 nChanged 12 SP:Iteration 6Q (3119.300000 sec): 3 clusters Score: Raw -73180.566202 + Penalty 2165.518126 = -71015.048075 nChanged 11 SP:Iteration 7Q (3119.300000 sec): 3 clusters Score: Raw -73193.173520 + Penalty 2165.518126 = -71027.655394 nChanged 7 SP:Iteration 8Q (3119.300000 sec): 3 clusters Score: Raw -73204.187400 + Penalty 2165.518126 = -71038.669274 nChanged 5 SP:Iteration 9Q (3119.310000 sec): 3 clusters Score: Raw -73209.075172 + Penalty 2165.518126 = -71043.557046 nChanged 7 SP:Iteration 10Q (3119.310000 sec): 3 clusters Score: Raw -73216.724644 + Penalty 2165.518126 = -71051.206518 nChanged 9 SP:Iteration 11Q (3119.310000 sec): 3 clusters Score: Raw -73226.209864 + Penalty 2165.518126 = -71060.691738 nChanged 8 SP:Iteration 12Q (3119.310000 sec): 3 clusters Score: Raw -73236.646467 + Penalty 2165.518126 = -71071.128341 nChanged 8 SP:Iteration 13Q (3119.320000 sec): 3 clusters Score: Raw -73245.212188 + Penalty 2165.518126 = -71079.694061 nChanged 6 SP:Iteration 14Q (3119.320000 sec): 3 clusters Score: Raw -73254.185222 + Penalty 2165.518126 = -71088.667096 nChanged 6 SP:Iteration 15Q (3119.320000 sec): 3 clusters Score: Raw -73262.835376 + Penalty 2165.518126 = -71097.317250 nChanged 5 SP:Iteration 16Q (3119.320000 sec): 3 clusters Score: Raw -73270.867987 + Penalty 2165.518126 = -71105.349861 nChanged 3 SP:Iteration 17Q (3119.320000 sec): 3 clusters Score: Raw -73272.539368 + Penalty 2165.518126 = -71107.021242 nChanged 0 SP:Iteration 18F (3119.320000 sec): 3 clusters Score: Raw -73272.539368 + Penalty 2165.518126 = -71107.021242 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (154653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3119.850000 sec): 2 clusters Score: Raw -15137290.629243 + Penalty 1941.702616 = -15135348.926627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3120.260000 sec): 3 clusters Score: Raw -15035576.213408 + Penalty 3883.405232 = -15031692.808176 nChanged 74523 SP:Iteration 1F (3120.680000 sec): 3 clusters Score: Raw -15080969.487672 + Penalty 3883.405232 = -15077086.082440 nChanged 6606 SP:Iteration 2Q (3121.100000 sec): 3 clusters Score: Raw -15083700.570612 + Penalty 3883.405232 = -15079817.165380 nChanged 7654 SP:Iteration 3Q (3121.520000 sec): 3 clusters Score: Raw -15087535.578731 + Penalty 3883.405232 = -15083652.173499 nChanged 8875 SP:Iteration 4F (3121.920000 sec): 3 clusters Score: Raw -15092745.800054 + Penalty 3883.405232 = -15088862.394822 nChanged 9758 SP:Iteration 5F (3122.340000 sec): 3 clusters Score: Raw -15099177.199721 + Penalty 3883.405232 = -15095293.794489 nChanged 10072 SP:Iteration 6F (3122.760000 sec): 3 clusters Score: Raw -15106417.861483 + Penalty 3883.405232 = -15102534.456250 nChanged 9806 SP:Iteration 7F (3123.160000 sec): 3 clusters Score: Raw -15113515.002232 + Penalty 3883.405232 = -15109631.596999 nChanged 8538 SP:Iteration 8F (3123.580000 sec): 3 clusters Score: Raw -15118656.630170 + Penalty 3883.405232 = -15114773.224937 nChanged 5964 SP:Iteration 9Q (3123.980000 sec): 3 clusters Score: Raw -15121113.117140 + Penalty 3883.405232 = -15117229.711908 nChanged 3721 SP:Iteration 10Q (3124.380000 sec): 3 clusters Score: Raw -15122229.058860 + Penalty 3883.405232 = -15118345.653628 nChanged 2459 SP:Iteration 11Q (3124.780000 sec): 3 clusters Score: Raw -15122852.567670 + Penalty 3883.405232 = -15118969.162438 nChanged 1919 SP:Iteration 12Q (3125.180000 sec): 3 clusters Score: Raw -15123295.341388 + Penalty 3883.405232 = -15119411.936155 nChanged 1600 SP:Iteration 13Q (3125.580000 sec): 3 clusters Score: Raw -15123613.140984 + Penalty 3883.405232 = -15119729.735752 nChanged 1438 SP:Iteration 14Q (3125.980000 sec): 3 clusters Score: Raw -15123869.651973 + Penalty 3883.405232 = -15119986.246741 nChanged 1255 SP:Iteration 15Q (3126.370000 sec): 3 clusters Score: Raw -15124074.592195 + Penalty 3883.405232 = -15120191.186963 nChanged 1124 SP:Iteration 16Q (3126.780000 sec): 3 clusters Score: Raw -15124232.627497 + Penalty 3883.405232 = -15120349.222265 nChanged 973 SP:Iteration 17Q (3127.180000 sec): 3 clusters Score: Raw -15124349.808080 + Penalty 3883.405232 = -15120466.402848 nChanged 867 SP:Iteration 18Q (3127.570000 sec): 3 clusters Score: Raw -15124443.294254 + Penalty 3883.405232 = -15120559.889022 nChanged 706 SP:Iteration 19Q (3127.960000 sec): 3 clusters Score: Raw -15124506.158741 + Penalty 3883.405232 = -15120622.753509 nChanged 594 SP:Iteration 20F (3128.370000 sec): 3 clusters Score: Raw -15124554.813557 + Penalty 3883.405232 = -15120671.408325 nChanged 546 SP:Iteration 21Q (3128.770000 sec): 3 clusters Score: Raw -15124598.064350 + Penalty 3883.405232 = -15120714.659117 nChanged 500 SP:Iteration 22Q (3129.170000 sec): 3 clusters Score: Raw -15124634.181549 + Penalty 3883.405232 = -15120750.776316 nChanged 429 SP:Iteration 23Q (3129.560000 sec): 3 clusters Score: Raw -15124657.760222 + Penalty 3883.405232 = -15120774.354989 nChanged 333 SP:Iteration 24Q (3129.970000 sec): 3 clusters Score: Raw -15124671.144023 + Penalty 3883.405232 = -15120787.738791 nChanged 268 SP:Iteration 25Q (3130.390000 sec): 3 clusters Score: Raw -15124680.814969 + Penalty 3883.405232 = -15120797.409737 nChanged 206 SP:Iteration 26Q (3130.800000 sec): 3 clusters Score: Raw -15124687.547856 + Penalty 3883.405232 = -15120804.142623 nChanged 204 SP:Iteration 27Q (3131.210000 sec): 3 clusters Score: Raw -15124693.963412 + Penalty 3883.405232 = -15120810.558179 nChanged 181 SP:Iteration 28Q (3131.620000 sec): 3 clusters Score: Raw -15124698.859496 + Penalty 3883.405232 = -15120815.454263 nChanged 168 SP:Iteration 29Q (3132.040000 sec): 3 clusters Score: Raw -15124702.902645 + Penalty 3883.405232 = -15120819.497412 nChanged 157 SP:Iteration 30Q (3132.450000 sec): 3 clusters Score: Raw -15124706.697750 + Penalty 3883.405232 = -15120823.292517 nChanged 114 SP:Iteration 31Q (3132.860000 sec): 3 clusters Score: Raw -15124709.087410 + Penalty 3883.405232 = -15120825.682178 nChanged 105 SP:Iteration 32Q (3133.280000 sec): 3 clusters Score: Raw -15124711.253519 + Penalty 3883.405232 = -15120827.848287 nChanged 99 SP:Iteration 33Q (3133.680000 sec): 3 clusters Score: Raw -15124713.037953 + Penalty 3883.405232 = -15120829.632721 nChanged 80 SP:Iteration 34Q (3134.100000 sec): 3 clusters Score: Raw -15124714.590925 + Penalty 3883.405232 = -15120831.185692 nChanged 87 SP:Iteration 35Q (3134.510000 sec): 3 clusters Score: Raw -15124716.048425 + Penalty 3883.405232 = -15120832.643192 nChanged 77 SP:Iteration 36Q (3134.930000 sec): 3 clusters Score: Raw -15124717.144671 + Penalty 3883.405232 = -15120833.739439 nChanged 61 SP:Iteration 37Q (3135.340000 sec): 3 clusters Score: Raw -15124717.932951 + Penalty 3883.405232 = -15120834.527719 nChanged 59 SP:Iteration 38Q (3135.750000 sec): 3 clusters Score: Raw -15124718.637443 + Penalty 3883.405232 = -15120835.232210 nChanged 59 SP:Iteration 39Q (3136.160000 sec): 3 clusters Score: Raw -15124719.548227 + Penalty 3883.405232 = -15120836.142995 nChanged 56 SP:Iteration 40F (3136.580000 sec): 3 clusters Score: Raw -15124720.327991 + Penalty 3883.405232 = -15120836.922759 nChanged 50 SP:Iteration 41Q (3137.000000 sec): 3 clusters Score: Raw -15124720.924502 + Penalty 3883.405232 = -15120837.519270 nChanged 46 SP:Iteration 42Q (3137.410000 sec): 3 clusters Score: Raw -15124721.518808 + Penalty 3883.405232 = -15120838.113575 nChanged 48 SP:Iteration 43Q (3137.820000 sec): 3 clusters Score: Raw -15124722.052011 + Penalty 3883.405232 = -15120838.646778 nChanged 41 SP:Iteration 44Q (3138.230000 sec): 3 clusters Score: Raw -15124722.560246 + Penalty 3883.405232 = -15120839.155014 nChanged 43 SP:Iteration 45Q (3138.650000 sec): 3 clusters Score: Raw -15124723.048648 + Penalty 3883.405232 = -15120839.643416 nChanged 35 SP:Iteration 46Q (3139.060000 sec): 3 clusters Score: Raw -15124723.462532 + Penalty 3883.405232 = -15120840.057299 nChanged 39 SP:Iteration 47Q (3139.470000 sec): 3 clusters Score: Raw -15124723.842765 + Penalty 3883.405232 = -15120840.437532 nChanged 35 SP:Iteration 48Q (3139.890000 sec): 3 clusters Score: Raw -15124724.135963 + Penalty 3883.405232 = -15120840.730731 nChanged 29 SP:Iteration 49Q (3140.290000 sec): 3 clusters Score: Raw -15124724.399325 + Penalty 3883.405232 = -15120840.994093 nChanged 41 SP:Iteration 50Q (3140.700000 sec): 3 clusters Score: Raw -15124724.826192 + Penalty 3883.405232 = -15120841.420960 nChanged 45 SP:Iteration 51Q (3141.100000 sec): 3 clusters Score: Raw -15124725.363215 + Penalty 3883.405232 = -15120841.957982 nChanged 49 SP:Iteration 52Q (3141.500000 sec): 3 clusters Score: Raw -15124725.959089 + Penalty 3883.405232 = -15120842.553857 nChanged 49 SP:Iteration 53Q (3141.900000 sec): 3 clusters Score: Raw -15124726.693032 + Penalty 3883.405232 = -15120843.287799 nChanged 51 SP:Iteration 54Q (3142.300000 sec): 3 clusters Score: Raw -15124727.455390 + Penalty 3883.405232 = -15120844.050158 nChanged 58 SP:Iteration 55Q (3142.700000 sec): 3 clusters Score: Raw -15124728.198313 + Penalty 3883.405232 = -15120844.793080 nChanged 49 SP:Iteration 56Q (3143.100000 sec): 3 clusters Score: Raw -15124728.890157 + Penalty 3883.405232 = -15120845.484925 nChanged 50 SP:Iteration 57Q (3143.500000 sec): 3 clusters Score: Raw -15124729.488934 + Penalty 3883.405232 = -15120846.083702 nChanged 46 SP:Iteration 58Q (3143.900000 sec): 3 clusters Score: Raw -15124730.084953 + Penalty 3883.405232 = -15120846.679721 nChanged 48 SP:Iteration 59Q (3144.300000 sec): 3 clusters Score: Raw -15124730.700810 + Penalty 3883.405232 = -15120847.295577 nChanged 67 SP:Iteration 60F (3144.710000 sec): 3 clusters Score: Raw -15124732.051119 + Penalty 3883.405232 = -15120848.645886 nChanged 75 SP:Iteration 61Q (3145.110000 sec): 3 clusters Score: Raw -15124733.594006 + Penalty 3883.405232 = -15120850.188773 nChanged 98 SP:Iteration 62Q (3145.520000 sec): 3 clusters Score: Raw -15124735.748884 + Penalty 3883.405232 = -15120852.343652 nChanged 97 SP:Iteration 63Q (3145.930000 sec): 3 clusters Score: Raw -15124737.504854 + Penalty 3883.405232 = -15120854.099622 nChanged 79 SP:Iteration 64Q (3146.330000 sec): 3 clusters Score: Raw -15124738.771812 + Penalty 3883.405232 = -15120855.366580 nChanged 74 SP:Iteration 65Q (3146.740000 sec): 3 clusters Score: Raw -15124739.919977 + Penalty 3883.405232 = -15120856.514744 nChanged 63 SP:Iteration 66Q (3147.160000 sec): 3 clusters Score: Raw -15124740.851345 + Penalty 3883.405232 = -15120857.446112 nChanged 66 SP:Iteration 67Q (3147.570000 sec): 3 clusters Score: Raw -15124741.845156 + Penalty 3883.405232 = -15120858.439924 nChanged 58 SP:Iteration 68Q (3147.980000 sec): 3 clusters Score: Raw -15124742.518136 + Penalty 3883.405232 = -15120859.112904 nChanged 52 SP:Iteration 69Q (3148.410000 sec): 3 clusters Score: Raw -15124743.124996 + Penalty 3883.405232 = -15120859.719764 nChanged 47 SP:Iteration 70Q (3148.820000 sec): 3 clusters Score: Raw -15124743.630959 + Penalty 3883.405232 = -15120860.225727 nChanged 31 SP:Iteration 71Q (3149.230000 sec): 3 clusters Score: Raw -15124743.997466 + Penalty 3883.405232 = -15120860.592233 nChanged 33 SP:Iteration 72Q (3149.640000 sec): 3 clusters Score: Raw -15124744.448888 + Penalty 3883.405232 = -15120861.043655 nChanged 41 SP:Iteration 73Q (3150.040000 sec): 3 clusters Score: Raw -15124744.972158 + Penalty 3883.405232 = -15120861.566925 nChanged 53 SP:Iteration 74Q (3150.440000 sec): 3 clusters Score: Raw -15124745.753419 + Penalty 3883.405232 = -15120862.348187 nChanged 68 SP:Iteration 75Q (3150.840000 sec): 3 clusters Score: Raw -15124746.750408 + Penalty 3883.405232 = -15120863.345175 nChanged 66 SP:Iteration 76Q (3151.240000 sec): 3 clusters Score: Raw -15124747.501131 + Penalty 3883.405232 = -15120864.095899 nChanged 48 SP:Iteration 77Q (3151.650000 sec): 3 clusters Score: Raw -15124748.066549 + Penalty 3883.405232 = -15120864.661317 nChanged 47 SP:Iteration 78Q (3152.060000 sec): 3 clusters Score: Raw -15124748.755283 + Penalty 3883.405232 = -15120865.350050 nChanged 54 SP:Iteration 79Q (3152.480000 sec): 3 clusters Score: Raw -15124749.472711 + Penalty 3883.405232 = -15120866.067478 nChanged 54 SP:Iteration 80F (3152.890000 sec): 3 clusters Score: Raw -15124750.214719 + Penalty 3883.405232 = -15120866.809487 nChanged 64 SP:Iteration 81Q (3153.300000 sec): 3 clusters Score: Raw -15124751.086269 + Penalty 3883.405232 = -15120867.681036 nChanged 56 SP:Iteration 82Q (3153.710000 sec): 3 clusters Score: Raw -15124751.773949 + Penalty 3883.405232 = -15120868.368717 nChanged 55 SP:Iteration 83Q (3154.120000 sec): 3 clusters Score: Raw -15124752.534915 + Penalty 3883.405232 = -15120869.129682 nChanged 64 SP:Iteration 84Q (3154.530000 sec): 3 clusters Score: Raw -15124753.636663 + Penalty 3883.405232 = -15120870.231431 nChanged 72 SP:Iteration 85Q (3154.950000 sec): 3 clusters Score: Raw -15124754.789940 + Penalty 3883.405232 = -15120871.384708 nChanged 65 SP:Iteration 86Q (3155.360000 sec): 3 clusters Score: Raw -15124755.822431 + Penalty 3883.405232 = -15120872.417199 nChanged 64 SP:Iteration 87Q (3155.770000 sec): 3 clusters Score: Raw -15124756.913775 + Penalty 3883.405232 = -15120873.508543 nChanged 79 SP:Iteration 88Q (3156.190000 sec): 3 clusters Score: Raw -15124758.180844 + Penalty 3883.405232 = -15120874.775612 nChanged 75 SP:Iteration 89Q (3156.600000 sec): 3 clusters Score: Raw -15124759.477099 + Penalty 3883.405232 = -15120876.071867 nChanged 72 SP:Iteration 90Q (3157.010000 sec): 3 clusters Score: Raw -15124760.646064 + Penalty 3883.405232 = -15120877.240832 nChanged 97 SP:Iteration 91Q (3157.420000 sec): 3 clusters Score: Raw -15124762.720955 + Penalty 3883.405232 = -15120879.315723 nChanged 114 SP:Iteration 92Q (3157.840000 sec): 3 clusters Score: Raw -15124765.416183 + Penalty 3883.405232 = -15120882.010950 nChanged 121 SP:Iteration 93Q (3158.250000 sec): 3 clusters Score: Raw -15124768.201612 + Penalty 3883.405232 = -15120884.796379 nChanged 123 SP:Iteration 94Q (3158.660000 sec): 3 clusters Score: Raw -15124770.914892 + Penalty 3883.405232 = -15120887.509659 nChanged 118 SP:Iteration 95Q (3159.080000 sec): 3 clusters Score: Raw -15124773.641299 + Penalty 3883.405232 = -15120890.236066 nChanged 120 SP:Iteration 96Q (3159.490000 sec): 3 clusters Score: Raw -15124776.268903 + Penalty 3883.405232 = -15120892.863671 nChanged 122 SP:Iteration 97Q (3159.900000 sec): 3 clusters Score: Raw -15124779.002720 + Penalty 3883.405232 = -15120895.597487 nChanged 119 SP:Iteration 98Q (3160.320000 sec): 3 clusters Score: Raw -15124781.629554 + Penalty 3883.405232 = -15120898.224322 nChanged 114 SP:Iteration 99Q (3160.730000 sec): 3 clusters Score: Raw -15124783.998371 + Penalty 3883.405232 = -15120900.593138 nChanged 99 SP:Iteration 100F (3161.150000 sec): 3 clusters Score: Raw -15124785.704988 + Penalty 3883.405232 = -15120902.299756 nChanged 85 SP:Iteration 101Q (3161.560000 sec): 3 clusters Score: Raw -15124787.252914 + Penalty 3883.405232 = -15120903.847682 nChanged 93 SP:Iteration 102Q (3161.980000 sec): 3 clusters Score: Raw -15124789.019040 + Penalty 3883.405232 = -15120905.613807 nChanged 96 SP:Iteration 103Q (3162.390000 sec): 3 clusters Score: Raw -15124790.556402 + Penalty 3883.405232 = -15120907.151170 nChanged 72 SP:Iteration 104Q (3162.800000 sec): 3 clusters Score: Raw -15124791.641597 + Penalty 3883.405232 = -15120908.236365 nChanged 74 SP:Iteration 105Q (3163.220000 sec): 3 clusters Score: Raw -15124792.740281 + Penalty 3883.405232 = -15120909.335049 nChanged 72 SP:Iteration 106Q (3163.630000 sec): 3 clusters Score: Raw -15124793.782078 + Penalty 3883.405232 = -15120910.376845 nChanged 69 SP:Iteration 107Q (3164.050000 sec): 3 clusters Score: Raw -15124794.801833 + Penalty 3883.405232 = -15120911.396601 nChanged 82 SP:Iteration 108Q (3164.460000 sec): 3 clusters Score: Raw -15124795.978759 + Penalty 3883.405232 = -15120912.573527 nChanged 71 SP:Iteration 109Q (3164.870000 sec): 3 clusters Score: Raw -15124797.044143 + Penalty 3883.405232 = -15120913.638911 nChanged 67 SP:Iteration 110Q (3165.270000 sec): 3 clusters Score: Raw -15124797.950007 + Penalty 3883.405232 = -15120914.544775 nChanged 53 SP:Iteration 111Q (3165.670000 sec): 3 clusters Score: Raw -15124798.589635 + Penalty 3883.405232 = -15120915.184402 nChanged 45 SP:Iteration 112Q (3166.060000 sec): 3 clusters Score: Raw -15124799.105262 + Penalty 3883.405232 = -15120915.700029 nChanged 46 SP:Iteration 113Q (3166.460000 sec): 3 clusters Score: Raw -15124799.684250 + Penalty 3883.405232 = -15120916.279018 nChanged 52 SP:Iteration 114Q (3166.860000 sec): 3 clusters Score: Raw -15124800.341720 + Penalty 3883.405232 = -15120916.936487 nChanged 51 SP:Iteration 115Q (3167.260000 sec): 3 clusters Score: Raw -15124801.049931 + Penalty 3883.405232 = -15120917.644698 nChanged 59 SP:Iteration 116Q (3167.660000 sec): 3 clusters Score: Raw -15124801.871935 + Penalty 3883.405232 = -15120918.466703 nChanged 49 SP:Iteration 117Q (3168.070000 sec): 3 clusters Score: Raw -15124802.533927 + Penalty 3883.405232 = -15120919.128694 nChanged 40 SP:Iteration 118Q (3168.460000 sec): 3 clusters Score: Raw -15124803.011951 + Penalty 3883.405232 = -15120919.606719 nChanged 42 SP:Iteration 119Q (3168.870000 sec): 3 clusters Score: Raw -15124803.572348 + Penalty 3883.405232 = -15120920.167115 nChanged 54 SP:Iteration 120F (3169.280000 sec): 3 clusters Score: Raw -15124804.273039 + Penalty 3883.405232 = -15120920.867807 nChanged 55 SP:Iteration 121Q (3169.690000 sec): 3 clusters Score: Raw -15124804.994505 + Penalty 3883.405232 = -15120921.589273 nChanged 66 SP:Iteration 122Q (3170.100000 sec): 3 clusters Score: Raw -15124805.911146 + Penalty 3883.405232 = -15120922.505914 nChanged 64 SP:Iteration 123Q (3170.500000 sec): 3 clusters Score: Raw -15124806.773396 + Penalty 3883.405232 = -15120923.368163 nChanged 69 SP:Iteration 124Q (3170.900000 sec): 3 clusters Score: Raw -15124807.934329 + Penalty 3883.405232 = -15120924.529097 nChanged 76 SP:Iteration 125Q (3171.310000 sec): 3 clusters Score: Raw -15124809.305521 + Penalty 3883.405232 = -15120925.900289 nChanged 84 SP:Iteration 126Q (3171.720000 sec): 3 clusters Score: Raw -15124810.750359 + Penalty 3883.405232 = -15120927.345127 nChanged 80 SP:Iteration 127Q (3172.130000 sec): 3 clusters Score: Raw -15124812.121972 + Penalty 3883.405232 = -15120928.716740 nChanged 88 SP:Iteration 128Q (3172.540000 sec): 3 clusters Score: Raw -15124813.813336 + Penalty 3883.405232 = -15120930.408104 nChanged 98 SP:Iteration 129Q (3172.940000 sec): 3 clusters Score: Raw -15124815.684389 + Penalty 3883.405232 = -15120932.279156 nChanged 106 SP:Iteration 130Q (3173.340000 sec): 3 clusters Score: Raw -15124817.713100 + Penalty 3883.405232 = -15120934.307867 nChanged 110 SP:Iteration 131Q (3173.760000 sec): 3 clusters Score: Raw -15124820.125880 + Penalty 3883.405232 = -15120936.720647 nChanged 120 SP:Iteration 132Q (3174.180000 sec): 3 clusters Score: Raw -15124822.882428 + Penalty 3883.405232 = -15120939.477195 nChanged 134 SP:Iteration 133Q (3174.580000 sec): 3 clusters Score: Raw -15124826.170334 + Penalty 3883.405232 = -15120942.765101 nChanged 147 SP:Iteration 134Q (3174.990000 sec): 3 clusters Score: Raw -15124829.757832 + Penalty 3883.405232 = -15120946.352599 nChanged 163 SP:Iteration 135Q (3175.390000 sec): 3 clusters Score: Raw -15124833.593433 + Penalty 3883.405232 = -15120950.188201 nChanged 153 SP:Iteration 136Q (3175.800000 sec): 3 clusters Score: Raw -15124837.107834 + Penalty 3883.405232 = -15120953.702601 nChanged 156 SP:Iteration 137Q (3176.200000 sec): 3 clusters Score: Raw -15124840.932245 + Penalty 3883.405232 = -15120957.527013 nChanged 145 SP:Iteration 138Q (3176.600000 sec): 3 clusters Score: Raw -15124844.530504 + Penalty 3883.405232 = -15120961.125272 nChanged 156 SP:Iteration 139Q (3177.000000 sec): 3 clusters Score: Raw -15124848.425544 + Penalty 3883.405232 = -15120965.020311 nChanged 150 SP:Iteration 140F (3177.410000 sec): 3 clusters Score: Raw -15124852.395469 + Penalty 3883.405232 = -15120968.990236 nChanged 175 SP:Iteration 141Q (3177.820000 sec): 3 clusters Score: Raw -15124857.582456 + Penalty 3883.405232 = -15120974.177224 nChanged 194 SP:Iteration 142Q (3178.230000 sec): 3 clusters Score: Raw -15124864.076430 + Penalty 3883.405232 = -15120980.671198 nChanged 209 SP:Iteration 143Q (3178.640000 sec): 3 clusters Score: Raw -15124871.641328 + Penalty 3883.405232 = -15120988.236095 nChanged 238 SP:Iteration 144Q (3179.060000 sec): 3 clusters Score: Raw -15124880.061899 + Penalty 3883.405232 = -15120996.656667 nChanged 226 SP:Iteration 145Q (3179.480000 sec): 3 clusters Score: Raw -15124887.955583 + Penalty 3883.405232 = -15121004.550350 nChanged 238 SP:Iteration 146Q (3179.890000 sec): 3 clusters Score: Raw -15124896.659081 + Penalty 3883.405232 = -15121013.253849 nChanged 252 SP:Iteration 147Q (3180.310000 sec): 3 clusters Score: Raw -15124906.062136 + Penalty 3883.405232 = -15121022.656903 nChanged 279 SP:Iteration 148Q (3180.720000 sec): 3 clusters Score: Raw -15124916.866690 + Penalty 3883.405232 = -15121033.461458 nChanged 302 SP:Iteration 149Q (3181.140000 sec): 3 clusters Score: Raw -15124930.347014 + Penalty 3883.405232 = -15121046.941782 nChanged 331 SP:Iteration 150Q (3181.560000 sec): 3 clusters Score: Raw -15124946.451067 + Penalty 3883.405232 = -15121063.045835 nChanged 348 SP:Iteration 151Q (3181.980000 sec): 3 clusters Score: Raw -15124962.331644 + Penalty 3883.405232 = -15121078.926412 nChanged 363 SP:Iteration 152Q (3182.390000 sec): 3 clusters Score: Raw -15124980.399293 + Penalty 3883.405232 = -15121096.994060 nChanged 421 SP:Iteration 153Q (3182.810000 sec): 3 clusters Score: Raw -15125004.335244 + Penalty 3883.405232 = -15121120.930011 nChanged 452 SP:Iteration 154Q (3183.220000 sec): 3 clusters Score: Raw -15125030.282384 + Penalty 3883.405232 = -15121146.877152 nChanged 457 SP:Iteration 155Q (3183.630000 sec): 3 clusters Score: Raw -15125055.162653 + Penalty 3883.405232 = -15121171.757421 nChanged 462 SP:Iteration 156Q (3184.050000 sec): 3 clusters Score: Raw -15125078.510476 + Penalty 3883.405232 = -15121195.105244 nChanged 405 SP:Iteration 157Q (3184.470000 sec): 3 clusters Score: Raw -15125098.007127 + Penalty 3883.405232 = -15121214.601895 nChanged 404 SP:Iteration 158Q (3184.880000 sec): 3 clusters Score: Raw -15125117.904017 + Penalty 3883.405232 = -15121234.498785 nChanged 426 SP:Iteration 159Q (3185.290000 sec): 3 clusters Score: Raw -15125139.618217 + Penalty 3883.405232 = -15121256.212984 nChanged 420 SP:Iteration 160F (3185.720000 sec): 3 clusters Score: Raw -15125161.173380 + Penalty 3883.405232 = -15121277.768147 nChanged 413 SP:Iteration 161Q (3186.130000 sec): 3 clusters Score: Raw -15125182.748742 + Penalty 3883.405232 = -15121299.343510 nChanged 438 SP:Iteration 162Q (3186.550000 sec): 3 clusters Score: Raw -15125206.900808 + Penalty 3883.405232 = -15121323.495576 nChanged 449 SP:Iteration 163Q (3186.970000 sec): 3 clusters Score: Raw -15125231.117368 + Penalty 3883.405232 = -15121347.712135 nChanged 454 SP:Iteration 164Q (3187.390000 sec): 3 clusters Score: Raw -15125258.529221 + Penalty 3883.405232 = -15121375.123989 nChanged 526 SP:Iteration 165Q (3187.800000 sec): 3 clusters Score: Raw -15125292.991836 + Penalty 3883.405232 = -15121409.586604 nChanged 568 SP:Iteration 166Q (3188.210000 sec): 3 clusters Score: Raw -15125331.871445 + Penalty 3883.405232 = -15121448.466212 nChanged 569 SP:Iteration 167Q (3188.630000 sec): 3 clusters Score: Raw -15125371.767622 + Penalty 3883.405232 = -15121488.362389 nChanged 597 SP:Iteration 168Q (3189.030000 sec): 3 clusters Score: Raw -15125415.376138 + Penalty 3883.405232 = -15121531.970906 nChanged 639 SP:Iteration 169Q (3189.440000 sec): 3 clusters Score: Raw -15125463.203248 + Penalty 3883.405232 = -15121579.798015 nChanged 597 SP:Iteration 170Q (3189.850000 sec): 3 clusters Score: Raw -15125507.371616 + Penalty 3883.405232 = -15121623.966384 nChanged 607 SP:Iteration 171Q (3190.260000 sec): 3 clusters Score: Raw -15125551.893643 + Penalty 3883.405232 = -15121668.488410 nChanged 609 SP:Iteration 172Q (3190.680000 sec): 3 clusters Score: Raw -15125599.180711 + Penalty 3883.405232 = -15121715.775479 nChanged 641 SP:Iteration 173Q (3191.090000 sec): 3 clusters Score: Raw -15125652.711370 + Penalty 3883.405232 = -15121769.306137 nChanged 693 SP:Iteration 174Q (3191.490000 sec): 3 clusters Score: Raw -15125713.418967 + Penalty 3883.405232 = -15121830.013735 nChanged 740 SP:Iteration 175Q (3191.910000 sec): 3 clusters Score: Raw -15125782.906271 + Penalty 3883.405232 = -15121899.501039 nChanged 776 SP:Iteration 176Q (3192.310000 sec): 3 clusters Score: Raw -15125861.134625 + Penalty 3883.405232 = -15121977.729393 nChanged 860 SP:Iteration 177Q (3192.710000 sec): 3 clusters Score: Raw -15125957.067789 + Penalty 3883.405232 = -15122073.662557 nChanged 906 SP:Iteration 178Q (3193.120000 sec): 3 clusters Score: Raw -15126059.796137 + Penalty 3883.405232 = -15122176.390904 nChanged 963 SP:Iteration 179Q (3193.510000 sec): 3 clusters Score: Raw -15126174.385909 + Penalty 3883.405232 = -15122290.980677 nChanged 1048 SP:Iteration 180F (3193.940000 sec): 3 clusters Score: Raw -15126305.005451 + Penalty 3883.405232 = -15122421.600218 nChanged 1004 SP:Iteration 181Q (3194.350000 sec): 3 clusters Score: Raw -15126435.048455 + Penalty 3883.405232 = -15122551.643222 nChanged 1057 SP:Iteration 182Q (3194.750000 sec): 3 clusters Score: Raw -15126576.361120 + Penalty 3883.405232 = -15122692.955887 nChanged 1103 SP:Iteration 183Q (3195.150000 sec): 3 clusters Score: Raw -15126727.734709 + Penalty 3883.405232 = -15122844.329477 nChanged 1077 SP:Iteration 184Q (3195.540000 sec): 3 clusters Score: Raw -15126874.775272 + Penalty 3883.405232 = -15122991.370040 nChanged 1079 SP:Iteration 185Q (3195.930000 sec): 3 clusters Score: Raw -15127025.721691 + Penalty 3883.405232 = -15123142.316459 nChanged 1135 SP:Iteration 186Q (3196.310000 sec): 3 clusters Score: Raw -15127200.352591 + Penalty 3883.405232 = -15123316.947359 nChanged 1238 SP:Iteration 187Q (3196.690000 sec): 3 clusters Score: Raw -15127412.632444 + Penalty 3883.405232 = -15123529.227212 nChanged 1329 SP:Iteration 188Q (3197.070000 sec): 3 clusters Score: Raw -15127653.055107 + Penalty 3883.405232 = -15123769.649875 nChanged 1368 SP:Iteration 189Q (3197.460000 sec): 3 clusters Score: Raw -15127902.891634 + Penalty 3883.405232 = -15124019.486402 nChanged 1322 SP:Iteration 190Q (3197.830000 sec): 3 clusters Score: Raw -15128148.214699 + Penalty 3883.405232 = -15124264.809467 nChanged 1363 SP:Iteration 191Q (3198.210000 sec): 3 clusters Score: Raw -15128405.317168 + Penalty 3883.405232 = -15124521.911936 nChanged 1354 SP:Iteration 192Q (3198.570000 sec): 3 clusters Score: Raw -15128672.443748 + Penalty 3883.405232 = -15124789.038516 nChanged 1372 SP:Iteration 193Q (3198.950000 sec): 3 clusters Score: Raw -15128956.268677 + Penalty 3883.405232 = -15125072.863445 nChanged 1380 SP:Iteration 194Q (3199.330000 sec): 3 clusters Score: Raw -15129248.994464 + Penalty 3883.405232 = -15125365.589231 nChanged 1410 SP:Iteration 195Q (3199.710000 sec): 3 clusters Score: Raw -15129563.598515 + Penalty 3883.405232 = -15125680.193283 nChanged 1488 SP:Iteration 196Q (3200.080000 sec): 3 clusters Score: Raw -15129907.526185 + Penalty 3883.405232 = -15126024.120953 nChanged 1414 SP:Iteration 197Q (3200.440000 sec): 3 clusters Score: Raw -15130237.624892 + Penalty 3883.405232 = -15126354.219659 nChanged 1391 SP:Iteration 198Q (3200.790000 sec): 3 clusters Score: Raw -15130567.857901 + Penalty 3883.405232 = -15126684.452668 nChanged 1388 SP:Iteration 199Q (3201.150000 sec): 3 clusters Score: Raw -15130896.878799 + Penalty 3883.405232 = -15127013.473567 nChanged 1311 SP:Iteration 200F (3201.560000 sec): 3 clusters Score: Raw -15131216.405225 + Penalty 3883.405232 = -15127332.999992 nChanged 1282 SP:Iteration 201Q (3201.910000 sec): 3 clusters Score: Raw -15131531.637903 + Penalty 3883.405232 = -15127648.232671 nChanged 1243 SP:Iteration 202Q (3202.250000 sec): 3 clusters Score: Raw -15131840.882570 + Penalty 3883.405232 = -15127957.477338 nChanged 1221 SP:Iteration 203Q (3202.600000 sec): 3 clusters Score: Raw -15132157.736673 + Penalty 3883.405232 = -15128274.331441 nChanged 1234 SP:Iteration 204Q (3202.960000 sec): 3 clusters Score: Raw -15132491.290905 + Penalty 3883.405232 = -15128607.885672 nChanged 1183 SP:Iteration 205Q (3203.310000 sec): 3 clusters Score: Raw -15132820.291217 + Penalty 3883.405232 = -15128936.885984 nChanged 1177 SP:Iteration 206Q (3203.670000 sec): 3 clusters Score: Raw -15133168.987116 + Penalty 3883.405232 = -15129285.581884 nChanged 1127 SP:Iteration 207Q (3204.010000 sec): 3 clusters Score: Raw -15133512.902683 + Penalty 3883.405232 = -15129629.497451 nChanged 1045 SP:Iteration 208Q (3204.350000 sec): 3 clusters Score: Raw -15133819.460901 + Penalty 3883.405232 = -15129936.055668 nChanged 957 SP:Iteration 209Q (3204.690000 sec): 3 clusters Score: Raw -15134101.787070 + Penalty 3883.405232 = -15130218.381838 nChanged 916 SP:Iteration 210Q (3205.020000 sec): 3 clusters Score: Raw -15134377.103287 + Penalty 3883.405232 = -15130493.698054 nChanged 855 SP:Iteration 211Q (3205.340000 sec): 3 clusters Score: Raw -15134636.750406 + Penalty 3883.405232 = -15130753.345174 nChanged 811 SP:Iteration 212Q (3205.660000 sec): 3 clusters Score: Raw -15134886.952112 + Penalty 3883.405232 = -15131003.546880 nChanged 767 SP:Iteration 213Q (3205.970000 sec): 3 clusters Score: Raw -15135131.317114 + Penalty 3883.405232 = -15131247.911881 nChanged 714 SP:Iteration 214Q (3206.290000 sec): 3 clusters Score: Raw -15135362.113468 + Penalty 3883.405232 = -15131478.708235 nChanged 665 SP:Iteration 215Q (3206.600000 sec): 3 clusters Score: Raw -15135579.693790 + Penalty 3883.405232 = -15131696.288557 nChanged 607 SP:Iteration 216Q (3206.920000 sec): 3 clusters Score: Raw -15135783.022509 + Penalty 3883.405232 = -15131899.617277 nChanged 608 SP:Iteration 217Q (3207.230000 sec): 3 clusters Score: Raw -15135989.435771 + Penalty 3883.405232 = -15132106.030538 nChanged 536 SP:Iteration 218Q (3207.530000 sec): 3 clusters Score: Raw -15136182.144127 + Penalty 3883.405232 = -15132298.738895 nChanged 502 SP:Iteration 219Q (3207.840000 sec): 3 clusters Score: Raw -15136367.224335 + Penalty 3883.405232 = -15132483.819103 nChanged 444 SP:Iteration 220F (3208.240000 sec): 3 clusters Score: Raw -15136536.160813 + Penalty 3883.405232 = -15132652.755580 nChanged 409 SP:Iteration 221Q (3208.530000 sec): 3 clusters Score: Raw -15136689.968789 + Penalty 3883.405232 = -15132806.563557 nChanged 344 SP:Iteration 222Q (3208.830000 sec): 3 clusters Score: Raw -15136812.661319 + Penalty 3883.405232 = -15132929.256086 nChanged 304 SP:Iteration 223Q (3209.130000 sec): 3 clusters Score: Raw -15136917.505605 + Penalty 3883.405232 = -15133034.100373 nChanged 261 SP:Iteration 224Q (3209.430000 sec): 3 clusters Score: Raw -15137011.862649 + Penalty 3883.405232 = -15133128.457416 nChanged 217 SP:Iteration 225Q (3209.720000 sec): 3 clusters Score: Raw -15137085.144818 + Penalty 3883.405232 = -15133201.739585 nChanged 199 SP:Iteration 226Q (3210.040000 sec): 3 clusters Score: Raw -15137148.698464 + Penalty 3883.405232 = -15133265.293231 nChanged 170 SP:Iteration 227Q (3210.340000 sec): 3 clusters Score: Raw -15137205.373027 + Penalty 3883.405232 = -15133321.967794 nChanged 150 SP:Iteration 228Q (3210.630000 sec): 3 clusters Score: Raw -15137255.058292 + Penalty 3883.405232 = -15133371.653060 nChanged 131 SP:Iteration 229Q (3210.920000 sec): 3 clusters Score: Raw -15137294.968673 + Penalty 3883.405232 = -15133411.563440 nChanged 107 SP:Iteration 230Q (3211.210000 sec): 3 clusters Score: Raw -15137325.874075 + Penalty 3883.405232 = -15133442.468843 nChanged 87 SP:Iteration 231Q (3211.500000 sec): 3 clusters Score: Raw -15137351.883186 + Penalty 3883.405232 = -15133468.477954 nChanged 89 SP:Iteration 232Q (3211.800000 sec): 3 clusters Score: Raw -15137378.509806 + Penalty 3883.405232 = -15133495.104573 nChanged 75 SP:Iteration 233Q (3212.090000 sec): 3 clusters Score: Raw -15137401.171122 + Penalty 3883.405232 = -15133517.765890 nChanged 59 SP:Iteration 234Q (3212.380000 sec): 3 clusters Score: Raw -15137417.597913 + Penalty 3883.405232 = -15133534.192681 nChanged 48 SP:Iteration 235Q (3212.670000 sec): 3 clusters Score: Raw -15137429.919331 + Penalty 3883.405232 = -15133546.514099 nChanged 55 SP:Iteration 236Q (3212.960000 sec): 3 clusters Score: Raw -15137447.884324 + Penalty 3883.405232 = -15133564.479091 nChanged 56 SP:Iteration 237Q (3213.260000 sec): 3 clusters Score: Raw -15137466.169820 + Penalty 3883.405232 = -15133582.764588 nChanged 54 SP:Iteration 238Q (3213.540000 sec): 3 clusters Score: Raw -15137482.189515 + Penalty 3883.405232 = -15133598.784283 nChanged 42 SP:Iteration 239Q (3213.830000 sec): 3 clusters Score: Raw -15137492.475183 + Penalty 3883.405232 = -15133609.069951 nChanged 38 SP:Iteration 240F (3214.240000 sec): 3 clusters Score: Raw -15137502.416664 + Penalty 3883.405232 = -15133619.011432 nChanged 33 SP:Iteration 241Q (3214.530000 sec): 3 clusters Score: Raw -15137514.123348 + Penalty 3883.405232 = -15133630.718115 nChanged 38 SP:Iteration 242Q (3214.820000 sec): 3 clusters Score: Raw -15137527.051979 + Penalty 3883.405232 = -15133643.646746 nChanged 35 SP:Iteration 243Q (3215.100000 sec): 3 clusters Score: Raw -15137537.154773 + Penalty 3883.405232 = -15133653.749541 nChanged 30 SP:Iteration 244Q (3215.390000 sec): 3 clusters Score: Raw -15137545.669035 + Penalty 3883.405232 = -15133662.263803 nChanged 23 SP:Iteration 245Q (3215.680000 sec): 3 clusters Score: Raw -15137551.506003 + Penalty 3883.405232 = -15133668.100771 nChanged 19 SP:Iteration 246Q (3215.970000 sec): 3 clusters Score: Raw -15137556.420084 + Penalty 3883.405232 = -15133673.014851 nChanged 19 SP:Iteration 247Q (3216.270000 sec): 3 clusters Score: Raw -15137560.359106 + Penalty 3883.405232 = -15133676.953873 nChanged 23 SP:Iteration 248Q (3216.560000 sec): 3 clusters Score: Raw -15137564.902277 + Penalty 3883.405232 = -15133681.497044 nChanged 11 SP:Iteration 249Q (3216.850000 sec): 3 clusters Score: Raw -15137568.171709 + Penalty 3883.405232 = -15133684.766477 nChanged 13 SP:Iteration 250Q (3217.140000 sec): 3 clusters Score: Raw -15137572.508621 + Penalty 3883.405232 = -15133689.103388 nChanged 13 SP:Iteration 251Q (3217.420000 sec): 3 clusters Score: Raw -15137577.145104 + Penalty 3883.405232 = -15133693.739872 nChanged 12 SP:Iteration 252Q (3217.710000 sec): 3 clusters Score: Raw -15137581.285772 + Penalty 3883.405232 = -15133697.880540 nChanged 13 SP:Iteration 253Q (3218.000000 sec): 3 clusters Score: Raw -15137585.975743 + Penalty 3883.405232 = -15133702.570510 nChanged 16 SP:Iteration 254Q (3218.290000 sec): 3 clusters Score: Raw -15137592.142314 + Penalty 3883.405232 = -15133708.737082 nChanged 12 SP:Iteration 255Q (3218.580000 sec): 3 clusters Score: Raw -15137594.865498 + Penalty 3883.405232 = -15133711.460266 nChanged 10 SP:Iteration 256Q (3218.870000 sec): 3 clusters Score: Raw -15137597.295795 + Penalty 3883.405232 = -15133713.890563 nChanged 13 SP:Iteration 257Q (3219.160000 sec): 3 clusters Score: Raw -15137600.415662 + Penalty 3883.405232 = -15133717.010430 nChanged 7 SP:Iteration 258Q (3219.450000 sec): 3 clusters Score: Raw -15137602.381520 + Penalty 3883.405232 = -15133718.976288 nChanged 6 SP:Iteration 259Q (3219.740000 sec): 3 clusters Score: Raw -15137603.456108 + Penalty 3883.405232 = -15133720.050876 nChanged 4 SP:Iteration 260F (3220.160000 sec): 3 clusters Score: Raw -15137604.410397 + Penalty 3883.405232 = -15133721.005165 nChanged 3 SP:Iteration 261Q (3220.450000 sec): 3 clusters Score: Raw -15137605.082892 + Penalty 3883.405232 = -15133721.677660 nChanged 3 SP:Iteration 262Q (3220.750000 sec): 3 clusters Score: Raw -15137605.675142 + Penalty 3883.405232 = -15133722.269910 nChanged 4 SP:Iteration 263Q (3221.040000 sec): 3 clusters Score: Raw -15137607.300273 + Penalty 3883.405232 = -15133723.895040 nChanged 6 SP:Iteration 264Q (3221.340000 sec): 3 clusters Score: Raw -15137608.907843 + Penalty 3883.405232 = -15133725.502610 nChanged 6 SP:Iteration 265Q (3221.620000 sec): 3 clusters Score: Raw -15137610.103472 + Penalty 3883.405232 = -15133726.698240 nChanged 7 SP:Iteration 266Q (3221.910000 sec): 3 clusters Score: Raw -15137611.698386 + Penalty 3883.405232 = -15133728.293153 nChanged 7 SP:Iteration 267Q (3222.210000 sec): 3 clusters Score: Raw -15137613.452416 + Penalty 3883.405232 = -15133730.047183 nChanged 5 SP:Iteration 268Q (3222.500000 sec): 3 clusters Score: Raw -15137615.313165 + Penalty 3883.405232 = -15133731.907932 nChanged 8 SP:Iteration 269Q (3222.800000 sec): 3 clusters Score: Raw -15137617.658760 + Penalty 3883.405232 = -15133734.253527 nChanged 6 SP:Iteration 270Q (3223.080000 sec): 3 clusters Score: Raw -15137619.513769 + Penalty 3883.405232 = -15133736.108536 nChanged 6 SP:Iteration 271Q (3223.370000 sec): 3 clusters Score: Raw -15137620.844507 + Penalty 3883.405232 = -15133737.439274 nChanged 3 SP:Iteration 272Q (3223.660000 sec): 3 clusters Score: Raw -15137621.784171 + Penalty 3883.405232 = -15133738.378939 nChanged 4 SP:Iteration 273Q (3223.950000 sec): 3 clusters Score: Raw -15137622.372110 + Penalty 3883.405232 = -15133738.966878 nChanged 4 SP:Iteration 274Q (3224.230000 sec): 3 clusters Score: Raw -15137623.172935 + Penalty 3883.405232 = -15133739.767702 nChanged 2 SP:Iteration 275Q (3224.530000 sec): 3 clusters Score: Raw -15137623.733638 + Penalty 3883.405232 = -15133740.328406 nChanged 2 SP:Iteration 276Q (3224.810000 sec): 3 clusters Score: Raw -15137624.363243 + Penalty 3883.405232 = -15133740.958010 nChanged 2 SP:Iteration 277Q (3225.110000 sec): 3 clusters Score: Raw -15137624.949914 + Penalty 3883.405232 = -15133741.544682 nChanged 2 SP:Iteration 278Q (3225.400000 sec): 3 clusters Score: Raw -15137625.297919 + Penalty 3883.405232 = -15133741.892686 nChanged 1 SP:Iteration 279Q (3225.700000 sec): 3 clusters Score: Raw -15137625.464898 + Penalty 3883.405232 = -15133742.059665 nChanged 1 SP:Iteration 280F (3226.110000 sec): 3 clusters Score: Raw -15137625.665716 + Penalty 3883.405232 = -15133742.260483 nChanged 2 SP:Iteration 281Q (3226.410000 sec): 3 clusters Score: Raw -15137626.252078 + Penalty 3883.405232 = -15133742.846846 nChanged 1 SP:Iteration 282Q (3226.700000 sec): 3 clusters Score: Raw -15137626.845517 + Penalty 3883.405232 = -15133743.440285 nChanged 4 SP:Iteration 283Q (3226.990000 sec): 3 clusters Score: Raw -15137628.370520 + Penalty 3883.405232 = -15133744.965288 nChanged 6 SP:Iteration 284Q (3227.290000 sec): 3 clusters Score: Raw -15137630.652847 + Penalty 3883.405232 = -15133747.247615 nChanged 2 SP:Iteration 285Q (3227.590000 sec): 3 clusters Score: Raw -15137631.350444 + Penalty 3883.405232 = -15133747.945212 nChanged 2 SP:Iteration 286Q (3227.880000 sec): 3 clusters Score: Raw -15137631.821465 + Penalty 3883.405232 = -15133748.416233 nChanged 2 SP:Iteration 287Q (3228.170000 sec): 3 clusters Score: Raw -15137632.188323 + Penalty 3883.405232 = -15133748.783091 nChanged 0 SP:Iteration 288F (3228.570000 sec): 3 clusters Score: Raw -15137632.188323 + Penalty 3883.405232 = -15133748.783091 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3228.690000 sec): 2 clusters Score: Raw -364725.618305 + Penalty 1341.445447 = -363384.172858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3228.700000 sec): 3 clusters Score: Raw -362819.560896 + Penalty 2682.890893 = -360136.670003 nChanged 1507 SP:Iteration 1F (3228.710000 sec): 3 clusters Score: Raw -363643.423740 + Penalty 2682.890893 = -360960.532846 nChanged 275 SP:Iteration 2F (3228.720000 sec): 3 clusters Score: Raw -363795.737714 + Penalty 2682.890893 = -361112.846821 nChanged 214 SP:Iteration 3F (3228.730000 sec): 3 clusters Score: Raw -363908.734856 + Penalty 2682.890893 = -361225.843963 nChanged 150 SP:Iteration 4Q (3228.740000 sec): 3 clusters Score: Raw -363989.404835 + Penalty 2682.890893 = -361306.513941 nChanged 136 SP:Iteration 5Q (3228.750000 sec): 3 clusters Score: Raw -364073.857368 + Penalty 2682.890893 = -361390.966474 nChanged 115 SP:Iteration 6Q (3228.760000 sec): 3 clusters Score: Raw -364142.857449 + Penalty 2682.890893 = -361459.966555 nChanged 98 SP:Iteration 7Q (3228.770000 sec): 3 clusters Score: Raw -364197.642927 + Penalty 2682.890893 = -361514.752034 nChanged 96 SP:Iteration 8Q (3228.780000 sec): 3 clusters Score: Raw -364243.453820 + Penalty 2682.890893 = -361560.562927 nChanged 85 SP:Iteration 9Q (3228.790000 sec): 3 clusters Score: Raw -364280.225199 + Penalty 2682.890893 = -361597.334306 nChanged 75 SP:Iteration 10Q (3228.790000 sec): 3 clusters Score: Raw -364310.607185 + Penalty 2682.890893 = -361627.716291 nChanged 60 SP:Iteration 11Q (3228.810000 sec): 3 clusters Score: Raw -364339.973228 + Penalty 2682.890893 = -361657.082335 nChanged 66 SP:Iteration 12Q (3228.810000 sec): 3 clusters Score: Raw -364377.022839 + Penalty 2682.890893 = -361694.131945 nChanged 71 SP:Iteration 13Q (3228.830000 sec): 3 clusters Score: Raw -364412.987271 + Penalty 2682.890893 = -361730.096377 nChanged 56 SP:Iteration 14Q (3228.830000 sec): 3 clusters Score: Raw -364437.044942 + Penalty 2682.890893 = -361754.154049 nChanged 60 SP:Iteration 15Q (3228.840000 sec): 3 clusters Score: Raw -364465.415699 + Penalty 2682.890893 = -361782.524806 nChanged 74 SP:Iteration 16Q (3228.850000 sec): 3 clusters Score: Raw -364499.547872 + Penalty 2682.890893 = -361816.656978 nChanged 44 SP:Iteration 17Q (3228.860000 sec): 3 clusters Score: Raw -364515.956342 + Penalty 2682.890893 = -361833.065449 nChanged 32 SP:Iteration 18Q (3228.870000 sec): 3 clusters Score: Raw -364527.249206 + Penalty 2682.890893 = -361844.358312 nChanged 24 SP:Iteration 19Q (3228.880000 sec): 3 clusters Score: Raw -364535.491092 + Penalty 2682.890893 = -361852.600199 nChanged 24 SP:Iteration 20F (3228.890000 sec): 3 clusters Score: Raw -364545.818346 + Penalty 2682.890893 = -361862.927453 nChanged 18 SP:Iteration 21Q (3228.890000 sec): 3 clusters Score: Raw -364552.822607 + Penalty 2682.890893 = -361869.931714 nChanged 14 SP:Iteration 22Q (3228.910000 sec): 3 clusters Score: Raw -364558.958286 + Penalty 2682.890893 = -361876.067393 nChanged 21 SP:Iteration 23Q (3228.910000 sec): 3 clusters Score: Raw -364570.189192 + Penalty 2682.890893 = -361887.298299 nChanged 25 SP:Iteration 24Q (3228.920000 sec): 3 clusters Score: Raw -364581.028166 + Penalty 2682.890893 = -361898.137272 nChanged 13 SP:Iteration 25Q (3228.930000 sec): 3 clusters Score: Raw -364584.960770 + Penalty 2682.890893 = -361902.069877 nChanged 9 SP:Iteration 26Q (3228.940000 sec): 3 clusters Score: Raw -364587.967311 + Penalty 2682.890893 = -361905.076418 nChanged 8 SP:Iteration 27Q (3228.950000 sec): 3 clusters Score: Raw -364590.646645 + Penalty 2682.890893 = -361907.755751 nChanged 5 SP:Iteration 28Q (3228.960000 sec): 3 clusters Score: Raw -364592.544200 + Penalty 2682.890893 = -361909.653307 nChanged 4 SP:Iteration 29Q (3228.970000 sec): 3 clusters Score: Raw -364593.815724 + Penalty 2682.890893 = -361910.924830 nChanged 5 SP:Iteration 30Q (3228.980000 sec): 3 clusters Score: Raw -364595.231230 + Penalty 2682.890893 = -361912.340337 nChanged 3 SP:Iteration 31Q (3228.990000 sec): 3 clusters Score: Raw -364596.032330 + Penalty 2682.890893 = -361913.141437 nChanged 3 SP:Iteration 32Q (3228.990000 sec): 3 clusters Score: Raw -364597.563654 + Penalty 2682.890893 = -361914.672760 nChanged 5 SP:Iteration 33Q (3229.010000 sec): 3 clusters Score: Raw -364599.317143 + Penalty 2682.890893 = -361916.426249 nChanged 8 SP:Iteration 34Q (3229.010000 sec): 3 clusters Score: Raw -364603.023908 + Penalty 2682.890893 = -361920.133015 nChanged 8 SP:Iteration 35Q (3229.020000 sec): 3 clusters Score: Raw -364604.986216 + Penalty 2682.890893 = -361922.095323 nChanged 5 SP:Iteration 36Q (3229.030000 sec): 3 clusters Score: Raw -364606.270246 + Penalty 2682.890893 = -361923.379353 nChanged 6 SP:Iteration 37Q (3229.040000 sec): 3 clusters Score: Raw -364607.741412 + Penalty 2682.890893 = -361924.850519 nChanged 6 SP:Iteration 38Q (3229.050000 sec): 3 clusters Score: Raw -364609.017230 + Penalty 2682.890893 = -361926.126336 nChanged 2 SP:Iteration 39Q (3229.060000 sec): 3 clusters Score: Raw -364610.351055 + Penalty 2682.890893 = -361927.460161 nChanged 4 SP:Iteration 40F (3229.070000 sec): 3 clusters Score: Raw -364612.272165 + Penalty 2682.890893 = -361929.381272 nChanged 5 SP:Iteration 41Q (3229.080000 sec): 3 clusters Score: Raw -364614.436606 + Penalty 2682.890893 = -361931.545712 nChanged 8 SP:Iteration 42Q (3229.090000 sec): 3 clusters Score: Raw -364619.016940 + Penalty 2682.890893 = -361936.126046 nChanged 10 SP:Iteration 43Q (3229.090000 sec): 3 clusters Score: Raw -364624.706520 + Penalty 2682.890893 = -361941.815627 nChanged 8 SP:Iteration 44Q (3229.110000 sec): 3 clusters Score: Raw -364626.900748 + Penalty 2682.890893 = -361944.009855 nChanged 4 SP:Iteration 45Q (3229.110000 sec): 3 clusters Score: Raw -364629.098033 + Penalty 2682.890893 = -361946.207140 nChanged 8 SP:Iteration 46Q (3229.120000 sec): 3 clusters Score: Raw -364631.874181 + Penalty 2682.890893 = -361948.983287 nChanged 9 SP:Iteration 47Q (3229.130000 sec): 3 clusters Score: Raw -364635.243352 + Penalty 2682.890893 = -361952.352458 nChanged 4 SP:Iteration 48Q (3229.140000 sec): 3 clusters Score: Raw -364636.519812 + Penalty 2682.890893 = -361953.628919 nChanged 4 SP:Iteration 49Q (3229.150000 sec): 3 clusters Score: Raw -364637.682131 + Penalty 2682.890893 = -361954.791238 nChanged 5 SP:Iteration 50Q (3229.160000 sec): 3 clusters Score: Raw -364638.646253 + Penalty 2682.890893 = -361955.755359 nChanged 3 SP:Iteration 51Q (3229.170000 sec): 3 clusters Score: Raw -364639.525289 + Penalty 2682.890893 = -361956.634395 nChanged 3 SP:Iteration 52Q (3229.180000 sec): 3 clusters Score: Raw -364640.039554 + Penalty 2682.890893 = -361957.148661 nChanged 3 SP:Iteration 53Q (3229.190000 sec): 3 clusters Score: Raw -364640.832570 + Penalty 2682.890893 = -361957.941677 nChanged 2 SP:Iteration 54Q (3229.190000 sec): 3 clusters Score: Raw -364641.531881 + Penalty 2682.890893 = -361958.640988 nChanged 2 SP:Iteration 55Q (3229.200000 sec): 3 clusters Score: Raw -364641.966118 + Penalty 2682.890893 = -361959.075225 nChanged 0 SP:Iteration 56F (3229.210000 sec): 3 clusters Score: Raw -364641.966118 + Penalty 2682.890893 = -361959.075225 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.220000 sec): 2 clusters Score: Raw -43366.865908 + Penalty 1008.895879 = -42357.970028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.220000 sec): 3 clusters Score: Raw -43350.539168 + Penalty 2017.791758 = -41332.747409 nChanged 122 SP:Iteration 1F (3229.220000 sec): 3 clusters Score: Raw -43525.178607 + Penalty 2017.791758 = -41507.386849 nChanged 39 SP:Iteration 2F (3229.220000 sec): 3 clusters Score: Raw -43637.321623 + Penalty 2017.791758 = -41619.529865 nChanged 17 SP:Iteration 3Q (3229.230000 sec): 3 clusters Score: Raw -43675.571093 + Penalty 2017.791758 = -41657.779334 nChanged 12 SP:Iteration 4Q (3229.230000 sec): 3 clusters Score: Raw -43689.302851 + Penalty 2017.791758 = -41671.511092 nChanged 3 SP:Iteration 5Q (3229.230000 sec): 3 clusters Score: Raw -43693.973372 + Penalty 2017.791758 = -41676.181613 nChanged 3 SP:Iteration 6Q (3229.230000 sec): 3 clusters Score: Raw -43696.424674 + Penalty 2017.791758 = -41678.632915 nChanged 2 SP:Iteration 7Q (3229.230000 sec): 3 clusters Score: Raw -43700.016383 + Penalty 2017.791758 = -41682.224625 nChanged 1 SP:Iteration 8Q (3229.230000 sec): 3 clusters Score: Raw -43701.689955 + Penalty 2017.791758 = -41683.898197 nChanged 1 SP:Iteration 9Q (3229.230000 sec): 3 clusters Score: Raw -43702.435663 + Penalty 2017.791758 = -41684.643905 nChanged 1 SP:Iteration 10Q (3229.230000 sec): 3 clusters Score: Raw -43703.740317 + Penalty 2017.791758 = -41685.948559 nChanged 1 SP:Iteration 11Q (3229.230000 sec): 3 clusters Score: Raw -43705.120788 + Penalty 2017.791758 = -41687.329029 nChanged 1 SP:Iteration 12Q (3229.240000 sec): 3 clusters Score: Raw -43706.476115 + Penalty 2017.791758 = -41688.684356 nChanged 0 SP:Iteration 13F (3229.240000 sec): 3 clusters Score: Raw -43706.476115 + Penalty 2017.791758 = -41688.684356 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.240000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.240000 sec): 3 clusters Score: Raw -25043.085595 + Penalty 1850.462945 = -23192.622650 nChanged 44 SP:Iteration 1F (3229.240000 sec): 3 clusters Score: Raw -25168.158129 + Penalty 1850.462945 = -23317.695183 nChanged 15 SP:Iteration 2F (3229.240000 sec): 3 clusters Score: Raw -25218.283070 + Penalty 1850.462945 = -23367.820125 nChanged 5 SP:Iteration 3Q (3229.250000 sec): 3 clusters Score: Raw -25234.123321 + Penalty 1850.462945 = -23383.660376 nChanged 4 SP:Iteration 4Q (3229.250000 sec): 3 clusters Score: Raw -25244.937910 + Penalty 1850.462945 = -23394.474965 nChanged 2 SP:Iteration 5Q (3229.250000 sec): 3 clusters Score: Raw -25251.525371 + Penalty 1850.462945 = -23401.062425 nChanged 2 SP:Iteration 6Q (3229.250000 sec): 3 clusters Score: Raw -25258.659082 + Penalty 1850.462945 = -23408.196137 nChanged 4 SP:Iteration 7Q (3229.250000 sec): 3 clusters Score: Raw -25273.113985 + Penalty 1850.462945 = -23422.651039 nChanged 3 SP:Iteration 8Q (3229.250000 sec): 3 clusters Score: Raw -25282.183274 + Penalty 1850.462945 = -23431.720328 nChanged 4 SP:Iteration 9Q (3229.250000 sec): 3 clusters Score: Raw -25298.068828 + Penalty 1850.462945 = -23447.605883 nChanged 2 SP:Iteration 10Q (3229.250000 sec): 3 clusters Score: Raw -25302.549480 + Penalty 1850.462945 = -23452.086535 nChanged 0 SP:Iteration 11F (3229.250000 sec): 3 clusters Score: Raw -25302.549480 + Penalty 1850.462945 = -23452.086535 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.250000 sec): 2 clusters Score: Raw -17064.298674 + Penalty 856.026951 = -16208.271723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.250000 sec): 3 clusters Score: Raw -17211.296939 + Penalty 1712.053902 = -15499.243037 nChanged 20 SP:Iteration 1F (3229.250000 sec): 3 clusters Score: Raw -17371.437312 + Penalty 1712.053902 = -15659.383411 nChanged 6 SP:Iteration 2Q (3229.250000 sec): 3 clusters Score: Raw -17389.873416 + Penalty 1712.053902 = -15677.819515 nChanged 1 SP:Iteration 3Q (3229.260000 sec): 3 clusters Score: Raw -17393.346245 + Penalty 1712.053902 = -15681.292343 nChanged 1 SP:Iteration 4Q (3229.260000 sec): 3 clusters Score: Raw -17396.433072 + Penalty 1712.053902 = -15684.379171 nChanged 0 SP:Iteration 5F (3229.260000 sec): 3 clusters Score: Raw -17396.433072 + Penalty 1712.053902 = -15684.379171 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.260000 sec): 2 clusters Score: Raw -24930.977701 + Penalty 923.581712 = -24007.395989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.260000 sec): 3 clusters Score: Raw -24984.461851 + Penalty 1847.163424 = -23137.298427 nChanged 55 SP:Iteration 1F (3229.260000 sec): 3 clusters Score: Raw -25097.293818 + Penalty 1847.163424 = -23250.130394 nChanged 11 SP:Iteration 2Q (3229.260000 sec): 3 clusters Score: Raw -25130.182909 + Penalty 1847.163424 = -23283.019485 nChanged 8 SP:Iteration 3Q (3229.270000 sec): 3 clusters Score: Raw -25149.451688 + Penalty 1847.163424 = -23302.288264 nChanged 2 SP:Iteration 4Q (3229.270000 sec): 3 clusters Score: Raw -25155.550417 + Penalty 1847.163424 = -23308.386993 nChanged 0 SP:Iteration 5F (3229.270000 sec): 3 clusters Score: Raw -25155.550417 + Penalty 1847.163424 = -23308.386993 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.270000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.270000 sec): 3 clusters Score: Raw -28701.743533 + Penalty 1874.704324 = -26827.039209 nChanged 54 SP:Iteration 1F (3229.270000 sec): 3 clusters Score: Raw -28805.762408 + Penalty 1874.704324 = -26931.058084 nChanged 11 SP:Iteration 2Q (3229.270000 sec): 3 clusters Score: Raw -28832.675640 + Penalty 1874.704324 = -26957.971316 nChanged 8 SP:Iteration 3Q (3229.270000 sec): 3 clusters Score: Raw -28853.989054 + Penalty 1874.704324 = -26979.284730 nChanged 4 SP:Iteration 4Q (3229.270000 sec): 3 clusters Score: Raw -28863.057507 + Penalty 1874.704324 = -26988.353184 nChanged 2 SP:Iteration 5Q (3229.270000 sec): 3 clusters Score: Raw -28867.924072 + Penalty 1874.704324 = -26993.219749 nChanged 2 SP:Iteration 6Q (3229.270000 sec): 3 clusters Score: Raw -28872.718435 + Penalty 1874.704324 = -26998.014111 nChanged 1 SP:Iteration 7Q (3229.280000 sec): 3 clusters Score: Raw -28875.126347 + Penalty 1874.704324 = -27000.422023 nChanged 1 SP:Iteration 8Q (3229.280000 sec): 3 clusters Score: Raw -28877.807464 + Penalty 1874.704324 = -27003.103140 nChanged 2 SP:Iteration 9Q (3229.280000 sec): 3 clusters Score: Raw -28887.234833 + Penalty 1874.704324 = -27012.530509 nChanged 0 SP:Iteration 10F (3229.280000 sec): 3 clusters Score: Raw -28887.234833 + Penalty 1874.704324 = -27012.530509 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.290000 sec): 2 clusters Score: Raw -65341.245596 + Penalty 1064.085604 = -64277.159992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.290000 sec): 3 clusters Score: Raw -65159.011724 + Penalty 2128.171208 = -63030.840516 nChanged 193 SP:Iteration 1F (3229.290000 sec): 3 clusters Score: Raw -65361.266581 + Penalty 2128.171208 = -63233.095373 nChanged 63 SP:Iteration 2F (3229.290000 sec): 3 clusters Score: Raw -65433.225880 + Penalty 2128.171208 = -63305.054671 nChanged 30 SP:Iteration 3Q (3229.290000 sec): 3 clusters Score: Raw -65478.330410 + Penalty 2128.171208 = -63350.159201 nChanged 23 SP:Iteration 4Q (3229.290000 sec): 3 clusters Score: Raw -65511.622496 + Penalty 2128.171208 = -63383.451287 nChanged 17 SP:Iteration 5Q (3229.290000 sec): 3 clusters Score: Raw -65532.011648 + Penalty 2128.171208 = -63403.840439 nChanged 9 SP:Iteration 6Q (3229.300000 sec): 3 clusters Score: Raw -65539.980012 + Penalty 2128.171208 = -63411.808803 nChanged 4 SP:Iteration 7Q (3229.300000 sec): 3 clusters Score: Raw -65542.890771 + Penalty 2128.171208 = -63414.719562 nChanged 4 SP:Iteration 8Q (3229.300000 sec): 3 clusters Score: Raw -65547.809620 + Penalty 2128.171208 = -63419.638412 nChanged 1 SP:Iteration 9Q (3229.300000 sec): 3 clusters Score: Raw -65549.519584 + Penalty 2128.171208 = -63421.348376 nChanged 2 SP:Iteration 10Q (3229.300000 sec): 3 clusters Score: Raw -65552.409528 + Penalty 2128.171208 = -63424.238320 nChanged 1 SP:Iteration 11Q (3229.310000 sec): 3 clusters Score: Raw -65552.742623 + Penalty 2128.171208 = -63424.571415 nChanged 0 SP:Iteration 12F (3229.310000 sec): 3 clusters Score: Raw -65552.742623 + Penalty 2128.171208 = -63424.571415 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (15800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.360000 sec): 2 clusters Score: Raw -1576846.126237 + Penalty 1571.011848 = -1575275.114389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.410000 sec): 3 clusters Score: Raw -1567587.868173 + Penalty 3142.023696 = -1564445.844477 nChanged 7045 SP:Iteration 1F (3229.450000 sec): 3 clusters Score: Raw -1571492.946524 + Penalty 3142.023696 = -1568350.922828 nChanged 964 SP:Iteration 2F (3229.490000 sec): 3 clusters Score: Raw -1571992.058313 + Penalty 3142.023696 = -1568850.034617 nChanged 980 SP:Iteration 3F (3229.530000 sec): 3 clusters Score: Raw -1572554.647797 + Penalty 3142.023696 = -1569412.624101 nChanged 1021 SP:Iteration 4F (3229.570000 sec): 3 clusters Score: Raw -1573276.073347 + Penalty 3142.023696 = -1570134.049650 nChanged 1101 SP:Iteration 5F (3229.610000 sec): 3 clusters Score: Raw -1574103.069901 + Penalty 3142.023696 = -1570961.046205 nChanged 1032 SP:Iteration 6F (3229.650000 sec): 3 clusters Score: Raw -1574907.063669 + Penalty 3142.023696 = -1571765.039973 nChanged 871 SP:Iteration 7F (3229.690000 sec): 3 clusters Score: Raw -1575555.598887 + Penalty 3142.023696 = -1572413.575191 nChanged 726 SP:Iteration 8Q (3229.730000 sec): 3 clusters Score: Raw -1575996.047327 + Penalty 3142.023696 = -1572854.023631 nChanged 477 SP:Iteration 9Q (3229.770000 sec): 3 clusters Score: Raw -1576244.857228 + Penalty 3142.023696 = -1573102.833532 nChanged 323 SP:Iteration 10Q (3229.810000 sec): 3 clusters Score: Raw -1576374.257398 + Penalty 3142.023696 = -1573232.233702 nChanged 219 SP:Iteration 11Q (3229.850000 sec): 3 clusters Score: Raw -1576441.088035 + Penalty 3142.023696 = -1573299.064339 nChanged 162 SP:Iteration 12Q (3229.890000 sec): 3 clusters Score: Raw -1576482.520435 + Penalty 3142.023696 = -1573340.496739 nChanged 113 SP:Iteration 13Q (3229.930000 sec): 3 clusters Score: Raw -1576508.721136 + Penalty 3142.023696 = -1573366.697439 nChanged 106 SP:Iteration 14Q (3229.970000 sec): 3 clusters Score: Raw -1576533.228732 + Penalty 3142.023696 = -1573391.205036 nChanged 104 SP:Iteration 15Q (3230.010000 sec): 3 clusters Score: Raw -1576556.235942 + Penalty 3142.023696 = -1573414.212245 nChanged 92 SP:Iteration 16Q (3230.050000 sec): 3 clusters Score: Raw -1576572.132549 + Penalty 3142.023696 = -1573430.108853 nChanged 64 SP:Iteration 17Q (3230.080000 sec): 3 clusters Score: Raw -1576583.645966 + Penalty 3142.023696 = -1573441.622270 nChanged 61 SP:Iteration 18Q (3230.120000 sec): 3 clusters Score: Raw -1576593.416233 + Penalty 3142.023696 = -1573451.392537 nChanged 56 SP:Iteration 19Q (3230.160000 sec): 3 clusters Score: Raw -1576602.057575 + Penalty 3142.023696 = -1573460.033879 nChanged 46 SP:Iteration 20F (3230.200000 sec): 3 clusters Score: Raw -1576609.929654 + Penalty 3142.023696 = -1573467.905957 nChanged 62 SP:Iteration 21Q (3230.240000 sec): 3 clusters Score: Raw -1576620.484088 + Penalty 3142.023696 = -1573478.460392 nChanged 49 SP:Iteration 22Q (3230.280000 sec): 3 clusters Score: Raw -1576627.762963 + Penalty 3142.023696 = -1573485.739267 nChanged 49 SP:Iteration 23Q (3230.320000 sec): 3 clusters Score: Raw -1576635.211145 + Penalty 3142.023696 = -1573493.187449 nChanged 52 SP:Iteration 24Q (3230.350000 sec): 3 clusters Score: Raw -1576643.815791 + Penalty 3142.023696 = -1573501.792095 nChanged 63 SP:Iteration 25Q (3230.390000 sec): 3 clusters Score: Raw -1576654.625203 + Penalty 3142.023696 = -1573512.601507 nChanged 63 SP:Iteration 26Q (3230.430000 sec): 3 clusters Score: Raw -1576665.800844 + Penalty 3142.023696 = -1573523.777148 nChanged 60 SP:Iteration 27Q (3230.470000 sec): 3 clusters Score: Raw -1576676.518986 + Penalty 3142.023696 = -1573534.495290 nChanged 57 SP:Iteration 28Q (3230.510000 sec): 3 clusters Score: Raw -1576685.920838 + Penalty 3142.023696 = -1573543.897142 nChanged 51 SP:Iteration 29Q (3230.550000 sec): 3 clusters Score: Raw -1576693.164663 + Penalty 3142.023696 = -1573551.140966 nChanged 42 SP:Iteration 30Q (3230.580000 sec): 3 clusters Score: Raw -1576699.766822 + Penalty 3142.023696 = -1573557.743126 nChanged 44 SP:Iteration 31Q (3230.620000 sec): 3 clusters Score: Raw -1576707.467423 + Penalty 3142.023696 = -1573565.443726 nChanged 49 SP:Iteration 32Q (3230.660000 sec): 3 clusters Score: Raw -1576715.344131 + Penalty 3142.023696 = -1573573.320435 nChanged 57 SP:Iteration 33Q (3230.690000 sec): 3 clusters Score: Raw -1576725.888846 + Penalty 3142.023696 = -1573583.865150 nChanged 59 SP:Iteration 34Q (3230.730000 sec): 3 clusters Score: Raw -1576736.276348 + Penalty 3142.023696 = -1573594.252652 nChanged 54 SP:Iteration 35Q (3230.770000 sec): 3 clusters Score: Raw -1576744.707853 + Penalty 3142.023696 = -1573602.684157 nChanged 58 SP:Iteration 36Q (3230.810000 sec): 3 clusters Score: Raw -1576753.589221 + Penalty 3142.023696 = -1573611.565525 nChanged 45 SP:Iteration 37Q (3230.850000 sec): 3 clusters Score: Raw -1576761.584722 + Penalty 3142.023696 = -1573619.561026 nChanged 51 SP:Iteration 38Q (3230.880000 sec): 3 clusters Score: Raw -1576769.725115 + Penalty 3142.023696 = -1573627.701419 nChanged 54 SP:Iteration 39Q (3230.920000 sec): 3 clusters Score: Raw -1576778.327951 + Penalty 3142.023696 = -1573636.304255 nChanged 48 SP:Iteration 40F (3230.960000 sec): 3 clusters Score: Raw -1576786.415880 + Penalty 3142.023696 = -1573644.392184 nChanged 46 SP:Iteration 41Q (3231.000000 sec): 3 clusters Score: Raw -1576793.824729 + Penalty 3142.023696 = -1573651.801032 nChanged 44 SP:Iteration 42Q (3231.040000 sec): 3 clusters Score: Raw -1576801.082018 + Penalty 3142.023696 = -1573659.058322 nChanged 46 SP:Iteration 43Q (3231.070000 sec): 3 clusters Score: Raw -1576808.196572 + Penalty 3142.023696 = -1573666.172876 nChanged 38 SP:Iteration 44Q (3231.110000 sec): 3 clusters Score: Raw -1576814.925369 + Penalty 3142.023696 = -1573672.901673 nChanged 41 SP:Iteration 45Q (3231.150000 sec): 3 clusters Score: Raw -1576822.017088 + Penalty 3142.023696 = -1573679.993392 nChanged 38 SP:Iteration 46Q (3231.190000 sec): 3 clusters Score: Raw -1576830.377026 + Penalty 3142.023696 = -1573688.353330 nChanged 44 SP:Iteration 47Q (3231.230000 sec): 3 clusters Score: Raw -1576839.397984 + Penalty 3142.023696 = -1573697.374287 nChanged 46 SP:Iteration 48Q (3231.260000 sec): 3 clusters Score: Raw -1576847.242912 + Penalty 3142.023696 = -1573705.219216 nChanged 43 SP:Iteration 49Q (3231.300000 sec): 3 clusters Score: Raw -1576853.923617 + Penalty 3142.023696 = -1573711.899921 nChanged 43 SP:Iteration 50Q (3231.340000 sec): 3 clusters Score: Raw -1576860.619228 + Penalty 3142.023696 = -1573718.595532 nChanged 54 SP:Iteration 51Q (3231.370000 sec): 3 clusters Score: Raw -1576870.239722 + Penalty 3142.023696 = -1573728.216026 nChanged 46 SP:Iteration 52Q (3231.410000 sec): 3 clusters Score: Raw -1576878.661867 + Penalty 3142.023696 = -1573736.638171 nChanged 48 SP:Iteration 53Q (3231.450000 sec): 3 clusters Score: Raw -1576888.139398 + Penalty 3142.023696 = -1573746.115702 nChanged 52 SP:Iteration 54Q (3231.480000 sec): 3 clusters Score: Raw -1576898.981003 + Penalty 3142.023696 = -1573756.957306 nChanged 55 SP:Iteration 55Q (3231.510000 sec): 3 clusters Score: Raw -1576909.600925 + Penalty 3142.023696 = -1573767.577229 nChanged 50 SP:Iteration 56Q (3231.550000 sec): 3 clusters Score: Raw -1576919.408583 + Penalty 3142.023696 = -1573777.384887 nChanged 40 SP:Iteration 57Q (3231.590000 sec): 3 clusters Score: Raw -1576928.130381 + Penalty 3142.023696 = -1573786.106685 nChanged 48 SP:Iteration 58Q (3231.630000 sec): 3 clusters Score: Raw -1576937.760347 + Penalty 3142.023696 = -1573795.736651 nChanged 48 SP:Iteration 59Q (3231.660000 sec): 3 clusters Score: Raw -1576947.116854 + Penalty 3142.023696 = -1573805.093158 nChanged 45 SP:Iteration 60F (3231.700000 sec): 3 clusters Score: Raw -1576956.137628 + Penalty 3142.023696 = -1573814.113932 nChanged 49 SP:Iteration 61Q (3231.740000 sec): 3 clusters Score: Raw -1576966.488682 + Penalty 3142.023696 = -1573824.464986 nChanged 40 SP:Iteration 62Q (3231.770000 sec): 3 clusters Score: Raw -1576974.466153 + Penalty 3142.023696 = -1573832.442457 nChanged 35 SP:Iteration 63Q (3231.800000 sec): 3 clusters Score: Raw -1576980.721841 + Penalty 3142.023696 = -1573838.698145 nChanged 33 SP:Iteration 64Q (3231.840000 sec): 3 clusters Score: Raw -1576985.590279 + Penalty 3142.023696 = -1573843.566583 nChanged 26 SP:Iteration 65Q (3231.880000 sec): 3 clusters Score: Raw -1576989.650691 + Penalty 3142.023696 = -1573847.626995 nChanged 27 SP:Iteration 66Q (3231.910000 sec): 3 clusters Score: Raw -1576994.035816 + Penalty 3142.023696 = -1573852.012120 nChanged 17 SP:Iteration 67Q (3231.940000 sec): 3 clusters Score: Raw -1576996.389141 + Penalty 3142.023696 = -1573854.365444 nChanged 13 SP:Iteration 68Q (3231.980000 sec): 3 clusters Score: Raw -1576997.852821 + Penalty 3142.023696 = -1573855.829125 nChanged 16 SP:Iteration 69Q (3232.010000 sec): 3 clusters Score: Raw -1577000.667421 + Penalty 3142.023696 = -1573858.643725 nChanged 23 SP:Iteration 70Q (3232.040000 sec): 3 clusters Score: Raw -1577004.655900 + Penalty 3142.023696 = -1573862.632204 nChanged 23 SP:Iteration 71Q (3232.080000 sec): 3 clusters Score: Raw -1577008.522736 + Penalty 3142.023696 = -1573866.499040 nChanged 24 SP:Iteration 72Q (3232.120000 sec): 3 clusters Score: Raw -1577013.615403 + Penalty 3142.023696 = -1573871.591707 nChanged 27 SP:Iteration 73Q (3232.150000 sec): 3 clusters Score: Raw -1577019.398674 + Penalty 3142.023696 = -1573877.374978 nChanged 24 SP:Iteration 74Q (3232.180000 sec): 3 clusters Score: Raw -1577023.965586 + Penalty 3142.023696 = -1573881.941889 nChanged 22 SP:Iteration 75Q (3232.220000 sec): 3 clusters Score: Raw -1577029.618747 + Penalty 3142.023696 = -1573887.595051 nChanged 31 SP:Iteration 76Q (3232.250000 sec): 3 clusters Score: Raw -1577037.782140 + Penalty 3142.023696 = -1573895.758443 nChanged 21 SP:Iteration 77Q (3232.290000 sec): 3 clusters Score: Raw -1577042.293740 + Penalty 3142.023696 = -1573900.270044 nChanged 13 SP:Iteration 78Q (3232.320000 sec): 3 clusters Score: Raw -1577045.224073 + Penalty 3142.023696 = -1573903.200377 nChanged 17 SP:Iteration 79Q (3232.360000 sec): 3 clusters Score: Raw -1577048.466973 + Penalty 3142.023696 = -1573906.443277 nChanged 17 SP:Iteration 80F (3232.400000 sec): 3 clusters Score: Raw -1577051.502690 + Penalty 3142.023696 = -1573909.478994 nChanged 9 SP:Iteration 81Q (3232.430000 sec): 3 clusters Score: Raw -1577053.076233 + Penalty 3142.023696 = -1573911.052537 nChanged 9 SP:Iteration 82Q (3232.460000 sec): 3 clusters Score: Raw -1577054.848023 + Penalty 3142.023696 = -1573912.824327 nChanged 12 SP:Iteration 83Q (3232.500000 sec): 3 clusters Score: Raw -1577057.200531 + Penalty 3142.023696 = -1573915.176835 nChanged 15 SP:Iteration 84Q (3232.530000 sec): 3 clusters Score: Raw -1577059.560057 + Penalty 3142.023696 = -1573917.536361 nChanged 11 SP:Iteration 85Q (3232.560000 sec): 3 clusters Score: Raw -1577061.735920 + Penalty 3142.023696 = -1573919.712224 nChanged 9 SP:Iteration 86Q (3232.600000 sec): 3 clusters Score: Raw -1577063.147810 + Penalty 3142.023696 = -1573921.124113 nChanged 10 SP:Iteration 87Q (3232.630000 sec): 3 clusters Score: Raw -1577064.554025 + Penalty 3142.023696 = -1573922.530329 nChanged 8 SP:Iteration 88Q (3232.670000 sec): 3 clusters Score: Raw -1577065.780280 + Penalty 3142.023696 = -1573923.756584 nChanged 8 SP:Iteration 89Q (3232.700000 sec): 3 clusters Score: Raw -1577067.198015 + Penalty 3142.023696 = -1573925.174319 nChanged 9 SP:Iteration 90Q (3232.730000 sec): 3 clusters Score: Raw -1577069.391132 + Penalty 3142.023696 = -1573927.367436 nChanged 9 SP:Iteration 91Q (3232.770000 sec): 3 clusters Score: Raw -1577071.337257 + Penalty 3142.023696 = -1573929.313561 nChanged 12 SP:Iteration 92Q (3232.800000 sec): 3 clusters Score: Raw -1577073.452248 + Penalty 3142.023696 = -1573931.428552 nChanged 13 SP:Iteration 93Q (3232.830000 sec): 3 clusters Score: Raw -1577075.515364 + Penalty 3142.023696 = -1573933.491668 nChanged 10 SP:Iteration 94Q (3232.870000 sec): 3 clusters Score: Raw -1577077.569879 + Penalty 3142.023696 = -1573935.546183 nChanged 19 SP:Iteration 95Q (3232.900000 sec): 3 clusters Score: Raw -1577081.862118 + Penalty 3142.023696 = -1573939.838422 nChanged 24 SP:Iteration 96Q (3232.940000 sec): 3 clusters Score: Raw -1577086.128788 + Penalty 3142.023696 = -1573944.105092 nChanged 21 SP:Iteration 97Q (3232.970000 sec): 3 clusters Score: Raw -1577090.371530 + Penalty 3142.023696 = -1573948.347834 nChanged 14 SP:Iteration 98Q (3233.000000 sec): 3 clusters Score: Raw -1577092.869601 + Penalty 3142.023696 = -1573950.845904 nChanged 12 SP:Iteration 99Q (3233.040000 sec): 3 clusters Score: Raw -1577095.203145 + Penalty 3142.023696 = -1573953.179449 nChanged 11 SP:Iteration 100F (3233.080000 sec): 3 clusters Score: Raw -1577098.783253 + Penalty 3142.023696 = -1573956.759557 nChanged 18 SP:Iteration 101Q (3233.110000 sec): 3 clusters Score: Raw -1577104.254586 + Penalty 3142.023696 = -1573962.230890 nChanged 25 SP:Iteration 102Q (3233.150000 sec): 3 clusters Score: Raw -1577110.920265 + Penalty 3142.023696 = -1573968.896569 nChanged 22 SP:Iteration 103Q (3233.180000 sec): 3 clusters Score: Raw -1577116.339365 + Penalty 3142.023696 = -1573974.315669 nChanged 23 SP:Iteration 104Q (3233.220000 sec): 3 clusters Score: Raw -1577121.617482 + Penalty 3142.023696 = -1573979.593785 nChanged 23 SP:Iteration 105Q (3233.250000 sec): 3 clusters Score: Raw -1577125.866152 + Penalty 3142.023696 = -1573983.842456 nChanged 15 SP:Iteration 106Q (3233.280000 sec): 3 clusters Score: Raw -1577128.527939 + Penalty 3142.023696 = -1573986.504243 nChanged 7 SP:Iteration 107Q (3233.320000 sec): 3 clusters Score: Raw -1577129.421449 + Penalty 3142.023696 = -1573987.397753 nChanged 5 SP:Iteration 108Q (3233.350000 sec): 3 clusters Score: Raw -1577129.986026 + Penalty 3142.023696 = -1573987.962330 nChanged 4 SP:Iteration 109Q (3233.380000 sec): 3 clusters Score: Raw -1577130.822501 + Penalty 3142.023696 = -1573988.798805 nChanged 3 SP:Iteration 110Q (3233.410000 sec): 3 clusters Score: Raw -1577131.296317 + Penalty 3142.023696 = -1573989.272620 nChanged 6 SP:Iteration 111Q (3233.440000 sec): 3 clusters Score: Raw -1577132.708024 + Penalty 3142.023696 = -1573990.684328 nChanged 12 SP:Iteration 112Q (3233.480000 sec): 3 clusters Score: Raw -1577135.176557 + Penalty 3142.023696 = -1573993.152860 nChanged 13 SP:Iteration 113Q (3233.510000 sec): 3 clusters Score: Raw -1577137.419981 + Penalty 3142.023696 = -1573995.396285 nChanged 16 SP:Iteration 114Q (3233.550000 sec): 3 clusters Score: Raw -1577139.703426 + Penalty 3142.023696 = -1573997.679730 nChanged 14 SP:Iteration 115Q (3233.580000 sec): 3 clusters Score: Raw -1577142.408466 + Penalty 3142.023696 = -1574000.384769 nChanged 12 SP:Iteration 116Q (3233.610000 sec): 3 clusters Score: Raw -1577143.972697 + Penalty 3142.023696 = -1574001.949001 nChanged 7 SP:Iteration 117Q (3233.650000 sec): 3 clusters Score: Raw -1577144.995426 + Penalty 3142.023696 = -1574002.971730 nChanged 9 SP:Iteration 118Q (3233.680000 sec): 3 clusters Score: Raw -1577146.481273 + Penalty 3142.023696 = -1574004.457577 nChanged 2 SP:Iteration 119Q (3233.710000 sec): 3 clusters Score: Raw -1577146.822589 + Penalty 3142.023696 = -1574004.798893 nChanged 2 SP:Iteration 120F (3233.750000 sec): 3 clusters Score: Raw -1577146.961272 + Penalty 3142.023696 = -1574004.937576 nChanged 1 SP:Iteration 121Q (3233.790000 sec): 3 clusters Score: Raw -1577147.066275 + Penalty 3142.023696 = -1574005.042579 nChanged 1 SP:Iteration 122Q (3233.820000 sec): 3 clusters Score: Raw -1577147.270545 + Penalty 3142.023696 = -1574005.246849 nChanged 1 SP:Iteration 123Q (3233.860000 sec): 3 clusters Score: Raw -1577147.396752 + Penalty 3142.023696 = -1574005.373056 nChanged 0 SP:Iteration 124F (3233.900000 sec): 3 clusters Score: Raw -1577147.396752 + Penalty 3142.023696 = -1574005.373056 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3233.910000 sec): 2 clusters Score: Raw -107701.154846 + Penalty 1145.221548 = -106555.933297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3233.910000 sec): 3 clusters Score: Raw -107333.807432 + Penalty 2290.443097 = -105043.364336 nChanged 374 SP:Iteration 1F (3233.920000 sec): 3 clusters Score: Raw -107636.547341 + Penalty 2290.443097 = -105346.104244 nChanged 83 SP:Iteration 2F (3233.920000 sec): 3 clusters Score: Raw -107700.626599 + Penalty 2290.443097 = -105410.183502 nChanged 34 SP:Iteration 3Q (3233.920000 sec): 3 clusters Score: Raw -107729.450287 + Penalty 2290.443097 = -105439.007190 nChanged 21 SP:Iteration 4Q (3233.920000 sec): 3 clusters Score: Raw -107741.971201 + Penalty 2290.443097 = -105451.528104 nChanged 16 SP:Iteration 5Q (3233.930000 sec): 3 clusters Score: Raw -107753.349484 + Penalty 2290.443097 = -105462.906387 nChanged 10 SP:Iteration 6Q (3233.930000 sec): 3 clusters Score: Raw -107761.391901 + Penalty 2290.443097 = -105470.948805 nChanged 9 SP:Iteration 7Q (3233.930000 sec): 3 clusters Score: Raw -107769.613268 + Penalty 2290.443097 = -105479.170171 nChanged 6 SP:Iteration 8Q (3233.940000 sec): 3 clusters Score: Raw -107778.541640 + Penalty 2290.443097 = -105488.098543 nChanged 8 SP:Iteration 9Q (3233.940000 sec): 3 clusters Score: Raw -107784.081088 + Penalty 2290.443097 = -105493.637991 nChanged 3 SP:Iteration 10Q (3233.940000 sec): 3 clusters Score: Raw -107786.314285 + Penalty 2290.443097 = -105495.871188 nChanged 6 SP:Iteration 11Q (3233.940000 sec): 3 clusters Score: Raw -107790.373891 + Penalty 2290.443097 = -105499.930794 nChanged 2 SP:Iteration 12Q (3233.950000 sec): 3 clusters Score: Raw -107791.817277 + Penalty 2290.443097 = -105501.374180 nChanged 2 SP:Iteration 13Q (3233.950000 sec): 3 clusters Score: Raw -107792.856696 + Penalty 2290.443097 = -105502.413599 nChanged 0 SP:Iteration 14F (3233.950000 sec): 3 clusters Score: Raw -107792.856696 + Penalty 2290.443097 = -105502.413599 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3233.960000 sec): 2 clusters Score: Raw -55007.874572 + Penalty 1052.757817 = -53955.116755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3233.960000 sec): 3 clusters Score: Raw -54874.358389 + Penalty 2105.515634 = -52768.842756 nChanged 172 SP:Iteration 1F (3233.960000 sec): 3 clusters Score: Raw -55140.524782 + Penalty 2105.515634 = -53035.009148 nChanged 42 SP:Iteration 2F (3233.960000 sec): 3 clusters Score: Raw -55242.580493 + Penalty 2105.515634 = -53137.064859 nChanged 36 SP:Iteration 3F (3233.960000 sec): 3 clusters Score: Raw -55312.516471 + Penalty 2105.515634 = -53207.000837 nChanged 24 SP:Iteration 4Q (3233.970000 sec): 3 clusters Score: Raw -55357.961410 + Penalty 2105.515634 = -53252.445776 nChanged 17 SP:Iteration 5Q (3233.970000 sec): 3 clusters Score: Raw -55394.933534 + Penalty 2105.515634 = -53289.417901 nChanged 22 SP:Iteration 6Q (3233.970000 sec): 3 clusters Score: Raw -55436.914016 + Penalty 2105.515634 = -53331.398382 nChanged 14 SP:Iteration 7Q (3233.970000 sec): 3 clusters Score: Raw -55471.432379 + Penalty 2105.515634 = -53365.916746 nChanged 10 SP:Iteration 8Q (3233.970000 sec): 3 clusters Score: Raw -55493.950523 + Penalty 2105.515634 = -53388.434889 nChanged 8 SP:Iteration 9Q (3233.980000 sec): 3 clusters Score: Raw -55516.672602 + Penalty 2105.515634 = -53411.156968 nChanged 9 SP:Iteration 10Q (3233.980000 sec): 3 clusters Score: Raw -55542.041440 + Penalty 2105.515634 = -53436.525806 nChanged 5 SP:Iteration 11Q (3233.980000 sec): 3 clusters Score: Raw -55549.698953 + Penalty 2105.515634 = -53444.183320 nChanged 6 SP:Iteration 12Q (3233.980000 sec): 3 clusters Score: Raw -55559.035833 + Penalty 2105.515634 = -53453.520199 nChanged 4 SP:Iteration 13Q (3233.980000 sec): 3 clusters Score: Raw -55565.933194 + Penalty 2105.515634 = -53460.417560 nChanged 6 SP:Iteration 14Q (3233.980000 sec): 3 clusters Score: Raw -55578.628606 + Penalty 2105.515634 = -53473.112972 nChanged 4 SP:Iteration 15Q (3233.980000 sec): 3 clusters Score: Raw -55589.247992 + Penalty 2105.515634 = -53483.732359 nChanged 7 SP:Iteration 16Q (3233.980000 sec): 3 clusters Score: Raw -55603.082396 + Penalty 2105.515634 = -53497.566762 nChanged 4 SP:Iteration 17Q (3233.980000 sec): 3 clusters Score: Raw -55610.859902 + Penalty 2105.515634 = -53505.344268 nChanged 2 SP:Iteration 18Q (3233.990000 sec): 3 clusters Score: Raw -55614.465646 + Penalty 2105.515634 = -53508.950012 nChanged 5 SP:Iteration 19Q (3233.990000 sec): 3 clusters Score: Raw -55630.104354 + Penalty 2105.515634 = -53524.588720 nChanged 5 SP:Iteration 20F (3233.990000 sec): 3 clusters Score: Raw -55655.282519 + Penalty 2105.515634 = -53549.766885 nChanged 4 SP:Iteration 21Q (3233.990000 sec): 3 clusters Score: Raw -55674.198241 + Penalty 2105.515634 = -53568.682608 nChanged 3 SP:Iteration 22Q (3233.990000 sec): 3 clusters Score: Raw -55687.121766 + Penalty 2105.515634 = -53581.606132 nChanged 2 SP:Iteration 23Q (3234.000000 sec): 3 clusters Score: Raw -55691.109343 + Penalty 2105.515634 = -53585.593709 nChanged 3 SP:Iteration 24Q (3234.000000 sec): 3 clusters Score: Raw -55696.400637 + Penalty 2105.515634 = -53590.885003 nChanged 3 SP:Iteration 25Q (3234.000000 sec): 3 clusters Score: Raw -55700.334213 + Penalty 2105.515634 = -53594.818579 nChanged 0 SP:Iteration 26F (3234.000000 sec): 3 clusters Score: Raw -55700.334213 + Penalty 2105.515634 = -53594.818579 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3234.020000 sec): 2 clusters Score: Raw -496027.405476 + Penalty 1380.162916 = -494647.242560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3234.030000 sec): 3 clusters Score: Raw -493472.937125 + Penalty 2760.325832 = -490712.611294 nChanged 1984 SP:Iteration 1F (3234.040000 sec): 3 clusters Score: Raw -494606.654543 + Penalty 2760.325832 = -491846.328712 nChanged 329 SP:Iteration 2F (3234.060000 sec): 3 clusters Score: Raw -494786.118864 + Penalty 2760.325832 = -492025.793032 nChanged 253 SP:Iteration 3F (3234.070000 sec): 3 clusters Score: Raw -494916.877761 + Penalty 2760.325832 = -492156.551930 nChanged 188 SP:Iteration 4Q (3234.080000 sec): 3 clusters Score: Raw -495000.939686 + Penalty 2760.325832 = -492240.613854 nChanged 167 SP:Iteration 5Q (3234.090000 sec): 3 clusters Score: Raw -495084.783290 + Penalty 2760.325832 = -492324.457458 nChanged 155 SP:Iteration 6Q (3234.110000 sec): 3 clusters Score: Raw -495162.956682 + Penalty 2760.325832 = -492402.630850 nChanged 134 SP:Iteration 7Q (3234.120000 sec): 3 clusters Score: Raw -495228.268306 + Penalty 2760.325832 = -492467.942474 nChanged 143 SP:Iteration 8Q (3234.130000 sec): 3 clusters Score: Raw -495306.914468 + Penalty 2760.325832 = -492546.588636 nChanged 156 SP:Iteration 9Q (3234.140000 sec): 3 clusters Score: Raw -495399.165256 + Penalty 2760.325832 = -492638.839425 nChanged 143 SP:Iteration 10Q (3234.160000 sec): 3 clusters Score: Raw -495488.049919 + Penalty 2760.325832 = -492727.724087 nChanged 155 SP:Iteration 11Q (3234.170000 sec): 3 clusters Score: Raw -495593.902424 + Penalty 2760.325832 = -492833.576593 nChanged 154 SP:Iteration 12Q (3234.180000 sec): 3 clusters Score: Raw -495687.836611 + Penalty 2760.325832 = -492927.510779 nChanged 117 SP:Iteration 13Q (3234.190000 sec): 3 clusters Score: Raw -495763.144407 + Penalty 2760.325832 = -493002.818575 nChanged 124 SP:Iteration 14Q (3234.200000 sec): 3 clusters Score: Raw -495843.554797 + Penalty 2760.325832 = -493083.228965 nChanged 111 SP:Iteration 15Q (3234.220000 sec): 3 clusters Score: Raw -495913.012781 + Penalty 2760.325832 = -493152.686950 nChanged 94 SP:Iteration 16Q (3234.230000 sec): 3 clusters Score: Raw -495994.201048 + Penalty 2760.325832 = -493233.875216 nChanged 84 SP:Iteration 17Q (3234.240000 sec): 3 clusters Score: Raw -496057.487257 + Penalty 2760.325832 = -493297.161425 nChanged 56 SP:Iteration 18Q (3234.250000 sec): 3 clusters Score: Raw -496088.067888 + Penalty 2760.325832 = -493327.742057 nChanged 44 SP:Iteration 19Q (3234.260000 sec): 3 clusters Score: Raw -496114.191557 + Penalty 2760.325832 = -493353.865726 nChanged 44 SP:Iteration 20F (3234.280000 sec): 3 clusters Score: Raw -496139.601393 + Penalty 2760.325832 = -493379.275561 nChanged 36 SP:Iteration 21Q (3234.290000 sec): 3 clusters Score: Raw -496161.221454 + Penalty 2760.325832 = -493400.895622 nChanged 43 SP:Iteration 22Q (3234.300000 sec): 3 clusters Score: Raw -496187.904756 + Penalty 2760.325832 = -493427.578924 nChanged 31 SP:Iteration 23Q (3234.310000 sec): 3 clusters Score: Raw -496204.200403 + Penalty 2760.325832 = -493443.874572 nChanged 12 SP:Iteration 24Q (3234.320000 sec): 3 clusters Score: Raw -496209.363111 + Penalty 2760.325832 = -493449.037279 nChanged 9 SP:Iteration 25Q (3234.330000 sec): 3 clusters Score: Raw -496214.173967 + Penalty 2760.325832 = -493453.848136 nChanged 8 SP:Iteration 26Q (3234.340000 sec): 3 clusters Score: Raw -496217.326276 + Penalty 2760.325832 = -493457.000444 nChanged 5 SP:Iteration 27Q (3234.350000 sec): 3 clusters Score: Raw -496219.980933 + Penalty 2760.325832 = -493459.655101 nChanged 2 SP:Iteration 28Q (3234.360000 sec): 3 clusters Score: Raw -496221.059066 + Penalty 2760.325832 = -493460.733234 nChanged 1 SP:Iteration 29Q (3234.370000 sec): 3 clusters Score: Raw -496221.368295 + Penalty 2760.325832 = -493461.042464 nChanged 0 SP:Iteration 30F (3234.380000 sec): 3 clusters Score: Raw -496221.368295 + Penalty 2760.325832 = -493461.042464 nChanged 0 Iteration 179Q (3238.710000 sec): 30 clusters Score: Raw -78266578.564456 + Penalty 64176.573122 = -78202401.991334 nChanged 46 Iteration 180F (3259.950000 sec): 30 clusters Score: Raw -78266579.237568 + Penalty 64176.573122 = -78202402.664446 nChanged 51 Iteration 181Q (3264.300000 sec): 30 clusters Score: Raw -78266580.035361 + Penalty 64176.573122 = -78202403.462239 nChanged 42 Iteration 182Q (3268.740000 sec): 30 clusters Score: Raw -78266581.222479 + Penalty 64176.573122 = -78202404.649357 nChanged 49 Iteration 183Q (3273.110000 sec): 30 clusters Score: Raw -78266582.376037 + Penalty 64176.573122 = -78202405.802916 nChanged 54 Iteration 184Q (3277.480000 sec): 30 clusters Score: Raw -78266583.380356 + Penalty 64176.573122 = -78202406.807234 nChanged 38 Iteration 185Q (3281.830000 sec): 30 clusters Score: Raw -78266583.944195 + Penalty 64176.573122 = -78202407.371073 nChanged 38 Iteration 186Q (3286.250000 sec): 30 clusters Score: Raw -78266584.355463 + Penalty 64176.573122 = -78202407.782342 nChanged 42 Iteration 187Q (3290.630000 sec): 30 clusters Score: Raw -78266584.664860 + Penalty 64176.573122 = -78202408.091738 nChanged 42 Iteration 188Q (3294.950000 sec): 30 clusters Score: Raw -78266585.093991 + Penalty 64176.573122 = -78202408.520869 nChanged 42 Iteration 189Q (3299.370000 sec): 30 clusters Score: Raw -78266585.541727 + Penalty 64176.573122 = -78202408.968605 nChanged 45 Iteration 190Q (3303.720000 sec): 30 clusters Score: Raw -78266586.135133 + Penalty 64176.573122 = -78202409.562011 nChanged 56 Iteration 191Q (3308.190000 sec): 30 clusters Score: Raw -78266586.990244 + Penalty 64176.573122 = -78202410.417123 nChanged 55 Iteration 192Q (3312.520000 sec): 30 clusters Score: Raw -78266587.557159 + Penalty 64176.573122 = -78202410.984037 nChanged 62 Iteration 193Q (3316.880000 sec): 30 clusters Score: Raw -78266588.121041 + Penalty 64176.573122 = -78202411.547920 nChanged 55 Iteration 194Q (3321.240000 sec): 30 clusters Score: Raw -78266588.535131 + Penalty 64176.573122 = -78202411.962009 nChanged 40 Iteration 195Q (3325.650000 sec): 30 clusters Score: Raw -78266588.928785 + Penalty 64176.573122 = -78202412.355663 nChanged 43 Iteration 196Q (3330.070000 sec): 30 clusters Score: Raw -78266589.395261 + Penalty 64176.573122 = -78202412.822139 nChanged 40 Iteration 197Q (3334.510000 sec): 30 clusters Score: Raw -78266589.826825 + Penalty 64176.573122 = -78202413.253703 nChanged 43 Iteration 198Q (3338.940000 sec): 30 clusters Score: Raw -78266590.225266 + Penalty 64176.573122 = -78202413.652144 nChanged 46 Iteration 199Q (3343.370000 sec): 30 clusters Score: Raw -78266590.761871 + Penalty 64176.573122 = -78202414.188749 nChanged 45 Iteration 200F (3365.210000 sec): 30 clusters Score: Raw -78266591.359184 + Penalty 64176.573122 = -78202414.786062 nChanged 50 Iteration 201Q (3369.630000 sec): 30 clusters Score: Raw -78266591.966614 + Penalty 64176.573122 = -78202415.393492 nChanged 54 Iteration 202Q (3374.050000 sec): 30 clusters Score: Raw -78266592.807256 + Penalty 64176.573122 = -78202416.234134 nChanged 62 Iteration 203Q (3378.460000 sec): 30 clusters Score: Raw -78266593.649594 + Penalty 64176.573122 = -78202417.076472 nChanged 56 Iteration 204Q (3382.830000 sec): 30 clusters Score: Raw -78266594.327299 + Penalty 64176.573122 = -78202417.754177 nChanged 52 Iteration 205Q (3387.190000 sec): 30 clusters Score: Raw -78266594.818227 + Penalty 64176.573122 = -78202418.245106 nChanged 44 Iteration 206Q (3391.610000 sec): 30 clusters Score: Raw -78266595.191067 + Penalty 64176.573122 = -78202418.617946 nChanged 35 Iteration 207Q (3396.010000 sec): 30 clusters Score: Raw -78266595.461150 + Penalty 64176.573122 = -78202418.888028 nChanged 29 Iteration 208Q (3400.470000 sec): 30 clusters Score: Raw -78266595.722341 + Penalty 64176.573122 = -78202419.149220 nChanged 29 Iteration 209Q (3404.920000 sec): 30 clusters Score: Raw -78266595.959390 + Penalty 64176.573122 = -78202419.386269 nChanged 31 Iteration 210Q (3409.360000 sec): 30 clusters Score: Raw -78266596.199010 + Penalty 64176.573122 = -78202419.625889 nChanged 27 Iteration 211Q (3413.680000 sec): 30 clusters Score: Raw -78266596.425356 + Penalty 64176.573122 = -78202419.852234 nChanged 27 Iteration 212Q (3418.000000 sec): 30 clusters Score: Raw -78266596.553506 + Penalty 64176.573122 = -78202419.980384 nChanged 20 Iteration 213Q (3422.490000 sec): 30 clusters Score: Raw -78266596.621325 + Penalty 64176.573122 = -78202420.048203 nChanged 13 Iteration 214Q (3426.840000 sec): 30 clusters Score: Raw -78266596.662837 + Penalty 64176.573122 = -78202420.089716 nChanged 12 Iteration 215Q (3431.160000 sec): 30 clusters Score: Raw -78266596.729796 + Penalty 64176.573122 = -78202420.156674 nChanged 11 Iteration 216Q (3435.600000 sec): 30 clusters Score: Raw -78266596.782649 + Penalty 64176.573122 = -78202420.209527 nChanged 5 Iteration 217Q (3440.000000 sec): 30 clusters Score: Raw -78266596.793256 + Penalty 64176.573122 = -78202420.220134 nChanged 2 Iteration 218Q (3444.450000 sec): 30 clusters Score: Raw -78266596.796719 + Penalty 64176.573122 = -78202420.223597 nChanged 2 Writing temp clu file Compute initial score before splitting: Score: Raw -78266596.796719 + Penalty 64176.573122 = -78202420.223597 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.590000 sec): 2 clusters Score: Raw -32664.284704 + Penalty 960.063477 = -31704.221226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.590000 sec): 3 clusters Score: Raw -32665.324082 + Penalty 1920.126955 = -30745.197127 nChanged 63 SP:Iteration 1F (3444.590000 sec): 3 clusters Score: Raw -32771.194280 + Penalty 1920.126955 = -30851.067325 nChanged 18 SP:Iteration 2Q (3444.590000 sec): 3 clusters Score: Raw -32808.025718 + Penalty 1920.126955 = -30887.898763 nChanged 7 SP:Iteration 3Q (3444.590000 sec): 3 clusters Score: Raw -32821.537240 + Penalty 1920.126955 = -30901.410286 nChanged 3 SP:Iteration 4Q (3444.590000 sec): 3 clusters Score: Raw -32827.854102 + Penalty 1920.126955 = -30907.727147 nChanged 1 SP:Iteration 5Q (3444.590000 sec): 3 clusters Score: Raw -32828.701447 + Penalty 1920.126955 = -30908.574492 nChanged 0 SP:Iteration 6F (3444.590000 sec): 3 clusters Score: Raw -32828.701447 + Penalty 1920.126955 = -30908.574492 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.590000 sec): 2 clusters Score: Raw -35258.646113 + Penalty 985.742565 = -34272.903548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.600000 sec): 3 clusters Score: Raw -35289.042061 + Penalty 1971.485129 = -33317.556931 nChanged 104 SP:Iteration 1F (3444.600000 sec): 3 clusters Score: Raw -35538.677129 + Penalty 1971.485129 = -33567.191999 nChanged 36 SP:Iteration 2F (3444.600000 sec): 3 clusters Score: Raw -35666.925215 + Penalty 1971.485129 = -33695.440086 nChanged 16 SP:Iteration 3Q (3444.600000 sec): 3 clusters Score: Raw -35719.902951 + Penalty 1971.485129 = -33748.417822 nChanged 16 SP:Iteration 4Q (3444.600000 sec): 3 clusters Score: Raw -35779.993303 + Penalty 1971.485129 = -33808.508174 nChanged 15 SP:Iteration 5Q (3444.600000 sec): 3 clusters Score: Raw -35824.842317 + Penalty 1971.485129 = -33853.357187 nChanged 14 SP:Iteration 6Q (3444.600000 sec): 3 clusters Score: Raw -35869.279929 + Penalty 1971.485129 = -33897.794800 nChanged 6 SP:Iteration 7Q (3444.610000 sec): 3 clusters Score: Raw -35885.840175 + Penalty 1971.485129 = -33914.355045 nChanged 6 SP:Iteration 8Q (3444.610000 sec): 3 clusters Score: Raw -35906.568837 + Penalty 1971.485129 = -33935.083708 nChanged 6 SP:Iteration 9Q (3444.610000 sec): 3 clusters Score: Raw -35918.470016 + Penalty 1971.485129 = -33946.984887 nChanged 8 SP:Iteration 10Q (3444.610000 sec): 3 clusters Score: Raw -35932.058223 + Penalty 1971.485129 = -33960.573094 nChanged 5 SP:Iteration 11Q (3444.610000 sec): 3 clusters Score: Raw -35945.263204 + Penalty 1971.485129 = -33973.778075 nChanged 3 SP:Iteration 12Q (3444.610000 sec): 3 clusters Score: Raw -35950.148364 + Penalty 1971.485129 = -33978.663235 nChanged 3 SP:Iteration 13Q (3444.610000 sec): 3 clusters Score: Raw -35955.082738 + Penalty 1971.485129 = -33983.597609 nChanged 1 SP:Iteration 14Q (3444.610000 sec): 3 clusters Score: Raw -35956.350145 + Penalty 1971.485129 = -33984.865015 nChanged 0 SP:Iteration 15F (3444.610000 sec): 3 clusters Score: Raw -35956.350145 + Penalty 1971.485129 = -33984.865015 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.670000 sec): 2 clusters Score: Raw -1542687.519486 + Penalty 1566.950438 = -1541120.569048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.710000 sec): 3 clusters Score: Raw -1533557.535690 + Penalty 3133.900877 = -1530423.634813 nChanged 6868 SP:Iteration 1F (3444.750000 sec): 3 clusters Score: Raw -1537313.909633 + Penalty 3133.900877 = -1534180.008756 nChanged 737 SP:Iteration 2Q (3444.790000 sec): 3 clusters Score: Raw -1537549.642597 + Penalty 3133.900877 = -1534415.741720 nChanged 638 SP:Iteration 3Q (3444.830000 sec): 3 clusters Score: Raw -1537772.320952 + Penalty 3133.900877 = -1534638.420076 nChanged 581 SP:Iteration 4Q (3444.870000 sec): 3 clusters Score: Raw -1537984.793910 + Penalty 3133.900877 = -1534850.893034 nChanged 588 SP:Iteration 5Q (3444.910000 sec): 3 clusters Score: Raw -1538234.150830 + Penalty 3133.900877 = -1535100.249953 nChanged 700 SP:Iteration 6Q (3444.950000 sec): 3 clusters Score: Raw -1538590.877077 + Penalty 3133.900877 = -1535456.976200 nChanged 862 SP:Iteration 7F (3445.000000 sec): 3 clusters Score: Raw -1539124.006347 + Penalty 3133.900877 = -1535990.105471 nChanged 992 SP:Iteration 8F (3445.040000 sec): 3 clusters Score: Raw -1539839.966505 + Penalty 3133.900877 = -1536706.065628 nChanged 1030 SP:Iteration 9F (3445.080000 sec): 3 clusters Score: Raw -1540689.997332 + Penalty 3133.900877 = -1537556.096455 nChanged 951 SP:Iteration 10F (3445.120000 sec): 3 clusters Score: Raw -1541572.389177 + Penalty 3133.900877 = -1538438.488300 nChanged 667 SP:Iteration 11Q (3445.160000 sec): 3 clusters Score: Raw -1542229.518961 + Penalty 3133.900877 = -1539095.618084 nChanged 341 SP:Iteration 12Q (3445.190000 sec): 3 clusters Score: Raw -1542555.676530 + Penalty 3133.900877 = -1539421.775653 nChanged 127 SP:Iteration 13Q (3445.230000 sec): 3 clusters Score: Raw -1542683.852715 + Penalty 3133.900877 = -1539549.951838 nChanged 49 SP:Iteration 14Q (3445.260000 sec): 3 clusters Score: Raw -1542743.326485 + Penalty 3133.900877 = -1539609.425608 nChanged 30 SP:Iteration 15Q (3445.290000 sec): 3 clusters Score: Raw -1542787.495313 + Penalty 3133.900877 = -1539653.594436 nChanged 19 SP:Iteration 16Q (3445.320000 sec): 3 clusters Score: Raw -1542811.458254 + Penalty 3133.900877 = -1539677.557377 nChanged 16 SP:Iteration 17Q (3445.350000 sec): 3 clusters Score: Raw -1542832.661833 + Penalty 3133.900877 = -1539698.760956 nChanged 6 SP:Iteration 18Q (3445.380000 sec): 3 clusters Score: Raw -1542841.950607 + Penalty 3133.900877 = -1539708.049730 nChanged 7 SP:Iteration 19Q (3445.410000 sec): 3 clusters Score: Raw -1542851.072566 + Penalty 3133.900877 = -1539717.171689 nChanged 4 SP:Iteration 20F (3445.450000 sec): 3 clusters Score: Raw -1542855.718965 + Penalty 3133.900877 = -1539721.818088 nChanged 2 SP:Iteration 21Q (3445.480000 sec): 3 clusters Score: Raw -1542858.883780 + Penalty 3133.900877 = -1539724.982903 nChanged 2 SP:Iteration 22Q (3445.510000 sec): 3 clusters Score: Raw -1542861.126122 + Penalty 3133.900877 = -1539727.225245 nChanged 0 SP:Iteration 23F (3445.550000 sec): 3 clusters Score: Raw -1542861.126122 + Penalty 3133.900877 = -1539727.225245 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3445.580000 sec): 2 clusters Score: Raw -833480.787262 + Penalty 1467.475009 = -832013.312253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3445.600000 sec): 3 clusters Score: Raw -828958.458191 + Penalty 2934.950018 = -826023.508173 nChanged 3481 SP:Iteration 1F (3445.620000 sec): 3 clusters Score: Raw -830816.324808 + Penalty 2934.950018 = -827881.374789 nChanged 560 SP:Iteration 2F (3445.640000 sec): 3 clusters Score: Raw -831156.844927 + Penalty 2934.950018 = -828221.894909 nChanged 535 SP:Iteration 3F (3445.670000 sec): 3 clusters Score: Raw -831541.161861 + Penalty 2934.950018 = -828606.211842 nChanged 570 SP:Iteration 4F (3445.680000 sec): 3 clusters Score: Raw -831983.006828 + Penalty 2934.950018 = -829048.056810 nChanged 572 SP:Iteration 5F (3445.700000 sec): 3 clusters Score: Raw -832381.272328 + Penalty 2934.950018 = -829446.322310 nChanged 520 SP:Iteration 6F (3445.730000 sec): 3 clusters Score: Raw -832680.867445 + Penalty 2934.950018 = -829745.917426 nChanged 378 SP:Iteration 7Q (3445.750000 sec): 3 clusters Score: Raw -832873.984052 + Penalty 2934.950018 = -829939.034033 nChanged 330 SP:Iteration 8Q (3445.770000 sec): 3 clusters Score: Raw -833056.915473 + Penalty 2934.950018 = -830121.965455 nChanged 287 SP:Iteration 9Q (3445.790000 sec): 3 clusters Score: Raw -833205.495871 + Penalty 2934.950018 = -830270.545853 nChanged 205 SP:Iteration 10Q (3445.810000 sec): 3 clusters Score: Raw -833308.657988 + Penalty 2934.950018 = -830373.707970 nChanged 191 SP:Iteration 11Q (3445.830000 sec): 3 clusters Score: Raw -833400.967062 + Penalty 2934.950018 = -830466.017043 nChanged 183 SP:Iteration 12Q (3445.860000 sec): 3 clusters Score: Raw -833493.255113 + Penalty 2934.950018 = -830558.305094 nChanged 166 SP:Iteration 13Q (3445.880000 sec): 3 clusters Score: Raw -833571.208691 + Penalty 2934.950018 = -830636.258673 nChanged 138 SP:Iteration 14Q (3445.900000 sec): 3 clusters Score: Raw -833638.432287 + Penalty 2934.950018 = -830703.482269 nChanged 134 SP:Iteration 15Q (3445.920000 sec): 3 clusters Score: Raw -833700.533208 + Penalty 2934.950018 = -830765.583190 nChanged 110 SP:Iteration 16Q (3445.940000 sec): 3 clusters Score: Raw -833750.533419 + Penalty 2934.950018 = -830815.583401 nChanged 112 SP:Iteration 17Q (3445.960000 sec): 3 clusters Score: Raw -833798.602882 + Penalty 2934.950018 = -830863.652864 nChanged 100 SP:Iteration 18Q (3445.980000 sec): 3 clusters Score: Raw -833847.652282 + Penalty 2934.950018 = -830912.702264 nChanged 88 SP:Iteration 19Q (3446.000000 sec): 3 clusters Score: Raw -833885.888604 + Penalty 2934.950018 = -830950.938585 nChanged 77 SP:Iteration 20F (3446.020000 sec): 3 clusters Score: Raw -833915.134096 + Penalty 2934.950018 = -830980.184078 nChanged 62 SP:Iteration 21Q (3446.040000 sec): 3 clusters Score: Raw -833937.915772 + Penalty 2934.950018 = -831002.965754 nChanged 62 SP:Iteration 22Q (3446.060000 sec): 3 clusters Score: Raw -833970.636541 + Penalty 2934.950018 = -831035.686522 nChanged 75 SP:Iteration 23Q (3446.080000 sec): 3 clusters Score: Raw -834015.963325 + Penalty 2934.950018 = -831081.013307 nChanged 55 SP:Iteration 24Q (3446.100000 sec): 3 clusters Score: Raw -834039.065471 + Penalty 2934.950018 = -831104.115453 nChanged 44 SP:Iteration 25Q (3446.120000 sec): 3 clusters Score: Raw -834057.444552 + Penalty 2934.950018 = -831122.494534 nChanged 28 SP:Iteration 26Q (3446.140000 sec): 3 clusters Score: Raw -834069.435276 + Penalty 2934.950018 = -831134.485258 nChanged 23 SP:Iteration 27Q (3446.160000 sec): 3 clusters Score: Raw -834077.947112 + Penalty 2934.950018 = -831142.997094 nChanged 16 SP:Iteration 28Q (3446.180000 sec): 3 clusters Score: Raw -834083.705609 + Penalty 2934.950018 = -831148.755591 nChanged 18 SP:Iteration 29Q (3446.200000 sec): 3 clusters Score: Raw -834090.872232 + Penalty 2934.950018 = -831155.922214 nChanged 21 SP:Iteration 30Q (3446.220000 sec): 3 clusters Score: Raw -834101.719604 + Penalty 2934.950018 = -831166.769586 nChanged 20 SP:Iteration 31Q (3446.240000 sec): 3 clusters Score: Raw -834110.468797 + Penalty 2934.950018 = -831175.518779 nChanged 19 SP:Iteration 32Q (3446.260000 sec): 3 clusters Score: Raw -834120.242380 + Penalty 2934.950018 = -831185.292362 nChanged 7 SP:Iteration 33Q (3446.280000 sec): 3 clusters Score: Raw -834122.628962 + Penalty 2934.950018 = -831187.678944 nChanged 10 SP:Iteration 34Q (3446.300000 sec): 3 clusters Score: Raw -834125.283807 + Penalty 2934.950018 = -831190.333788 nChanged 8 SP:Iteration 35Q (3446.310000 sec): 3 clusters Score: Raw -834127.350976 + Penalty 2934.950018 = -831192.400957 nChanged 6 SP:Iteration 36Q (3446.330000 sec): 3 clusters Score: Raw -834129.636972 + Penalty 2934.950018 = -831194.686954 nChanged 5 SP:Iteration 37Q (3446.350000 sec): 3 clusters Score: Raw -834131.343700 + Penalty 2934.950018 = -831196.393682 nChanged 4 SP:Iteration 38Q (3446.370000 sec): 3 clusters Score: Raw -834132.471945 + Penalty 2934.950018 = -831197.521926 nChanged 3 SP:Iteration 39Q (3446.390000 sec): 3 clusters Score: Raw -834133.351865 + Penalty 2934.950018 = -831198.401846 nChanged 1 SP:Iteration 40F (3446.410000 sec): 3 clusters Score: Raw -834134.065402 + Penalty 2934.950018 = -831199.115384 nChanged 1 SP:Iteration 41Q (3446.430000 sec): 3 clusters Score: Raw -834134.909618 + Penalty 2934.950018 = -831199.959599 nChanged 2 SP:Iteration 42Q (3446.440000 sec): 3 clusters Score: Raw -834135.356299 + Penalty 2934.950018 = -831200.406280 nChanged 0 SP:Iteration 43F (3446.470000 sec): 3 clusters Score: Raw -834135.356299 + Penalty 2934.950018 = -831200.406280 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (91511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3446.780000 sec): 2 clusters Score: Raw -8921055.336617 + Penalty 1856.434850 = -8919198.901767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3447.020000 sec): 3 clusters Score: Raw -8861930.508555 + Penalty 3712.869700 = -8858217.638855 nChanged 43716 SP:Iteration 1F (3447.270000 sec): 3 clusters Score: Raw -8887472.223515 + Penalty 3712.869700 = -8883759.353814 nChanged 3574 SP:Iteration 2Q (3447.530000 sec): 3 clusters Score: Raw -8888746.532828 + Penalty 3712.869700 = -8885033.663128 nChanged 4519 SP:Iteration 3Q (3447.780000 sec): 3 clusters Score: Raw -8890860.564514 + Penalty 3712.869700 = -8887147.694813 nChanged 5735 SP:Iteration 4F (3448.030000 sec): 3 clusters Score: Raw -8894348.835267 + Penalty 3712.869700 = -8890635.965566 nChanged 6932 SP:Iteration 5F (3448.280000 sec): 3 clusters Score: Raw -8899631.422789 + Penalty 3712.869700 = -8895918.553088 nChanged 7344 SP:Iteration 6F (3448.520000 sec): 3 clusters Score: Raw -8906142.812547 + Penalty 3712.869700 = -8902429.942846 nChanged 6461 SP:Iteration 7F (3448.760000 sec): 3 clusters Score: Raw -8912334.128803 + Penalty 3712.869700 = -8908621.259103 nChanged 4476 SP:Iteration 8Q (3448.990000 sec): 3 clusters Score: Raw -8916670.311830 + Penalty 3712.869700 = -8912957.442130 nChanged 2497 SP:Iteration 9Q (3449.210000 sec): 3 clusters Score: Raw -8919049.540262 + Penalty 3712.869700 = -8915336.670562 nChanged 1210 SP:Iteration 10Q (3449.410000 sec): 3 clusters Score: Raw -8920214.961596 + Penalty 3712.869700 = -8916502.091896 nChanged 595 SP:Iteration 11Q (3449.600000 sec): 3 clusters Score: Raw -8920738.806465 + Penalty 3712.869700 = -8917025.936765 nChanged 320 SP:Iteration 12Q (3449.780000 sec): 3 clusters Score: Raw -8920991.423091 + Penalty 3712.869700 = -8917278.553391 nChanged 205 SP:Iteration 13Q (3449.960000 sec): 3 clusters Score: Raw -8921138.606571 + Penalty 3712.869700 = -8917425.736871 nChanged 153 SP:Iteration 14Q (3450.140000 sec): 3 clusters Score: Raw -8921252.987231 + Penalty 3712.869700 = -8917540.117531 nChanged 95 SP:Iteration 15Q (3450.320000 sec): 3 clusters Score: Raw -8921320.732797 + Penalty 3712.869700 = -8917607.863097 nChanged 79 SP:Iteration 16Q (3450.500000 sec): 3 clusters Score: Raw -8921377.114483 + Penalty 3712.869700 = -8917664.244783 nChanged 57 SP:Iteration 17Q (3450.670000 sec): 3 clusters Score: Raw -8921427.693847 + Penalty 3712.869700 = -8917714.824147 nChanged 54 SP:Iteration 18Q (3450.840000 sec): 3 clusters Score: Raw -8921459.319441 + Penalty 3712.869700 = -8917746.449740 nChanged 33 SP:Iteration 19Q (3451.020000 sec): 3 clusters Score: Raw -8921477.684772 + Penalty 3712.869700 = -8917764.815072 nChanged 26 SP:Iteration 20F (3451.260000 sec): 3 clusters Score: Raw -8921491.887874 + Penalty 3712.869700 = -8917779.018174 nChanged 24 SP:Iteration 21Q (3451.430000 sec): 3 clusters Score: Raw -8921505.609093 + Penalty 3712.869700 = -8917792.739392 nChanged 23 SP:Iteration 22Q (3451.600000 sec): 3 clusters Score: Raw -8921517.445603 + Penalty 3712.869700 = -8917804.575902 nChanged 22 SP:Iteration 23Q (3451.760000 sec): 3 clusters Score: Raw -8921526.958609 + Penalty 3712.869700 = -8917814.088909 nChanged 21 SP:Iteration 24Q (3451.940000 sec): 3 clusters Score: Raw -8921536.006134 + Penalty 3712.869700 = -8917823.136433 nChanged 13 SP:Iteration 25Q (3452.100000 sec): 3 clusters Score: Raw -8921540.407720 + Penalty 3712.869700 = -8917827.538020 nChanged 5 SP:Iteration 26Q (3452.270000 sec): 3 clusters Score: Raw -8921543.748076 + Penalty 3712.869700 = -8917830.878376 nChanged 11 SP:Iteration 27Q (3452.440000 sec): 3 clusters Score: Raw -8921549.218603 + Penalty 3712.869700 = -8917836.348903 nChanged 9 SP:Iteration 28Q (3452.610000 sec): 3 clusters Score: Raw -8921552.817830 + Penalty 3712.869700 = -8917839.948129 nChanged 8 SP:Iteration 29Q (3452.780000 sec): 3 clusters Score: Raw -8921556.739449 + Penalty 3712.869700 = -8917843.869749 nChanged 8 SP:Iteration 30Q (3452.950000 sec): 3 clusters Score: Raw -8921560.462126 + Penalty 3712.869700 = -8917847.592426 nChanged 4 SP:Iteration 31Q (3453.120000 sec): 3 clusters Score: Raw -8921563.022687 + Penalty 3712.869700 = -8917850.152987 nChanged 5 SP:Iteration 32Q (3453.300000 sec): 3 clusters Score: Raw -8921564.943166 + Penalty 3712.869700 = -8917852.073466 nChanged 7 SP:Iteration 33Q (3453.470000 sec): 3 clusters Score: Raw -8921567.384457 + Penalty 3712.869700 = -8917854.514757 nChanged 7 SP:Iteration 34Q (3453.640000 sec): 3 clusters Score: Raw -8921569.325586 + Penalty 3712.869700 = -8917856.455886 nChanged 3 SP:Iteration 35Q (3453.820000 sec): 3 clusters Score: Raw -8921571.427617 + Penalty 3712.869700 = -8917858.557917 nChanged 3 SP:Iteration 36Q (3453.990000 sec): 3 clusters Score: Raw -8921572.513469 + Penalty 3712.869700 = -8917859.643768 nChanged 4 SP:Iteration 37Q (3454.160000 sec): 3 clusters Score: Raw -8921573.614023 + Penalty 3712.869700 = -8917860.744323 nChanged 1 SP:Iteration 38Q (3454.340000 sec): 3 clusters Score: Raw -8921574.055284 + Penalty 3712.869700 = -8917861.185583 nChanged 2 SP:Iteration 39Q (3454.520000 sec): 3 clusters Score: Raw -8921574.589180 + Penalty 3712.869700 = -8917861.719479 nChanged 1 SP:Iteration 40F (3454.760000 sec): 3 clusters Score: Raw -8921574.803999 + Penalty 3712.869700 = -8917861.934299 nChanged 1 SP:Iteration 41Q (3454.920000 sec): 3 clusters Score: Raw -8921575.195665 + Penalty 3712.869700 = -8917862.325964 nChanged 2 SP:Iteration 42Q (3455.100000 sec): 3 clusters Score: Raw -8921575.797945 + Penalty 3712.869700 = -8917862.928244 nChanged 3 SP:Iteration 43Q (3455.260000 sec): 3 clusters Score: Raw -8921577.589819 + Penalty 3712.869700 = -8917864.720118 nChanged 5 SP:Iteration 44Q (3455.430000 sec): 3 clusters Score: Raw -8921580.605856 + Penalty 3712.869700 = -8917867.736156 nChanged 4 SP:Iteration 45Q (3455.600000 sec): 3 clusters Score: Raw -8921582.460850 + Penalty 3712.869700 = -8917869.591149 nChanged 3 SP:Iteration 46Q (3455.770000 sec): 3 clusters Score: Raw -8921583.895592 + Penalty 3712.869700 = -8917871.025892 nChanged 5 SP:Iteration 47Q (3455.940000 sec): 3 clusters Score: Raw -8921586.566210 + Penalty 3712.869700 = -8917873.696510 nChanged 1 SP:Iteration 48Q (3456.110000 sec): 3 clusters Score: Raw -8921587.094333 + Penalty 3712.869700 = -8917874.224633 nChanged 1 SP:Iteration 49Q (3456.280000 sec): 3 clusters Score: Raw -8921587.241014 + Penalty 3712.869700 = -8917874.371313 nChanged 0 SP:Iteration 50F (3456.520000 sec): 3 clusters Score: Raw -8921587.241014 + Penalty 3712.869700 = -8917874.371313 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.590000 sec): 2 clusters Score: Raw -442928.328077 + Penalty 1378.792446 = -441549.535632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.600000 sec): 3 clusters Score: Raw -440418.494911 + Penalty 2757.584892 = -437660.910019 nChanged 1986 SP:Iteration 1F (3456.610000 sec): 3 clusters Score: Raw -441474.912198 + Penalty 2757.584892 = -438717.327306 nChanged 375 SP:Iteration 2F (3456.620000 sec): 3 clusters Score: Raw -441689.982257 + Penalty 2757.584892 = -438932.397365 nChanged 254 SP:Iteration 3F (3456.640000 sec): 3 clusters Score: Raw -441813.824098 + Penalty 2757.584892 = -439056.239207 nChanged 204 SP:Iteration 4Q (3456.650000 sec): 3 clusters Score: Raw -441908.954079 + Penalty 2757.584892 = -439151.369188 nChanged 151 SP:Iteration 5Q (3456.660000 sec): 3 clusters Score: Raw -441980.865662 + Penalty 2757.584892 = -439223.280771 nChanged 152 SP:Iteration 6Q (3456.680000 sec): 3 clusters Score: Raw -442048.091394 + Penalty 2757.584892 = -439290.506502 nChanged 123 SP:Iteration 7Q (3456.690000 sec): 3 clusters Score: Raw -442109.932494 + Penalty 2757.584892 = -439352.347602 nChanged 135 SP:Iteration 8Q (3456.700000 sec): 3 clusters Score: Raw -442190.279901 + Penalty 2757.584892 = -439432.695009 nChanged 160 SP:Iteration 9Q (3456.710000 sec): 3 clusters Score: Raw -442297.278507 + Penalty 2757.584892 = -439539.693615 nChanged 168 SP:Iteration 10Q (3456.720000 sec): 3 clusters Score: Raw -442410.655297 + Penalty 2757.584892 = -439653.070405 nChanged 204 SP:Iteration 11Q (3456.730000 sec): 3 clusters Score: Raw -442551.819051 + Penalty 2757.584892 = -439794.234159 nChanged 201 SP:Iteration 12Q (3456.740000 sec): 3 clusters Score: Raw -442694.603468 + Penalty 2757.584892 = -439937.018576 nChanged 194 SP:Iteration 13Q (3456.760000 sec): 3 clusters Score: Raw -442829.589674 + Penalty 2757.584892 = -440072.004783 nChanged 162 SP:Iteration 14Q (3456.770000 sec): 3 clusters Score: Raw -442941.554098 + Penalty 2757.584892 = -440183.969206 nChanged 154 SP:Iteration 15Q (3456.780000 sec): 3 clusters Score: Raw -443031.884957 + Penalty 2757.584892 = -440274.300065 nChanged 127 SP:Iteration 16Q (3456.790000 sec): 3 clusters Score: Raw -443093.043672 + Penalty 2757.584892 = -440335.458780 nChanged 88 SP:Iteration 17Q (3456.800000 sec): 3 clusters Score: Raw -443125.509532 + Penalty 2757.584892 = -440367.924641 nChanged 52 SP:Iteration 18Q (3456.820000 sec): 3 clusters Score: Raw -443148.371006 + Penalty 2757.584892 = -440390.786114 nChanged 54 SP:Iteration 19Q (3456.830000 sec): 3 clusters Score: Raw -443167.347382 + Penalty 2757.584892 = -440409.762491 nChanged 39 SP:Iteration 20F (3456.840000 sec): 3 clusters Score: Raw -443180.993798 + Penalty 2757.584892 = -440423.408906 nChanged 37 SP:Iteration 21Q (3456.850000 sec): 3 clusters Score: Raw -443190.880025 + Penalty 2757.584892 = -440433.295133 nChanged 24 SP:Iteration 22Q (3456.860000 sec): 3 clusters Score: Raw -443198.545485 + Penalty 2757.584892 = -440440.960593 nChanged 28 SP:Iteration 23Q (3456.870000 sec): 3 clusters Score: Raw -443206.747056 + Penalty 2757.584892 = -440449.162164 nChanged 26 SP:Iteration 24Q (3456.880000 sec): 3 clusters Score: Raw -443212.748398 + Penalty 2757.584892 = -440455.163507 nChanged 15 SP:Iteration 25Q (3456.890000 sec): 3 clusters Score: Raw -443216.123442 + Penalty 2757.584892 = -440458.538550 nChanged 6 SP:Iteration 26Q (3456.900000 sec): 3 clusters Score: Raw -443218.302053 + Penalty 2757.584892 = -440460.717161 nChanged 12 SP:Iteration 27Q (3456.920000 sec): 3 clusters Score: Raw -443221.450690 + Penalty 2757.584892 = -440463.865798 nChanged 10 SP:Iteration 28Q (3456.930000 sec): 3 clusters Score: Raw -443223.708013 + Penalty 2757.584892 = -440466.123121 nChanged 12 SP:Iteration 29Q (3456.940000 sec): 3 clusters Score: Raw -443226.112571 + Penalty 2757.584892 = -440468.527679 nChanged 8 SP:Iteration 30Q (3456.950000 sec): 3 clusters Score: Raw -443227.341943 + Penalty 2757.584892 = -440469.757052 nChanged 5 SP:Iteration 31Q (3456.960000 sec): 3 clusters Score: Raw -443228.004213 + Penalty 2757.584892 = -440470.419321 nChanged 5 SP:Iteration 32Q (3456.970000 sec): 3 clusters Score: Raw -443228.910707 + Penalty 2757.584892 = -440471.325815 nChanged 4 SP:Iteration 33Q (3456.980000 sec): 3 clusters Score: Raw -443229.659789 + Penalty 2757.584892 = -440472.074897 nChanged 4 SP:Iteration 34Q (3456.990000 sec): 3 clusters Score: Raw -443230.190183 + Penalty 2757.584892 = -440472.605291 nChanged 3 SP:Iteration 35Q (3457.000000 sec): 3 clusters Score: Raw -443230.789486 + Penalty 2757.584892 = -440473.204594 nChanged 5 SP:Iteration 36Q (3457.020000 sec): 3 clusters Score: Raw -443231.431965 + Penalty 2757.584892 = -440473.847074 nChanged 2 SP:Iteration 37Q (3457.030000 sec): 3 clusters Score: Raw -443231.716947 + Penalty 2757.584892 = -440474.132056 nChanged 1 SP:Iteration 38Q (3457.040000 sec): 3 clusters Score: Raw -443231.794878 + Penalty 2757.584892 = -440474.209987 nChanged 0 SP:Iteration 39F (3457.050000 sec): 3 clusters Score: Raw -443231.794878 + Penalty 2757.584892 = -440474.209987 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.070000 sec): 2 clusters Score: Raw -629347.430692 + Penalty 1428.813988 = -627918.616704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3457.090000 sec): 3 clusters Score: Raw -625746.750141 + Penalty 2857.627975 = -622889.122166 nChanged 2760 SP:Iteration 1F (3457.100000 sec): 3 clusters Score: Raw -627306.756639 + Penalty 2857.627975 = -624449.128664 nChanged 462 SP:Iteration 2F (3457.120000 sec): 3 clusters Score: Raw -627563.110200 + Penalty 2857.627975 = -624705.482225 nChanged 365 SP:Iteration 3F (3457.140000 sec): 3 clusters Score: Raw -627772.011051 + Penalty 2857.627975 = -624914.383076 nChanged 302 SP:Iteration 4Q (3457.150000 sec): 3 clusters Score: Raw -627963.102908 + Penalty 2857.627975 = -625105.474933 nChanged 292 SP:Iteration 5Q (3457.170000 sec): 3 clusters Score: Raw -628143.306427 + Penalty 2857.627975 = -625285.678451 nChanged 278 SP:Iteration 6Q (3457.180000 sec): 3 clusters Score: Raw -628280.187448 + Penalty 2857.627975 = -625422.559472 nChanged 234 SP:Iteration 7Q (3457.200000 sec): 3 clusters Score: Raw -628367.020588 + Penalty 2857.627975 = -625509.392612 nChanged 201 SP:Iteration 8Q (3457.220000 sec): 3 clusters Score: Raw -628444.842865 + Penalty 2857.627975 = -625587.214889 nChanged 189 SP:Iteration 9Q (3457.230000 sec): 3 clusters Score: Raw -628513.044893 + Penalty 2857.627975 = -625655.416918 nChanged 174 SP:Iteration 10Q (3457.250000 sec): 3 clusters Score: Raw -628585.836383 + Penalty 2857.627975 = -625728.208408 nChanged 169 SP:Iteration 11Q (3457.260000 sec): 3 clusters Score: Raw -628664.115812 + Penalty 2857.627975 = -625806.487836 nChanged 180 SP:Iteration 12Q (3457.280000 sec): 3 clusters Score: Raw -628751.194199 + Penalty 2857.627975 = -625893.566224 nChanged 184 SP:Iteration 13Q (3457.290000 sec): 3 clusters Score: Raw -628837.384040 + Penalty 2857.627975 = -625979.756065 nChanged 177 SP:Iteration 14Q (3457.310000 sec): 3 clusters Score: Raw -628913.456886 + Penalty 2857.627975 = -626055.828911 nChanged 164 SP:Iteration 15Q (3457.320000 sec): 3 clusters Score: Raw -628984.033344 + Penalty 2857.627975 = -626126.405368 nChanged 144 SP:Iteration 16Q (3457.340000 sec): 3 clusters Score: Raw -629046.825259 + Penalty 2857.627975 = -626189.197283 nChanged 141 SP:Iteration 17Q (3457.360000 sec): 3 clusters Score: Raw -629108.699197 + Penalty 2857.627975 = -626251.071222 nChanged 125 SP:Iteration 18Q (3457.370000 sec): 3 clusters Score: Raw -629165.955937 + Penalty 2857.627975 = -626308.327961 nChanged 115 SP:Iteration 19Q (3457.390000 sec): 3 clusters Score: Raw -629221.344175 + Penalty 2857.627975 = -626363.716199 nChanged 108 SP:Iteration 20F (3457.400000 sec): 3 clusters Score: Raw -629280.389239 + Penalty 2857.627975 = -626422.761264 nChanged 110 SP:Iteration 21Q (3457.420000 sec): 3 clusters Score: Raw -629349.039939 + Penalty 2857.627975 = -626491.411963 nChanged 107 SP:Iteration 22Q (3457.440000 sec): 3 clusters Score: Raw -629424.775255 + Penalty 2857.627975 = -626567.147280 nChanged 105 SP:Iteration 23Q (3457.450000 sec): 3 clusters Score: Raw -629505.108300 + Penalty 2857.627975 = -626647.480324 nChanged 101 SP:Iteration 24Q (3457.470000 sec): 3 clusters Score: Raw -629576.377339 + Penalty 2857.627975 = -626718.749364 nChanged 83 SP:Iteration 25Q (3457.480000 sec): 3 clusters Score: Raw -629628.480993 + Penalty 2857.627975 = -626770.853017 nChanged 61 SP:Iteration 26Q (3457.500000 sec): 3 clusters Score: Raw -629657.026866 + Penalty 2857.627975 = -626799.398890 nChanged 64 SP:Iteration 27Q (3457.510000 sec): 3 clusters Score: Raw -629687.163052 + Penalty 2857.627975 = -626829.535076 nChanged 58 SP:Iteration 28Q (3457.530000 sec): 3 clusters Score: Raw -629710.813163 + Penalty 2857.627975 = -626853.185188 nChanged 58 SP:Iteration 29Q (3457.540000 sec): 3 clusters Score: Raw -629734.200442 + Penalty 2857.627975 = -626876.572466 nChanged 50 SP:Iteration 30Q (3457.560000 sec): 3 clusters Score: Raw -629755.265916 + Penalty 2857.627975 = -626897.637940 nChanged 37 SP:Iteration 31Q (3457.570000 sec): 3 clusters Score: Raw -629768.471359 + Penalty 2857.627975 = -626910.843384 nChanged 41 SP:Iteration 32Q (3457.580000 sec): 3 clusters Score: Raw -629784.086561 + Penalty 2857.627975 = -626926.458585 nChanged 27 SP:Iteration 33Q (3457.600000 sec): 3 clusters Score: Raw -629796.359542 + Penalty 2857.627975 = -626938.731566 nChanged 36 SP:Iteration 34Q (3457.610000 sec): 3 clusters Score: Raw -629810.872859 + Penalty 2857.627975 = -626953.244884 nChanged 29 SP:Iteration 35Q (3457.630000 sec): 3 clusters Score: Raw -629822.998034 + Penalty 2857.627975 = -626965.370058 nChanged 30 SP:Iteration 36Q (3457.640000 sec): 3 clusters Score: Raw -629834.680013 + Penalty 2857.627975 = -626977.052037 nChanged 19 SP:Iteration 37Q (3457.650000 sec): 3 clusters Score: Raw -629841.377333 + Penalty 2857.627975 = -626983.749358 nChanged 14 SP:Iteration 38Q (3457.670000 sec): 3 clusters Score: Raw -629845.977320 + Penalty 2857.627975 = -626988.349344 nChanged 12 SP:Iteration 39Q (3457.680000 sec): 3 clusters Score: Raw -629849.297062 + Penalty 2857.627975 = -626991.669087 nChanged 9 SP:Iteration 40F (3457.700000 sec): 3 clusters Score: Raw -629851.676373 + Penalty 2857.627975 = -626994.048398 nChanged 8 SP:Iteration 41Q (3457.710000 sec): 3 clusters Score: Raw -629854.323903 + Penalty 2857.627975 = -626996.695928 nChanged 7 SP:Iteration 42Q (3457.720000 sec): 3 clusters Score: Raw -629856.876133 + Penalty 2857.627975 = -626999.248157 nChanged 7 SP:Iteration 43Q (3457.740000 sec): 3 clusters Score: Raw -629859.161563 + Penalty 2857.627975 = -627001.533587 nChanged 6 SP:Iteration 44Q (3457.750000 sec): 3 clusters Score: Raw -629860.726810 + Penalty 2857.627975 = -627003.098834 nChanged 4 SP:Iteration 45Q (3457.760000 sec): 3 clusters Score: Raw -629861.606382 + Penalty 2857.627975 = -627003.978406 nChanged 4 SP:Iteration 46Q (3457.780000 sec): 3 clusters Score: Raw -629863.060872 + Penalty 2857.627975 = -627005.432897 nChanged 4 SP:Iteration 47Q (3457.790000 sec): 3 clusters Score: Raw -629863.998895 + Penalty 2857.627975 = -627006.370919 nChanged 3 SP:Iteration 48Q (3457.800000 sec): 3 clusters Score: Raw -629865.378415 + Penalty 2857.627975 = -627007.750440 nChanged 4 SP:Iteration 49Q (3457.820000 sec): 3 clusters Score: Raw -629866.294828 + Penalty 2857.627975 = -627008.666853 nChanged 0 SP:Iteration 50F (3457.830000 sec): 3 clusters Score: Raw -629866.294828 + Penalty 2857.627975 = -627008.666853 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (41021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3457.970000 sec): 2 clusters Score: Raw -3832147.683948 + Penalty 1726.048904 = -3830421.635044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.080000 sec): 3 clusters Score: Raw -3806292.492025 + Penalty 3452.097808 = -3802840.394217 nChanged 19167 SP:Iteration 1F (3458.190000 sec): 3 clusters Score: Raw -3817229.195057 + Penalty 3452.097808 = -3813777.097249 nChanged 1607 SP:Iteration 2Q (3458.300000 sec): 3 clusters Score: Raw -3817705.475595 + Penalty 3452.097808 = -3814253.377787 nChanged 1715 SP:Iteration 3Q (3458.410000 sec): 3 clusters Score: Raw -3818287.875580 + Penalty 3452.097808 = -3814835.777772 nChanged 1890 SP:Iteration 4Q (3458.520000 sec): 3 clusters Score: Raw -3819025.586086 + Penalty 3452.097808 = -3815573.488278 nChanged 2132 SP:Iteration 5F (3458.630000 sec): 3 clusters Score: Raw -3820072.006873 + Penalty 3452.097808 = -3816619.909064 nChanged 2394 SP:Iteration 6F (3458.740000 sec): 3 clusters Score: Raw -3821561.652987 + Penalty 3452.097808 = -3818109.555179 nChanged 2610 SP:Iteration 7F (3458.840000 sec): 3 clusters Score: Raw -3823611.662565 + Penalty 3452.097808 = -3820159.564757 nChanged 2474 SP:Iteration 8F (3458.960000 sec): 3 clusters Score: Raw -3826083.086081 + Penalty 3452.097808 = -3822630.988273 nChanged 2060 SP:Iteration 9F (3459.070000 sec): 3 clusters Score: Raw -3828579.494415 + Penalty 3452.097808 = -3825127.396607 nChanged 1608 SP:Iteration 10Q (3459.170000 sec): 3 clusters Score: Raw -3830197.894529 + Penalty 3452.097808 = -3826745.796721 nChanged 1115 SP:Iteration 11Q (3459.270000 sec): 3 clusters Score: Raw -3830977.113785 + Penalty 3452.097808 = -3827525.015977 nChanged 734 SP:Iteration 12Q (3459.370000 sec): 3 clusters Score: Raw -3831365.076799 + Penalty 3452.097808 = -3827912.978990 nChanged 517 SP:Iteration 13Q (3459.460000 sec): 3 clusters Score: Raw -3831636.690287 + Penalty 3452.097808 = -3828184.592478 nChanged 408 SP:Iteration 14Q (3459.560000 sec): 3 clusters Score: Raw -3831818.797915 + Penalty 3452.097808 = -3828366.700107 nChanged 356 SP:Iteration 15Q (3459.650000 sec): 3 clusters Score: Raw -3831968.088427 + Penalty 3452.097808 = -3828515.990619 nChanged 323 SP:Iteration 16Q (3459.740000 sec): 3 clusters Score: Raw -3832086.272933 + Penalty 3452.097808 = -3828634.175125 nChanged 279 SP:Iteration 17Q (3459.840000 sec): 3 clusters Score: Raw -3832185.921216 + Penalty 3452.097808 = -3828733.823408 nChanged 257 SP:Iteration 18Q (3459.920000 sec): 3 clusters Score: Raw -3832264.976065 + Penalty 3452.097808 = -3828812.878257 nChanged 216 SP:Iteration 19Q (3460.020000 sec): 3 clusters Score: Raw -3832330.251562 + Penalty 3452.097808 = -3828878.153754 nChanged 198 SP:Iteration 20F (3460.120000 sec): 3 clusters Score: Raw -3832397.077360 + Penalty 3452.097808 = -3828944.979552 nChanged 173 SP:Iteration 21Q (3460.210000 sec): 3 clusters Score: Raw -3832452.698668 + Penalty 3452.097808 = -3829000.600860 nChanged 177 SP:Iteration 22Q (3460.300000 sec): 3 clusters Score: Raw -3832518.637953 + Penalty 3452.097808 = -3829066.540144 nChanged 187 SP:Iteration 23Q (3460.380000 sec): 3 clusters Score: Raw -3832580.890423 + Penalty 3452.097808 = -3829128.792614 nChanged 151 SP:Iteration 24Q (3460.470000 sec): 3 clusters Score: Raw -3832635.347032 + Penalty 3452.097808 = -3829183.249224 nChanged 148 SP:Iteration 25Q (3460.560000 sec): 3 clusters Score: Raw -3832682.490793 + Penalty 3452.097808 = -3829230.392985 nChanged 134 SP:Iteration 26Q (3460.640000 sec): 3 clusters Score: Raw -3832720.664925 + Penalty 3452.097808 = -3829268.567117 nChanged 116 SP:Iteration 27Q (3460.720000 sec): 3 clusters Score: Raw -3832750.945446 + Penalty 3452.097808 = -3829298.847638 nChanged 110 SP:Iteration 28Q (3460.810000 sec): 3 clusters Score: Raw -3832777.572165 + Penalty 3452.097808 = -3829325.474357 nChanged 88 SP:Iteration 29Q (3460.890000 sec): 3 clusters Score: Raw -3832796.580982 + Penalty 3452.097808 = -3829344.483174 nChanged 59 SP:Iteration 30Q (3460.980000 sec): 3 clusters Score: Raw -3832808.524727 + Penalty 3452.097808 = -3829356.426918 nChanged 51 SP:Iteration 31Q (3461.060000 sec): 3 clusters Score: Raw -3832818.569774 + Penalty 3452.097808 = -3829366.471966 nChanged 48 SP:Iteration 32Q (3461.140000 sec): 3 clusters Score: Raw -3832827.862708 + Penalty 3452.097808 = -3829375.764900 nChanged 42 SP:Iteration 33Q (3461.220000 sec): 3 clusters Score: Raw -3832836.529806 + Penalty 3452.097808 = -3829384.431998 nChanged 31 SP:Iteration 34Q (3461.310000 sec): 3 clusters Score: Raw -3832841.727858 + Penalty 3452.097808 = -3829389.630050 nChanged 26 SP:Iteration 35Q (3461.390000 sec): 3 clusters Score: Raw -3832844.799733 + Penalty 3452.097808 = -3829392.701925 nChanged 19 SP:Iteration 36Q (3461.470000 sec): 3 clusters Score: Raw -3832846.630163 + Penalty 3452.097808 = -3829394.532355 nChanged 15 SP:Iteration 37Q (3461.560000 sec): 3 clusters Score: Raw -3832848.344609 + Penalty 3452.097808 = -3829396.246801 nChanged 10 SP:Iteration 38Q (3461.640000 sec): 3 clusters Score: Raw -3832849.478049 + Penalty 3452.097808 = -3829397.380241 nChanged 9 SP:Iteration 39Q (3461.720000 sec): 3 clusters Score: Raw -3832850.734435 + Penalty 3452.097808 = -3829398.636626 nChanged 10 SP:Iteration 40F (3461.820000 sec): 3 clusters Score: Raw -3832851.857467 + Penalty 3452.097808 = -3829399.759659 nChanged 8 SP:Iteration 41Q (3461.910000 sec): 3 clusters Score: Raw -3832852.629960 + Penalty 3452.097808 = -3829400.532152 nChanged 9 SP:Iteration 42Q (3461.990000 sec): 3 clusters Score: Raw -3832854.498072 + Penalty 3452.097808 = -3829402.400264 nChanged 11 SP:Iteration 43Q (3462.080000 sec): 3 clusters Score: Raw -3832857.180617 + Penalty 3452.097808 = -3829405.082809 nChanged 11 SP:Iteration 44Q (3462.160000 sec): 3 clusters Score: Raw -3832858.814246 + Penalty 3452.097808 = -3829406.716438 nChanged 8 SP:Iteration 45Q (3462.240000 sec): 3 clusters Score: Raw -3832859.783352 + Penalty 3452.097808 = -3829407.685544 nChanged 3 SP:Iteration 46Q (3462.330000 sec): 3 clusters Score: Raw -3832860.121465 + Penalty 3452.097808 = -3829408.023656 nChanged 4 SP:Iteration 47Q (3462.410000 sec): 3 clusters Score: Raw -3832860.610139 + Penalty 3452.097808 = -3829408.512331 nChanged 3 SP:Iteration 48Q (3462.490000 sec): 3 clusters Score: Raw -3832861.011591 + Penalty 3452.097808 = -3829408.913782 nChanged 3 SP:Iteration 49Q (3462.580000 sec): 3 clusters Score: Raw -3832861.280889 + Penalty 3452.097808 = -3829409.183081 nChanged 5 SP:Iteration 50Q (3462.660000 sec): 3 clusters Score: Raw -3832861.988881 + Penalty 3452.097808 = -3829409.891073 nChanged 10 SP:Iteration 51Q (3462.740000 sec): 3 clusters Score: Raw -3832863.460610 + Penalty 3452.097808 = -3829411.362802 nChanged 9 SP:Iteration 52Q (3462.820000 sec): 3 clusters Score: Raw -3832864.362205 + Penalty 3452.097808 = -3829412.264397 nChanged 5 SP:Iteration 53Q (3462.910000 sec): 3 clusters Score: Raw -3832865.009107 + Penalty 3452.097808 = -3829412.911299 nChanged 6 SP:Iteration 54Q (3462.990000 sec): 3 clusters Score: Raw -3832865.605938 + Penalty 3452.097808 = -3829413.508130 nChanged 6 SP:Iteration 55Q (3463.080000 sec): 3 clusters Score: Raw -3832866.861560 + Penalty 3452.097808 = -3829414.763752 nChanged 7 SP:Iteration 56Q (3463.160000 sec): 3 clusters Score: Raw -3832867.601623 + Penalty 3452.097808 = -3829415.503815 nChanged 3 SP:Iteration 57Q (3463.240000 sec): 3 clusters Score: Raw -3832867.910944 + Penalty 3452.097808 = -3829415.813136 nChanged 3 SP:Iteration 58Q (3463.320000 sec): 3 clusters Score: Raw -3832868.095454 + Penalty 3452.097808 = -3829415.997646 nChanged 1 SP:Iteration 59Q (3463.400000 sec): 3 clusters Score: Raw -3832868.264700 + Penalty 3452.097808 = -3829416.166892 nChanged 1 SP:Iteration 60F (3463.520000 sec): 3 clusters Score: Raw -3832868.364445 + Penalty 3452.097808 = -3829416.266636 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.580000 sec): 2 clusters Score: Raw -1732368.574652 + Penalty 1586.555842 = -1730782.018811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.630000 sec): 3 clusters Score: Raw -1722052.360108 + Penalty 3173.111683 = -1718879.248424 nChanged 7680 SP:Iteration 1F (3463.670000 sec): 3 clusters Score: Raw -1726329.842919 + Penalty 3173.111683 = -1723156.731236 nChanged 989 SP:Iteration 2F (3463.710000 sec): 3 clusters Score: Raw -1726747.500884 + Penalty 3173.111683 = -1723574.389201 nChanged 969 SP:Iteration 3F (3463.760000 sec): 3 clusters Score: Raw -1727235.296984 + Penalty 3173.111683 = -1724062.185301 nChanged 1049 SP:Iteration 4F (3463.800000 sec): 3 clusters Score: Raw -1727873.620634 + Penalty 3173.111683 = -1724700.508951 nChanged 1175 SP:Iteration 5F (3463.850000 sec): 3 clusters Score: Raw -1728710.530532 + Penalty 3173.111683 = -1725537.418849 nChanged 1289 SP:Iteration 6F (3463.890000 sec): 3 clusters Score: Raw -1729789.086673 + Penalty 3173.111683 = -1726615.974990 nChanged 1165 SP:Iteration 7F (3463.940000 sec): 3 clusters Score: Raw -1730847.610492 + Penalty 3173.111683 = -1727674.498808 nChanged 844 SP:Iteration 8Q (3463.980000 sec): 3 clusters Score: Raw -1731649.059249 + Penalty 3173.111683 = -1728475.947566 nChanged 496 SP:Iteration 9Q (3464.030000 sec): 3 clusters Score: Raw -1732136.043973 + Penalty 3173.111683 = -1728962.932290 nChanged 209 SP:Iteration 10Q (3464.070000 sec): 3 clusters Score: Raw -1732325.903486 + Penalty 3173.111683 = -1729152.791803 nChanged 67 SP:Iteration 11Q (3464.100000 sec): 3 clusters Score: Raw -1732406.988524 + Penalty 3173.111683 = -1729233.876841 nChanged 43 SP:Iteration 12Q (3464.130000 sec): 3 clusters Score: Raw -1732468.759573 + Penalty 3173.111683 = -1729295.647890 nChanged 26 SP:Iteration 13Q (3464.170000 sec): 3 clusters Score: Raw -1732508.491837 + Penalty 3173.111683 = -1729335.380153 nChanged 12 SP:Iteration 14Q (3464.200000 sec): 3 clusters Score: Raw -1732526.185746 + Penalty 3173.111683 = -1729353.074063 nChanged 14 SP:Iteration 15Q (3464.230000 sec): 3 clusters Score: Raw -1732548.391337 + Penalty 3173.111683 = -1729375.279654 nChanged 4 SP:Iteration 16Q (3464.270000 sec): 3 clusters Score: Raw -1732554.786601 + Penalty 3173.111683 = -1729381.674918 nChanged 1 SP:Iteration 17Q (3464.300000 sec): 3 clusters Score: Raw -1732557.500641 + Penalty 3173.111683 = -1729384.388958 nChanged 2 SP:Iteration 18Q (3464.330000 sec): 3 clusters Score: Raw -1732561.218749 + Penalty 3173.111683 = -1729388.107066 nChanged 2 SP:Iteration 19Q (3464.360000 sec): 3 clusters Score: Raw -1732564.665511 + Penalty 3173.111683 = -1729391.553828 nChanged 2 SP:Iteration 20F (3464.410000 sec): 3 clusters Score: Raw -1732567.042211 + Penalty 3173.111683 = -1729393.930528 nChanged 2 SP:Iteration 21Q (3464.440000 sec): 3 clusters Score: Raw -1732569.344572 + Penalty 3173.111683 = -1729396.232889 nChanged 2 SP:Iteration 22Q (3464.470000 sec): 3 clusters Score: Raw -1732574.529803 + Penalty 3173.111683 = -1729401.418120 nChanged 2 SP:Iteration 23Q (3464.500000 sec): 3 clusters Score: Raw -1732580.674226 + Penalty 3173.111683 = -1729407.562543 nChanged 3 SP:Iteration 24Q (3464.530000 sec): 3 clusters Score: Raw -1732585.670380 + Penalty 3173.111683 = -1729412.558697 nChanged 1 SP:Iteration 25Q (3464.560000 sec): 3 clusters Score: Raw -1732586.236016 + Penalty 3173.111683 = -1729413.124333 nChanged 0 SP:Iteration 26F (3464.610000 sec): 3 clusters Score: Raw -1732586.236016 + Penalty 3173.111683 = -1729413.124333 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.630000 sec): 2 clusters Score: Raw -191938.836194 + Penalty 1238.841816 = -190699.994377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.630000 sec): 3 clusters Score: Raw -191051.854747 + Penalty 2477.683633 = -188574.171115 nChanged 703 SP:Iteration 1F (3464.640000 sec): 3 clusters Score: Raw -191466.492234 + Penalty 2477.683633 = -188988.808601 nChanged 140 SP:Iteration 2F (3464.640000 sec): 3 clusters Score: Raw -191565.368678 + Penalty 2477.683633 = -189087.685045 nChanged 99 SP:Iteration 3Q (3464.650000 sec): 3 clusters Score: Raw -191625.343011 + Penalty 2477.683633 = -189147.659379 nChanged 65 SP:Iteration 4Q (3464.650000 sec): 3 clusters Score: Raw -191659.863155 + Penalty 2477.683633 = -189182.179523 nChanged 38 SP:Iteration 5Q (3464.660000 sec): 3 clusters Score: Raw -191677.324664 + Penalty 2477.683633 = -189199.641032 nChanged 44 SP:Iteration 6Q (3464.660000 sec): 3 clusters Score: Raw -191701.070545 + Penalty 2477.683633 = -189223.386913 nChanged 28 SP:Iteration 7Q (3464.670000 sec): 3 clusters Score: Raw -191713.825665 + Penalty 2477.683633 = -189236.142032 nChanged 23 SP:Iteration 8Q (3464.670000 sec): 3 clusters Score: Raw -191727.002139 + Penalty 2477.683633 = -189249.318507 nChanged 22 SP:Iteration 9Q (3464.680000 sec): 3 clusters Score: Raw -191738.437610 + Penalty 2477.683633 = -189260.753978 nChanged 17 SP:Iteration 10Q (3464.680000 sec): 3 clusters Score: Raw -191745.563909 + Penalty 2477.683633 = -189267.880277 nChanged 12 SP:Iteration 11Q (3464.680000 sec): 3 clusters Score: Raw -191752.143098 + Penalty 2477.683633 = -189274.459466 nChanged 19 SP:Iteration 12Q (3464.690000 sec): 3 clusters Score: Raw -191761.292429 + Penalty 2477.683633 = -189283.608796 nChanged 11 SP:Iteration 13Q (3464.690000 sec): 3 clusters Score: Raw -191765.621659 + Penalty 2477.683633 = -189287.938026 nChanged 11 SP:Iteration 14Q (3464.700000 sec): 3 clusters Score: Raw -191770.259700 + Penalty 2477.683633 = -189292.576067 nChanged 7 SP:Iteration 15Q (3464.700000 sec): 3 clusters Score: Raw -191772.616713 + Penalty 2477.683633 = -189294.933080 nChanged 5 SP:Iteration 16Q (3464.710000 sec): 3 clusters Score: Raw -191774.484065 + Penalty 2477.683633 = -189296.800432 nChanged 5 SP:Iteration 17Q (3464.710000 sec): 3 clusters Score: Raw -191777.413417 + Penalty 2477.683633 = -189299.729785 nChanged 3 SP:Iteration 18Q (3464.720000 sec): 3 clusters Score: Raw -191779.129236 + Penalty 2477.683633 = -189301.445604 nChanged 2 SP:Iteration 19Q (3464.720000 sec): 3 clusters Score: Raw -191779.726249 + Penalty 2477.683633 = -189302.042616 nChanged 0 SP:Iteration 20F (3464.730000 sec): 3 clusters Score: Raw -191779.726249 + Penalty 2477.683633 = -189302.042616 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.740000 sec): 2 clusters Score: Raw -222504.336936 + Penalty 1261.560038 = -221242.776898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.750000 sec): 3 clusters Score: Raw -221442.244960 + Penalty 2523.120076 = -218919.124884 nChanged 823 SP:Iteration 1F (3464.750000 sec): 3 clusters Score: Raw -221933.997532 + Penalty 2523.120076 = -219410.877455 nChanged 186 SP:Iteration 2F (3464.760000 sec): 3 clusters Score: Raw -222064.594521 + Penalty 2523.120076 = -219541.474445 nChanged 124 SP:Iteration 3F (3464.770000 sec): 3 clusters Score: Raw -222167.829353 + Penalty 2523.120076 = -219644.709277 nChanged 92 SP:Iteration 4Q (3464.780000 sec): 3 clusters Score: Raw -222236.207704 + Penalty 2523.120076 = -219713.087627 nChanged 72 SP:Iteration 5Q (3464.780000 sec): 3 clusters Score: Raw -222285.354023 + Penalty 2523.120076 = -219762.233947 nChanged 60 SP:Iteration 6Q (3464.790000 sec): 3 clusters Score: Raw -222326.626460 + Penalty 2523.120076 = -219803.506383 nChanged 55 SP:Iteration 7Q (3464.790000 sec): 3 clusters Score: Raw -222358.688315 + Penalty 2523.120076 = -219835.568239 nChanged 46 SP:Iteration 8Q (3464.800000 sec): 3 clusters Score: Raw -222383.487529 + Penalty 2523.120076 = -219860.367453 nChanged 39 SP:Iteration 9Q (3464.800000 sec): 3 clusters Score: Raw -222410.875440 + Penalty 2523.120076 = -219887.755364 nChanged 40 SP:Iteration 10Q (3464.810000 sec): 3 clusters Score: Raw -222434.182454 + Penalty 2523.120076 = -219911.062377 nChanged 25 SP:Iteration 11Q (3464.820000 sec): 3 clusters Score: Raw -222445.735080 + Penalty 2523.120076 = -219922.615003 nChanged 18 SP:Iteration 12Q (3464.820000 sec): 3 clusters Score: Raw -222454.617149 + Penalty 2523.120076 = -219931.497073 nChanged 14 SP:Iteration 13Q (3464.830000 sec): 3 clusters Score: Raw -222462.205536 + Penalty 2523.120076 = -219939.085460 nChanged 16 SP:Iteration 14Q (3464.830000 sec): 3 clusters Score: Raw -222469.900629 + Penalty 2523.120076 = -219946.780553 nChanged 13 SP:Iteration 15Q (3464.840000 sec): 3 clusters Score: Raw -222474.388304 + Penalty 2523.120076 = -219951.268228 nChanged 13 SP:Iteration 16Q (3464.840000 sec): 3 clusters Score: Raw -222481.799058 + Penalty 2523.120076 = -219958.678982 nChanged 14 SP:Iteration 17Q (3464.840000 sec): 3 clusters Score: Raw -222489.285894 + Penalty 2523.120076 = -219966.165818 nChanged 15 SP:Iteration 18Q (3464.850000 sec): 3 clusters Score: Raw -222498.223353 + Penalty 2523.120076 = -219975.103276 nChanged 16 SP:Iteration 19Q (3464.860000 sec): 3 clusters Score: Raw -222505.481526 + Penalty 2523.120076 = -219982.361450 nChanged 12 SP:Iteration 20F (3464.860000 sec): 3 clusters Score: Raw -222512.788663 + Penalty 2523.120076 = -219989.668587 nChanged 13 SP:Iteration 21Q (3464.870000 sec): 3 clusters Score: Raw -222519.572628 + Penalty 2523.120076 = -219996.452552 nChanged 16 SP:Iteration 22Q (3464.880000 sec): 3 clusters Score: Raw -222526.416845 + Penalty 2523.120076 = -220003.296769 nChanged 14 SP:Iteration 23Q (3464.880000 sec): 3 clusters Score: Raw -222532.200887 + Penalty 2523.120076 = -220009.080811 nChanged 10 SP:Iteration 24Q (3464.880000 sec): 3 clusters Score: Raw -222537.999105 + Penalty 2523.120076 = -220014.879028 nChanged 6 SP:Iteration 25Q (3464.890000 sec): 3 clusters Score: Raw -222540.608537 + Penalty 2523.120076 = -220017.488461 nChanged 2 SP:Iteration 26Q (3464.900000 sec): 3 clusters Score: Raw -222541.602801 + Penalty 2523.120076 = -220018.482725 nChanged 3 SP:Iteration 27Q (3464.900000 sec): 3 clusters Score: Raw -222542.846054 + Penalty 2523.120076 = -220019.725977 nChanged 7 SP:Iteration 28Q (3464.910000 sec): 3 clusters Score: Raw -222546.147110 + Penalty 2523.120076 = -220023.027034 nChanged 5 SP:Iteration 29Q (3464.920000 sec): 3 clusters Score: Raw -222547.480215 + Penalty 2523.120076 = -220024.360139 nChanged 0 SP:Iteration 30F (3464.920000 sec): 3 clusters Score: Raw -222547.480215 + Penalty 2523.120076 = -220024.360139 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (440516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3466.410000 sec): 2 clusters Score: Raw -42678857.147917 + Penalty 2111.801582 = -42676745.346335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3467.630000 sec): 3 clusters Score: Raw -42382541.871551 + Penalty 4223.603165 = -42378318.268386 nChanged 215945 SP:Iteration 1F (3468.850000 sec): 3 clusters Score: Raw -42514523.042543 + Penalty 4223.603165 = -42510299.439378 nChanged 13718 SP:Iteration 2Q (3470.070000 sec): 3 clusters Score: Raw -42518733.295040 + Penalty 4223.603165 = -42514509.691875 nChanged 16692 SP:Iteration 3Q (3471.320000 sec): 3 clusters Score: Raw -42525078.717032 + Penalty 4223.603165 = -42520855.113867 nChanged 20591 SP:Iteration 4Q (3472.530000 sec): 3 clusters Score: Raw -42534432.771272 + Penalty 4223.603165 = -42530209.168107 nChanged 25260 SP:Iteration 5F (3473.720000 sec): 3 clusters Score: Raw -42548292.717899 + Penalty 4223.603165 = -42544069.114734 nChanged 30162 SP:Iteration 6F (3474.930000 sec): 3 clusters Score: Raw -42568726.429412 + Penalty 4223.603165 = -42564502.826247 nChanged 32899 SP:Iteration 7F (3476.110000 sec): 3 clusters Score: Raw -42595036.473369 + Penalty 4223.603165 = -42590812.870204 nChanged 30562 SP:Iteration 8F (3477.280000 sec): 3 clusters Score: Raw -42621676.130248 + Penalty 4223.603165 = -42617452.527083 nChanged 24010 SP:Iteration 9F (3478.460000 sec): 3 clusters Score: Raw -42643498.439190 + Penalty 4223.603165 = -42639274.836025 nChanged 16533 SP:Iteration 10Q (3479.540000 sec): 3 clusters Score: Raw -42658336.700222 + Penalty 4223.603165 = -42654113.097057 nChanged 10454 SP:Iteration 11Q (3480.550000 sec): 3 clusters Score: Raw -42667611.231629 + Penalty 4223.603165 = -42663387.628465 nChanged 6284 SP:Iteration 12Q (3481.490000 sec): 3 clusters Score: Raw -42673062.963995 + Penalty 4223.603165 = -42668839.360830 nChanged 3542 SP:Iteration 13Q (3482.390000 sec): 3 clusters Score: Raw -42676110.180988 + Penalty 4223.603165 = -42671886.577823 nChanged 1898 SP:Iteration 14Q (3483.250000 sec): 3 clusters Score: Raw -42677745.787450 + Penalty 4223.603165 = -42673522.184285 nChanged 1061 SP:Iteration 15Q (3484.080000 sec): 3 clusters Score: Raw -42678629.661220 + Penalty 4223.603165 = -42674406.058055 nChanged 630 SP:Iteration 16Q (3484.930000 sec): 3 clusters Score: Raw -42679153.968208 + Penalty 4223.603165 = -42674930.365043 nChanged 454 SP:Iteration 17Q (3485.750000 sec): 3 clusters Score: Raw -42679461.330456 + Penalty 4223.603165 = -42675237.727291 nChanged 343 SP:Iteration 18Q (3486.570000 sec): 3 clusters Score: Raw -42679656.984927 + Penalty 4223.603165 = -42675433.381762 nChanged 281 SP:Iteration 19Q (3487.390000 sec): 3 clusters Score: Raw -42679798.039606 + Penalty 4223.603165 = -42675574.436441 nChanged 244 SP:Iteration 20F (3488.580000 sec): 3 clusters Score: Raw -42679899.042152 + Penalty 4223.603165 = -42675675.438987 nChanged 203 SP:Iteration 21Q (3489.410000 sec): 3 clusters Score: Raw -42679973.804445 + Penalty 4223.603165 = -42675750.201280 nChanged 177 SP:Iteration 22Q (3490.220000 sec): 3 clusters Score: Raw -42680031.509953 + Penalty 4223.603165 = -42675807.906788 nChanged 149 SP:Iteration 23Q (3491.030000 sec): 3 clusters Score: Raw -42680080.418406 + Penalty 4223.603165 = -42675856.815241 nChanged 142 SP:Iteration 24Q (3491.850000 sec): 3 clusters Score: Raw -42680125.398229 + Penalty 4223.603165 = -42675901.795064 nChanged 116 SP:Iteration 25Q (3492.650000 sec): 3 clusters Score: Raw -42680152.640434 + Penalty 4223.603165 = -42675929.037269 nChanged 83 SP:Iteration 26Q (3493.460000 sec): 3 clusters Score: Raw -42680167.542799 + Penalty 4223.603165 = -42675943.939634 nChanged 50 SP:Iteration 27Q (3494.270000 sec): 3 clusters Score: Raw -42680176.140523 + Penalty 4223.603165 = -42675952.537358 nChanged 40 SP:Iteration 28Q (3495.090000 sec): 3 clusters Score: Raw -42680182.612640 + Penalty 4223.603165 = -42675959.009475 nChanged 37 SP:Iteration 29Q (3495.910000 sec): 3 clusters Score: Raw -42680187.440165 + Penalty 4223.603165 = -42675963.837000 nChanged 34 SP:Iteration 30Q (3496.730000 sec): 3 clusters Score: Raw -42680191.932998 + Penalty 4223.603165 = -42675968.329833 nChanged 34 SP:Iteration 31Q (3497.560000 sec): 3 clusters Score: Raw -42680196.839982 + Penalty 4223.603165 = -42675973.236817 nChanged 24 SP:Iteration 32Q (3498.380000 sec): 3 clusters Score: Raw -42680199.986393 + Penalty 4223.603165 = -42675976.383228 nChanged 21 SP:Iteration 33Q (3499.210000 sec): 3 clusters Score: Raw -42680202.718606 + Penalty 4223.603165 = -42675979.115442 nChanged 25 SP:Iteration 34Q (3500.040000 sec): 3 clusters Score: Raw -42680205.431903 + Penalty 4223.603165 = -42675981.828738 nChanged 16 SP:Iteration 35Q (3500.840000 sec): 3 clusters Score: Raw -42680207.165042 + Penalty 4223.603165 = -42675983.561877 nChanged 15 SP:Iteration 36Q (3501.650000 sec): 3 clusters Score: Raw -42680208.920067 + Penalty 4223.603165 = -42675985.316902 nChanged 19 SP:Iteration 37Q (3502.470000 sec): 3 clusters Score: Raw -42680210.989871 + Penalty 4223.603165 = -42675987.386706 nChanged 12 SP:Iteration 38Q (3503.280000 sec): 3 clusters Score: Raw -42680211.901380 + Penalty 4223.603165 = -42675988.298215 nChanged 6 SP:Iteration 39Q (3504.100000 sec): 3 clusters Score: Raw -42680212.348913 + Penalty 4223.603165 = -42675988.745748 nChanged 1 SP:Iteration 40F (3505.240000 sec): 3 clusters Score: Raw -42680212.412885 + Penalty 4223.603165 = -42675988.809720 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.550000 sec): 2 clusters Score: Raw -354153.478142 + Penalty 1328.983202 = -352824.494940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.560000 sec): 3 clusters Score: Raw -352408.727066 + Penalty 2657.966404 = -349750.760662 nChanged 1351 SP:Iteration 1F (3505.570000 sec): 3 clusters Score: Raw -353198.605645 + Penalty 2657.966404 = -350540.639242 nChanged 275 SP:Iteration 2F (3505.580000 sec): 3 clusters Score: Raw -353370.522868 + Penalty 2657.966404 = -350712.556464 nChanged 197 SP:Iteration 3F (3505.580000 sec): 3 clusters Score: Raw -353495.976414 + Penalty 2657.966404 = -350838.010010 nChanged 152 SP:Iteration 4Q (3505.590000 sec): 3 clusters Score: Raw -353589.514399 + Penalty 2657.966404 = -350931.547995 nChanged 134 SP:Iteration 5Q (3505.600000 sec): 3 clusters Score: Raw -353665.785170 + Penalty 2657.966404 = -351007.818766 nChanged 113 SP:Iteration 6Q (3505.610000 sec): 3 clusters Score: Raw -353728.887619 + Penalty 2657.966404 = -351070.921215 nChanged 103 SP:Iteration 7Q (3505.620000 sec): 3 clusters Score: Raw -353794.551013 + Penalty 2657.966404 = -351136.584609 nChanged 117 SP:Iteration 8Q (3505.630000 sec): 3 clusters Score: Raw -353867.092261 + Penalty 2657.966404 = -351209.125857 nChanged 102 SP:Iteration 9Q (3505.640000 sec): 3 clusters Score: Raw -353937.710764 + Penalty 2657.966404 = -351279.744360 nChanged 98 SP:Iteration 10Q (3505.640000 sec): 3 clusters Score: Raw -354005.609423 + Penalty 2657.966404 = -351347.643019 nChanged 68 SP:Iteration 11Q (3505.650000 sec): 3 clusters Score: Raw -354053.589791 + Penalty 2657.966404 = -351395.623387 nChanged 76 SP:Iteration 12Q (3505.660000 sec): 3 clusters Score: Raw -354117.204656 + Penalty 2657.966404 = -351459.238252 nChanged 70 SP:Iteration 13Q (3505.670000 sec): 3 clusters Score: Raw -354170.600398 + Penalty 2657.966404 = -351512.633994 nChanged 52 SP:Iteration 14Q (3505.680000 sec): 3 clusters Score: Raw -354205.425354 + Penalty 2657.966404 = -351547.458950 nChanged 41 SP:Iteration 15Q (3505.690000 sec): 3 clusters Score: Raw -354233.805294 + Penalty 2657.966404 = -351575.838890 nChanged 33 SP:Iteration 16Q (3505.700000 sec): 3 clusters Score: Raw -354258.237872 + Penalty 2657.966404 = -351600.271468 nChanged 29 SP:Iteration 17Q (3505.700000 sec): 3 clusters Score: Raw -354281.240893 + Penalty 2657.966404 = -351623.274490 nChanged 33 SP:Iteration 18Q (3505.710000 sec): 3 clusters Score: Raw -354303.661081 + Penalty 2657.966404 = -351645.694677 nChanged 27 SP:Iteration 19Q (3505.720000 sec): 3 clusters Score: Raw -354318.385240 + Penalty 2657.966404 = -351660.418836 nChanged 19 SP:Iteration 20F (3505.730000 sec): 3 clusters Score: Raw -354334.741093 + Penalty 2657.966404 = -351676.774689 nChanged 21 SP:Iteration 21Q (3505.740000 sec): 3 clusters Score: Raw -354350.373283 + Penalty 2657.966404 = -351692.406879 nChanged 18 SP:Iteration 22Q (3505.740000 sec): 3 clusters Score: Raw -354364.183924 + Penalty 2657.966404 = -351706.217521 nChanged 17 SP:Iteration 23Q (3505.750000 sec): 3 clusters Score: Raw -354377.371978 + Penalty 2657.966404 = -351719.405575 nChanged 12 SP:Iteration 24Q (3505.760000 sec): 3 clusters Score: Raw -354386.112317 + Penalty 2657.966404 = -351728.145913 nChanged 13 SP:Iteration 25Q (3505.760000 sec): 3 clusters Score: Raw -354394.284850 + Penalty 2657.966404 = -351736.318446 nChanged 10 SP:Iteration 26Q (3505.770000 sec): 3 clusters Score: Raw -354401.398325 + Penalty 2657.966404 = -351743.431921 nChanged 9 SP:Iteration 27Q (3505.780000 sec): 3 clusters Score: Raw -354407.802342 + Penalty 2657.966404 = -351749.835938 nChanged 11 SP:Iteration 28Q (3505.790000 sec): 3 clusters Score: Raw -354415.635090 + Penalty 2657.966404 = -351757.668686 nChanged 7 SP:Iteration 29Q (3505.790000 sec): 3 clusters Score: Raw -354421.132702 + Penalty 2657.966404 = -351763.166298 nChanged 7 SP:Iteration 30Q (3505.800000 sec): 3 clusters Score: Raw -354426.060626 + Penalty 2657.966404 = -351768.094223 nChanged 9 SP:Iteration 31Q (3505.810000 sec): 3 clusters Score: Raw -354435.263395 + Penalty 2657.966404 = -351777.296991 nChanged 10 SP:Iteration 32Q (3505.820000 sec): 3 clusters Score: Raw -354446.817837 + Penalty 2657.966404 = -351788.851433 nChanged 10 SP:Iteration 33Q (3505.820000 sec): 3 clusters Score: Raw -354453.523198 + Penalty 2657.966404 = -351795.556794 nChanged 3 SP:Iteration 34Q (3505.830000 sec): 3 clusters Score: Raw -354455.635557 + Penalty 2657.966404 = -351797.669153 nChanged 4 SP:Iteration 35Q (3505.840000 sec): 3 clusters Score: Raw -354456.767582 + Penalty 2657.966404 = -351798.801178 nChanged 1 SP:Iteration 36Q (3505.840000 sec): 3 clusters Score: Raw -354457.064744 + Penalty 2657.966404 = -351799.098340 nChanged 0 SP:Iteration 37F (3505.850000 sec): 3 clusters Score: Raw -354457.064744 + Penalty 2657.966404 = -351799.098340 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.860000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.860000 sec): 3 clusters Score: Raw -19990.431882 + Penalty 1748.466640 = -18241.965242 nChanged 31 SP:Iteration 1F (3505.860000 sec): 3 clusters Score: Raw -20080.719640 + Penalty 1748.466640 = -18332.253000 nChanged 4 SP:Iteration 2Q (3505.860000 sec): 3 clusters Score: Raw -20100.234184 + Penalty 1748.466640 = -18351.767544 nChanged 1 SP:Iteration 3Q (3505.860000 sec): 3 clusters Score: Raw -20103.659153 + Penalty 1748.466640 = -18355.192513 nChanged 1 SP:Iteration 4Q (3505.860000 sec): 3 clusters Score: Raw -20107.159493 + Penalty 1748.466640 = -18358.692853 nChanged 1 SP:Iteration 5Q (3505.860000 sec): 3 clusters Score: Raw -20110.249764 + Penalty 1748.466640 = -18361.783124 nChanged 0 SP:Iteration 6F (3505.860000 sec): 3 clusters Score: Raw -20110.249764 + Penalty 1748.466640 = -18361.783124 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.870000 sec): 2 clusters Score: Raw -84152.314939 + Penalty 1099.506154 = -83052.808785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.870000 sec): 3 clusters Score: Raw -83926.116590 + Penalty 2199.012307 = -81727.104283 nChanged 247 SP:Iteration 1F (3505.870000 sec): 3 clusters Score: Raw -84170.447465 + Penalty 2199.012307 = -81971.435158 nChanged 51 SP:Iteration 2F (3505.870000 sec): 3 clusters Score: Raw -84226.483830 + Penalty 2199.012307 = -82027.471523 nChanged 29 SP:Iteration 3Q (3505.880000 sec): 3 clusters Score: Raw -84251.987725 + Penalty 2199.012307 = -82052.975418 nChanged 19 SP:Iteration 4Q (3505.880000 sec): 3 clusters Score: Raw -84273.480317 + Penalty 2199.012307 = -82074.468010 nChanged 20 SP:Iteration 5Q (3505.880000 sec): 3 clusters Score: Raw -84292.038641 + Penalty 2199.012307 = -82093.026334 nChanged 17 SP:Iteration 6Q (3505.880000 sec): 3 clusters Score: Raw -84314.435622 + Penalty 2199.012307 = -82115.423315 nChanged 26 SP:Iteration 7Q (3505.880000 sec): 3 clusters Score: Raw -84344.263735 + Penalty 2199.012307 = -82145.251428 nChanged 21 SP:Iteration 8Q (3505.890000 sec): 3 clusters Score: Raw -84369.241220 + Penalty 2199.012307 = -82170.228913 nChanged 15 SP:Iteration 9Q (3505.890000 sec): 3 clusters Score: Raw -84381.848452 + Penalty 2199.012307 = -82182.836145 nChanged 5 SP:Iteration 10Q (3505.890000 sec): 3 clusters Score: Raw -84385.757803 + Penalty 2199.012307 = -82186.745495 nChanged 4 SP:Iteration 11Q (3505.890000 sec): 3 clusters Score: Raw -84388.781704 + Penalty 2199.012307 = -82189.769397 nChanged 4 SP:Iteration 12Q (3505.900000 sec): 3 clusters Score: Raw -84393.344623 + Penalty 2199.012307 = -82194.332316 nChanged 4 SP:Iteration 13Q (3505.900000 sec): 3 clusters Score: Raw -84401.857492 + Penalty 2199.012307 = -82202.845184 nChanged 3 SP:Iteration 14Q (3505.900000 sec): 3 clusters Score: Raw -84404.343140 + Penalty 2199.012307 = -82205.330833 nChanged 3 SP:Iteration 15Q (3505.900000 sec): 3 clusters Score: Raw -84410.524004 + Penalty 2199.012307 = -82211.511697 nChanged 4 SP:Iteration 16Q (3505.900000 sec): 3 clusters Score: Raw -84419.544680 + Penalty 2199.012307 = -82220.532373 nChanged 9 SP:Iteration 17Q (3505.910000 sec): 3 clusters Score: Raw -84433.209478 + Penalty 2199.012307 = -82234.197171 nChanged 7 SP:Iteration 18Q (3505.910000 sec): 3 clusters Score: Raw -84443.993629 + Penalty 2199.012307 = -82244.981322 nChanged 10 SP:Iteration 19Q (3505.910000 sec): 3 clusters Score: Raw -84456.503148 + Penalty 2199.012307 = -82257.490841 nChanged 6 SP:Iteration 20F (3505.910000 sec): 3 clusters Score: Raw -84460.889419 + Penalty 2199.012307 = -82261.877111 nChanged 5 SP:Iteration 21Q (3505.920000 sec): 3 clusters Score: Raw -84464.953631 + Penalty 2199.012307 = -82265.941324 nChanged 5 SP:Iteration 22Q (3505.920000 sec): 3 clusters Score: Raw -84469.749184 + Penalty 2199.012307 = -82270.736877 nChanged 5 SP:Iteration 23Q (3505.920000 sec): 3 clusters Score: Raw -84475.125432 + Penalty 2199.012307 = -82276.113125 nChanged 3 SP:Iteration 24Q (3505.920000 sec): 3 clusters Score: Raw -84476.973369 + Penalty 2199.012307 = -82277.961061 nChanged 1 SP:Iteration 25Q (3505.920000 sec): 3 clusters Score: Raw -84479.236583 + Penalty 2199.012307 = -82280.224276 nChanged 2 SP:Iteration 26Q (3505.930000 sec): 3 clusters Score: Raw -84480.310796 + Penalty 2199.012307 = -82281.298489 nChanged 0 SP:Iteration 27F (3505.930000 sec): 3 clusters Score: Raw -84480.310796 + Penalty 2199.012307 = -82281.298489 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.940000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.940000 sec): 3 clusters Score: Raw -88487.089485 + Penalty 2248.897251 = -86238.192234 nChanged 303 SP:Iteration 1F (3505.940000 sec): 3 clusters Score: Raw -88772.727742 + Penalty 2248.897251 = -86523.830490 nChanged 90 SP:Iteration 2F (3505.940000 sec): 3 clusters Score: Raw -88883.280909 + Penalty 2248.897251 = -86634.383658 nChanged 51 SP:Iteration 3F (3505.940000 sec): 3 clusters Score: Raw -88947.268833 + Penalty 2248.897251 = -86698.371582 nChanged 36 SP:Iteration 4Q (3505.950000 sec): 3 clusters Score: Raw -88991.883721 + Penalty 2248.897251 = -86742.986469 nChanged 29 SP:Iteration 5Q (3505.950000 sec): 3 clusters Score: Raw -89033.651335 + Penalty 2248.897251 = -86784.754083 nChanged 25 SP:Iteration 6Q (3505.950000 sec): 3 clusters Score: Raw -89068.869937 + Penalty 2248.897251 = -86819.972686 nChanged 20 SP:Iteration 7Q (3505.960000 sec): 3 clusters Score: Raw -89101.817845 + Penalty 2248.897251 = -86852.920594 nChanged 23 SP:Iteration 8Q (3505.960000 sec): 3 clusters Score: Raw -89125.255603 + Penalty 2248.897251 = -86876.358352 nChanged 10 SP:Iteration 9Q (3505.960000 sec): 3 clusters Score: Raw -89134.410295 + Penalty 2248.897251 = -86885.513043 nChanged 11 SP:Iteration 10Q (3505.960000 sec): 3 clusters Score: Raw -89151.651069 + Penalty 2248.897251 = -86902.753818 nChanged 12 SP:Iteration 11Q (3505.960000 sec): 3 clusters Score: Raw -89161.540140 + Penalty 2248.897251 = -86912.642889 nChanged 14 SP:Iteration 12Q (3505.970000 sec): 3 clusters Score: Raw -89178.135109 + Penalty 2248.897251 = -86929.237858 nChanged 11 SP:Iteration 13Q (3505.970000 sec): 3 clusters Score: Raw -89188.633049 + Penalty 2248.897251 = -86939.735798 nChanged 12 SP:Iteration 14Q (3505.970000 sec): 3 clusters Score: Raw -89203.912743 + Penalty 2248.897251 = -86955.015492 nChanged 10 SP:Iteration 15Q (3505.970000 sec): 3 clusters Score: Raw -89213.600840 + Penalty 2248.897251 = -86964.703588 nChanged 7 SP:Iteration 16Q (3505.980000 sec): 3 clusters Score: Raw -89222.718801 + Penalty 2248.897251 = -86973.821549 nChanged 6 SP:Iteration 17Q (3505.980000 sec): 3 clusters Score: Raw -89234.035073 + Penalty 2248.897251 = -86985.137822 nChanged 7 SP:Iteration 18Q (3505.980000 sec): 3 clusters Score: Raw -89255.056430 + Penalty 2248.897251 = -87006.159179 nChanged 13 SP:Iteration 19Q (3505.980000 sec): 3 clusters Score: Raw -89274.520196 + Penalty 2248.897251 = -87025.622945 nChanged 11 SP:Iteration 20F (3505.980000 sec): 3 clusters Score: Raw -89286.871991 + Penalty 2248.897251 = -87037.974739 nChanged 6 SP:Iteration 21Q (3505.990000 sec): 3 clusters Score: Raw -89291.463559 + Penalty 2248.897251 = -87042.566307 nChanged 5 SP:Iteration 22Q (3505.990000 sec): 3 clusters Score: Raw -89300.348587 + Penalty 2248.897251 = -87051.451336 nChanged 5 SP:Iteration 23Q (3505.990000 sec): 3 clusters Score: Raw -89310.851785 + Penalty 2248.897251 = -87061.954534 nChanged 10 SP:Iteration 24Q (3506.000000 sec): 3 clusters Score: Raw -89324.095977 + Penalty 2248.897251 = -87075.198726 nChanged 7 SP:Iteration 25Q (3506.000000 sec): 3 clusters Score: Raw -89331.461020 + Penalty 2248.897251 = -87082.563769 nChanged 6 SP:Iteration 26Q (3506.000000 sec): 3 clusters Score: Raw -89342.971300 + Penalty 2248.897251 = -87094.074049 nChanged 11 SP:Iteration 27Q (3506.000000 sec): 3 clusters Score: Raw -89365.391527 + Penalty 2248.897251 = -87116.494276 nChanged 17 SP:Iteration 28Q (3506.000000 sec): 3 clusters Score: Raw -89385.806528 + Penalty 2248.897251 = -87136.909277 nChanged 16 SP:Iteration 29Q (3506.010000 sec): 3 clusters Score: Raw -89406.265600 + Penalty 2248.897251 = -87157.368349 nChanged 10 SP:Iteration 30Q (3506.010000 sec): 3 clusters Score: Raw -89416.649153 + Penalty 2248.897251 = -87167.751902 nChanged 7 SP:Iteration 31Q (3506.010000 sec): 3 clusters Score: Raw -89422.565483 + Penalty 2248.897251 = -87173.668232 nChanged 6 SP:Iteration 32Q (3506.010000 sec): 3 clusters Score: Raw -89428.589679 + Penalty 2248.897251 = -87179.692427 nChanged 4 SP:Iteration 33Q (3506.020000 sec): 3 clusters Score: Raw -89440.037566 + Penalty 2248.897251 = -87191.140314 nChanged 1 SP:Iteration 34Q (3506.020000 sec): 3 clusters Score: Raw -89440.353909 + Penalty 2248.897251 = -87191.456657 nChanged 0 SP:Iteration 35F (3506.020000 sec): 3 clusters Score: Raw -89440.353909 + Penalty 2248.897251 = -87191.456657 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3506.020000 sec): 2 clusters Score: Raw -72957.333421 + Penalty 1082.759063 = -71874.574358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3506.030000 sec): 3 clusters Score: Raw -72783.415194 + Penalty 2165.518126 = -70617.897068 nChanged 232 SP:Iteration 1F (3506.030000 sec): 3 clusters Score: Raw -73071.028182 + Penalty 2165.518126 = -70905.510056 nChanged 64 SP:Iteration 2F (3506.040000 sec): 3 clusters Score: Raw -73166.756634 + Penalty 2165.518126 = -71001.238508 nChanged 32 SP:Iteration 3Q (3506.040000 sec): 3 clusters Score: Raw -73214.577405 + Penalty 2165.518126 = -71049.059279 nChanged 17 SP:Iteration 4Q (3506.040000 sec): 3 clusters Score: Raw -73235.887289 + Penalty 2165.518126 = -71070.369163 nChanged 20 SP:Iteration 5Q (3506.040000 sec): 3 clusters Score: Raw -73264.400566 + Penalty 2165.518126 = -71098.882440 nChanged 15 SP:Iteration 6Q (3506.050000 sec): 3 clusters Score: Raw -73302.708917 + Penalty 2165.518126 = -71137.190791 nChanged 14 SP:Iteration 7Q (3506.050000 sec): 3 clusters Score: Raw -73342.740536 + Penalty 2165.518126 = -71177.222410 nChanged 17 SP:Iteration 8Q (3506.050000 sec): 3 clusters Score: Raw -73369.634001 + Penalty 2165.518126 = -71204.115875 nChanged 17 SP:Iteration 9Q (3506.050000 sec): 3 clusters Score: Raw -73392.943217 + Penalty 2165.518126 = -71227.425091 nChanged 15 SP:Iteration 10Q (3506.050000 sec): 3 clusters Score: Raw -73409.003578 + Penalty 2165.518126 = -71243.485451 nChanged 9 SP:Iteration 11Q (3506.050000 sec): 3 clusters Score: Raw -73425.129589 + Penalty 2165.518126 = -71259.611463 nChanged 9 SP:Iteration 12Q (3506.050000 sec): 3 clusters Score: Raw -73435.841612 + Penalty 2165.518126 = -71270.323486 nChanged 10 SP:Iteration 13Q (3506.060000 sec): 3 clusters Score: Raw -73448.392520 + Penalty 2165.518126 = -71282.874394 nChanged 4 SP:Iteration 14Q (3506.060000 sec): 3 clusters Score: Raw -73452.451099 + Penalty 2165.518126 = -71286.932972 nChanged 2 SP:Iteration 15Q (3506.060000 sec): 3 clusters Score: Raw -73455.037589 + Penalty 2165.518126 = -71289.519463 nChanged 0 SP:Iteration 16F (3506.060000 sec): 3 clusters Score: Raw -73455.037589 + Penalty 2165.518126 = -71289.519463 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (153630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3506.620000 sec): 2 clusters Score: Raw -15038870.073113 + Penalty 1940.624139 = -15036929.448974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.040000 sec): 3 clusters Score: Raw -14937609.253950 + Penalty 3881.248278 = -14933728.005673 nChanged 74026 SP:Iteration 1F (3507.460000 sec): 3 clusters Score: Raw -14980907.458201 + Penalty 3881.248278 = -14977026.209923 nChanged 4151 SP:Iteration 2Q (3507.890000 sec): 3 clusters Score: Raw -14981742.507818 + Penalty 3881.248278 = -14977861.259540 nChanged 4422 SP:Iteration 3Q (3508.330000 sec): 3 clusters Score: Raw -14982772.106225 + Penalty 3881.248278 = -14978890.857947 nChanged 4946 SP:Iteration 4Q (3508.760000 sec): 3 clusters Score: Raw -14984225.567038 + Penalty 3881.248278 = -14980344.318760 nChanged 5735 SP:Iteration 5Q (3509.200000 sec): 3 clusters Score: Raw -14986344.054479 + Penalty 3881.248278 = -14982462.806201 nChanged 6737 SP:Iteration 6Q (3509.630000 sec): 3 clusters Score: Raw -14989558.954332 + Penalty 3881.248278 = -14985677.706055 nChanged 8120 SP:Iteration 7F (3510.060000 sec): 3 clusters Score: Raw -14994264.562412 + Penalty 3881.248278 = -14990383.314134 nChanged 9245 SP:Iteration 8F (3510.480000 sec): 3 clusters Score: Raw -15000639.963747 + Penalty 3881.248278 = -14996758.715469 nChanged 9834 SP:Iteration 9F (3510.900000 sec): 3 clusters Score: Raw -15007856.500849 + Penalty 3881.248278 = -15003975.252572 nChanged 9212 SP:Iteration 10F (3511.330000 sec): 3 clusters Score: Raw -15013681.799169 + Penalty 3881.248278 = -15009800.550891 nChanged 6918 SP:Iteration 11Q (3511.740000 sec): 3 clusters Score: Raw -15016767.719981 + Penalty 3881.248278 = -15012886.471704 nChanged 4630 SP:Iteration 12Q (3512.160000 sec): 3 clusters Score: Raw -15018288.095524 + Penalty 3881.248278 = -15014406.847246 nChanged 3201 SP:Iteration 13Q (3512.570000 sec): 3 clusters Score: Raw -15019293.287945 + Penalty 3881.248278 = -15015412.039667 nChanged 2837 SP:Iteration 14Q (3512.990000 sec): 3 clusters Score: Raw -15020201.802553 + Penalty 3881.248278 = -15016320.554275 nChanged 2634 SP:Iteration 15Q (3513.400000 sec): 3 clusters Score: Raw -15021055.970533 + Penalty 3881.248278 = -15017174.722256 nChanged 2577 SP:Iteration 16Q (3513.810000 sec): 3 clusters Score: Raw -15021902.212007 + Penalty 3881.248278 = -15018020.963729 nChanged 2514 SP:Iteration 17Q (3514.230000 sec): 3 clusters Score: Raw -15022709.374787 + Penalty 3881.248278 = -15018828.126509 nChanged 2442 SP:Iteration 18Q (3514.640000 sec): 3 clusters Score: Raw -15023482.291644 + Penalty 3881.248278 = -15019601.043366 nChanged 2297 SP:Iteration 19Q (3515.050000 sec): 3 clusters Score: Raw -15024145.323490 + Penalty 3881.248278 = -15020264.075212 nChanged 2062 SP:Iteration 20F (3515.460000 sec): 3 clusters Score: Raw -15024682.851888 + Penalty 3881.248278 = -15020801.603610 nChanged 1894 SP:Iteration 21Q (3515.870000 sec): 3 clusters Score: Raw -15025126.333956 + Penalty 3881.248278 = -15021245.085678 nChanged 1677 SP:Iteration 22Q (3516.270000 sec): 3 clusters Score: Raw -15025485.831180 + Penalty 3881.248278 = -15021604.582902 nChanged 1502 SP:Iteration 23Q (3516.690000 sec): 3 clusters Score: Raw -15025775.963083 + Penalty 3881.248278 = -15021894.714805 nChanged 1332 SP:Iteration 24Q (3517.090000 sec): 3 clusters Score: Raw -15026005.454124 + Penalty 3881.248278 = -15022124.205847 nChanged 1174 SP:Iteration 25Q (3517.510000 sec): 3 clusters Score: Raw -15026193.245907 + Penalty 3881.248278 = -15022311.997630 nChanged 1062 SP:Iteration 26Q (3517.920000 sec): 3 clusters Score: Raw -15026339.596100 + Penalty 3881.248278 = -15022458.347823 nChanged 912 SP:Iteration 27Q (3518.330000 sec): 3 clusters Score: Raw -15026454.398909 + Penalty 3881.248278 = -15022573.150631 nChanged 847 SP:Iteration 28Q (3518.740000 sec): 3 clusters Score: Raw -15026550.076338 + Penalty 3881.248278 = -15022668.828061 nChanged 741 SP:Iteration 29Q (3519.150000 sec): 3 clusters Score: Raw -15026624.444690 + Penalty 3881.248278 = -15022743.196412 nChanged 657 SP:Iteration 30Q (3519.550000 sec): 3 clusters Score: Raw -15026690.453386 + Penalty 3881.248278 = -15022809.205108 nChanged 632 SP:Iteration 31Q (3519.960000 sec): 3 clusters Score: Raw -15026750.480880 + Penalty 3881.248278 = -15022869.232602 nChanged 648 SP:Iteration 32Q (3520.360000 sec): 3 clusters Score: Raw -15026811.051824 + Penalty 3881.248278 = -15022929.803546 nChanged 626 SP:Iteration 33Q (3520.770000 sec): 3 clusters Score: Raw -15026867.488969 + Penalty 3881.248278 = -15022986.240691 nChanged 650 SP:Iteration 34Q (3521.170000 sec): 3 clusters Score: Raw -15026924.288797 + Penalty 3881.248278 = -15023043.040520 nChanged 653 SP:Iteration 35Q (3521.580000 sec): 3 clusters Score: Raw -15026979.108343 + Penalty 3881.248278 = -15023097.860065 nChanged 627 SP:Iteration 36Q (3521.990000 sec): 3 clusters Score: Raw -15027030.241701 + Penalty 3881.248278 = -15023148.993423 nChanged 617 SP:Iteration 37Q (3522.400000 sec): 3 clusters Score: Raw -15027082.013050 + Penalty 3881.248278 = -15023200.764772 nChanged 651 SP:Iteration 38Q (3522.800000 sec): 3 clusters Score: Raw -15027137.307848 + Penalty 3881.248278 = -15023256.059571 nChanged 695 SP:Iteration 39Q (3523.200000 sec): 3 clusters Score: Raw -15027197.579369 + Penalty 3881.248278 = -15023316.331091 nChanged 700 SP:Iteration 40F (3523.620000 sec): 3 clusters Score: Raw -15027258.577547 + Penalty 3881.248278 = -15023377.329270 nChanged 711 SP:Iteration 41Q (3524.030000 sec): 3 clusters Score: Raw -15027321.220057 + Penalty 3881.248278 = -15023439.971779 nChanged 737 SP:Iteration 42Q (3524.430000 sec): 3 clusters Score: Raw -15027388.491863 + Penalty 3881.248278 = -15023507.243586 nChanged 759 SP:Iteration 43Q (3524.830000 sec): 3 clusters Score: Raw -15027463.719995 + Penalty 3881.248278 = -15023582.471718 nChanged 818 SP:Iteration 44Q (3525.230000 sec): 3 clusters Score: Raw -15027549.334594 + Penalty 3881.248278 = -15023668.086316 nChanged 869 SP:Iteration 45Q (3525.640000 sec): 3 clusters Score: Raw -15027643.882470 + Penalty 3881.248278 = -15023762.634192 nChanged 938 SP:Iteration 46Q (3526.040000 sec): 3 clusters Score: Raw -15027749.520212 + Penalty 3881.248278 = -15023868.271934 nChanged 938 SP:Iteration 47Q (3526.430000 sec): 3 clusters Score: Raw -15027862.379211 + Penalty 3881.248278 = -15023981.130934 nChanged 995 SP:Iteration 48Q (3526.810000 sec): 3 clusters Score: Raw -15027989.827730 + Penalty 3881.248278 = -15024108.579452 nChanged 1021 SP:Iteration 49Q (3527.200000 sec): 3 clusters Score: Raw -15028120.007311 + Penalty 3881.248278 = -15024238.759033 nChanged 1021 SP:Iteration 50Q (3527.580000 sec): 3 clusters Score: Raw -15028251.654280 + Penalty 3881.248278 = -15024370.406002 nChanged 1049 SP:Iteration 51Q (3527.960000 sec): 3 clusters Score: Raw -15028392.061879 + Penalty 3881.248278 = -15024510.813601 nChanged 1051 SP:Iteration 52Q (3528.340000 sec): 3 clusters Score: Raw -15028533.190627 + Penalty 3881.248278 = -15024651.942349 nChanged 1095 SP:Iteration 53Q (3528.720000 sec): 3 clusters Score: Raw -15028691.444665 + Penalty 3881.248278 = -15024810.196388 nChanged 1210 SP:Iteration 54Q (3529.100000 sec): 3 clusters Score: Raw -15028884.574345 + Penalty 3881.248278 = -15025003.326067 nChanged 1277 SP:Iteration 55Q (3529.470000 sec): 3 clusters Score: Raw -15029101.100672 + Penalty 3881.248278 = -15025219.852395 nChanged 1280 SP:Iteration 56Q (3529.850000 sec): 3 clusters Score: Raw -15029322.083993 + Penalty 3881.248278 = -15025440.835715 nChanged 1277 SP:Iteration 57Q (3530.220000 sec): 3 clusters Score: Raw -15029547.974447 + Penalty 3881.248278 = -15025666.726169 nChanged 1305 SP:Iteration 58Q (3530.580000 sec): 3 clusters Score: Raw -15029786.366985 + Penalty 3881.248278 = -15025905.118707 nChanged 1357 SP:Iteration 59Q (3530.950000 sec): 3 clusters Score: Raw -15030041.467060 + Penalty 3881.248278 = -15026160.218782 nChanged 1329 SP:Iteration 60F (3531.360000 sec): 3 clusters Score: Raw -15030299.827043 + Penalty 3881.248278 = -15026418.578765 nChanged 1368 SP:Iteration 61Q (3531.720000 sec): 3 clusters Score: Raw -15030578.996384 + Penalty 3881.248278 = -15026697.748106 nChanged 1373 SP:Iteration 62Q (3532.090000 sec): 3 clusters Score: Raw -15030860.884543 + Penalty 3881.248278 = -15026979.636265 nChanged 1332 SP:Iteration 63Q (3532.450000 sec): 3 clusters Score: Raw -15031147.768760 + Penalty 3881.248278 = -15027266.520482 nChanged 1415 SP:Iteration 64Q (3532.810000 sec): 3 clusters Score: Raw -15031467.234635 + Penalty 3881.248278 = -15027585.986357 nChanged 1409 SP:Iteration 65Q (3533.160000 sec): 3 clusters Score: Raw -15031793.015566 + Penalty 3881.248278 = -15027911.767288 nChanged 1405 SP:Iteration 66Q (3533.530000 sec): 3 clusters Score: Raw -15032121.401668 + Penalty 3881.248278 = -15028240.153390 nChanged 1358 SP:Iteration 67Q (3533.890000 sec): 3 clusters Score: Raw -15032439.585719 + Penalty 3881.248278 = -15028558.337441 nChanged 1296 SP:Iteration 68Q (3534.250000 sec): 3 clusters Score: Raw -15032748.620823 + Penalty 3881.248278 = -15028867.372546 nChanged 1284 SP:Iteration 69Q (3534.610000 sec): 3 clusters Score: Raw -15033064.167410 + Penalty 3881.248278 = -15029182.919133 nChanged 1249 SP:Iteration 70Q (3534.960000 sec): 3 clusters Score: Raw -15033372.814408 + Penalty 3881.248278 = -15029491.566130 nChanged 1192 SP:Iteration 71Q (3535.310000 sec): 3 clusters Score: Raw -15033673.984845 + Penalty 3881.248278 = -15029792.736567 nChanged 1237 SP:Iteration 72Q (3535.660000 sec): 3 clusters Score: Raw -15034002.730239 + Penalty 3881.248278 = -15030121.481961 nChanged 1179 SP:Iteration 73Q (3536.000000 sec): 3 clusters Score: Raw -15034328.777014 + Penalty 3881.248278 = -15030447.528736 nChanged 1145 SP:Iteration 74Q (3536.340000 sec): 3 clusters Score: Raw -15034657.537560 + Penalty 3881.248278 = -15030776.289282 nChanged 1134 SP:Iteration 75Q (3536.680000 sec): 3 clusters Score: Raw -15034998.139782 + Penalty 3881.248278 = -15031116.891505 nChanged 1063 SP:Iteration 76Q (3537.020000 sec): 3 clusters Score: Raw -15035312.980931 + Penalty 3881.248278 = -15031431.732654 nChanged 945 SP:Iteration 77Q (3537.340000 sec): 3 clusters Score: Raw -15035590.053342 + Penalty 3881.248278 = -15031708.805064 nChanged 917 SP:Iteration 78Q (3537.660000 sec): 3 clusters Score: Raw -15035864.802784 + Penalty 3881.248278 = -15031983.554507 nChanged 887 SP:Iteration 79Q (3537.990000 sec): 3 clusters Score: Raw -15036130.831828 + Penalty 3881.248278 = -15032249.583550 nChanged 828 SP:Iteration 80F (3538.400000 sec): 3 clusters Score: Raw -15036389.789366 + Penalty 3881.248278 = -15032508.541088 nChanged 747 SP:Iteration 81Q (3538.720000 sec): 3 clusters Score: Raw -15036625.323172 + Penalty 3881.248278 = -15032744.074894 nChanged 726 SP:Iteration 82Q (3539.040000 sec): 3 clusters Score: Raw -15036861.072817 + Penalty 3881.248278 = -15032979.824540 nChanged 681 SP:Iteration 83Q (3539.360000 sec): 3 clusters Score: Raw -15037081.042674 + Penalty 3881.248278 = -15033199.794396 nChanged 640 SP:Iteration 84Q (3539.680000 sec): 3 clusters Score: Raw -15037286.326054 + Penalty 3881.248278 = -15033405.077777 nChanged 569 SP:Iteration 85Q (3539.990000 sec): 3 clusters Score: Raw -15037476.039025 + Penalty 3881.248278 = -15033594.790747 nChanged 552 SP:Iteration 86Q (3540.290000 sec): 3 clusters Score: Raw -15037664.830459 + Penalty 3881.248278 = -15033783.582181 nChanged 504 SP:Iteration 87Q (3540.600000 sec): 3 clusters Score: Raw -15037845.759178 + Penalty 3881.248278 = -15033964.510900 nChanged 461 SP:Iteration 88Q (3540.890000 sec): 3 clusters Score: Raw -15038016.454687 + Penalty 3881.248278 = -15034135.206409 nChanged 432 SP:Iteration 89Q (3541.180000 sec): 3 clusters Score: Raw -15038186.977399 + Penalty 3881.248278 = -15034305.729121 nChanged 378 SP:Iteration 90Q (3541.480000 sec): 3 clusters Score: Raw -15038325.497459 + Penalty 3881.248278 = -15034444.249181 nChanged 316 SP:Iteration 91Q (3541.770000 sec): 3 clusters Score: Raw -15038435.034522 + Penalty 3881.248278 = -15034553.786244 nChanged 266 SP:Iteration 92Q (3542.070000 sec): 3 clusters Score: Raw -15038530.064266 + Penalty 3881.248278 = -15034648.815988 nChanged 252 SP:Iteration 93Q (3542.370000 sec): 3 clusters Score: Raw -15038620.596361 + Penalty 3881.248278 = -15034739.348083 nChanged 208 SP:Iteration 94Q (3542.660000 sec): 3 clusters Score: Raw -15038691.838327 + Penalty 3881.248278 = -15034810.590049 nChanged 172 SP:Iteration 95Q (3542.950000 sec): 3 clusters Score: Raw -15038746.214106 + Penalty 3881.248278 = -15034864.965829 nChanged 157 SP:Iteration 96Q (3543.240000 sec): 3 clusters Score: Raw -15038797.910450 + Penalty 3881.248278 = -15034916.662172 nChanged 135 SP:Iteration 97Q (3543.530000 sec): 3 clusters Score: Raw -15038838.483959 + Penalty 3881.248278 = -15034957.235681 nChanged 103 SP:Iteration 98Q (3543.820000 sec): 3 clusters Score: Raw -15038868.859128 + Penalty 3881.248278 = -15034987.610850 nChanged 92 SP:Iteration 99Q (3544.110000 sec): 3 clusters Score: Raw -15038894.935331 + Penalty 3881.248278 = -15035013.687053 nChanged 85 SP:Iteration 100F (3544.510000 sec): 3 clusters Score: Raw -15038916.255487 + Penalty 3881.248278 = -15035035.007209 nChanged 75 SP:Iteration 101Q (3544.800000 sec): 3 clusters Score: Raw -15038936.143803 + Penalty 3881.248278 = -15035054.895525 nChanged 68 SP:Iteration 102Q (3545.100000 sec): 3 clusters Score: Raw -15038954.372749 + Penalty 3881.248278 = -15035073.124471 nChanged 67 SP:Iteration 103Q (3545.380000 sec): 3 clusters Score: Raw -15038975.059680 + Penalty 3881.248278 = -15035093.811403 nChanged 63 SP:Iteration 104Q (3545.670000 sec): 3 clusters Score: Raw -15038993.399793 + Penalty 3881.248278 = -15035112.151515 nChanged 51 SP:Iteration 105Q (3545.960000 sec): 3 clusters Score: Raw -15039007.640317 + Penalty 3881.248278 = -15035126.392039 nChanged 47 SP:Iteration 106Q (3546.240000 sec): 3 clusters Score: Raw -15039022.697343 + Penalty 3881.248278 = -15035141.449065 nChanged 47 SP:Iteration 107Q (3546.530000 sec): 3 clusters Score: Raw -15039037.599728 + Penalty 3881.248278 = -15035156.351450 nChanged 46 SP:Iteration 108Q (3546.820000 sec): 3 clusters Score: Raw -15039053.702604 + Penalty 3881.248278 = -15035172.454326 nChanged 48 SP:Iteration 109Q (3547.110000 sec): 3 clusters Score: Raw -15039068.255912 + Penalty 3881.248278 = -15035187.007634 nChanged 51 SP:Iteration 110Q (3547.390000 sec): 3 clusters Score: Raw -15039082.446945 + Penalty 3881.248278 = -15035201.198667 nChanged 41 SP:Iteration 111Q (3547.680000 sec): 3 clusters Score: Raw -15039093.329767 + Penalty 3881.248278 = -15035212.081490 nChanged 30 SP:Iteration 112Q (3547.970000 sec): 3 clusters Score: Raw -15039102.280907 + Penalty 3881.248278 = -15035221.032630 nChanged 30 SP:Iteration 113Q (3548.260000 sec): 3 clusters Score: Raw -15039109.359129 + Penalty 3881.248278 = -15035228.110851 nChanged 29 SP:Iteration 114Q (3548.550000 sec): 3 clusters Score: Raw -15039119.018234 + Penalty 3881.248278 = -15035237.769957 nChanged 30 SP:Iteration 115Q (3548.840000 sec): 3 clusters Score: Raw -15039129.035082 + Penalty 3881.248278 = -15035247.786805 nChanged 23 SP:Iteration 116Q (3549.120000 sec): 3 clusters Score: Raw -15039135.951692 + Penalty 3881.248278 = -15035254.703414 nChanged 21 SP:Iteration 117Q (3549.410000 sec): 3 clusters Score: Raw -15039142.811744 + Penalty 3881.248278 = -15035261.563466 nChanged 20 SP:Iteration 118Q (3549.700000 sec): 3 clusters Score: Raw -15039148.691825 + Penalty 3881.248278 = -15035267.443547 nChanged 13 SP:Iteration 119Q (3549.980000 sec): 3 clusters Score: Raw -15039151.814698 + Penalty 3881.248278 = -15035270.566420 nChanged 6 SP:Iteration 120F (3550.390000 sec): 3 clusters Score: Raw -15039152.937538 + Penalty 3881.248278 = -15035271.689260 nChanged 7 SP:Iteration 121Q (3550.680000 sec): 3 clusters Score: Raw -15039154.666033 + Penalty 3881.248278 = -15035273.417755 nChanged 5 SP:Iteration 122Q (3550.980000 sec): 3 clusters Score: Raw -15039155.448205 + Penalty 3881.248278 = -15035274.199927 nChanged 4 SP:Iteration 123Q (3551.260000 sec): 3 clusters Score: Raw -15039156.786125 + Penalty 3881.248278 = -15035275.537847 nChanged 7 SP:Iteration 124Q (3551.560000 sec): 3 clusters Score: Raw -15039159.213482 + Penalty 3881.248278 = -15035277.965204 nChanged 10 SP:Iteration 125Q (3551.850000 sec): 3 clusters Score: Raw -15039161.149588 + Penalty 3881.248278 = -15035279.901311 nChanged 5 SP:Iteration 126Q (3552.140000 sec): 3 clusters Score: Raw -15039162.038569 + Penalty 3881.248278 = -15035280.790291 nChanged 2 SP:Iteration 127Q (3552.420000 sec): 3 clusters Score: Raw -15039162.374323 + Penalty 3881.248278 = -15035281.126045 nChanged 4 SP:Iteration 128Q (3552.700000 sec): 3 clusters Score: Raw -15039163.142831 + Penalty 3881.248278 = -15035281.894554 nChanged 1 SP:Iteration 129Q (3552.990000 sec): 3 clusters Score: Raw -15039163.579351 + Penalty 3881.248278 = -15035282.331073 nChanged 2 SP:Iteration 130Q (3553.280000 sec): 3 clusters Score: Raw -15039163.841533 + Penalty 3881.248278 = -15035282.593255 nChanged 0 SP:Iteration 131F (3553.680000 sec): 3 clusters Score: Raw -15039163.841533 + Penalty 3881.248278 = -15035282.593255 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3553.790000 sec): 2 clusters Score: Raw -361318.557979 + Penalty 1339.917621 = -359978.640357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3553.800000 sec): 3 clusters Score: Raw -359393.456678 + Penalty 2679.835243 = -356713.621435 nChanged 1513 SP:Iteration 1F (3553.810000 sec): 3 clusters Score: Raw -360244.833841 + Penalty 2679.835243 = -357564.998598 nChanged 260 SP:Iteration 2F (3553.820000 sec): 3 clusters Score: Raw -360403.746250 + Penalty 2679.835243 = -357723.911007 nChanged 196 SP:Iteration 3F (3553.830000 sec): 3 clusters Score: Raw -360509.560346 + Penalty 2679.835243 = -357829.725103 nChanged 142 SP:Iteration 4Q (3553.840000 sec): 3 clusters Score: Raw -360591.636277 + Penalty 2679.835243 = -357911.801035 nChanged 123 SP:Iteration 5Q (3553.850000 sec): 3 clusters Score: Raw -360658.865631 + Penalty 2679.835243 = -357979.030388 nChanged 97 SP:Iteration 6Q (3553.860000 sec): 3 clusters Score: Raw -360709.674953 + Penalty 2679.835243 = -358029.839710 nChanged 84 SP:Iteration 7Q (3553.860000 sec): 3 clusters Score: Raw -360750.665123 + Penalty 2679.835243 = -358070.829881 nChanged 86 SP:Iteration 8Q (3553.880000 sec): 3 clusters Score: Raw -360797.299256 + Penalty 2679.835243 = -358117.464013 nChanged 88 SP:Iteration 9Q (3553.880000 sec): 3 clusters Score: Raw -360844.887797 + Penalty 2679.835243 = -358165.052555 nChanged 78 SP:Iteration 10Q (3553.900000 sec): 3 clusters Score: Raw -360890.567821 + Penalty 2679.835243 = -358210.732579 nChanged 79 SP:Iteration 11Q (3553.900000 sec): 3 clusters Score: Raw -360936.121053 + Penalty 2679.835243 = -358256.285811 nChanged 62 SP:Iteration 12Q (3553.910000 sec): 3 clusters Score: Raw -360971.812007 + Penalty 2679.835243 = -358291.976764 nChanged 66 SP:Iteration 13Q (3553.920000 sec): 3 clusters Score: Raw -361015.132404 + Penalty 2679.835243 = -358335.297161 nChanged 64 SP:Iteration 14Q (3553.930000 sec): 3 clusters Score: Raw -361059.610602 + Penalty 2679.835243 = -358379.775359 nChanged 72 SP:Iteration 15Q (3553.940000 sec): 3 clusters Score: Raw -361104.664335 + Penalty 2679.835243 = -358424.829092 nChanged 67 SP:Iteration 16Q (3553.950000 sec): 3 clusters Score: Raw -361148.515624 + Penalty 2679.835243 = -358468.680381 nChanged 60 SP:Iteration 17Q (3553.960000 sec): 3 clusters Score: Raw -361180.178550 + Penalty 2679.835243 = -358500.343307 nChanged 54 SP:Iteration 18Q (3553.970000 sec): 3 clusters Score: Raw -361214.191677 + Penalty 2679.835243 = -358534.356434 nChanged 48 SP:Iteration 19Q (3553.980000 sec): 3 clusters Score: Raw -361238.765579 + Penalty 2679.835243 = -358558.930337 nChanged 40 SP:Iteration 20F (3553.990000 sec): 3 clusters Score: Raw -361265.941940 + Penalty 2679.835243 = -358586.106698 nChanged 38 SP:Iteration 21Q (3554.000000 sec): 3 clusters Score: Raw -361289.782773 + Penalty 2679.835243 = -358609.947530 nChanged 31 SP:Iteration 22Q (3554.000000 sec): 3 clusters Score: Raw -361306.795620 + Penalty 2679.835243 = -358626.960377 nChanged 22 SP:Iteration 23Q (3554.010000 sec): 3 clusters Score: Raw -361321.275815 + Penalty 2679.835243 = -358641.440572 nChanged 26 SP:Iteration 24Q (3554.020000 sec): 3 clusters Score: Raw -361343.416157 + Penalty 2679.835243 = -358663.580914 nChanged 30 SP:Iteration 25Q (3554.030000 sec): 3 clusters Score: Raw -361367.175181 + Penalty 2679.835243 = -358687.339939 nChanged 19 SP:Iteration 26Q (3554.040000 sec): 3 clusters Score: Raw -361381.554032 + Penalty 2679.835243 = -358701.718789 nChanged 22 SP:Iteration 27Q (3554.050000 sec): 3 clusters Score: Raw -361397.374226 + Penalty 2679.835243 = -358717.538983 nChanged 17 SP:Iteration 28Q (3554.060000 sec): 3 clusters Score: Raw -361410.726127 + Penalty 2679.835243 = -358730.890884 nChanged 21 SP:Iteration 29Q (3554.060000 sec): 3 clusters Score: Raw -361426.457159 + Penalty 2679.835243 = -358746.621916 nChanged 20 SP:Iteration 30Q (3554.070000 sec): 3 clusters Score: Raw -361439.824719 + Penalty 2679.835243 = -358759.989476 nChanged 15 SP:Iteration 31Q (3554.080000 sec): 3 clusters Score: Raw -361450.608266 + Penalty 2679.835243 = -358770.773023 nChanged 9 SP:Iteration 32Q (3554.090000 sec): 3 clusters Score: Raw -361457.593050 + Penalty 2679.835243 = -358777.757807 nChanged 5 SP:Iteration 33Q (3554.100000 sec): 3 clusters Score: Raw -361459.748827 + Penalty 2679.835243 = -358779.913584 nChanged 4 SP:Iteration 34Q (3554.100000 sec): 3 clusters Score: Raw -361462.725778 + Penalty 2679.835243 = -358782.890535 nChanged 5 SP:Iteration 35Q (3554.110000 sec): 3 clusters Score: Raw -361466.330298 + Penalty 2679.835243 = -358786.495055 nChanged 6 SP:Iteration 36Q (3554.120000 sec): 3 clusters Score: Raw -361470.699963 + Penalty 2679.835243 = -358790.864720 nChanged 4 SP:Iteration 37Q (3554.130000 sec): 3 clusters Score: Raw -361474.032637 + Penalty 2679.835243 = -358794.197394 nChanged 3 SP:Iteration 38Q (3554.140000 sec): 3 clusters Score: Raw -361475.999995 + Penalty 2679.835243 = -358796.164753 nChanged 2 SP:Iteration 39Q (3554.140000 sec): 3 clusters Score: Raw -361476.340184 + Penalty 2679.835243 = -358796.504942 nChanged 1 SP:Iteration 40F (3554.150000 sec): 3 clusters Score: Raw -361476.813740 + Penalty 2679.835243 = -358796.978497 nChanged 2 SP:Iteration 41Q (3554.160000 sec): 3 clusters Score: Raw -361478.109931 + Penalty 2679.835243 = -358798.274689 nChanged 2 SP:Iteration 42Q (3554.170000 sec): 3 clusters Score: Raw -361478.839430 + Penalty 2679.835243 = -358799.004187 nChanged 1 SP:Iteration 43Q (3554.180000 sec): 3 clusters Score: Raw -361479.099814 + Penalty 2679.835243 = -358799.264572 nChanged 0 SP:Iteration 44F (3554.190000 sec): 3 clusters Score: Raw -361479.099814 + Penalty 2679.835243 = -358799.264572 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.190000 sec): 2 clusters Score: Raw -43366.865908 + Penalty 1008.895879 = -42357.970028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.200000 sec): 3 clusters Score: Raw -43336.454746 + Penalty 2017.791758 = -41318.662987 nChanged 121 SP:Iteration 1F (3554.200000 sec): 3 clusters Score: Raw -43578.550950 + Penalty 2017.791758 = -41560.759191 nChanged 43 SP:Iteration 2F (3554.200000 sec): 3 clusters Score: Raw -43787.137885 + Penalty 2017.791758 = -41769.346127 nChanged 26 SP:Iteration 3F (3554.200000 sec): 3 clusters Score: Raw -43838.216063 + Penalty 2017.791758 = -41820.424304 nChanged 26 SP:Iteration 4F (3554.200000 sec): 3 clusters Score: Raw -43906.090020 + Penalty 2017.791758 = -41888.298261 nChanged 18 SP:Iteration 5Q (3554.200000 sec): 3 clusters Score: Raw -43943.748545 + Penalty 2017.791758 = -41925.956786 nChanged 8 SP:Iteration 6Q (3554.200000 sec): 3 clusters Score: Raw -43962.485995 + Penalty 2017.791758 = -41944.694236 nChanged 6 SP:Iteration 7Q (3554.200000 sec): 3 clusters Score: Raw -43979.803588 + Penalty 2017.791758 = -41962.011829 nChanged 3 SP:Iteration 8Q (3554.200000 sec): 3 clusters Score: Raw -43990.442869 + Penalty 2017.791758 = -41972.651110 nChanged 2 SP:Iteration 9Q (3554.210000 sec): 3 clusters Score: Raw -43995.309723 + Penalty 2017.791758 = -41977.517964 nChanged 1 SP:Iteration 10Q (3554.210000 sec): 3 clusters Score: Raw -43997.002646 + Penalty 2017.791758 = -41979.210888 nChanged 1 SP:Iteration 11Q (3554.210000 sec): 3 clusters Score: Raw -43998.112284 + Penalty 2017.791758 = -41980.320526 nChanged 1 SP:Iteration 12Q (3554.210000 sec): 3 clusters Score: Raw -44001.142448 + Penalty 2017.791758 = -41983.350690 nChanged 1 SP:Iteration 13Q (3554.210000 sec): 3 clusters Score: Raw -44002.104899 + Penalty 2017.791758 = -41984.313141 nChanged 0 SP:Iteration 14F (3554.210000 sec): 3 clusters Score: Raw -44002.104899 + Penalty 2017.791758 = -41984.313141 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.220000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.220000 sec): 3 clusters Score: Raw -25041.986010 + Penalty 1850.462945 = -23191.523065 nChanged 54 SP:Iteration 1F (3554.220000 sec): 3 clusters Score: Raw -25154.766884 + Penalty 1850.462945 = -23304.303939 nChanged 8 SP:Iteration 2Q (3554.220000 sec): 3 clusters Score: Raw -25178.269434 + Penalty 1850.462945 = -23327.806489 nChanged 6 SP:Iteration 3Q (3554.220000 sec): 3 clusters Score: Raw -25195.436657 + Penalty 1850.462945 = -23344.973712 nChanged 4 SP:Iteration 4Q (3554.220000 sec): 3 clusters Score: Raw -25202.229856 + Penalty 1850.462945 = -23351.766911 nChanged 1 SP:Iteration 5Q (3554.220000 sec): 3 clusters Score: Raw -25210.191611 + Penalty 1850.462945 = -23359.728666 nChanged 3 SP:Iteration 6Q (3554.220000 sec): 3 clusters Score: Raw -25215.000874 + Penalty 1850.462945 = -23364.537929 nChanged 1 SP:Iteration 7Q (3554.220000 sec): 3 clusters Score: Raw -25216.451622 + Penalty 1850.462945 = -23365.988676 nChanged 0 SP:Iteration 8F (3554.220000 sec): 3 clusters Score: Raw -25216.451622 + Penalty 1850.462945 = -23365.988676 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.230000 sec): 2 clusters Score: Raw -17064.298674 + Penalty 856.026951 = -16208.271723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.230000 sec): 3 clusters Score: Raw -17171.804475 + Penalty 1712.053902 = -15459.750574 nChanged 16 SP:Iteration 1F (3554.230000 sec): 3 clusters Score: Raw -17218.798160 + Penalty 1712.053902 = -15506.744259 nChanged 5 SP:Iteration 2Q (3554.230000 sec): 3 clusters Score: Raw -17238.195050 + Penalty 1712.053902 = -15526.141149 nChanged 3 SP:Iteration 3Q (3554.230000 sec): 3 clusters Score: Raw -17243.293459 + Penalty 1712.053902 = -15531.239558 nChanged 3 SP:Iteration 4Q (3554.230000 sec): 3 clusters Score: Raw -17257.895884 + Penalty 1712.053902 = -15545.841983 nChanged 2 SP:Iteration 5Q (3554.230000 sec): 3 clusters Score: Raw -17263.111989 + Penalty 1712.053902 = -15551.058087 nChanged 0 SP:Iteration 6F (3554.230000 sec): 3 clusters Score: Raw -17263.111989 + Penalty 1712.053902 = -15551.058087 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.240000 sec): 2 clusters Score: Raw -24930.977701 + Penalty 923.581712 = -24007.395989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.240000 sec): 3 clusters Score: Raw -25017.738821 + Penalty 1847.163424 = -23170.575397 nChanged 51 SP:Iteration 1F (3554.240000 sec): 3 clusters Score: Raw -25149.497414 + Penalty 1847.163424 = -23302.333990 nChanged 16 SP:Iteration 2F (3554.240000 sec): 3 clusters Score: Raw -25212.032865 + Penalty 1847.163424 = -23364.869440 nChanged 10 SP:Iteration 3Q (3554.240000 sec): 3 clusters Score: Raw -25243.568459 + Penalty 1847.163424 = -23396.405035 nChanged 6 SP:Iteration 4Q (3554.240000 sec): 3 clusters Score: Raw -25276.202715 + Penalty 1847.163424 = -23429.039291 nChanged 4 SP:Iteration 5Q (3554.240000 sec): 3 clusters Score: Raw -25292.512496 + Penalty 1847.163424 = -23445.349072 nChanged 2 SP:Iteration 6Q (3554.240000 sec): 3 clusters Score: Raw -25297.420207 + Penalty 1847.163424 = -23450.256783 nChanged 1 SP:Iteration 7Q (3554.240000 sec): 3 clusters Score: Raw -25299.303102 + Penalty 1847.163424 = -23452.139678 nChanged 1 SP:Iteration 8Q (3554.240000 sec): 3 clusters Score: Raw -25301.148930 + Penalty 1847.163424 = -23453.985506 nChanged 1 SP:Iteration 9Q (3554.240000 sec): 3 clusters Score: Raw -25313.881204 + Penalty 1847.163424 = -23466.717780 nChanged 2 SP:Iteration 10Q (3554.240000 sec): 3 clusters Score: Raw -25319.801684 + Penalty 1847.163424 = -23472.638260 nChanged 1 SP:Iteration 11Q (3554.240000 sec): 3 clusters Score: Raw -25322.482212 + Penalty 1847.163424 = -23475.318788 nChanged 0 SP:Iteration 12F (3554.240000 sec): 3 clusters Score: Raw -25322.482212 + Penalty 1847.163424 = -23475.318788 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.250000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.250000 sec): 3 clusters Score: Raw -28723.291636 + Penalty 1874.704324 = -26848.587312 nChanged 47 SP:Iteration 1F (3554.250000 sec): 3 clusters Score: Raw -28840.232220 + Penalty 1874.704324 = -26965.527897 nChanged 16 SP:Iteration 2Q (3554.250000 sec): 3 clusters Score: Raw -28887.928550 + Penalty 1874.704324 = -27013.224226 nChanged 5 SP:Iteration 3Q (3554.250000 sec): 3 clusters Score: Raw -28901.524211 + Penalty 1874.704324 = -27026.819887 nChanged 1 SP:Iteration 4Q (3554.250000 sec): 3 clusters Score: Raw -28902.724286 + Penalty 1874.704324 = -27028.019962 nChanged 0 SP:Iteration 5F (3554.250000 sec): 3 clusters Score: Raw -28902.724286 + Penalty 1874.704324 = -27028.019962 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.260000 sec): 2 clusters Score: Raw -65341.245596 + Penalty 1064.085604 = -64277.159992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.260000 sec): 3 clusters Score: Raw -65170.363715 + Penalty 2128.171208 = -63042.192506 nChanged 190 SP:Iteration 1F (3554.260000 sec): 3 clusters Score: Raw -65358.990559 + Penalty 2128.171208 = -63230.819351 nChanged 43 SP:Iteration 2F (3554.260000 sec): 3 clusters Score: Raw -65413.767381 + Penalty 2128.171208 = -63285.596172 nChanged 21 SP:Iteration 3Q (3554.260000 sec): 3 clusters Score: Raw -65438.434500 + Penalty 2128.171208 = -63310.263292 nChanged 18 SP:Iteration 4Q (3554.270000 sec): 3 clusters Score: Raw -65458.451974 + Penalty 2128.171208 = -63330.280765 nChanged 18 SP:Iteration 5Q (3554.270000 sec): 3 clusters Score: Raw -65486.864204 + Penalty 2128.171208 = -63358.692996 nChanged 13 SP:Iteration 6Q (3554.270000 sec): 3 clusters Score: Raw -65519.081382 + Penalty 2128.171208 = -63390.910174 nChanged 7 SP:Iteration 7Q (3554.270000 sec): 3 clusters Score: Raw -65524.943883 + Penalty 2128.171208 = -63396.772675 nChanged 5 SP:Iteration 8Q (3554.280000 sec): 3 clusters Score: Raw -65530.029905 + Penalty 2128.171208 = -63401.858697 nChanged 7 SP:Iteration 9Q (3554.280000 sec): 3 clusters Score: Raw -65539.284009 + Penalty 2128.171208 = -63411.112800 nChanged 3 SP:Iteration 10Q (3554.280000 sec): 3 clusters Score: Raw -65544.513350 + Penalty 2128.171208 = -63416.342141 nChanged 4 SP:Iteration 11Q (3554.280000 sec): 3 clusters Score: Raw -65552.348481 + Penalty 2128.171208 = -63424.177273 nChanged 5 SP:Iteration 12Q (3554.280000 sec): 3 clusters Score: Raw -65565.486092 + Penalty 2128.171208 = -63437.314883 nChanged 7 SP:Iteration 13Q (3554.280000 sec): 3 clusters Score: Raw -65572.077490 + Penalty 2128.171208 = -63443.906282 nChanged 3 SP:Iteration 14Q (3554.280000 sec): 3 clusters Score: Raw -65575.126828 + Penalty 2128.171208 = -63446.955620 nChanged 2 SP:Iteration 15Q (3554.290000 sec): 3 clusters Score: Raw -65577.168216 + Penalty 2128.171208 = -63448.997007 nChanged 2 SP:Iteration 16Q (3554.290000 sec): 3 clusters Score: Raw -65578.840192 + Penalty 2128.171208 = -63450.668984 nChanged 2 SP:Iteration 17Q (3554.290000 sec): 3 clusters Score: Raw -65580.210984 + Penalty 2128.171208 = -63452.039776 nChanged 1 SP:Iteration 18Q (3554.290000 sec): 3 clusters Score: Raw -65581.626941 + Penalty 2128.171208 = -63453.455733 nChanged 3 SP:Iteration 19Q (3554.290000 sec): 3 clusters Score: Raw -65588.904066 + Penalty 2128.171208 = -63460.732858 nChanged 1 SP:Iteration 20F (3554.300000 sec): 3 clusters Score: Raw -65589.481339 + Penalty 2128.171208 = -63461.310130 nChanged 1 SP:Iteration 21Q (3554.300000 sec): 3 clusters Score: Raw -65589.927939 + Penalty 2128.171208 = -63461.756731 nChanged 1 SP:Iteration 22Q (3554.300000 sec): 3 clusters Score: Raw -65590.195741 + Penalty 2128.171208 = -63462.024533 nChanged 1 SP:Iteration 23Q (3554.300000 sec): 3 clusters Score: Raw -65590.505060 + Penalty 2128.171208 = -63462.333852 nChanged 0 SP:Iteration 24F (3554.300000 sec): 3 clusters Score: Raw -65590.505060 + Penalty 2128.171208 = -63462.333852 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (15887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3554.360000 sec): 2 clusters Score: Raw -1585477.135655 + Penalty 1571.904172 = -1583905.231483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3554.400000 sec): 3 clusters Score: Raw -1576040.664762 + Penalty 3143.808344 = -1572896.856418 nChanged 7154 SP:Iteration 1F (3554.440000 sec): 3 clusters Score: Raw -1579864.763845 + Penalty 3143.808344 = -1576720.955500 nChanged 813 SP:Iteration 2F (3554.480000 sec): 3 clusters Score: Raw -1580156.116839 + Penalty 3143.808344 = -1577012.308495 nChanged 760 SP:Iteration 3Q (3554.520000 sec): 3 clusters Score: Raw -1580448.776967 + Penalty 3143.808344 = -1577304.968623 nChanged 733 SP:Iteration 4Q (3554.570000 sec): 3 clusters Score: Raw -1580779.585811 + Penalty 3143.808344 = -1577635.777466 nChanged 796 SP:Iteration 5F (3554.610000 sec): 3 clusters Score: Raw -1581204.096327 + Penalty 3143.808344 = -1578060.287983 nChanged 898 SP:Iteration 6F (3554.650000 sec): 3 clusters Score: Raw -1581792.262828 + Penalty 3143.808344 = -1578648.454484 nChanged 1016 SP:Iteration 7F (3554.690000 sec): 3 clusters Score: Raw -1582518.302454 + Penalty 3143.808344 = -1579374.494110 nChanged 1018 SP:Iteration 8F (3554.730000 sec): 3 clusters Score: Raw -1583332.953765 + Penalty 3143.808344 = -1580189.145421 nChanged 921 SP:Iteration 9F (3554.770000 sec): 3 clusters Score: Raw -1584111.685055 + Penalty 3143.808344 = -1580967.876711 nChanged 733 SP:Iteration 10Q (3554.810000 sec): 3 clusters Score: Raw -1584766.428492 + Penalty 3143.808344 = -1581622.620148 nChanged 476 SP:Iteration 11Q (3554.850000 sec): 3 clusters Score: Raw -1585170.749845 + Penalty 3143.808344 = -1582026.941501 nChanged 320 SP:Iteration 12Q (3554.890000 sec): 3 clusters Score: Raw -1585401.245044 + Penalty 3143.808344 = -1582257.436700 nChanged 216 SP:Iteration 13Q (3554.930000 sec): 3 clusters Score: Raw -1585511.947299 + Penalty 3143.808344 = -1582368.138955 nChanged 134 SP:Iteration 14Q (3554.960000 sec): 3 clusters Score: Raw -1585577.937343 + Penalty 3143.808344 = -1582434.128999 nChanged 105 SP:Iteration 15Q (3555.000000 sec): 3 clusters Score: Raw -1585622.972968 + Penalty 3143.808344 = -1582479.164624 nChanged 78 SP:Iteration 16Q (3555.030000 sec): 3 clusters Score: Raw -1585656.086210 + Penalty 3143.808344 = -1582512.277866 nChanged 71 SP:Iteration 17Q (3555.070000 sec): 3 clusters Score: Raw -1585681.675453 + Penalty 3143.808344 = -1582537.867109 nChanged 63 SP:Iteration 18Q (3555.100000 sec): 3 clusters Score: Raw -1585702.357776 + Penalty 3143.808344 = -1582558.549432 nChanged 47 SP:Iteration 19Q (3555.140000 sec): 3 clusters Score: Raw -1585716.481744 + Penalty 3143.808344 = -1582572.673400 nChanged 41 SP:Iteration 20F (3555.180000 sec): 3 clusters Score: Raw -1585726.066407 + Penalty 3143.808344 = -1582582.258063 nChanged 32 SP:Iteration 21Q (3555.210000 sec): 3 clusters Score: Raw -1585734.141288 + Penalty 3143.808344 = -1582590.332944 nChanged 31 SP:Iteration 22Q (3555.240000 sec): 3 clusters Score: Raw -1585742.246001 + Penalty 3143.808344 = -1582598.437657 nChanged 34 SP:Iteration 23Q (3555.280000 sec): 3 clusters Score: Raw -1585751.847986 + Penalty 3143.808344 = -1582608.039642 nChanged 32 SP:Iteration 24Q (3555.310000 sec): 3 clusters Score: Raw -1585757.873346 + Penalty 3143.808344 = -1582614.065002 nChanged 14 SP:Iteration 25Q (3555.340000 sec): 3 clusters Score: Raw -1585760.760048 + Penalty 3143.808344 = -1582616.951704 nChanged 13 SP:Iteration 26Q (3555.380000 sec): 3 clusters Score: Raw -1585762.994929 + Penalty 3143.808344 = -1582619.186584 nChanged 12 SP:Iteration 27Q (3555.410000 sec): 3 clusters Score: Raw -1585765.103686 + Penalty 3143.808344 = -1582621.295342 nChanged 12 SP:Iteration 28Q (3555.450000 sec): 3 clusters Score: Raw -1585766.696039 + Penalty 3143.808344 = -1582622.887695 nChanged 10 SP:Iteration 29Q (3555.480000 sec): 3 clusters Score: Raw -1585768.415167 + Penalty 3143.808344 = -1582624.606823 nChanged 6 SP:Iteration 30Q (3555.520000 sec): 3 clusters Score: Raw -1585769.086374 + Penalty 3143.808344 = -1582625.278030 nChanged 3 SP:Iteration 31Q (3555.550000 sec): 3 clusters Score: Raw -1585769.340416 + Penalty 3143.808344 = -1582625.532072 nChanged 4 SP:Iteration 32Q (3555.580000 sec): 3 clusters Score: Raw -1585769.715149 + Penalty 3143.808344 = -1582625.906804 nChanged 5 SP:Iteration 33Q (3555.620000 sec): 3 clusters Score: Raw -1585770.569801 + Penalty 3143.808344 = -1582626.761457 nChanged 7 SP:Iteration 34Q (3555.650000 sec): 3 clusters Score: Raw -1585771.226136 + Penalty 3143.808344 = -1582627.417792 nChanged 6 SP:Iteration 35Q (3555.680000 sec): 3 clusters Score: Raw -1585771.626598 + Penalty 3143.808344 = -1582627.818253 nChanged 1 SP:Iteration 36Q (3555.720000 sec): 3 clusters Score: Raw -1585771.669854 + Penalty 3143.808344 = -1582627.861509 nChanged 1 SP:Iteration 37Q (3555.750000 sec): 3 clusters Score: Raw -1585771.827795 + Penalty 3143.808344 = -1582628.019450 nChanged 6 SP:Iteration 38Q (3555.780000 sec): 3 clusters Score: Raw -1585772.619741 + Penalty 3143.808344 = -1582628.811396 nChanged 6 SP:Iteration 39Q (3555.820000 sec): 3 clusters Score: Raw -1585773.821312 + Penalty 3143.808344 = -1582630.012968 nChanged 8 SP:Iteration 40F (3555.860000 sec): 3 clusters Score: Raw -1585775.568261 + Penalty 3143.808344 = -1582631.759917 nChanged 8 SP:Iteration 41Q (3555.900000 sec): 3 clusters Score: Raw -1585778.010121 + Penalty 3143.808344 = -1582634.201777 nChanged 9 SP:Iteration 42Q (3555.930000 sec): 3 clusters Score: Raw -1585779.830026 + Penalty 3143.808344 = -1582636.021682 nChanged 6 SP:Iteration 43Q (3555.960000 sec): 3 clusters Score: Raw -1585780.608982 + Penalty 3143.808344 = -1582636.800638 nChanged 4 SP:Iteration 44Q (3556.000000 sec): 3 clusters Score: Raw -1585781.402296 + Penalty 3143.808344 = -1582637.593952 nChanged 3 SP:Iteration 45Q (3556.030000 sec): 3 clusters Score: Raw -1585782.105525 + Penalty 3143.808344 = -1582638.297181 nChanged 4 SP:Iteration 46Q (3556.060000 sec): 3 clusters Score: Raw -1585782.945670 + Penalty 3143.808344 = -1582639.137326 nChanged 2 SP:Iteration 47Q (3556.100000 sec): 3 clusters Score: Raw -1585783.402371 + Penalty 3143.808344 = -1582639.594027 nChanged 3 SP:Iteration 48Q (3556.130000 sec): 3 clusters Score: Raw -1585783.834311 + Penalty 3143.808344 = -1582640.025967 nChanged 4 SP:Iteration 49Q (3556.160000 sec): 3 clusters Score: Raw -1585784.386123 + Penalty 3143.808344 = -1582640.577779 nChanged 3 SP:Iteration 50Q (3556.200000 sec): 3 clusters Score: Raw -1585785.114835 + Penalty 3143.808344 = -1582641.306491 nChanged 4 SP:Iteration 51Q (3556.230000 sec): 3 clusters Score: Raw -1585785.737962 + Penalty 3143.808344 = -1582641.929618 nChanged 3 SP:Iteration 52Q (3556.260000 sec): 3 clusters Score: Raw -1585786.091026 + Penalty 3143.808344 = -1582642.282682 nChanged 2 SP:Iteration 53Q (3556.300000 sec): 3 clusters Score: Raw -1585786.190947 + Penalty 3143.808344 = -1582642.382603 nChanged 2 SP:Iteration 54Q (3556.330000 sec): 3 clusters Score: Raw -1585786.397057 + Penalty 3143.808344 = -1582642.588713 nChanged 0 SP:Iteration 55F (3556.370000 sec): 3 clusters Score: Raw -1585786.397057 + Penalty 3143.808344 = -1582642.588713 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3556.390000 sec): 2 clusters Score: Raw -107701.154846 + Penalty 1145.221548 = -106555.933297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3556.390000 sec): 3 clusters Score: Raw -107294.095346 + Penalty 2290.443097 = -105003.652249 nChanged 364 SP:Iteration 1F (3556.400000 sec): 3 clusters Score: Raw -107577.012332 + Penalty 2290.443097 = -105286.569235 nChanged 80 SP:Iteration 2F (3556.400000 sec): 3 clusters Score: Raw -107642.152190 + Penalty 2290.443097 = -105351.709093 nChanged 35 SP:Iteration 3Q (3556.400000 sec): 3 clusters Score: Raw -107664.234978 + Penalty 2290.443097 = -105373.791881 nChanged 11 SP:Iteration 4Q (3556.400000 sec): 3 clusters Score: Raw -107672.536603 + Penalty 2290.443097 = -105382.093506 nChanged 8 SP:Iteration 5Q (3556.410000 sec): 3 clusters Score: Raw -107677.509382 + Penalty 2290.443097 = -105387.066285 nChanged 4 SP:Iteration 6Q (3556.410000 sec): 3 clusters Score: Raw -107679.407718 + Penalty 2290.443097 = -105388.964621 nChanged 3 SP:Iteration 7Q (3556.410000 sec): 3 clusters Score: Raw -107681.582178 + Penalty 2290.443097 = -105391.139081 nChanged 6 SP:Iteration 8Q (3556.420000 sec): 3 clusters Score: Raw -107685.011378 + Penalty 2290.443097 = -105394.568281 nChanged 4 SP:Iteration 9Q (3556.420000 sec): 3 clusters Score: Raw -107686.860791 + Penalty 2290.443097 = -105396.417694 nChanged 4 SP:Iteration 10Q (3556.420000 sec): 3 clusters Score: Raw -107690.510269 + Penalty 2290.443097 = -105400.067172 nChanged 7 SP:Iteration 11Q (3556.420000 sec): 3 clusters Score: Raw -107695.048399 + Penalty 2290.443097 = -105404.605302 nChanged 6 SP:Iteration 12Q (3556.430000 sec): 3 clusters Score: Raw -107700.023011 + Penalty 2290.443097 = -105409.579914 nChanged 6 SP:Iteration 13Q (3556.430000 sec): 3 clusters Score: Raw -107704.000894 + Penalty 2290.443097 = -105413.557797 nChanged 6 SP:Iteration 14Q (3556.430000 sec): 3 clusters Score: Raw -107708.071528 + Penalty 2290.443097 = -105417.628431 nChanged 5 SP:Iteration 15Q (3556.440000 sec): 3 clusters Score: Raw -107710.822387 + Penalty 2290.443097 = -105420.379290 nChanged 2 SP:Iteration 16Q (3556.440000 sec): 3 clusters Score: Raw -107711.961325 + Penalty 2290.443097 = -105421.518228 nChanged 1 SP:Iteration 17Q (3556.440000 sec): 3 clusters Score: Raw -107712.175517 + Penalty 2290.443097 = -105421.732420 nChanged 0 SP:Iteration 18F (3556.440000 sec): 3 clusters Score: Raw -107712.175517 + Penalty 2290.443097 = -105421.732420 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3556.450000 sec): 2 clusters Score: Raw -55007.874572 + Penalty 1052.757817 = -53955.116755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3556.450000 sec): 3 clusters Score: Raw -54891.682576 + Penalty 2105.515634 = -52786.166942 nChanged 164 SP:Iteration 1F (3556.450000 sec): 3 clusters Score: Raw -55117.309666 + Penalty 2105.515634 = -53011.794032 nChanged 56 SP:Iteration 2F (3556.460000 sec): 3 clusters Score: Raw -55226.093790 + Penalty 2105.515634 = -53120.578156 nChanged 34 SP:Iteration 3F (3556.460000 sec): 3 clusters Score: Raw -55293.599592 + Penalty 2105.515634 = -53188.083958 nChanged 27 SP:Iteration 4Q (3556.460000 sec): 3 clusters Score: Raw -55341.873643 + Penalty 2105.515634 = -53236.358009 nChanged 18 SP:Iteration 5Q (3556.460000 sec): 3 clusters Score: Raw -55395.565938 + Penalty 2105.515634 = -53290.050304 nChanged 20 SP:Iteration 6Q (3556.460000 sec): 3 clusters Score: Raw -55430.478062 + Penalty 2105.515634 = -53324.962428 nChanged 9 SP:Iteration 7Q (3556.460000 sec): 3 clusters Score: Raw -55443.648987 + Penalty 2105.515634 = -53338.133353 nChanged 10 SP:Iteration 8Q (3556.460000 sec): 3 clusters Score: Raw -55454.349573 + Penalty 2105.515634 = -53348.833939 nChanged 9 SP:Iteration 9Q (3556.460000 sec): 3 clusters Score: Raw -55470.613293 + Penalty 2105.515634 = -53365.097659 nChanged 9 SP:Iteration 10Q (3556.470000 sec): 3 clusters Score: Raw -55484.869559 + Penalty 2105.515634 = -53379.353926 nChanged 6 SP:Iteration 11Q (3556.470000 sec): 3 clusters Score: Raw -55497.226159 + Penalty 2105.515634 = -53391.710526 nChanged 6 SP:Iteration 12Q (3556.470000 sec): 3 clusters Score: Raw -55516.352893 + Penalty 2105.515634 = -53410.837260 nChanged 13 SP:Iteration 13Q (3556.470000 sec): 3 clusters Score: Raw -55555.228703 + Penalty 2105.515634 = -53449.713069 nChanged 9 SP:Iteration 14Q (3556.470000 sec): 3 clusters Score: Raw -55573.570578 + Penalty 2105.515634 = -53468.054945 nChanged 6 SP:Iteration 15Q (3556.470000 sec): 3 clusters Score: Raw -55583.099427 + Penalty 2105.515634 = -53477.583794 nChanged 7 SP:Iteration 16Q (3556.470000 sec): 3 clusters Score: Raw -55597.714201 + Penalty 2105.515634 = -53492.198567 nChanged 2 SP:Iteration 17Q (3556.470000 sec): 3 clusters Score: Raw -55601.542378 + Penalty 2105.515634 = -53496.026744 nChanged 5 SP:Iteration 18Q (3556.480000 sec): 3 clusters Score: Raw -55613.645904 + Penalty 2105.515634 = -53508.130270 nChanged 3 SP:Iteration 19Q (3556.480000 sec): 3 clusters Score: Raw -55618.325874 + Penalty 2105.515634 = -53512.810240 nChanged 1 SP:Iteration 20F (3556.480000 sec): 3 clusters Score: Raw -55620.583122 + Penalty 2105.515634 = -53515.067488 nChanged 1 SP:Iteration 21Q (3556.480000 sec): 3 clusters Score: Raw -55621.445444 + Penalty 2105.515634 = -53515.929811 nChanged 0 SP:Iteration 22F (3556.480000 sec): 3 clusters Score: Raw -55621.445444 + Penalty 2105.515634 = -53515.929811 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3556.500000 sec): 2 clusters Score: Raw -496027.405476 + Penalty 1380.162916 = -494647.242560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3556.510000 sec): 3 clusters Score: Raw -493483.177768 + Penalty 2760.325832 = -490722.851937 nChanged 1968 SP:Iteration 1F (3556.520000 sec): 3 clusters Score: Raw -494530.896953 + Penalty 2760.325832 = -491770.571121 nChanged 359 SP:Iteration 2F (3556.540000 sec): 3 clusters Score: Raw -494718.629882 + Penalty 2760.325832 = -491958.304051 nChanged 249 SP:Iteration 3F (3556.550000 sec): 3 clusters Score: Raw -494836.724635 + Penalty 2760.325832 = -492076.398803 nChanged 192 SP:Iteration 4Q (3556.560000 sec): 3 clusters Score: Raw -494924.632806 + Penalty 2760.325832 = -492164.306975 nChanged 167 SP:Iteration 5Q (3556.580000 sec): 3 clusters Score: Raw -495008.245081 + Penalty 2760.325832 = -492247.919250 nChanged 156 SP:Iteration 6Q (3556.590000 sec): 3 clusters Score: Raw -495097.712777 + Penalty 2760.325832 = -492337.386946 nChanged 180 SP:Iteration 7Q (3556.600000 sec): 3 clusters Score: Raw -495219.618505 + Penalty 2760.325832 = -492459.292673 nChanged 198 SP:Iteration 8Q (3556.620000 sec): 3 clusters Score: Raw -495352.647869 + Penalty 2760.325832 = -492592.322037 nChanged 196 SP:Iteration 9Q (3556.630000 sec): 3 clusters Score: Raw -495493.336057 + Penalty 2760.325832 = -492733.010226 nChanged 178 SP:Iteration 10Q (3556.640000 sec): 3 clusters Score: Raw -495628.946473 + Penalty 2760.325832 = -492868.620642 nChanged 155 SP:Iteration 11Q (3556.650000 sec): 3 clusters Score: Raw -495733.631510 + Penalty 2760.325832 = -492973.305679 nChanged 132 SP:Iteration 12Q (3556.660000 sec): 3 clusters Score: Raw -495835.248568 + Penalty 2760.325832 = -493074.922736 nChanged 124 SP:Iteration 13Q (3556.680000 sec): 3 clusters Score: Raw -495936.693501 + Penalty 2760.325832 = -493176.367669 nChanged 110 SP:Iteration 14Q (3556.690000 sec): 3 clusters Score: Raw -496030.813093 + Penalty 2760.325832 = -493270.487261 nChanged 79 SP:Iteration 15Q (3556.700000 sec): 3 clusters Score: Raw -496078.711861 + Penalty 2760.325832 = -493318.386029 nChanged 59 SP:Iteration 16Q (3556.710000 sec): 3 clusters Score: Raw -496115.801534 + Penalty 2760.325832 = -493355.475702 nChanged 43 SP:Iteration 17Q (3556.720000 sec): 3 clusters Score: Raw -496140.122432 + Penalty 2760.325832 = -493379.796600 nChanged 25 SP:Iteration 18Q (3556.740000 sec): 3 clusters Score: Raw -496157.657673 + Penalty 2760.325832 = -493397.331842 nChanged 28 SP:Iteration 19Q (3556.750000 sec): 3 clusters Score: Raw -496173.228507 + Penalty 2760.325832 = -493412.902675 nChanged 23 SP:Iteration 20F (3556.760000 sec): 3 clusters Score: Raw -496184.919866 + Penalty 2760.325832 = -493424.594035 nChanged 17 SP:Iteration 21Q (3556.770000 sec): 3 clusters Score: Raw -496193.549269 + Penalty 2760.325832 = -493433.223437 nChanged 9 SP:Iteration 22Q (3556.780000 sec): 3 clusters Score: Raw -496198.869378 + Penalty 2760.325832 = -493438.543546 nChanged 6 SP:Iteration 23Q (3556.790000 sec): 3 clusters Score: Raw -496202.197696 + Penalty 2760.325832 = -493441.871864 nChanged 4 SP:Iteration 24Q (3556.800000 sec): 3 clusters Score: Raw -496204.745880 + Penalty 2760.325832 = -493444.420048 nChanged 5 SP:Iteration 25Q (3556.810000 sec): 3 clusters Score: Raw -496207.933016 + Penalty 2760.325832 = -493447.607184 nChanged 4 SP:Iteration 26Q (3556.820000 sec): 3 clusters Score: Raw -496210.452578 + Penalty 2760.325832 = -493450.126746 nChanged 4 SP:Iteration 27Q (3556.840000 sec): 3 clusters Score: Raw -496213.395783 + Penalty 2760.325832 = -493453.069951 nChanged 3 SP:Iteration 28Q (3556.850000 sec): 3 clusters Score: Raw -496215.910540 + Penalty 2760.325832 = -493455.584709 nChanged 1 SP:Iteration 29Q (3556.860000 sec): 3 clusters Score: Raw -496216.325961 + Penalty 2760.325832 = -493456.000129 nChanged 2 SP:Iteration 30Q (3556.870000 sec): 3 clusters Score: Raw -496217.225797 + Penalty 2760.325832 = -493456.899966 nChanged 0 SP:Iteration 31F (3556.880000 sec): 3 clusters Score: Raw -496217.225797 + Penalty 2760.325832 = -493456.899966 nChanged 0 Iteration 219Q (3561.320000 sec): 30 clusters Score: Raw -78266596.803089 + Penalty 64176.573122 = -78202420.229967 nChanged 5 Iteration 220F (3582.590000 sec): 30 clusters Score: Raw -78266596.813613 + Penalty 64176.573122 = -78202420.240491 nChanged 4 Iteration 221Q (3586.930000 sec): 30 clusters Score: Raw -78266596.824618 + Penalty 64176.573122 = -78202420.251496 nChanged 6 Iteration 222Q (3591.280000 sec): 30 clusters Score: Raw -78266596.857023 + Penalty 64176.573122 = -78202420.283901 nChanged 6 Iteration 223Q (3595.760000 sec): 30 clusters Score: Raw -78266596.880935 + Penalty 64176.573122 = -78202420.307814 nChanged 6 Iteration 224Q (3600.330000 sec): 30 clusters Score: Raw -78266596.896516 + Penalty 64176.573122 = -78202420.323395 nChanged 6 Iteration 225Q (3604.710000 sec): 30 clusters Score: Raw -78266596.906891 + Penalty 64176.573122 = -78202420.333769 nChanged 2 Iteration 226Q (3609.050000 sec): 30 clusters Score: Raw -78266596.910430 + Penalty 64176.573122 = -78202420.337308 nChanged 2 Iteration 227Q (3613.360000 sec): 30 clusters Score: Raw -78266596.914062 + Penalty 64176.573122 = -78202420.340941 nChanged 3 Iteration 228Q (3617.700000 sec): 30 clusters Score: Raw -78266596.920410 + Penalty 64176.573122 = -78202420.347289 nChanged 5 Iteration 229Q (3622.130000 sec): 30 clusters Score: Raw -78266596.930528 + Penalty 64176.573122 = -78202420.357407 nChanged 2 Iteration 230Q (3626.470000 sec): 30 clusters Score: Raw -78266596.937374 + Penalty 64176.573122 = -78202420.364252 nChanged 1 Iteration 231Q (3630.810000 sec): 30 clusters Score: Raw -78266596.939032 + Penalty 64176.573122 = -78202420.365910 nChanged 1 Iteration 232Q (3635.180000 sec): 30 clusters Score: Raw -78266596.941726 + Penalty 64176.573122 = -78202420.368605 nChanged 2 Iteration 233Q (3639.500000 sec): 30 clusters Score: Raw -78266596.945943 + Penalty 64176.573122 = -78202420.372821 nChanged 1 Iteration 234Q (3643.800000 sec): 30 clusters Score: Raw -78266596.948937 + Penalty 64176.573122 = -78202420.375815 nChanged 1 Iteration 235Q (3648.160000 sec): 30 clusters Score: Raw -78266596.951458 + Penalty 64176.573122 = -78202420.378336 nChanged 1 Iteration 236Q (3652.560000 sec): 30 clusters Score: Raw -78266596.952958 + Penalty 64176.573122 = -78202420.379837 nChanged 2 Iteration 237Q (3656.970000 sec): 30 clusters Score: Raw -78266596.956447 + Penalty 64176.573122 = -78202420.383326 nChanged 4 Iteration 238Q (3661.350000 sec): 30 clusters Score: Raw -78266596.968409 + Penalty 64176.573122 = -78202420.395287 nChanged 7 Iteration 239Q (3665.740000 sec): 30 clusters Score: Raw -78266597.028134 + Penalty 64176.573122 = -78202420.455013 nChanged 7 Iteration 240F (3687.650000 sec): 30 clusters Score: Raw -78266597.098283 + Penalty 64176.573122 = -78202420.525162 nChanged 7 Iteration 241Q (3692.080000 sec): 30 clusters Score: Raw -78266597.235076 + Penalty 64176.573122 = -78202420.661955 nChanged 13 Iteration 242Q (3696.470000 sec): 30 clusters Score: Raw -78266597.427555 + Penalty 64176.573122 = -78202420.854433 nChanged 13 Iteration 243Q (3700.860000 sec): 30 clusters Score: Raw -78266597.525953 + Penalty 64176.573122 = -78202420.952831 nChanged 11 Iteration 244Q (3705.220000 sec): 30 clusters Score: Raw -78266597.570623 + Penalty 64176.573122 = -78202420.997502 nChanged 12 Iteration 245Q (3709.610000 sec): 30 clusters Score: Raw -78266597.708225 + Penalty 64176.573122 = -78202421.135103 nChanged 14 Iteration 246Q (3714.070000 sec): 30 clusters Score: Raw -78266597.780068 + Penalty 64176.573122 = -78202421.206947 nChanged 16 Iteration 247Q (3718.470000 sec): 30 clusters Score: Raw -78266597.831615 + Penalty 64176.573122 = -78202421.258493 nChanged 17 Iteration 248Q (3722.880000 sec): 30 clusters Score: Raw -78266597.955387 + Penalty 64176.573122 = -78202421.382266 nChanged 15 Iteration 249Q (3727.290000 sec): 30 clusters Score: Raw -78266598.121290 + Penalty 64176.573122 = -78202421.548168 nChanged 18 Iteration 250Q (3731.700000 sec): 30 clusters Score: Raw -78266598.538338 + Penalty 64176.573122 = -78202421.965217 nChanged 28 Iteration 251Q (3736.140000 sec): 30 clusters Score: Raw -78266599.243517 + Penalty 64176.573122 = -78202422.670395 nChanged 29 Iteration 252Q (3740.550000 sec): 30 clusters Score: Raw -78266599.806859 + Penalty 64176.573122 = -78202423.233737 nChanged 26 Iteration 253Q (3744.960000 sec): 30 clusters Score: Raw -78266600.267529 + Penalty 64176.573122 = -78202423.694407 nChanged 24 Iteration 254Q (3749.370000 sec): 30 clusters Score: Raw -78266600.807470 + Penalty 64176.573122 = -78202424.234348 nChanged 33 Iteration 255Q (3753.810000 sec): 30 clusters Score: Raw -78266601.245564 + Penalty 64176.573122 = -78202424.672442 nChanged 29 Iteration 256Q (3758.240000 sec): 30 clusters Score: Raw -78266601.814569 + Penalty 64176.573122 = -78202425.241447 nChanged 27 Iteration 257Q (3762.660000 sec): 30 clusters Score: Raw -78266602.333961 + Penalty 64176.573122 = -78202425.760839 nChanged 26 Iteration 258Q (3767.110000 sec): 30 clusters Score: Raw -78266602.727590 + Penalty 64176.573122 = -78202426.154468 nChanged 27 Writing temp clu file Compute initial score before splitting: Score: Raw -78266602.727590 + Penalty 64176.573122 = -78202426.154468 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (368 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.230000 sec): 2 clusters Score: Raw -32664.284704 + Penalty 960.063477 = -31704.221226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3767.230000 sec): 3 clusters Score: Raw -32651.920266 + Penalty 1920.126955 = -30731.793311 nChanged 79 SP:Iteration 1F (3767.230000 sec): 3 clusters Score: Raw -32796.308131 + Penalty 1920.126955 = -30876.181176 nChanged 17 SP:Iteration 2Q (3767.230000 sec): 3 clusters Score: Raw -32845.991280 + Penalty 1920.126955 = -30925.864325 nChanged 11 SP:Iteration 3Q (3767.230000 sec): 3 clusters Score: Raw -32875.688829 + Penalty 1920.126955 = -30955.561874 nChanged 5 SP:Iteration 4Q (3767.230000 sec): 3 clusters Score: Raw -32898.291141 + Penalty 1920.126955 = -30978.164186 nChanged 5 SP:Iteration 5Q (3767.230000 sec): 3 clusters Score: Raw -32913.492320 + Penalty 1920.126955 = -30993.365365 nChanged 3 SP:Iteration 6Q (3767.230000 sec): 3 clusters Score: Raw -32924.253069 + Penalty 1920.126955 = -31004.126114 nChanged 3 SP:Iteration 7Q (3767.230000 sec): 3 clusters Score: Raw -32937.414933 + Penalty 1920.126955 = -31017.287978 nChanged 4 SP:Iteration 8Q (3767.240000 sec): 3 clusters Score: Raw -32951.643828 + Penalty 1920.126955 = -31031.516873 nChanged 0 SP:Iteration 9F (3767.240000 sec): 3 clusters Score: Raw -32951.643828 + Penalty 1920.126955 = -31031.516873 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.240000 sec): 2 clusters Score: Raw -35258.646113 + Penalty 985.742565 = -34272.903548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3767.240000 sec): 3 clusters Score: Raw -35327.672888 + Penalty 1971.485129 = -33356.187759 nChanged 89 SP:Iteration 1F (3767.250000 sec): 3 clusters Score: Raw -35539.281624 + Penalty 1971.485129 = -33567.796495 nChanged 26 SP:Iteration 2F (3767.250000 sec): 3 clusters Score: Raw -35621.958985 + Penalty 1971.485129 = -33650.473855 nChanged 22 SP:Iteration 3F (3767.250000 sec): 3 clusters Score: Raw -35712.698811 + Penalty 1971.485129 = -33741.213681 nChanged 26 SP:Iteration 4F (3767.250000 sec): 3 clusters Score: Raw -35810.099003 + Penalty 1971.485129 = -33838.613874 nChanged 15 SP:Iteration 5Q (3767.250000 sec): 3 clusters Score: Raw -35860.841550 + Penalty 1971.485129 = -33889.356420 nChanged 13 SP:Iteration 6Q (3767.250000 sec): 3 clusters Score: Raw -35917.954789 + Penalty 1971.485129 = -33946.469660 nChanged 12 SP:Iteration 7Q (3767.250000 sec): 3 clusters Score: Raw -36002.478748 + Penalty 1971.485129 = -34030.993619 nChanged 9 SP:Iteration 8Q (3767.250000 sec): 3 clusters Score: Raw -36100.829369 + Penalty 1971.485129 = -34129.344240 nChanged 9 SP:Iteration 9Q (3767.250000 sec): 3 clusters Score: Raw -36205.753318 + Penalty 1971.485129 = -34234.268189 nChanged 8 SP:Iteration 10Q (3767.250000 sec): 3 clusters Score: Raw -36269.313520 + Penalty 1971.485129 = -34297.828391 nChanged 9 SP:Iteration 11Q (3767.250000 sec): 3 clusters Score: Raw -36340.735619 + Penalty 1971.485129 = -34369.250490 nChanged 4 SP:Iteration 12Q (3767.250000 sec): 3 clusters Score: Raw -36374.561324 + Penalty 1971.485129 = -34403.076195 nChanged 3 SP:Iteration 13Q (3767.260000 sec): 3 clusters Score: Raw -36394.586682 + Penalty 1971.485129 = -34423.101553 nChanged 0 SP:Iteration 14F (3767.260000 sec): 3 clusters Score: Raw -36394.586682 + Penalty 1971.485129 = -34423.101553 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 7.38 GB. Trying to split cluster 3 (15407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3767.310000 sec): 2 clusters Score: Raw -1542397.477025 + Penalty 1566.918800 = -1540830.558225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3767.350000 sec): 3 clusters Score: Raw -1533360.823378 + Penalty 3133.837600 = -1530226.985778 nChanged 6821 SP:Iteration 1F (3767.390000 sec): 3 clusters Score: Raw -1537036.890759 + Penalty 3133.837600 = -1533903.053159 nChanged 861 SP:Iteration 2F (3767.430000 sec): 3 clusters Score: Raw -1537396.278975 + Penalty 3133.837600 = -1534262.441375 nChanged 756 SP:Iteration 3Q (3767.470000 sec): 3 clusters Score: Raw -1537693.666697 + Penalty 3133.837600 = -1534559.829097 nChanged 672 SP:Iteration 4Q (3767.510000 sec): 3 clusters Score: Raw -1537988.403638 + Penalty 3133.837600 = -1534854.566038 nChanged 687 SP:Iteration 5Q (3767.550000 sec): 3 clusters Score: Raw -1538283.546287 + Penalty 3133.837600 = -1535149.708688 nChanged 632 SP:Iteration 6Q (3767.590000 sec): 3 clusters Score: Raw -1538583.015020 + Penalty 3133.837600 = -1535449.177420 nChanged 656 SP:Iteration 7Q (3767.630000 sec): 3 clusters Score: Raw -1538952.908699 + Penalty 3133.837600 = -1535819.071099 nChanged 732 SP:Iteration 8Q (3767.670000 sec): 3 clusters Score: Raw -1539392.957267 + Penalty 3133.837600 = -1536259.119667 nChanged 740 SP:Iteration 9Q (3767.710000 sec): 3 clusters Score: Raw -1539892.216882 + Penalty 3133.837600 = -1536758.379282 nChanged 707 SP:Iteration 10Q (3767.750000 sec): 3 clusters Score: Raw -1540401.840235 + Penalty 3133.837600 = -1537268.002635 nChanged 646 SP:Iteration 11Q (3767.790000 sec): 3 clusters Score: Raw -1540881.754696 + Penalty 3133.837600 = -1537747.917096 nChanged 529 SP:Iteration 12Q (3767.830000 sec): 3 clusters Score: Raw -1541285.619071 + Penalty 3133.837600 = -1538151.781471 nChanged 450 SP:Iteration 13Q (3767.870000 sec): 3 clusters Score: Raw -1541615.525168 + Penalty 3133.837600 = -1538481.687569 nChanged 340 SP:Iteration 14Q (3767.910000 sec): 3 clusters Score: Raw -1541843.911847 + Penalty 3133.837600 = -1538710.074247 nChanged 256 SP:Iteration 15Q (3767.940000 sec): 3 clusters Score: Raw -1542026.432231 + Penalty 3133.837600 = -1538892.594631 nChanged 209 SP:Iteration 16Q (3767.970000 sec): 3 clusters Score: Raw -1542160.008416 + Penalty 3133.837600 = -1539026.170816 nChanged 165 SP:Iteration 17Q (3768.000000 sec): 3 clusters Score: Raw -1542266.631315 + Penalty 3133.837600 = -1539132.793715 nChanged 142 SP:Iteration 18Q (3768.030000 sec): 3 clusters Score: Raw -1542354.619681 + Penalty 3133.837600 = -1539220.782081 nChanged 93 SP:Iteration 19Q (3768.060000 sec): 3 clusters Score: Raw -1542409.907712 + Penalty 3133.837600 = -1539276.070112 nChanged 76 SP:Iteration 20F (3768.100000 sec): 3 clusters Score: Raw -1542461.968234 + Penalty 3133.837600 = -1539328.130634 nChanged 62 SP:Iteration 21Q (3768.130000 sec): 3 clusters Score: Raw -1542503.499190 + Penalty 3133.837600 = -1539369.661591 nChanged 62 SP:Iteration 22Q (3768.160000 sec): 3 clusters Score: Raw -1542539.655383 + Penalty 3133.837600 = -1539405.817784 nChanged 38 SP:Iteration 23Q (3768.190000 sec): 3 clusters Score: Raw -1542559.855660 + Penalty 3133.837600 = -1539426.018060 nChanged 29 SP:Iteration 24Q (3768.220000 sec): 3 clusters Score: Raw -1542573.821634 + Penalty 3133.837600 = -1539439.984034 nChanged 27 SP:Iteration 25Q (3768.250000 sec): 3 clusters Score: Raw -1542587.389806 + Penalty 3133.837600 = -1539453.552206 nChanged 20 SP:Iteration 26Q (3768.280000 sec): 3 clusters Score: Raw -1542596.357274 + Penalty 3133.837600 = -1539462.519674 nChanged 14 SP:Iteration 27Q (3768.310000 sec): 3 clusters Score: Raw -1542603.635055 + Penalty 3133.837600 = -1539469.797455 nChanged 10 SP:Iteration 28Q (3768.330000 sec): 3 clusters Score: Raw -1542607.977783 + Penalty 3133.837600 = -1539474.140183 nChanged 7 SP:Iteration 29Q (3768.360000 sec): 3 clusters Score: Raw -1542609.566202 + Penalty 3133.837600 = -1539475.728602 nChanged 1 SP:Iteration 30Q (3768.390000 sec): 3 clusters Score: Raw -1542609.691323 + Penalty 3133.837600 = -1539475.853723 nChanged 0 SP:Iteration 31F (3768.430000 sec): 3 clusters Score: Raw -1542609.691323 + Penalty 3133.837600 = -1539475.853723 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8365 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3768.460000 sec): 2 clusters Score: Raw -834466.316932 + Penalty 1467.669387 = -832998.647545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3768.480000 sec): 3 clusters Score: Raw -829810.373536 + Penalty 2935.338774 = -826875.034761 nChanged 3585 SP:Iteration 1F (3768.500000 sec): 3 clusters Score: Raw -831781.285854 + Penalty 2935.338774 = -828845.947079 nChanged 584 SP:Iteration 2F (3768.530000 sec): 3 clusters Score: Raw -832089.995090 + Penalty 2935.338774 = -829154.656315 nChanged 563 SP:Iteration 3F (3768.550000 sec): 3 clusters Score: Raw -832455.089739 + Penalty 2935.338774 = -829519.750964 nChanged 598 SP:Iteration 4F (3768.570000 sec): 3 clusters Score: Raw -832933.439559 + Penalty 2935.338774 = -829998.100785 nChanged 622 SP:Iteration 5F (3768.590000 sec): 3 clusters Score: Raw -833465.503187 + Penalty 2935.338774 = -830530.164413 nChanged 588 SP:Iteration 6F (3768.610000 sec): 3 clusters Score: Raw -834039.265513 + Penalty 2935.338774 = -831103.926739 nChanged 483 SP:Iteration 7F (3768.630000 sec): 3 clusters Score: Raw -834488.589595 + Penalty 2935.338774 = -831553.250821 nChanged 316 SP:Iteration 8Q (3768.650000 sec): 3 clusters Score: Raw -834740.497096 + Penalty 2935.338774 = -831805.158321 nChanged 188 SP:Iteration 9Q (3768.670000 sec): 3 clusters Score: Raw -834877.621027 + Penalty 2935.338774 = -831942.282252 nChanged 132 SP:Iteration 10Q (3768.690000 sec): 3 clusters Score: Raw -834973.413741 + Penalty 2935.338774 = -832038.074967 nChanged 92 SP:Iteration 11Q (3768.710000 sec): 3 clusters Score: Raw -835027.745490 + Penalty 2935.338774 = -832092.406716 nChanged 46 SP:Iteration 12Q (3768.730000 sec): 3 clusters Score: Raw -835054.411062 + Penalty 2935.338774 = -832119.072287 nChanged 36 SP:Iteration 13Q (3768.750000 sec): 3 clusters Score: Raw -835075.169948 + Penalty 2935.338774 = -832139.831174 nChanged 32 SP:Iteration 14Q (3768.770000 sec): 3 clusters Score: Raw -835089.108711 + Penalty 2935.338774 = -832153.769937 nChanged 19 SP:Iteration 15Q (3768.790000 sec): 3 clusters Score: Raw -835098.350641 + Penalty 2935.338774 = -832163.011867 nChanged 17 SP:Iteration 16Q (3768.810000 sec): 3 clusters Score: Raw -835104.610450 + Penalty 2935.338774 = -832169.271676 nChanged 11 SP:Iteration 17Q (3768.830000 sec): 3 clusters Score: Raw -835108.965065 + Penalty 2935.338774 = -832173.626290 nChanged 10 SP:Iteration 18Q (3768.850000 sec): 3 clusters Score: Raw -835114.742194 + Penalty 2935.338774 = -832179.403420 nChanged 8 SP:Iteration 19Q (3768.870000 sec): 3 clusters Score: Raw -835121.549255 + Penalty 2935.338774 = -832186.210481 nChanged 8 SP:Iteration 20F (3768.890000 sec): 3 clusters Score: Raw -835123.814350 + Penalty 2935.338774 = -832188.475575 nChanged 1 SP:Iteration 21Q (3768.910000 sec): 3 clusters Score: Raw -835124.701986 + Penalty 2935.338774 = -832189.363211 nChanged 0 SP:Iteration 22F (3768.930000 sec): 3 clusters Score: Raw -835124.701986 + Penalty 2935.338774 = -832189.363211 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (91610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3769.230000 sec): 2 clusters Score: Raw -8930717.483870 + Penalty 1856.610554 = -8928860.873317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3769.490000 sec): 3 clusters Score: Raw -8871232.882057 + Penalty 3713.221107 = -8867519.660950 nChanged 43905 SP:Iteration 1F (3769.740000 sec): 3 clusters Score: Raw -8896326.082193 + Penalty 3713.221107 = -8892612.861086 nChanged 3073 SP:Iteration 2Q (3769.990000 sec): 3 clusters Score: Raw -8897226.883908 + Penalty 3713.221107 = -8893513.662801 nChanged 3396 SP:Iteration 3Q (3770.260000 sec): 3 clusters Score: Raw -8898396.802285 + Penalty 3713.221107 = -8894683.581178 nChanged 3911 SP:Iteration 4Q (3770.520000 sec): 3 clusters Score: Raw -8900010.885549 + Penalty 3713.221107 = -8896297.664441 nChanged 4813 SP:Iteration 5F (3770.770000 sec): 3 clusters Score: Raw -8902331.971803 + Penalty 3713.221107 = -8898618.750696 nChanged 5637 SP:Iteration 6F (3771.030000 sec): 3 clusters Score: Raw -8905597.687862 + Penalty 3713.221107 = -8901884.466754 nChanged 6557 SP:Iteration 7F (3771.270000 sec): 3 clusters Score: Raw -8910133.570580 + Penalty 3713.221107 = -8906420.349472 nChanged 6779 SP:Iteration 8F (3771.530000 sec): 3 clusters Score: Raw -8915530.964117 + Penalty 3713.221107 = -8911817.743009 nChanged 6202 SP:Iteration 9F (3771.770000 sec): 3 clusters Score: Raw -8921190.470777 + Penalty 3713.221107 = -8917477.249670 nChanged 4597 SP:Iteration 10F (3772.030000 sec): 3 clusters Score: Raw -8926110.463103 + Penalty 3713.221107 = -8922397.241996 nChanged 2430 SP:Iteration 11Q (3772.250000 sec): 3 clusters Score: Raw -8929036.395148 + Penalty 3713.221107 = -8925323.174041 nChanged 1120 SP:Iteration 12Q (3772.460000 sec): 3 clusters Score: Raw -8930021.311118 + Penalty 3713.221107 = -8926308.090010 nChanged 682 SP:Iteration 13Q (3772.650000 sec): 3 clusters Score: Raw -8930424.060904 + Penalty 3713.221107 = -8926710.839797 nChanged 436 SP:Iteration 14Q (3772.840000 sec): 3 clusters Score: Raw -8930648.410263 + Penalty 3713.221107 = -8926935.189156 nChanged 353 SP:Iteration 15Q (3773.030000 sec): 3 clusters Score: Raw -8930798.022454 + Penalty 3713.221107 = -8927084.801346 nChanged 272 SP:Iteration 16Q (3773.210000 sec): 3 clusters Score: Raw -8930909.301152 + Penalty 3713.221107 = -8927196.080045 nChanged 220 SP:Iteration 17Q (3773.400000 sec): 3 clusters Score: Raw -8930991.505133 + Penalty 3713.221107 = -8927278.284025 nChanged 152 SP:Iteration 18Q (3773.580000 sec): 3 clusters Score: Raw -8931043.999905 + Penalty 3713.221107 = -8927330.778797 nChanged 132 SP:Iteration 19Q (3773.760000 sec): 3 clusters Score: Raw -8931084.459683 + Penalty 3713.221107 = -8927371.238576 nChanged 106 SP:Iteration 20F (3774.010000 sec): 3 clusters Score: Raw -8931119.800062 + Penalty 3713.221107 = -8927406.578955 nChanged 95 SP:Iteration 21Q (3774.190000 sec): 3 clusters Score: Raw -8931147.281288 + Penalty 3713.221107 = -8927434.060181 nChanged 75 SP:Iteration 22Q (3774.370000 sec): 3 clusters Score: Raw -8931166.844459 + Penalty 3713.221107 = -8927453.623351 nChanged 68 SP:Iteration 23Q (3774.550000 sec): 3 clusters Score: Raw -8931185.451677 + Penalty 3713.221107 = -8927472.230570 nChanged 49 SP:Iteration 24Q (3774.730000 sec): 3 clusters Score: Raw -8931200.977835 + Penalty 3713.221107 = -8927487.756727 nChanged 42 SP:Iteration 25Q (3774.920000 sec): 3 clusters Score: Raw -8931211.684501 + Penalty 3713.221107 = -8927498.463394 nChanged 32 SP:Iteration 26Q (3775.100000 sec): 3 clusters Score: Raw -8931220.116409 + Penalty 3713.221107 = -8927506.895302 nChanged 26 SP:Iteration 27Q (3775.270000 sec): 3 clusters Score: Raw -8931226.626708 + Penalty 3713.221107 = -8927513.405600 nChanged 21 SP:Iteration 28Q (3775.460000 sec): 3 clusters Score: Raw -8931231.223669 + Penalty 3713.221107 = -8927518.002562 nChanged 17 SP:Iteration 29Q (3775.640000 sec): 3 clusters Score: Raw -8931234.585810 + Penalty 3713.221107 = -8927521.364703 nChanged 13 SP:Iteration 30Q (3775.820000 sec): 3 clusters Score: Raw -8931237.413293 + Penalty 3713.221107 = -8927524.192186 nChanged 8 SP:Iteration 31Q (3776.000000 sec): 3 clusters Score: Raw -8931238.997989 + Penalty 3713.221107 = -8927525.776881 nChanged 5 SP:Iteration 32Q (3776.170000 sec): 3 clusters Score: Raw -8931240.056059 + Penalty 3713.221107 = -8927526.834951 nChanged 11 SP:Iteration 33Q (3776.360000 sec): 3 clusters Score: Raw -8931242.388298 + Penalty 3713.221107 = -8927529.167190 nChanged 8 SP:Iteration 34Q (3776.550000 sec): 3 clusters Score: Raw -8931243.516565 + Penalty 3713.221107 = -8927530.295458 nChanged 5 SP:Iteration 35Q (3776.730000 sec): 3 clusters Score: Raw -8931244.347465 + Penalty 3713.221107 = -8927531.126357 nChanged 3 SP:Iteration 36Q (3776.910000 sec): 3 clusters Score: Raw -8931244.814928 + Penalty 3713.221107 = -8927531.593821 nChanged 2 SP:Iteration 37Q (3777.090000 sec): 3 clusters Score: Raw -8931245.470715 + Penalty 3713.221107 = -8927532.249607 nChanged 3 SP:Iteration 38Q (3777.270000 sec): 3 clusters Score: Raw -8931246.077329 + Penalty 3713.221107 = -8927532.856222 nChanged 1 SP:Iteration 39Q (3777.440000 sec): 3 clusters Score: Raw -8931246.218291 + Penalty 3713.221107 = -8927532.997184 nChanged 1 SP:Iteration 40F (3777.690000 sec): 3 clusters Score: Raw -8931246.462036 + Penalty 3713.221107 = -8927533.240929 nChanged 1 SP:Iteration 41Q (3777.870000 sec): 3 clusters Score: Raw -8931246.677077 + Penalty 3713.221107 = -8927533.455970 nChanged 1 SP:Iteration 42Q (3778.050000 sec): 3 clusters Score: Raw -8931246.767365 + Penalty 3713.221107 = -8927533.546257 nChanged 1 SP:Iteration 43Q (3778.230000 sec): 3 clusters Score: Raw -8931246.877544 + Penalty 3713.221107 = -8927533.656437 nChanged 1 SP:Iteration 44Q (3778.410000 sec): 3 clusters Score: Raw -8931247.002621 + Penalty 3713.221107 = -8927533.781514 nChanged 0 SP:Iteration 45F (3778.650000 sec): 3 clusters Score: Raw -8931247.002621 + Penalty 3713.221107 = -8927533.781514 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3778.720000 sec): 2 clusters Score: Raw -442924.208783 + Penalty 1378.792446 = -441545.416337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3778.740000 sec): 3 clusters Score: Raw -440435.990668 + Penalty 2757.584892 = -437678.405776 nChanged 1961 SP:Iteration 1F (3778.750000 sec): 3 clusters Score: Raw -441491.756076 + Penalty 2757.584892 = -438734.171184 nChanged 364 SP:Iteration 2F (3778.760000 sec): 3 clusters Score: Raw -441692.534842 + Penalty 2757.584892 = -438934.949951 nChanged 270 SP:Iteration 3F (3778.780000 sec): 3 clusters Score: Raw -441862.739733 + Penalty 2757.584892 = -439105.154841 nChanged 263 SP:Iteration 4F (3778.790000 sec): 3 clusters Score: Raw -442015.592671 + Penalty 2757.584892 = -439258.007779 nChanged 213 SP:Iteration 5Q (3778.800000 sec): 3 clusters Score: Raw -442131.431384 + Penalty 2757.584892 = -439373.846492 nChanged 181 SP:Iteration 6Q (3778.810000 sec): 3 clusters Score: Raw -442239.572176 + Penalty 2757.584892 = -439481.987285 nChanged 175 SP:Iteration 7Q (3778.820000 sec): 3 clusters Score: Raw -442345.048587 + Penalty 2757.584892 = -439587.463696 nChanged 163 SP:Iteration 8Q (3778.840000 sec): 3 clusters Score: Raw -442452.412012 + Penalty 2757.584892 = -439694.827120 nChanged 153 SP:Iteration 9Q (3778.850000 sec): 3 clusters Score: Raw -442557.808206 + Penalty 2757.584892 = -439800.223314 nChanged 164 SP:Iteration 10Q (3778.860000 sec): 3 clusters Score: Raw -442676.131097 + Penalty 2757.584892 = -439918.546206 nChanged 131 SP:Iteration 11Q (3778.870000 sec): 3 clusters Score: Raw -442760.823088 + Penalty 2757.584892 = -440003.238196 nChanged 106 SP:Iteration 12Q (3778.880000 sec): 3 clusters Score: Raw -442821.188348 + Penalty 2757.584892 = -440063.603456 nChanged 109 SP:Iteration 13Q (3778.900000 sec): 3 clusters Score: Raw -442892.093536 + Penalty 2757.584892 = -440134.508644 nChanged 113 SP:Iteration 14Q (3778.910000 sec): 3 clusters Score: Raw -442970.432269 + Penalty 2757.584892 = -440212.847377 nChanged 96 SP:Iteration 15Q (3778.920000 sec): 3 clusters Score: Raw -443030.895781 + Penalty 2757.584892 = -440273.310889 nChanged 70 SP:Iteration 16Q (3778.930000 sec): 3 clusters Score: Raw -443070.158807 + Penalty 2757.584892 = -440312.573915 nChanged 57 SP:Iteration 17Q (3778.940000 sec): 3 clusters Score: Raw -443102.220262 + Penalty 2757.584892 = -440344.635371 nChanged 55 SP:Iteration 18Q (3778.960000 sec): 3 clusters Score: Raw -443133.056857 + Penalty 2757.584892 = -440375.471965 nChanged 48 SP:Iteration 19Q (3778.960000 sec): 3 clusters Score: Raw -443159.671478 + Penalty 2757.584892 = -440402.086586 nChanged 41 SP:Iteration 20F (3778.980000 sec): 3 clusters Score: Raw -443179.064538 + Penalty 2757.584892 = -440421.479646 nChanged 29 SP:Iteration 21Q (3778.990000 sec): 3 clusters Score: Raw -443191.762230 + Penalty 2757.584892 = -440434.177338 nChanged 25 SP:Iteration 22Q (3779.000000 sec): 3 clusters Score: Raw -443203.596167 + Penalty 2757.584892 = -440446.011275 nChanged 24 SP:Iteration 23Q (3779.010000 sec): 3 clusters Score: Raw -443217.972584 + Penalty 2757.584892 = -440460.387692 nChanged 23 SP:Iteration 24Q (3779.020000 sec): 3 clusters Score: Raw -443233.380798 + Penalty 2757.584892 = -440475.795906 nChanged 26 SP:Iteration 25Q (3779.030000 sec): 3 clusters Score: Raw -443247.037951 + Penalty 2757.584892 = -440489.453060 nChanged 20 SP:Iteration 26Q (3779.040000 sec): 3 clusters Score: Raw -443257.348451 + Penalty 2757.584892 = -440499.763559 nChanged 18 SP:Iteration 27Q (3779.060000 sec): 3 clusters Score: Raw -443265.117755 + Penalty 2757.584892 = -440507.532863 nChanged 14 SP:Iteration 28Q (3779.060000 sec): 3 clusters Score: Raw -443269.778513 + Penalty 2757.584892 = -440512.193621 nChanged 5 SP:Iteration 29Q (3779.080000 sec): 3 clusters Score: Raw -443270.819033 + Penalty 2757.584892 = -440513.234141 nChanged 3 SP:Iteration 30Q (3779.090000 sec): 3 clusters Score: Raw -443271.329519 + Penalty 2757.584892 = -440513.744627 nChanged 2 SP:Iteration 31Q (3779.100000 sec): 3 clusters Score: Raw -443271.820020 + Penalty 2757.584892 = -440514.235128 nChanged 2 SP:Iteration 32Q (3779.110000 sec): 3 clusters Score: Raw -443272.399360 + Penalty 2757.584892 = -440514.814468 nChanged 3 SP:Iteration 33Q (3779.120000 sec): 3 clusters Score: Raw -443273.441067 + Penalty 2757.584892 = -440515.856175 nChanged 3 SP:Iteration 34Q (3779.130000 sec): 3 clusters Score: Raw -443274.208347 + Penalty 2757.584892 = -440516.623455 nChanged 5 SP:Iteration 35Q (3779.140000 sec): 3 clusters Score: Raw -443276.325387 + Penalty 2757.584892 = -440518.740495 nChanged 6 SP:Iteration 36Q (3779.150000 sec): 3 clusters Score: Raw -443278.210865 + Penalty 2757.584892 = -440520.625973 nChanged 7 SP:Iteration 37Q (3779.160000 sec): 3 clusters Score: Raw -443281.543026 + Penalty 2757.584892 = -440523.958134 nChanged 8 SP:Iteration 38Q (3779.170000 sec): 3 clusters Score: Raw -443285.242100 + Penalty 2757.584892 = -440527.657208 nChanged 9 SP:Iteration 39Q (3779.180000 sec): 3 clusters Score: Raw -443287.863950 + Penalty 2757.584892 = -440530.279059 nChanged 2 SP:Iteration 40F (3779.200000 sec): 3 clusters Score: Raw -443288.610571 + Penalty 2757.584892 = -440531.025679 nChanged 7 SP:Iteration 41Q (3779.200000 sec): 3 clusters Score: Raw -443291.821932 + Penalty 2757.584892 = -440534.237040 nChanged 5 SP:Iteration 42Q (3779.220000 sec): 3 clusters Score: Raw -443294.414832 + Penalty 2757.584892 = -440536.829940 nChanged 5 SP:Iteration 43Q (3779.230000 sec): 3 clusters Score: Raw -443297.236400 + Penalty 2757.584892 = -440539.651508 nChanged 8 SP:Iteration 44Q (3779.240000 sec): 3 clusters Score: Raw -443299.933649 + Penalty 2757.584892 = -440542.348757 nChanged 9 SP:Iteration 45Q (3779.250000 sec): 3 clusters Score: Raw -443303.647405 + Penalty 2757.584892 = -440546.062514 nChanged 5 SP:Iteration 46Q (3779.260000 sec): 3 clusters Score: Raw -443306.673619 + Penalty 2757.584892 = -440549.088727 nChanged 4 SP:Iteration 47Q (3779.270000 sec): 3 clusters Score: Raw -443307.702105 + Penalty 2757.584892 = -440550.117213 nChanged 4 SP:Iteration 48Q (3779.280000 sec): 3 clusters Score: Raw -443309.209213 + Penalty 2757.584892 = -440551.624321 nChanged 1 SP:Iteration 49Q (3779.290000 sec): 3 clusters Score: Raw -443309.373599 + Penalty 2757.584892 = -440551.788708 nChanged 1 SP:Iteration 50Q (3779.300000 sec): 3 clusters Score: Raw -443309.596531 + Penalty 2757.584892 = -440552.011639 nChanged 4 SP:Iteration 51Q (3779.310000 sec): 3 clusters Score: Raw -443310.280273 + Penalty 2757.584892 = -440552.695381 nChanged 5 SP:Iteration 52Q (3779.320000 sec): 3 clusters Score: Raw -443311.710054 + Penalty 2757.584892 = -440554.125162 nChanged 0 SP:Iteration 53F (3779.340000 sec): 3 clusters Score: Raw -443311.710054 + Penalty 2757.584892 = -440554.125162 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3779.360000 sec): 2 clusters Score: Raw -629347.430692 + Penalty 1428.813988 = -627918.616704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3779.370000 sec): 3 clusters Score: Raw -625836.689954 + Penalty 2857.627975 = -622979.061979 nChanged 2717 SP:Iteration 1F (3779.390000 sec): 3 clusters Score: Raw -627298.857713 + Penalty 2857.627975 = -624441.229737 nChanged 501 SP:Iteration 2F (3779.410000 sec): 3 clusters Score: Raw -627616.728497 + Penalty 2857.627975 = -624759.100522 nChanged 449 SP:Iteration 3F (3779.420000 sec): 3 clusters Score: Raw -627948.652619 + Penalty 2857.627975 = -625091.024644 nChanged 407 SP:Iteration 4F (3779.440000 sec): 3 clusters Score: Raw -628213.908835 + Penalty 2857.627975 = -625356.280860 nChanged 360 SP:Iteration 5F (3779.460000 sec): 3 clusters Score: Raw -628457.527993 + Penalty 2857.627975 = -625599.900018 nChanged 371 SP:Iteration 6F (3779.470000 sec): 3 clusters Score: Raw -628691.384196 + Penalty 2857.627975 = -625833.756221 nChanged 305 SP:Iteration 7Q (3779.490000 sec): 3 clusters Score: Raw -628884.107949 + Penalty 2857.627975 = -626026.479974 nChanged 272 SP:Iteration 8Q (3779.500000 sec): 3 clusters Score: Raw -629061.975183 + Penalty 2857.627975 = -626204.347207 nChanged 224 SP:Iteration 9Q (3779.520000 sec): 3 clusters Score: Raw -629207.561703 + Penalty 2857.627975 = -626349.933728 nChanged 171 SP:Iteration 10Q (3779.540000 sec): 3 clusters Score: Raw -629315.927270 + Penalty 2857.627975 = -626458.299294 nChanged 131 SP:Iteration 11Q (3779.550000 sec): 3 clusters Score: Raw -629389.233624 + Penalty 2857.627975 = -626531.605648 nChanged 118 SP:Iteration 12Q (3779.570000 sec): 3 clusters Score: Raw -629459.018980 + Penalty 2857.627975 = -626601.391005 nChanged 105 SP:Iteration 13Q (3779.590000 sec): 3 clusters Score: Raw -629517.874148 + Penalty 2857.627975 = -626660.246172 nChanged 75 SP:Iteration 14Q (3779.600000 sec): 3 clusters Score: Raw -629560.554170 + Penalty 2857.627975 = -626702.926195 nChanged 69 SP:Iteration 15Q (3779.620000 sec): 3 clusters Score: Raw -629618.219525 + Penalty 2857.627975 = -626760.591550 nChanged 62 SP:Iteration 16Q (3779.630000 sec): 3 clusters Score: Raw -629697.268893 + Penalty 2857.627975 = -626839.640917 nChanged 59 SP:Iteration 17Q (3779.650000 sec): 3 clusters Score: Raw -629749.727097 + Penalty 2857.627975 = -626892.099121 nChanged 47 SP:Iteration 18Q (3779.660000 sec): 3 clusters Score: Raw -629773.699950 + Penalty 2857.627975 = -626916.071974 nChanged 44 SP:Iteration 19Q (3779.680000 sec): 3 clusters Score: Raw -629792.367712 + Penalty 2857.627975 = -626934.739737 nChanged 37 SP:Iteration 20F (3779.700000 sec): 3 clusters Score: Raw -629807.410024 + Penalty 2857.627975 = -626949.782048 nChanged 30 SP:Iteration 21Q (3779.710000 sec): 3 clusters Score: Raw -629817.980143 + Penalty 2857.627975 = -626960.352168 nChanged 26 SP:Iteration 22Q (3779.720000 sec): 3 clusters Score: Raw -629828.302542 + Penalty 2857.627975 = -626970.674566 nChanged 26 SP:Iteration 23Q (3779.740000 sec): 3 clusters Score: Raw -629838.232596 + Penalty 2857.627975 = -626980.604620 nChanged 15 SP:Iteration 24Q (3779.750000 sec): 3 clusters Score: Raw -629844.943744 + Penalty 2857.627975 = -626987.315768 nChanged 17 SP:Iteration 25Q (3779.770000 sec): 3 clusters Score: Raw -629851.055845 + Penalty 2857.627975 = -626993.427870 nChanged 14 SP:Iteration 26Q (3779.780000 sec): 3 clusters Score: Raw -629855.448854 + Penalty 2857.627975 = -626997.820879 nChanged 10 SP:Iteration 27Q (3779.790000 sec): 3 clusters Score: Raw -629859.282004 + Penalty 2857.627975 = -627001.654028 nChanged 11 SP:Iteration 28Q (3779.810000 sec): 3 clusters Score: Raw -629862.532051 + Penalty 2857.627975 = -627004.904075 nChanged 8 SP:Iteration 29Q (3779.820000 sec): 3 clusters Score: Raw -629864.710475 + Penalty 2857.627975 = -627007.082500 nChanged 3 SP:Iteration 30Q (3779.840000 sec): 3 clusters Score: Raw -629865.408733 + Penalty 2857.627975 = -627007.780758 nChanged 2 SP:Iteration 31Q (3779.850000 sec): 3 clusters Score: Raw -629865.644959 + Penalty 2857.627975 = -627008.016983 nChanged 1 SP:Iteration 32Q (3779.860000 sec): 3 clusters Score: Raw -629865.781015 + Penalty 2857.627975 = -627008.153039 nChanged 0 SP:Iteration 33F (3779.880000 sec): 3 clusters Score: Raw -629865.781015 + Penalty 2857.627975 = -627008.153039 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (41026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3780.020000 sec): 2 clusters Score: Raw -3832610.063174 + Penalty 1726.068710 = -3830883.994465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3780.130000 sec): 3 clusters Score: Raw -3806829.657629 + Penalty 3452.137420 = -3803377.520209 nChanged 19118 SP:Iteration 1F (3780.240000 sec): 3 clusters Score: Raw -3817435.994875 + Penalty 3452.137420 = -3813983.857455 nChanged 1650 SP:Iteration 2Q (3780.360000 sec): 3 clusters Score: Raw -3817933.032240 + Penalty 3452.137420 = -3814480.894821 nChanged 1578 SP:Iteration 3Q (3780.470000 sec): 3 clusters Score: Raw -3818566.148485 + Penalty 3452.137420 = -3815114.011065 nChanged 1785 SP:Iteration 4Q (3780.580000 sec): 3 clusters Score: Raw -3819407.607117 + Penalty 3452.137420 = -3815955.469697 nChanged 1953 SP:Iteration 5Q (3780.700000 sec): 3 clusters Score: Raw -3820408.108467 + Penalty 3452.137420 = -3816955.971048 nChanged 2166 SP:Iteration 6F (3780.810000 sec): 3 clusters Score: Raw -3821445.644772 + Penalty 3452.137420 = -3817993.507352 nChanged 2218 SP:Iteration 7F (3780.920000 sec): 3 clusters Score: Raw -3822477.034821 + Penalty 3452.137420 = -3819024.897401 nChanged 2090 SP:Iteration 8F (3781.030000 sec): 3 clusters Score: Raw -3823457.474509 + Penalty 3452.137420 = -3820005.337089 nChanged 1957 SP:Iteration 9Q (3781.150000 sec): 3 clusters Score: Raw -3824359.611186 + Penalty 3452.137420 = -3820907.473767 nChanged 1745 SP:Iteration 10Q (3781.260000 sec): 3 clusters Score: Raw -3825126.933670 + Penalty 3452.137420 = -3821674.796251 nChanged 1448 SP:Iteration 11Q (3781.370000 sec): 3 clusters Score: Raw -3825671.143847 + Penalty 3452.137420 = -3822219.006427 nChanged 1147 SP:Iteration 12Q (3781.480000 sec): 3 clusters Score: Raw -3826037.537894 + Penalty 3452.137420 = -3822585.400474 nChanged 905 SP:Iteration 13Q (3781.600000 sec): 3 clusters Score: Raw -3826304.383683 + Penalty 3452.137420 = -3822852.246263 nChanged 720 SP:Iteration 14Q (3781.700000 sec): 3 clusters Score: Raw -3826475.275336 + Penalty 3452.137420 = -3823023.137917 nChanged 576 SP:Iteration 15Q (3781.820000 sec): 3 clusters Score: Raw -3826623.045524 + Penalty 3452.137420 = -3823170.908105 nChanged 578 SP:Iteration 16Q (3781.930000 sec): 3 clusters Score: Raw -3826785.594328 + Penalty 3452.137420 = -3823333.456909 nChanged 619 SP:Iteration 17Q (3782.040000 sec): 3 clusters Score: Raw -3826971.511893 + Penalty 3452.137420 = -3823519.374473 nChanged 639 SP:Iteration 18Q (3782.150000 sec): 3 clusters Score: Raw -3827181.467673 + Penalty 3452.137420 = -3823729.330253 nChanged 687 SP:Iteration 19Q (3782.260000 sec): 3 clusters Score: Raw -3827431.259796 + Penalty 3452.137420 = -3823979.122377 nChanged 712 SP:Iteration 20F (3782.370000 sec): 3 clusters Score: Raw -3827680.368920 + Penalty 3452.137420 = -3824228.231501 nChanged 731 SP:Iteration 21Q (3782.480000 sec): 3 clusters Score: Raw -3827942.219232 + Penalty 3452.137420 = -3824490.081813 nChanged 749 SP:Iteration 22Q (3782.590000 sec): 3 clusters Score: Raw -3828215.574490 + Penalty 3452.137420 = -3824763.437070 nChanged 731 SP:Iteration 23Q (3782.700000 sec): 3 clusters Score: Raw -3828470.525563 + Penalty 3452.137420 = -3825018.388144 nChanged 737 SP:Iteration 24Q (3782.800000 sec): 3 clusters Score: Raw -3828725.951861 + Penalty 3452.137420 = -3825273.814441 nChanged 713 SP:Iteration 25Q (3782.910000 sec): 3 clusters Score: Raw -3828966.086175 + Penalty 3452.137420 = -3825513.948756 nChanged 706 SP:Iteration 26Q (3783.020000 sec): 3 clusters Score: Raw -3829207.772354 + Penalty 3452.137420 = -3825755.634935 nChanged 742 SP:Iteration 27Q (3783.130000 sec): 3 clusters Score: Raw -3829462.370972 + Penalty 3452.137420 = -3826010.233553 nChanged 705 SP:Iteration 28Q (3783.240000 sec): 3 clusters Score: Raw -3829698.277661 + Penalty 3452.137420 = -3826246.140242 nChanged 657 SP:Iteration 29Q (3783.340000 sec): 3 clusters Score: Raw -3829908.472998 + Penalty 3452.137420 = -3826456.335578 nChanged 625 SP:Iteration 30Q (3783.440000 sec): 3 clusters Score: Raw -3830095.693770 + Penalty 3452.137420 = -3826643.556350 nChanged 618 SP:Iteration 31Q (3783.550000 sec): 3 clusters Score: Raw -3830294.637427 + Penalty 3452.137420 = -3826842.500007 nChanged 643 SP:Iteration 32Q (3783.650000 sec): 3 clusters Score: Raw -3830512.436273 + Penalty 3452.137420 = -3827060.298853 nChanged 672 SP:Iteration 33Q (3783.750000 sec): 3 clusters Score: Raw -3830746.872669 + Penalty 3452.137420 = -3827294.735249 nChanged 699 SP:Iteration 34Q (3783.850000 sec): 3 clusters Score: Raw -3831014.998757 + Penalty 3452.137420 = -3827562.861337 nChanged 751 SP:Iteration 35Q (3783.950000 sec): 3 clusters Score: Raw -3831353.746747 + Penalty 3452.137420 = -3827901.609328 nChanged 749 SP:Iteration 36Q (3784.050000 sec): 3 clusters Score: Raw -3831738.745719 + Penalty 3452.137420 = -3828286.608299 nChanged 753 SP:Iteration 37Q (3784.150000 sec): 3 clusters Score: Raw -3832188.311802 + Penalty 3452.137420 = -3828736.174382 nChanged 717 SP:Iteration 38Q (3784.240000 sec): 3 clusters Score: Raw -3832711.971245 + Penalty 3452.137420 = -3829259.833826 nChanged 619 SP:Iteration 39Q (3784.340000 sec): 3 clusters Score: Raw -3833260.694380 + Penalty 3452.137420 = -3829808.556961 nChanged 442 SP:Iteration 40F (3784.450000 sec): 3 clusters Score: Raw -3833722.805991 + Penalty 3452.137420 = -3830270.668571 nChanged 288 SP:Iteration 41Q (3784.540000 sec): 3 clusters Score: Raw -3833956.705687 + Penalty 3452.137420 = -3830504.568267 nChanged 184 SP:Iteration 42Q (3784.630000 sec): 3 clusters Score: Raw -3834063.931566 + Penalty 3452.137420 = -3830611.794146 nChanged 117 SP:Iteration 43Q (3784.710000 sec): 3 clusters Score: Raw -3834118.036072 + Penalty 3452.137420 = -3830665.898652 nChanged 92 SP:Iteration 44Q (3784.800000 sec): 3 clusters Score: Raw -3834149.502997 + Penalty 3452.137420 = -3830697.365578 nChanged 57 SP:Iteration 45Q (3784.880000 sec): 3 clusters Score: Raw -3834166.135468 + Penalty 3452.137420 = -3830713.998049 nChanged 36 SP:Iteration 46Q (3784.970000 sec): 3 clusters Score: Raw -3834175.048874 + Penalty 3452.137420 = -3830722.911455 nChanged 22 SP:Iteration 47Q (3785.050000 sec): 3 clusters Score: Raw -3834179.421350 + Penalty 3452.137420 = -3830727.283931 nChanged 14 SP:Iteration 48Q (3785.140000 sec): 3 clusters Score: Raw -3834181.627660 + Penalty 3452.137420 = -3830729.490241 nChanged 14 SP:Iteration 49Q (3785.220000 sec): 3 clusters Score: Raw -3834183.463858 + Penalty 3452.137420 = -3830731.326439 nChanged 9 SP:Iteration 50Q (3785.300000 sec): 3 clusters Score: Raw -3834185.040149 + Penalty 3452.137420 = -3830732.902730 nChanged 5 SP:Iteration 51Q (3785.390000 sec): 3 clusters Score: Raw -3834185.639524 + Penalty 3452.137420 = -3830733.502104 nChanged 0 SP:Iteration 52F (3785.500000 sec): 3 clusters Score: Raw -3834185.639524 + Penalty 3452.137420 = -3830733.502104 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3785.570000 sec): 2 clusters Score: Raw -1732676.425970 + Penalty 1586.583879 = -1731089.842091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3785.620000 sec): 3 clusters Score: Raw -1722361.386141 + Penalty 3173.167758 = -1719188.218383 nChanged 7760 SP:Iteration 1F (3785.660000 sec): 3 clusters Score: Raw -1726565.073263 + Penalty 3173.167758 = -1723391.905505 nChanged 954 SP:Iteration 2F (3785.710000 sec): 3 clusters Score: Raw -1726978.177114 + Penalty 3173.167758 = -1723805.009356 nChanged 967 SP:Iteration 3F (3785.750000 sec): 3 clusters Score: Raw -1727463.991131 + Penalty 3173.167758 = -1724290.823373 nChanged 1034 SP:Iteration 4F (3785.800000 sec): 3 clusters Score: Raw -1728100.581293 + Penalty 3173.167758 = -1724927.413535 nChanged 1173 SP:Iteration 5F (3785.850000 sec): 3 clusters Score: Raw -1728957.773973 + Penalty 3173.167758 = -1725784.606215 nChanged 1192 SP:Iteration 6F (3785.900000 sec): 3 clusters Score: Raw -1729929.149023 + Penalty 3173.167758 = -1726755.981265 nChanged 1096 SP:Iteration 7F (3785.940000 sec): 3 clusters Score: Raw -1730885.480108 + Penalty 3173.167758 = -1727712.312350 nChanged 835 SP:Iteration 8Q (3785.990000 sec): 3 clusters Score: Raw -1731609.137628 + Penalty 3173.167758 = -1728435.969870 nChanged 570 SP:Iteration 9Q (3786.030000 sec): 3 clusters Score: Raw -1732096.967428 + Penalty 3173.167758 = -1728923.799670 nChanged 370 SP:Iteration 10Q (3786.070000 sec): 3 clusters Score: Raw -1732405.032024 + Penalty 3173.167758 = -1729231.864266 nChanged 255 SP:Iteration 11Q (3786.110000 sec): 3 clusters Score: Raw -1732618.711907 + Penalty 3173.167758 = -1729445.544149 nChanged 174 SP:Iteration 12Q (3786.150000 sec): 3 clusters Score: Raw -1732773.342218 + Penalty 3173.167758 = -1729600.174460 nChanged 115 SP:Iteration 13Q (3786.180000 sec): 3 clusters Score: Raw -1732866.497556 + Penalty 3173.167758 = -1729693.329798 nChanged 73 SP:Iteration 14Q (3786.220000 sec): 3 clusters Score: Raw -1732919.392352 + Penalty 3173.167758 = -1729746.224594 nChanged 62 SP:Iteration 15Q (3786.250000 sec): 3 clusters Score: Raw -1732956.266495 + Penalty 3173.167758 = -1729783.098737 nChanged 39 SP:Iteration 16Q (3786.290000 sec): 3 clusters Score: Raw -1732981.213076 + Penalty 3173.167758 = -1729808.045318 nChanged 24 SP:Iteration 17Q (3786.320000 sec): 3 clusters Score: Raw -1732994.627548 + Penalty 3173.167758 = -1729821.459790 nChanged 18 SP:Iteration 18Q (3786.350000 sec): 3 clusters Score: Raw -1733003.241629 + Penalty 3173.167758 = -1729830.073871 nChanged 16 SP:Iteration 19Q (3786.390000 sec): 3 clusters Score: Raw -1733008.076907 + Penalty 3173.167758 = -1729834.909150 nChanged 8 SP:Iteration 20F (3786.430000 sec): 3 clusters Score: Raw -1733010.703954 + Penalty 3173.167758 = -1729837.536196 nChanged 4 SP:Iteration 21Q (3786.470000 sec): 3 clusters Score: Raw -1733012.696567 + Penalty 3173.167758 = -1729839.528809 nChanged 4 SP:Iteration 22Q (3786.500000 sec): 3 clusters Score: Raw -1733014.394518 + Penalty 3173.167758 = -1729841.226760 nChanged 1 SP:Iteration 23Q (3786.530000 sec): 3 clusters Score: Raw -1733014.506196 + Penalty 3173.167758 = -1729841.338438 nChanged 0 SP:Iteration 24F (3786.580000 sec): 3 clusters Score: Raw -1733014.506196 + Penalty 3173.167758 = -1729841.338438 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3786.600000 sec): 2 clusters Score: Raw -191647.925152 + Penalty 1238.603372 = -190409.321780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.600000 sec): 3 clusters Score: Raw -190752.390881 + Penalty 2477.206743 = -188275.184137 nChanged 734 SP:Iteration 1F (3786.610000 sec): 3 clusters Score: Raw -191235.471023 + Penalty 2477.206743 = -188758.264280 nChanged 162 SP:Iteration 2F (3786.610000 sec): 3 clusters Score: Raw -191349.245541 + Penalty 2477.206743 = -188872.038798 nChanged 94 SP:Iteration 3Q (3786.620000 sec): 3 clusters Score: Raw -191414.470803 + Penalty 2477.206743 = -188937.264059 nChanged 67 SP:Iteration 4Q (3786.620000 sec): 3 clusters Score: Raw -191457.747657 + Penalty 2477.206743 = -188980.540914 nChanged 39 SP:Iteration 5Q (3786.630000 sec): 3 clusters Score: Raw -191479.447858 + Penalty 2477.206743 = -189002.241115 nChanged 20 SP:Iteration 6Q (3786.630000 sec): 3 clusters Score: Raw -191488.042610 + Penalty 2477.206743 = -189010.835867 nChanged 13 SP:Iteration 7Q (3786.640000 sec): 3 clusters Score: Raw -191496.048244 + Penalty 2477.206743 = -189018.841500 nChanged 21 SP:Iteration 8Q (3786.640000 sec): 3 clusters Score: Raw -191509.521469 + Penalty 2477.206743 = -189032.314726 nChanged 28 SP:Iteration 9Q (3786.650000 sec): 3 clusters Score: Raw -191526.882450 + Penalty 2477.206743 = -189049.675706 nChanged 28 SP:Iteration 10Q (3786.650000 sec): 3 clusters Score: Raw -191541.485737 + Penalty 2477.206743 = -189064.278993 nChanged 15 SP:Iteration 11Q (3786.660000 sec): 3 clusters Score: Raw -191547.231682 + Penalty 2477.206743 = -189070.024939 nChanged 8 SP:Iteration 12Q (3786.660000 sec): 3 clusters Score: Raw -191550.766123 + Penalty 2477.206743 = -189073.559380 nChanged 11 SP:Iteration 13Q (3786.670000 sec): 3 clusters Score: Raw -191554.617748 + Penalty 2477.206743 = -189077.411005 nChanged 9 SP:Iteration 14Q (3786.670000 sec): 3 clusters Score: Raw -191563.911282 + Penalty 2477.206743 = -189086.704538 nChanged 13 SP:Iteration 15Q (3786.680000 sec): 3 clusters Score: Raw -191569.169497 + Penalty 2477.206743 = -189091.962754 nChanged 8 SP:Iteration 16Q (3786.680000 sec): 3 clusters Score: Raw -191574.382622 + Penalty 2477.206743 = -189097.175879 nChanged 6 SP:Iteration 17Q (3786.690000 sec): 3 clusters Score: Raw -191577.112355 + Penalty 2477.206743 = -189099.905612 nChanged 5 SP:Iteration 18Q (3786.690000 sec): 3 clusters Score: Raw -191578.766674 + Penalty 2477.206743 = -189101.559931 nChanged 4 SP:Iteration 19Q (3786.700000 sec): 3 clusters Score: Raw -191580.747711 + Penalty 2477.206743 = -189103.540968 nChanged 3 SP:Iteration 20F (3786.710000 sec): 3 clusters Score: Raw -191582.809922 + Penalty 2477.206743 = -189105.603178 nChanged 4 SP:Iteration 21Q (3786.710000 sec): 3 clusters Score: Raw -191584.573286 + Penalty 2477.206743 = -189107.366542 nChanged 5 SP:Iteration 22Q (3786.710000 sec): 3 clusters Score: Raw -191586.380907 + Penalty 2477.206743 = -189109.174163 nChanged 5 SP:Iteration 23Q (3786.720000 sec): 3 clusters Score: Raw -191588.488746 + Penalty 2477.206743 = -189111.282003 nChanged 2 SP:Iteration 24Q (3786.730000 sec): 3 clusters Score: Raw -191590.174853 + Penalty 2477.206743 = -189112.968110 nChanged 4 SP:Iteration 25Q (3786.730000 sec): 3 clusters Score: Raw -191592.936902 + Penalty 2477.206743 = -189115.730158 nChanged 6 SP:Iteration 26Q (3786.730000 sec): 3 clusters Score: Raw -191595.498150 + Penalty 2477.206743 = -189118.291407 nChanged 4 SP:Iteration 27Q (3786.740000 sec): 3 clusters Score: Raw -191597.068927 + Penalty 2477.206743 = -189119.862184 nChanged 5 SP:Iteration 28Q (3786.750000 sec): 3 clusters Score: Raw -191598.575171 + Penalty 2477.206743 = -189121.368427 nChanged 3 SP:Iteration 29Q (3786.750000 sec): 3 clusters Score: Raw -191599.801335 + Penalty 2477.206743 = -189122.594591 nChanged 2 SP:Iteration 30Q (3786.750000 sec): 3 clusters Score: Raw -191601.652674 + Penalty 2477.206743 = -189124.445931 nChanged 4 SP:Iteration 31Q (3786.760000 sec): 3 clusters Score: Raw -191602.656061 + Penalty 2477.206743 = -189125.449317 nChanged 3 SP:Iteration 32Q (3786.770000 sec): 3 clusters Score: Raw -191605.443557 + Penalty 2477.206743 = -189128.236814 nChanged 3 SP:Iteration 33Q (3786.770000 sec): 3 clusters Score: Raw -191606.518413 + Penalty 2477.206743 = -189129.311669 nChanged 3 SP:Iteration 34Q (3786.770000 sec): 3 clusters Score: Raw -191607.863665 + Penalty 2477.206743 = -189130.656921 nChanged 2 SP:Iteration 35Q (3786.780000 sec): 3 clusters Score: Raw -191608.629561 + Penalty 2477.206743 = -189131.422818 nChanged 0 SP:Iteration 36F (3786.790000 sec): 3 clusters Score: Raw -191608.629561 + Penalty 2477.206743 = -189131.422818 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3786.790000 sec): 2 clusters Score: Raw -222700.537214 + Penalty 1261.698101 = -221438.839113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3786.800000 sec): 3 clusters Score: Raw -221639.840169 + Penalty 2523.396202 = -219116.443967 nChanged 819 SP:Iteration 1F (3786.810000 sec): 3 clusters Score: Raw -222151.154184 + Penalty 2523.396202 = -219627.757982 nChanged 180 SP:Iteration 2F (3786.810000 sec): 3 clusters Score: Raw -222275.260293 + Penalty 2523.396202 = -219751.864091 nChanged 102 SP:Iteration 3Q (3786.820000 sec): 3 clusters Score: Raw -222341.794016 + Penalty 2523.396202 = -219818.397814 nChanged 75 SP:Iteration 4Q (3786.820000 sec): 3 clusters Score: Raw -222386.361952 + Penalty 2523.396202 = -219862.965750 nChanged 45 SP:Iteration 5Q (3786.830000 sec): 3 clusters Score: Raw -222409.066414 + Penalty 2523.396202 = -219885.670212 nChanged 42 SP:Iteration 6Q (3786.830000 sec): 3 clusters Score: Raw -222430.714768 + Penalty 2523.396202 = -219907.318566 nChanged 33 SP:Iteration 7Q (3786.840000 sec): 3 clusters Score: Raw -222447.526626 + Penalty 2523.396202 = -219924.130423 nChanged 29 SP:Iteration 8Q (3786.850000 sec): 3 clusters Score: Raw -222461.918845 + Penalty 2523.396202 = -219938.522643 nChanged 25 SP:Iteration 9Q (3786.850000 sec): 3 clusters Score: Raw -222474.651492 + Penalty 2523.396202 = -219951.255290 nChanged 24 SP:Iteration 10Q (3786.860000 sec): 3 clusters Score: Raw -222488.234125 + Penalty 2523.396202 = -219964.837922 nChanged 24 SP:Iteration 11Q (3786.870000 sec): 3 clusters Score: Raw -222497.740594 + Penalty 2523.396202 = -219974.344391 nChanged 15 SP:Iteration 12Q (3786.870000 sec): 3 clusters Score: Raw -222504.041918 + Penalty 2523.396202 = -219980.645716 nChanged 12 SP:Iteration 13Q (3786.880000 sec): 3 clusters Score: Raw -222509.134643 + Penalty 2523.396202 = -219985.738441 nChanged 11 SP:Iteration 14Q (3786.880000 sec): 3 clusters Score: Raw -222514.314568 + Penalty 2523.396202 = -219990.918366 nChanged 12 SP:Iteration 15Q (3786.890000 sec): 3 clusters Score: Raw -222519.882819 + Penalty 2523.396202 = -219996.486617 nChanged 6 SP:Iteration 16Q (3786.890000 sec): 3 clusters Score: Raw -222522.850920 + Penalty 2523.396202 = -219999.454718 nChanged 7 SP:Iteration 17Q (3786.900000 sec): 3 clusters Score: Raw -222525.718702 + Penalty 2523.396202 = -220002.322500 nChanged 4 SP:Iteration 18Q (3786.910000 sec): 3 clusters Score: Raw -222526.916723 + Penalty 2523.396202 = -220003.520521 nChanged 5 SP:Iteration 19Q (3786.910000 sec): 3 clusters Score: Raw -222529.434306 + Penalty 2523.396202 = -220006.038104 nChanged 5 SP:Iteration 20F (3786.920000 sec): 3 clusters Score: Raw -222531.740662 + Penalty 2523.396202 = -220008.344460 nChanged 7 SP:Iteration 21Q (3786.920000 sec): 3 clusters Score: Raw -222536.545965 + Penalty 2523.396202 = -220013.149763 nChanged 5 SP:Iteration 22Q (3786.930000 sec): 3 clusters Score: Raw -222538.237724 + Penalty 2523.396202 = -220014.841522 nChanged 4 SP:Iteration 23Q (3786.930000 sec): 3 clusters Score: Raw -222540.928190 + Penalty 2523.396202 = -220017.531988 nChanged 1 SP:Iteration 24Q (3786.940000 sec): 3 clusters Score: Raw -222541.130190 + Penalty 2523.396202 = -220017.733988 nChanged 1 SP:Iteration 25Q (3786.950000 sec): 3 clusters Score: Raw -222541.666677 + Penalty 2523.396202 = -220018.270475 nChanged 2 SP:Iteration 26Q (3786.950000 sec): 3 clusters Score: Raw -222542.591131 + Penalty 2523.396202 = -220019.194929 nChanged 1 SP:Iteration 27Q (3786.960000 sec): 3 clusters Score: Raw -222542.919802 + Penalty 2523.396202 = -220019.523599 nChanged 0 SP:Iteration 28F (3786.970000 sec): 3 clusters Score: Raw -222542.919802 + Penalty 2523.396202 = -220019.523599 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (440547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3788.450000 sec): 2 clusters Score: Raw -42681699.076881 + Penalty 2111.813018 = -42679587.263864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3789.670000 sec): 3 clusters Score: Raw -42385694.938832 + Penalty 4223.626035 = -42381471.312797 nChanged 215375 SP:Iteration 1F (3790.890000 sec): 3 clusters Score: Raw -42516012.234907 + Penalty 4223.626035 = -42511788.608872 nChanged 10157 SP:Iteration 2Q (3792.130000 sec): 3 clusters Score: Raw -42517772.009060 + Penalty 4223.626035 = -42513548.383025 nChanged 11731 SP:Iteration 3Q (3793.380000 sec): 3 clusters Score: Raw -42520473.213150 + Penalty 4223.626035 = -42516249.587115 nChanged 14877 SP:Iteration 4Q (3794.620000 sec): 3 clusters Score: Raw -42525217.217110 + Penalty 4223.626035 = -42520993.591075 nChanged 20508 SP:Iteration 5Q (3795.860000 sec): 3 clusters Score: Raw -42534398.652825 + Penalty 4223.626035 = -42530175.026790 nChanged 28267 SP:Iteration 6F (3797.070000 sec): 3 clusters Score: Raw -42551646.052727 + Penalty 4223.626035 = -42547422.426692 nChanged 36074 SP:Iteration 7F (3798.280000 sec): 3 clusters Score: Raw -42579888.403012 + Penalty 4223.626035 = -42575664.776977 nChanged 39333 SP:Iteration 8F (3799.480000 sec): 3 clusters Score: Raw -42616224.340140 + Penalty 4223.626035 = -42612000.714105 nChanged 33387 SP:Iteration 9F (3800.670000 sec): 3 clusters Score: Raw -42649439.907154 + Penalty 4223.626035 = -42645216.281119 nChanged 20554 SP:Iteration 10Q (3801.820000 sec): 3 clusters Score: Raw -42669713.811976 + Penalty 4223.626035 = -42665490.185941 nChanged 9121 SP:Iteration 11Q (3802.870000 sec): 3 clusters Score: Raw -42678158.828641 + Penalty 4223.626035 = -42673935.202606 nChanged 3047 SP:Iteration 12Q (3803.830000 sec): 3 clusters Score: Raw -42680725.773358 + Penalty 4223.626035 = -42676502.147323 nChanged 978 SP:Iteration 13Q (3804.720000 sec): 3 clusters Score: Raw -42681532.212489 + Penalty 4223.626035 = -42677308.586454 nChanged 296 SP:Iteration 14Q (3805.580000 sec): 3 clusters Score: Raw -42681774.846411 + Penalty 4223.626035 = -42677551.220375 nChanged 116 SP:Iteration 15Q (3806.420000 sec): 3 clusters Score: Raw -42681886.798750 + Penalty 4223.626035 = -42677663.172715 nChanged 64 SP:Iteration 16Q (3807.260000 sec): 3 clusters Score: Raw -42681981.172356 + Penalty 4223.626035 = -42677757.546321 nChanged 50 SP:Iteration 17Q (3808.100000 sec): 3 clusters Score: Raw -42682062.202851 + Penalty 4223.626035 = -42677838.576816 nChanged 51 SP:Iteration 18Q (3808.930000 sec): 3 clusters Score: Raw -42682149.318042 + Penalty 4223.626035 = -42677925.692007 nChanged 63 SP:Iteration 19Q (3809.760000 sec): 3 clusters Score: Raw -42682223.230312 + Penalty 4223.626035 = -42677999.604277 nChanged 44 SP:Iteration 20F (3810.940000 sec): 3 clusters Score: Raw -42682264.820722 + Penalty 4223.626035 = -42678041.194687 nChanged 43 SP:Iteration 21Q (3811.770000 sec): 3 clusters Score: Raw -42682307.152261 + Penalty 4223.626035 = -42678083.526226 nChanged 32 SP:Iteration 22Q (3812.600000 sec): 3 clusters Score: Raw -42682337.015976 + Penalty 4223.626035 = -42678113.389941 nChanged 38 SP:Iteration 23Q (3813.440000 sec): 3 clusters Score: Raw -42682363.644640 + Penalty 4223.626035 = -42678140.018604 nChanged 39 SP:Iteration 24Q (3814.270000 sec): 3 clusters Score: Raw -42682393.213596 + Penalty 4223.626035 = -42678169.587561 nChanged 42 SP:Iteration 25Q (3815.100000 sec): 3 clusters Score: Raw -42682419.622529 + Penalty 4223.626035 = -42678195.996494 nChanged 41 SP:Iteration 26Q (3815.930000 sec): 3 clusters Score: Raw -42682448.949495 + Penalty 4223.626035 = -42678225.323460 nChanged 35 SP:Iteration 27Q (3816.760000 sec): 3 clusters Score: Raw -42682470.633089 + Penalty 4223.626035 = -42678247.007054 nChanged 31 SP:Iteration 28Q (3817.590000 sec): 3 clusters Score: Raw -42682489.773510 + Penalty 4223.626035 = -42678266.147475 nChanged 31 SP:Iteration 29Q (3818.430000 sec): 3 clusters Score: Raw -42682508.146724 + Penalty 4223.626035 = -42678284.520689 nChanged 27 SP:Iteration 30Q (3819.270000 sec): 3 clusters Score: Raw -42682521.809482 + Penalty 4223.626035 = -42678298.183447 nChanged 25 SP:Iteration 31Q (3820.100000 sec): 3 clusters Score: Raw -42682535.898260 + Penalty 4223.626035 = -42678312.272225 nChanged 30 SP:Iteration 32Q (3820.940000 sec): 3 clusters Score: Raw -42682553.718778 + Penalty 4223.626035 = -42678330.092743 nChanged 31 SP:Iteration 33Q (3821.770000 sec): 3 clusters Score: Raw -42682572.545326 + Penalty 4223.626035 = -42678348.919291 nChanged 24 SP:Iteration 34Q (3822.600000 sec): 3 clusters Score: Raw -42682585.135565 + Penalty 4223.626035 = -42678361.509530 nChanged 25 SP:Iteration 35Q (3823.430000 sec): 3 clusters Score: Raw -42682598.787019 + Penalty 4223.626035 = -42678375.160984 nChanged 24 SP:Iteration 36Q (3824.270000 sec): 3 clusters Score: Raw -42682611.067718 + Penalty 4223.626035 = -42678387.441683 nChanged 18 SP:Iteration 37Q (3825.100000 sec): 3 clusters Score: Raw -42682619.491940 + Penalty 4223.626035 = -42678395.865905 nChanged 14 SP:Iteration 38Q (3825.940000 sec): 3 clusters Score: Raw -42682624.508466 + Penalty 4223.626035 = -42678400.882431 nChanged 7 SP:Iteration 39Q (3826.770000 sec): 3 clusters Score: Raw -42682627.375354 + Penalty 4223.626035 = -42678403.749319 nChanged 8 SP:Iteration 40F (3827.950000 sec): 3 clusters Score: Raw -42682639.298543 + Penalty 4223.626035 = -42678415.672508 nChanged 23 SP:Iteration 41Q (3828.780000 sec): 3 clusters Score: Raw -42682652.282397 + Penalty 4223.626035 = -42678428.656362 nChanged 29 SP:Iteration 42Q (3829.620000 sec): 3 clusters Score: Raw -42682664.822035 + Penalty 4223.626035 = -42678441.195999 nChanged 26 SP:Iteration 43Q (3830.460000 sec): 3 clusters Score: Raw -42682674.366293 + Penalty 4223.626035 = -42678450.740258 nChanged 23 SP:Iteration 44Q (3831.300000 sec): 3 clusters Score: Raw -42682681.779762 + Penalty 4223.626035 = -42678458.153727 nChanged 18 SP:Iteration 45Q (3832.130000 sec): 3 clusters Score: Raw -42682689.281413 + Penalty 4223.626035 = -42678465.655378 nChanged 24 SP:Iteration 46Q (3832.960000 sec): 3 clusters Score: Raw -42682695.769366 + Penalty 4223.626035 = -42678472.143331 nChanged 20 SP:Iteration 47Q (3833.790000 sec): 3 clusters Score: Raw -42682701.840155 + Penalty 4223.626035 = -42678478.214120 nChanged 19 SP:Iteration 48Q (3834.630000 sec): 3 clusters Score: Raw -42682707.064701 + Penalty 4223.626035 = -42678483.438666 nChanged 17 SP:Iteration 49Q (3835.460000 sec): 3 clusters Score: Raw -42682713.313367 + Penalty 4223.626035 = -42678489.687331 nChanged 24 SP:Iteration 50Q (3836.290000 sec): 3 clusters Score: Raw -42682723.484343 + Penalty 4223.626035 = -42678499.858307 nChanged 25 SP:Iteration 51Q (3837.120000 sec): 3 clusters Score: Raw -42682733.067805 + Penalty 4223.626035 = -42678509.441769 nChanged 26 SP:Iteration 52Q (3837.950000 sec): 3 clusters Score: Raw -42682742.397510 + Penalty 4223.626035 = -42678518.771474 nChanged 21 SP:Iteration 53Q (3838.780000 sec): 3 clusters Score: Raw -42682748.821323 + Penalty 4223.626035 = -42678525.195287 nChanged 20 SP:Iteration 54Q (3839.610000 sec): 3 clusters Score: Raw -42682754.391548 + Penalty 4223.626035 = -42678530.765513 nChanged 19 SP:Iteration 55Q (3840.450000 sec): 3 clusters Score: Raw -42682760.022876 + Penalty 4223.626035 = -42678536.396841 nChanged 21 SP:Iteration 56Q (3841.280000 sec): 3 clusters Score: Raw -42682765.894586 + Penalty 4223.626035 = -42678542.268551 nChanged 26 SP:Iteration 57Q (3842.120000 sec): 3 clusters Score: Raw -42682776.585835 + Penalty 4223.626035 = -42678552.959800 nChanged 34 SP:Iteration 58Q (3842.950000 sec): 3 clusters Score: Raw -42682787.748736 + Penalty 4223.626035 = -42678564.122701 nChanged 33 SP:Iteration 59Q (3843.780000 sec): 3 clusters Score: Raw -42682797.617560 + Penalty 4223.626035 = -42678573.991525 nChanged 25 SP:Iteration 60F (3844.960000 sec): 3 clusters Score: Raw -42682804.496612 + Penalty 4223.626035 = -42678580.870577 nChanged 20 SP:Iteration 61Q (3845.790000 sec): 3 clusters Score: Raw -42682809.597516 + Penalty 4223.626035 = -42678585.971481 nChanged 21 SP:Iteration 62Q (3846.630000 sec): 3 clusters Score: Raw -42682814.774973 + Penalty 4223.626035 = -42678591.148938 nChanged 19 SP:Iteration 63Q (3847.460000 sec): 3 clusters Score: Raw -42682819.681010 + Penalty 4223.626035 = -42678596.054975 nChanged 16 SP:Iteration 64Q (3848.300000 sec): 3 clusters Score: Raw -42682824.154186 + Penalty 4223.626035 = -42678600.528151 nChanged 19 SP:Iteration 65Q (3849.130000 sec): 3 clusters Score: Raw -42682828.958849 + Penalty 4223.626035 = -42678605.332814 nChanged 24 SP:Iteration 66Q (3849.960000 sec): 3 clusters Score: Raw -42682834.512728 + Penalty 4223.626035 = -42678610.886693 nChanged 19 SP:Iteration 67Q (3850.800000 sec): 3 clusters Score: Raw -42682840.194793 + Penalty 4223.626035 = -42678616.568758 nChanged 27 SP:Iteration 68Q (3851.640000 sec): 3 clusters Score: Raw -42682847.612510 + Penalty 4223.626035 = -42678623.986474 nChanged 28 SP:Iteration 69Q (3852.480000 sec): 3 clusters Score: Raw -42682856.335779 + Penalty 4223.626035 = -42678632.709744 nChanged 31 SP:Iteration 70Q (3853.300000 sec): 3 clusters Score: Raw -42682866.044153 + Penalty 4223.626035 = -42678642.418118 nChanged 35 SP:Iteration 71Q (3854.140000 sec): 3 clusters Score: Raw -42682876.491936 + Penalty 4223.626035 = -42678652.865901 nChanged 35 SP:Iteration 72Q (3854.970000 sec): 3 clusters Score: Raw -42682887.277448 + Penalty 4223.626035 = -42678663.651412 nChanged 28 SP:Iteration 73Q (3855.800000 sec): 3 clusters Score: Raw -42682895.216942 + Penalty 4223.626035 = -42678671.590907 nChanged 28 SP:Iteration 74Q (3856.640000 sec): 3 clusters Score: Raw -42682902.375262 + Penalty 4223.626035 = -42678678.749227 nChanged 22 SP:Iteration 75Q (3857.480000 sec): 3 clusters Score: Raw -42682906.577007 + Penalty 4223.626035 = -42678682.950972 nChanged 18 SP:Iteration 76Q (3858.310000 sec): 3 clusters Score: Raw -42682909.537155 + Penalty 4223.626035 = -42678685.911120 nChanged 13 SP:Iteration 77Q (3859.140000 sec): 3 clusters Score: Raw -42682912.027781 + Penalty 4223.626035 = -42678688.401746 nChanged 16 SP:Iteration 78Q (3859.970000 sec): 3 clusters Score: Raw -42682915.646838 + Penalty 4223.626035 = -42678692.020803 nChanged 15 SP:Iteration 79Q (3860.810000 sec): 3 clusters Score: Raw -42682919.467239 + Penalty 4223.626035 = -42678695.841204 nChanged 15 SP:Iteration 80F (3861.980000 sec): 3 clusters Score: Raw -42682922.496882 + Penalty 4223.626035 = -42678698.870846 nChanged 8 SP:Iteration 81Q (3862.810000 sec): 3 clusters Score: Raw -42682924.135749 + Penalty 4223.626035 = -42678700.509714 nChanged 12 SP:Iteration 82Q (3863.640000 sec): 3 clusters Score: Raw -42682926.573698 + Penalty 4223.626035 = -42678702.947663 nChanged 15 SP:Iteration 83Q (3864.480000 sec): 3 clusters Score: Raw -42682929.987992 + Penalty 4223.626035 = -42678706.361957 nChanged 17 SP:Iteration 84Q (3865.310000 sec): 3 clusters Score: Raw -42682932.872936 + Penalty 4223.626035 = -42678709.246901 nChanged 14 SP:Iteration 85Q (3866.140000 sec): 3 clusters Score: Raw -42682935.891028 + Penalty 4223.626035 = -42678712.264993 nChanged 14 SP:Iteration 86Q (3866.970000 sec): 3 clusters Score: Raw -42682939.755637 + Penalty 4223.626035 = -42678716.129602 nChanged 18 SP:Iteration 87Q (3867.810000 sec): 3 clusters Score: Raw -42682944.194339 + Penalty 4223.626035 = -42678720.568304 nChanged 19 SP:Iteration 88Q (3868.640000 sec): 3 clusters Score: Raw -42682948.449113 + Penalty 4223.626035 = -42678724.823078 nChanged 25 SP:Iteration 89Q (3869.470000 sec): 3 clusters Score: Raw -42682953.976061 + Penalty 4223.626035 = -42678730.350026 nChanged 17 SP:Iteration 90Q (3870.300000 sec): 3 clusters Score: Raw -42682957.013359 + Penalty 4223.626035 = -42678733.387324 nChanged 18 SP:Iteration 91Q (3871.140000 sec): 3 clusters Score: Raw -42682960.061113 + Penalty 4223.626035 = -42678736.435078 nChanged 15 SP:Iteration 92Q (3871.970000 sec): 3 clusters Score: Raw -42682962.647617 + Penalty 4223.626035 = -42678739.021582 nChanged 18 SP:Iteration 93Q (3872.800000 sec): 3 clusters Score: Raw -42682965.166176 + Penalty 4223.626035 = -42678741.540141 nChanged 13 SP:Iteration 94Q (3873.640000 sec): 3 clusters Score: Raw -42682967.554508 + Penalty 4223.626035 = -42678743.928473 nChanged 15 SP:Iteration 95Q (3874.470000 sec): 3 clusters Score: Raw -42682970.250619 + Penalty 4223.626035 = -42678746.624584 nChanged 17 SP:Iteration 96Q (3875.300000 sec): 3 clusters Score: Raw -42682973.279192 + Penalty 4223.626035 = -42678749.653157 nChanged 19 SP:Iteration 97Q (3876.130000 sec): 3 clusters Score: Raw -42682975.891675 + Penalty 4223.626035 = -42678752.265640 nChanged 12 SP:Iteration 98Q (3876.960000 sec): 3 clusters Score: Raw -42682977.990277 + Penalty 4223.626035 = -42678754.364242 nChanged 9 SP:Iteration 99Q (3877.790000 sec): 3 clusters Score: Raw -42682979.355179 + Penalty 4223.626035 = -42678755.729144 nChanged 9 SP:Iteration 100F (3878.970000 sec): 3 clusters Score: Raw -42682980.610880 + Penalty 4223.626035 = -42678756.984845 nChanged 10 SP:Iteration 101Q (3879.810000 sec): 3 clusters Score: Raw -42682982.125544 + Penalty 4223.626035 = -42678758.499509 nChanged 9 SP:Iteration 102Q (3880.640000 sec): 3 clusters Score: Raw -42682983.538523 + Penalty 4223.626035 = -42678759.912488 nChanged 9 SP:Iteration 103Q (3881.480000 sec): 3 clusters Score: Raw -42682984.586399 + Penalty 4223.626035 = -42678760.960364 nChanged 6 SP:Iteration 104Q (3882.320000 sec): 3 clusters Score: Raw -42682985.875259 + Penalty 4223.626035 = -42678762.249224 nChanged 15 SP:Iteration 105Q (3883.160000 sec): 3 clusters Score: Raw -42682988.240638 + Penalty 4223.626035 = -42678764.614603 nChanged 13 SP:Iteration 106Q (3883.990000 sec): 3 clusters Score: Raw -42682990.183861 + Penalty 4223.626035 = -42678766.557826 nChanged 13 SP:Iteration 107Q (3884.820000 sec): 3 clusters Score: Raw -42682992.486733 + Penalty 4223.626035 = -42678768.860698 nChanged 13 SP:Iteration 108Q (3885.660000 sec): 3 clusters Score: Raw -42682995.129793 + Penalty 4223.626035 = -42678771.503758 nChanged 14 SP:Iteration 109Q (3886.500000 sec): 3 clusters Score: Raw -42682997.829486 + Penalty 4223.626035 = -42678774.203451 nChanged 14 SP:Iteration 110Q (3887.330000 sec): 3 clusters Score: Raw -42683000.479923 + Penalty 4223.626035 = -42678776.853887 nChanged 16 SP:Iteration 111Q (3888.160000 sec): 3 clusters Score: Raw -42683003.309365 + Penalty 4223.626035 = -42678779.683330 nChanged 15 SP:Iteration 112Q (3888.990000 sec): 3 clusters Score: Raw -42683005.644713 + Penalty 4223.626035 = -42678782.018678 nChanged 18 SP:Iteration 113Q (3889.830000 sec): 3 clusters Score: Raw -42683008.356771 + Penalty 4223.626035 = -42678784.730736 nChanged 13 SP:Iteration 114Q (3890.660000 sec): 3 clusters Score: Raw -42683009.993714 + Penalty 4223.626035 = -42678786.367679 nChanged 8 SP:Iteration 115Q (3891.490000 sec): 3 clusters Score: Raw -42683010.870046 + Penalty 4223.626035 = -42678787.244011 nChanged 4 SP:Iteration 116Q (3892.330000 sec): 3 clusters Score: Raw -42683011.218776 + Penalty 4223.626035 = -42678787.592741 nChanged 3 SP:Iteration 117Q (3893.150000 sec): 3 clusters Score: Raw -42683011.555841 + Penalty 4223.626035 = -42678787.929806 nChanged 2 SP:Iteration 118Q (3893.990000 sec): 3 clusters Score: Raw -42683011.765281 + Penalty 4223.626035 = -42678788.139246 nChanged 0 SP:Iteration 119F (3895.160000 sec): 3 clusters Score: Raw -42683011.765281 + Penalty 4223.626035 = -42678788.139246 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3895.430000 sec): 2 clusters Score: Raw -354153.478142 + Penalty 1328.983202 = -352824.494940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3895.450000 sec): 3 clusters Score: Raw -352392.313798 + Penalty 2657.966404 = -349734.347394 nChanged 1356 SP:Iteration 1F (3895.450000 sec): 3 clusters Score: Raw -353176.906135 + Penalty 2657.966404 = -350518.939731 nChanged 283 SP:Iteration 2F (3895.460000 sec): 3 clusters Score: Raw -353346.807864 + Penalty 2657.966404 = -350688.841460 nChanged 177 SP:Iteration 3Q (3895.470000 sec): 3 clusters Score: Raw -353446.257851 + Penalty 2657.966404 = -350788.291448 nChanged 127 SP:Iteration 4Q (3895.480000 sec): 3 clusters Score: Raw -353515.175727 + Penalty 2657.966404 = -350857.209324 nChanged 99 SP:Iteration 5Q (3895.490000 sec): 3 clusters Score: Raw -353563.180118 + Penalty 2657.966404 = -350905.213714 nChanged 83 SP:Iteration 6Q (3895.500000 sec): 3 clusters Score: Raw -353599.511310 + Penalty 2657.966404 = -350941.544906 nChanged 68 SP:Iteration 7Q (3895.510000 sec): 3 clusters Score: Raw -353629.233325 + Penalty 2657.966404 = -350971.266921 nChanged 56 SP:Iteration 8Q (3895.510000 sec): 3 clusters Score: Raw -353653.581209 + Penalty 2657.966404 = -350995.614805 nChanged 61 SP:Iteration 9Q (3895.520000 sec): 3 clusters Score: Raw -353678.439802 + Penalty 2657.966404 = -351020.473398 nChanged 44 SP:Iteration 10Q (3895.530000 sec): 3 clusters Score: Raw -353698.245745 + Penalty 2657.966404 = -351040.279341 nChanged 36 SP:Iteration 11Q (3895.540000 sec): 3 clusters Score: Raw -353712.266847 + Penalty 2657.966404 = -351054.300443 nChanged 40 SP:Iteration 12Q (3895.550000 sec): 3 clusters Score: Raw -353725.440392 + Penalty 2657.966404 = -351067.473988 nChanged 42 SP:Iteration 13Q (3895.560000 sec): 3 clusters Score: Raw -353744.605704 + Penalty 2657.966404 = -351086.639301 nChanged 44 SP:Iteration 14Q (3895.570000 sec): 3 clusters Score: Raw -353763.083390 + Penalty 2657.966404 = -351105.116986 nChanged 30 SP:Iteration 15Q (3895.570000 sec): 3 clusters Score: Raw -353775.467420 + Penalty 2657.966404 = -351117.501016 nChanged 30 SP:Iteration 16Q (3895.590000 sec): 3 clusters Score: Raw -353788.450382 + Penalty 2657.966404 = -351130.483978 nChanged 34 SP:Iteration 17Q (3895.590000 sec): 3 clusters Score: Raw -353802.095040 + Penalty 2657.966404 = -351144.128636 nChanged 29 SP:Iteration 18Q (3895.600000 sec): 3 clusters Score: Raw -353813.356226 + Penalty 2657.966404 = -351155.389822 nChanged 33 SP:Iteration 19Q (3895.610000 sec): 3 clusters Score: Raw -353825.535064 + Penalty 2657.966404 = -351167.568660 nChanged 34 SP:Iteration 20F (3895.620000 sec): 3 clusters Score: Raw -353838.227569 + Penalty 2657.966404 = -351180.261165 nChanged 33 SP:Iteration 21Q (3895.630000 sec): 3 clusters Score: Raw -353850.642225 + Penalty 2657.966404 = -351192.675821 nChanged 31 SP:Iteration 22Q (3895.640000 sec): 3 clusters Score: Raw -353861.730902 + Penalty 2657.966404 = -351203.764498 nChanged 27 SP:Iteration 23Q (3895.650000 sec): 3 clusters Score: Raw -353873.089069 + Penalty 2657.966404 = -351215.122665 nChanged 37 SP:Iteration 24Q (3895.650000 sec): 3 clusters Score: Raw -353884.128021 + Penalty 2657.966404 = -351226.161617 nChanged 32 SP:Iteration 25Q (3895.660000 sec): 3 clusters Score: Raw -353897.224750 + Penalty 2657.966404 = -351239.258346 nChanged 26 SP:Iteration 26Q (3895.670000 sec): 3 clusters Score: Raw -353908.479911 + Penalty 2657.966404 = -351250.513507 nChanged 33 SP:Iteration 27Q (3895.680000 sec): 3 clusters Score: Raw -353921.463230 + Penalty 2657.966404 = -351263.496826 nChanged 32 SP:Iteration 28Q (3895.690000 sec): 3 clusters Score: Raw -353933.389966 + Penalty 2657.966404 = -351275.423563 nChanged 32 SP:Iteration 29Q (3895.700000 sec): 3 clusters Score: Raw -353944.787206 + Penalty 2657.966404 = -351286.820802 nChanged 38 SP:Iteration 30Q (3895.710000 sec): 3 clusters Score: Raw -353957.164920 + Penalty 2657.966404 = -351299.198516 nChanged 29 SP:Iteration 31Q (3895.710000 sec): 3 clusters Score: Raw -353966.194546 + Penalty 2657.966404 = -351308.228142 nChanged 24 SP:Iteration 32Q (3895.720000 sec): 3 clusters Score: Raw -353973.572555 + Penalty 2657.966404 = -351315.606151 nChanged 28 SP:Iteration 33Q (3895.730000 sec): 3 clusters Score: Raw -353984.036592 + Penalty 2657.966404 = -351326.070188 nChanged 29 SP:Iteration 34Q (3895.740000 sec): 3 clusters Score: Raw -353997.444972 + Penalty 2657.966404 = -351339.478568 nChanged 42 SP:Iteration 35Q (3895.750000 sec): 3 clusters Score: Raw -354013.294177 + Penalty 2657.966404 = -351355.327773 nChanged 33 SP:Iteration 36Q (3895.760000 sec): 3 clusters Score: Raw -354027.494049 + Penalty 2657.966404 = -351369.527646 nChanged 31 SP:Iteration 37Q (3895.770000 sec): 3 clusters Score: Raw -354039.202174 + Penalty 2657.966404 = -351381.235770 nChanged 35 SP:Iteration 38Q (3895.770000 sec): 3 clusters Score: Raw -354051.133492 + Penalty 2657.966404 = -351393.167088 nChanged 29 SP:Iteration 39Q (3895.780000 sec): 3 clusters Score: Raw -354062.351695 + Penalty 2657.966404 = -351404.385291 nChanged 33 SP:Iteration 40F (3895.790000 sec): 3 clusters Score: Raw -354077.334958 + Penalty 2657.966404 = -351419.368555 nChanged 32 SP:Iteration 41Q (3895.800000 sec): 3 clusters Score: Raw -354088.592865 + Penalty 2657.966404 = -351430.626462 nChanged 34 SP:Iteration 42Q (3895.810000 sec): 3 clusters Score: Raw -354102.719602 + Penalty 2657.966404 = -351444.753198 nChanged 35 SP:Iteration 43Q (3895.810000 sec): 3 clusters Score: Raw -354115.549703 + Penalty 2657.966404 = -351457.583299 nChanged 25 SP:Iteration 44Q (3895.830000 sec): 3 clusters Score: Raw -354124.924281 + Penalty 2657.966404 = -351466.957877 nChanged 22 SP:Iteration 45Q (3895.830000 sec): 3 clusters Score: Raw -354134.197367 + Penalty 2657.966404 = -351476.230963 nChanged 30 SP:Iteration 46Q (3895.840000 sec): 3 clusters Score: Raw -354145.396880 + Penalty 2657.966404 = -351487.430476 nChanged 28 SP:Iteration 47Q (3895.850000 sec): 3 clusters Score: Raw -354158.951922 + Penalty 2657.966404 = -351500.985519 nChanged 33 SP:Iteration 48Q (3895.860000 sec): 3 clusters Score: Raw -354177.385015 + Penalty 2657.966404 = -351519.418611 nChanged 30 SP:Iteration 49Q (3895.870000 sec): 3 clusters Score: Raw -354191.180444 + Penalty 2657.966404 = -351533.214040 nChanged 37 SP:Iteration 50Q (3895.870000 sec): 3 clusters Score: Raw -354207.041853 + Penalty 2657.966404 = -351549.075450 nChanged 34 SP:Iteration 51Q (3895.880000 sec): 3 clusters Score: Raw -354221.714132 + Penalty 2657.966404 = -351563.747728 nChanged 27 SP:Iteration 52Q (3895.890000 sec): 3 clusters Score: Raw -354232.695533 + Penalty 2657.966404 = -351574.729129 nChanged 24 SP:Iteration 53Q (3895.900000 sec): 3 clusters Score: Raw -354243.159910 + Penalty 2657.966404 = -351585.193506 nChanged 16 SP:Iteration 54Q (3895.910000 sec): 3 clusters Score: Raw -354249.886950 + Penalty 2657.966404 = -351591.920546 nChanged 23 SP:Iteration 55Q (3895.920000 sec): 3 clusters Score: Raw -354258.852753 + Penalty 2657.966404 = -351600.886349 nChanged 24 SP:Iteration 56Q (3895.930000 sec): 3 clusters Score: Raw -354265.655431 + Penalty 2657.966404 = -351607.689028 nChanged 18 SP:Iteration 57Q (3895.930000 sec): 3 clusters Score: Raw -354272.846366 + Penalty 2657.966404 = -351614.879963 nChanged 19 SP:Iteration 58Q (3895.940000 sec): 3 clusters Score: Raw -354282.530321 + Penalty 2657.966404 = -351624.563917 nChanged 23 SP:Iteration 59Q (3895.950000 sec): 3 clusters Score: Raw -354290.774091 + Penalty 2657.966404 = -351632.807688 nChanged 16 SP:Iteration 60F (3895.960000 sec): 3 clusters Score: Raw -354295.889084 + Penalty 2657.966404 = -351637.922680 nChanged 10 SP:Iteration 61Q (3895.970000 sec): 3 clusters Score: Raw -354299.490310 + Penalty 2657.966404 = -351641.523907 nChanged 13 SP:Iteration 62Q (3895.980000 sec): 3 clusters Score: Raw -354303.726487 + Penalty 2657.966404 = -351645.760083 nChanged 17 SP:Iteration 63Q (3895.990000 sec): 3 clusters Score: Raw -354310.765754 + Penalty 2657.966404 = -351652.799350 nChanged 19 SP:Iteration 64Q (3895.990000 sec): 3 clusters Score: Raw -354318.518628 + Penalty 2657.966404 = -351660.552224 nChanged 16 SP:Iteration 65Q (3896.000000 sec): 3 clusters Score: Raw -354324.315970 + Penalty 2657.966404 = -351666.349566 nChanged 8 SP:Iteration 66Q (3896.010000 sec): 3 clusters Score: Raw -354327.069799 + Penalty 2657.966404 = -351669.103396 nChanged 9 SP:Iteration 67Q (3896.020000 sec): 3 clusters Score: Raw -354330.602162 + Penalty 2657.966404 = -351672.635759 nChanged 10 SP:Iteration 68Q (3896.030000 sec): 3 clusters Score: Raw -354333.439684 + Penalty 2657.966404 = -351675.473280 nChanged 8 SP:Iteration 69Q (3896.030000 sec): 3 clusters Score: Raw -354336.169233 + Penalty 2657.966404 = -351678.202829 nChanged 10 SP:Iteration 70Q (3896.040000 sec): 3 clusters Score: Raw -354339.306305 + Penalty 2657.966404 = -351681.339901 nChanged 9 SP:Iteration 71Q (3896.050000 sec): 3 clusters Score: Raw -354343.222715 + Penalty 2657.966404 = -351685.256312 nChanged 12 SP:Iteration 72Q (3896.060000 sec): 3 clusters Score: Raw -354347.177955 + Penalty 2657.966404 = -351689.211551 nChanged 6 SP:Iteration 73Q (3896.070000 sec): 3 clusters Score: Raw -354348.951153 + Penalty 2657.966404 = -351690.984749 nChanged 7 SP:Iteration 74Q (3896.080000 sec): 3 clusters Score: Raw -354351.355683 + Penalty 2657.966404 = -351693.389279 nChanged 5 SP:Iteration 75Q (3896.090000 sec): 3 clusters Score: Raw -354352.488896 + Penalty 2657.966404 = -351694.522492 nChanged 5 SP:Iteration 76Q (3896.090000 sec): 3 clusters Score: Raw -354353.810130 + Penalty 2657.966404 = -351695.843726 nChanged 5 SP:Iteration 77Q (3896.100000 sec): 3 clusters Score: Raw -354355.316776 + Penalty 2657.966404 = -351697.350373 nChanged 4 SP:Iteration 78Q (3896.110000 sec): 3 clusters Score: Raw -354356.190536 + Penalty 2657.966404 = -351698.224132 nChanged 2 SP:Iteration 79Q (3896.120000 sec): 3 clusters Score: Raw -354356.721816 + Penalty 2657.966404 = -351698.755412 nChanged 1 SP:Iteration 80F (3896.130000 sec): 3 clusters Score: Raw -354356.818412 + Penalty 2657.966404 = -351698.852009 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.130000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3896.130000 sec): 3 clusters Score: Raw -20023.236361 + Penalty 1748.466640 = -18274.769722 nChanged 30 SP:Iteration 1F (3896.130000 sec): 3 clusters Score: Raw -20110.651529 + Penalty 1748.466640 = -18362.184889 nChanged 10 SP:Iteration 2Q (3896.130000 sec): 3 clusters Score: Raw -20147.327726 + Penalty 1748.466640 = -18398.861086 nChanged 5 SP:Iteration 3Q (3896.130000 sec): 3 clusters Score: Raw -20163.154021 + Penalty 1748.466640 = -18414.687381 nChanged 3 SP:Iteration 4Q (3896.130000 sec): 3 clusters Score: Raw -20174.409713 + Penalty 1748.466640 = -18425.943074 nChanged 1 SP:Iteration 5Q (3896.140000 sec): 3 clusters Score: Raw -20179.137519 + Penalty 1748.466640 = -18430.670879 nChanged 1 SP:Iteration 6Q (3896.140000 sec): 3 clusters Score: Raw -20182.699417 + Penalty 1748.466640 = -18434.232777 nChanged 1 SP:Iteration 7Q (3896.140000 sec): 3 clusters Score: Raw -20186.160794 + Penalty 1748.466640 = -18437.694154 nChanged 0 SP:Iteration 8F (3896.140000 sec): 3 clusters Score: Raw -20186.160794 + Penalty 1748.466640 = -18437.694154 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.140000 sec): 2 clusters Score: Raw -84152.314939 + Penalty 1099.506154 = -83052.808785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3896.150000 sec): 3 clusters Score: Raw -83892.921715 + Penalty 2199.012307 = -81693.909408 nChanged 268 SP:Iteration 1F (3896.150000 sec): 3 clusters Score: Raw -84117.655492 + Penalty 2199.012307 = -81918.643184 nChanged 63 SP:Iteration 2F (3896.150000 sec): 3 clusters Score: Raw -84179.830673 + Penalty 2199.012307 = -81980.818366 nChanged 32 SP:Iteration 3Q (3896.150000 sec): 3 clusters Score: Raw -84223.941157 + Penalty 2199.012307 = -82024.928850 nChanged 26 SP:Iteration 4Q (3896.150000 sec): 3 clusters Score: Raw -84257.373574 + Penalty 2199.012307 = -82058.361267 nChanged 16 SP:Iteration 5Q (3896.160000 sec): 3 clusters Score: Raw -84278.627171 + Penalty 2199.012307 = -82079.614863 nChanged 15 SP:Iteration 6Q (3896.160000 sec): 3 clusters Score: Raw -84290.543956 + Penalty 2199.012307 = -82091.531649 nChanged 10 SP:Iteration 7Q (3896.160000 sec): 3 clusters Score: Raw -84301.188858 + Penalty 2199.012307 = -82102.176551 nChanged 5 SP:Iteration 8Q (3896.160000 sec): 3 clusters Score: Raw -84305.283458 + Penalty 2199.012307 = -82106.271151 nChanged 4 SP:Iteration 9Q (3896.170000 sec): 3 clusters Score: Raw -84308.220782 + Penalty 2199.012307 = -82109.208474 nChanged 2 SP:Iteration 10Q (3896.170000 sec): 3 clusters Score: Raw -84311.282719 + Penalty 2199.012307 = -82112.270412 nChanged 2 SP:Iteration 11Q (3896.170000 sec): 3 clusters Score: Raw -84313.749596 + Penalty 2199.012307 = -82114.737289 nChanged 4 SP:Iteration 12Q (3896.170000 sec): 3 clusters Score: Raw -84317.075636 + Penalty 2199.012307 = -82118.063329 nChanged 4 SP:Iteration 13Q (3896.170000 sec): 3 clusters Score: Raw -84321.240678 + Penalty 2199.012307 = -82122.228371 nChanged 4 SP:Iteration 14Q (3896.170000 sec): 3 clusters Score: Raw -84324.957342 + Penalty 2199.012307 = -82125.945034 nChanged 0 SP:Iteration 15F (3896.180000 sec): 3 clusters Score: Raw -84324.957342 + Penalty 2199.012307 = -82125.945034 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.180000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3896.190000 sec): 3 clusters Score: Raw -88467.295040 + Penalty 2248.897251 = -86218.397789 nChanged 293 SP:Iteration 1F (3896.190000 sec): 3 clusters Score: Raw -88756.600981 + Penalty 2248.897251 = -86507.703729 nChanged 76 SP:Iteration 2F (3896.190000 sec): 3 clusters Score: Raw -88851.343754 + Penalty 2248.897251 = -86602.446502 nChanged 50 SP:Iteration 3Q (3896.190000 sec): 3 clusters Score: Raw -88938.416339 + Penalty 2248.897251 = -86689.519088 nChanged 56 SP:Iteration 4F (3896.190000 sec): 3 clusters Score: Raw -89019.121431 + Penalty 2248.897251 = -86770.224179 nChanged 39 SP:Iteration 5Q (3896.200000 sec): 3 clusters Score: Raw -89073.682528 + Penalty 2248.897251 = -86824.785277 nChanged 31 SP:Iteration 6Q (3896.200000 sec): 3 clusters Score: Raw -89118.968147 + Penalty 2248.897251 = -86870.070896 nChanged 38 SP:Iteration 7Q (3896.200000 sec): 3 clusters Score: Raw -89176.229329 + Penalty 2248.897251 = -86927.332077 nChanged 33 SP:Iteration 8Q (3896.210000 sec): 3 clusters Score: Raw -89232.679132 + Penalty 2248.897251 = -86983.781881 nChanged 24 SP:Iteration 9Q (3896.210000 sec): 3 clusters Score: Raw -89266.996647 + Penalty 2248.897251 = -87018.099396 nChanged 16 SP:Iteration 10Q (3896.210000 sec): 3 clusters Score: Raw -89285.259345 + Penalty 2248.897251 = -87036.362094 nChanged 12 SP:Iteration 11Q (3896.210000 sec): 3 clusters Score: Raw -89300.058059 + Penalty 2248.897251 = -87051.160807 nChanged 11 SP:Iteration 12Q (3896.210000 sec): 3 clusters Score: Raw -89311.908840 + Penalty 2248.897251 = -87063.011589 nChanged 8 SP:Iteration 13Q (3896.220000 sec): 3 clusters Score: Raw -89323.682095 + Penalty 2248.897251 = -87074.784843 nChanged 7 SP:Iteration 14Q (3896.220000 sec): 3 clusters Score: Raw -89332.342411 + Penalty 2248.897251 = -87083.445160 nChanged 3 SP:Iteration 15Q (3896.220000 sec): 3 clusters Score: Raw -89340.583865 + Penalty 2248.897251 = -87091.686614 nChanged 2 SP:Iteration 16Q (3896.220000 sec): 3 clusters Score: Raw -89346.184181 + Penalty 2248.897251 = -87097.286930 nChanged 4 SP:Iteration 17Q (3896.230000 sec): 3 clusters Score: Raw -89356.169799 + Penalty 2248.897251 = -87107.272547 nChanged 3 SP:Iteration 18Q (3896.230000 sec): 3 clusters Score: Raw -89361.113504 + Penalty 2248.897251 = -87112.216253 nChanged 5 SP:Iteration 19Q (3896.230000 sec): 3 clusters Score: Raw -89367.210159 + Penalty 2248.897251 = -87118.312908 nChanged 5 SP:Iteration 20F (3896.230000 sec): 3 clusters Score: Raw -89374.482484 + Penalty 2248.897251 = -87125.585233 nChanged 4 SP:Iteration 21Q (3896.230000 sec): 3 clusters Score: Raw -89379.016820 + Penalty 2248.897251 = -87130.119569 nChanged 2 SP:Iteration 22Q (3896.240000 sec): 3 clusters Score: Raw -89381.150328 + Penalty 2248.897251 = -87132.253077 nChanged 3 SP:Iteration 23Q (3896.240000 sec): 3 clusters Score: Raw -89383.055795 + Penalty 2248.897251 = -87134.158543 nChanged 0 SP:Iteration 24F (3896.250000 sec): 3 clusters Score: Raw -89383.055795 + Penalty 2248.897251 = -87134.158543 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.250000 sec): 2 clusters Score: Raw -72862.347868 + Penalty 1082.551395 = -71779.796472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3896.260000 sec): 3 clusters Score: Raw -72649.638241 + Penalty 2165.102791 = -70484.535451 nChanged 207 SP:Iteration 1F (3896.260000 sec): 3 clusters Score: Raw -72864.102515 + Penalty 2165.102791 = -70698.999724 nChanged 57 SP:Iteration 2F (3896.260000 sec): 3 clusters Score: Raw -72954.791400 + Penalty 2165.102791 = -70789.688609 nChanged 45 SP:Iteration 3F (3896.260000 sec): 3 clusters Score: Raw -73034.496976 + Penalty 2165.102791 = -70869.394185 nChanged 41 SP:Iteration 4F (3896.260000 sec): 3 clusters Score: Raw -73118.563577 + Penalty 2165.102791 = -70953.460787 nChanged 37 SP:Iteration 5Q (3896.260000 sec): 3 clusters Score: Raw -73200.593546 + Penalty 2165.102791 = -71035.490755 nChanged 36 SP:Iteration 6Q (3896.270000 sec): 3 clusters Score: Raw -73280.442144 + Penalty 2165.102791 = -71115.339353 nChanged 43 SP:Iteration 7F (3896.270000 sec): 3 clusters Score: Raw -73378.985551 + Penalty 2165.102791 = -71213.882760 nChanged 37 SP:Iteration 8Q (3896.270000 sec): 3 clusters Score: Raw -73478.399909 + Penalty 2165.102791 = -71313.297118 nChanged 23 SP:Iteration 9Q (3896.270000 sec): 3 clusters Score: Raw -73531.434216 + Penalty 2165.102791 = -71366.331425 nChanged 16 SP:Iteration 10Q (3896.270000 sec): 3 clusters Score: Raw -73566.266356 + Penalty 2165.102791 = -71401.163566 nChanged 7 SP:Iteration 11Q (3896.280000 sec): 3 clusters Score: Raw -73580.862635 + Penalty 2165.102791 = -71415.759844 nChanged 7 SP:Iteration 12Q (3896.280000 sec): 3 clusters Score: Raw -73596.713727 + Penalty 2165.102791 = -71431.610937 nChanged 6 SP:Iteration 13Q (3896.280000 sec): 3 clusters Score: Raw -73606.210282 + Penalty 2165.102791 = -71441.107491 nChanged 2 SP:Iteration 14Q (3896.280000 sec): 3 clusters Score: Raw -73611.226734 + Penalty 2165.102791 = -71446.123943 nChanged 2 SP:Iteration 15Q (3896.280000 sec): 3 clusters Score: Raw -73612.510782 + Penalty 2165.102791 = -71447.407991 nChanged 0 SP:Iteration 16F (3896.280000 sec): 3 clusters Score: Raw -73612.510782 + Penalty 2165.102791 = -71447.407991 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (153425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.800000 sec): 2 clusters Score: Raw -15019076.477823 + Penalty 1940.407158 = -15017136.070665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3897.220000 sec): 3 clusters Score: Raw -14918074.030769 + Penalty 3880.814316 = -14914193.216452 nChanged 73983 SP:Iteration 1F (3897.640000 sec): 3 clusters Score: Raw -14961276.050625 + Penalty 3880.814316 = -14957395.236309 nChanged 3908 SP:Iteration 2Q (3898.080000 sec): 3 clusters Score: Raw -14962022.714526 + Penalty 3880.814316 = -14958141.900210 nChanged 4333 SP:Iteration 3Q (3898.500000 sec): 3 clusters Score: Raw -14963082.077442 + Penalty 3880.814316 = -14959201.263125 nChanged 5482 SP:Iteration 4Q (3898.930000 sec): 3 clusters Score: Raw -14964874.182166 + Penalty 3880.814316 = -14960993.367850 nChanged 7261 SP:Iteration 5Q (3899.360000 sec): 3 clusters Score: Raw -14968204.997608 + Penalty 3880.814316 = -14964324.183291 nChanged 10065 SP:Iteration 6F (3899.780000 sec): 3 clusters Score: Raw -14974498.250784 + Penalty 3880.814316 = -14970617.436468 nChanged 13251 SP:Iteration 7F (3900.200000 sec): 3 clusters Score: Raw -14985273.184097 + Penalty 3880.814316 = -14981392.369781 nChanged 14367 SP:Iteration 8F (3900.620000 sec): 3 clusters Score: Raw -14999150.460919 + Penalty 3880.814316 = -14995269.646603 nChanged 11443 SP:Iteration 9F (3901.040000 sec): 3 clusters Score: Raw -15010997.116661 + Penalty 3880.814316 = -15007116.302345 nChanged 5872 SP:Iteration 10Q (3901.430000 sec): 3 clusters Score: Raw -15016834.918468 + Penalty 3880.814316 = -15012954.104152 nChanged 1881 SP:Iteration 11Q (3901.790000 sec): 3 clusters Score: Raw -15018606.699490 + Penalty 3880.814316 = -15014725.885173 nChanged 441 SP:Iteration 12Q (3902.100000 sec): 3 clusters Score: Raw -15019043.987151 + Penalty 3880.814316 = -15015163.172834 nChanged 92 SP:Iteration 13Q (3902.400000 sec): 3 clusters Score: Raw -15019157.524747 + Penalty 3880.814316 = -15015276.710430 nChanged 41 SP:Iteration 14Q (3902.700000 sec): 3 clusters Score: Raw -15019213.445249 + Penalty 3880.814316 = -15015332.630933 nChanged 18 SP:Iteration 15Q (3902.990000 sec): 3 clusters Score: Raw -15019241.087668 + Penalty 3880.814316 = -15015360.273352 nChanged 6 SP:Iteration 16Q (3903.280000 sec): 3 clusters Score: Raw -15019252.686947 + Penalty 3880.814316 = -15015371.872631 nChanged 2 SP:Iteration 17Q (3903.580000 sec): 3 clusters Score: Raw -15019258.734038 + Penalty 3880.814316 = -15015377.919722 nChanged 4 SP:Iteration 18Q (3903.870000 sec): 3 clusters Score: Raw -15019268.033897 + Penalty 3880.814316 = -15015387.219581 nChanged 2 SP:Iteration 19Q (3904.160000 sec): 3 clusters Score: Raw -15019270.997138 + Penalty 3880.814316 = -15015390.182822 nChanged 1 SP:Iteration 20F (3904.570000 sec): 3 clusters Score: Raw -15019271.727583 + Penalty 3880.814316 = -15015390.913266 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3904.670000 sec): 2 clusters Score: Raw -361059.183405 + Penalty 1339.789652 = -359719.393754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3904.680000 sec): 3 clusters Score: Raw -359160.883906 + Penalty 2679.579304 = -356481.304602 nChanged 1500 SP:Iteration 1F (3904.690000 sec): 3 clusters Score: Raw -360019.713137 + Penalty 2679.579304 = -357340.133833 nChanged 293 SP:Iteration 2F (3904.700000 sec): 3 clusters Score: Raw -360202.043770 + Penalty 2679.579304 = -357522.464466 nChanged 198 SP:Iteration 3F (3904.710000 sec): 3 clusters Score: Raw -360313.921132 + Penalty 2679.579304 = -357634.341828 nChanged 136 SP:Iteration 4Q (3904.720000 sec): 3 clusters Score: Raw -360385.494611 + Penalty 2679.579304 = -357705.915307 nChanged 96 SP:Iteration 5Q (3904.730000 sec): 3 clusters Score: Raw -360436.468487 + Penalty 2679.579304 = -357756.889183 nChanged 87 SP:Iteration 6Q (3904.740000 sec): 3 clusters Score: Raw -360476.529627 + Penalty 2679.579304 = -357796.950323 nChanged 85 SP:Iteration 7Q (3904.740000 sec): 3 clusters Score: Raw -360523.870757 + Penalty 2679.579304 = -357844.291453 nChanged 90 SP:Iteration 8Q (3904.760000 sec): 3 clusters Score: Raw -360562.846463 + Penalty 2679.579304 = -357883.267159 nChanged 68 SP:Iteration 9Q (3904.760000 sec): 3 clusters Score: Raw -360591.829237 + Penalty 2679.579304 = -357912.249933 nChanged 58 SP:Iteration 10Q (3904.770000 sec): 3 clusters Score: Raw -360615.279948 + Penalty 2679.579304 = -357935.700644 nChanged 46 SP:Iteration 11Q (3904.780000 sec): 3 clusters Score: Raw -360632.095831 + Penalty 2679.579304 = -357952.516527 nChanged 47 SP:Iteration 12Q (3904.790000 sec): 3 clusters Score: Raw -360649.555454 + Penalty 2679.579304 = -357969.976151 nChanged 45 SP:Iteration 13Q (3904.800000 sec): 3 clusters Score: Raw -360666.833903 + Penalty 2679.579304 = -357987.254599 nChanged 54 SP:Iteration 14Q (3904.810000 sec): 3 clusters Score: Raw -360686.900004 + Penalty 2679.579304 = -358007.320700 nChanged 48 SP:Iteration 15Q (3904.820000 sec): 3 clusters Score: Raw -360706.956577 + Penalty 2679.579304 = -358027.377274 nChanged 48 SP:Iteration 16Q (3904.830000 sec): 3 clusters Score: Raw -360726.474804 + Penalty 2679.579304 = -358046.895500 nChanged 39 SP:Iteration 17Q (3904.840000 sec): 3 clusters Score: Raw -360740.059556 + Penalty 2679.579304 = -358060.480253 nChanged 42 SP:Iteration 18Q (3904.850000 sec): 3 clusters Score: Raw -360758.129494 + Penalty 2679.579304 = -358078.550190 nChanged 60 SP:Iteration 19Q (3904.860000 sec): 3 clusters Score: Raw -360781.335388 + Penalty 2679.579304 = -358101.756084 nChanged 42 SP:Iteration 20F (3904.870000 sec): 3 clusters Score: Raw -360798.956429 + Penalty 2679.579304 = -358119.377125 nChanged 42 SP:Iteration 21Q (3904.880000 sec): 3 clusters Score: Raw -360817.302554 + Penalty 2679.579304 = -358137.723250 nChanged 48 SP:Iteration 22Q (3904.880000 sec): 3 clusters Score: Raw -360844.105226 + Penalty 2679.579304 = -358164.525922 nChanged 57 SP:Iteration 23Q (3904.890000 sec): 3 clusters Score: Raw -360870.889097 + Penalty 2679.579304 = -358191.309793 nChanged 53 SP:Iteration 24Q (3904.900000 sec): 3 clusters Score: Raw -360902.811273 + Penalty 2679.579304 = -358223.231969 nChanged 61 SP:Iteration 25Q (3904.910000 sec): 3 clusters Score: Raw -360933.803629 + Penalty 2679.579304 = -358254.224325 nChanged 50 SP:Iteration 26Q (3904.920000 sec): 3 clusters Score: Raw -360957.599296 + Penalty 2679.579304 = -358278.019992 nChanged 42 SP:Iteration 27Q (3904.930000 sec): 3 clusters Score: Raw -360976.723422 + Penalty 2679.579304 = -358297.144119 nChanged 30 SP:Iteration 28Q (3904.940000 sec): 3 clusters Score: Raw -360987.190627 + Penalty 2679.579304 = -358307.611323 nChanged 26 SP:Iteration 29Q (3904.950000 sec): 3 clusters Score: Raw -360998.909156 + Penalty 2679.579304 = -358319.329852 nChanged 26 SP:Iteration 30Q (3904.960000 sec): 3 clusters Score: Raw -361009.015244 + Penalty 2679.579304 = -358329.435940 nChanged 24 SP:Iteration 31Q (3904.970000 sec): 3 clusters Score: Raw -361020.836612 + Penalty 2679.579304 = -358341.257308 nChanged 33 SP:Iteration 32Q (3904.980000 sec): 3 clusters Score: Raw -361033.485878 + Penalty 2679.579304 = -358353.906575 nChanged 23 SP:Iteration 33Q (3904.980000 sec): 3 clusters Score: Raw -361043.731789 + Penalty 2679.579304 = -358364.152485 nChanged 31 SP:Iteration 34Q (3904.990000 sec): 3 clusters Score: Raw -361056.153112 + Penalty 2679.579304 = -358376.573808 nChanged 31 SP:Iteration 35Q (3905.000000 sec): 3 clusters Score: Raw -361067.673904 + Penalty 2679.579304 = -358388.094600 nChanged 26 SP:Iteration 36Q (3905.010000 sec): 3 clusters Score: Raw -361080.068070 + Penalty 2679.579304 = -358400.488767 nChanged 25 SP:Iteration 37Q (3905.020000 sec): 3 clusters Score: Raw -361094.283420 + Penalty 2679.579304 = -358414.704117 nChanged 22 SP:Iteration 38Q (3905.030000 sec): 3 clusters Score: Raw -361101.051857 + Penalty 2679.579304 = -358421.472554 nChanged 17 SP:Iteration 39Q (3905.040000 sec): 3 clusters Score: Raw -361108.107738 + Penalty 2679.579304 = -358428.528435 nChanged 14 SP:Iteration 40F (3905.050000 sec): 3 clusters Score: Raw -361117.120954 + Penalty 2679.579304 = -358437.541650 nChanged 19 SP:Iteration 41Q (3905.060000 sec): 3 clusters Score: Raw -361127.090508 + Penalty 2679.579304 = -358447.511204 nChanged 10 SP:Iteration 42Q (3905.060000 sec): 3 clusters Score: Raw -361132.266387 + Penalty 2679.579304 = -358452.687083 nChanged 13 SP:Iteration 43Q (3905.070000 sec): 3 clusters Score: Raw -361136.370440 + Penalty 2679.579304 = -358456.791136 nChanged 9 SP:Iteration 44Q (3905.080000 sec): 3 clusters Score: Raw -361138.951983 + Penalty 2679.579304 = -358459.372679 nChanged 4 SP:Iteration 45Q (3905.090000 sec): 3 clusters Score: Raw -361139.638171 + Penalty 2679.579304 = -358460.058867 nChanged 0 SP:Iteration 46F (3905.100000 sec): 3 clusters Score: Raw -361139.638171 + Penalty 2679.579304 = -358460.058867 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.100000 sec): 2 clusters Score: Raw -43366.865908 + Penalty 1008.895879 = -42357.970028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.110000 sec): 3 clusters Score: Raw -43395.424148 + Penalty 2017.791758 = -41377.632390 nChanged 143 SP:Iteration 1F (3905.110000 sec): 3 clusters Score: Raw -43745.876863 + Penalty 2017.791758 = -41728.085105 nChanged 52 SP:Iteration 2F (3905.110000 sec): 3 clusters Score: Raw -43848.932539 + Penalty 2017.791758 = -41831.140781 nChanged 31 SP:Iteration 3F (3905.110000 sec): 3 clusters Score: Raw -43909.662941 + Penalty 2017.791758 = -41891.871182 nChanged 22 SP:Iteration 4Q (3905.110000 sec): 3 clusters Score: Raw -43954.012307 + Penalty 2017.791758 = -41936.220549 nChanged 16 SP:Iteration 5Q (3905.110000 sec): 3 clusters Score: Raw -43981.592954 + Penalty 2017.791758 = -41963.801195 nChanged 7 SP:Iteration 6Q (3905.110000 sec): 3 clusters Score: Raw -43991.209509 + Penalty 2017.791758 = -41973.417751 nChanged 5 SP:Iteration 7Q (3905.120000 sec): 3 clusters Score: Raw -44000.408678 + Penalty 2017.791758 = -41982.616919 nChanged 6 SP:Iteration 8Q (3905.120000 sec): 3 clusters Score: Raw -44011.450111 + Penalty 2017.791758 = -41993.658352 nChanged 3 SP:Iteration 9Q (3905.120000 sec): 3 clusters Score: Raw -44015.975839 + Penalty 2017.791758 = -41998.184081 nChanged 3 SP:Iteration 10Q (3905.120000 sec): 3 clusters Score: Raw -44021.118889 + Penalty 2017.791758 = -42003.327130 nChanged 1 SP:Iteration 11Q (3905.120000 sec): 3 clusters Score: Raw -44022.487955 + Penalty 2017.791758 = -42004.696196 nChanged 0 SP:Iteration 12F (3905.120000 sec): 3 clusters Score: Raw -44022.487955 + Penalty 2017.791758 = -42004.696196 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.120000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.120000 sec): 3 clusters Score: Raw -25043.547446 + Penalty 1850.462945 = -23193.084501 nChanged 68 SP:Iteration 1F (3905.120000 sec): 3 clusters Score: Raw -25222.113016 + Penalty 1850.462945 = -23371.650071 nChanged 16 SP:Iteration 2F (3905.130000 sec): 3 clusters Score: Raw -25266.755196 + Penalty 1850.462945 = -23416.292251 nChanged 8 SP:Iteration 3Q (3905.130000 sec): 3 clusters Score: Raw -25297.238492 + Penalty 1850.462945 = -23446.775546 nChanged 4 SP:Iteration 4Q (3905.130000 sec): 3 clusters Score: Raw -25311.867586 + Penalty 1850.462945 = -23461.404641 nChanged 3 SP:Iteration 5Q (3905.130000 sec): 3 clusters Score: Raw -25316.671857 + Penalty 1850.462945 = -23466.208912 nChanged 0 SP:Iteration 6F (3905.130000 sec): 3 clusters Score: Raw -25316.671857 + Penalty 1850.462945 = -23466.208912 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.130000 sec): 2 clusters Score: Raw -17064.298674 + Penalty 856.026951 = -16208.271723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.130000 sec): 3 clusters Score: Raw -17149.582521 + Penalty 1712.053902 = -15437.528620 nChanged 21 SP:Iteration 1F (3905.140000 sec): 3 clusters Score: Raw -17209.868596 + Penalty 1712.053902 = -15497.814694 nChanged 3 SP:Iteration 2Q (3905.140000 sec): 3 clusters Score: Raw -17219.550488 + Penalty 1712.053902 = -15507.496586 nChanged 2 SP:Iteration 3Q (3905.140000 sec): 3 clusters Score: Raw -17226.741915 + Penalty 1712.053902 = -15514.688013 nChanged 0 SP:Iteration 4F (3905.140000 sec): 3 clusters Score: Raw -17226.741915 + Penalty 1712.053902 = -15514.688013 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.140000 sec): 2 clusters Score: Raw -24930.977701 + Penalty 923.581712 = -24007.395989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.140000 sec): 3 clusters Score: Raw -24945.501166 + Penalty 1847.163424 = -23098.337741 nChanged 46 SP:Iteration 1F (3905.140000 sec): 3 clusters Score: Raw -25070.886322 + Penalty 1847.163424 = -23223.722897 nChanged 17 SP:Iteration 2F (3905.140000 sec): 3 clusters Score: Raw -25138.100018 + Penalty 1847.163424 = -23290.936594 nChanged 11 SP:Iteration 3Q (3905.140000 sec): 3 clusters Score: Raw -25185.449254 + Penalty 1847.163424 = -23338.285829 nChanged 6 SP:Iteration 4Q (3905.140000 sec): 3 clusters Score: Raw -25209.640985 + Penalty 1847.163424 = -23362.477561 nChanged 7 SP:Iteration 5Q (3905.140000 sec): 3 clusters Score: Raw -25230.990248 + Penalty 1847.163424 = -23383.826824 nChanged 8 SP:Iteration 6Q (3905.140000 sec): 3 clusters Score: Raw -25254.398110 + Penalty 1847.163424 = -23407.234686 nChanged 5 SP:Iteration 7Q (3905.140000 sec): 3 clusters Score: Raw -25271.674993 + Penalty 1847.163424 = -23424.511568 nChanged 1 SP:Iteration 8Q (3905.140000 sec): 3 clusters Score: Raw -25273.913998 + Penalty 1847.163424 = -23426.750574 nChanged 2 SP:Iteration 9Q (3905.150000 sec): 3 clusters Score: Raw -25280.038761 + Penalty 1847.163424 = -23432.875336 nChanged 1 SP:Iteration 10Q (3905.150000 sec): 3 clusters Score: Raw -25281.036271 + Penalty 1847.163424 = -23433.872847 nChanged 0 SP:Iteration 11F (3905.150000 sec): 3 clusters Score: Raw -25281.036271 + Penalty 1847.163424 = -23433.872847 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.150000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.150000 sec): 3 clusters Score: Raw -28712.343723 + Penalty 1874.704324 = -26837.639400 nChanged 45 SP:Iteration 1F (3905.150000 sec): 3 clusters Score: Raw -28805.941878 + Penalty 1874.704324 = -26931.237554 nChanged 11 SP:Iteration 2Q (3905.160000 sec): 3 clusters Score: Raw -28832.096295 + Penalty 1874.704324 = -26957.391971 nChanged 5 SP:Iteration 3Q (3905.160000 sec): 3 clusters Score: Raw -28844.207776 + Penalty 1874.704324 = -26969.503453 nChanged 3 SP:Iteration 4Q (3905.160000 sec): 3 clusters Score: Raw -28852.860877 + Penalty 1874.704324 = -26978.156554 nChanged 4 SP:Iteration 5Q (3905.160000 sec): 3 clusters Score: Raw -28862.799466 + Penalty 1874.704324 = -26988.095142 nChanged 5 SP:Iteration 6Q (3905.160000 sec): 3 clusters Score: Raw -28873.449811 + Penalty 1874.704324 = -26998.745487 nChanged 3 SP:Iteration 7Q (3905.160000 sec): 3 clusters Score: Raw -28881.366948 + Penalty 1874.704324 = -27006.662624 nChanged 0 SP:Iteration 8F (3905.160000 sec): 3 clusters Score: Raw -28881.366948 + Penalty 1874.704324 = -27006.662624 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.160000 sec): 2 clusters Score: Raw -65341.245596 + Penalty 1064.085604 = -64277.159992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.160000 sec): 3 clusters Score: Raw -65165.258666 + Penalty 2128.171208 = -63037.087457 nChanged 182 SP:Iteration 1F (3905.170000 sec): 3 clusters Score: Raw -65367.179599 + Penalty 2128.171208 = -63239.008390 nChanged 43 SP:Iteration 2F (3905.170000 sec): 3 clusters Score: Raw -65404.855217 + Penalty 2128.171208 = -63276.684009 nChanged 17 SP:Iteration 3Q (3905.170000 sec): 3 clusters Score: Raw -65426.064765 + Penalty 2128.171208 = -63297.893557 nChanged 11 SP:Iteration 4Q (3905.170000 sec): 3 clusters Score: Raw -65442.755264 + Penalty 2128.171208 = -63314.584055 nChanged 8 SP:Iteration 5Q (3905.180000 sec): 3 clusters Score: Raw -65449.778890 + Penalty 2128.171208 = -63321.607681 nChanged 7 SP:Iteration 6Q (3905.180000 sec): 3 clusters Score: Raw -65455.071373 + Penalty 2128.171208 = -63326.900164 nChanged 6 SP:Iteration 7Q (3905.180000 sec): 3 clusters Score: Raw -65458.067059 + Penalty 2128.171208 = -63329.895851 nChanged 3 SP:Iteration 8Q (3905.180000 sec): 3 clusters Score: Raw -65459.850091 + Penalty 2128.171208 = -63331.678883 nChanged 3 SP:Iteration 9Q (3905.180000 sec): 3 clusters Score: Raw -65462.782267 + Penalty 2128.171208 = -63334.611058 nChanged 2 SP:Iteration 10Q (3905.180000 sec): 3 clusters Score: Raw -65465.143295 + Penalty 2128.171208 = -63336.972087 nChanged 1 SP:Iteration 11Q (3905.180000 sec): 3 clusters Score: Raw -65465.437615 + Penalty 2128.171208 = -63337.266406 nChanged 0 SP:Iteration 12F (3905.190000 sec): 3 clusters Score: Raw -65465.437615 + Penalty 2128.171208 = -63337.266406 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (15913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3905.240000 sec): 2 clusters Score: Raw -1588086.603537 + Penalty 1572.169895 = -1586514.433641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3905.280000 sec): 3 clusters Score: Raw -1578682.573915 + Penalty 3144.339791 = -1575538.234125 nChanged 7075 SP:Iteration 1F (3905.320000 sec): 3 clusters Score: Raw -1582535.840911 + Penalty 3144.339791 = -1579391.501120 nChanged 812 SP:Iteration 2F (3905.360000 sec): 3 clusters Score: Raw -1582802.287518 + Penalty 3144.339791 = -1579657.947727 nChanged 667 SP:Iteration 3Q (3905.400000 sec): 3 clusters Score: Raw -1583010.395555 + Penalty 3144.339791 = -1579866.055764 nChanged 579 SP:Iteration 4Q (3905.440000 sec): 3 clusters Score: Raw -1583171.688379 + Penalty 3144.339791 = -1580027.348588 nChanged 493 SP:Iteration 5Q (3905.490000 sec): 3 clusters Score: Raw -1583308.679487 + Penalty 3144.339791 = -1580164.339697 nChanged 432 SP:Iteration 6Q (3905.530000 sec): 3 clusters Score: Raw -1583419.332570 + Penalty 3144.339791 = -1580274.992779 nChanged 408 SP:Iteration 7Q (3905.570000 sec): 3 clusters Score: Raw -1583540.344299 + Penalty 3144.339791 = -1580396.004508 nChanged 404 SP:Iteration 8Q (3905.610000 sec): 3 clusters Score: Raw -1583672.605105 + Penalty 3144.339791 = -1580528.265314 nChanged 429 SP:Iteration 9Q (3905.650000 sec): 3 clusters Score: Raw -1583831.941353 + Penalty 3144.339791 = -1580687.601562 nChanged 481 SP:Iteration 10Q (3905.690000 sec): 3 clusters Score: Raw -1584014.962374 + Penalty 3144.339791 = -1580870.622583 nChanged 512 SP:Iteration 11Q (3905.730000 sec): 3 clusters Score: Raw -1584247.840562 + Penalty 3144.339791 = -1581103.500771 nChanged 616 SP:Iteration 12Q (3905.770000 sec): 3 clusters Score: Raw -1584581.182649 + Penalty 3144.339791 = -1581436.842858 nChanged 659 SP:Iteration 13Q (3905.810000 sec): 3 clusters Score: Raw -1585004.979655 + Penalty 3144.339791 = -1581860.639865 nChanged 711 SP:Iteration 14Q (3905.850000 sec): 3 clusters Score: Raw -1585504.367790 + Penalty 3144.339791 = -1582360.027999 nChanged 760 SP:Iteration 15Q (3905.890000 sec): 3 clusters Score: Raw -1585983.458688 + Penalty 3144.339791 = -1582839.118897 nChanged 668 SP:Iteration 16Q (3905.930000 sec): 3 clusters Score: Raw -1586324.802915 + Penalty 3144.339791 = -1583180.463124 nChanged 505 SP:Iteration 17Q (3905.970000 sec): 3 clusters Score: Raw -1586526.264662 + Penalty 3144.339791 = -1583381.924872 nChanged 364 SP:Iteration 18Q (3906.010000 sec): 3 clusters Score: Raw -1586634.832473 + Penalty 3144.339791 = -1583490.492682 nChanged 255 SP:Iteration 19Q (3906.050000 sec): 3 clusters Score: Raw -1586705.969133 + Penalty 3144.339791 = -1583561.629342 nChanged 210 SP:Iteration 20F (3906.090000 sec): 3 clusters Score: Raw -1586760.370311 + Penalty 3144.339791 = -1583616.030520 nChanged 197 SP:Iteration 21Q (3906.130000 sec): 3 clusters Score: Raw -1586813.530747 + Penalty 3144.339791 = -1583669.190956 nChanged 189 SP:Iteration 22Q (3906.160000 sec): 3 clusters Score: Raw -1586872.550605 + Penalty 3144.339791 = -1583728.210815 nChanged 200 SP:Iteration 23Q (3906.200000 sec): 3 clusters Score: Raw -1586928.764690 + Penalty 3144.339791 = -1583784.424899 nChanged 194 SP:Iteration 24Q (3906.240000 sec): 3 clusters Score: Raw -1586988.698935 + Penalty 3144.339791 = -1583844.359144 nChanged 212 SP:Iteration 25Q (3906.280000 sec): 3 clusters Score: Raw -1587056.407301 + Penalty 3144.339791 = -1583912.067510 nChanged 196 SP:Iteration 26Q (3906.320000 sec): 3 clusters Score: Raw -1587104.670446 + Penalty 3144.339791 = -1583960.330655 nChanged 145 SP:Iteration 27Q (3906.360000 sec): 3 clusters Score: Raw -1587136.200306 + Penalty 3144.339791 = -1583991.860515 nChanged 150 SP:Iteration 28Q (3906.390000 sec): 3 clusters Score: Raw -1587168.792039 + Penalty 3144.339791 = -1584024.452249 nChanged 147 SP:Iteration 29Q (3906.430000 sec): 3 clusters Score: Raw -1587203.953314 + Penalty 3144.339791 = -1584059.613523 nChanged 142 SP:Iteration 30Q (3906.470000 sec): 3 clusters Score: Raw -1587236.043282 + Penalty 3144.339791 = -1584091.703491 nChanged 130 SP:Iteration 31Q (3906.500000 sec): 3 clusters Score: Raw -1587264.265976 + Penalty 3144.339791 = -1584119.926185 nChanged 120 SP:Iteration 32Q (3906.540000 sec): 3 clusters Score: Raw -1587285.529720 + Penalty 3144.339791 = -1584141.189929 nChanged 110 SP:Iteration 33Q (3906.580000 sec): 3 clusters Score: Raw -1587304.416197 + Penalty 3144.339791 = -1584160.076406 nChanged 95 SP:Iteration 34Q (3906.620000 sec): 3 clusters Score: Raw -1587322.393025 + Penalty 3144.339791 = -1584178.053234 nChanged 109 SP:Iteration 35Q (3906.660000 sec): 3 clusters Score: Raw -1587343.789695 + Penalty 3144.339791 = -1584199.449904 nChanged 103 SP:Iteration 36Q (3906.690000 sec): 3 clusters Score: Raw -1587362.946018 + Penalty 3144.339791 = -1584218.606227 nChanged 102 SP:Iteration 37Q (3906.730000 sec): 3 clusters Score: Raw -1587378.390512 + Penalty 3144.339791 = -1584234.050721 nChanged 70 SP:Iteration 38Q (3906.770000 sec): 3 clusters Score: Raw -1587388.165045 + Penalty 3144.339791 = -1584243.825254 nChanged 71 SP:Iteration 39Q (3906.800000 sec): 3 clusters Score: Raw -1587398.709090 + Penalty 3144.339791 = -1584254.369299 nChanged 65 SP:Iteration 40F (3906.840000 sec): 3 clusters Score: Raw -1587406.837262 + Penalty 3144.339791 = -1584262.497471 nChanged 49 SP:Iteration 41Q (3906.880000 sec): 3 clusters Score: Raw -1587412.567994 + Penalty 3144.339791 = -1584268.228203 nChanged 46 SP:Iteration 42Q (3906.920000 sec): 3 clusters Score: Raw -1587417.461451 + Penalty 3144.339791 = -1584273.121660 nChanged 44 SP:Iteration 43Q (3906.960000 sec): 3 clusters Score: Raw -1587422.198339 + Penalty 3144.339791 = -1584277.858548 nChanged 44 SP:Iteration 44Q (3907.000000 sec): 3 clusters Score: Raw -1587426.904573 + Penalty 3144.339791 = -1584282.564782 nChanged 43 SP:Iteration 45Q (3907.030000 sec): 3 clusters Score: Raw -1587432.419128 + Penalty 3144.339791 = -1584288.079338 nChanged 51 SP:Iteration 46Q (3907.070000 sec): 3 clusters Score: Raw -1587437.930326 + Penalty 3144.339791 = -1584293.590535 nChanged 42 SP:Iteration 47Q (3907.110000 sec): 3 clusters Score: Raw -1587443.452916 + Penalty 3144.339791 = -1584299.113125 nChanged 44 SP:Iteration 48Q (3907.150000 sec): 3 clusters Score: Raw -1587449.566666 + Penalty 3144.339791 = -1584305.226875 nChanged 49 SP:Iteration 49Q (3907.190000 sec): 3 clusters Score: Raw -1587456.632713 + Penalty 3144.339791 = -1584312.292922 nChanged 60 SP:Iteration 50Q (3907.220000 sec): 3 clusters Score: Raw -1587463.523704 + Penalty 3144.339791 = -1584319.183913 nChanged 35 SP:Iteration 51Q (3907.260000 sec): 3 clusters Score: Raw -1587467.296637 + Penalty 3144.339791 = -1584322.956846 nChanged 27 SP:Iteration 52Q (3907.300000 sec): 3 clusters Score: Raw -1587469.718307 + Penalty 3144.339791 = -1584325.378516 nChanged 23 SP:Iteration 53Q (3907.340000 sec): 3 clusters Score: Raw -1587472.073420 + Penalty 3144.339791 = -1584327.733629 nChanged 28 SP:Iteration 54Q (3907.380000 sec): 3 clusters Score: Raw -1587474.888819 + Penalty 3144.339791 = -1584330.549028 nChanged 27 SP:Iteration 55Q (3907.410000 sec): 3 clusters Score: Raw -1587477.250489 + Penalty 3144.339791 = -1584332.910698 nChanged 27 SP:Iteration 56Q (3907.450000 sec): 3 clusters Score: Raw -1587480.187068 + Penalty 3144.339791 = -1584335.847277 nChanged 26 SP:Iteration 57Q (3907.490000 sec): 3 clusters Score: Raw -1587482.908655 + Penalty 3144.339791 = -1584338.568864 nChanged 33 SP:Iteration 58Q (3907.530000 sec): 3 clusters Score: Raw -1587486.837706 + Penalty 3144.339791 = -1584342.497915 nChanged 39 SP:Iteration 59Q (3907.560000 sec): 3 clusters Score: Raw -1587492.855039 + Penalty 3144.339791 = -1584348.515248 nChanged 46 SP:Iteration 60F (3907.600000 sec): 3 clusters Score: Raw -1587499.705877 + Penalty 3144.339791 = -1584355.366086 nChanged 46 SP:Iteration 61Q (3907.640000 sec): 3 clusters Score: Raw -1587504.810765 + Penalty 3144.339791 = -1584360.470975 nChanged 39 SP:Iteration 62Q (3907.680000 sec): 3 clusters Score: Raw -1587508.463365 + Penalty 3144.339791 = -1584364.123574 nChanged 23 SP:Iteration 63Q (3907.720000 sec): 3 clusters Score: Raw -1587510.290304 + Penalty 3144.339791 = -1584365.950513 nChanged 21 SP:Iteration 64Q (3907.760000 sec): 3 clusters Score: Raw -1587512.813136 + Penalty 3144.339791 = -1584368.473345 nChanged 32 SP:Iteration 65Q (3907.800000 sec): 3 clusters Score: Raw -1587516.473168 + Penalty 3144.339791 = -1584372.133377 nChanged 29 SP:Iteration 66Q (3907.830000 sec): 3 clusters Score: Raw -1587519.601909 + Penalty 3144.339791 = -1584375.262118 nChanged 27 SP:Iteration 67Q (3907.870000 sec): 3 clusters Score: Raw -1587522.457040 + Penalty 3144.339791 = -1584378.117249 nChanged 35 SP:Iteration 68Q (3907.910000 sec): 3 clusters Score: Raw -1587526.481272 + Penalty 3144.339791 = -1584382.141481 nChanged 39 SP:Iteration 69Q (3907.950000 sec): 3 clusters Score: Raw -1587532.225441 + Penalty 3144.339791 = -1584387.885650 nChanged 49 SP:Iteration 70Q (3907.980000 sec): 3 clusters Score: Raw -1587538.348864 + Penalty 3144.339791 = -1584394.009073 nChanged 43 SP:Iteration 71Q (3908.020000 sec): 3 clusters Score: Raw -1587542.555757 + Penalty 3144.339791 = -1584398.215967 nChanged 33 SP:Iteration 72Q (3908.060000 sec): 3 clusters Score: Raw -1587545.823495 + Penalty 3144.339791 = -1584401.483705 nChanged 28 SP:Iteration 73Q (3908.100000 sec): 3 clusters Score: Raw -1587548.571425 + Penalty 3144.339791 = -1584404.231634 nChanged 24 SP:Iteration 74Q (3908.140000 sec): 3 clusters Score: Raw -1587550.937528 + Penalty 3144.339791 = -1584406.597737 nChanged 21 SP:Iteration 75Q (3908.180000 sec): 3 clusters Score: Raw -1587552.513760 + Penalty 3144.339791 = -1584408.173969 nChanged 20 SP:Iteration 76Q (3908.210000 sec): 3 clusters Score: Raw -1587554.379174 + Penalty 3144.339791 = -1584410.039383 nChanged 29 SP:Iteration 77Q (3908.250000 sec): 3 clusters Score: Raw -1587557.569638 + Penalty 3144.339791 = -1584413.229847 nChanged 24 SP:Iteration 78Q (3908.290000 sec): 3 clusters Score: Raw -1587559.753006 + Penalty 3144.339791 = -1584415.413216 nChanged 18 SP:Iteration 79Q (3908.330000 sec): 3 clusters Score: Raw -1587561.509890 + Penalty 3144.339791 = -1584417.170100 nChanged 17 SP:Iteration 80F (3908.370000 sec): 3 clusters Score: Raw -1587562.713814 + Penalty 3144.339791 = -1584418.374024 nChanged 13 SP:Iteration 81Q (3908.400000 sec): 3 clusters Score: Raw -1587563.691951 + Penalty 3144.339791 = -1584419.352160 nChanged 11 SP:Iteration 82Q (3908.440000 sec): 3 clusters Score: Raw -1587564.382253 + Penalty 3144.339791 = -1584420.042463 nChanged 15 SP:Iteration 83Q (3908.480000 sec): 3 clusters Score: Raw -1587565.395650 + Penalty 3144.339791 = -1584421.055859 nChanged 10 SP:Iteration 84Q (3908.520000 sec): 3 clusters Score: Raw -1587566.128072 + Penalty 3144.339791 = -1584421.788281 nChanged 11 SP:Iteration 85Q (3908.560000 sec): 3 clusters Score: Raw -1587567.222259 + Penalty 3144.339791 = -1584422.882468 nChanged 14 SP:Iteration 86Q (3908.600000 sec): 3 clusters Score: Raw -1587568.481084 + Penalty 3144.339791 = -1584424.141293 nChanged 21 SP:Iteration 87Q (3908.640000 sec): 3 clusters Score: Raw -1587570.518088 + Penalty 3144.339791 = -1584426.178297 nChanged 28 SP:Iteration 88Q (3908.680000 sec): 3 clusters Score: Raw -1587572.780642 + Penalty 3144.339791 = -1584428.440851 nChanged 18 SP:Iteration 89Q (3908.720000 sec): 3 clusters Score: Raw -1587574.066950 + Penalty 3144.339791 = -1584429.727159 nChanged 21 SP:Iteration 90Q (3908.760000 sec): 3 clusters Score: Raw -1587576.090261 + Penalty 3144.339791 = -1584431.750470 nChanged 25 SP:Iteration 91Q (3908.790000 sec): 3 clusters Score: Raw -1587578.381225 + Penalty 3144.339791 = -1584434.041434 nChanged 28 SP:Iteration 92Q (3908.830000 sec): 3 clusters Score: Raw -1587580.541114 + Penalty 3144.339791 = -1584436.201323 nChanged 18 SP:Iteration 93Q (3908.870000 sec): 3 clusters Score: Raw -1587582.133251 + Penalty 3144.339791 = -1584437.793460 nChanged 27 SP:Iteration 94Q (3908.910000 sec): 3 clusters Score: Raw -1587585.138138 + Penalty 3144.339791 = -1584440.798347 nChanged 28 SP:Iteration 95Q (3908.950000 sec): 3 clusters Score: Raw -1587587.551501 + Penalty 3144.339791 = -1584443.211710 nChanged 21 SP:Iteration 96Q (3908.980000 sec): 3 clusters Score: Raw -1587589.403981 + Penalty 3144.339791 = -1584445.064190 nChanged 20 SP:Iteration 97Q (3909.020000 sec): 3 clusters Score: Raw -1587590.960851 + Penalty 3144.339791 = -1584446.621060 nChanged 14 SP:Iteration 98Q (3909.060000 sec): 3 clusters Score: Raw -1587591.981967 + Penalty 3144.339791 = -1584447.642176 nChanged 21 SP:Iteration 99Q (3909.100000 sec): 3 clusters Score: Raw -1587593.709727 + Penalty 3144.339791 = -1584449.369936 nChanged 24 SP:Iteration 100F (3909.140000 sec): 3 clusters Score: Raw -1587595.873827 + Penalty 3144.339791 = -1584451.534036 nChanged 24 SP:Iteration 101Q (3909.180000 sec): 3 clusters Score: Raw -1587598.103271 + Penalty 3144.339791 = -1584453.763481 nChanged 14 SP:Iteration 102Q (3909.220000 sec): 3 clusters Score: Raw -1587599.333827 + Penalty 3144.339791 = -1584454.994036 nChanged 19 SP:Iteration 103Q (3909.260000 sec): 3 clusters Score: Raw -1587601.134814 + Penalty 3144.339791 = -1584456.795023 nChanged 22 SP:Iteration 104Q (3909.300000 sec): 3 clusters Score: Raw -1587602.931827 + Penalty 3144.339791 = -1584458.592036 nChanged 19 SP:Iteration 105Q (3909.340000 sec): 3 clusters Score: Raw -1587604.752918 + Penalty 3144.339791 = -1584460.413128 nChanged 18 SP:Iteration 106Q (3909.370000 sec): 3 clusters Score: Raw -1587606.397581 + Penalty 3144.339791 = -1584462.057790 nChanged 21 SP:Iteration 107Q (3909.410000 sec): 3 clusters Score: Raw -1587608.036055 + Penalty 3144.339791 = -1584463.696264 nChanged 25 SP:Iteration 108Q (3909.450000 sec): 3 clusters Score: Raw -1587610.299374 + Penalty 3144.339791 = -1584465.959583 nChanged 25 SP:Iteration 109Q (3909.490000 sec): 3 clusters Score: Raw -1587612.938826 + Penalty 3144.339791 = -1584468.599035 nChanged 26 SP:Iteration 110Q (3909.530000 sec): 3 clusters Score: Raw -1587615.958143 + Penalty 3144.339791 = -1584471.618352 nChanged 32 SP:Iteration 111Q (3909.570000 sec): 3 clusters Score: Raw -1587619.299818 + Penalty 3144.339791 = -1584474.960027 nChanged 28 SP:Iteration 112Q (3909.600000 sec): 3 clusters Score: Raw -1587622.009301 + Penalty 3144.339791 = -1584477.669510 nChanged 26 SP:Iteration 113Q (3909.640000 sec): 3 clusters Score: Raw -1587624.164301 + Penalty 3144.339791 = -1584479.824510 nChanged 26 SP:Iteration 114Q (3909.680000 sec): 3 clusters Score: Raw -1587626.792447 + Penalty 3144.339791 = -1584482.452656 nChanged 30 SP:Iteration 115Q (3909.720000 sec): 3 clusters Score: Raw -1587629.106418 + Penalty 3144.339791 = -1584484.766628 nChanged 27 SP:Iteration 116Q (3909.760000 sec): 3 clusters Score: Raw -1587630.935772 + Penalty 3144.339791 = -1584486.595982 nChanged 16 SP:Iteration 117Q (3909.800000 sec): 3 clusters Score: Raw -1587632.740470 + Penalty 3144.339791 = -1584488.400680 nChanged 26 SP:Iteration 118Q (3909.840000 sec): 3 clusters Score: Raw -1587635.406298 + Penalty 3144.339791 = -1584491.066507 nChanged 23 SP:Iteration 119Q (3909.880000 sec): 3 clusters Score: Raw -1587637.691437 + Penalty 3144.339791 = -1584493.351646 nChanged 29 SP:Iteration 120F (3909.920000 sec): 3 clusters Score: Raw -1587640.385477 + Penalty 3144.339791 = -1584496.045686 nChanged 23 SP:Iteration 121Q (3909.960000 sec): 3 clusters Score: Raw -1587642.624718 + Penalty 3144.339791 = -1584498.284927 nChanged 29 SP:Iteration 122Q (3910.000000 sec): 3 clusters Score: Raw -1587645.662225 + Penalty 3144.339791 = -1584501.322434 nChanged 30 SP:Iteration 123Q (3910.040000 sec): 3 clusters Score: Raw -1587648.959214 + Penalty 3144.339791 = -1584504.619423 nChanged 34 SP:Iteration 124Q (3910.080000 sec): 3 clusters Score: Raw -1587651.947797 + Penalty 3144.339791 = -1584507.608006 nChanged 25 SP:Iteration 125Q (3910.120000 sec): 3 clusters Score: Raw -1587654.267225 + Penalty 3144.339791 = -1584509.927434 nChanged 22 SP:Iteration 126Q (3910.160000 sec): 3 clusters Score: Raw -1587656.206479 + Penalty 3144.339791 = -1584511.866688 nChanged 19 SP:Iteration 127Q (3910.200000 sec): 3 clusters Score: Raw -1587657.883065 + Penalty 3144.339791 = -1584513.543274 nChanged 14 SP:Iteration 128Q (3910.240000 sec): 3 clusters Score: Raw -1587659.627278 + Penalty 3144.339791 = -1584515.287487 nChanged 20 SP:Iteration 129Q (3910.280000 sec): 3 clusters Score: Raw -1587661.535758 + Penalty 3144.339791 = -1584517.195967 nChanged 21 SP:Iteration 130Q (3910.320000 sec): 3 clusters Score: Raw -1587663.202288 + Penalty 3144.339791 = -1584518.862497 nChanged 15 SP:Iteration 131Q (3910.360000 sec): 3 clusters Score: Raw -1587664.430924 + Penalty 3144.339791 = -1584520.091133 nChanged 10 SP:Iteration 132Q (3910.400000 sec): 3 clusters Score: Raw -1587665.292227 + Penalty 3144.339791 = -1584520.952437 nChanged 11 SP:Iteration 133Q (3910.430000 sec): 3 clusters Score: Raw -1587666.208301 + Penalty 3144.339791 = -1584521.868510 nChanged 10 SP:Iteration 134Q (3910.470000 sec): 3 clusters Score: Raw -1587666.954575 + Penalty 3144.339791 = -1584522.614784 nChanged 4 SP:Iteration 135Q (3910.510000 sec): 3 clusters Score: Raw -1587667.362966 + Penalty 3144.339791 = -1584523.023175 nChanged 5 SP:Iteration 136Q (3910.550000 sec): 3 clusters Score: Raw -1587667.773563 + Penalty 3144.339791 = -1584523.433772 nChanged 5 SP:Iteration 137Q (3910.590000 sec): 3 clusters Score: Raw -1587668.049159 + Penalty 3144.339791 = -1584523.709368 nChanged 6 SP:Iteration 138Q (3910.630000 sec): 3 clusters Score: Raw -1587668.439404 + Penalty 3144.339791 = -1584524.099613 nChanged 8 SP:Iteration 139Q (3910.670000 sec): 3 clusters Score: Raw -1587668.993286 + Penalty 3144.339791 = -1584524.653495 nChanged 6 SP:Iteration 140F (3910.710000 sec): 3 clusters Score: Raw -1587669.411412 + Penalty 3144.339791 = -1584525.071621 nChanged 8 SP:Iteration 141Q (3910.750000 sec): 3 clusters Score: Raw -1587669.926093 + Penalty 3144.339791 = -1584525.586302 nChanged 7 SP:Iteration 142Q (3910.790000 sec): 3 clusters Score: Raw -1587670.489075 + Penalty 3144.339791 = -1584526.149284 nChanged 10 SP:Iteration 143Q (3910.830000 sec): 3 clusters Score: Raw -1587670.992623 + Penalty 3144.339791 = -1584526.652833 nChanged 6 SP:Iteration 144Q (3910.870000 sec): 3 clusters Score: Raw -1587671.384993 + Penalty 3144.339791 = -1584527.045202 nChanged 6 SP:Iteration 145Q (3910.900000 sec): 3 clusters Score: Raw -1587671.767481 + Penalty 3144.339791 = -1584527.427690 nChanged 7 SP:Iteration 146Q (3910.940000 sec): 3 clusters Score: Raw -1587672.211345 + Penalty 3144.339791 = -1584527.871554 nChanged 14 SP:Iteration 147Q (3910.980000 sec): 3 clusters Score: Raw -1587673.213773 + Penalty 3144.339791 = -1584528.873982 nChanged 12 SP:Iteration 148Q (3911.020000 sec): 3 clusters Score: Raw -1587674.267227 + Penalty 3144.339791 = -1584529.927436 nChanged 8 SP:Iteration 149Q (3911.060000 sec): 3 clusters Score: Raw -1587675.183675 + Penalty 3144.339791 = -1584530.843885 nChanged 11 SP:Iteration 150Q (3911.100000 sec): 3 clusters Score: Raw -1587676.231210 + Penalty 3144.339791 = -1584531.891420 nChanged 12 SP:Iteration 151Q (3911.140000 sec): 3 clusters Score: Raw -1587677.389737 + Penalty 3144.339791 = -1584533.049946 nChanged 11 SP:Iteration 152Q (3911.180000 sec): 3 clusters Score: Raw -1587678.273394 + Penalty 3144.339791 = -1584533.933603 nChanged 15 SP:Iteration 153Q (3911.220000 sec): 3 clusters Score: Raw -1587679.281137 + Penalty 3144.339791 = -1584534.941346 nChanged 14 SP:Iteration 154Q (3911.260000 sec): 3 clusters Score: Raw -1587680.709906 + Penalty 3144.339791 = -1584536.370115 nChanged 15 SP:Iteration 155Q (3911.300000 sec): 3 clusters Score: Raw -1587682.451746 + Penalty 3144.339791 = -1584538.111955 nChanged 15 SP:Iteration 156Q (3911.340000 sec): 3 clusters Score: Raw -1587683.648232 + Penalty 3144.339791 = -1584539.308441 nChanged 9 SP:Iteration 157Q (3911.380000 sec): 3 clusters Score: Raw -1587684.445005 + Penalty 3144.339791 = -1584540.105214 nChanged 10 SP:Iteration 158Q (3911.420000 sec): 3 clusters Score: Raw -1587685.076662 + Penalty 3144.339791 = -1584540.736871 nChanged 9 SP:Iteration 159Q (3911.450000 sec): 3 clusters Score: Raw -1587685.784679 + Penalty 3144.339791 = -1584541.444888 nChanged 7 SP:Iteration 160F (3911.490000 sec): 3 clusters Score: Raw -1587686.523044 + Penalty 3144.339791 = -1584542.183253 nChanged 6 SP:Iteration 161Q (3911.530000 sec): 3 clusters Score: Raw -1587687.083646 + Penalty 3144.339791 = -1584542.743855 nChanged 5 SP:Iteration 162Q (3911.570000 sec): 3 clusters Score: Raw -1587687.511813 + Penalty 3144.339791 = -1584543.172022 nChanged 7 SP:Iteration 163Q (3911.610000 sec): 3 clusters Score: Raw -1587687.953140 + Penalty 3144.339791 = -1584543.613349 nChanged 6 SP:Iteration 164Q (3911.650000 sec): 3 clusters Score: Raw -1587688.265274 + Penalty 3144.339791 = -1584543.925483 nChanged 5 SP:Iteration 165Q (3911.690000 sec): 3 clusters Score: Raw -1587688.633885 + Penalty 3144.339791 = -1584544.294094 nChanged 7 SP:Iteration 166Q (3911.730000 sec): 3 clusters Score: Raw -1587689.294678 + Penalty 3144.339791 = -1584544.954887 nChanged 5 SP:Iteration 167Q (3911.770000 sec): 3 clusters Score: Raw -1587689.608374 + Penalty 3144.339791 = -1584545.268584 nChanged 6 SP:Iteration 168Q (3911.810000 sec): 3 clusters Score: Raw -1587689.960474 + Penalty 3144.339791 = -1584545.620683 nChanged 7 SP:Iteration 169Q (3911.850000 sec): 3 clusters Score: Raw -1587690.447261 + Penalty 3144.339791 = -1584546.107470 nChanged 8 SP:Iteration 170Q (3911.880000 sec): 3 clusters Score: Raw -1587691.120303 + Penalty 3144.339791 = -1584546.780512 nChanged 7 SP:Iteration 171Q (3911.920000 sec): 3 clusters Score: Raw -1587691.672299 + Penalty 3144.339791 = -1584547.332508 nChanged 9 SP:Iteration 172Q (3911.960000 sec): 3 clusters Score: Raw -1587692.592497 + Penalty 3144.339791 = -1584548.252707 nChanged 12 SP:Iteration 173Q (3912.000000 sec): 3 clusters Score: Raw -1587693.894330 + Penalty 3144.339791 = -1584549.554539 nChanged 13 SP:Iteration 174Q (3912.040000 sec): 3 clusters Score: Raw -1587694.902272 + Penalty 3144.339791 = -1584550.562481 nChanged 12 SP:Iteration 175Q (3912.080000 sec): 3 clusters Score: Raw -1587695.966739 + Penalty 3144.339791 = -1584551.626948 nChanged 12 SP:Iteration 176Q (3912.120000 sec): 3 clusters Score: Raw -1587697.014949 + Penalty 3144.339791 = -1584552.675158 nChanged 14 SP:Iteration 177Q (3912.160000 sec): 3 clusters Score: Raw -1587698.374330 + Penalty 3144.339791 = -1584554.034539 nChanged 17 SP:Iteration 178Q (3912.200000 sec): 3 clusters Score: Raw -1587699.730588 + Penalty 3144.339791 = -1584555.390798 nChanged 16 SP:Iteration 179Q (3912.240000 sec): 3 clusters Score: Raw -1587700.825445 + Penalty 3144.339791 = -1584556.485654 nChanged 16 SP:Iteration 180F (3912.280000 sec): 3 clusters Score: Raw -1587702.009778 + Penalty 3144.339791 = -1584557.669987 nChanged 14 SP:Iteration 181Q (3912.320000 sec): 3 clusters Score: Raw -1587703.055942 + Penalty 3144.339791 = -1584558.716151 nChanged 14 SP:Iteration 182Q (3912.360000 sec): 3 clusters Score: Raw -1587704.116176 + Penalty 3144.339791 = -1584559.776385 nChanged 14 SP:Iteration 183Q (3912.400000 sec): 3 clusters Score: Raw -1587705.110869 + Penalty 3144.339791 = -1584560.771078 nChanged 15 SP:Iteration 184Q (3912.440000 sec): 3 clusters Score: Raw -1587706.407096 + Penalty 3144.339791 = -1584562.067305 nChanged 7 SP:Iteration 185Q (3912.470000 sec): 3 clusters Score: Raw -1587707.013367 + Penalty 3144.339791 = -1584562.673576 nChanged 9 SP:Iteration 186Q (3912.510000 sec): 3 clusters Score: Raw -1587708.016231 + Penalty 3144.339791 = -1584563.676441 nChanged 15 SP:Iteration 187Q (3912.550000 sec): 3 clusters Score: Raw -1587709.552769 + Penalty 3144.339791 = -1584565.212978 nChanged 15 SP:Iteration 188Q (3912.590000 sec): 3 clusters Score: Raw -1587710.775938 + Penalty 3144.339791 = -1584566.436147 nChanged 12 SP:Iteration 189Q (3912.630000 sec): 3 clusters Score: Raw -1587711.504932 + Penalty 3144.339791 = -1584567.165141 nChanged 9 SP:Iteration 190Q (3912.670000 sec): 3 clusters Score: Raw -1587712.075281 + Penalty 3144.339791 = -1584567.735490 nChanged 7 SP:Iteration 191Q (3912.710000 sec): 3 clusters Score: Raw -1587712.578340 + Penalty 3144.339791 = -1584568.238549 nChanged 5 SP:Iteration 192Q (3912.750000 sec): 3 clusters Score: Raw -1587712.993809 + Penalty 3144.339791 = -1584568.654019 nChanged 10 SP:Iteration 193Q (3912.790000 sec): 3 clusters Score: Raw -1587713.738121 + Penalty 3144.339791 = -1584569.398330 nChanged 6 SP:Iteration 194Q (3912.820000 sec): 3 clusters Score: Raw -1587714.176247 + Penalty 3144.339791 = -1584569.836456 nChanged 6 SP:Iteration 195Q (3912.860000 sec): 3 clusters Score: Raw -1587714.454906 + Penalty 3144.339791 = -1584570.115115 nChanged 5 SP:Iteration 196Q (3912.900000 sec): 3 clusters Score: Raw -1587714.684122 + Penalty 3144.339791 = -1584570.344331 nChanged 3 SP:Iteration 197Q (3912.940000 sec): 3 clusters Score: Raw -1587714.839667 + Penalty 3144.339791 = -1584570.499876 nChanged 1 SP:Iteration 198Q (3912.980000 sec): 3 clusters Score: Raw -1587714.956776 + Penalty 3144.339791 = -1584570.616985 nChanged 2 SP:Iteration 199Q (3913.020000 sec): 3 clusters Score: Raw -1587715.104682 + Penalty 3144.339791 = -1584570.764891 nChanged 2 SP:Iteration 200F (3913.060000 sec): 3 clusters Score: Raw -1587715.218416 + Penalty 3144.339791 = -1584570.878625 nChanged 1 SP:Iteration 201Q (3913.100000 sec): 3 clusters Score: Raw -1587715.268777 + Penalty 3144.339791 = -1584570.928986 nChanged 0 SP:Iteration 202F (3913.140000 sec): 3 clusters Score: Raw -1587715.268777 + Penalty 3144.339791 = -1584570.928986 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3913.160000 sec): 2 clusters Score: Raw -107701.154846 + Penalty 1145.221548 = -106555.933297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3913.160000 sec): 3 clusters Score: Raw -107317.852146 + Penalty 2290.443097 = -105027.409049 nChanged 349 SP:Iteration 1F (3913.160000 sec): 3 clusters Score: Raw -107579.183837 + Penalty 2290.443097 = -105288.740740 nChanged 77 SP:Iteration 2F (3913.160000 sec): 3 clusters Score: Raw -107643.550319 + Penalty 2290.443097 = -105353.107222 nChanged 35 SP:Iteration 3Q (3913.170000 sec): 3 clusters Score: Raw -107672.434396 + Penalty 2290.443097 = -105381.991299 nChanged 30 SP:Iteration 4Q (3913.170000 sec): 3 clusters Score: Raw -107695.986197 + Penalty 2290.443097 = -105405.543100 nChanged 15 SP:Iteration 5Q (3913.170000 sec): 3 clusters Score: Raw -107708.502470 + Penalty 2290.443097 = -105418.059373 nChanged 15 SP:Iteration 6Q (3913.180000 sec): 3 clusters Score: Raw -107722.312610 + Penalty 2290.443097 = -105431.869513 nChanged 8 SP:Iteration 7Q (3913.180000 sec): 3 clusters Score: Raw -107727.842999 + Penalty 2290.443097 = -105437.399902 nChanged 9 SP:Iteration 8Q (3913.180000 sec): 3 clusters Score: Raw -107734.947469 + Penalty 2290.443097 = -105444.504372 nChanged 4 SP:Iteration 9Q (3913.180000 sec): 3 clusters Score: Raw -107737.273644 + Penalty 2290.443097 = -105446.830547 nChanged 1 SP:Iteration 10Q (3913.190000 sec): 3 clusters Score: Raw -107738.791640 + Penalty 2290.443097 = -105448.348543 nChanged 2 SP:Iteration 11Q (3913.190000 sec): 3 clusters Score: Raw -107740.197340 + Penalty 2290.443097 = -105449.754243 nChanged 0 SP:Iteration 12F (3913.190000 sec): 3 clusters Score: Raw -107740.197340 + Penalty 2290.443097 = -105449.754243 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3913.200000 sec): 2 clusters Score: Raw -55007.874572 + Penalty 1052.757817 = -53955.116755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3913.200000 sec): 3 clusters Score: Raw -54900.933542 + Penalty 2105.515634 = -52795.417908 nChanged 160 SP:Iteration 1F (3913.200000 sec): 3 clusters Score: Raw -55148.916175 + Penalty 2105.515634 = -53043.400541 nChanged 55 SP:Iteration 2F (3913.200000 sec): 3 clusters Score: Raw -55277.301026 + Penalty 2105.515634 = -53171.785392 nChanged 35 SP:Iteration 3F (3913.200000 sec): 3 clusters Score: Raw -55352.204442 + Penalty 2105.515634 = -53246.688808 nChanged 17 SP:Iteration 4Q (3913.200000 sec): 3 clusters Score: Raw -55386.046854 + Penalty 2105.515634 = -53280.531220 nChanged 16 SP:Iteration 5Q (3913.200000 sec): 3 clusters Score: Raw -55418.733751 + Penalty 2105.515634 = -53313.218117 nChanged 13 SP:Iteration 6Q (3913.200000 sec): 3 clusters Score: Raw -55444.078091 + Penalty 2105.515634 = -53338.562457 nChanged 15 SP:Iteration 7Q (3913.210000 sec): 3 clusters Score: Raw -55474.126890 + Penalty 2105.515634 = -53368.611257 nChanged 12 SP:Iteration 8Q (3913.210000 sec): 3 clusters Score: Raw -55505.578211 + Penalty 2105.515634 = -53400.062577 nChanged 15 SP:Iteration 9Q (3913.210000 sec): 3 clusters Score: Raw -55553.533209 + Penalty 2105.515634 = -53448.017575 nChanged 13 SP:Iteration 10Q (3913.210000 sec): 3 clusters Score: Raw -55591.557577 + Penalty 2105.515634 = -53486.041943 nChanged 12 SP:Iteration 11Q (3913.210000 sec): 3 clusters Score: Raw -55640.761836 + Penalty 2105.515634 = -53535.246202 nChanged 12 SP:Iteration 12Q (3913.210000 sec): 3 clusters Score: Raw -55692.589724 + Penalty 2105.515634 = -53587.074090 nChanged 11 SP:Iteration 13Q (3913.220000 sec): 3 clusters Score: Raw -55723.631350 + Penalty 2105.515634 = -53618.115716 nChanged 6 SP:Iteration 14Q (3913.220000 sec): 3 clusters Score: Raw -55743.686998 + Penalty 2105.515634 = -53638.171365 nChanged 4 SP:Iteration 15Q (3913.220000 sec): 3 clusters Score: Raw -55752.598191 + Penalty 2105.515634 = -53647.082557 nChanged 3 SP:Iteration 16Q (3913.220000 sec): 3 clusters Score: Raw -55757.884649 + Penalty 2105.515634 = -53652.369015 nChanged 4 SP:Iteration 17Q (3913.220000 sec): 3 clusters Score: Raw -55761.333120 + Penalty 2105.515634 = -53655.817487 nChanged 0 SP:Iteration 18F (3913.220000 sec): 3 clusters Score: Raw -55761.333120 + Penalty 2105.515634 = -53655.817487 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3913.240000 sec): 2 clusters Score: Raw -499927.391477 + Penalty 1381.455894 = -498545.935583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3913.250000 sec): 3 clusters Score: Raw -497323.838568 + Penalty 2762.911788 = -494560.926780 nChanged 1994 SP:Iteration 1F (3913.260000 sec): 3 clusters Score: Raw -498405.804298 + Penalty 2762.911788 = -495642.892509 nChanged 330 SP:Iteration 2F (3913.280000 sec): 3 clusters Score: Raw -498563.737740 + Penalty 2762.911788 = -495800.825952 nChanged 237 SP:Iteration 3Q (3913.290000 sec): 3 clusters Score: Raw -498668.572513 + Penalty 2762.911788 = -495905.660725 nChanged 177 SP:Iteration 4Q (3913.300000 sec): 3 clusters Score: Raw -498751.420257 + Penalty 2762.911788 = -495988.508468 nChanged 133 SP:Iteration 5Q (3913.310000 sec): 3 clusters Score: Raw -498799.813978 + Penalty 2762.911788 = -496036.902190 nChanged 96 SP:Iteration 6Q (3913.320000 sec): 3 clusters Score: Raw -498836.616411 + Penalty 2762.911788 = -496073.704623 nChanged 97 SP:Iteration 7Q (3913.340000 sec): 3 clusters Score: Raw -498867.155997 + Penalty 2762.911788 = -496104.244209 nChanged 76 SP:Iteration 8Q (3913.350000 sec): 3 clusters Score: Raw -498897.510876 + Penalty 2762.911788 = -496134.599088 nChanged 88 SP:Iteration 9Q (3913.360000 sec): 3 clusters Score: Raw -498933.062569 + Penalty 2762.911788 = -496170.150780 nChanged 100 SP:Iteration 10Q (3913.370000 sec): 3 clusters Score: Raw -498976.813643 + Penalty 2762.911788 = -496213.901855 nChanged 116 SP:Iteration 11Q (3913.380000 sec): 3 clusters Score: Raw -499019.348825 + Penalty 2762.911788 = -496256.437036 nChanged 112 SP:Iteration 12Q (3913.400000 sec): 3 clusters Score: Raw -499063.907661 + Penalty 2762.911788 = -496300.995873 nChanged 105 SP:Iteration 13Q (3913.410000 sec): 3 clusters Score: Raw -499108.477372 + Penalty 2762.911788 = -496345.565584 nChanged 113 SP:Iteration 14Q (3913.420000 sec): 3 clusters Score: Raw -499157.825343 + Penalty 2762.911788 = -496394.913555 nChanged 115 SP:Iteration 15Q (3913.430000 sec): 3 clusters Score: Raw -499209.278912 + Penalty 2762.911788 = -496446.367124 nChanged 128 SP:Iteration 16Q (3913.440000 sec): 3 clusters Score: Raw -499268.080067 + Penalty 2762.911788 = -496505.168279 nChanged 133 SP:Iteration 17Q (3913.460000 sec): 3 clusters Score: Raw -499339.548291 + Penalty 2762.911788 = -496576.636502 nChanged 142 SP:Iteration 18Q (3913.470000 sec): 3 clusters Score: Raw -499421.332169 + Penalty 2762.911788 = -496658.420381 nChanged 140 SP:Iteration 19Q (3913.480000 sec): 3 clusters Score: Raw -499503.498001 + Penalty 2762.911788 = -496740.586212 nChanged 136 SP:Iteration 20F (3913.490000 sec): 3 clusters Score: Raw -499587.723577 + Penalty 2762.911788 = -496824.811789 nChanged 144 SP:Iteration 21Q (3913.500000 sec): 3 clusters Score: Raw -499676.974006 + Penalty 2762.911788 = -496914.062218 nChanged 118 SP:Iteration 22Q (3913.520000 sec): 3 clusters Score: Raw -499753.926431 + Penalty 2762.911788 = -496991.014643 nChanged 100 SP:Iteration 23Q (3913.530000 sec): 3 clusters Score: Raw -499820.651633 + Penalty 2762.911788 = -497057.739845 nChanged 96 SP:Iteration 24Q (3913.540000 sec): 3 clusters Score: Raw -499878.790454 + Penalty 2762.911788 = -497115.878665 nChanged 76 SP:Iteration 25Q (3913.550000 sec): 3 clusters Score: Raw -499920.654073 + Penalty 2762.911788 = -497157.742285 nChanged 58 SP:Iteration 26Q (3913.560000 sec): 3 clusters Score: Raw -499952.683839 + Penalty 2762.911788 = -497189.772051 nChanged 50 SP:Iteration 27Q (3913.580000 sec): 3 clusters Score: Raw -499976.614586 + Penalty 2762.911788 = -497213.702797 nChanged 39 SP:Iteration 28Q (3913.590000 sec): 3 clusters Score: Raw -499996.002747 + Penalty 2762.911788 = -497233.090959 nChanged 30 SP:Iteration 29Q (3913.600000 sec): 3 clusters Score: Raw -500007.577544 + Penalty 2762.911788 = -497244.665756 nChanged 28 SP:Iteration 30Q (3913.610000 sec): 3 clusters Score: Raw -500018.155613 + Penalty 2762.911788 = -497255.243824 nChanged 21 SP:Iteration 31Q (3913.630000 sec): 3 clusters Score: Raw -500028.959489 + Penalty 2762.911788 = -497266.047701 nChanged 23 SP:Iteration 32Q (3913.640000 sec): 3 clusters Score: Raw -500040.194502 + Penalty 2762.911788 = -497277.282714 nChanged 14 SP:Iteration 33Q (3913.650000 sec): 3 clusters Score: Raw -500045.409052 + Penalty 2762.911788 = -497282.497264 nChanged 8 SP:Iteration 34Q (3913.660000 sec): 3 clusters Score: Raw -500048.381855 + Penalty 2762.911788 = -497285.470067 nChanged 11 SP:Iteration 35Q (3913.670000 sec): 3 clusters Score: Raw -500052.522603 + Penalty 2762.911788 = -497289.610815 nChanged 11 SP:Iteration 36Q (3913.680000 sec): 3 clusters Score: Raw -500055.112206 + Penalty 2762.911788 = -497292.200417 nChanged 7 SP:Iteration 37Q (3913.690000 sec): 3 clusters Score: Raw -500056.568723 + Penalty 2762.911788 = -497293.656935 nChanged 9 SP:Iteration 38Q (3913.700000 sec): 3 clusters Score: Raw -500058.866962 + Penalty 2762.911788 = -497295.955174 nChanged 6 SP:Iteration 39Q (3913.710000 sec): 3 clusters Score: Raw -500060.365489 + Penalty 2762.911788 = -497297.453701 nChanged 4 SP:Iteration 40F (3913.720000 sec): 3 clusters Score: Raw -500061.831884 + Penalty 2762.911788 = -497298.920096 nChanged 6 SP:Iteration 41Q (3913.730000 sec): 3 clusters Score: Raw -500063.944162 + Penalty 2762.911788 = -497301.032374 nChanged 2 SP:Iteration 42Q (3913.750000 sec): 3 clusters Score: Raw -500064.272390 + Penalty 2762.911788 = -497301.360602 nChanged 1 SP:Iteration 43Q (3913.750000 sec): 3 clusters Score: Raw -500064.472195 + Penalty 2762.911788 = -497301.560407 nChanged 1 SP:Iteration 44Q (3913.770000 sec): 3 clusters Score: Raw -500064.748463 + Penalty 2762.911788 = -497301.836675 nChanged 2 SP:Iteration 45Q (3913.780000 sec): 3 clusters Score: Raw -500065.254535 + Penalty 2762.911788 = -497302.342747 nChanged 3 SP:Iteration 46Q (3913.790000 sec): 3 clusters Score: Raw -500066.597652 + Penalty 2762.911788 = -497303.685864 nChanged 3 SP:Iteration 47Q (3913.800000 sec): 3 clusters Score: Raw -500067.774019 + Penalty 2762.911788 = -497304.862231 nChanged 3 SP:Iteration 48Q (3913.810000 sec): 3 clusters Score: Raw -500069.096152 + Penalty 2762.911788 = -497306.184364 nChanged 3 SP:Iteration 49Q (3913.820000 sec): 3 clusters Score: Raw -500070.241912 + Penalty 2762.911788 = -497307.330123 nChanged 1 SP:Iteration 50Q (3913.830000 sec): 3 clusters Score: Raw -500070.604978 + Penalty 2762.911788 = -497307.693189 nChanged 2 SP:Iteration 51Q (3913.840000 sec): 3 clusters Score: Raw -500071.028107 + Penalty 2762.911788 = -497308.116318 nChanged 1 SP:Iteration 52Q (3913.850000 sec): 3 clusters Score: Raw -500071.249491 + Penalty 2762.911788 = -497308.337703 nChanged 1 SP:Iteration 53Q (3913.860000 sec): 3 clusters Score: Raw -500071.398389 + Penalty 2762.911788 = -497308.486601 nChanged 0 SP:Iteration 54F (3913.870000 sec): 3 clusters Score: Raw -500071.398389 + Penalty 2762.911788 = -497308.486601 nChanged 0 Deleting Class 30 (101 points): Lose 1936.995060 but Gain 2212.985280 Iteration 259Q (3918.280000 sec): 30 clusters Score: Raw -78265843.391114 + Penalty 64176.573122 = -78201666.817993 nChanged 137 Iteration 260F (3940.030000 sec): 30 clusters Score: Raw -78266772.600666 + Penalty 64176.573122 = -78202596.027544 nChanged 39 Iteration 261Q (3944.390000 sec): 30 clusters Score: Raw -78266837.016076 + Penalty 64176.573122 = -78202660.442955 nChanged 32 Iteration 262Q (3948.760000 sec): 30 clusters Score: Raw -78266862.457950 + Penalty 64176.573122 = -78202685.884828 nChanged 35 Iteration 263Q (3953.130000 sec): 30 clusters Score: Raw -78266875.731241 + Penalty 64176.573122 = -78202699.158119 nChanged 36 Iteration 264Q (3957.500000 sec): 30 clusters Score: Raw -78266894.405945 + Penalty 64176.573122 = -78202717.832824 nChanged 35 Iteration 265Q (3961.870000 sec): 30 clusters Score: Raw -78266912.439817 + Penalty 64176.573122 = -78202735.866695 nChanged 25 Iteration 266Q (3966.240000 sec): 30 clusters Score: Raw -78266921.195803 + Penalty 64176.573122 = -78202744.622681 nChanged 34 Iteration 267Q (3970.620000 sec): 30 clusters Score: Raw -78266933.097835 + Penalty 64176.573122 = -78202756.524713 nChanged 31 Iteration 268Q (3974.990000 sec): 30 clusters Score: Raw -78266943.169202 + Penalty 64176.573122 = -78202766.596080 nChanged 29 Iteration 269Q (3979.360000 sec): 30 clusters Score: Raw -78266959.789350 + Penalty 64176.573122 = -78202783.216229 nChanged 37 Iteration 270Q (3983.750000 sec): 30 clusters Score: Raw -78266973.459310 + Penalty 64176.573122 = -78202796.886189 nChanged 23 Iteration 271Q (3988.160000 sec): 30 clusters Score: Raw -78266985.046071 + Penalty 64176.573122 = -78202808.472949 nChanged 29 Iteration 272Q (3992.540000 sec): 30 clusters Score: Raw -78266989.586515 + Penalty 64176.573122 = -78202813.013393 nChanged 23 Iteration 273Q (3996.940000 sec): 30 clusters Score: Raw -78267002.299588 + Penalty 64176.573122 = -78202825.726466 nChanged 23 Iteration 274Q (4001.340000 sec): 30 clusters Score: Raw -78267003.111370 + Penalty 64176.573122 = -78202826.538248 nChanged 18 Iteration 275Q (4005.730000 sec): 30 clusters Score: Raw -78267003.325963 + Penalty 64176.573122 = -78202826.752842 nChanged 17 Iteration 276Q (4010.160000 sec): 30 clusters Score: Raw -78267003.393613 + Penalty 64176.573122 = -78202826.820492 nChanged 11 Iteration 277Q (4014.550000 sec): 30 clusters Score: Raw -78267003.422833 + Penalty 64176.573122 = -78202826.849711 nChanged 5 Iteration 278Q (4018.930000 sec): 30 clusters Score: Raw -78267003.454572 + Penalty 64176.573122 = -78202826.881451 nChanged 7 Iteration 279Q (4023.320000 sec): 30 clusters Score: Raw -78267003.495658 + Penalty 64176.573122 = -78202826.922536 nChanged 4 Iteration 280F (4045.120000 sec): 30 clusters Score: Raw -78267004.825469 + Penalty 64176.573122 = -78202828.252347 nChanged 5 Iteration 281Q (4049.530000 sec): 30 clusters Score: Raw -78267022.832172 + Penalty 64176.573122 = -78202846.259051 nChanged 2 Iteration 282Q (4053.930000 sec): 30 clusters Score: Raw -78267022.849697 + Penalty 64176.573122 = -78202846.276575 nChanged 3 Iteration 283Q (4058.320000 sec): 30 clusters Score: Raw -78267022.869525 + Penalty 64176.573122 = -78202846.296403 nChanged 5 Iteration 284Q (4062.720000 sec): 30 clusters Score: Raw -78267022.904025 + Penalty 64176.573122 = -78202846.330903 nChanged 5 Iteration 285Q (4067.110000 sec): 30 clusters Score: Raw -78267022.935329 + Penalty 64176.573122 = -78202846.362207 nChanged 8 Iteration 286Q (4071.520000 sec): 30 clusters Score: Raw -78267022.964328 + Penalty 64176.573122 = -78202846.391206 nChanged 6 Iteration 287Q (4075.920000 sec): 30 clusters Score: Raw -78267022.976249 + Penalty 64176.573122 = -78202846.403128 nChanged 3 Iteration 288Q (4080.310000 sec): 30 clusters Score: Raw -78267022.982405 + Penalty 64176.573122 = -78202846.409284 nChanged 3 Iteration 289Q (4084.710000 sec): 30 clusters Score: Raw -78267022.999537 + Penalty 64176.573122 = -78202846.426416 nChanged 4 Iteration 290Q (4089.090000 sec): 30 clusters Score: Raw -78267023.018045 + Penalty 64176.573122 = -78202846.444923 nChanged 8 Iteration 291Q (4093.470000 sec): 30 clusters Score: Raw -78267023.048173 + Penalty 64176.573122 = -78202846.475051 nChanged 4 Iteration 292Q (4097.840000 sec): 30 clusters Score: Raw -78267023.059004 + Penalty 64176.573122 = -78202846.485882 nChanged 2 Iteration 293Q (4102.210000 sec): 30 clusters Score: Raw -78267023.071426 + Penalty 64176.573122 = -78202846.498305 nChanged 5 Iteration 294Q (4106.580000 sec): 30 clusters Score: Raw -78267023.081368 + Penalty 64176.573122 = -78202846.508247 nChanged 3 Iteration 295Q (4110.960000 sec): 30 clusters Score: Raw -78267023.087034 + Penalty 64176.573122 = -78202846.513913 nChanged 2 Iteration 296Q (4115.330000 sec): 30 clusters Score: Raw -78267023.090633 + Penalty 64176.573122 = -78202846.517512 nChanged 0 Iteration 297F (4137.140000 sec): 30 clusters Score: Raw -78267023.090633 + Penalty 64176.573122 = -78202846.517512 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -78267023.090633 + Penalty 64176.573122 = -78202846.517512 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4137.260000 sec): 2 clusters Score: Raw -32738.572149 + Penalty 960.504455 = -31778.067694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4137.260000 sec): 3 clusters Score: Raw -32719.835689 + Penalty 1921.008909 = -30798.826780 nChanged 77 SP:Iteration 1F (4137.260000 sec): 3 clusters Score: Raw -32851.099549 + Penalty 1921.008909 = -30930.090639 nChanged 12 SP:Iteration 2Q (4137.260000 sec): 3 clusters Score: Raw -32880.203171 + Penalty 1921.008909 = -30959.194261 nChanged 6 SP:Iteration 3Q (4137.260000 sec): 3 clusters Score: Raw -32894.442714 + Penalty 1921.008909 = -30973.433805 nChanged 4 SP:Iteration 4Q (4137.260000 sec): 3 clusters Score: Raw -32905.323409 + Penalty 1921.008909 = -30984.314500 nChanged 2 SP:Iteration 5Q (4137.260000 sec): 3 clusters Score: Raw -32908.254374 + Penalty 1921.008909 = -30987.245465 nChanged 0 SP:Iteration 6F (4137.260000 sec): 3 clusters Score: Raw -32908.254374 + Penalty 1921.008909 = -30987.245465 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4137.270000 sec): 2 clusters Score: Raw -31543.245457 + Penalty 961.382835 = -30581.862621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4137.270000 sec): 3 clusters Score: Raw -31568.142372 + Penalty 1922.765670 = -29645.376702 nChanged 90 SP:Iteration 1F (4137.270000 sec): 3 clusters Score: Raw -31758.834845 + Penalty 1922.765670 = -29836.069175 nChanged 14 SP:Iteration 2Q (4137.270000 sec): 3 clusters Score: Raw -31808.247195 + Penalty 1922.765670 = -29885.481525 nChanged 7 SP:Iteration 3Q (4137.270000 sec): 3 clusters Score: Raw -31824.953334 + Penalty 1922.765670 = -29902.187663 nChanged 4 SP:Iteration 4Q (4137.270000 sec): 3 clusters Score: Raw -31837.018879 + Penalty 1922.765670 = -29914.253209 nChanged 3 SP:Iteration 5Q (4137.270000 sec): 3 clusters Score: Raw -31843.136105 + Penalty 1922.765670 = -29920.370435 nChanged 2 SP:Iteration 6Q (4137.280000 sec): 3 clusters Score: Raw -31845.201363 + Penalty 1922.765670 = -29922.435693 nChanged 0 SP:Iteration 7F (4137.280000 sec): 3 clusters Score: Raw -31845.201363 + Penalty 1922.765670 = -29922.435693 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4137.330000 sec): 2 clusters Score: Raw -1543592.552075 + Penalty 1567.045317 = -1542025.506758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4137.370000 sec): 3 clusters Score: Raw -1534480.689333 + Penalty 3134.090633 = -1531346.598700 nChanged 6884 SP:Iteration 1F (4137.410000 sec): 3 clusters Score: Raw -1538031.103954 + Penalty 3134.090633 = -1534897.013321 nChanged 761 SP:Iteration 2Q (4137.450000 sec): 3 clusters Score: Raw -1538288.169473 + Penalty 3134.090633 = -1535154.078840 nChanged 644 SP:Iteration 3Q (4137.490000 sec): 3 clusters Score: Raw -1538483.846475 + Penalty 3134.090633 = -1535349.755842 nChanged 554 SP:Iteration 4Q (4137.530000 sec): 3 clusters Score: Raw -1538646.752223 + Penalty 3134.090633 = -1535512.661590 nChanged 478 SP:Iteration 5Q (4137.570000 sec): 3 clusters Score: Raw -1538781.424606 + Penalty 3134.090633 = -1535647.333973 nChanged 467 SP:Iteration 6Q (4137.610000 sec): 3 clusters Score: Raw -1538915.236478 + Penalty 3134.090633 = -1535781.145845 nChanged 447 SP:Iteration 7Q (4137.650000 sec): 3 clusters Score: Raw -1539040.850182 + Penalty 3134.090633 = -1535906.759549 nChanged 426 SP:Iteration 8Q (4137.680000 sec): 3 clusters Score: Raw -1539187.719770 + Penalty 3134.090633 = -1536053.629137 nChanged 498 SP:Iteration 9Q (4137.720000 sec): 3 clusters Score: Raw -1539378.632411 + Penalty 3134.090633 = -1536244.541778 nChanged 534 SP:Iteration 10Q (4137.760000 sec): 3 clusters Score: Raw -1539599.942884 + Penalty 3134.090633 = -1536465.852251 nChanged 614 SP:Iteration 11Q (4137.800000 sec): 3 clusters Score: Raw -1539897.041827 + Penalty 3134.090633 = -1536762.951194 nChanged 697 SP:Iteration 12Q (4137.840000 sec): 3 clusters Score: Raw -1540304.316388 + Penalty 3134.090633 = -1537170.225754 nChanged 768 SP:Iteration 13Q (4137.880000 sec): 3 clusters Score: Raw -1540807.613686 + Penalty 3134.090633 = -1537673.523053 nChanged 765 SP:Iteration 14Q (4137.920000 sec): 3 clusters Score: Raw -1541369.398368 + Penalty 3134.090633 = -1538235.307734 nChanged 693 SP:Iteration 15Q (4137.960000 sec): 3 clusters Score: Raw -1541931.396310 + Penalty 3134.090633 = -1538797.305677 nChanged 598 SP:Iteration 16Q (4138.000000 sec): 3 clusters Score: Raw -1542416.408727 + Penalty 3134.090633 = -1539282.318094 nChanged 441 SP:Iteration 17Q (4138.040000 sec): 3 clusters Score: Raw -1542777.661715 + Penalty 3134.090633 = -1539643.571082 nChanged 343 SP:Iteration 18Q (4138.070000 sec): 3 clusters Score: Raw -1543071.682409 + Penalty 3134.090633 = -1539937.591776 nChanged 255 SP:Iteration 19Q (4138.100000 sec): 3 clusters Score: Raw -1543292.506647 + Penalty 3134.090633 = -1540158.416014 nChanged 199 SP:Iteration 20F (4138.140000 sec): 3 clusters Score: Raw -1543451.215696 + Penalty 3134.090633 = -1540317.125063 nChanged 144 SP:Iteration 21Q (4138.170000 sec): 3 clusters Score: Raw -1543549.048959 + Penalty 3134.090633 = -1540414.958325 nChanged 109 SP:Iteration 22Q (4138.200000 sec): 3 clusters Score: Raw -1543612.122009 + Penalty 3134.090633 = -1540478.031376 nChanged 87 SP:Iteration 23Q (4138.230000 sec): 3 clusters Score: Raw -1543667.715222 + Penalty 3134.090633 = -1540533.624589 nChanged 68 SP:Iteration 24Q (4138.260000 sec): 3 clusters Score: Raw -1543712.789935 + Penalty 3134.090633 = -1540578.699302 nChanged 50 SP:Iteration 25Q (4138.290000 sec): 3 clusters Score: Raw -1543744.037009 + Penalty 3134.090633 = -1540609.946376 nChanged 50 SP:Iteration 26Q (4138.320000 sec): 3 clusters Score: Raw -1543773.703871 + Penalty 3134.090633 = -1540639.613238 nChanged 32 SP:Iteration 27Q (4138.350000 sec): 3 clusters Score: Raw -1543794.370941 + Penalty 3134.090633 = -1540660.280308 nChanged 32 SP:Iteration 28Q (4138.370000 sec): 3 clusters Score: Raw -1543816.314497 + Penalty 3134.090633 = -1540682.223864 nChanged 22 SP:Iteration 29Q (4138.410000 sec): 3 clusters Score: Raw -1543828.105951 + Penalty 3134.090633 = -1540694.015318 nChanged 22 SP:Iteration 30Q (4138.430000 sec): 3 clusters Score: Raw -1543841.781272 + Penalty 3134.090633 = -1540707.690638 nChanged 24 SP:Iteration 31Q (4138.460000 sec): 3 clusters Score: Raw -1543856.861302 + Penalty 3134.090633 = -1540722.770669 nChanged 16 SP:Iteration 32Q (4138.490000 sec): 3 clusters Score: Raw -1543866.484657 + Penalty 3134.090633 = -1540732.394024 nChanged 11 SP:Iteration 33Q (4138.520000 sec): 3 clusters Score: Raw -1543871.494566 + Penalty 3134.090633 = -1540737.403933 nChanged 9 SP:Iteration 34Q (4138.550000 sec): 3 clusters Score: Raw -1543879.391158 + Penalty 3134.090633 = -1540745.300525 nChanged 9 SP:Iteration 35Q (4138.570000 sec): 3 clusters Score: Raw -1543886.910668 + Penalty 3134.090633 = -1540752.820035 nChanged 8 SP:Iteration 36Q (4138.600000 sec): 3 clusters Score: Raw -1543890.174801 + Penalty 3134.090633 = -1540756.084167 nChanged 4 SP:Iteration 37Q (4138.630000 sec): 3 clusters Score: Raw -1543891.649108 + Penalty 3134.090633 = -1540757.558475 nChanged 4 SP:Iteration 38Q (4138.660000 sec): 3 clusters Score: Raw -1543893.904693 + Penalty 3134.090633 = -1540759.814060 nChanged 3 SP:Iteration 39Q (4138.690000 sec): 3 clusters Score: Raw -1543895.375340 + Penalty 3134.090633 = -1540761.284707 nChanged 5 SP:Iteration 40F (4138.730000 sec): 3 clusters Score: Raw -1543897.429562 + Penalty 3134.090633 = -1540763.338929 nChanged 4 SP:Iteration 41Q (4138.750000 sec): 3 clusters Score: Raw -1543899.201041 + Penalty 3134.090633 = -1540765.110408 nChanged 5 SP:Iteration 42Q (4138.780000 sec): 3 clusters Score: Raw -1543901.390820 + Penalty 3134.090633 = -1540767.300187 nChanged 1 SP:Iteration 43Q (4138.810000 sec): 3 clusters Score: Raw -1543901.848031 + Penalty 3134.090633 = -1540767.757398 nChanged 0 SP:Iteration 44F (4138.850000 sec): 3 clusters Score: Raw -1543901.848031 + Penalty 3134.090633 = -1540767.757398 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4138.880000 sec): 2 clusters Score: Raw -834566.194089 + Penalty 1467.688812 = -833098.505277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4138.900000 sec): 3 clusters Score: Raw -829963.424710 + Penalty 2935.377624 = -827028.047086 nChanged 3540 SP:Iteration 1F (4138.920000 sec): 3 clusters Score: Raw -831801.578006 + Penalty 2935.377624 = -828866.200382 nChanged 526 SP:Iteration 2F (4138.940000 sec): 3 clusters Score: Raw -832035.520317 + Penalty 2935.377624 = -829100.142693 nChanged 435 SP:Iteration 3F (4138.970000 sec): 3 clusters Score: Raw -832225.386235 + Penalty 2935.377624 = -829290.008611 nChanged 369 SP:Iteration 4Q (4138.990000 sec): 3 clusters Score: Raw -832400.126536 + Penalty 2935.377624 = -829464.748912 nChanged 396 SP:Iteration 5Q (4139.010000 sec): 3 clusters Score: Raw -832623.997152 + Penalty 2935.377624 = -829688.619527 nChanged 446 SP:Iteration 6F (4139.030000 sec): 3 clusters Score: Raw -832909.102537 + Penalty 2935.377624 = -829973.724913 nChanged 488 SP:Iteration 7F (4139.050000 sec): 3 clusters Score: Raw -833271.649458 + Penalty 2935.377624 = -830336.271834 nChanged 517 SP:Iteration 8F (4139.070000 sec): 3 clusters Score: Raw -833679.349843 + Penalty 2935.377624 = -830743.972218 nChanged 503 SP:Iteration 9F (4139.090000 sec): 3 clusters Score: Raw -834055.293895 + Penalty 2935.377624 = -831119.916271 nChanged 398 SP:Iteration 10Q (4139.110000 sec): 3 clusters Score: Raw -834330.009686 + Penalty 2935.377624 = -831394.632062 nChanged 329 SP:Iteration 11Q (4139.130000 sec): 3 clusters Score: Raw -834576.454210 + Penalty 2935.377624 = -831641.076586 nChanged 279 SP:Iteration 12Q (4139.150000 sec): 3 clusters Score: Raw -834778.145313 + Penalty 2935.377624 = -831842.767689 nChanged 206 SP:Iteration 13Q (4139.170000 sec): 3 clusters Score: Raw -834914.861348 + Penalty 2935.377624 = -831979.483723 nChanged 129 SP:Iteration 14Q (4139.200000 sec): 3 clusters Score: Raw -834986.422062 + Penalty 2935.377624 = -832051.044437 nChanged 104 SP:Iteration 15Q (4139.220000 sec): 3 clusters Score: Raw -835057.231890 + Penalty 2935.377624 = -832121.854266 nChanged 77 SP:Iteration 16Q (4139.240000 sec): 3 clusters Score: Raw -835102.194078 + Penalty 2935.377624 = -832166.816454 nChanged 46 SP:Iteration 17Q (4139.260000 sec): 3 clusters Score: Raw -835123.593015 + Penalty 2935.377624 = -832188.215391 nChanged 42 SP:Iteration 18Q (4139.280000 sec): 3 clusters Score: Raw -835144.909305 + Penalty 2935.377624 = -832209.531680 nChanged 32 SP:Iteration 19Q (4139.300000 sec): 3 clusters Score: Raw -835158.521674 + Penalty 2935.377624 = -832223.144049 nChanged 31 SP:Iteration 20F (4139.320000 sec): 3 clusters Score: Raw -835173.674543 + Penalty 2935.377624 = -832238.296918 nChanged 32 SP:Iteration 21Q (4139.340000 sec): 3 clusters Score: Raw -835190.132427 + Penalty 2935.377624 = -832254.754803 nChanged 17 SP:Iteration 22Q (4139.360000 sec): 3 clusters Score: Raw -835196.350827 + Penalty 2935.377624 = -832260.973202 nChanged 11 SP:Iteration 23Q (4139.380000 sec): 3 clusters Score: Raw -835201.330535 + Penalty 2935.377624 = -832265.952911 nChanged 12 SP:Iteration 24Q (4139.400000 sec): 3 clusters Score: Raw -835207.498645 + Penalty 2935.377624 = -832272.121020 nChanged 10 SP:Iteration 25Q (4139.420000 sec): 3 clusters Score: Raw -835212.285828 + Penalty 2935.377624 = -832276.908204 nChanged 7 SP:Iteration 26Q (4139.440000 sec): 3 clusters Score: Raw -835215.092349 + Penalty 2935.377624 = -832279.714725 nChanged 3 SP:Iteration 27Q (4139.460000 sec): 3 clusters Score: Raw -835216.409571 + Penalty 2935.377624 = -832281.031946 nChanged 4 SP:Iteration 28Q (4139.480000 sec): 3 clusters Score: Raw -835218.149454 + Penalty 2935.377624 = -832282.771829 nChanged 3 SP:Iteration 29Q (4139.500000 sec): 3 clusters Score: Raw -835219.755527 + Penalty 2935.377624 = -832284.377903 nChanged 1 SP:Iteration 30Q (4139.520000 sec): 3 clusters Score: Raw -835219.956054 + Penalty 2935.377624 = -832284.578430 nChanged 1 SP:Iteration 31Q (4139.540000 sec): 3 clusters Score: Raw -835220.297571 + Penalty 2935.377624 = -832284.919947 nChanged 1 SP:Iteration 32Q (4139.560000 sec): 3 clusters Score: Raw -835220.789106 + Penalty 2935.377624 = -832285.411482 nChanged 1 SP:Iteration 33Q (4139.570000 sec): 3 clusters Score: Raw -835221.230074 + Penalty 2935.377624 = -832285.852449 nChanged 0 SP:Iteration 34F (4139.600000 sec): 3 clusters Score: Raw -835221.230074 + Penalty 2935.377624 = -832285.852449 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (91683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4139.890000 sec): 2 clusters Score: Raw -8937820.932227 + Penalty 1856.739991 = -8935964.192235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4140.140000 sec): 3 clusters Score: Raw -8878362.039448 + Penalty 3713.479983 = -8874648.559465 nChanged 43713 SP:Iteration 1F (4140.400000 sec): 3 clusters Score: Raw -8903513.587273 + Penalty 3713.479983 = -8899800.107290 nChanged 2669 SP:Iteration 2Q (4140.650000 sec): 3 clusters Score: Raw -8904059.364262 + Penalty 3713.479983 = -8900345.884279 nChanged 2849 SP:Iteration 3Q (4140.910000 sec): 3 clusters Score: Raw -8904703.035745 + Penalty 3713.479983 = -8900989.555763 nChanged 3060 SP:Iteration 4Q (4141.170000 sec): 3 clusters Score: Raw -8905479.249004 + Penalty 3713.479983 = -8901765.769022 nChanged 3453 SP:Iteration 5Q (4141.430000 sec): 3 clusters Score: Raw -8906561.440835 + Penalty 3713.479983 = -8902847.960852 nChanged 4147 SP:Iteration 6Q (4141.690000 sec): 3 clusters Score: Raw -8908314.704254 + Penalty 3713.479983 = -8904601.224272 nChanged 5241 SP:Iteration 7F (4141.940000 sec): 3 clusters Score: Raw -8911237.524015 + Penalty 3713.479983 = -8907524.044033 nChanged 6594 SP:Iteration 8F (4142.190000 sec): 3 clusters Score: Raw -8916033.984319 + Penalty 3713.479983 = -8912320.504336 nChanged 7551 SP:Iteration 9F (4142.440000 sec): 3 clusters Score: Raw -8922679.165624 + Penalty 3713.479983 = -8918965.685642 nChanged 7137 SP:Iteration 10F (4142.690000 sec): 3 clusters Score: Raw -8929596.674264 + Penalty 3713.479983 = -8925883.194281 nChanged 4975 SP:Iteration 11F (4142.940000 sec): 3 clusters Score: Raw -8934428.793493 + Penalty 3713.479983 = -8930715.313510 nChanged 2465 SP:Iteration 12Q (4143.170000 sec): 3 clusters Score: Raw -8936718.748169 + Penalty 3713.479983 = -8933005.268186 nChanged 921 SP:Iteration 13Q (4143.390000 sec): 3 clusters Score: Raw -8937559.197150 + Penalty 3713.479983 = -8933845.717167 nChanged 285 SP:Iteration 14Q (4143.580000 sec): 3 clusters Score: Raw -8937826.771225 + Penalty 3713.479983 = -8934113.291242 nChanged 98 SP:Iteration 15Q (4143.770000 sec): 3 clusters Score: Raw -8937929.498495 + Penalty 3713.479983 = -8934216.018512 nChanged 40 SP:Iteration 16Q (4143.950000 sec): 3 clusters Score: Raw -8937981.595817 + Penalty 3713.479983 = -8934268.115834 nChanged 20 SP:Iteration 17Q (4144.130000 sec): 3 clusters Score: Raw -8938003.292021 + Penalty 3713.479983 = -8934289.812039 nChanged 7 SP:Iteration 18Q (4144.300000 sec): 3 clusters Score: Raw -8938011.512856 + Penalty 3713.479983 = -8934298.032873 nChanged 6 SP:Iteration 19Q (4144.480000 sec): 3 clusters Score: Raw -8938017.556585 + Penalty 3713.479983 = -8934304.076602 nChanged 5 SP:Iteration 20F (4144.730000 sec): 3 clusters Score: Raw -8938023.867943 + Penalty 3713.479983 = -8934310.387960 nChanged 3 SP:Iteration 21Q (4144.910000 sec): 3 clusters Score: Raw -8938026.373918 + Penalty 3713.479983 = -8934312.893935 nChanged 3 SP:Iteration 22Q (4145.080000 sec): 3 clusters Score: Raw -8938029.585432 + Penalty 3713.479983 = -8934316.105450 nChanged 3 SP:Iteration 23Q (4145.260000 sec): 3 clusters Score: Raw -8938032.733043 + Penalty 3713.479983 = -8934319.253061 nChanged 3 SP:Iteration 24Q (4145.440000 sec): 3 clusters Score: Raw -8938037.448276 + Penalty 3713.479983 = -8934323.968294 nChanged 1 SP:Iteration 25Q (4145.620000 sec): 3 clusters Score: Raw -8938038.323419 + Penalty 3713.479983 = -8934324.843437 nChanged 1 SP:Iteration 26Q (4145.800000 sec): 3 clusters Score: Raw -8938039.379023 + Penalty 3713.479983 = -8934325.899040 nChanged 2 SP:Iteration 27Q (4145.980000 sec): 3 clusters Score: Raw -8938041.161618 + Penalty 3713.479983 = -8934327.681635 nChanged 3 SP:Iteration 28Q (4146.150000 sec): 3 clusters Score: Raw -8938043.118166 + Penalty 3713.479983 = -8934329.638184 nChanged 1 SP:Iteration 29Q (4146.330000 sec): 3 clusters Score: Raw -8938043.671423 + Penalty 3713.479983 = -8934330.191440 nChanged 0 SP:Iteration 30F (4146.570000 sec): 3 clusters Score: Raw -8938043.671423 + Penalty 3713.479983 = -8934330.191440 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4146.640000 sec): 2 clusters Score: Raw -442727.237392 + Penalty 1378.725297 = -441348.512095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4146.650000 sec): 3 clusters Score: Raw -440223.128731 + Penalty 2757.450594 = -437465.678136 nChanged 1927 SP:Iteration 1F (4146.660000 sec): 3 clusters Score: Raw -441372.671578 + Penalty 2757.450594 = -438615.220984 nChanged 385 SP:Iteration 2F (4146.680000 sec): 3 clusters Score: Raw -441602.724371 + Penalty 2757.450594 = -438845.273776 nChanged 304 SP:Iteration 3F (4146.690000 sec): 3 clusters Score: Raw -441785.012630 + Penalty 2757.450594 = -439027.562036 nChanged 237 SP:Iteration 4Q (4146.700000 sec): 3 clusters Score: Raw -441947.600220 + Penalty 2757.450594 = -439190.149625 nChanged 219 SP:Iteration 5Q (4146.710000 sec): 3 clusters Score: Raw -442106.825394 + Penalty 2757.450594 = -439349.374800 nChanged 203 SP:Iteration 6Q (4146.730000 sec): 3 clusters Score: Raw -442259.832991 + Penalty 2757.450594 = -439502.382396 nChanged 202 SP:Iteration 7Q (4146.740000 sec): 3 clusters Score: Raw -442419.069879 + Penalty 2757.450594 = -439661.619285 nChanged 197 SP:Iteration 8Q (4146.750000 sec): 3 clusters Score: Raw -442567.335083 + Penalty 2757.450594 = -439809.884488 nChanged 174 SP:Iteration 9Q (4146.760000 sec): 3 clusters Score: Raw -442683.147046 + Penalty 2757.450594 = -439925.696452 nChanged 132 SP:Iteration 10Q (4146.780000 sec): 3 clusters Score: Raw -442783.628082 + Penalty 2757.450594 = -440026.177488 nChanged 143 SP:Iteration 11Q (4146.790000 sec): 3 clusters Score: Raw -442864.623596 + Penalty 2757.450594 = -440107.173002 nChanged 110 SP:Iteration 12Q (4146.800000 sec): 3 clusters Score: Raw -442923.582805 + Penalty 2757.450594 = -440166.132211 nChanged 67 SP:Iteration 13Q (4146.810000 sec): 3 clusters Score: Raw -442956.962092 + Penalty 2757.450594 = -440199.511497 nChanged 60 SP:Iteration 14Q (4146.820000 sec): 3 clusters Score: Raw -442980.921163 + Penalty 2757.450594 = -440223.470569 nChanged 50 SP:Iteration 15Q (4146.830000 sec): 3 clusters Score: Raw -443002.670195 + Penalty 2757.450594 = -440245.219601 nChanged 39 SP:Iteration 16Q (4146.840000 sec): 3 clusters Score: Raw -443015.135252 + Penalty 2757.450594 = -440257.684658 nChanged 27 SP:Iteration 17Q (4146.860000 sec): 3 clusters Score: Raw -443021.604187 + Penalty 2757.450594 = -440264.153592 nChanged 18 SP:Iteration 18Q (4146.870000 sec): 3 clusters Score: Raw -443026.196544 + Penalty 2757.450594 = -440268.745950 nChanged 16 SP:Iteration 19Q (4146.880000 sec): 3 clusters Score: Raw -443029.602775 + Penalty 2757.450594 = -440272.152180 nChanged 11 SP:Iteration 20F (4146.890000 sec): 3 clusters Score: Raw -443031.691130 + Penalty 2757.450594 = -440274.240536 nChanged 9 SP:Iteration 21Q (4146.900000 sec): 3 clusters Score: Raw -443034.080624 + Penalty 2757.450594 = -440276.630030 nChanged 7 SP:Iteration 22Q (4146.910000 sec): 3 clusters Score: Raw -443035.643845 + Penalty 2757.450594 = -440278.193251 nChanged 5 SP:Iteration 23Q (4146.920000 sec): 3 clusters Score: Raw -443036.516756 + Penalty 2757.450594 = -440279.066162 nChanged 3 SP:Iteration 24Q (4146.940000 sec): 3 clusters Score: Raw -443037.039027 + Penalty 2757.450594 = -440279.588432 nChanged 4 SP:Iteration 25Q (4146.950000 sec): 3 clusters Score: Raw -443037.783038 + Penalty 2757.450594 = -440280.332443 nChanged 4 SP:Iteration 26Q (4146.960000 sec): 3 clusters Score: Raw -443038.369998 + Penalty 2757.450594 = -440280.919403 nChanged 3 SP:Iteration 27Q (4146.970000 sec): 3 clusters Score: Raw -443039.144808 + Penalty 2757.450594 = -440281.694214 nChanged 3 SP:Iteration 28Q (4146.980000 sec): 3 clusters Score: Raw -443039.617148 + Penalty 2757.450594 = -440282.166554 nChanged 2 SP:Iteration 29Q (4146.990000 sec): 3 clusters Score: Raw -443039.816219 + Penalty 2757.450594 = -440282.365625 nChanged 2 SP:Iteration 30Q (4147.000000 sec): 3 clusters Score: Raw -443040.118270 + Penalty 2757.450594 = -440282.667676 nChanged 1 SP:Iteration 31Q (4147.020000 sec): 3 clusters Score: Raw -443040.289614 + Penalty 2757.450594 = -440282.839020 nChanged 0 SP:Iteration 32F (4147.030000 sec): 3 clusters Score: Raw -443040.289614 + Penalty 2757.450594 = -440282.839020 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4147.050000 sec): 2 clusters Score: Raw -629347.430692 + Penalty 1428.813988 = -627918.616704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4147.070000 sec): 3 clusters Score: Raw -625740.115124 + Penalty 2857.627975 = -622882.487148 nChanged 2774 SP:Iteration 1F (4147.080000 sec): 3 clusters Score: Raw -627231.120224 + Penalty 2857.627975 = -624373.492249 nChanged 429 SP:Iteration 2F (4147.100000 sec): 3 clusters Score: Raw -627432.336343 + Penalty 2857.627975 = -624574.708368 nChanged 346 SP:Iteration 3F (4147.120000 sec): 3 clusters Score: Raw -627619.670631 + Penalty 2857.627975 = -624762.042656 nChanged 320 SP:Iteration 4Q (4147.140000 sec): 3 clusters Score: Raw -627791.958387 + Penalty 2857.627975 = -624934.330412 nChanged 303 SP:Iteration 5Q (4147.150000 sec): 3 clusters Score: Raw -627963.950864 + Penalty 2857.627975 = -625106.322889 nChanged 318 SP:Iteration 6Q (4147.170000 sec): 3 clusters Score: Raw -628180.722862 + Penalty 2857.627975 = -625323.094887 nChanged 347 SP:Iteration 7F (4147.180000 sec): 3 clusters Score: Raw -628449.923168 + Penalty 2857.627975 = -625592.295192 nChanged 352 SP:Iteration 8F (4147.200000 sec): 3 clusters Score: Raw -628737.770591 + Penalty 2857.627975 = -625880.142616 nChanged 287 SP:Iteration 9Q (4147.220000 sec): 3 clusters Score: Raw -628971.435671 + Penalty 2857.627975 = -626113.807695 nChanged 225 SP:Iteration 10Q (4147.230000 sec): 3 clusters Score: Raw -629159.658350 + Penalty 2857.627975 = -626302.030374 nChanged 164 SP:Iteration 11Q (4147.250000 sec): 3 clusters Score: Raw -629310.064066 + Penalty 2857.627975 = -626452.436091 nChanged 94 SP:Iteration 12Q (4147.260000 sec): 3 clusters Score: Raw -629402.958773 + Penalty 2857.627975 = -626545.330797 nChanged 60 SP:Iteration 13Q (4147.280000 sec): 3 clusters Score: Raw -629461.926069 + Penalty 2857.627975 = -626604.298094 nChanged 44 SP:Iteration 14Q (4147.290000 sec): 3 clusters Score: Raw -629508.005136 + Penalty 2857.627975 = -626650.377160 nChanged 32 SP:Iteration 15Q (4147.310000 sec): 3 clusters Score: Raw -629544.071508 + Penalty 2857.627975 = -626686.443533 nChanged 23 SP:Iteration 16Q (4147.320000 sec): 3 clusters Score: Raw -629563.999111 + Penalty 2857.627975 = -626706.371135 nChanged 13 SP:Iteration 17Q (4147.340000 sec): 3 clusters Score: Raw -629575.974896 + Penalty 2857.627975 = -626718.346921 nChanged 12 SP:Iteration 18Q (4147.350000 sec): 3 clusters Score: Raw -629588.381309 + Penalty 2857.627975 = -626730.753333 nChanged 9 SP:Iteration 19Q (4147.360000 sec): 3 clusters Score: Raw -629596.772311 + Penalty 2857.627975 = -626739.144336 nChanged 8 SP:Iteration 20F (4147.380000 sec): 3 clusters Score: Raw -629608.830520 + Penalty 2857.627975 = -626751.202544 nChanged 5 SP:Iteration 21Q (4147.390000 sec): 3 clusters Score: Raw -629612.966783 + Penalty 2857.627975 = -626755.338808 nChanged 4 SP:Iteration 22Q (4147.410000 sec): 3 clusters Score: Raw -629617.102571 + Penalty 2857.627975 = -626759.474595 nChanged 5 SP:Iteration 23Q (4147.420000 sec): 3 clusters Score: Raw -629619.649203 + Penalty 2857.627975 = -626762.021228 nChanged 3 SP:Iteration 24Q (4147.430000 sec): 3 clusters Score: Raw -629621.945692 + Penalty 2857.627975 = -626764.317716 nChanged 5 SP:Iteration 25Q (4147.450000 sec): 3 clusters Score: Raw -629626.612205 + Penalty 2857.627975 = -626768.984229 nChanged 4 SP:Iteration 26Q (4147.460000 sec): 3 clusters Score: Raw -629630.013258 + Penalty 2857.627975 = -626772.385282 nChanged 2 SP:Iteration 27Q (4147.470000 sec): 3 clusters Score: Raw -629630.774852 + Penalty 2857.627975 = -626773.146876 nChanged 1 SP:Iteration 28Q (4147.480000 sec): 3 clusters Score: Raw -629631.090804 + Penalty 2857.627975 = -626773.462828 nChanged 0 SP:Iteration 29F (4147.500000 sec): 3 clusters Score: Raw -629631.090804 + Penalty 2857.627975 = -626773.462828 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (41032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4147.640000 sec): 2 clusters Score: Raw -3833123.963556 + Penalty 1726.092473 = -3831397.871082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4147.750000 sec): 3 clusters Score: Raw -3807195.050289 + Penalty 3452.184947 = -3803742.865342 nChanged 19362 SP:Iteration 1F (4147.860000 sec): 3 clusters Score: Raw -3818078.980923 + Penalty 3452.184947 = -3814626.795976 nChanged 1564 SP:Iteration 2Q (4147.980000 sec): 3 clusters Score: Raw -3818503.668173 + Penalty 3452.184947 = -3815051.483226 nChanged 1471 SP:Iteration 3Q (4148.090000 sec): 3 clusters Score: Raw -3818904.181885 + Penalty 3452.184947 = -3815451.996938 nChanged 1433 SP:Iteration 4Q (4148.210000 sec): 3 clusters Score: Raw -3819277.845192 + Penalty 3452.184947 = -3815825.660245 nChanged 1359 SP:Iteration 5Q (4148.320000 sec): 3 clusters Score: Raw -3819641.734441 + Penalty 3452.184947 = -3816189.549494 nChanged 1372 SP:Iteration 6Q (4148.440000 sec): 3 clusters Score: Raw -3820051.432992 + Penalty 3452.184947 = -3816599.248045 nChanged 1419 SP:Iteration 7Q (4148.550000 sec): 3 clusters Score: Raw -3820526.596298 + Penalty 3452.184947 = -3817074.411351 nChanged 1579 SP:Iteration 8Q (4148.660000 sec): 3 clusters Score: Raw -3821107.560535 + Penalty 3452.184947 = -3817655.375588 nChanged 1731 SP:Iteration 9Q (4148.780000 sec): 3 clusters Score: Raw -3821890.257698 + Penalty 3452.184947 = -3818438.072751 nChanged 1937 SP:Iteration 10Q (4148.900000 sec): 3 clusters Score: Raw -3822828.994471 + Penalty 3452.184947 = -3819376.809524 nChanged 2116 SP:Iteration 11F (4149.010000 sec): 3 clusters Score: Raw -3823898.271295 + Penalty 3452.184947 = -3820446.086348 nChanged 2255 SP:Iteration 12F (4149.120000 sec): 3 clusters Score: Raw -3825095.029948 + Penalty 3452.184947 = -3821642.845001 nChanged 2306 SP:Iteration 13F (4149.230000 sec): 3 clusters Score: Raw -3826391.504482 + Penalty 3452.184947 = -3822939.319535 nChanged 2156 SP:Iteration 14F (4149.340000 sec): 3 clusters Score: Raw -3827729.757253 + Penalty 3452.184947 = -3824277.572306 nChanged 2073 SP:Iteration 15F (4149.450000 sec): 3 clusters Score: Raw -3829123.547985 + Penalty 3452.184947 = -3825671.363038 nChanged 1880 SP:Iteration 16Q (4149.560000 sec): 3 clusters Score: Raw -3830462.713007 + Penalty 3452.184947 = -3827010.528060 nChanged 1637 SP:Iteration 17Q (4149.670000 sec): 3 clusters Score: Raw -3831679.594818 + Penalty 3452.184947 = -3828227.409871 nChanged 1301 SP:Iteration 18Q (4149.790000 sec): 3 clusters Score: Raw -3832663.128321 + Penalty 3452.184947 = -3829210.943374 nChanged 940 SP:Iteration 19Q (4149.890000 sec): 3 clusters Score: Raw -3833461.360006 + Penalty 3452.184947 = -3830009.175059 nChanged 591 SP:Iteration 20F (4150.010000 sec): 3 clusters Score: Raw -3834108.806684 + Penalty 3452.184947 = -3830656.621738 nChanged 329 SP:Iteration 21Q (4150.110000 sec): 3 clusters Score: Raw -3834494.173534 + Penalty 3452.184947 = -3831041.988587 nChanged 179 SP:Iteration 22Q (4150.190000 sec): 3 clusters Score: Raw -3834596.774719 + Penalty 3452.184947 = -3831144.589772 nChanged 114 SP:Iteration 23Q (4150.280000 sec): 3 clusters Score: Raw -3834636.122294 + Penalty 3452.184947 = -3831183.937347 nChanged 73 SP:Iteration 24Q (4150.370000 sec): 3 clusters Score: Raw -3834654.020714 + Penalty 3452.184947 = -3831201.835767 nChanged 56 SP:Iteration 25Q (4150.450000 sec): 3 clusters Score: Raw -3834668.990269 + Penalty 3452.184947 = -3831216.805322 nChanged 41 SP:Iteration 26Q (4150.530000 sec): 3 clusters Score: Raw -3834678.874269 + Penalty 3452.184947 = -3831226.689322 nChanged 25 SP:Iteration 27Q (4150.620000 sec): 3 clusters Score: Raw -3834683.215230 + Penalty 3452.184947 = -3831231.030283 nChanged 20 SP:Iteration 28Q (4150.710000 sec): 3 clusters Score: Raw -3834687.396177 + Penalty 3452.184947 = -3831235.211230 nChanged 20 SP:Iteration 29Q (4150.790000 sec): 3 clusters Score: Raw -3834691.034305 + Penalty 3452.184947 = -3831238.849358 nChanged 10 SP:Iteration 30Q (4150.870000 sec): 3 clusters Score: Raw -3834692.228231 + Penalty 3452.184947 = -3831240.043284 nChanged 5 SP:Iteration 31Q (4150.960000 sec): 3 clusters Score: Raw -3834692.630343 + Penalty 3452.184947 = -3831240.445396 nChanged 4 SP:Iteration 32Q (4151.040000 sec): 3 clusters Score: Raw -3834693.038124 + Penalty 3452.184947 = -3831240.853177 nChanged 4 SP:Iteration 33Q (4151.130000 sec): 3 clusters Score: Raw -3834693.345230 + Penalty 3452.184947 = -3831241.160283 nChanged 2 SP:Iteration 34Q (4151.210000 sec): 3 clusters Score: Raw -3834693.665505 + Penalty 3452.184947 = -3831241.480558 nChanged 2 SP:Iteration 35Q (4151.290000 sec): 3 clusters Score: Raw -3834694.017757 + Penalty 3452.184947 = -3831241.832810 nChanged 1 SP:Iteration 36Q (4151.380000 sec): 3 clusters Score: Raw -3834694.142151 + Penalty 3452.184947 = -3831241.957204 nChanged 0 SP:Iteration 37F (4151.490000 sec): 3 clusters Score: Raw -3834694.142151 + Penalty 3452.184947 = -3831241.957204 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4151.550000 sec): 2 clusters Score: Raw -1733274.195627 + Penalty 1586.639939 = -1731687.555688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4151.600000 sec): 3 clusters Score: Raw -1722832.724027 + Penalty 3173.279878 = -1719659.444148 nChanged 7867 SP:Iteration 1F (4151.650000 sec): 3 clusters Score: Raw -1727012.676515 + Penalty 3173.279878 = -1723839.396637 nChanged 900 SP:Iteration 2F (4151.690000 sec): 3 clusters Score: Raw -1727393.489395 + Penalty 3173.279878 = -1724220.209517 nChanged 894 SP:Iteration 3F (4151.740000 sec): 3 clusters Score: Raw -1727803.752621 + Penalty 3173.279878 = -1724630.472743 nChanged 928 SP:Iteration 4F (4151.780000 sec): 3 clusters Score: Raw -1728287.188939 + Penalty 3173.279878 = -1725113.909060 nChanged 1023 SP:Iteration 5F (4151.830000 sec): 3 clusters Score: Raw -1728960.529188 + Penalty 3173.279878 = -1725787.249309 nChanged 1142 SP:Iteration 6F (4151.870000 sec): 3 clusters Score: Raw -1729797.317167 + Penalty 3173.279878 = -1726624.037289 nChanged 1129 SP:Iteration 7F (4151.910000 sec): 3 clusters Score: Raw -1730655.886646 + Penalty 3173.279878 = -1727482.606767 nChanged 1048 SP:Iteration 8F (4151.960000 sec): 3 clusters Score: Raw -1731431.803436 + Penalty 3173.279878 = -1728258.523557 nChanged 909 SP:Iteration 9F (4152.000000 sec): 3 clusters Score: Raw -1732021.723115 + Penalty 3173.279878 = -1728848.443236 nChanged 649 SP:Iteration 10Q (4152.050000 sec): 3 clusters Score: Raw -1732369.122995 + Penalty 3173.279878 = -1729195.843116 nChanged 443 SP:Iteration 11Q (4152.090000 sec): 3 clusters Score: Raw -1732571.489116 + Penalty 3173.279878 = -1729398.209237 nChanged 311 SP:Iteration 12Q (4152.130000 sec): 3 clusters Score: Raw -1732699.567293 + Penalty 3173.279878 = -1729526.287415 nChanged 233 SP:Iteration 13Q (4152.180000 sec): 3 clusters Score: Raw -1732782.398145 + Penalty 3173.279878 = -1729609.118266 nChanged 187 SP:Iteration 14Q (4152.220000 sec): 3 clusters Score: Raw -1732836.152883 + Penalty 3173.279878 = -1729662.873005 nChanged 146 SP:Iteration 15Q (4152.260000 sec): 3 clusters Score: Raw -1732878.089785 + Penalty 3173.279878 = -1729704.809907 nChanged 132 SP:Iteration 16Q (4152.310000 sec): 3 clusters Score: Raw -1732914.355004 + Penalty 3173.279878 = -1729741.075126 nChanged 124 SP:Iteration 17Q (4152.350000 sec): 3 clusters Score: Raw -1732943.965044 + Penalty 3173.279878 = -1729770.685165 nChanged 105 SP:Iteration 18Q (4152.390000 sec): 3 clusters Score: Raw -1732966.450186 + Penalty 3173.279878 = -1729793.170308 nChanged 98 SP:Iteration 19Q (4152.430000 sec): 3 clusters Score: Raw -1732983.889667 + Penalty 3173.279878 = -1729810.609789 nChanged 76 SP:Iteration 20F (4152.480000 sec): 3 clusters Score: Raw -1732998.354556 + Penalty 3173.279878 = -1729825.074677 nChanged 72 SP:Iteration 21Q (4152.520000 sec): 3 clusters Score: Raw -1733010.255100 + Penalty 3173.279878 = -1729836.975221 nChanged 71 SP:Iteration 22Q (4152.570000 sec): 3 clusters Score: Raw -1733021.202828 + Penalty 3173.279878 = -1729847.922950 nChanged 70 SP:Iteration 23Q (4152.610000 sec): 3 clusters Score: Raw -1733031.032515 + Penalty 3173.279878 = -1729857.752637 nChanged 57 SP:Iteration 24Q (4152.650000 sec): 3 clusters Score: Raw -1733038.859326 + Penalty 3173.279878 = -1729865.579447 nChanged 49 SP:Iteration 25Q (4152.690000 sec): 3 clusters Score: Raw -1733044.804792 + Penalty 3173.279878 = -1729871.524913 nChanged 43 SP:Iteration 26Q (4152.730000 sec): 3 clusters Score: Raw -1733049.633750 + Penalty 3173.279878 = -1729876.353872 nChanged 36 SP:Iteration 27Q (4152.770000 sec): 3 clusters Score: Raw -1733054.828738 + Penalty 3173.279878 = -1729881.548859 nChanged 37 SP:Iteration 28Q (4152.820000 sec): 3 clusters Score: Raw -1733059.650446 + Penalty 3173.279878 = -1729886.370567 nChanged 29 SP:Iteration 29Q (4152.860000 sec): 3 clusters Score: Raw -1733062.945645 + Penalty 3173.279878 = -1729889.665766 nChanged 18 SP:Iteration 30Q (4152.910000 sec): 3 clusters Score: Raw -1733065.158198 + Penalty 3173.279878 = -1729891.878319 nChanged 23 SP:Iteration 31Q (4152.950000 sec): 3 clusters Score: Raw -1733067.302250 + Penalty 3173.279878 = -1729894.022371 nChanged 17 SP:Iteration 32Q (4152.990000 sec): 3 clusters Score: Raw -1733068.558938 + Penalty 3173.279878 = -1729895.279060 nChanged 8 SP:Iteration 33Q (4153.030000 sec): 3 clusters Score: Raw -1733068.941683 + Penalty 3173.279878 = -1729895.661805 nChanged 6 SP:Iteration 34Q (4153.070000 sec): 3 clusters Score: Raw -1733069.344875 + Penalty 3173.279878 = -1729896.064997 nChanged 6 SP:Iteration 35Q (4153.110000 sec): 3 clusters Score: Raw -1733069.731511 + Penalty 3173.279878 = -1729896.451633 nChanged 5 SP:Iteration 36Q (4153.160000 sec): 3 clusters Score: Raw -1733070.071460 + Penalty 3173.279878 = -1729896.791582 nChanged 4 SP:Iteration 37Q (4153.200000 sec): 3 clusters Score: Raw -1733070.511858 + Penalty 3173.279878 = -1729897.231980 nChanged 5 SP:Iteration 38Q (4153.240000 sec): 3 clusters Score: Raw -1733070.819352 + Penalty 3173.279878 = -1729897.539474 nChanged 2 SP:Iteration 39Q (4153.280000 sec): 3 clusters Score: Raw -1733070.967625 + Penalty 3173.279878 = -1729897.687746 nChanged 5 SP:Iteration 40F (4153.330000 sec): 3 clusters Score: Raw -1733071.398130 + Penalty 3173.279878 = -1729898.118252 nChanged 5 SP:Iteration 41Q (4153.370000 sec): 3 clusters Score: Raw -1733071.658383 + Penalty 3173.279878 = -1729898.378505 nChanged 2 SP:Iteration 42Q (4153.410000 sec): 3 clusters Score: Raw -1733071.788799 + Penalty 3173.279878 = -1729898.508920 nChanged 4 SP:Iteration 43Q (4153.450000 sec): 3 clusters Score: Raw -1733072.124892 + Penalty 3173.279878 = -1729898.845014 nChanged 6 SP:Iteration 44Q (4153.490000 sec): 3 clusters Score: Raw -1733072.676710 + Penalty 3173.279878 = -1729899.396832 nChanged 7 SP:Iteration 45Q (4153.540000 sec): 3 clusters Score: Raw -1733073.182583 + Penalty 3173.279878 = -1729899.902704 nChanged 5 SP:Iteration 46Q (4153.580000 sec): 3 clusters Score: Raw -1733073.613231 + Penalty 3173.279878 = -1729900.333353 nChanged 7 SP:Iteration 47Q (4153.620000 sec): 3 clusters Score: Raw -1733074.028890 + Penalty 3173.279878 = -1729900.749012 nChanged 6 SP:Iteration 48Q (4153.670000 sec): 3 clusters Score: Raw -1733074.523486 + Penalty 3173.279878 = -1729901.243607 nChanged 8 SP:Iteration 49Q (4153.710000 sec): 3 clusters Score: Raw -1733075.041858 + Penalty 3173.279878 = -1729901.761980 nChanged 12 SP:Iteration 50Q (4153.750000 sec): 3 clusters Score: Raw -1733076.120273 + Penalty 3173.279878 = -1729902.840394 nChanged 10 SP:Iteration 51Q (4153.790000 sec): 3 clusters Score: Raw -1733076.969480 + Penalty 3173.279878 = -1729903.689601 nChanged 10 SP:Iteration 52Q (4153.830000 sec): 3 clusters Score: Raw -1733077.833110 + Penalty 3173.279878 = -1729904.553231 nChanged 12 SP:Iteration 53Q (4153.870000 sec): 3 clusters Score: Raw -1733078.673216 + Penalty 3173.279878 = -1729905.393338 nChanged 9 SP:Iteration 54Q (4153.920000 sec): 3 clusters Score: Raw -1733079.741451 + Penalty 3173.279878 = -1729906.461572 nChanged 9 SP:Iteration 55Q (4153.960000 sec): 3 clusters Score: Raw -1733080.586818 + Penalty 3173.279878 = -1729907.306940 nChanged 10 SP:Iteration 56Q (4154.000000 sec): 3 clusters Score: Raw -1733081.532916 + Penalty 3173.279878 = -1729908.253038 nChanged 10 SP:Iteration 57Q (4154.040000 sec): 3 clusters Score: Raw -1733082.832164 + Penalty 3173.279878 = -1729909.552286 nChanged 9 SP:Iteration 58Q (4154.080000 sec): 3 clusters Score: Raw -1733083.924788 + Penalty 3173.279878 = -1729910.644909 nChanged 7 SP:Iteration 59Q (4154.120000 sec): 3 clusters Score: Raw -1733084.677502 + Penalty 3173.279878 = -1729911.397623 nChanged 10 SP:Iteration 60F (4154.170000 sec): 3 clusters Score: Raw -1733085.642555 + Penalty 3173.279878 = -1729912.362676 nChanged 12 SP:Iteration 61Q (4154.210000 sec): 3 clusters Score: Raw -1733087.237097 + Penalty 3173.279878 = -1729913.957218 nChanged 15 SP:Iteration 62Q (4154.250000 sec): 3 clusters Score: Raw -1733089.567122 + Penalty 3173.279878 = -1729916.287244 nChanged 20 SP:Iteration 63Q (4154.290000 sec): 3 clusters Score: Raw -1733091.594493 + Penalty 3173.279878 = -1729918.314614 nChanged 24 SP:Iteration 64Q (4154.330000 sec): 3 clusters Score: Raw -1733093.723651 + Penalty 3173.279878 = -1729920.443773 nChanged 18 SP:Iteration 65Q (4154.370000 sec): 3 clusters Score: Raw -1733095.056077 + Penalty 3173.279878 = -1729921.776199 nChanged 12 SP:Iteration 66Q (4154.410000 sec): 3 clusters Score: Raw -1733095.784364 + Penalty 3173.279878 = -1729922.504485 nChanged 12 SP:Iteration 67Q (4154.450000 sec): 3 clusters Score: Raw -1733096.981189 + Penalty 3173.279878 = -1729923.701311 nChanged 15 SP:Iteration 68Q (4154.490000 sec): 3 clusters Score: Raw -1733098.468171 + Penalty 3173.279878 = -1729925.188293 nChanged 20 SP:Iteration 69Q (4154.530000 sec): 3 clusters Score: Raw -1733100.665627 + Penalty 3173.279878 = -1729927.385749 nChanged 19 SP:Iteration 70Q (4154.570000 sec): 3 clusters Score: Raw -1733102.410084 + Penalty 3173.279878 = -1729929.130206 nChanged 16 SP:Iteration 71Q (4154.610000 sec): 3 clusters Score: Raw -1733103.982120 + Penalty 3173.279878 = -1729930.702242 nChanged 22 SP:Iteration 72Q (4154.660000 sec): 3 clusters Score: Raw -1733105.708633 + Penalty 3173.279878 = -1729932.428754 nChanged 19 SP:Iteration 73Q (4154.700000 sec): 3 clusters Score: Raw -1733107.435464 + Penalty 3173.279878 = -1729934.155585 nChanged 15 SP:Iteration 74Q (4154.740000 sec): 3 clusters Score: Raw -1733109.233703 + Penalty 3173.279878 = -1729935.953824 nChanged 14 SP:Iteration 75Q (4154.780000 sec): 3 clusters Score: Raw -1733110.826912 + Penalty 3173.279878 = -1729937.547033 nChanged 19 SP:Iteration 76Q (4154.820000 sec): 3 clusters Score: Raw -1733112.863172 + Penalty 3173.279878 = -1729939.583293 nChanged 15 SP:Iteration 77Q (4154.860000 sec): 3 clusters Score: Raw -1733113.937203 + Penalty 3173.279878 = -1729940.657324 nChanged 7 SP:Iteration 78Q (4154.900000 sec): 3 clusters Score: Raw -1733114.429773 + Penalty 3173.279878 = -1729941.149895 nChanged 10 SP:Iteration 79Q (4154.940000 sec): 3 clusters Score: Raw -1733115.193100 + Penalty 3173.279878 = -1729941.913222 nChanged 9 SP:Iteration 80F (4154.990000 sec): 3 clusters Score: Raw -1733116.032242 + Penalty 3173.279878 = -1729942.752364 nChanged 12 SP:Iteration 81Q (4155.030000 sec): 3 clusters Score: Raw -1733117.220519 + Penalty 3173.279878 = -1729943.940641 nChanged 12 SP:Iteration 82Q (4155.070000 sec): 3 clusters Score: Raw -1733118.481049 + Penalty 3173.279878 = -1729945.201171 nChanged 15 SP:Iteration 83Q (4155.110000 sec): 3 clusters Score: Raw -1733119.621022 + Penalty 3173.279878 = -1729946.341143 nChanged 15 SP:Iteration 84Q (4155.150000 sec): 3 clusters Score: Raw -1733121.010776 + Penalty 3173.279878 = -1729947.730898 nChanged 15 SP:Iteration 85Q (4155.190000 sec): 3 clusters Score: Raw -1733123.124684 + Penalty 3173.279878 = -1729949.844805 nChanged 19 SP:Iteration 86Q (4155.230000 sec): 3 clusters Score: Raw -1733125.322674 + Penalty 3173.279878 = -1729952.042796 nChanged 18 SP:Iteration 87Q (4155.270000 sec): 3 clusters Score: Raw -1733127.304682 + Penalty 3173.279878 = -1729954.024803 nChanged 26 SP:Iteration 88Q (4155.310000 sec): 3 clusters Score: Raw -1733129.814287 + Penalty 3173.279878 = -1729956.534408 nChanged 17 SP:Iteration 89Q (4155.350000 sec): 3 clusters Score: Raw -1733131.490994 + Penalty 3173.279878 = -1729958.211116 nChanged 19 SP:Iteration 90Q (4155.390000 sec): 3 clusters Score: Raw -1733133.411166 + Penalty 3173.279878 = -1729960.131288 nChanged 19 SP:Iteration 91Q (4155.430000 sec): 3 clusters Score: Raw -1733136.191960 + Penalty 3173.279878 = -1729962.912081 nChanged 15 SP:Iteration 92Q (4155.470000 sec): 3 clusters Score: Raw -1733138.385326 + Penalty 3173.279878 = -1729965.105448 nChanged 14 SP:Iteration 93Q (4155.510000 sec): 3 clusters Score: Raw -1733139.811878 + Penalty 3173.279878 = -1729966.531999 nChanged 16 SP:Iteration 94Q (4155.550000 sec): 3 clusters Score: Raw -1733141.195880 + Penalty 3173.279878 = -1729967.916001 nChanged 13 SP:Iteration 95Q (4155.590000 sec): 3 clusters Score: Raw -1733142.604657 + Penalty 3173.279878 = -1729969.324778 nChanged 19 SP:Iteration 96Q (4155.640000 sec): 3 clusters Score: Raw -1733144.357961 + Penalty 3173.279878 = -1729971.078082 nChanged 15 SP:Iteration 97Q (4155.680000 sec): 3 clusters Score: Raw -1733146.440023 + Penalty 3173.279878 = -1729973.160145 nChanged 21 SP:Iteration 98Q (4155.720000 sec): 3 clusters Score: Raw -1733149.808250 + Penalty 3173.279878 = -1729976.528371 nChanged 29 SP:Iteration 99Q (4155.760000 sec): 3 clusters Score: Raw -1733154.190615 + Penalty 3173.279878 = -1729980.910736 nChanged 31 SP:Iteration 100F (4155.810000 sec): 3 clusters Score: Raw -1733158.892581 + Penalty 3173.279878 = -1729985.612703 nChanged 35 SP:Iteration 101Q (4155.850000 sec): 3 clusters Score: Raw -1733163.648309 + Penalty 3173.279878 = -1729990.368431 nChanged 39 SP:Iteration 102Q (4155.890000 sec): 3 clusters Score: Raw -1733168.409329 + Penalty 3173.279878 = -1729995.129450 nChanged 43 SP:Iteration 103Q (4155.930000 sec): 3 clusters Score: Raw -1733175.072153 + Penalty 3173.279878 = -1730001.792275 nChanged 41 SP:Iteration 104Q (4155.970000 sec): 3 clusters Score: Raw -1733181.190175 + Penalty 3173.279878 = -1730007.910297 nChanged 46 SP:Iteration 105Q (4156.010000 sec): 3 clusters Score: Raw -1733189.449055 + Penalty 3173.279878 = -1730016.169176 nChanged 56 SP:Iteration 106Q (4156.040000 sec): 3 clusters Score: Raw -1733201.201107 + Penalty 3173.279878 = -1730027.921229 nChanged 70 SP:Iteration 107Q (4156.080000 sec): 3 clusters Score: Raw -1733215.976342 + Penalty 3173.279878 = -1730042.696464 nChanged 55 SP:Iteration 108Q (4156.120000 sec): 3 clusters Score: Raw -1733227.041229 + Penalty 3173.279878 = -1730053.761350 nChanged 57 SP:Iteration 109Q (4156.160000 sec): 3 clusters Score: Raw -1733239.034625 + Penalty 3173.279878 = -1730065.754747 nChanged 55 SP:Iteration 110Q (4156.210000 sec): 3 clusters Score: Raw -1733249.742894 + Penalty 3173.279878 = -1730076.463016 nChanged 49 SP:Iteration 111Q (4156.250000 sec): 3 clusters Score: Raw -1733258.173674 + Penalty 3173.279878 = -1730084.893795 nChanged 49 SP:Iteration 112Q (4156.290000 sec): 3 clusters Score: Raw -1733267.055455 + Penalty 3173.279878 = -1730093.775576 nChanged 46 SP:Iteration 113Q (4156.330000 sec): 3 clusters Score: Raw -1733275.186280 + Penalty 3173.279878 = -1730101.906402 nChanged 45 SP:Iteration 114Q (4156.360000 sec): 3 clusters Score: Raw -1733283.619714 + Penalty 3173.279878 = -1730110.339836 nChanged 46 SP:Iteration 115Q (4156.400000 sec): 3 clusters Score: Raw -1733291.318966 + Penalty 3173.279878 = -1730118.039088 nChanged 40 SP:Iteration 116Q (4156.440000 sec): 3 clusters Score: Raw -1733298.785479 + Penalty 3173.279878 = -1730125.505601 nChanged 33 SP:Iteration 117Q (4156.480000 sec): 3 clusters Score: Raw -1733305.199616 + Penalty 3173.279878 = -1730131.919737 nChanged 32 SP:Iteration 118Q (4156.520000 sec): 3 clusters Score: Raw -1733311.794031 + Penalty 3173.279878 = -1730138.514153 nChanged 31 SP:Iteration 119Q (4156.560000 sec): 3 clusters Score: Raw -1733317.220472 + Penalty 3173.279878 = -1730143.940593 nChanged 29 SP:Iteration 120F (4156.610000 sec): 3 clusters Score: Raw -1733322.202308 + Penalty 3173.279878 = -1730148.922429 nChanged 25 SP:Iteration 121Q (4156.640000 sec): 3 clusters Score: Raw -1733326.070311 + Penalty 3173.279878 = -1730152.790432 nChanged 28 SP:Iteration 122Q (4156.680000 sec): 3 clusters Score: Raw -1733330.651472 + Penalty 3173.279878 = -1730157.371594 nChanged 28 SP:Iteration 123Q (4156.720000 sec): 3 clusters Score: Raw -1733335.771995 + Penalty 3173.279878 = -1730162.492116 nChanged 31 SP:Iteration 124Q (4156.750000 sec): 3 clusters Score: Raw -1733340.645633 + Penalty 3173.279878 = -1730167.365754 nChanged 31 SP:Iteration 125Q (4156.790000 sec): 3 clusters Score: Raw -1733345.331351 + Penalty 3173.279878 = -1730172.051473 nChanged 26 SP:Iteration 126Q (4156.830000 sec): 3 clusters Score: Raw -1733349.431374 + Penalty 3173.279878 = -1730176.151495 nChanged 31 SP:Iteration 127Q (4156.870000 sec): 3 clusters Score: Raw -1733354.868701 + Penalty 3173.279878 = -1730181.588822 nChanged 36 SP:Iteration 128Q (4156.910000 sec): 3 clusters Score: Raw -1733361.994855 + Penalty 3173.279878 = -1730188.714976 nChanged 32 SP:Iteration 129Q (4156.940000 sec): 3 clusters Score: Raw -1733367.364035 + Penalty 3173.279878 = -1730194.084156 nChanged 30 SP:Iteration 130Q (4156.980000 sec): 3 clusters Score: Raw -1733371.644793 + Penalty 3173.279878 = -1730198.364914 nChanged 26 SP:Iteration 131Q (4157.020000 sec): 3 clusters Score: Raw -1733375.668464 + Penalty 3173.279878 = -1730202.388586 nChanged 21 SP:Iteration 132Q (4157.050000 sec): 3 clusters Score: Raw -1733379.701561 + Penalty 3173.279878 = -1730206.421683 nChanged 30 SP:Iteration 133Q (4157.090000 sec): 3 clusters Score: Raw -1733385.855967 + Penalty 3173.279878 = -1730212.576088 nChanged 26 SP:Iteration 134Q (4157.130000 sec): 3 clusters Score: Raw -1733389.890202 + Penalty 3173.279878 = -1730216.610324 nChanged 22 SP:Iteration 135Q (4157.170000 sec): 3 clusters Score: Raw -1733393.429063 + Penalty 3173.279878 = -1730220.149184 nChanged 19 SP:Iteration 136Q (4157.200000 sec): 3 clusters Score: Raw -1733397.845818 + Penalty 3173.279878 = -1730224.565939 nChanged 21 SP:Iteration 137Q (4157.240000 sec): 3 clusters Score: Raw -1733402.329010 + Penalty 3173.279878 = -1730229.049131 nChanged 21 SP:Iteration 138Q (4157.270000 sec): 3 clusters Score: Raw -1733405.916934 + Penalty 3173.279878 = -1730232.637055 nChanged 20 SP:Iteration 139Q (4157.310000 sec): 3 clusters Score: Raw -1733409.896778 + Penalty 3173.279878 = -1730236.616900 nChanged 19 SP:Iteration 140F (4157.350000 sec): 3 clusters Score: Raw -1733415.199667 + Penalty 3173.279878 = -1730241.919789 nChanged 33 SP:Iteration 141Q (4157.390000 sec): 3 clusters Score: Raw -1733423.183959 + Penalty 3173.279878 = -1730249.904080 nChanged 26 SP:Iteration 142Q (4157.430000 sec): 3 clusters Score: Raw -1733429.142207 + Penalty 3173.279878 = -1730255.862328 nChanged 26 SP:Iteration 143Q (4157.460000 sec): 3 clusters Score: Raw -1733433.381186 + Penalty 3173.279878 = -1730260.101307 nChanged 23 SP:Iteration 144Q (4157.500000 sec): 3 clusters Score: Raw -1733438.096762 + Penalty 3173.279878 = -1730264.816883 nChanged 24 SP:Iteration 145Q (4157.530000 sec): 3 clusters Score: Raw -1733443.813313 + Penalty 3173.279878 = -1730270.533435 nChanged 29 SP:Iteration 146Q (4157.570000 sec): 3 clusters Score: Raw -1733451.439940 + Penalty 3173.279878 = -1730278.160062 nChanged 19 SP:Iteration 147Q (4157.610000 sec): 3 clusters Score: Raw -1733455.291860 + Penalty 3173.279878 = -1730282.011982 nChanged 15 SP:Iteration 148Q (4157.640000 sec): 3 clusters Score: Raw -1733457.802180 + Penalty 3173.279878 = -1730284.522301 nChanged 16 SP:Iteration 149Q (4157.680000 sec): 3 clusters Score: Raw -1733460.190067 + Penalty 3173.279878 = -1730286.910189 nChanged 12 SP:Iteration 150Q (4157.720000 sec): 3 clusters Score: Raw -1733462.286852 + Penalty 3173.279878 = -1730289.006974 nChanged 12 SP:Iteration 151Q (4157.750000 sec): 3 clusters Score: Raw -1733464.887055 + Penalty 3173.279878 = -1730291.607177 nChanged 14 SP:Iteration 152Q (4157.790000 sec): 3 clusters Score: Raw -1733467.076611 + Penalty 3173.279878 = -1730293.796732 nChanged 10 SP:Iteration 153Q (4157.830000 sec): 3 clusters Score: Raw -1733468.663128 + Penalty 3173.279878 = -1730295.383249 nChanged 9 SP:Iteration 154Q (4157.870000 sec): 3 clusters Score: Raw -1733469.826048 + Penalty 3173.279878 = -1730296.546169 nChanged 5 SP:Iteration 155Q (4157.900000 sec): 3 clusters Score: Raw -1733470.422841 + Penalty 3173.279878 = -1730297.142963 nChanged 6 SP:Iteration 156Q (4157.940000 sec): 3 clusters Score: Raw -1733471.536219 + Penalty 3173.279878 = -1730298.256340 nChanged 6 SP:Iteration 157Q (4157.970000 sec): 3 clusters Score: Raw -1733472.192910 + Penalty 3173.279878 = -1730298.913032 nChanged 5 SP:Iteration 158Q (4158.010000 sec): 3 clusters Score: Raw -1733472.800453 + Penalty 3173.279878 = -1730299.520575 nChanged 6 SP:Iteration 159Q (4158.040000 sec): 3 clusters Score: Raw -1733473.221019 + Penalty 3173.279878 = -1730299.941141 nChanged 3 SP:Iteration 160F (4158.090000 sec): 3 clusters Score: Raw -1733473.623604 + Penalty 3173.279878 = -1730300.343726 nChanged 7 SP:Iteration 161Q (4158.120000 sec): 3 clusters Score: Raw -1733474.308111 + Penalty 3173.279878 = -1730301.028232 nChanged 6 SP:Iteration 162Q (4158.160000 sec): 3 clusters Score: Raw -1733474.986082 + Penalty 3173.279878 = -1730301.706204 nChanged 5 SP:Iteration 163Q (4158.190000 sec): 3 clusters Score: Raw -1733475.540129 + Penalty 3173.279878 = -1730302.260250 nChanged 5 SP:Iteration 164Q (4158.230000 sec): 3 clusters Score: Raw -1733475.986154 + Penalty 3173.279878 = -1730302.706276 nChanged 4 SP:Iteration 165Q (4158.270000 sec): 3 clusters Score: Raw -1733476.584865 + Penalty 3173.279878 = -1730303.304986 nChanged 7 SP:Iteration 166Q (4158.300000 sec): 3 clusters Score: Raw -1733477.630457 + Penalty 3173.279878 = -1730304.350579 nChanged 10 SP:Iteration 167Q (4158.340000 sec): 3 clusters Score: Raw -1733479.259210 + Penalty 3173.279878 = -1730305.979331 nChanged 10 SP:Iteration 168Q (4158.380000 sec): 3 clusters Score: Raw -1733481.405714 + Penalty 3173.279878 = -1730308.125836 nChanged 11 SP:Iteration 169Q (4158.410000 sec): 3 clusters Score: Raw -1733482.840862 + Penalty 3173.279878 = -1730309.560984 nChanged 7 SP:Iteration 170Q (4158.450000 sec): 3 clusters Score: Raw -1733483.590685 + Penalty 3173.279878 = -1730310.310807 nChanged 6 SP:Iteration 171Q (4158.490000 sec): 3 clusters Score: Raw -1733484.508802 + Penalty 3173.279878 = -1730311.228924 nChanged 7 SP:Iteration 172Q (4158.530000 sec): 3 clusters Score: Raw -1733485.690931 + Penalty 3173.279878 = -1730312.411053 nChanged 10 SP:Iteration 173Q (4158.560000 sec): 3 clusters Score: Raw -1733488.377890 + Penalty 3173.279878 = -1730315.098012 nChanged 17 SP:Iteration 174Q (4158.600000 sec): 3 clusters Score: Raw -1733491.674236 + Penalty 3173.279878 = -1730318.394358 nChanged 10 SP:Iteration 175Q (4158.630000 sec): 3 clusters Score: Raw -1733493.200520 + Penalty 3173.279878 = -1730319.920641 nChanged 7 SP:Iteration 176Q (4158.670000 sec): 3 clusters Score: Raw -1733494.043081 + Penalty 3173.279878 = -1730320.763203 nChanged 7 SP:Iteration 177Q (4158.700000 sec): 3 clusters Score: Raw -1733495.223116 + Penalty 3173.279878 = -1730321.943237 nChanged 8 SP:Iteration 178Q (4158.740000 sec): 3 clusters Score: Raw -1733496.691932 + Penalty 3173.279878 = -1730323.412054 nChanged 9 SP:Iteration 179Q (4158.770000 sec): 3 clusters Score: Raw -1733498.544349 + Penalty 3173.279878 = -1730325.264471 nChanged 10 SP:Iteration 180F (4158.820000 sec): 3 clusters Score: Raw -1733499.972647 + Penalty 3173.279878 = -1730326.692769 nChanged 9 SP:Iteration 181Q (4158.850000 sec): 3 clusters Score: Raw -1733501.272536 + Penalty 3173.279878 = -1730327.992657 nChanged 7 SP:Iteration 182Q (4158.890000 sec): 3 clusters Score: Raw -1733502.476774 + Penalty 3173.279878 = -1730329.196896 nChanged 12 SP:Iteration 183Q (4158.930000 sec): 3 clusters Score: Raw -1733504.679888 + Penalty 3173.279878 = -1730331.400009 nChanged 15 SP:Iteration 184Q (4158.960000 sec): 3 clusters Score: Raw -1733507.707474 + Penalty 3173.279878 = -1730334.427595 nChanged 14 SP:Iteration 185Q (4159.000000 sec): 3 clusters Score: Raw -1733510.378656 + Penalty 3173.279878 = -1730337.098778 nChanged 10 SP:Iteration 186Q (4159.030000 sec): 3 clusters Score: Raw -1733511.686242 + Penalty 3173.279878 = -1730338.406363 nChanged 4 SP:Iteration 187Q (4159.070000 sec): 3 clusters Score: Raw -1733512.185385 + Penalty 3173.279878 = -1730338.905507 nChanged 1 SP:Iteration 188Q (4159.110000 sec): 3 clusters Score: Raw -1733512.403718 + Penalty 3173.279878 = -1730339.123840 nChanged 1 SP:Iteration 189Q (4159.140000 sec): 3 clusters Score: Raw -1733512.608833 + Penalty 3173.279878 = -1730339.328954 nChanged 5 SP:Iteration 190Q (4159.180000 sec): 3 clusters Score: Raw -1733513.226675 + Penalty 3173.279878 = -1730339.946797 nChanged 1 SP:Iteration 191Q (4159.210000 sec): 3 clusters Score: Raw -1733513.375384 + Penalty 3173.279878 = -1730340.095505 nChanged 2 SP:Iteration 192Q (4159.250000 sec): 3 clusters Score: Raw -1733513.645660 + Penalty 3173.279878 = -1730340.365781 nChanged 2 SP:Iteration 193Q (4159.290000 sec): 3 clusters Score: Raw -1733513.743768 + Penalty 3173.279878 = -1730340.463889 nChanged 0 SP:Iteration 194F (4159.330000 sec): 3 clusters Score: Raw -1733513.743768 + Penalty 3173.279878 = -1730340.463889 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4159.350000 sec): 2 clusters Score: Raw -191180.395897 + Penalty 1238.205185 = -189942.190712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4159.360000 sec): 3 clusters Score: Raw -190334.105559 + Penalty 2476.410369 = -187857.695189 nChanged 717 SP:Iteration 1F (4159.360000 sec): 3 clusters Score: Raw -190775.786548 + Penalty 2476.410369 = -188299.376178 nChanged 162 SP:Iteration 2F (4159.370000 sec): 3 clusters Score: Raw -190891.369513 + Penalty 2476.410369 = -188414.959143 nChanged 96 SP:Iteration 3Q (4159.370000 sec): 3 clusters Score: Raw -190949.821199 + Penalty 2476.410369 = -188473.410829 nChanged 60 SP:Iteration 4Q (4159.380000 sec): 3 clusters Score: Raw -190988.236666 + Penalty 2476.410369 = -188511.826297 nChanged 47 SP:Iteration 5Q (4159.380000 sec): 3 clusters Score: Raw -191021.791834 + Penalty 2476.410369 = -188545.381464 nChanged 49 SP:Iteration 6Q (4159.390000 sec): 3 clusters Score: Raw -191054.929221 + Penalty 2476.410369 = -188578.518851 nChanged 49 SP:Iteration 7Q (4159.390000 sec): 3 clusters Score: Raw -191090.613260 + Penalty 2476.410369 = -188614.202890 nChanged 39 SP:Iteration 8Q (4159.400000 sec): 3 clusters Score: Raw -191114.235363 + Penalty 2476.410369 = -188637.824993 nChanged 32 SP:Iteration 9Q (4159.400000 sec): 3 clusters Score: Raw -191135.200912 + Penalty 2476.410369 = -188658.790542 nChanged 27 SP:Iteration 10Q (4159.410000 sec): 3 clusters Score: Raw -191150.202655 + Penalty 2476.410369 = -188673.792285 nChanged 21 SP:Iteration 11Q (4159.410000 sec): 3 clusters Score: Raw -191162.771425 + Penalty 2476.410369 = -188686.361056 nChanged 23 SP:Iteration 12Q (4159.420000 sec): 3 clusters Score: Raw -191172.045816 + Penalty 2476.410369 = -188695.635447 nChanged 12 SP:Iteration 13Q (4159.420000 sec): 3 clusters Score: Raw -191178.700506 + Penalty 2476.410369 = -188702.290136 nChanged 8 SP:Iteration 14Q (4159.430000 sec): 3 clusters Score: Raw -191182.654945 + Penalty 2476.410369 = -188706.244576 nChanged 5 SP:Iteration 15Q (4159.430000 sec): 3 clusters Score: Raw -191185.217613 + Penalty 2476.410369 = -188708.807243 nChanged 4 SP:Iteration 16Q (4159.440000 sec): 3 clusters Score: Raw -191186.367671 + Penalty 2476.410369 = -188709.957302 nChanged 4 SP:Iteration 17Q (4159.440000 sec): 3 clusters Score: Raw -191188.832086 + Penalty 2476.410369 = -188712.421716 nChanged 9 SP:Iteration 18Q (4159.450000 sec): 3 clusters Score: Raw -191193.909543 + Penalty 2476.410369 = -188717.499173 nChanged 6 SP:Iteration 19Q (4159.450000 sec): 3 clusters Score: Raw -191195.797345 + Penalty 2476.410369 = -188719.386976 nChanged 8 SP:Iteration 20F (4159.460000 sec): 3 clusters Score: Raw -191199.733158 + Penalty 2476.410369 = -188723.322789 nChanged 11 SP:Iteration 21Q (4159.460000 sec): 3 clusters Score: Raw -191205.195999 + Penalty 2476.410369 = -188728.785629 nChanged 6 SP:Iteration 22Q (4159.470000 sec): 3 clusters Score: Raw -191208.546783 + Penalty 2476.410369 = -188732.136414 nChanged 10 SP:Iteration 23Q (4159.470000 sec): 3 clusters Score: Raw -191213.295225 + Penalty 2476.410369 = -188736.884855 nChanged 7 SP:Iteration 24Q (4159.480000 sec): 3 clusters Score: Raw -191216.509679 + Penalty 2476.410369 = -188740.099310 nChanged 9 SP:Iteration 25Q (4159.480000 sec): 3 clusters Score: Raw -191222.101940 + Penalty 2476.410369 = -188745.691571 nChanged 6 SP:Iteration 26Q (4159.490000 sec): 3 clusters Score: Raw -191224.255068 + Penalty 2476.410369 = -188747.844698 nChanged 3 SP:Iteration 27Q (4159.490000 sec): 3 clusters Score: Raw -191225.020954 + Penalty 2476.410369 = -188748.610585 nChanged 3 SP:Iteration 28Q (4159.500000 sec): 3 clusters Score: Raw -191225.819608 + Penalty 2476.410369 = -188749.409239 nChanged 3 SP:Iteration 29Q (4159.500000 sec): 3 clusters Score: Raw -191226.835511 + Penalty 2476.410369 = -188750.425142 nChanged 4 SP:Iteration 30Q (4159.510000 sec): 3 clusters Score: Raw -191228.567734 + Penalty 2476.410369 = -188752.157364 nChanged 3 SP:Iteration 31Q (4159.510000 sec): 3 clusters Score: Raw -191230.929729 + Penalty 2476.410369 = -188754.519359 nChanged 4 SP:Iteration 32Q (4159.520000 sec): 3 clusters Score: Raw -191232.641931 + Penalty 2476.410369 = -188756.231562 nChanged 2 SP:Iteration 33Q (4159.520000 sec): 3 clusters Score: Raw -191233.244205 + Penalty 2476.410369 = -188756.833836 nChanged 1 SP:Iteration 34Q (4159.530000 sec): 3 clusters Score: Raw -191233.490036 + Penalty 2476.410369 = -188757.079666 nChanged 1 SP:Iteration 35Q (4159.530000 sec): 3 clusters Score: Raw -191234.525548 + Penalty 2476.410369 = -188758.115178 nChanged 4 SP:Iteration 36Q (4159.540000 sec): 3 clusters Score: Raw -191236.190878 + Penalty 2476.410369 = -188759.780509 nChanged 0 SP:Iteration 37F (4159.540000 sec): 3 clusters Score: Raw -191236.190878 + Penalty 2476.410369 = -188759.780509 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4159.550000 sec): 2 clusters Score: Raw -221571.959349 + Penalty 1260.867959 = -220311.091390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4159.560000 sec): 3 clusters Score: Raw -220516.034561 + Penalty 2521.735918 = -217994.298643 nChanged 843 SP:Iteration 1F (4159.560000 sec): 3 clusters Score: Raw -221020.043479 + Penalty 2521.735918 = -218498.307561 nChanged 160 SP:Iteration 2F (4159.570000 sec): 3 clusters Score: Raw -221131.231390 + Penalty 2521.735918 = -218609.495473 nChanged 115 SP:Iteration 3Q (4159.570000 sec): 3 clusters Score: Raw -221197.004483 + Penalty 2521.735918 = -218675.268565 nChanged 83 SP:Iteration 4Q (4159.580000 sec): 3 clusters Score: Raw -221245.723676 + Penalty 2521.735918 = -218723.987759 nChanged 57 SP:Iteration 5Q (4159.590000 sec): 3 clusters Score: Raw -221279.115306 + Penalty 2521.735918 = -218757.379388 nChanged 50 SP:Iteration 6Q (4159.590000 sec): 3 clusters Score: Raw -221308.948044 + Penalty 2521.735918 = -218787.212126 nChanged 46 SP:Iteration 7Q (4159.600000 sec): 3 clusters Score: Raw -221334.061179 + Penalty 2521.735918 = -218812.325261 nChanged 42 SP:Iteration 8Q (4159.610000 sec): 3 clusters Score: Raw -221351.078828 + Penalty 2521.735918 = -218829.342911 nChanged 23 SP:Iteration 9Q (4159.610000 sec): 3 clusters Score: Raw -221363.492776 + Penalty 2521.735918 = -218841.756858 nChanged 23 SP:Iteration 10Q (4159.610000 sec): 3 clusters Score: Raw -221371.353084 + Penalty 2521.735918 = -218849.617166 nChanged 15 SP:Iteration 11Q (4159.620000 sec): 3 clusters Score: Raw -221378.210522 + Penalty 2521.735918 = -218856.474604 nChanged 11 SP:Iteration 12Q (4159.630000 sec): 3 clusters Score: Raw -221383.607603 + Penalty 2521.735918 = -218861.871686 nChanged 10 SP:Iteration 13Q (4159.630000 sec): 3 clusters Score: Raw -221386.385553 + Penalty 2521.735918 = -218864.649635 nChanged 6 SP:Iteration 14Q (4159.640000 sec): 3 clusters Score: Raw -221388.824676 + Penalty 2521.735918 = -218867.088759 nChanged 7 SP:Iteration 15Q (4159.650000 sec): 3 clusters Score: Raw -221391.595949 + Penalty 2521.735918 = -218869.860032 nChanged 9 SP:Iteration 16Q (4159.650000 sec): 3 clusters Score: Raw -221396.141824 + Penalty 2521.735918 = -218874.405907 nChanged 5 SP:Iteration 17Q (4159.660000 sec): 3 clusters Score: Raw -221398.011984 + Penalty 2521.735918 = -218876.276066 nChanged 8 SP:Iteration 18Q (4159.660000 sec): 3 clusters Score: Raw -221400.231312 + Penalty 2521.735918 = -218878.495394 nChanged 2 SP:Iteration 19Q (4159.670000 sec): 3 clusters Score: Raw -221401.049196 + Penalty 2521.735918 = -218879.313278 nChanged 0 SP:Iteration 20F (4159.670000 sec): 3 clusters Score: Raw -221401.049196 + Penalty 2521.735918 = -218879.313278 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (440606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4161.090000 sec): 2 clusters Score: Raw -42687204.508081 + Penalty 2111.834779 = -42685092.673302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4162.290000 sec): 3 clusters Score: Raw -42391181.726985 + Penalty 4223.669558 = -42386958.057427 nChanged 215509 SP:Iteration 1F (4163.480000 sec): 3 clusters Score: Raw -42522576.647279 + Penalty 4223.669558 = -42518352.977721 nChanged 12278 SP:Iteration 2Q (4164.710000 sec): 3 clusters Score: Raw -42525463.696011 + Penalty 4223.669558 = -42521240.026454 nChanged 14897 SP:Iteration 3Q (4165.950000 sec): 3 clusters Score: Raw -42529986.610410 + Penalty 4223.669558 = -42525762.940853 nChanged 19531 SP:Iteration 4Q (4167.170000 sec): 3 clusters Score: Raw -42537905.239471 + Penalty 4223.669558 = -42533681.569914 nChanged 26204 SP:Iteration 5F (4168.360000 sec): 3 clusters Score: Raw -42552328.676344 + Penalty 4223.669558 = -42548105.006787 nChanged 34063 SP:Iteration 6F (4169.560000 sec): 3 clusters Score: Raw -42577171.508142 + Penalty 4223.669558 = -42572947.838584 nChanged 39472 SP:Iteration 7F (4170.750000 sec): 3 clusters Score: Raw -42612556.424183 + Penalty 4223.669558 = -42608332.754625 nChanged 35052 SP:Iteration 8F (4171.930000 sec): 3 clusters Score: Raw -42647306.042758 + Penalty 4223.669558 = -42643082.373200 nChanged 22322 SP:Iteration 9F (4173.110000 sec): 3 clusters Score: Raw -42670688.327865 + Penalty 4223.669558 = -42666464.658307 nChanged 10176 SP:Iteration 10Q (4174.180000 sec): 3 clusters Score: Raw -42682367.113110 + Penalty 4223.669558 = -42678143.443552 nChanged 4015 SP:Iteration 11Q (4175.110000 sec): 3 clusters Score: Raw -42686903.384424 + Penalty 4223.669558 = -42682679.714867 nChanged 2171 SP:Iteration 12Q (4175.980000 sec): 3 clusters Score: Raw -42688254.569082 + Penalty 4223.669558 = -42684030.899525 nChanged 1227 SP:Iteration 13Q (4176.850000 sec): 3 clusters Score: Raw -42688728.951319 + Penalty 4223.669558 = -42684505.281761 nChanged 802 SP:Iteration 14Q (4177.710000 sec): 3 clusters Score: Raw -42688988.645175 + Penalty 4223.669558 = -42684764.975618 nChanged 591 SP:Iteration 15Q (4178.570000 sec): 3 clusters Score: Raw -42689143.110993 + Penalty 4223.669558 = -42684919.441435 nChanged 465 SP:Iteration 16Q (4179.420000 sec): 3 clusters Score: Raw -42689247.025956 + Penalty 4223.669558 = -42685023.356398 nChanged 380 SP:Iteration 17Q (4180.270000 sec): 3 clusters Score: Raw -42689318.440261 + Penalty 4223.669558 = -42685094.770704 nChanged 306 SP:Iteration 18Q (4181.130000 sec): 3 clusters Score: Raw -42689368.627373 + Penalty 4223.669558 = -42685144.957815 nChanged 244 SP:Iteration 19Q (4181.980000 sec): 3 clusters Score: Raw -42689406.193705 + Penalty 4223.669558 = -42685182.524147 nChanged 213 SP:Iteration 20F (4183.140000 sec): 3 clusters Score: Raw -42689437.913111 + Penalty 4223.669558 = -42685214.243554 nChanged 187 SP:Iteration 21Q (4183.990000 sec): 3 clusters Score: Raw -42689464.810150 + Penalty 4223.669558 = -42685241.140593 nChanged 161 SP:Iteration 22Q (4184.850000 sec): 3 clusters Score: Raw -42689484.078879 + Penalty 4223.669558 = -42685260.409321 nChanged 131 SP:Iteration 23Q (4185.700000 sec): 3 clusters Score: Raw -42689497.795328 + Penalty 4223.669558 = -42685274.125770 nChanged 113 SP:Iteration 24Q (4186.550000 sec): 3 clusters Score: Raw -42689510.439629 + Penalty 4223.669558 = -42685286.770071 nChanged 101 SP:Iteration 25Q (4187.400000 sec): 3 clusters Score: Raw -42689520.917667 + Penalty 4223.669558 = -42685297.248109 nChanged 99 SP:Iteration 26Q (4188.240000 sec): 3 clusters Score: Raw -42689531.353546 + Penalty 4223.669558 = -42685307.683988 nChanged 78 SP:Iteration 27Q (4189.090000 sec): 3 clusters Score: Raw -42689539.703756 + Penalty 4223.669558 = -42685316.034198 nChanged 64 SP:Iteration 28Q (4189.940000 sec): 3 clusters Score: Raw -42689545.430823 + Penalty 4223.669558 = -42685321.761265 nChanged 55 SP:Iteration 29Q (4190.790000 sec): 3 clusters Score: Raw -42689549.630423 + Penalty 4223.669558 = -42685325.960866 nChanged 48 SP:Iteration 30Q (4191.640000 sec): 3 clusters Score: Raw -42689553.421514 + Penalty 4223.669558 = -42685329.751956 nChanged 42 SP:Iteration 31Q (4192.480000 sec): 3 clusters Score: Raw -42689556.562309 + Penalty 4223.669558 = -42685332.892752 nChanged 46 SP:Iteration 32Q (4193.330000 sec): 3 clusters Score: Raw -42689559.645706 + Penalty 4223.669558 = -42685335.976149 nChanged 35 SP:Iteration 33Q (4194.180000 sec): 3 clusters Score: Raw -42689562.213110 + Penalty 4223.669558 = -42685338.543553 nChanged 32 SP:Iteration 34Q (4195.030000 sec): 3 clusters Score: Raw -42689564.313377 + Penalty 4223.669558 = -42685340.643819 nChanged 28 SP:Iteration 35Q (4195.870000 sec): 3 clusters Score: Raw -42689565.891959 + Penalty 4223.669558 = -42685342.222401 nChanged 25 SP:Iteration 36Q (4196.730000 sec): 3 clusters Score: Raw -42689567.366508 + Penalty 4223.669558 = -42685343.696951 nChanged 21 SP:Iteration 37Q (4197.570000 sec): 3 clusters Score: Raw -42689568.659235 + Penalty 4223.669558 = -42685344.989677 nChanged 15 SP:Iteration 38Q (4198.410000 sec): 3 clusters Score: Raw -42689569.260404 + Penalty 4223.669558 = -42685345.590846 nChanged 15 SP:Iteration 39Q (4199.260000 sec): 3 clusters Score: Raw -42689569.975286 + Penalty 4223.669558 = -42685346.305728 nChanged 10 SP:Iteration 40F (4200.420000 sec): 3 clusters Score: Raw -42689570.308670 + Penalty 4223.669558 = -42685346.639112 nChanged 9 SP:Iteration 41Q (4201.270000 sec): 3 clusters Score: Raw -42689570.872365 + Penalty 4223.669558 = -42685347.202808 nChanged 10 SP:Iteration 42Q (4202.110000 sec): 3 clusters Score: Raw -42689571.637456 + Penalty 4223.669558 = -42685347.967899 nChanged 13 SP:Iteration 43Q (4202.960000 sec): 3 clusters Score: Raw -42689572.326230 + Penalty 4223.669558 = -42685348.656673 nChanged 7 SP:Iteration 44Q (4203.810000 sec): 3 clusters Score: Raw -42689572.681776 + Penalty 4223.669558 = -42685349.012218 nChanged 5 SP:Iteration 45Q (4204.650000 sec): 3 clusters Score: Raw -42689572.890725 + Penalty 4223.669558 = -42685349.221167 nChanged 7 SP:Iteration 46Q (4205.500000 sec): 3 clusters Score: Raw -42689573.323263 + Penalty 4223.669558 = -42685349.653705 nChanged 4 SP:Iteration 47Q (4206.350000 sec): 3 clusters Score: Raw -42689573.448747 + Penalty 4223.669558 = -42685349.779189 nChanged 3 SP:Iteration 48Q (4207.190000 sec): 3 clusters Score: Raw -42689573.569240 + Penalty 4223.669558 = -42685349.899683 nChanged 4 SP:Iteration 49Q (4208.040000 sec): 3 clusters Score: Raw -42689573.752521 + Penalty 4223.669558 = -42685350.082964 nChanged 5 SP:Iteration 50Q (4208.880000 sec): 3 clusters Score: Raw -42689574.119310 + Penalty 4223.669558 = -42685350.449753 nChanged 7 SP:Iteration 51Q (4209.730000 sec): 3 clusters Score: Raw -42689574.525843 + Penalty 4223.669558 = -42685350.856286 nChanged 11 SP:Iteration 52Q (4210.580000 sec): 3 clusters Score: Raw -42689575.173234 + Penalty 4223.669558 = -42685351.503677 nChanged 7 SP:Iteration 53Q (4211.430000 sec): 3 clusters Score: Raw -42689575.572706 + Penalty 4223.669558 = -42685351.903148 nChanged 8 SP:Iteration 54Q (4212.270000 sec): 3 clusters Score: Raw -42689576.029941 + Penalty 4223.669558 = -42685352.360384 nChanged 4 SP:Iteration 55Q (4213.120000 sec): 3 clusters Score: Raw -42689576.235590 + Penalty 4223.669558 = -42685352.566033 nChanged 5 SP:Iteration 56Q (4213.960000 sec): 3 clusters Score: Raw -42689576.533201 + Penalty 4223.669558 = -42685352.863643 nChanged 7 SP:Iteration 57Q (4214.810000 sec): 3 clusters Score: Raw -42689576.973043 + Penalty 4223.669558 = -42685353.303485 nChanged 5 SP:Iteration 58Q (4215.660000 sec): 3 clusters Score: Raw -42689577.215071 + Penalty 4223.669558 = -42685353.545513 nChanged 2 SP:Iteration 59Q (4216.500000 sec): 3 clusters Score: Raw -42689577.314504 + Penalty 4223.669558 = -42685353.644946 nChanged 4 SP:Iteration 60F (4217.670000 sec): 3 clusters Score: Raw -42689577.496019 + Penalty 4223.669558 = -42685353.826461 nChanged 3 SP:Iteration 61Q (4218.520000 sec): 3 clusters Score: Raw -42689577.611078 + Penalty 4223.669558 = -42685353.941520 nChanged 3 SP:Iteration 62Q (4219.360000 sec): 3 clusters Score: Raw -42689577.783750 + Penalty 4223.669558 = -42685354.114193 nChanged 4 SP:Iteration 63Q (4220.210000 sec): 3 clusters Score: Raw -42689578.032317 + Penalty 4223.669558 = -42685354.362760 nChanged 4 SP:Iteration 64Q (4221.050000 sec): 3 clusters Score: Raw -42689578.220890 + Penalty 4223.669558 = -42685354.551332 nChanged 0 SP:Iteration 65F (4222.220000 sec): 3 clusters Score: Raw -42689578.220890 + Penalty 4223.669558 = -42685354.551332 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 7.38 GB. Trying to split cluster 13 (3559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4222.500000 sec): 2 clusters Score: Raw -353765.594512 + Penalty 1328.800669 = -352436.793843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4222.510000 sec): 3 clusters Score: Raw -352014.585814 + Penalty 2657.601338 = -349356.984477 nChanged 1365 SP:Iteration 1F (4222.520000 sec): 3 clusters Score: Raw -352816.759413 + Penalty 2657.601338 = -350159.158075 nChanged 282 SP:Iteration 2F (4222.530000 sec): 3 clusters Score: Raw -352994.437074 + Penalty 2657.601338 = -350336.835736 nChanged 212 SP:Iteration 3F (4222.540000 sec): 3 clusters Score: Raw -353113.761523 + Penalty 2657.601338 = -350456.160185 nChanged 149 SP:Iteration 4Q (4222.550000 sec): 3 clusters Score: Raw -353190.962610 + Penalty 2657.601338 = -350533.361272 nChanged 109 SP:Iteration 5Q (4222.560000 sec): 3 clusters Score: Raw -353245.840460 + Penalty 2657.601338 = -350588.239122 nChanged 78 SP:Iteration 6Q (4222.570000 sec): 3 clusters Score: Raw -353278.053011 + Penalty 2657.601338 = -350620.451673 nChanged 73 SP:Iteration 7Q (4222.580000 sec): 3 clusters Score: Raw -353307.370154 + Penalty 2657.601338 = -350649.768816 nChanged 67 SP:Iteration 8Q (4222.580000 sec): 3 clusters Score: Raw -353335.749831 + Penalty 2657.601338 = -350678.148494 nChanged 58 SP:Iteration 9Q (4222.590000 sec): 3 clusters Score: Raw -353358.208041 + Penalty 2657.601338 = -350700.606704 nChanged 43 SP:Iteration 10Q (4222.600000 sec): 3 clusters Score: Raw -353374.835357 + Penalty 2657.601338 = -350717.234019 nChanged 38 SP:Iteration 11Q (4222.610000 sec): 3 clusters Score: Raw -353388.612459 + Penalty 2657.601338 = -350731.011121 nChanged 34 SP:Iteration 12Q (4222.620000 sec): 3 clusters Score: Raw -353396.446736 + Penalty 2657.601338 = -350738.845398 nChanged 24 SP:Iteration 13Q (4222.630000 sec): 3 clusters Score: Raw -353403.163671 + Penalty 2657.601338 = -350745.562334 nChanged 27 SP:Iteration 14Q (4222.640000 sec): 3 clusters Score: Raw -353410.953165 + Penalty 2657.601338 = -350753.351827 nChanged 14 SP:Iteration 15Q (4222.640000 sec): 3 clusters Score: Raw -353415.384660 + Penalty 2657.601338 = -350757.783322 nChanged 17 SP:Iteration 16Q (4222.650000 sec): 3 clusters Score: Raw -353419.867490 + Penalty 2657.601338 = -350762.266152 nChanged 14 SP:Iteration 17Q (4222.660000 sec): 3 clusters Score: Raw -353423.239561 + Penalty 2657.601338 = -350765.638224 nChanged 6 SP:Iteration 18Q (4222.670000 sec): 3 clusters Score: Raw -353424.671743 + Penalty 2657.601338 = -350767.070405 nChanged 9 SP:Iteration 19Q (4222.680000 sec): 3 clusters Score: Raw -353427.751268 + Penalty 2657.601338 = -350770.149930 nChanged 14 SP:Iteration 20F (4222.690000 sec): 3 clusters Score: Raw -353432.262444 + Penalty 2657.601338 = -350774.661106 nChanged 18 SP:Iteration 21Q (4222.700000 sec): 3 clusters Score: Raw -353437.857557 + Penalty 2657.601338 = -350780.256220 nChanged 20 SP:Iteration 22Q (4222.710000 sec): 3 clusters Score: Raw -353442.755938 + Penalty 2657.601338 = -350785.154601 nChanged 13 SP:Iteration 23Q (4222.720000 sec): 3 clusters Score: Raw -353446.183604 + Penalty 2657.601338 = -350788.582266 nChanged 17 SP:Iteration 24Q (4222.720000 sec): 3 clusters Score: Raw -353450.512812 + Penalty 2657.601338 = -350792.911474 nChanged 10 SP:Iteration 25Q (4222.730000 sec): 3 clusters Score: Raw -353453.447512 + Penalty 2657.601338 = -350795.846174 nChanged 12 SP:Iteration 26Q (4222.740000 sec): 3 clusters Score: Raw -353457.509137 + Penalty 2657.601338 = -350799.907799 nChanged 14 SP:Iteration 27Q (4222.750000 sec): 3 clusters Score: Raw -353462.105225 + Penalty 2657.601338 = -350804.503887 nChanged 17 SP:Iteration 28Q (4222.760000 sec): 3 clusters Score: Raw -353468.364727 + Penalty 2657.601338 = -350810.763389 nChanged 21 SP:Iteration 29Q (4222.770000 sec): 3 clusters Score: Raw -353475.686422 + Penalty 2657.601338 = -350818.085085 nChanged 14 SP:Iteration 30Q (4222.780000 sec): 3 clusters Score: Raw -353482.041930 + Penalty 2657.601338 = -350824.440593 nChanged 16 SP:Iteration 31Q (4222.780000 sec): 3 clusters Score: Raw -353486.949992 + Penalty 2657.601338 = -350829.348654 nChanged 14 SP:Iteration 32Q (4222.790000 sec): 3 clusters Score: Raw -353492.117372 + Penalty 2657.601338 = -350834.516034 nChanged 12 SP:Iteration 33Q (4222.800000 sec): 3 clusters Score: Raw -353495.401299 + Penalty 2657.601338 = -350837.799961 nChanged 9 SP:Iteration 34Q (4222.810000 sec): 3 clusters Score: Raw -353498.499829 + Penalty 2657.601338 = -350840.898492 nChanged 16 SP:Iteration 35Q (4222.820000 sec): 3 clusters Score: Raw -353504.221766 + Penalty 2657.601338 = -350846.620428 nChanged 27 SP:Iteration 36Q (4222.830000 sec): 3 clusters Score: Raw -353514.422793 + Penalty 2657.601338 = -350856.821456 nChanged 29 SP:Iteration 37Q (4222.840000 sec): 3 clusters Score: Raw -353525.865323 + Penalty 2657.601338 = -350868.263986 nChanged 33 SP:Iteration 38Q (4222.840000 sec): 3 clusters Score: Raw -353537.119375 + Penalty 2657.601338 = -350879.518037 nChanged 30 SP:Iteration 39Q (4222.850000 sec): 3 clusters Score: Raw -353549.897415 + Penalty 2657.601338 = -350892.296077 nChanged 39 SP:Iteration 40F (4222.860000 sec): 3 clusters Score: Raw -353566.506708 + Penalty 2657.601338 = -350908.905370 nChanged 31 SP:Iteration 41Q (4222.870000 sec): 3 clusters Score: Raw -353578.368609 + Penalty 2657.601338 = -350920.767271 nChanged 34 SP:Iteration 42Q (4222.880000 sec): 3 clusters Score: Raw -353590.624566 + Penalty 2657.601338 = -350933.023228 nChanged 36 SP:Iteration 43Q (4222.890000 sec): 3 clusters Score: Raw -353606.282949 + Penalty 2657.601338 = -350948.681611 nChanged 50 SP:Iteration 44Q (4222.900000 sec): 3 clusters Score: Raw -353626.048204 + Penalty 2657.601338 = -350968.446866 nChanged 53 SP:Iteration 45Q (4222.900000 sec): 3 clusters Score: Raw -353650.230275 + Penalty 2657.601338 = -350992.628937 nChanged 54 SP:Iteration 46Q (4222.910000 sec): 3 clusters Score: Raw -353671.792565 + Penalty 2657.601338 = -351014.191227 nChanged 44 SP:Iteration 47Q (4222.920000 sec): 3 clusters Score: Raw -353693.768067 + Penalty 2657.601338 = -351036.166729 nChanged 56 SP:Iteration 48Q (4222.930000 sec): 3 clusters Score: Raw -353718.471068 + Penalty 2657.601338 = -351060.869731 nChanged 40 SP:Iteration 49Q (4222.940000 sec): 3 clusters Score: Raw -353734.995378 + Penalty 2657.601338 = -351077.394041 nChanged 47 SP:Iteration 50Q (4222.950000 sec): 3 clusters Score: Raw -353756.747553 + Penalty 2657.601338 = -351099.146215 nChanged 46 SP:Iteration 51Q (4222.960000 sec): 3 clusters Score: Raw -353776.478981 + Penalty 2657.601338 = -351118.877644 nChanged 35 SP:Iteration 52Q (4222.960000 sec): 3 clusters Score: Raw -353791.701443 + Penalty 2657.601338 = -351134.100105 nChanged 38 SP:Iteration 53Q (4222.970000 sec): 3 clusters Score: Raw -353805.678717 + Penalty 2657.601338 = -351148.077379 nChanged 34 SP:Iteration 54Q (4222.980000 sec): 3 clusters Score: Raw -353819.209934 + Penalty 2657.601338 = -351161.608596 nChanged 25 SP:Iteration 55Q (4222.990000 sec): 3 clusters Score: Raw -353829.498054 + Penalty 2657.601338 = -351171.896716 nChanged 25 SP:Iteration 56Q (4223.000000 sec): 3 clusters Score: Raw -353837.033220 + Penalty 2657.601338 = -351179.431882 nChanged 19 SP:Iteration 57Q (4223.010000 sec): 3 clusters Score: Raw -353846.596531 + Penalty 2657.601338 = -351188.995193 nChanged 22 SP:Iteration 58Q (4223.020000 sec): 3 clusters Score: Raw -353857.393993 + Penalty 2657.601338 = -351199.792655 nChanged 30 SP:Iteration 59Q (4223.020000 sec): 3 clusters Score: Raw -353873.564544 + Penalty 2657.601338 = -351215.963206 nChanged 29 SP:Iteration 60F (4223.030000 sec): 3 clusters Score: Raw -353886.122556 + Penalty 2657.601338 = -351228.521218 nChanged 20 SP:Iteration 61Q (4223.040000 sec): 3 clusters Score: Raw -353894.737298 + Penalty 2657.601338 = -351237.135960 nChanged 15 SP:Iteration 62Q (4223.050000 sec): 3 clusters Score: Raw -353900.726601 + Penalty 2657.601338 = -351243.125263 nChanged 15 SP:Iteration 63Q (4223.060000 sec): 3 clusters Score: Raw -353905.089897 + Penalty 2657.601338 = -351247.488559 nChanged 2 SP:Iteration 64Q (4223.060000 sec): 3 clusters Score: Raw -353905.639612 + Penalty 2657.601338 = -351248.038274 nChanged 2 SP:Iteration 65Q (4223.070000 sec): 3 clusters Score: Raw -353905.892688 + Penalty 2657.601338 = -351248.291350 nChanged 1 SP:Iteration 66Q (4223.080000 sec): 3 clusters Score: Raw -353906.080935 + Penalty 2657.601338 = -351248.479598 nChanged 1 SP:Iteration 67Q (4223.090000 sec): 3 clusters Score: Raw -353906.191526 + Penalty 2657.601338 = -351248.590189 nChanged 1 SP:Iteration 68Q (4223.100000 sec): 3 clusters Score: Raw -353906.553813 + Penalty 2657.601338 = -351248.952475 nChanged 2 SP:Iteration 69Q (4223.100000 sec): 3 clusters Score: Raw -353907.004136 + Penalty 2657.601338 = -351249.402799 nChanged 2 SP:Iteration 70Q (4223.110000 sec): 3 clusters Score: Raw -353907.824382 + Penalty 2657.601338 = -351250.223044 nChanged 5 SP:Iteration 71Q (4223.120000 sec): 3 clusters Score: Raw -353911.562664 + Penalty 2657.601338 = -351253.961326 nChanged 6 SP:Iteration 72Q (4223.130000 sec): 3 clusters Score: Raw -353913.046341 + Penalty 2657.601338 = -351255.445003 nChanged 6 SP:Iteration 73Q (4223.140000 sec): 3 clusters Score: Raw -353915.724038 + Penalty 2657.601338 = -351258.122700 nChanged 5 SP:Iteration 74Q (4223.140000 sec): 3 clusters Score: Raw -353917.028094 + Penalty 2657.601338 = -351259.426757 nChanged 3 SP:Iteration 75Q (4223.150000 sec): 3 clusters Score: Raw -353918.011410 + Penalty 2657.601338 = -351260.410072 nChanged 4 SP:Iteration 76Q (4223.160000 sec): 3 clusters Score: Raw -353919.699918 + Penalty 2657.601338 = -351262.098580 nChanged 4 SP:Iteration 77Q (4223.170000 sec): 3 clusters Score: Raw -353920.515329 + Penalty 2657.601338 = -351262.913991 nChanged 1 SP:Iteration 78Q (4223.180000 sec): 3 clusters Score: Raw -353920.797979 + Penalty 2657.601338 = -351263.196641 nChanged 2 SP:Iteration 79Q (4223.180000 sec): 3 clusters Score: Raw -353921.344450 + Penalty 2657.601338 = -351263.743112 nChanged 0 SP:Iteration 80F (4223.200000 sec): 3 clusters Score: Raw -353921.344450 + Penalty 2657.601338 = -351263.743112 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.200000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.200000 sec): 3 clusters Score: Raw -20075.790260 + Penalty 1748.466640 = -18327.323621 nChanged 28 SP:Iteration 1F (4223.200000 sec): 3 clusters Score: Raw -20175.575538 + Penalty 1748.466640 = -18427.108898 nChanged 8 SP:Iteration 2Q (4223.200000 sec): 3 clusters Score: Raw -20210.255429 + Penalty 1748.466640 = -18461.788789 nChanged 1 SP:Iteration 3Q (4223.200000 sec): 3 clusters Score: Raw -20212.225928 + Penalty 1748.466640 = -18463.759288 nChanged 1 SP:Iteration 4Q (4223.200000 sec): 3 clusters Score: Raw -20213.976106 + Penalty 1748.466640 = -18465.509466 nChanged 0 SP:Iteration 5F (4223.200000 sec): 3 clusters Score: Raw -20213.976106 + Penalty 1748.466640 = -18465.509466 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.210000 sec): 2 clusters Score: Raw -84152.314939 + Penalty 1099.506154 = -83052.808785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.210000 sec): 3 clusters Score: Raw -83883.878806 + Penalty 2199.012307 = -81684.866499 nChanged 244 SP:Iteration 1F (4223.210000 sec): 3 clusters Score: Raw -84118.729412 + Penalty 2199.012307 = -81919.717104 nChanged 69 SP:Iteration 2F (4223.220000 sec): 3 clusters Score: Raw -84221.347296 + Penalty 2199.012307 = -82022.334988 nChanged 51 SP:Iteration 3F (4223.220000 sec): 3 clusters Score: Raw -84268.252645 + Penalty 2199.012307 = -82069.240338 nChanged 24 SP:Iteration 4Q (4223.220000 sec): 3 clusters Score: Raw -84289.267011 + Penalty 2199.012307 = -82090.254703 nChanged 24 SP:Iteration 5Q (4223.220000 sec): 3 clusters Score: Raw -84316.669453 + Penalty 2199.012307 = -82117.657146 nChanged 20 SP:Iteration 6Q (4223.220000 sec): 3 clusters Score: Raw -84341.963988 + Penalty 2199.012307 = -82142.951681 nChanged 19 SP:Iteration 7Q (4223.230000 sec): 3 clusters Score: Raw -84367.074389 + Penalty 2199.012307 = -82168.062082 nChanged 17 SP:Iteration 8Q (4223.230000 sec): 3 clusters Score: Raw -84389.375358 + Penalty 2199.012307 = -82190.363051 nChanged 8 SP:Iteration 9Q (4223.230000 sec): 3 clusters Score: Raw -84397.271658 + Penalty 2199.012307 = -82198.259351 nChanged 6 SP:Iteration 10Q (4223.230000 sec): 3 clusters Score: Raw -84406.829896 + Penalty 2199.012307 = -82207.817589 nChanged 5 SP:Iteration 11Q (4223.240000 sec): 3 clusters Score: Raw -84412.303959 + Penalty 2199.012307 = -82213.291652 nChanged 4 SP:Iteration 12Q (4223.240000 sec): 3 clusters Score: Raw -84416.013554 + Penalty 2199.012307 = -82217.001246 nChanged 3 SP:Iteration 13Q (4223.240000 sec): 3 clusters Score: Raw -84420.416238 + Penalty 2199.012307 = -82221.403931 nChanged 2 SP:Iteration 14Q (4223.240000 sec): 3 clusters Score: Raw -84422.280893 + Penalty 2199.012307 = -82223.268585 nChanged 1 SP:Iteration 15Q (4223.240000 sec): 3 clusters Score: Raw -84423.483700 + Penalty 2199.012307 = -82224.471393 nChanged 0 SP:Iteration 16F (4223.240000 sec): 3 clusters Score: Raw -84423.483700 + Penalty 2199.012307 = -82224.471393 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.250000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.250000 sec): 3 clusters Score: Raw -88458.788084 + Penalty 2248.897251 = -86209.890832 nChanged 299 SP:Iteration 1F (4223.260000 sec): 3 clusters Score: Raw -88744.803610 + Penalty 2248.897251 = -86495.906359 nChanged 82 SP:Iteration 2F (4223.260000 sec): 3 clusters Score: Raw -88843.989069 + Penalty 2248.897251 = -86595.091818 nChanged 51 SP:Iteration 3F (4223.260000 sec): 3 clusters Score: Raw -88913.144297 + Penalty 2248.897251 = -86664.247046 nChanged 37 SP:Iteration 4Q (4223.260000 sec): 3 clusters Score: Raw -88956.155821 + Penalty 2248.897251 = -86707.258570 nChanged 24 SP:Iteration 5Q (4223.270000 sec): 3 clusters Score: Raw -88984.320914 + Penalty 2248.897251 = -86735.423663 nChanged 16 SP:Iteration 6Q (4223.270000 sec): 3 clusters Score: Raw -89002.848825 + Penalty 2248.897251 = -86753.951574 nChanged 16 SP:Iteration 7Q (4223.270000 sec): 3 clusters Score: Raw -89015.944957 + Penalty 2248.897251 = -86767.047706 nChanged 8 SP:Iteration 8Q (4223.270000 sec): 3 clusters Score: Raw -89025.232738 + Penalty 2248.897251 = -86776.335487 nChanged 10 SP:Iteration 9Q (4223.280000 sec): 3 clusters Score: Raw -89034.685302 + Penalty 2248.897251 = -86785.788051 nChanged 2 SP:Iteration 10Q (4223.280000 sec): 3 clusters Score: Raw -89036.095127 + Penalty 2248.897251 = -86787.197876 nChanged 4 SP:Iteration 11Q (4223.280000 sec): 3 clusters Score: Raw -89041.447962 + Penalty 2248.897251 = -86792.550711 nChanged 6 SP:Iteration 12Q (4223.280000 sec): 3 clusters Score: Raw -89050.051298 + Penalty 2248.897251 = -86801.154047 nChanged 7 SP:Iteration 13Q (4223.280000 sec): 3 clusters Score: Raw -89060.113881 + Penalty 2248.897251 = -86811.216629 nChanged 6 SP:Iteration 14Q (4223.290000 sec): 3 clusters Score: Raw -89067.150026 + Penalty 2248.897251 = -86818.252775 nChanged 4 SP:Iteration 15Q (4223.290000 sec): 3 clusters Score: Raw -89069.637614 + Penalty 2248.897251 = -86820.740362 nChanged 4 SP:Iteration 16Q (4223.290000 sec): 3 clusters Score: Raw -89073.977725 + Penalty 2248.897251 = -86825.080474 nChanged 3 SP:Iteration 17Q (4223.300000 sec): 3 clusters Score: Raw -89075.770152 + Penalty 2248.897251 = -86826.872901 nChanged 6 SP:Iteration 18Q (4223.300000 sec): 3 clusters Score: Raw -89080.063881 + Penalty 2248.897251 = -86831.166630 nChanged 4 SP:Iteration 19Q (4223.300000 sec): 3 clusters Score: Raw -89082.679598 + Penalty 2248.897251 = -86833.782346 nChanged 5 SP:Iteration 20F (4223.300000 sec): 3 clusters Score: Raw -89087.821113 + Penalty 2248.897251 = -86838.923862 nChanged 8 SP:Iteration 21Q (4223.300000 sec): 3 clusters Score: Raw -89100.148674 + Penalty 2248.897251 = -86851.251423 nChanged 14 SP:Iteration 22Q (4223.310000 sec): 3 clusters Score: Raw -89116.584013 + Penalty 2248.897251 = -86867.686762 nChanged 12 SP:Iteration 23Q (4223.310000 sec): 3 clusters Score: Raw -89135.813241 + Penalty 2248.897251 = -86886.915990 nChanged 10 SP:Iteration 24Q (4223.310000 sec): 3 clusters Score: Raw -89150.924444 + Penalty 2248.897251 = -86902.027193 nChanged 15 SP:Iteration 25Q (4223.320000 sec): 3 clusters Score: Raw -89170.398415 + Penalty 2248.897251 = -86921.501164 nChanged 14 SP:Iteration 26Q (4223.320000 sec): 3 clusters Score: Raw -89193.901577 + Penalty 2248.897251 = -86945.004326 nChanged 14 SP:Iteration 27Q (4223.320000 sec): 3 clusters Score: Raw -89218.024787 + Penalty 2248.897251 = -86969.127535 nChanged 12 SP:Iteration 28Q (4223.320000 sec): 3 clusters Score: Raw -89251.545204 + Penalty 2248.897251 = -87002.647953 nChanged 16 SP:Iteration 29Q (4223.320000 sec): 3 clusters Score: Raw -89280.813350 + Penalty 2248.897251 = -87031.916099 nChanged 18 SP:Iteration 30Q (4223.320000 sec): 3 clusters Score: Raw -89338.840202 + Penalty 2248.897251 = -87089.942950 nChanged 22 SP:Iteration 31Q (4223.330000 sec): 3 clusters Score: Raw -89378.344645 + Penalty 2248.897251 = -87129.447394 nChanged 26 SP:Iteration 32Q (4223.330000 sec): 3 clusters Score: Raw -89414.635564 + Penalty 2248.897251 = -87165.738313 nChanged 15 SP:Iteration 33Q (4223.330000 sec): 3 clusters Score: Raw -89437.568327 + Penalty 2248.897251 = -87188.671076 nChanged 18 SP:Iteration 34Q (4223.340000 sec): 3 clusters Score: Raw -89465.126965 + Penalty 2248.897251 = -87216.229714 nChanged 13 SP:Iteration 35Q (4223.340000 sec): 3 clusters Score: Raw -89481.022981 + Penalty 2248.897251 = -87232.125730 nChanged 11 SP:Iteration 36Q (4223.340000 sec): 3 clusters Score: Raw -89496.029911 + Penalty 2248.897251 = -87247.132660 nChanged 6 SP:Iteration 37Q (4223.340000 sec): 3 clusters Score: Raw -89506.371308 + Penalty 2248.897251 = -87257.474057 nChanged 6 SP:Iteration 38Q (4223.340000 sec): 3 clusters Score: Raw -89512.118497 + Penalty 2248.897251 = -87263.221245 nChanged 1 SP:Iteration 39Q (4223.340000 sec): 3 clusters Score: Raw -89512.792909 + Penalty 2248.897251 = -87263.895658 nChanged 2 SP:Iteration 40F (4223.350000 sec): 3 clusters Score: Raw -89518.918610 + Penalty 2248.897251 = -87270.021358 nChanged 2 SP:Iteration 41Q (4223.350000 sec): 3 clusters Score: Raw -89521.147052 + Penalty 2248.897251 = -87272.249801 nChanged 2 SP:Iteration 42Q (4223.350000 sec): 3 clusters Score: Raw -89521.804581 + Penalty 2248.897251 = -87272.907329 nChanged 1 SP:Iteration 43Q (4223.350000 sec): 3 clusters Score: Raw -89522.691620 + Penalty 2248.897251 = -87273.794369 nChanged 2 SP:Iteration 44Q (4223.360000 sec): 3 clusters Score: Raw -89525.956479 + Penalty 2248.897251 = -87277.059228 nChanged 2 SP:Iteration 45Q (4223.360000 sec): 3 clusters Score: Raw -89528.541143 + Penalty 2248.897251 = -87279.643892 nChanged 1 SP:Iteration 46Q (4223.360000 sec): 3 clusters Score: Raw -89529.363620 + Penalty 2248.897251 = -87280.466369 nChanged 1 SP:Iteration 47Q (4223.360000 sec): 3 clusters Score: Raw -89530.405405 + Penalty 2248.897251 = -87281.508154 nChanged 2 SP:Iteration 48Q (4223.360000 sec): 3 clusters Score: Raw -89531.437839 + Penalty 2248.897251 = -87282.540588 nChanged 2 SP:Iteration 49Q (4223.370000 sec): 3 clusters Score: Raw -89533.254865 + Penalty 2248.897251 = -87284.357614 nChanged 3 SP:Iteration 50Q (4223.370000 sec): 3 clusters Score: Raw -89535.537701 + Penalty 2248.897251 = -87286.640450 nChanged 0 SP:Iteration 51F (4223.370000 sec): 3 clusters Score: Raw -89535.537701 + Penalty 2248.897251 = -87286.640450 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.380000 sec): 2 clusters Score: Raw -72862.347868 + Penalty 1082.551395 = -71779.796472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4223.380000 sec): 3 clusters Score: Raw -72648.241900 + Penalty 2165.102791 = -70483.139109 nChanged 222 SP:Iteration 1F (4223.380000 sec): 3 clusters Score: Raw -72879.002015 + Penalty 2165.102791 = -70713.899224 nChanged 67 SP:Iteration 2F (4223.380000 sec): 3 clusters Score: Raw -72965.232560 + Penalty 2165.102791 = -70800.129769 nChanged 40 SP:Iteration 3F (4223.380000 sec): 3 clusters Score: Raw -73037.218269 + Penalty 2165.102791 = -70872.115479 nChanged 23 SP:Iteration 4Q (4223.380000 sec): 3 clusters Score: Raw -73080.064620 + Penalty 2165.102791 = -70914.961830 nChanged 25 SP:Iteration 5Q (4223.390000 sec): 3 clusters Score: Raw -73141.421779 + Penalty 2165.102791 = -70976.318988 nChanged 34 SP:Iteration 6Q (4223.390000 sec): 3 clusters Score: Raw -73196.717546 + Penalty 2165.102791 = -71031.614755 nChanged 22 SP:Iteration 7Q (4223.390000 sec): 3 clusters Score: Raw -73227.602234 + Penalty 2165.102791 = -71062.499443 nChanged 19 SP:Iteration 8Q (4223.390000 sec): 3 clusters Score: Raw -73255.303557 + Penalty 2165.102791 = -71090.200767 nChanged 27 SP:Iteration 9Q (4223.400000 sec): 3 clusters Score: Raw -73307.590930 + Penalty 2165.102791 = -71142.488140 nChanged 25 SP:Iteration 10Q (4223.400000 sec): 3 clusters Score: Raw -73378.471923 + Penalty 2165.102791 = -71213.369133 nChanged 32 SP:Iteration 11Q (4223.400000 sec): 3 clusters Score: Raw -73442.229776 + Penalty 2165.102791 = -71277.126985 nChanged 22 SP:Iteration 12Q (4223.400000 sec): 3 clusters Score: Raw -73481.740225 + Penalty 2165.102791 = -71316.637434 nChanged 17 SP:Iteration 13Q (4223.400000 sec): 3 clusters Score: Raw -73518.117277 + Penalty 2165.102791 = -71353.014486 nChanged 22 SP:Iteration 14Q (4223.400000 sec): 3 clusters Score: Raw -73563.039600 + Penalty 2165.102791 = -71397.936809 nChanged 17 SP:Iteration 15Q (4223.400000 sec): 3 clusters Score: Raw -73595.320495 + Penalty 2165.102791 = -71430.217704 nChanged 12 SP:Iteration 16Q (4223.410000 sec): 3 clusters Score: Raw -73619.415396 + Penalty 2165.102791 = -71454.312605 nChanged 11 SP:Iteration 17Q (4223.410000 sec): 3 clusters Score: Raw -73651.854049 + Penalty 2165.102791 = -71486.751258 nChanged 10 SP:Iteration 18Q (4223.410000 sec): 3 clusters Score: Raw -73668.525550 + Penalty 2165.102791 = -71503.422759 nChanged 6 SP:Iteration 19Q (4223.410000 sec): 3 clusters Score: Raw -73678.999270 + Penalty 2165.102791 = -71513.896479 nChanged 4 SP:Iteration 20F (4223.410000 sec): 3 clusters Score: Raw -73684.956110 + Penalty 2165.102791 = -71519.853320 nChanged 3 SP:Iteration 21Q (4223.420000 sec): 3 clusters Score: Raw -73688.471089 + Penalty 2165.102791 = -71523.368299 nChanged 2 SP:Iteration 22Q (4223.420000 sec): 3 clusters Score: Raw -73691.069828 + Penalty 2165.102791 = -71525.967037 nChanged 1 SP:Iteration 23Q (4223.420000 sec): 3 clusters Score: Raw -73693.896082 + Penalty 2165.102791 = -71528.793292 nChanged 0 SP:Iteration 24F (4223.420000 sec): 3 clusters Score: Raw -73693.896082 + Penalty 2165.102791 = -71528.793292 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (153211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4223.930000 sec): 2 clusters Score: Raw -14998425.666856 + Penalty 1940.180342 = -14996485.486514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4224.360000 sec): 3 clusters Score: Raw -14897521.094414 + Penalty 3880.360684 = -14893640.733730 nChanged 73872 SP:Iteration 1F (4224.770000 sec): 3 clusters Score: Raw -14943272.238762 + Penalty 3880.360684 = -14939391.878078 nChanged 7220 SP:Iteration 2Q (4225.200000 sec): 3 clusters Score: Raw -14946498.621117 + Penalty 3880.360684 = -14942618.260433 nChanged 9097 SP:Iteration 3F (4225.620000 sec): 3 clusters Score: Raw -14951704.532258 + Penalty 3880.360684 = -14947824.171574 nChanged 10834 SP:Iteration 4F (4226.040000 sec): 3 clusters Score: Raw -14959072.544248 + Penalty 3880.360684 = -14955192.183564 nChanged 11495 SP:Iteration 5F (4226.460000 sec): 3 clusters Score: Raw -14968046.665293 + Penalty 3880.360684 = -14964166.304609 nChanged 10425 SP:Iteration 6F (4226.880000 sec): 3 clusters Score: Raw -14976844.069690 + Penalty 3880.360684 = -14972963.709006 nChanged 8267 SP:Iteration 7F (4227.300000 sec): 3 clusters Score: Raw -14983327.960598 + Penalty 3880.360684 = -14979447.599914 nChanged 5559 SP:Iteration 8Q (4227.700000 sec): 3 clusters Score: Raw -14986382.913886 + Penalty 3880.360684 = -14982502.553202 nChanged 3266 SP:Iteration 9Q (4228.100000 sec): 3 clusters Score: Raw -14987767.193830 + Penalty 3880.360684 = -14983886.833146 nChanged 2282 SP:Iteration 10Q (4228.490000 sec): 3 clusters Score: Raw -14988651.406570 + Penalty 3880.360684 = -14984771.045886 nChanged 1951 SP:Iteration 11Q (4228.870000 sec): 3 clusters Score: Raw -14989319.888017 + Penalty 3880.360684 = -14985439.527333 nChanged 1788 SP:Iteration 12Q (4229.250000 sec): 3 clusters Score: Raw -14989890.458794 + Penalty 3880.360684 = -14986010.098110 nChanged 1706 SP:Iteration 13Q (4229.620000 sec): 3 clusters Score: Raw -14990408.491520 + Penalty 3880.360684 = -14986528.130836 nChanged 1585 SP:Iteration 14Q (4229.990000 sec): 3 clusters Score: Raw -14990866.195248 + Penalty 3880.360684 = -14986985.834564 nChanged 1502 SP:Iteration 15Q (4230.360000 sec): 3 clusters Score: Raw -14991303.743241 + Penalty 3880.360684 = -14987423.382557 nChanged 1430 SP:Iteration 16Q (4230.720000 sec): 3 clusters Score: Raw -14991700.086253 + Penalty 3880.360684 = -14987819.725569 nChanged 1412 SP:Iteration 17Q (4231.090000 sec): 3 clusters Score: Raw -14992081.467368 + Penalty 3880.360684 = -14988201.106684 nChanged 1304 SP:Iteration 18Q (4231.440000 sec): 3 clusters Score: Raw -14992425.452193 + Penalty 3880.360684 = -14988545.091509 nChanged 1300 SP:Iteration 19Q (4231.800000 sec): 3 clusters Score: Raw -14992762.304051 + Penalty 3880.360684 = -14988881.943367 nChanged 1260 SP:Iteration 20F (4232.220000 sec): 3 clusters Score: Raw -14993087.414749 + Penalty 3880.360684 = -14989207.054065 nChanged 1248 SP:Iteration 21Q (4232.560000 sec): 3 clusters Score: Raw -14993417.515864 + Penalty 3880.360684 = -14989537.155180 nChanged 1195 SP:Iteration 22Q (4232.910000 sec): 3 clusters Score: Raw -14993747.617144 + Penalty 3880.360684 = -14989867.256460 nChanged 1195 SP:Iteration 23Q (4233.260000 sec): 3 clusters Score: Raw -14994096.062388 + Penalty 3880.360684 = -14990215.701704 nChanged 1181 SP:Iteration 24Q (4233.600000 sec): 3 clusters Score: Raw -14994448.548456 + Penalty 3880.360684 = -14990568.187772 nChanged 1081 SP:Iteration 25Q (4233.940000 sec): 3 clusters Score: Raw -14994775.974562 + Penalty 3880.360684 = -14990895.613878 nChanged 1043 SP:Iteration 26Q (4234.270000 sec): 3 clusters Score: Raw -14995092.116606 + Penalty 3880.360684 = -14991211.755922 nChanged 936 SP:Iteration 27Q (4234.610000 sec): 3 clusters Score: Raw -14995365.940513 + Penalty 3880.360684 = -14991485.579829 nChanged 895 SP:Iteration 28Q (4234.930000 sec): 3 clusters Score: Raw -14995630.953082 + Penalty 3880.360684 = -14991750.592398 nChanged 835 SP:Iteration 29Q (4235.260000 sec): 3 clusters Score: Raw -14995883.804876 + Penalty 3880.360684 = -14992003.444192 nChanged 808 SP:Iteration 30Q (4235.580000 sec): 3 clusters Score: Raw -14996131.267441 + Penalty 3880.360684 = -14992250.906757 nChanged 720 SP:Iteration 31Q (4235.910000 sec): 3 clusters Score: Raw -14996352.868307 + Penalty 3880.360684 = -14992472.507623 nChanged 675 SP:Iteration 32Q (4236.230000 sec): 3 clusters Score: Raw -14996563.453002 + Penalty 3880.360684 = -14992683.092318 nChanged 616 SP:Iteration 33Q (4236.540000 sec): 3 clusters Score: Raw -14996760.978108 + Penalty 3880.360684 = -14992880.617424 nChanged 594 SP:Iteration 34Q (4236.860000 sec): 3 clusters Score: Raw -14996959.261852 + Penalty 3880.360684 = -14993078.901168 nChanged 567 SP:Iteration 35Q (4237.170000 sec): 3 clusters Score: Raw -14997153.216303 + Penalty 3880.360684 = -14993272.855619 nChanged 511 SP:Iteration 36Q (4237.490000 sec): 3 clusters Score: Raw -14997329.210748 + Penalty 3880.360684 = -14993448.850064 nChanged 475 SP:Iteration 37Q (4237.800000 sec): 3 clusters Score: Raw -14997506.741526 + Penalty 3880.360684 = -14993626.380842 nChanged 462 SP:Iteration 38Q (4238.100000 sec): 3 clusters Score: Raw -14997675.543624 + Penalty 3880.360684 = -14993795.182940 nChanged 407 SP:Iteration 39Q (4238.410000 sec): 3 clusters Score: Raw -14997814.805392 + Penalty 3880.360684 = -14993934.444709 nChanged 344 SP:Iteration 40F (4238.820000 sec): 3 clusters Score: Raw -14997934.220285 + Penalty 3880.360684 = -14994053.859601 nChanged 286 SP:Iteration 41Q (4239.120000 sec): 3 clusters Score: Raw -14998037.058854 + Penalty 3880.360684 = -14994156.698170 nChanged 266 SP:Iteration 42Q (4239.420000 sec): 3 clusters Score: Raw -14998131.378268 + Penalty 3880.360684 = -14994251.017584 nChanged 238 SP:Iteration 43Q (4239.720000 sec): 3 clusters Score: Raw -14998216.902477 + Penalty 3880.360684 = -14994336.541793 nChanged 191 SP:Iteration 44Q (4240.020000 sec): 3 clusters Score: Raw -14998278.758296 + Penalty 3880.360684 = -14994398.397612 nChanged 171 SP:Iteration 45Q (4240.320000 sec): 3 clusters Score: Raw -14998331.931390 + Penalty 3880.360684 = -14994451.570706 nChanged 149 SP:Iteration 46Q (4240.620000 sec): 3 clusters Score: Raw -14998381.377013 + Penalty 3880.360684 = -14994501.016329 nChanged 128 SP:Iteration 47Q (4240.910000 sec): 3 clusters Score: Raw -14998423.254078 + Penalty 3880.360684 = -14994542.893394 nChanged 120 SP:Iteration 48Q (4241.210000 sec): 3 clusters Score: Raw -14998458.476017 + Penalty 3880.360684 = -14994578.115333 nChanged 92 SP:Iteration 49Q (4241.510000 sec): 3 clusters Score: Raw -14998483.754101 + Penalty 3880.360684 = -14994603.393417 nChanged 80 SP:Iteration 50Q (4241.810000 sec): 3 clusters Score: Raw -14998507.337793 + Penalty 3880.360684 = -14994626.977109 nChanged 79 SP:Iteration 51Q (4242.100000 sec): 3 clusters Score: Raw -14998530.852027 + Penalty 3880.360684 = -14994650.491343 nChanged 70 SP:Iteration 52Q (4242.400000 sec): 3 clusters Score: Raw -14998550.049370 + Penalty 3880.360684 = -14994669.688686 nChanged 51 SP:Iteration 53Q (4242.690000 sec): 3 clusters Score: Raw -14998565.990409 + Penalty 3880.360684 = -14994685.629725 nChanged 65 SP:Iteration 54Q (4242.990000 sec): 3 clusters Score: Raw -14998585.584080 + Penalty 3880.360684 = -14994705.223396 nChanged 64 SP:Iteration 55Q (4243.280000 sec): 3 clusters Score: Raw -14998607.202540 + Penalty 3880.360684 = -14994726.841857 nChanged 61 SP:Iteration 56Q (4243.580000 sec): 3 clusters Score: Raw -14998625.764577 + Penalty 3880.360684 = -14994745.403893 nChanged 47 SP:Iteration 57Q (4243.870000 sec): 3 clusters Score: Raw -14998639.463495 + Penalty 3880.360684 = -14994759.102811 nChanged 44 SP:Iteration 58Q (4244.170000 sec): 3 clusters Score: Raw -14998652.961224 + Penalty 3880.360684 = -14994772.600540 nChanged 49 SP:Iteration 59Q (4244.460000 sec): 3 clusters Score: Raw -14998668.122509 + Penalty 3880.360684 = -14994787.761825 nChanged 47 SP:Iteration 60F (4244.880000 sec): 3 clusters Score: Raw -14998683.711030 + Penalty 3880.360684 = -14994803.350346 nChanged 37 SP:Iteration 61Q (4245.170000 sec): 3 clusters Score: Raw -14998694.721728 + Penalty 3880.360684 = -14994814.361044 nChanged 32 SP:Iteration 62Q (4245.470000 sec): 3 clusters Score: Raw -14998703.172576 + Penalty 3880.360684 = -14994822.811892 nChanged 22 SP:Iteration 63Q (4245.760000 sec): 3 clusters Score: Raw -14998708.689516 + Penalty 3880.360684 = -14994828.328832 nChanged 10 SP:Iteration 64Q (4246.060000 sec): 3 clusters Score: Raw -14998711.313414 + Penalty 3880.360684 = -14994830.952730 nChanged 6 SP:Iteration 65Q (4246.350000 sec): 3 clusters Score: Raw -14998712.750827 + Penalty 3880.360684 = -14994832.390143 nChanged 4 SP:Iteration 66Q (4246.650000 sec): 3 clusters Score: Raw -14998714.211304 + Penalty 3880.360684 = -14994833.850620 nChanged 5 SP:Iteration 67Q (4246.950000 sec): 3 clusters Score: Raw -14998715.659534 + Penalty 3880.360684 = -14994835.298850 nChanged 11 SP:Iteration 68Q (4247.240000 sec): 3 clusters Score: Raw -14998718.440797 + Penalty 3880.360684 = -14994838.080113 nChanged 9 SP:Iteration 69Q (4247.540000 sec): 3 clusters Score: Raw -14998721.364202 + Penalty 3880.360684 = -14994841.003518 nChanged 11 SP:Iteration 70Q (4247.830000 sec): 3 clusters Score: Raw -14998725.685617 + Penalty 3880.360684 = -14994845.324933 nChanged 13 SP:Iteration 71Q (4248.140000 sec): 3 clusters Score: Raw -14998729.830681 + Penalty 3880.360684 = -14994849.469997 nChanged 9 SP:Iteration 72Q (4248.440000 sec): 3 clusters Score: Raw -14998732.888412 + Penalty 3880.360684 = -14994852.527729 nChanged 11 SP:Iteration 73Q (4248.740000 sec): 3 clusters Score: Raw -14998736.191338 + Penalty 3880.360684 = -14994855.830654 nChanged 8 SP:Iteration 74Q (4249.040000 sec): 3 clusters Score: Raw -14998738.959732 + Penalty 3880.360684 = -14994858.599048 nChanged 8 SP:Iteration 75Q (4249.330000 sec): 3 clusters Score: Raw -14998741.358324 + Penalty 3880.360684 = -14994860.997640 nChanged 6 SP:Iteration 76Q (4249.630000 sec): 3 clusters Score: Raw -14998742.955080 + Penalty 3880.360684 = -14994862.594396 nChanged 7 SP:Iteration 77Q (4249.920000 sec): 3 clusters Score: Raw -14998744.392047 + Penalty 3880.360684 = -14994864.031363 nChanged 7 SP:Iteration 78Q (4250.220000 sec): 3 clusters Score: Raw -14998745.975795 + Penalty 3880.360684 = -14994865.615111 nChanged 7 SP:Iteration 79Q (4250.510000 sec): 3 clusters Score: Raw -14998747.312466 + Penalty 3880.360684 = -14994866.951782 nChanged 6 SP:Iteration 80F (4250.920000 sec): 3 clusters Score: Raw -14998748.903075 + Penalty 3880.360684 = -14994868.542391 nChanged 8 SP:Iteration 81Q (4251.220000 sec): 3 clusters Score: Raw -14998751.114948 + Penalty 3880.360684 = -14994870.754264 nChanged 7 SP:Iteration 82Q (4251.510000 sec): 3 clusters Score: Raw -14998752.839966 + Penalty 3880.360684 = -14994872.479282 nChanged 5 SP:Iteration 83Q (4251.810000 sec): 3 clusters Score: Raw -14998754.203152 + Penalty 3880.360684 = -14994873.842468 nChanged 5 SP:Iteration 84Q (4252.100000 sec): 3 clusters Score: Raw -14998755.857218 + Penalty 3880.360684 = -14994875.496534 nChanged 12 SP:Iteration 85Q (4252.390000 sec): 3 clusters Score: Raw -14998759.293047 + Penalty 3880.360684 = -14994878.932363 nChanged 12 SP:Iteration 86Q (4252.690000 sec): 3 clusters Score: Raw -14998763.040556 + Penalty 3880.360684 = -14994882.679872 nChanged 10 SP:Iteration 87Q (4252.980000 sec): 3 clusters Score: Raw -14998765.647408 + Penalty 3880.360684 = -14994885.286724 nChanged 10 SP:Iteration 88Q (4253.280000 sec): 3 clusters Score: Raw -14998767.910428 + Penalty 3880.360684 = -14994887.549744 nChanged 4 SP:Iteration 89Q (4253.570000 sec): 3 clusters Score: Raw -14998768.834344 + Penalty 3880.360684 = -14994888.473660 nChanged 6 SP:Iteration 90Q (4253.870000 sec): 3 clusters Score: Raw -14998770.916373 + Penalty 3880.360684 = -14994890.555689 nChanged 8 SP:Iteration 91Q (4254.160000 sec): 3 clusters Score: Raw -14998773.041643 + Penalty 3880.360684 = -14994892.680959 nChanged 7 SP:Iteration 92Q (4254.460000 sec): 3 clusters Score: Raw -14998775.002305 + Penalty 3880.360684 = -14994894.641621 nChanged 5 SP:Iteration 93Q (4254.750000 sec): 3 clusters Score: Raw -14998777.011019 + Penalty 3880.360684 = -14994896.650335 nChanged 4 SP:Iteration 94Q (4255.040000 sec): 3 clusters Score: Raw -14998778.017651 + Penalty 3880.360684 = -14994897.656967 nChanged 1 SP:Iteration 95Q (4255.340000 sec): 3 clusters Score: Raw -14998778.242855 + Penalty 3880.360684 = -14994897.882171 nChanged 0 SP:Iteration 96F (4255.750000 sec): 3 clusters Score: Raw -14998778.242855 + Penalty 3880.360684 = -14994897.882171 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4255.860000 sec): 2 clusters Score: Raw -360959.462097 + Penalty 1339.746973 = -359619.715124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4255.860000 sec): 3 clusters Score: Raw -359039.604240 + Penalty 2679.493946 = -356360.110294 nChanged 1474 SP:Iteration 1F (4255.880000 sec): 3 clusters Score: Raw -359874.661089 + Penalty 2679.493946 = -357195.167143 nChanged 308 SP:Iteration 2F (4255.880000 sec): 3 clusters Score: Raw -360067.139073 + Penalty 2679.493946 = -357387.645127 nChanged 203 SP:Iteration 3F (4255.900000 sec): 3 clusters Score: Raw -360191.410682 + Penalty 2679.493946 = -357511.916736 nChanged 186 SP:Iteration 4Q (4255.900000 sec): 3 clusters Score: Raw -360307.154665 + Penalty 2679.493946 = -357627.660719 nChanged 149 SP:Iteration 5Q (4255.910000 sec): 3 clusters Score: Raw -360397.068518 + Penalty 2679.493946 = -357717.574572 nChanged 130 SP:Iteration 6Q (4255.920000 sec): 3 clusters Score: Raw -360471.984790 + Penalty 2679.493946 = -357792.490844 nChanged 116 SP:Iteration 7Q (4255.930000 sec): 3 clusters Score: Raw -360526.177706 + Penalty 2679.493946 = -357846.683761 nChanged 96 SP:Iteration 8Q (4255.940000 sec): 3 clusters Score: Raw -360574.993590 + Penalty 2679.493946 = -357895.499644 nChanged 86 SP:Iteration 9Q (4255.950000 sec): 3 clusters Score: Raw -360621.972161 + Penalty 2679.493946 = -357942.478216 nChanged 99 SP:Iteration 10Q (4255.960000 sec): 3 clusters Score: Raw -360671.165883 + Penalty 2679.493946 = -357991.671937 nChanged 77 SP:Iteration 11Q (4255.970000 sec): 3 clusters Score: Raw -360702.967550 + Penalty 2679.493946 = -358023.473604 nChanged 58 SP:Iteration 12Q (4255.980000 sec): 3 clusters Score: Raw -360730.480306 + Penalty 2679.493946 = -358050.986361 nChanged 51 SP:Iteration 13Q (4255.990000 sec): 3 clusters Score: Raw -360752.947815 + Penalty 2679.493946 = -358073.453870 nChanged 51 SP:Iteration 14Q (4256.000000 sec): 3 clusters Score: Raw -360771.363086 + Penalty 2679.493946 = -358091.869140 nChanged 39 SP:Iteration 15Q (4256.000000 sec): 3 clusters Score: Raw -360784.762130 + Penalty 2679.493946 = -358105.268185 nChanged 40 SP:Iteration 16Q (4256.020000 sec): 3 clusters Score: Raw -360801.378418 + Penalty 2679.493946 = -358121.884472 nChanged 35 SP:Iteration 17Q (4256.020000 sec): 3 clusters Score: Raw -360814.760632 + Penalty 2679.493946 = -358135.266686 nChanged 42 SP:Iteration 18Q (4256.030000 sec): 3 clusters Score: Raw -360832.297944 + Penalty 2679.493946 = -358152.803998 nChanged 38 SP:Iteration 19Q (4256.040000 sec): 3 clusters Score: Raw -360850.299928 + Penalty 2679.493946 = -358170.805982 nChanged 42 SP:Iteration 20F (4256.050000 sec): 3 clusters Score: Raw -360866.861428 + Penalty 2679.493946 = -358187.367482 nChanged 33 SP:Iteration 21Q (4256.060000 sec): 3 clusters Score: Raw -360875.544237 + Penalty 2679.493946 = -358196.050291 nChanged 22 SP:Iteration 22Q (4256.070000 sec): 3 clusters Score: Raw -360880.625433 + Penalty 2679.493946 = -358201.131487 nChanged 9 SP:Iteration 23Q (4256.080000 sec): 3 clusters Score: Raw -360882.426981 + Penalty 2679.493946 = -358202.933035 nChanged 8 SP:Iteration 24Q (4256.090000 sec): 3 clusters Score: Raw -360884.536064 + Penalty 2679.493946 = -358205.042118 nChanged 8 SP:Iteration 25Q (4256.100000 sec): 3 clusters Score: Raw -360886.889611 + Penalty 2679.493946 = -358207.395665 nChanged 11 SP:Iteration 26Q (4256.100000 sec): 3 clusters Score: Raw -360889.697069 + Penalty 2679.493946 = -358210.203123 nChanged 10 SP:Iteration 27Q (4256.110000 sec): 3 clusters Score: Raw -360892.565131 + Penalty 2679.493946 = -358213.071185 nChanged 5 SP:Iteration 28Q (4256.120000 sec): 3 clusters Score: Raw -360893.185773 + Penalty 2679.493946 = -358213.691827 nChanged 0 SP:Iteration 29F (4256.130000 sec): 3 clusters Score: Raw -360893.185773 + Penalty 2679.493946 = -358213.691827 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.140000 sec): 2 clusters Score: Raw -43366.865908 + Penalty 1008.895879 = -42357.970028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.140000 sec): 3 clusters Score: Raw -43346.951094 + Penalty 2017.791758 = -41329.159336 nChanged 119 SP:Iteration 1F (4256.140000 sec): 3 clusters Score: Raw -43559.034638 + Penalty 2017.791758 = -41541.242880 nChanged 42 SP:Iteration 2F (4256.140000 sec): 3 clusters Score: Raw -43665.589718 + Penalty 2017.791758 = -41647.797959 nChanged 26 SP:Iteration 3F (4256.140000 sec): 3 clusters Score: Raw -43732.896378 + Penalty 2017.791758 = -41715.104619 nChanged 17 SP:Iteration 4Q (4256.140000 sec): 3 clusters Score: Raw -43782.644422 + Penalty 2017.791758 = -41764.852663 nChanged 16 SP:Iteration 5Q (4256.150000 sec): 3 clusters Score: Raw -43836.535434 + Penalty 2017.791758 = -41818.743675 nChanged 14 SP:Iteration 6Q (4256.150000 sec): 3 clusters Score: Raw -43866.664612 + Penalty 2017.791758 = -41848.872854 nChanged 10 SP:Iteration 7Q (4256.150000 sec): 3 clusters Score: Raw -43899.255855 + Penalty 2017.791758 = -41881.464097 nChanged 5 SP:Iteration 8Q (4256.150000 sec): 3 clusters Score: Raw -43909.245607 + Penalty 2017.791758 = -41891.453849 nChanged 4 SP:Iteration 9Q (4256.150000 sec): 3 clusters Score: Raw -43915.169970 + Penalty 2017.791758 = -41897.378212 nChanged 3 SP:Iteration 10Q (4256.150000 sec): 3 clusters Score: Raw -43919.246039 + Penalty 2017.791758 = -41901.454280 nChanged 6 SP:Iteration 11Q (4256.150000 sec): 3 clusters Score: Raw -43929.197171 + Penalty 2017.791758 = -41911.405413 nChanged 4 SP:Iteration 12Q (4256.160000 sec): 3 clusters Score: Raw -43939.148451 + Penalty 2017.791758 = -41921.356693 nChanged 2 SP:Iteration 13Q (4256.160000 sec): 3 clusters Score: Raw -43944.387966 + Penalty 2017.791758 = -41926.596207 nChanged 2 SP:Iteration 14Q (4256.160000 sec): 3 clusters Score: Raw -43948.452836 + Penalty 2017.791758 = -41930.661078 nChanged 1 SP:Iteration 15Q (4256.160000 sec): 3 clusters Score: Raw -43950.246926 + Penalty 2017.791758 = -41932.455168 nChanged 2 SP:Iteration 16Q (4256.160000 sec): 3 clusters Score: Raw -43957.346245 + Penalty 2017.791758 = -41939.554487 nChanged 2 SP:Iteration 17Q (4256.160000 sec): 3 clusters Score: Raw -43960.241116 + Penalty 2017.791758 = -41942.449358 nChanged 2 SP:Iteration 18Q (4256.160000 sec): 3 clusters Score: Raw -43964.240436 + Penalty 2017.791758 = -41946.448678 nChanged 1 SP:Iteration 19Q (4256.160000 sec): 3 clusters Score: Raw -43966.348347 + Penalty 2017.791758 = -41948.556588 nChanged 0 SP:Iteration 20F (4256.160000 sec): 3 clusters Score: Raw -43966.348347 + Penalty 2017.791758 = -41948.556588 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.160000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.160000 sec): 3 clusters Score: Raw -25063.931825 + Penalty 1850.462945 = -23213.468880 nChanged 39 SP:Iteration 1F (4256.160000 sec): 3 clusters Score: Raw -25140.993709 + Penalty 1850.462945 = -23290.530764 nChanged 19 SP:Iteration 2F (4256.160000 sec): 3 clusters Score: Raw -25204.762785 + Penalty 1850.462945 = -23354.299840 nChanged 11 SP:Iteration 3Q (4256.170000 sec): 3 clusters Score: Raw -25250.709471 + Penalty 1850.462945 = -23400.246526 nChanged 7 SP:Iteration 4Q (4256.170000 sec): 3 clusters Score: Raw -25268.037574 + Penalty 1850.462945 = -23417.574629 nChanged 5 SP:Iteration 5Q (4256.170000 sec): 3 clusters Score: Raw -25293.924077 + Penalty 1850.462945 = -23443.461132 nChanged 2 SP:Iteration 6Q (4256.170000 sec): 3 clusters Score: Raw -25299.471791 + Penalty 1850.462945 = -23449.008846 nChanged 2 SP:Iteration 7Q (4256.170000 sec): 3 clusters Score: Raw -25303.526968 + Penalty 1850.462945 = -23453.064022 nChanged 1 SP:Iteration 8Q (4256.170000 sec): 3 clusters Score: Raw -25306.456817 + Penalty 1850.462945 = -23455.993872 nChanged 1 SP:Iteration 9Q (4256.170000 sec): 3 clusters Score: Raw -25309.480074 + Penalty 1850.462945 = -23459.017128 nChanged 0 SP:Iteration 10F (4256.170000 sec): 3 clusters Score: Raw -25309.480074 + Penalty 1850.462945 = -23459.017128 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.180000 sec): 2 clusters Score: Raw -17204.427519 + Penalty 857.693632 = -16346.733887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.180000 sec): 3 clusters Score: Raw -17294.541322 + Penalty 1715.387264 = -15579.154058 nChanged 22 SP:Iteration 1F (4256.180000 sec): 3 clusters Score: Raw -17382.865561 + Penalty 1715.387264 = -15667.478297 nChanged 8 SP:Iteration 2Q (4256.180000 sec): 3 clusters Score: Raw -17431.121606 + Penalty 1715.387264 = -15715.734342 nChanged 6 SP:Iteration 3Q (4256.180000 sec): 3 clusters Score: Raw -17505.250659 + Penalty 1715.387264 = -15789.863395 nChanged 1 SP:Iteration 4Q (4256.180000 sec): 3 clusters Score: Raw -17511.654057 + Penalty 1715.387264 = -15796.266793 nChanged 4 SP:Iteration 5Q (4256.180000 sec): 3 clusters Score: Raw -17523.115604 + Penalty 1715.387264 = -15807.728339 nChanged 2 SP:Iteration 6Q (4256.180000 sec): 3 clusters Score: Raw -17531.302224 + Penalty 1715.387264 = -15815.914959 nChanged 1 SP:Iteration 7Q (4256.180000 sec): 3 clusters Score: Raw -17538.177136 + Penalty 1715.387264 = -15822.789872 nChanged 0 SP:Iteration 8F (4256.180000 sec): 3 clusters Score: Raw -17538.177136 + Penalty 1715.387264 = -15822.789872 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.180000 sec): 2 clusters Score: Raw -22252.424368 + Penalty 906.706097 = -21345.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.180000 sec): 3 clusters Score: Raw -22345.735123 + Penalty 1813.412193 = -20532.322930 nChanged 40 SP:Iteration 1F (4256.180000 sec): 3 clusters Score: Raw -22439.879873 + Penalty 1813.412193 = -20626.467680 nChanged 5 SP:Iteration 2Q (4256.180000 sec): 3 clusters Score: Raw -22450.979094 + Penalty 1813.412193 = -20637.566901 nChanged 3 SP:Iteration 3Q (4256.190000 sec): 3 clusters Score: Raw -22468.498945 + Penalty 1813.412193 = -20655.086751 nChanged 3 SP:Iteration 4Q (4256.190000 sec): 3 clusters Score: Raw -22475.071135 + Penalty 1813.412193 = -20661.658941 nChanged 2 SP:Iteration 5Q (4256.190000 sec): 3 clusters Score: Raw -22480.762122 + Penalty 1813.412193 = -20667.349929 nChanged 1 SP:Iteration 6Q (4256.190000 sec): 3 clusters Score: Raw -22483.780203 + Penalty 1813.412193 = -20670.368010 nChanged 0 SP:Iteration 7F (4256.190000 sec): 3 clusters Score: Raw -22483.780203 + Penalty 1813.412193 = -20670.368010 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.190000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.190000 sec): 3 clusters Score: Raw -28680.384530 + Penalty 1874.704324 = -26805.680206 nChanged 57 SP:Iteration 1F (4256.200000 sec): 3 clusters Score: Raw -28792.112985 + Penalty 1874.704324 = -26917.408661 nChanged 15 SP:Iteration 2Q (4256.200000 sec): 3 clusters Score: Raw -28828.334434 + Penalty 1874.704324 = -26953.630111 nChanged 8 SP:Iteration 3Q (4256.200000 sec): 3 clusters Score: Raw -28846.239057 + Penalty 1874.704324 = -26971.534734 nChanged 5 SP:Iteration 4Q (4256.200000 sec): 3 clusters Score: Raw -28856.778882 + Penalty 1874.704324 = -26982.074558 nChanged 0 SP:Iteration 5F (4256.200000 sec): 3 clusters Score: Raw -28856.778882 + Penalty 1874.704324 = -26982.074558 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.200000 sec): 2 clusters Score: Raw -65341.245596 + Penalty 1064.085604 = -64277.159992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.200000 sec): 3 clusters Score: Raw -65219.045121 + Penalty 2128.171208 = -63090.873913 nChanged 165 SP:Iteration 1F (4256.200000 sec): 3 clusters Score: Raw -65441.405791 + Penalty 2128.171208 = -63313.234583 nChanged 50 SP:Iteration 2F (4256.210000 sec): 3 clusters Score: Raw -65527.718497 + Penalty 2128.171208 = -63399.547289 nChanged 31 SP:Iteration 3Q (4256.210000 sec): 3 clusters Score: Raw -65570.171162 + Penalty 2128.171208 = -63441.999954 nChanged 16 SP:Iteration 4Q (4256.210000 sec): 3 clusters Score: Raw -65595.864304 + Penalty 2128.171208 = -63467.693095 nChanged 7 SP:Iteration 5Q (4256.210000 sec): 3 clusters Score: Raw -65601.371137 + Penalty 2128.171208 = -63473.199928 nChanged 4 SP:Iteration 6Q (4256.220000 sec): 3 clusters Score: Raw -65605.952807 + Penalty 2128.171208 = -63477.781599 nChanged 4 SP:Iteration 7Q (4256.220000 sec): 3 clusters Score: Raw -65609.844392 + Penalty 2128.171208 = -63481.673183 nChanged 0 SP:Iteration 8F (4256.220000 sec): 3 clusters Score: Raw -65609.844392 + Penalty 2128.171208 = -63481.673183 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (15952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.280000 sec): 2 clusters Score: Raw -1591945.970445 + Penalty 1572.567667 = -1590373.402778 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.320000 sec): 3 clusters Score: Raw -1582608.366203 + Penalty 3145.135335 = -1579463.230868 nChanged 7090 SP:Iteration 1F (4256.360000 sec): 3 clusters Score: Raw -1586469.386652 + Penalty 3145.135335 = -1583324.251317 nChanged 866 SP:Iteration 2F (4256.400000 sec): 3 clusters Score: Raw -1586757.497640 + Penalty 3145.135335 = -1583612.362305 nChanged 721 SP:Iteration 3Q (4256.440000 sec): 3 clusters Score: Raw -1587024.338999 + Penalty 3145.135335 = -1583879.203664 nChanged 696 SP:Iteration 4Q (4256.480000 sec): 3 clusters Score: Raw -1587332.564867 + Penalty 3145.135335 = -1584187.429532 nChanged 770 SP:Iteration 5Q (4256.520000 sec): 3 clusters Score: Raw -1587690.268982 + Penalty 3145.135335 = -1584545.133647 nChanged 811 SP:Iteration 6F (4256.560000 sec): 3 clusters Score: Raw -1588140.556259 + Penalty 3145.135335 = -1584995.420924 nChanged 944 SP:Iteration 7F (4256.610000 sec): 3 clusters Score: Raw -1588824.129591 + Penalty 3145.135335 = -1585678.994256 nChanged 1024 SP:Iteration 8F (4256.650000 sec): 3 clusters Score: Raw -1589656.482261 + Penalty 3145.135335 = -1586511.346926 nChanged 940 SP:Iteration 9F (4256.690000 sec): 3 clusters Score: Raw -1590474.251356 + Penalty 3145.135335 = -1587329.116021 nChanged 721 SP:Iteration 10Q (4256.730000 sec): 3 clusters Score: Raw -1591120.935635 + Penalty 3145.135335 = -1587975.800300 nChanged 528 SP:Iteration 11Q (4256.770000 sec): 3 clusters Score: Raw -1591578.432261 + Penalty 3145.135335 = -1588433.296926 nChanged 347 SP:Iteration 12Q (4256.810000 sec): 3 clusters Score: Raw -1591849.458932 + Penalty 3145.135335 = -1588704.323597 nChanged 220 SP:Iteration 13Q (4256.840000 sec): 3 clusters Score: Raw -1592029.455738 + Penalty 3145.135335 = -1588884.320403 nChanged 157 SP:Iteration 14Q (4256.880000 sec): 3 clusters Score: Raw -1592163.766981 + Penalty 3145.135335 = -1589018.631646 nChanged 100 SP:Iteration 15Q (4256.910000 sec): 3 clusters Score: Raw -1592246.468437 + Penalty 3145.135335 = -1589101.333102 nChanged 82 SP:Iteration 16Q (4256.940000 sec): 3 clusters Score: Raw -1592297.425932 + Penalty 3145.135335 = -1589152.290597 nChanged 51 SP:Iteration 17Q (4256.970000 sec): 3 clusters Score: Raw -1592325.150039 + Penalty 3145.135335 = -1589180.014704 nChanged 33 SP:Iteration 18Q (4257.000000 sec): 3 clusters Score: Raw -1592338.754953 + Penalty 3145.135335 = -1589193.619618 nChanged 23 SP:Iteration 19Q (4257.040000 sec): 3 clusters Score: Raw -1592347.423691 + Penalty 3145.135335 = -1589202.288356 nChanged 12 SP:Iteration 20F (4257.080000 sec): 3 clusters Score: Raw -1592351.924845 + Penalty 3145.135335 = -1589206.789510 nChanged 13 SP:Iteration 21Q (4257.110000 sec): 3 clusters Score: Raw -1592356.236840 + Penalty 3145.135335 = -1589211.101505 nChanged 13 SP:Iteration 22Q (4257.140000 sec): 3 clusters Score: Raw -1592361.475221 + Penalty 3145.135335 = -1589216.339886 nChanged 13 SP:Iteration 23Q (4257.170000 sec): 3 clusters Score: Raw -1592366.125159 + Penalty 3145.135335 = -1589220.989824 nChanged 12 SP:Iteration 24Q (4257.200000 sec): 3 clusters Score: Raw -1592371.476213 + Penalty 3145.135335 = -1589226.340878 nChanged 11 SP:Iteration 25Q (4257.230000 sec): 3 clusters Score: Raw -1592375.829648 + Penalty 3145.135335 = -1589230.694313 nChanged 11 SP:Iteration 26Q (4257.260000 sec): 3 clusters Score: Raw -1592379.923681 + Penalty 3145.135335 = -1589234.788346 nChanged 9 SP:Iteration 27Q (4257.290000 sec): 3 clusters Score: Raw -1592383.766522 + Penalty 3145.135335 = -1589238.631187 nChanged 6 SP:Iteration 28Q (4257.320000 sec): 3 clusters Score: Raw -1592385.599806 + Penalty 3145.135335 = -1589240.464471 nChanged 4 SP:Iteration 29Q (4257.350000 sec): 3 clusters Score: Raw -1592386.633369 + Penalty 3145.135335 = -1589241.498034 nChanged 3 SP:Iteration 30Q (4257.380000 sec): 3 clusters Score: Raw -1592387.340930 + Penalty 3145.135335 = -1589242.205595 nChanged 3 SP:Iteration 31Q (4257.410000 sec): 3 clusters Score: Raw -1592388.455574 + Penalty 3145.135335 = -1589243.320239 nChanged 4 SP:Iteration 32Q (4257.440000 sec): 3 clusters Score: Raw -1592390.395464 + Penalty 3145.135335 = -1589245.260129 nChanged 8 SP:Iteration 33Q (4257.470000 sec): 3 clusters Score: Raw -1592393.810992 + Penalty 3145.135335 = -1589248.675658 nChanged 12 SP:Iteration 34Q (4257.500000 sec): 3 clusters Score: Raw -1592398.222570 + Penalty 3145.135335 = -1589253.087235 nChanged 7 SP:Iteration 35Q (4257.530000 sec): 3 clusters Score: Raw -1592402.135494 + Penalty 3145.135335 = -1589257.000159 nChanged 6 SP:Iteration 36Q (4257.560000 sec): 3 clusters Score: Raw -1592404.416485 + Penalty 3145.135335 = -1589259.281150 nChanged 1 SP:Iteration 37Q (4257.600000 sec): 3 clusters Score: Raw -1592404.785580 + Penalty 3145.135335 = -1589259.650245 nChanged 1 SP:Iteration 38Q (4257.620000 sec): 3 clusters Score: Raw -1592404.874247 + Penalty 3145.135335 = -1589259.738912 nChanged 0 SP:Iteration 39F (4257.660000 sec): 3 clusters Score: Raw -1592404.874247 + Penalty 3145.135335 = -1589259.738912 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4257.680000 sec): 2 clusters Score: Raw -107564.014322 + Penalty 1144.938694 = -106419.075628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4257.680000 sec): 3 clusters Score: Raw -107150.652136 + Penalty 2289.877387 = -104860.774749 nChanged 353 SP:Iteration 1F (4257.680000 sec): 3 clusters Score: Raw -107450.160070 + Penalty 2289.877387 = -105160.282682 nChanged 73 SP:Iteration 2F (4257.690000 sec): 3 clusters Score: Raw -107523.137851 + Penalty 2289.877387 = -105233.260463 nChanged 43 SP:Iteration 3Q (4257.690000 sec): 3 clusters Score: Raw -107574.386185 + Penalty 2289.877387 = -105284.508798 nChanged 33 SP:Iteration 4Q (4257.700000 sec): 3 clusters Score: Raw -107602.139138 + Penalty 2289.877387 = -105312.261750 nChanged 19 SP:Iteration 5Q (4257.700000 sec): 3 clusters Score: Raw -107617.687202 + Penalty 2289.877387 = -105327.809815 nChanged 18 SP:Iteration 6Q (4257.700000 sec): 3 clusters Score: Raw -107634.908463 + Penalty 2289.877387 = -105345.031076 nChanged 16 SP:Iteration 7Q (4257.700000 sec): 3 clusters Score: Raw -107649.865360 + Penalty 2289.877387 = -105359.987973 nChanged 7 SP:Iteration 8Q (4257.700000 sec): 3 clusters Score: Raw -107655.220906 + Penalty 2289.877387 = -105365.343518 nChanged 9 SP:Iteration 9Q (4257.710000 sec): 3 clusters Score: Raw -107662.581115 + Penalty 2289.877387 = -105372.703728 nChanged 7 SP:Iteration 10Q (4257.710000 sec): 3 clusters Score: Raw -107667.931012 + Penalty 2289.877387 = -105378.053624 nChanged 5 SP:Iteration 11Q (4257.720000 sec): 3 clusters Score: Raw -107671.664669 + Penalty 2289.877387 = -105381.787282 nChanged 2 SP:Iteration 12Q (4257.720000 sec): 3 clusters Score: Raw -107672.643131 + Penalty 2289.877387 = -105382.765744 nChanged 1 SP:Iteration 13Q (4257.720000 sec): 3 clusters Score: Raw -107674.489803 + Penalty 2289.877387 = -105384.612415 nChanged 3 SP:Iteration 14Q (4257.720000 sec): 3 clusters Score: Raw -107675.917240 + Penalty 2289.877387 = -105386.039852 nChanged 2 SP:Iteration 15Q (4257.720000 sec): 3 clusters Score: Raw -107677.030955 + Penalty 2289.877387 = -105387.153567 nChanged 0 SP:Iteration 16F (4257.730000 sec): 3 clusters Score: Raw -107677.030955 + Penalty 2289.877387 = -105387.153567 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4257.730000 sec): 2 clusters Score: Raw -61680.840300 + Penalty 1072.920532 = -60607.919767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4257.740000 sec): 3 clusters Score: Raw -61514.610441 + Penalty 2145.841065 = -59368.769376 nChanged 211 SP:Iteration 1F (4257.740000 sec): 3 clusters Score: Raw -61808.065284 + Penalty 2145.841065 = -59662.224219 nChanged 58 SP:Iteration 2F (4257.740000 sec): 3 clusters Score: Raw -61924.842771 + Penalty 2145.841065 = -59779.001706 nChanged 29 SP:Iteration 3Q (4257.740000 sec): 3 clusters Score: Raw -61998.085182 + Penalty 2145.841065 = -59852.244117 nChanged 32 SP:Iteration 4Q (4257.740000 sec): 3 clusters Score: Raw -62073.056032 + Penalty 2145.841065 = -59927.214967 nChanged 25 SP:Iteration 5Q (4257.740000 sec): 3 clusters Score: Raw -62139.330853 + Penalty 2145.841065 = -59993.489788 nChanged 21 SP:Iteration 6Q (4257.750000 sec): 3 clusters Score: Raw -62191.307883 + Penalty 2145.841065 = -60045.466818 nChanged 13 SP:Iteration 7Q (4257.750000 sec): 3 clusters Score: Raw -62210.417248 + Penalty 2145.841065 = -60064.576183 nChanged 12 SP:Iteration 8Q (4257.750000 sec): 3 clusters Score: Raw -62237.422340 + Penalty 2145.841065 = -60091.581276 nChanged 10 SP:Iteration 9Q (4257.750000 sec): 3 clusters Score: Raw -62261.309458 + Penalty 2145.841065 = -60115.468393 nChanged 17 SP:Iteration 10Q (4257.750000 sec): 3 clusters Score: Raw -62296.059632 + Penalty 2145.841065 = -60150.218567 nChanged 20 SP:Iteration 11Q (4257.760000 sec): 3 clusters Score: Raw -62326.273204 + Penalty 2145.841065 = -60180.432139 nChanged 12 SP:Iteration 12Q (4257.760000 sec): 3 clusters Score: Raw -62343.141768 + Penalty 2145.841065 = -60197.300703 nChanged 10 SP:Iteration 13Q (4257.760000 sec): 3 clusters Score: Raw -62364.043669 + Penalty 2145.841065 = -60218.202604 nChanged 7 SP:Iteration 14Q (4257.760000 sec): 3 clusters Score: Raw -62382.674812 + Penalty 2145.841065 = -60236.833747 nChanged 9 SP:Iteration 15Q (4257.760000 sec): 3 clusters Score: Raw -62410.924891 + Penalty 2145.841065 = -60265.083826 nChanged 10 SP:Iteration 16Q (4257.760000 sec): 3 clusters Score: Raw -62438.882218 + Penalty 2145.841065 = -60293.041153 nChanged 9 SP:Iteration 17Q (4257.760000 sec): 3 clusters Score: Raw -62461.983162 + Penalty 2145.841065 = -60316.142097 nChanged 6 SP:Iteration 18Q (4257.760000 sec): 3 clusters Score: Raw -62480.738851 + Penalty 2145.841065 = -60334.897787 nChanged 9 SP:Iteration 19Q (4257.770000 sec): 3 clusters Score: Raw -62508.803410 + Penalty 2145.841065 = -60362.962345 nChanged 7 SP:Iteration 20F (4257.770000 sec): 3 clusters Score: Raw -62540.781729 + Penalty 2145.841065 = -60394.940664 nChanged 6 SP:Iteration 21Q (4257.770000 sec): 3 clusters Score: Raw -62566.616909 + Penalty 2145.841065 = -60420.775844 nChanged 4 SP:Iteration 22Q (4257.770000 sec): 3 clusters Score: Raw -62577.486428 + Penalty 2145.841065 = -60431.645363 nChanged 3 SP:Iteration 23Q (4257.770000 sec): 3 clusters Score: Raw -62580.191707 + Penalty 2145.841065 = -60434.350642 nChanged 0 SP:Iteration 24F (4257.780000 sec): 3 clusters Score: Raw -62580.191707 + Penalty 2145.841065 = -60434.350642 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4257.790000 sec): 2 clusters Score: Raw -504152.945310 + Penalty 1382.836922 = -502770.108388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4257.810000 sec): 3 clusters Score: Raw -501653.816658 + Penalty 2765.673845 = -498888.142813 nChanged 1938 SP:Iteration 1F (4257.820000 sec): 3 clusters Score: Raw -502644.542077 + Penalty 2765.673845 = -499878.868233 nChanged 303 SP:Iteration 2F (4257.830000 sec): 3 clusters Score: Raw -502789.586499 + Penalty 2765.673845 = -500023.912654 nChanged 213 SP:Iteration 3Q (4257.840000 sec): 3 clusters Score: Raw -502881.064197 + Penalty 2765.673845 = -500115.390352 nChanged 173 SP:Iteration 4Q (4257.860000 sec): 3 clusters Score: Raw -502941.924319 + Penalty 2765.673845 = -500176.250474 nChanged 132 SP:Iteration 5Q (4257.870000 sec): 3 clusters Score: Raw -502993.458618 + Penalty 2765.673845 = -500227.784774 nChanged 117 SP:Iteration 6Q (4257.880000 sec): 3 clusters Score: Raw -503035.643408 + Penalty 2765.673845 = -500269.969564 nChanged 95 SP:Iteration 7Q (4257.900000 sec): 3 clusters Score: Raw -503071.926305 + Penalty 2765.673845 = -500306.252461 nChanged 87 SP:Iteration 8Q (4257.910000 sec): 3 clusters Score: Raw -503099.385640 + Penalty 2765.673845 = -500333.711795 nChanged 78 SP:Iteration 9Q (4257.920000 sec): 3 clusters Score: Raw -503122.550613 + Penalty 2765.673845 = -500356.876768 nChanged 70 SP:Iteration 10Q (4257.930000 sec): 3 clusters Score: Raw -503145.364092 + Penalty 2765.673845 = -500379.690247 nChanged 67 SP:Iteration 11Q (4257.940000 sec): 3 clusters Score: Raw -503169.333504 + Penalty 2765.673845 = -500403.659659 nChanged 59 SP:Iteration 12Q (4257.950000 sec): 3 clusters Score: Raw -503188.833590 + Penalty 2765.673845 = -500423.159746 nChanged 56 SP:Iteration 13Q (4257.960000 sec): 3 clusters Score: Raw -503208.080561 + Penalty 2765.673845 = -500442.406716 nChanged 60 SP:Iteration 14Q (4257.980000 sec): 3 clusters Score: Raw -503227.863647 + Penalty 2765.673845 = -500462.189802 nChanged 69 SP:Iteration 15Q (4257.990000 sec): 3 clusters Score: Raw -503253.707347 + Penalty 2765.673845 = -500488.033502 nChanged 68 SP:Iteration 16Q (4258.000000 sec): 3 clusters Score: Raw -503286.928072 + Penalty 2765.673845 = -500521.254227 nChanged 76 SP:Iteration 17Q (4258.020000 sec): 3 clusters Score: Raw -503327.211336 + Penalty 2765.673845 = -500561.537492 nChanged 85 SP:Iteration 18Q (4258.030000 sec): 3 clusters Score: Raw -503371.414911 + Penalty 2765.673845 = -500605.741066 nChanged 88 SP:Iteration 19Q (4258.040000 sec): 3 clusters Score: Raw -503418.501792 + Penalty 2765.673845 = -500652.827947 nChanged 97 SP:Iteration 20F (4258.050000 sec): 3 clusters Score: Raw -503467.960102 + Penalty 2765.673845 = -500702.286257 nChanged 98 SP:Iteration 21Q (4258.060000 sec): 3 clusters Score: Raw -503522.698758 + Penalty 2765.673845 = -500757.024913 nChanged 106 SP:Iteration 22Q (4258.080000 sec): 3 clusters Score: Raw -503585.227844 + Penalty 2765.673845 = -500819.553999 nChanged 108 SP:Iteration 23Q (4258.090000 sec): 3 clusters Score: Raw -503653.597738 + Penalty 2765.673845 = -500887.923894 nChanged 111 SP:Iteration 24Q (4258.100000 sec): 3 clusters Score: Raw -503726.523216 + Penalty 2765.673845 = -500960.849371 nChanged 94 SP:Iteration 25Q (4258.110000 sec): 3 clusters Score: Raw -503788.994096 + Penalty 2765.673845 = -501023.320252 nChanged 97 SP:Iteration 26Q (4258.120000 sec): 3 clusters Score: Raw -503852.058436 + Penalty 2765.673845 = -501086.384591 nChanged 80 SP:Iteration 27Q (4258.130000 sec): 3 clusters Score: Raw -503904.979768 + Penalty 2765.673845 = -501139.305923 nChanged 76 SP:Iteration 28Q (4258.140000 sec): 3 clusters Score: Raw -503958.934208 + Penalty 2765.673845 = -501193.260364 nChanged 67 SP:Iteration 29Q (4258.160000 sec): 3 clusters Score: Raw -504004.166419 + Penalty 2765.673845 = -501238.492574 nChanged 54 SP:Iteration 30Q (4258.170000 sec): 3 clusters Score: Raw -504036.920871 + Penalty 2765.673845 = -501271.247027 nChanged 43 SP:Iteration 31Q (4258.180000 sec): 3 clusters Score: Raw -504061.716742 + Penalty 2765.673845 = -501296.042898 nChanged 30 SP:Iteration 32Q (4258.190000 sec): 3 clusters Score: Raw -504083.839951 + Penalty 2765.673845 = -501318.166106 nChanged 29 SP:Iteration 33Q (4258.200000 sec): 3 clusters Score: Raw -504102.218598 + Penalty 2765.673845 = -501336.544753 nChanged 25 SP:Iteration 34Q (4258.210000 sec): 3 clusters Score: Raw -504117.804862 + Penalty 2765.673845 = -501352.131018 nChanged 22 SP:Iteration 35Q (4258.220000 sec): 3 clusters Score: Raw -504136.035212 + Penalty 2765.673845 = -501370.361367 nChanged 27 SP:Iteration 36Q (4258.230000 sec): 3 clusters Score: Raw -504154.813566 + Penalty 2765.673845 = -501389.139721 nChanged 24 SP:Iteration 37Q (4258.240000 sec): 3 clusters Score: Raw -504171.566665 + Penalty 2765.673845 = -501405.892821 nChanged 23 SP:Iteration 38Q (4258.250000 sec): 3 clusters Score: Raw -504190.342206 + Penalty 2765.673845 = -501424.668362 nChanged 20 SP:Iteration 39Q (4258.260000 sec): 3 clusters Score: Raw -504204.952266 + Penalty 2765.673845 = -501439.278421 nChanged 21 SP:Iteration 40F (4258.270000 sec): 3 clusters Score: Raw -504218.606111 + Penalty 2765.673845 = -501452.932266 nChanged 12 SP:Iteration 41Q (4258.280000 sec): 3 clusters Score: Raw -504226.666495 + Penalty 2765.673845 = -501460.992650 nChanged 10 SP:Iteration 42Q (4258.290000 sec): 3 clusters Score: Raw -504234.094445 + Penalty 2765.673845 = -501468.420600 nChanged 11 SP:Iteration 43Q (4258.300000 sec): 3 clusters Score: Raw -504242.196115 + Penalty 2765.673845 = -501476.522270 nChanged 10 SP:Iteration 44Q (4258.310000 sec): 3 clusters Score: Raw -504249.084486 + Penalty 2765.673845 = -501483.410642 nChanged 10 SP:Iteration 45Q (4258.320000 sec): 3 clusters Score: Raw -504255.558033 + Penalty 2765.673845 = -501489.884188 nChanged 10 SP:Iteration 46Q (4258.330000 sec): 3 clusters Score: Raw -504267.067158 + Penalty 2765.673845 = -501501.393313 nChanged 15 SP:Iteration 47Q (4258.340000 sec): 3 clusters Score: Raw -504277.467758 + Penalty 2765.673845 = -501511.793914 nChanged 12 SP:Iteration 48Q (4258.350000 sec): 3 clusters Score: Raw -504284.413318 + Penalty 2765.673845 = -501518.739473 nChanged 7 SP:Iteration 49Q (4258.360000 sec): 3 clusters Score: Raw -504288.529372 + Penalty 2765.673845 = -501522.855527 nChanged 5 SP:Iteration 50Q (4258.370000 sec): 3 clusters Score: Raw -504291.436712 + Penalty 2765.673845 = -501525.762867 nChanged 6 SP:Iteration 51Q (4258.380000 sec): 3 clusters Score: Raw -504296.303344 + Penalty 2765.673845 = -501530.629499 nChanged 2 SP:Iteration 52Q (4258.390000 sec): 3 clusters Score: Raw -504297.630868 + Penalty 2765.673845 = -501531.957024 nChanged 1 SP:Iteration 53Q (4258.400000 sec): 3 clusters Score: Raw -504298.063996 + Penalty 2765.673845 = -501532.390152 nChanged 0 SP:Iteration 54F (4258.410000 sec): 3 clusters Score: Raw -504298.063996 + Penalty 2765.673845 = -501532.390152 nChanged 0 Iteration 298F (4280.950000 sec): 31 clusters Score: Raw -78269533.073756 + Penalty 66389.558402 = -78203143.515354 nChanged 2275 Writing temp clu file Compute initial score before splitting: Score: Raw -78269533.073756 + Penalty 66389.558402 = -78203143.515354 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.080000 sec): 2 clusters Score: Raw -32738.572149 + Penalty 960.504455 = -31778.067694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.080000 sec): 3 clusters Score: Raw -32689.920433 + Penalty 1921.008909 = -30768.911524 nChanged 78 SP:Iteration 1F (4281.080000 sec): 3 clusters Score: Raw -32823.208171 + Penalty 1921.008909 = -30902.199262 nChanged 20 SP:Iteration 2F (4281.080000 sec): 3 clusters Score: Raw -32871.440538 + Penalty 1921.008909 = -30950.431629 nChanged 10 SP:Iteration 3Q (4281.080000 sec): 3 clusters Score: Raw -32891.272993 + Penalty 1921.008909 = -30970.264084 nChanged 0 SP:Iteration 4F (4281.080000 sec): 3 clusters Score: Raw -32891.272993 + Penalty 1921.008909 = -30970.264084 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.090000 sec): 2 clusters Score: Raw -31543.245457 + Penalty 961.382835 = -30581.862621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.090000 sec): 3 clusters Score: Raw -31585.030906 + Penalty 1922.765670 = -29662.265236 nChanged 75 SP:Iteration 1F (4281.090000 sec): 3 clusters Score: Raw -31818.758695 + Penalty 1922.765670 = -29895.993024 nChanged 28 SP:Iteration 2F (4281.090000 sec): 3 clusters Score: Raw -31881.694713 + Penalty 1922.765670 = -29958.929043 nChanged 14 SP:Iteration 3Q (4281.090000 sec): 3 clusters Score: Raw -31927.068141 + Penalty 1922.765670 = -30004.302471 nChanged 8 SP:Iteration 4Q (4281.100000 sec): 3 clusters Score: Raw -31956.630470 + Penalty 1922.765670 = -30033.864800 nChanged 6 SP:Iteration 5Q (4281.100000 sec): 3 clusters Score: Raw -31979.160840 + Penalty 1922.765670 = -30056.395170 nChanged 6 SP:Iteration 6Q (4281.100000 sec): 3 clusters Score: Raw -31996.058615 + Penalty 1922.765670 = -30073.292945 nChanged 3 SP:Iteration 7Q (4281.100000 sec): 3 clusters Score: Raw -32004.945671 + Penalty 1922.765670 = -30082.180001 nChanged 6 SP:Iteration 8Q (4281.100000 sec): 3 clusters Score: Raw -32020.226367 + Penalty 1922.765670 = -30097.460697 nChanged 2 SP:Iteration 9Q (4281.100000 sec): 3 clusters Score: Raw -32024.626799 + Penalty 1922.765670 = -30101.861129 nChanged 2 SP:Iteration 10Q (4281.100000 sec): 3 clusters Score: Raw -32030.648565 + Penalty 1922.765670 = -30107.882895 nChanged 2 SP:Iteration 11Q (4281.100000 sec): 3 clusters Score: Raw -32035.278392 + Penalty 1922.765670 = -30112.512721 nChanged 1 SP:Iteration 12Q (4281.100000 sec): 3 clusters Score: Raw -32037.346252 + Penalty 1922.765670 = -30114.580581 nChanged 0 SP:Iteration 13F (4281.100000 sec): 3 clusters Score: Raw -32037.346252 + Penalty 1922.765670 = -30114.580581 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.160000 sec): 2 clusters Score: Raw -1548290.837391 + Penalty 1567.550400 = -1546723.286991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.200000 sec): 3 clusters Score: Raw -1539180.720041 + Penalty 3135.100800 = -1536045.619241 nChanged 6850 SP:Iteration 1F (4281.240000 sec): 3 clusters Score: Raw -1542975.371640 + Penalty 3135.100800 = -1539840.270839 nChanged 883 SP:Iteration 2F (4281.280000 sec): 3 clusters Score: Raw -1543347.394443 + Penalty 3135.100800 = -1540212.293643 nChanged 824 SP:Iteration 3F (4281.320000 sec): 3 clusters Score: Raw -1543709.025558 + Penalty 3135.100800 = -1540573.924758 nChanged 801 SP:Iteration 4F (4281.360000 sec): 3 clusters Score: Raw -1544081.058919 + Penalty 3135.100800 = -1540945.958119 nChanged 805 SP:Iteration 5F (4281.390000 sec): 3 clusters Score: Raw -1544515.061983 + Penalty 3135.100800 = -1541379.961182 nChanged 838 SP:Iteration 6F (4281.430000 sec): 3 clusters Score: Raw -1545002.809337 + Penalty 3135.100800 = -1541867.708537 nChanged 811 SP:Iteration 7F (4281.470000 sec): 3 clusters Score: Raw -1545482.153456 + Penalty 3135.100800 = -1542347.052656 nChanged 727 SP:Iteration 8Q (4281.520000 sec): 3 clusters Score: Raw -1545930.491813 + Penalty 3135.100800 = -1542795.391012 nChanged 701 SP:Iteration 9Q (4281.560000 sec): 3 clusters Score: Raw -1546390.294165 + Penalty 3135.100800 = -1543255.193364 nChanged 649 SP:Iteration 10Q (4281.600000 sec): 3 clusters Score: Raw -1546841.376797 + Penalty 3135.100800 = -1543706.275996 nChanged 570 SP:Iteration 11Q (4281.630000 sec): 3 clusters Score: Raw -1547243.515847 + Penalty 3135.100800 = -1544108.415047 nChanged 444 SP:Iteration 12Q (4281.670000 sec): 3 clusters Score: Raw -1547578.130773 + Penalty 3135.100800 = -1544443.029973 nChanged 361 SP:Iteration 13Q (4281.710000 sec): 3 clusters Score: Raw -1547875.549407 + Penalty 3135.100800 = -1544740.448607 nChanged 252 SP:Iteration 14Q (4281.740000 sec): 3 clusters Score: Raw -1548091.045424 + Penalty 3135.100800 = -1544955.944624 nChanged 159 SP:Iteration 15Q (4281.780000 sec): 3 clusters Score: Raw -1548246.482338 + Penalty 3135.100800 = -1545111.381538 nChanged 106 SP:Iteration 16Q (4281.810000 sec): 3 clusters Score: Raw -1548351.870490 + Penalty 3135.100800 = -1545216.769690 nChanged 54 SP:Iteration 17Q (4281.840000 sec): 3 clusters Score: Raw -1548401.182981 + Penalty 3135.100800 = -1545266.082181 nChanged 37 SP:Iteration 18Q (4281.870000 sec): 3 clusters Score: Raw -1548438.560372 + Penalty 3135.100800 = -1545303.459572 nChanged 24 SP:Iteration 19Q (4281.900000 sec): 3 clusters Score: Raw -1548463.120651 + Penalty 3135.100800 = -1545328.019851 nChanged 14 SP:Iteration 20F (4281.940000 sec): 3 clusters Score: Raw -1548474.760980 + Penalty 3135.100800 = -1545339.660180 nChanged 9 SP:Iteration 21Q (4281.970000 sec): 3 clusters Score: Raw -1548484.370993 + Penalty 3135.100800 = -1545349.270192 nChanged 9 SP:Iteration 22Q (4282.000000 sec): 3 clusters Score: Raw -1548497.141194 + Penalty 3135.100800 = -1545362.040394 nChanged 7 SP:Iteration 23Q (4282.020000 sec): 3 clusters Score: Raw -1548506.062661 + Penalty 3135.100800 = -1545370.961860 nChanged 5 SP:Iteration 24Q (4282.050000 sec): 3 clusters Score: Raw -1548510.156687 + Penalty 3135.100800 = -1545375.055887 nChanged 2 SP:Iteration 25Q (4282.080000 sec): 3 clusters Score: Raw -1548513.934740 + Penalty 3135.100800 = -1545378.833940 nChanged 6 SP:Iteration 26Q (4282.110000 sec): 3 clusters Score: Raw -1548519.322669 + Penalty 3135.100800 = -1545384.221869 nChanged 1 SP:Iteration 27Q (4282.140000 sec): 3 clusters Score: Raw -1548519.780943 + Penalty 3135.100800 = -1545384.680142 nChanged 0 SP:Iteration 28F (4282.180000 sec): 3 clusters Score: Raw -1548519.780943 + Penalty 3135.100800 = -1545384.680142 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8384 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4282.210000 sec): 2 clusters Score: Raw -836341.321798 + Penalty 1468.038066 = -834873.283732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4282.230000 sec): 3 clusters Score: Raw -831730.955591 + Penalty 2936.076132 = -828794.879458 nChanged 3555 SP:Iteration 1F (4282.250000 sec): 3 clusters Score: Raw -833604.103922 + Penalty 2936.076132 = -830668.027790 nChanged 499 SP:Iteration 2F (4282.270000 sec): 3 clusters Score: Raw -833801.728320 + Penalty 2936.076132 = -830865.652188 nChanged 378 SP:Iteration 3Q (4282.290000 sec): 3 clusters Score: Raw -833953.265799 + Penalty 2936.076132 = -831017.189667 nChanged 330 SP:Iteration 4Q (4282.320000 sec): 3 clusters Score: Raw -834083.340385 + Penalty 2936.076132 = -831147.264253 nChanged 304 SP:Iteration 5Q (4282.340000 sec): 3 clusters Score: Raw -834216.139096 + Penalty 2936.076132 = -831280.062963 nChanged 308 SP:Iteration 6Q (4282.360000 sec): 3 clusters Score: Raw -834365.775154 + Penalty 2936.076132 = -831429.699022 nChanged 341 SP:Iteration 7Q (4282.380000 sec): 3 clusters Score: Raw -834555.517226 + Penalty 2936.076132 = -831619.441094 nChanged 375 SP:Iteration 8Q (4282.400000 sec): 3 clusters Score: Raw -834781.443395 + Penalty 2936.076132 = -831845.367263 nChanged 403 SP:Iteration 9Q (4282.420000 sec): 3 clusters Score: Raw -835053.301453 + Penalty 2936.076132 = -832117.225321 nChanged 418 SP:Iteration 10Q (4282.440000 sec): 3 clusters Score: Raw -835375.423201 + Penalty 2936.076132 = -832439.347069 nChanged 394 SP:Iteration 11Q (4282.460000 sec): 3 clusters Score: Raw -835688.368187 + Penalty 2936.076132 = -832752.292055 nChanged 322 SP:Iteration 12Q (4282.480000 sec): 3 clusters Score: Raw -835962.711191 + Penalty 2936.076132 = -833026.635059 nChanged 223 SP:Iteration 13Q (4282.500000 sec): 3 clusters Score: Raw -836145.657918 + Penalty 2936.076132 = -833209.581786 nChanged 140 SP:Iteration 14Q (4282.520000 sec): 3 clusters Score: Raw -836270.650278 + Penalty 2936.076132 = -833334.574146 nChanged 92 SP:Iteration 15Q (4282.540000 sec): 3 clusters Score: Raw -836360.953714 + Penalty 2936.076132 = -833424.877582 nChanged 67 SP:Iteration 16Q (4282.560000 sec): 3 clusters Score: Raw -836422.558090 + Penalty 2936.076132 = -833486.481958 nChanged 51 SP:Iteration 17Q (4282.570000 sec): 3 clusters Score: Raw -836474.744858 + Penalty 2936.076132 = -833538.668726 nChanged 31 SP:Iteration 18Q (4282.590000 sec): 3 clusters Score: Raw -836506.104084 + Penalty 2936.076132 = -833570.027952 nChanged 20 SP:Iteration 19Q (4282.600000 sec): 3 clusters Score: Raw -836523.688619 + Penalty 2936.076132 = -833587.612487 nChanged 14 SP:Iteration 20F (4282.620000 sec): 3 clusters Score: Raw -836542.429306 + Penalty 2936.076132 = -833606.353174 nChanged 9 SP:Iteration 21Q (4282.640000 sec): 3 clusters Score: Raw -836553.320439 + Penalty 2936.076132 = -833617.244307 nChanged 6 SP:Iteration 22Q (4282.660000 sec): 3 clusters Score: Raw -836558.598592 + Penalty 2936.076132 = -833622.522459 nChanged 6 SP:Iteration 23Q (4282.670000 sec): 3 clusters Score: Raw -836564.976371 + Penalty 2936.076132 = -833628.900239 nChanged 4 SP:Iteration 24Q (4282.690000 sec): 3 clusters Score: Raw -836569.833252 + Penalty 2936.076132 = -833633.757119 nChanged 2 SP:Iteration 25Q (4282.700000 sec): 3 clusters Score: Raw -836570.713909 + Penalty 2936.076132 = -833634.637777 nChanged 0 SP:Iteration 26F (4282.720000 sec): 3 clusters Score: Raw -836570.713909 + Penalty 2936.076132 = -833634.637777 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (91785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4283.030000 sec): 2 clusters Score: Raw -8947531.730987 + Penalty 1856.920677 = -8945674.810311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4283.280000 sec): 3 clusters Score: Raw -8888248.938211 + Penalty 3713.841353 = -8884535.096858 nChanged 43558 SP:Iteration 1F (4283.530000 sec): 3 clusters Score: Raw -8913218.345340 + Penalty 3713.841353 = -8909504.503987 nChanged 2668 SP:Iteration 2Q (4283.790000 sec): 3 clusters Score: Raw -8913845.571681 + Penalty 3713.841353 = -8910131.730328 nChanged 2766 SP:Iteration 3Q (4284.040000 sec): 3 clusters Score: Raw -8914594.741743 + Penalty 3713.841353 = -8910880.900390 nChanged 3056 SP:Iteration 4Q (4284.300000 sec): 3 clusters Score: Raw -8915616.078501 + Penalty 3713.841353 = -8911902.237147 nChanged 3503 SP:Iteration 5Q (4284.560000 sec): 3 clusters Score: Raw -8916959.593900 + Penalty 3713.841353 = -8913245.752547 nChanged 4082 SP:Iteration 6Q (4284.820000 sec): 3 clusters Score: Raw -8918830.469792 + Penalty 3713.841353 = -8915116.628439 nChanged 4462 SP:Iteration 7Q (4285.080000 sec): 3 clusters Score: Raw -8921065.793974 + Penalty 3713.841353 = -8917351.952620 nChanged 4764 SP:Iteration 8F (4285.330000 sec): 3 clusters Score: Raw -8923613.480667 + Penalty 3713.841353 = -8919899.639313 nChanged 4918 SP:Iteration 9F (4285.580000 sec): 3 clusters Score: Raw -8926323.261364 + Penalty 3713.841353 = -8922609.420011 nChanged 4700 SP:Iteration 10F (4285.830000 sec): 3 clusters Score: Raw -8928819.121691 + Penalty 3713.841353 = -8925105.280338 nChanged 4511 SP:Iteration 11Q (4286.080000 sec): 3 clusters Score: Raw -8931172.567904 + Penalty 3713.841353 = -8927458.726550 nChanged 4270 SP:Iteration 12Q (4286.330000 sec): 3 clusters Score: Raw -8933399.204514 + Penalty 3713.841353 = -8929685.363161 nChanged 4058 SP:Iteration 13Q (4286.570000 sec): 3 clusters Score: Raw -8935636.200367 + Penalty 3713.841353 = -8931922.359014 nChanged 3817 SP:Iteration 14Q (4286.810000 sec): 3 clusters Score: Raw -8937756.615322 + Penalty 3713.841353 = -8934042.773969 nChanged 3452 SP:Iteration 15Q (4287.040000 sec): 3 clusters Score: Raw -8939714.864927 + Penalty 3713.841353 = -8936001.023573 nChanged 3046 SP:Iteration 16Q (4287.270000 sec): 3 clusters Score: Raw -8941429.928193 + Penalty 3713.841353 = -8937716.086839 nChanged 2480 SP:Iteration 17Q (4287.490000 sec): 3 clusters Score: Raw -8942824.931776 + Penalty 3713.841353 = -8939111.090422 nChanged 2132 SP:Iteration 18Q (4287.700000 sec): 3 clusters Score: Raw -8944061.872329 + Penalty 3713.841353 = -8940348.030976 nChanged 1719 SP:Iteration 19Q (4287.910000 sec): 3 clusters Score: Raw -8945047.182054 + Penalty 3713.841353 = -8941333.340701 nChanged 1299 SP:Iteration 20F (4288.160000 sec): 3 clusters Score: Raw -8945775.637466 + Penalty 3713.841353 = -8942061.796112 nChanged 1031 SP:Iteration 21Q (4288.350000 sec): 3 clusters Score: Raw -8946342.725279 + Penalty 3713.841353 = -8942628.883926 nChanged 761 SP:Iteration 22Q (4288.540000 sec): 3 clusters Score: Raw -8946747.674624 + Penalty 3713.841353 = -8943033.833270 nChanged 548 SP:Iteration 23Q (4288.730000 sec): 3 clusters Score: Raw -8947038.634574 + Penalty 3713.841353 = -8943324.793221 nChanged 418 SP:Iteration 24Q (4288.920000 sec): 3 clusters Score: Raw -8947250.157337 + Penalty 3713.841353 = -8943536.315984 nChanged 298 SP:Iteration 25Q (4289.100000 sec): 3 clusters Score: Raw -8947395.502394 + Penalty 3713.841353 = -8943681.661041 nChanged 236 SP:Iteration 26Q (4289.280000 sec): 3 clusters Score: Raw -8947506.110500 + Penalty 3713.841353 = -8943792.269146 nChanged 180 SP:Iteration 27Q (4289.460000 sec): 3 clusters Score: Raw -8947587.914483 + Penalty 3713.841353 = -8943874.073129 nChanged 132 SP:Iteration 28Q (4289.640000 sec): 3 clusters Score: Raw -8947638.333752 + Penalty 3713.841353 = -8943924.492398 nChanged 88 SP:Iteration 29Q (4289.820000 sec): 3 clusters Score: Raw -8947675.846844 + Penalty 3713.841353 = -8943962.005490 nChanged 72 SP:Iteration 30Q (4290.000000 sec): 3 clusters Score: Raw -8947704.517762 + Penalty 3713.841353 = -8943990.676408 nChanged 58 SP:Iteration 31Q (4290.170000 sec): 3 clusters Score: Raw -8947728.854344 + Penalty 3713.841353 = -8944015.012990 nChanged 56 SP:Iteration 32Q (4290.350000 sec): 3 clusters Score: Raw -8947753.584628 + Penalty 3713.841353 = -8944039.743275 nChanged 44 SP:Iteration 33Q (4290.530000 sec): 3 clusters Score: Raw -8947773.780386 + Penalty 3713.841353 = -8944059.939033 nChanged 33 SP:Iteration 34Q (4290.700000 sec): 3 clusters Score: Raw -8947788.598700 + Penalty 3713.841353 = -8944074.757346 nChanged 26 SP:Iteration 35Q (4290.880000 sec): 3 clusters Score: Raw -8947800.571631 + Penalty 3713.841353 = -8944086.730278 nChanged 16 SP:Iteration 36Q (4291.060000 sec): 3 clusters Score: Raw -8947806.395197 + Penalty 3713.841353 = -8944092.553844 nChanged 19 SP:Iteration 37Q (4291.230000 sec): 3 clusters Score: Raw -8947814.325135 + Penalty 3713.841353 = -8944100.483781 nChanged 13 SP:Iteration 38Q (4291.410000 sec): 3 clusters Score: Raw -8947819.317507 + Penalty 3713.841353 = -8944105.476153 nChanged 8 SP:Iteration 39Q (4291.580000 sec): 3 clusters Score: Raw -8947822.232997 + Penalty 3713.841353 = -8944108.391644 nChanged 9 SP:Iteration 40F (4291.820000 sec): 3 clusters Score: Raw -8947824.928505 + Penalty 3713.841353 = -8944111.087152 nChanged 7 SP:Iteration 41Q (4292.000000 sec): 3 clusters Score: Raw -8947826.911169 + Penalty 3713.841353 = -8944113.069815 nChanged 3 SP:Iteration 42Q (4292.180000 sec): 3 clusters Score: Raw -8947827.617701 + Penalty 3713.841353 = -8944113.776348 nChanged 4 SP:Iteration 43Q (4292.350000 sec): 3 clusters Score: Raw -8947829.131407 + Penalty 3713.841353 = -8944115.290054 nChanged 3 SP:Iteration 44Q (4292.530000 sec): 3 clusters Score: Raw -8947829.666233 + Penalty 3713.841353 = -8944115.824879 nChanged 2 SP:Iteration 45Q (4292.700000 sec): 3 clusters Score: Raw -8947830.139742 + Penalty 3713.841353 = -8944116.298389 nChanged 2 SP:Iteration 46Q (4292.880000 sec): 3 clusters Score: Raw -8947830.910947 + Penalty 3713.841353 = -8944117.069593 nChanged 1 SP:Iteration 47Q (4293.060000 sec): 3 clusters Score: Raw -8947831.197902 + Penalty 3713.841353 = -8944117.356549 nChanged 1 SP:Iteration 48Q (4293.230000 sec): 3 clusters Score: Raw -8947831.680677 + Penalty 3713.841353 = -8944117.839324 nChanged 3 SP:Iteration 49Q (4293.410000 sec): 3 clusters Score: Raw -8947832.749639 + Penalty 3713.841353 = -8944118.908286 nChanged 4 SP:Iteration 50Q (4293.580000 sec): 3 clusters Score: Raw -8947833.769865 + Penalty 3713.841353 = -8944119.928511 nChanged 4 SP:Iteration 51Q (4293.760000 sec): 3 clusters Score: Raw -8947836.179736 + Penalty 3713.841353 = -8944122.338383 nChanged 4 SP:Iteration 52Q (4293.940000 sec): 3 clusters Score: Raw -8947837.400219 + Penalty 3713.841353 = -8944123.558866 nChanged 2 SP:Iteration 53Q (4294.110000 sec): 3 clusters Score: Raw -8947838.058640 + Penalty 3713.841353 = -8944124.217287 nChanged 3 SP:Iteration 54Q (4294.290000 sec): 3 clusters Score: Raw -8947838.793478 + Penalty 3713.841353 = -8944124.952124 nChanged 1 SP:Iteration 55Q (4294.460000 sec): 3 clusters Score: Raw -8947839.032245 + Penalty 3713.841353 = -8944125.190892 nChanged 0 SP:Iteration 56F (4294.710000 sec): 3 clusters Score: Raw -8947839.032245 + Penalty 3713.841353 = -8944125.190892 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4294.780000 sec): 2 clusters Score: Raw -443926.142403 + Penalty 1379.161269 = -442546.981134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4294.790000 sec): 3 clusters Score: Raw -441393.084514 + Penalty 2758.322538 = -438634.761976 nChanged 1955 SP:Iteration 1F (4294.800000 sec): 3 clusters Score: Raw -442434.321442 + Penalty 2758.322538 = -439675.998904 nChanged 335 SP:Iteration 2F (4294.820000 sec): 3 clusters Score: Raw -442635.357417 + Penalty 2758.322538 = -439877.034880 nChanged 284 SP:Iteration 3F (4294.830000 sec): 3 clusters Score: Raw -442804.163705 + Penalty 2758.322538 = -440045.841168 nChanged 251 SP:Iteration 4F (4294.840000 sec): 3 clusters Score: Raw -442947.849469 + Penalty 2758.322538 = -440189.526931 nChanged 186 SP:Iteration 5Q (4294.850000 sec): 3 clusters Score: Raw -443041.872026 + Penalty 2758.322538 = -440283.549488 nChanged 182 SP:Iteration 6Q (4294.860000 sec): 3 clusters Score: Raw -443126.472370 + Penalty 2758.322538 = -440368.149832 nChanged 151 SP:Iteration 7Q (4294.880000 sec): 3 clusters Score: Raw -443197.142204 + Penalty 2758.322538 = -440438.819666 nChanged 146 SP:Iteration 8Q (4294.890000 sec): 3 clusters Score: Raw -443265.986307 + Penalty 2758.322538 = -440507.663770 nChanged 144 SP:Iteration 9Q (4294.900000 sec): 3 clusters Score: Raw -443330.671051 + Penalty 2758.322538 = -440572.348513 nChanged 126 SP:Iteration 10Q (4294.910000 sec): 3 clusters Score: Raw -443375.433747 + Penalty 2758.322538 = -440617.111209 nChanged 99 SP:Iteration 11Q (4294.920000 sec): 3 clusters Score: Raw -443417.887522 + Penalty 2758.322538 = -440659.564985 nChanged 111 SP:Iteration 12Q (4294.940000 sec): 3 clusters Score: Raw -443462.947111 + Penalty 2758.322538 = -440704.624573 nChanged 109 SP:Iteration 13Q (4294.950000 sec): 3 clusters Score: Raw -443511.284296 + Penalty 2758.322538 = -440752.961758 nChanged 108 SP:Iteration 14Q (4294.960000 sec): 3 clusters Score: Raw -443557.243013 + Penalty 2758.322538 = -440798.920475 nChanged 102 SP:Iteration 15Q (4294.970000 sec): 3 clusters Score: Raw -443601.832848 + Penalty 2758.322538 = -440843.510310 nChanged 100 SP:Iteration 16Q (4294.980000 sec): 3 clusters Score: Raw -443643.058730 + Penalty 2758.322538 = -440884.736193 nChanged 92 SP:Iteration 17Q (4294.990000 sec): 3 clusters Score: Raw -443680.580853 + Penalty 2758.322538 = -440922.258316 nChanged 99 SP:Iteration 18Q (4295.000000 sec): 3 clusters Score: Raw -443730.750061 + Penalty 2758.322538 = -440972.427523 nChanged 100 SP:Iteration 19Q (4295.020000 sec): 3 clusters Score: Raw -443776.813105 + Penalty 2758.322538 = -441018.490567 nChanged 94 SP:Iteration 20F (4295.030000 sec): 3 clusters Score: Raw -443818.119813 + Penalty 2758.322538 = -441059.797275 nChanged 84 SP:Iteration 21Q (4295.040000 sec): 3 clusters Score: Raw -443861.347695 + Penalty 2758.322538 = -441103.025157 nChanged 88 SP:Iteration 22Q (4295.050000 sec): 3 clusters Score: Raw -443913.860670 + Penalty 2758.322538 = -441155.538133 nChanged 81 SP:Iteration 23Q (4295.060000 sec): 3 clusters Score: Raw -443958.399254 + Penalty 2758.322538 = -441200.076716 nChanged 72 SP:Iteration 24Q (4295.080000 sec): 3 clusters Score: Raw -443993.713808 + Penalty 2758.322538 = -441235.391270 nChanged 63 SP:Iteration 25Q (4295.090000 sec): 3 clusters Score: Raw -444024.171768 + Penalty 2758.322538 = -441265.849230 nChanged 48 SP:Iteration 26Q (4295.100000 sec): 3 clusters Score: Raw -444046.100542 + Penalty 2758.322538 = -441287.778004 nChanged 42 SP:Iteration 27Q (4295.110000 sec): 3 clusters Score: Raw -444067.821528 + Penalty 2758.322538 = -441309.498990 nChanged 42 SP:Iteration 28Q (4295.120000 sec): 3 clusters Score: Raw -444091.594406 + Penalty 2758.322538 = -441333.271868 nChanged 41 SP:Iteration 29Q (4295.140000 sec): 3 clusters Score: Raw -444114.558874 + Penalty 2758.322538 = -441356.236336 nChanged 33 SP:Iteration 30Q (4295.150000 sec): 3 clusters Score: Raw -444129.795353 + Penalty 2758.322538 = -441371.472816 nChanged 29 SP:Iteration 31Q (4295.160000 sec): 3 clusters Score: Raw -444143.692819 + Penalty 2758.322538 = -441385.370281 nChanged 26 SP:Iteration 32Q (4295.170000 sec): 3 clusters Score: Raw -444157.401831 + Penalty 2758.322538 = -441399.079293 nChanged 31 SP:Iteration 33Q (4295.180000 sec): 3 clusters Score: Raw -444172.354540 + Penalty 2758.322538 = -441414.032002 nChanged 24 SP:Iteration 34Q (4295.190000 sec): 3 clusters Score: Raw -444186.237451 + Penalty 2758.322538 = -441427.914913 nChanged 26 SP:Iteration 35Q (4295.200000 sec): 3 clusters Score: Raw -444200.398670 + Penalty 2758.322538 = -441442.076133 nChanged 24 SP:Iteration 36Q (4295.220000 sec): 3 clusters Score: Raw -444213.619259 + Penalty 2758.322538 = -441455.296721 nChanged 17 SP:Iteration 37Q (4295.230000 sec): 3 clusters Score: Raw -444223.093142 + Penalty 2758.322538 = -441464.770604 nChanged 17 SP:Iteration 38Q (4295.240000 sec): 3 clusters Score: Raw -444233.108455 + Penalty 2758.322538 = -441474.785917 nChanged 11 SP:Iteration 39Q (4295.250000 sec): 3 clusters Score: Raw -444240.640669 + Penalty 2758.322538 = -441482.318131 nChanged 12 SP:Iteration 40F (4295.260000 sec): 3 clusters Score: Raw -444247.491770 + Penalty 2758.322538 = -441489.169232 nChanged 11 SP:Iteration 41Q (4295.280000 sec): 3 clusters Score: Raw -444253.639137 + Penalty 2758.322538 = -441495.316600 nChanged 8 SP:Iteration 42Q (4295.280000 sec): 3 clusters Score: Raw -444260.473699 + Penalty 2758.322538 = -441502.151161 nChanged 6 SP:Iteration 43Q (4295.300000 sec): 3 clusters Score: Raw -444264.252100 + Penalty 2758.322538 = -441505.929562 nChanged 6 SP:Iteration 44Q (4295.310000 sec): 3 clusters Score: Raw -444268.004943 + Penalty 2758.322538 = -441509.682406 nChanged 4 SP:Iteration 45Q (4295.320000 sec): 3 clusters Score: Raw -444269.843477 + Penalty 2758.322538 = -441511.520939 nChanged 5 SP:Iteration 46Q (4295.330000 sec): 3 clusters Score: Raw -444271.881979 + Penalty 2758.322538 = -441513.559442 nChanged 6 SP:Iteration 47Q (4295.340000 sec): 3 clusters Score: Raw -444274.605267 + Penalty 2758.322538 = -441516.282730 nChanged 8 SP:Iteration 48Q (4295.350000 sec): 3 clusters Score: Raw -444278.305467 + Penalty 2758.322538 = -441519.982929 nChanged 8 SP:Iteration 49Q (4295.360000 sec): 3 clusters Score: Raw -444282.875037 + Penalty 2758.322538 = -441524.552499 nChanged 5 SP:Iteration 50Q (4295.380000 sec): 3 clusters Score: Raw -444286.656596 + Penalty 2758.322538 = -441528.334058 nChanged 10 SP:Iteration 51Q (4295.380000 sec): 3 clusters Score: Raw -444292.194720 + Penalty 2758.322538 = -441533.872182 nChanged 8 SP:Iteration 52Q (4295.400000 sec): 3 clusters Score: Raw -444298.115630 + Penalty 2758.322538 = -441539.793092 nChanged 9 SP:Iteration 53Q (4295.410000 sec): 3 clusters Score: Raw -444303.258740 + Penalty 2758.322538 = -441544.936203 nChanged 5 SP:Iteration 54Q (4295.420000 sec): 3 clusters Score: Raw -444307.511106 + Penalty 2758.322538 = -441549.188568 nChanged 5 SP:Iteration 55Q (4295.430000 sec): 3 clusters Score: Raw -444310.075350 + Penalty 2758.322538 = -441551.752812 nChanged 3 SP:Iteration 56Q (4295.440000 sec): 3 clusters Score: Raw -444312.461505 + Penalty 2758.322538 = -441554.138967 nChanged 4 SP:Iteration 57Q (4295.450000 sec): 3 clusters Score: Raw -444315.868474 + Penalty 2758.322538 = -441557.545937 nChanged 4 SP:Iteration 58Q (4295.460000 sec): 3 clusters Score: Raw -444319.081837 + Penalty 2758.322538 = -441560.759299 nChanged 7 SP:Iteration 59Q (4295.470000 sec): 3 clusters Score: Raw -444321.736261 + Penalty 2758.322538 = -441563.413723 nChanged 7 SP:Iteration 60F (4295.480000 sec): 3 clusters Score: Raw -444326.165714 + Penalty 2758.322538 = -441567.843176 nChanged 4 SP:Iteration 61Q (4295.500000 sec): 3 clusters Score: Raw -444329.117804 + Penalty 2758.322538 = -441570.795267 nChanged 4 SP:Iteration 62Q (4295.500000 sec): 3 clusters Score: Raw -444331.518972 + Penalty 2758.322538 = -441573.196435 nChanged 7 SP:Iteration 63Q (4295.520000 sec): 3 clusters Score: Raw -444338.803579 + Penalty 2758.322538 = -441580.481041 nChanged 10 SP:Iteration 64Q (4295.530000 sec): 3 clusters Score: Raw -444346.572195 + Penalty 2758.322538 = -441588.249658 nChanged 4 SP:Iteration 65Q (4295.540000 sec): 3 clusters Score: Raw -444349.444951 + Penalty 2758.322538 = -441591.122413 nChanged 5 SP:Iteration 66Q (4295.550000 sec): 3 clusters Score: Raw -444352.406177 + Penalty 2758.322538 = -441594.083639 nChanged 5 SP:Iteration 67Q (4295.560000 sec): 3 clusters Score: Raw -444357.684696 + Penalty 2758.322538 = -441599.362158 nChanged 3 SP:Iteration 68Q (4295.570000 sec): 3 clusters Score: Raw -444359.947453 + Penalty 2758.322538 = -441601.624915 nChanged 0 SP:Iteration 69F (4295.580000 sec): 3 clusters Score: Raw -444359.947453 + Penalty 2758.322538 = -441601.624915 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4295.600000 sec): 2 clusters Score: Raw -629347.430692 + Penalty 1428.813988 = -627918.616704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4295.620000 sec): 3 clusters Score: Raw -625766.626005 + Penalty 2857.627975 = -622908.998030 nChanged 2758 SP:Iteration 1F (4295.640000 sec): 3 clusters Score: Raw -627315.302826 + Penalty 2857.627975 = -624457.674850 nChanged 444 SP:Iteration 2F (4295.650000 sec): 3 clusters Score: Raw -627569.341148 + Penalty 2857.627975 = -624711.713173 nChanged 325 SP:Iteration 3Q (4295.670000 sec): 3 clusters Score: Raw -627763.437625 + Penalty 2857.627975 = -624905.809650 nChanged 277 SP:Iteration 4Q (4295.680000 sec): 3 clusters Score: Raw -627936.554667 + Penalty 2857.627975 = -625078.926692 nChanged 252 SP:Iteration 5Q (4295.700000 sec): 3 clusters Score: Raw -628100.843001 + Penalty 2857.627975 = -625243.215026 nChanged 262 SP:Iteration 6Q (4295.720000 sec): 3 clusters Score: Raw -628243.450921 + Penalty 2857.627975 = -625385.822945 nChanged 253 SP:Iteration 7Q (4295.730000 sec): 3 clusters Score: Raw -628380.334415 + Penalty 2857.627975 = -625522.706439 nChanged 229 SP:Iteration 8Q (4295.750000 sec): 3 clusters Score: Raw -628484.567873 + Penalty 2857.627975 = -625626.939898 nChanged 183 SP:Iteration 9Q (4295.760000 sec): 3 clusters Score: Raw -628553.955646 + Penalty 2857.627975 = -625696.327671 nChanged 157 SP:Iteration 10Q (4295.780000 sec): 3 clusters Score: Raw -628611.590944 + Penalty 2857.627975 = -625753.962969 nChanged 144 SP:Iteration 11Q (4295.800000 sec): 3 clusters Score: Raw -628672.394407 + Penalty 2857.627975 = -625814.766431 nChanged 125 SP:Iteration 12Q (4295.810000 sec): 3 clusters Score: Raw -628717.638770 + Penalty 2857.627975 = -625860.010794 nChanged 130 SP:Iteration 13Q (4295.830000 sec): 3 clusters Score: Raw -628772.636360 + Penalty 2857.627975 = -625915.008385 nChanged 121 SP:Iteration 14Q (4295.840000 sec): 3 clusters Score: Raw -628819.629777 + Penalty 2857.627975 = -625962.001801 nChanged 113 SP:Iteration 15Q (4295.860000 sec): 3 clusters Score: Raw -628856.532541 + Penalty 2857.627975 = -625998.904565 nChanged 92 SP:Iteration 16Q (4295.880000 sec): 3 clusters Score: Raw -628888.338888 + Penalty 2857.627975 = -626030.710912 nChanged 80 SP:Iteration 17Q (4295.890000 sec): 3 clusters Score: Raw -628912.957288 + Penalty 2857.627975 = -626055.329312 nChanged 79 SP:Iteration 18Q (4295.900000 sec): 3 clusters Score: Raw -628936.444648 + Penalty 2857.627975 = -626078.816672 nChanged 71 SP:Iteration 19Q (4295.920000 sec): 3 clusters Score: Raw -628957.555166 + Penalty 2857.627975 = -626099.927191 nChanged 65 SP:Iteration 20F (4295.940000 sec): 3 clusters Score: Raw -628973.036511 + Penalty 2857.627975 = -626115.408536 nChanged 56 SP:Iteration 21Q (4295.950000 sec): 3 clusters Score: Raw -628986.818991 + Penalty 2857.627975 = -626129.191015 nChanged 67 SP:Iteration 22Q (4295.970000 sec): 3 clusters Score: Raw -629001.227230 + Penalty 2857.627975 = -626143.599254 nChanged 59 SP:Iteration 23Q (4295.980000 sec): 3 clusters Score: Raw -629015.322123 + Penalty 2857.627975 = -626157.694147 nChanged 55 SP:Iteration 24Q (4296.000000 sec): 3 clusters Score: Raw -629029.099585 + Penalty 2857.627975 = -626171.471609 nChanged 61 SP:Iteration 25Q (4296.020000 sec): 3 clusters Score: Raw -629046.177033 + Penalty 2857.627975 = -626188.549057 nChanged 56 SP:Iteration 26Q (4296.030000 sec): 3 clusters Score: Raw -629060.213756 + Penalty 2857.627975 = -626202.585780 nChanged 42 SP:Iteration 27Q (4296.040000 sec): 3 clusters Score: Raw -629070.191856 + Penalty 2857.627975 = -626212.563881 nChanged 40 SP:Iteration 28Q (4296.060000 sec): 3 clusters Score: Raw -629079.139664 + Penalty 2857.627975 = -626221.511689 nChanged 39 SP:Iteration 29Q (4296.080000 sec): 3 clusters Score: Raw -629087.270393 + Penalty 2857.627975 = -626229.642417 nChanged 30 SP:Iteration 30Q (4296.090000 sec): 3 clusters Score: Raw -629092.308009 + Penalty 2857.627975 = -626234.680034 nChanged 19 SP:Iteration 31Q (4296.110000 sec): 3 clusters Score: Raw -629095.201663 + Penalty 2857.627975 = -626237.573687 nChanged 13 SP:Iteration 32Q (4296.120000 sec): 3 clusters Score: Raw -629097.518760 + Penalty 2857.627975 = -626239.890785 nChanged 15 SP:Iteration 33Q (4296.140000 sec): 3 clusters Score: Raw -629099.771264 + Penalty 2857.627975 = -626242.143289 nChanged 18 SP:Iteration 34Q (4296.160000 sec): 3 clusters Score: Raw -629103.632529 + Penalty 2857.627975 = -626246.004553 nChanged 21 SP:Iteration 35Q (4296.170000 sec): 3 clusters Score: Raw -629108.719986 + Penalty 2857.627975 = -626251.092010 nChanged 27 SP:Iteration 36Q (4296.190000 sec): 3 clusters Score: Raw -629114.117188 + Penalty 2857.627975 = -626256.489213 nChanged 26 SP:Iteration 37Q (4296.200000 sec): 3 clusters Score: Raw -629118.898308 + Penalty 2857.627975 = -626261.270333 nChanged 26 SP:Iteration 38Q (4296.220000 sec): 3 clusters Score: Raw -629124.961700 + Penalty 2857.627975 = -626267.333725 nChanged 24 SP:Iteration 39Q (4296.240000 sec): 3 clusters Score: Raw -629128.903769 + Penalty 2857.627975 = -626271.275794 nChanged 28 SP:Iteration 40F (4296.250000 sec): 3 clusters Score: Raw -629135.237923 + Penalty 2857.627975 = -626277.609948 nChanged 30 SP:Iteration 41Q (4296.270000 sec): 3 clusters Score: Raw -629142.580012 + Penalty 2857.627975 = -626284.952036 nChanged 25 SP:Iteration 42Q (4296.280000 sec): 3 clusters Score: Raw -629147.116544 + Penalty 2857.627975 = -626289.488568 nChanged 22 SP:Iteration 43Q (4296.300000 sec): 3 clusters Score: Raw -629151.083886 + Penalty 2857.627975 = -626293.455910 nChanged 19 SP:Iteration 44Q (4296.310000 sec): 3 clusters Score: Raw -629154.804387 + Penalty 2857.627975 = -626297.176411 nChanged 21 SP:Iteration 45Q (4296.330000 sec): 3 clusters Score: Raw -629159.739773 + Penalty 2857.627975 = -626302.111797 nChanged 30 SP:Iteration 46Q (4296.340000 sec): 3 clusters Score: Raw -629167.993081 + Penalty 2857.627975 = -626310.365106 nChanged 32 SP:Iteration 47Q (4296.360000 sec): 3 clusters Score: Raw -629175.577688 + Penalty 2857.627975 = -626317.949712 nChanged 27 SP:Iteration 48Q (4296.380000 sec): 3 clusters Score: Raw -629180.953124 + Penalty 2857.627975 = -626323.325149 nChanged 18 SP:Iteration 49Q (4296.390000 sec): 3 clusters Score: Raw -629185.078916 + Penalty 2857.627975 = -626327.450941 nChanged 19 SP:Iteration 50Q (4296.410000 sec): 3 clusters Score: Raw -629189.497749 + Penalty 2857.627975 = -626331.869774 nChanged 26 SP:Iteration 51Q (4296.420000 sec): 3 clusters Score: Raw -629195.670617 + Penalty 2857.627975 = -626338.042641 nChanged 20 SP:Iteration 52Q (4296.440000 sec): 3 clusters Score: Raw -629199.791544 + Penalty 2857.627975 = -626342.163569 nChanged 33 SP:Iteration 53Q (4296.450000 sec): 3 clusters Score: Raw -629207.923908 + Penalty 2857.627975 = -626350.295933 nChanged 35 SP:Iteration 54Q (4296.470000 sec): 3 clusters Score: Raw -629216.810704 + Penalty 2857.627975 = -626359.182728 nChanged 24 SP:Iteration 55Q (4296.480000 sec): 3 clusters Score: Raw -629222.306291 + Penalty 2857.627975 = -626364.678316 nChanged 35 SP:Iteration 56Q (4296.500000 sec): 3 clusters Score: Raw -629229.619218 + Penalty 2857.627975 = -626371.991242 nChanged 27 SP:Iteration 57Q (4296.520000 sec): 3 clusters Score: Raw -629234.523286 + Penalty 2857.627975 = -626376.895310 nChanged 27 SP:Iteration 58Q (4296.530000 sec): 3 clusters Score: Raw -629241.192785 + Penalty 2857.627975 = -626383.564810 nChanged 23 SP:Iteration 59Q (4296.550000 sec): 3 clusters Score: Raw -629245.474802 + Penalty 2857.627975 = -626387.846827 nChanged 17 SP:Iteration 60F (4296.560000 sec): 3 clusters Score: Raw -629248.971857 + Penalty 2857.627975 = -626391.343882 nChanged 16 SP:Iteration 61Q (4296.580000 sec): 3 clusters Score: Raw -629251.536986 + Penalty 2857.627975 = -626393.909011 nChanged 15 SP:Iteration 62Q (4296.600000 sec): 3 clusters Score: Raw -629253.824105 + Penalty 2857.627975 = -626396.196130 nChanged 10 SP:Iteration 63Q (4296.610000 sec): 3 clusters Score: Raw -629254.960559 + Penalty 2857.627975 = -626397.332584 nChanged 10 SP:Iteration 64Q (4296.630000 sec): 3 clusters Score: Raw -629256.277032 + Penalty 2857.627975 = -626398.649056 nChanged 16 SP:Iteration 65Q (4296.640000 sec): 3 clusters Score: Raw -629259.371330 + Penalty 2857.627975 = -626401.743354 nChanged 20 SP:Iteration 66Q (4296.660000 sec): 3 clusters Score: Raw -629262.505836 + Penalty 2857.627975 = -626404.877860 nChanged 16 SP:Iteration 67Q (4296.670000 sec): 3 clusters Score: Raw -629266.316432 + Penalty 2857.627975 = -626408.688457 nChanged 20 SP:Iteration 68Q (4296.690000 sec): 3 clusters Score: Raw -629271.240530 + Penalty 2857.627975 = -626413.612554 nChanged 21 SP:Iteration 69Q (4296.700000 sec): 3 clusters Score: Raw -629274.537797 + Penalty 2857.627975 = -626416.909822 nChanged 8 SP:Iteration 70Q (4296.720000 sec): 3 clusters Score: Raw -629275.599863 + Penalty 2857.627975 = -626417.971888 nChanged 9 SP:Iteration 71Q (4296.740000 sec): 3 clusters Score: Raw -629277.264666 + Penalty 2857.627975 = -626419.636690 nChanged 13 SP:Iteration 72Q (4296.750000 sec): 3 clusters Score: Raw -629281.789419 + Penalty 2857.627975 = -626424.161443 nChanged 22 SP:Iteration 73Q (4296.770000 sec): 3 clusters Score: Raw -629287.379457 + Penalty 2857.627975 = -626429.751482 nChanged 22 SP:Iteration 74Q (4296.780000 sec): 3 clusters Score: Raw -629291.602958 + Penalty 2857.627975 = -626433.974983 nChanged 13 SP:Iteration 75Q (4296.800000 sec): 3 clusters Score: Raw -629294.241009 + Penalty 2857.627975 = -626436.613034 nChanged 17 SP:Iteration 76Q (4296.820000 sec): 3 clusters Score: Raw -629297.734248 + Penalty 2857.627975 = -626440.106273 nChanged 14 SP:Iteration 77Q (4296.830000 sec): 3 clusters Score: Raw -629299.960452 + Penalty 2857.627975 = -626442.332477 nChanged 10 SP:Iteration 78Q (4296.840000 sec): 3 clusters Score: Raw -629302.208954 + Penalty 2857.627975 = -626444.580978 nChanged 12 SP:Iteration 79Q (4296.860000 sec): 3 clusters Score: Raw -629304.416564 + Penalty 2857.627975 = -626446.788589 nChanged 12 SP:Iteration 80F (4296.880000 sec): 3 clusters Score: Raw -629307.952657 + Penalty 2857.627975 = -626450.324682 nChanged 24 SP:Iteration 81Q (4296.890000 sec): 3 clusters Score: Raw -629315.599319 + Penalty 2857.627975 = -626457.971343 nChanged 26 SP:Iteration 82Q (4296.910000 sec): 3 clusters Score: Raw -629322.380902 + Penalty 2857.627975 = -626464.752927 nChanged 31 SP:Iteration 83Q (4296.920000 sec): 3 clusters Score: Raw -629330.064216 + Penalty 2857.627975 = -626472.436241 nChanged 30 SP:Iteration 84Q (4296.940000 sec): 3 clusters Score: Raw -629336.856228 + Penalty 2857.627975 = -626479.228252 nChanged 31 SP:Iteration 85Q (4296.960000 sec): 3 clusters Score: Raw -629346.023869 + Penalty 2857.627975 = -626488.395893 nChanged 38 SP:Iteration 86Q (4296.970000 sec): 3 clusters Score: Raw -629359.692082 + Penalty 2857.627975 = -626502.064107 nChanged 45 SP:Iteration 87Q (4296.990000 sec): 3 clusters Score: Raw -629375.485685 + Penalty 2857.627975 = -626517.857709 nChanged 43 SP:Iteration 88Q (4297.000000 sec): 3 clusters Score: Raw -629387.148037 + Penalty 2857.627975 = -626529.520062 nChanged 31 SP:Iteration 89Q (4297.020000 sec): 3 clusters Score: Raw -629395.592942 + Penalty 2857.627975 = -626537.964966 nChanged 34 SP:Iteration 90Q (4297.040000 sec): 3 clusters Score: Raw -629406.223191 + Penalty 2857.627975 = -626548.595215 nChanged 50 SP:Iteration 91Q (4297.050000 sec): 3 clusters Score: Raw -629425.516786 + Penalty 2857.627975 = -626567.888810 nChanged 52 SP:Iteration 92Q (4297.060000 sec): 3 clusters Score: Raw -629445.999059 + Penalty 2857.627975 = -626588.371084 nChanged 49 SP:Iteration 93Q (4297.080000 sec): 3 clusters Score: Raw -629466.523507 + Penalty 2857.627975 = -626608.895531 nChanged 53 SP:Iteration 94Q (4297.100000 sec): 3 clusters Score: Raw -629499.852292 + Penalty 2857.627975 = -626642.224316 nChanged 49 SP:Iteration 95Q (4297.110000 sec): 3 clusters Score: Raw -629528.097638 + Penalty 2857.627975 = -626670.469663 nChanged 59 SP:Iteration 96Q (4297.130000 sec): 3 clusters Score: Raw -629553.808177 + Penalty 2857.627975 = -626696.180201 nChanged 66 SP:Iteration 97Q (4297.140000 sec): 3 clusters Score: Raw -629579.417864 + Penalty 2857.627975 = -626721.789888 nChanged 62 SP:Iteration 98Q (4297.160000 sec): 3 clusters Score: Raw -629604.131269 + Penalty 2857.627975 = -626746.503294 nChanged 63 SP:Iteration 99Q (4297.180000 sec): 3 clusters Score: Raw -629629.187480 + Penalty 2857.627975 = -626771.559504 nChanged 54 SP:Iteration 100F (4297.190000 sec): 3 clusters Score: Raw -629651.277399 + Penalty 2857.627975 = -626793.649423 nChanged 44 SP:Iteration 101Q (4297.210000 sec): 3 clusters Score: Raw -629668.408437 + Penalty 2857.627975 = -626810.780461 nChanged 43 SP:Iteration 102Q (4297.220000 sec): 3 clusters Score: Raw -629687.902687 + Penalty 2857.627975 = -626830.274712 nChanged 43 SP:Iteration 103Q (4297.240000 sec): 3 clusters Score: Raw -629706.225378 + Penalty 2857.627975 = -626848.597403 nChanged 45 SP:Iteration 104Q (4297.250000 sec): 3 clusters Score: Raw -629724.636714 + Penalty 2857.627975 = -626867.008739 nChanged 31 SP:Iteration 105Q (4297.270000 sec): 3 clusters Score: Raw -629734.070466 + Penalty 2857.627975 = -626876.442490 nChanged 31 SP:Iteration 106Q (4297.280000 sec): 3 clusters Score: Raw -629744.858020 + Penalty 2857.627975 = -626887.230045 nChanged 34 SP:Iteration 107Q (4297.300000 sec): 3 clusters Score: Raw -629759.696582 + Penalty 2857.627975 = -626902.068607 nChanged 39 SP:Iteration 108Q (4297.310000 sec): 3 clusters Score: Raw -629778.545584 + Penalty 2857.627975 = -626920.917608 nChanged 38 SP:Iteration 109Q (4297.330000 sec): 3 clusters Score: Raw -629794.248348 + Penalty 2857.627975 = -626936.620373 nChanged 31 SP:Iteration 110Q (4297.340000 sec): 3 clusters Score: Raw -629807.020691 + Penalty 2857.627975 = -626949.392715 nChanged 28 SP:Iteration 111Q (4297.360000 sec): 3 clusters Score: Raw -629818.095435 + Penalty 2857.627975 = -626960.467460 nChanged 25 SP:Iteration 112Q (4297.370000 sec): 3 clusters Score: Raw -629827.308276 + Penalty 2857.627975 = -626969.680301 nChanged 23 SP:Iteration 113Q (4297.380000 sec): 3 clusters Score: Raw -629836.393114 + Penalty 2857.627975 = -626978.765138 nChanged 16 SP:Iteration 114Q (4297.400000 sec): 3 clusters Score: Raw -629841.738657 + Penalty 2857.627975 = -626984.110682 nChanged 16 SP:Iteration 115Q (4297.410000 sec): 3 clusters Score: Raw -629846.531013 + Penalty 2857.627975 = -626988.903037 nChanged 11 SP:Iteration 116Q (4297.420000 sec): 3 clusters Score: Raw -629850.870461 + Penalty 2857.627975 = -626993.242485 nChanged 9 SP:Iteration 117Q (4297.440000 sec): 3 clusters Score: Raw -629854.244955 + Penalty 2857.627975 = -626996.616980 nChanged 6 SP:Iteration 118Q (4297.450000 sec): 3 clusters Score: Raw -629856.406448 + Penalty 2857.627975 = -626998.778472 nChanged 4 SP:Iteration 119Q (4297.460000 sec): 3 clusters Score: Raw -629857.071787 + Penalty 2857.627975 = -626999.443812 nChanged 2 SP:Iteration 120F (4297.480000 sec): 3 clusters Score: Raw -629858.337939 + Penalty 2857.627975 = -627000.709964 nChanged 4 SP:Iteration 121Q (4297.490000 sec): 3 clusters Score: Raw -629859.624938 + Penalty 2857.627975 = -627001.996962 nChanged 0 SP:Iteration 122F (4297.510000 sec): 3 clusters Score: Raw -629859.624938 + Penalty 2857.627975 = -627001.996962 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4297.650000 sec): 2 clusters Score: Raw -3823667.833490 + Penalty 1725.695958 = -3821942.137532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4297.760000 sec): 3 clusters Score: Raw -3798174.835740 + Penalty 3451.391915 = -3794723.443824 nChanged 18867 SP:Iteration 1F (4297.870000 sec): 3 clusters Score: Raw -3809319.707669 + Penalty 3451.391915 = -3805868.315754 nChanged 2441 SP:Iteration 2F (4297.980000 sec): 3 clusters Score: Raw -3810769.669561 + Penalty 3451.391915 = -3807318.277646 nChanged 2960 SP:Iteration 3F (4298.090000 sec): 3 clusters Score: Raw -3812551.843639 + Penalty 3451.391915 = -3809100.451723 nChanged 3146 SP:Iteration 4F (4298.210000 sec): 3 clusters Score: Raw -3814525.083044 + Penalty 3451.391915 = -3811073.691128 nChanged 3137 SP:Iteration 5F (4298.310000 sec): 3 clusters Score: Raw -3816780.581801 + Penalty 3451.391915 = -3813329.189886 nChanged 2933 SP:Iteration 6F (4298.430000 sec): 3 clusters Score: Raw -3819108.150700 + Penalty 3451.391915 = -3815656.758785 nChanged 2529 SP:Iteration 7F (4298.530000 sec): 3 clusters Score: Raw -3821240.649402 + Penalty 3451.391915 = -3817789.257486 nChanged 1894 SP:Iteration 8Q (4298.650000 sec): 3 clusters Score: Raw -3822939.945755 + Penalty 3451.391915 = -3819488.553839 nChanged 1245 SP:Iteration 9Q (4298.760000 sec): 3 clusters Score: Raw -3824224.622599 + Penalty 3451.391915 = -3820773.230684 nChanged 623 SP:Iteration 10Q (4298.860000 sec): 3 clusters Score: Raw -3824919.462475 + Penalty 3451.391915 = -3821468.070560 nChanged 253 SP:Iteration 11Q (4298.950000 sec): 3 clusters Score: Raw -3825077.639958 + Penalty 3451.391915 = -3821626.248042 nChanged 158 SP:Iteration 12Q (4299.040000 sec): 3 clusters Score: Raw -3825140.990980 + Penalty 3451.391915 = -3821689.599064 nChanged 98 SP:Iteration 13Q (4299.130000 sec): 3 clusters Score: Raw -3825173.232867 + Penalty 3451.391915 = -3821721.840952 nChanged 73 SP:Iteration 14Q (4299.210000 sec): 3 clusters Score: Raw -3825193.672916 + Penalty 3451.391915 = -3821742.281000 nChanged 34 SP:Iteration 15Q (4299.300000 sec): 3 clusters Score: Raw -3825200.976793 + Penalty 3451.391915 = -3821749.584878 nChanged 22 SP:Iteration 16Q (4299.380000 sec): 3 clusters Score: Raw -3825205.502592 + Penalty 3451.391915 = -3821754.110677 nChanged 25 SP:Iteration 17Q (4299.470000 sec): 3 clusters Score: Raw -3825211.275194 + Penalty 3451.391915 = -3821759.883279 nChanged 30 SP:Iteration 18Q (4299.550000 sec): 3 clusters Score: Raw -3825217.115496 + Penalty 3451.391915 = -3821765.723581 nChanged 25 SP:Iteration 19Q (4299.630000 sec): 3 clusters Score: Raw -3825222.905949 + Penalty 3451.391915 = -3821771.514034 nChanged 22 SP:Iteration 20F (4299.740000 sec): 3 clusters Score: Raw -3825226.620070 + Penalty 3451.391915 = -3821775.228154 nChanged 10 SP:Iteration 21Q (4299.830000 sec): 3 clusters Score: Raw -3825227.512893 + Penalty 3451.391915 = -3821776.120978 nChanged 4 SP:Iteration 22Q (4299.910000 sec): 3 clusters Score: Raw -3825227.876605 + Penalty 3451.391915 = -3821776.484690 nChanged 3 SP:Iteration 23Q (4299.990000 sec): 3 clusters Score: Raw -3825228.220799 + Penalty 3451.391915 = -3821776.828884 nChanged 6 SP:Iteration 24Q (4300.080000 sec): 3 clusters Score: Raw -3825229.035259 + Penalty 3451.391915 = -3821777.643343 nChanged 3 SP:Iteration 25Q (4300.160000 sec): 3 clusters Score: Raw -3825229.395886 + Penalty 3451.391915 = -3821778.003970 nChanged 1 SP:Iteration 26Q (4300.240000 sec): 3 clusters Score: Raw -3825229.472088 + Penalty 3451.391915 = -3821778.080172 nChanged 1 SP:Iteration 27Q (4300.330000 sec): 3 clusters Score: Raw -3825229.521477 + Penalty 3451.391915 = -3821778.129561 nChanged 0 SP:Iteration 28F (4300.440000 sec): 3 clusters Score: Raw -3825229.521477 + Penalty 3451.391915 = -3821778.129561 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4300.500000 sec): 2 clusters Score: Raw -1738966.785925 + Penalty 1587.180860 = -1737379.605065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.550000 sec): 3 clusters Score: Raw -1728653.741684 + Penalty 3174.361721 = -1725479.379963 nChanged 7778 SP:Iteration 1F (4300.600000 sec): 3 clusters Score: Raw -1732886.690047 + Penalty 3174.361721 = -1729712.328327 nChanged 844 SP:Iteration 2Q (4300.640000 sec): 3 clusters Score: Raw -1733167.739230 + Penalty 3174.361721 = -1729993.377510 nChanged 759 SP:Iteration 3Q (4300.690000 sec): 3 clusters Score: Raw -1733436.051896 + Penalty 3174.361721 = -1730261.690175 nChanged 718 SP:Iteration 4Q (4300.730000 sec): 3 clusters Score: Raw -1733700.157183 + Penalty 3174.361721 = -1730525.795463 nChanged 699 SP:Iteration 5Q (4300.780000 sec): 3 clusters Score: Raw -1734014.746427 + Penalty 3174.361721 = -1730840.384707 nChanged 749 SP:Iteration 6Q (4300.820000 sec): 3 clusters Score: Raw -1734429.075575 + Penalty 3174.361721 = -1731254.713854 nChanged 861 SP:Iteration 7Q (4300.870000 sec): 3 clusters Score: Raw -1734986.420559 + Penalty 3174.361721 = -1731812.058839 nChanged 981 SP:Iteration 8F (4300.910000 sec): 3 clusters Score: Raw -1735687.584086 + Penalty 3174.361721 = -1732513.222365 nChanged 1040 SP:Iteration 9F (4300.960000 sec): 3 clusters Score: Raw -1736446.265355 + Penalty 3174.361721 = -1733271.903634 nChanged 999 SP:Iteration 10F (4301.000000 sec): 3 clusters Score: Raw -1737103.690537 + Penalty 3174.361721 = -1733929.328816 nChanged 827 SP:Iteration 11Q (4301.050000 sec): 3 clusters Score: Raw -1737584.221098 + Penalty 3174.361721 = -1734409.859378 nChanged 634 SP:Iteration 12Q (4301.100000 sec): 3 clusters Score: Raw -1737858.432589 + Penalty 3174.361721 = -1734684.070868 nChanged 429 SP:Iteration 13Q (4301.140000 sec): 3 clusters Score: Raw -1738022.990941 + Penalty 3174.361721 = -1734848.629220 nChanged 309 SP:Iteration 14Q (4301.180000 sec): 3 clusters Score: Raw -1738112.377076 + Penalty 3174.361721 = -1734938.015356 nChanged 217 SP:Iteration 15Q (4301.220000 sec): 3 clusters Score: Raw -1738177.716205 + Penalty 3174.361721 = -1735003.354484 nChanged 185 SP:Iteration 16Q (4301.270000 sec): 3 clusters Score: Raw -1738229.662890 + Penalty 3174.361721 = -1735055.301170 nChanged 175 SP:Iteration 17Q (4301.310000 sec): 3 clusters Score: Raw -1738273.287686 + Penalty 3174.361721 = -1735098.925965 nChanged 159 SP:Iteration 18Q (4301.350000 sec): 3 clusters Score: Raw -1738301.722408 + Penalty 3174.361721 = -1735127.360687 nChanged 106 SP:Iteration 19Q (4301.400000 sec): 3 clusters Score: Raw -1738321.049430 + Penalty 3174.361721 = -1735146.687709 nChanged 93 SP:Iteration 20F (4301.440000 sec): 3 clusters Score: Raw -1738336.792985 + Penalty 3174.361721 = -1735162.431264 nChanged 88 SP:Iteration 21Q (4301.480000 sec): 3 clusters Score: Raw -1738352.170061 + Penalty 3174.361721 = -1735177.808340 nChanged 91 SP:Iteration 22Q (4301.530000 sec): 3 clusters Score: Raw -1738367.229367 + Penalty 3174.361721 = -1735192.867646 nChanged 86 SP:Iteration 23Q (4301.570000 sec): 3 clusters Score: Raw -1738382.772688 + Penalty 3174.361721 = -1735208.410968 nChanged 85 SP:Iteration 24Q (4301.610000 sec): 3 clusters Score: Raw -1738399.832747 + Penalty 3174.361721 = -1735225.471027 nChanged 83 SP:Iteration 25Q (4301.660000 sec): 3 clusters Score: Raw -1738415.352452 + Penalty 3174.361721 = -1735240.990731 nChanged 95 SP:Iteration 26Q (4301.700000 sec): 3 clusters Score: Raw -1738433.930010 + Penalty 3174.361721 = -1735259.568289 nChanged 97 SP:Iteration 27Q (4301.740000 sec): 3 clusters Score: Raw -1738450.683928 + Penalty 3174.361721 = -1735276.322207 nChanged 79 SP:Iteration 28Q (4301.780000 sec): 3 clusters Score: Raw -1738462.889310 + Penalty 3174.361721 = -1735288.527589 nChanged 73 SP:Iteration 29Q (4301.830000 sec): 3 clusters Score: Raw -1738474.335233 + Penalty 3174.361721 = -1735299.973512 nChanged 55 SP:Iteration 30Q (4301.870000 sec): 3 clusters Score: Raw -1738482.883902 + Penalty 3174.361721 = -1735308.522181 nChanged 67 SP:Iteration 31Q (4301.920000 sec): 3 clusters Score: Raw -1738492.453670 + Penalty 3174.361721 = -1735318.091950 nChanged 68 SP:Iteration 32Q (4301.960000 sec): 3 clusters Score: Raw -1738502.920481 + Penalty 3174.361721 = -1735328.558761 nChanged 75 SP:Iteration 33Q (4302.010000 sec): 3 clusters Score: Raw -1738514.785225 + Penalty 3174.361721 = -1735340.423505 nChanged 71 SP:Iteration 34Q (4302.050000 sec): 3 clusters Score: Raw -1738526.659322 + Penalty 3174.361721 = -1735352.297602 nChanged 65 SP:Iteration 35Q (4302.090000 sec): 3 clusters Score: Raw -1738536.383227 + Penalty 3174.361721 = -1735362.021507 nChanged 52 SP:Iteration 36Q (4302.140000 sec): 3 clusters Score: Raw -1738542.504850 + Penalty 3174.361721 = -1735368.143129 nChanged 48 SP:Iteration 37Q (4302.180000 sec): 3 clusters Score: Raw -1738548.238964 + Penalty 3174.361721 = -1735373.877243 nChanged 49 SP:Iteration 38Q (4302.220000 sec): 3 clusters Score: Raw -1738554.964345 + Penalty 3174.361721 = -1735380.602624 nChanged 51 SP:Iteration 39Q (4302.260000 sec): 3 clusters Score: Raw -1738561.887250 + Penalty 3174.361721 = -1735387.525530 nChanged 47 SP:Iteration 40F (4302.300000 sec): 3 clusters Score: Raw -1738567.835094 + Penalty 3174.361721 = -1735393.473374 nChanged 43 SP:Iteration 41Q (4302.350000 sec): 3 clusters Score: Raw -1738574.404266 + Penalty 3174.361721 = -1735400.042546 nChanged 42 SP:Iteration 42Q (4302.390000 sec): 3 clusters Score: Raw -1738580.163359 + Penalty 3174.361721 = -1735405.801639 nChanged 38 SP:Iteration 43Q (4302.430000 sec): 3 clusters Score: Raw -1738585.335990 + Penalty 3174.361721 = -1735410.974269 nChanged 43 SP:Iteration 44Q (4302.480000 sec): 3 clusters Score: Raw -1738590.096520 + Penalty 3174.361721 = -1735415.734800 nChanged 31 SP:Iteration 45Q (4302.520000 sec): 3 clusters Score: Raw -1738593.461274 + Penalty 3174.361721 = -1735419.099553 nChanged 29 SP:Iteration 46Q (4302.560000 sec): 3 clusters Score: Raw -1738596.714940 + Penalty 3174.361721 = -1735422.353219 nChanged 38 SP:Iteration 47Q (4302.600000 sec): 3 clusters Score: Raw -1738601.666092 + Penalty 3174.361721 = -1735427.304371 nChanged 39 SP:Iteration 48Q (4302.650000 sec): 3 clusters Score: Raw -1738605.858872 + Penalty 3174.361721 = -1735431.497152 nChanged 44 SP:Iteration 49Q (4302.690000 sec): 3 clusters Score: Raw -1738612.617319 + Penalty 3174.361721 = -1735438.255598 nChanged 53 SP:Iteration 50Q (4302.730000 sec): 3 clusters Score: Raw -1738619.918813 + Penalty 3174.361721 = -1735445.557092 nChanged 52 SP:Iteration 51Q (4302.780000 sec): 3 clusters Score: Raw -1738627.447781 + Penalty 3174.361721 = -1735453.086061 nChanged 53 SP:Iteration 52Q (4302.820000 sec): 3 clusters Score: Raw -1738635.037620 + Penalty 3174.361721 = -1735460.675899 nChanged 50 SP:Iteration 53Q (4302.860000 sec): 3 clusters Score: Raw -1738641.083067 + Penalty 3174.361721 = -1735466.721346 nChanged 44 SP:Iteration 54Q (4302.910000 sec): 3 clusters Score: Raw -1738646.401612 + Penalty 3174.361721 = -1735472.039891 nChanged 37 SP:Iteration 55Q (4302.950000 sec): 3 clusters Score: Raw -1738650.662359 + Penalty 3174.361721 = -1735476.300638 nChanged 39 SP:Iteration 56Q (4303.000000 sec): 3 clusters Score: Raw -1738654.623533 + Penalty 3174.361721 = -1735480.261812 nChanged 34 SP:Iteration 57Q (4303.040000 sec): 3 clusters Score: Raw -1738658.108284 + Penalty 3174.361721 = -1735483.746564 nChanged 36 SP:Iteration 58Q (4303.080000 sec): 3 clusters Score: Raw -1738662.558036 + Penalty 3174.361721 = -1735488.196316 nChanged 36 SP:Iteration 59Q (4303.120000 sec): 3 clusters Score: Raw -1738667.209500 + Penalty 3174.361721 = -1735492.847780 nChanged 33 SP:Iteration 60F (4303.170000 sec): 3 clusters Score: Raw -1738670.891175 + Penalty 3174.361721 = -1735496.529454 nChanged 34 SP:Iteration 61Q (4303.210000 sec): 3 clusters Score: Raw -1738674.938169 + Penalty 3174.361721 = -1735500.576449 nChanged 36 SP:Iteration 62Q (4303.250000 sec): 3 clusters Score: Raw -1738679.261994 + Penalty 3174.361721 = -1735504.900273 nChanged 31 SP:Iteration 63Q (4303.300000 sec): 3 clusters Score: Raw -1738682.396377 + Penalty 3174.361721 = -1735508.034656 nChanged 31 SP:Iteration 64Q (4303.340000 sec): 3 clusters Score: Raw -1738685.666762 + Penalty 3174.361721 = -1735511.305042 nChanged 35 SP:Iteration 65Q (4303.380000 sec): 3 clusters Score: Raw -1738689.204546 + Penalty 3174.361721 = -1735514.842825 nChanged 33 SP:Iteration 66Q (4303.420000 sec): 3 clusters Score: Raw -1738692.992390 + Penalty 3174.361721 = -1735518.630669 nChanged 39 SP:Iteration 67Q (4303.460000 sec): 3 clusters Score: Raw -1738698.239372 + Penalty 3174.361721 = -1735523.877651 nChanged 38 SP:Iteration 68Q (4303.500000 sec): 3 clusters Score: Raw -1738702.266119 + Penalty 3174.361721 = -1735527.904398 nChanged 30 SP:Iteration 69Q (4303.540000 sec): 3 clusters Score: Raw -1738705.360118 + Penalty 3174.361721 = -1735530.998397 nChanged 31 SP:Iteration 70Q (4303.590000 sec): 3 clusters Score: Raw -1738708.406763 + Penalty 3174.361721 = -1735534.045042 nChanged 25 SP:Iteration 71Q (4303.630000 sec): 3 clusters Score: Raw -1738710.982387 + Penalty 3174.361721 = -1735536.620666 nChanged 35 SP:Iteration 72Q (4303.670000 sec): 3 clusters Score: Raw -1738714.913988 + Penalty 3174.361721 = -1735540.552267 nChanged 38 SP:Iteration 73Q (4303.710000 sec): 3 clusters Score: Raw -1738719.053471 + Penalty 3174.361721 = -1735544.691750 nChanged 37 SP:Iteration 74Q (4303.760000 sec): 3 clusters Score: Raw -1738723.500503 + Penalty 3174.361721 = -1735549.138783 nChanged 37 SP:Iteration 75Q (4303.800000 sec): 3 clusters Score: Raw -1738728.134314 + Penalty 3174.361721 = -1735553.772594 nChanged 28 SP:Iteration 76Q (4303.840000 sec): 3 clusters Score: Raw -1738731.073934 + Penalty 3174.361721 = -1735556.712213 nChanged 22 SP:Iteration 77Q (4303.880000 sec): 3 clusters Score: Raw -1738733.256431 + Penalty 3174.361721 = -1735558.894710 nChanged 24 SP:Iteration 78Q (4303.920000 sec): 3 clusters Score: Raw -1738735.809329 + Penalty 3174.361721 = -1735561.447608 nChanged 20 SP:Iteration 79Q (4303.970000 sec): 3 clusters Score: Raw -1738737.675546 + Penalty 3174.361721 = -1735563.313826 nChanged 21 SP:Iteration 80F (4304.010000 sec): 3 clusters Score: Raw -1738739.587141 + Penalty 3174.361721 = -1735565.225421 nChanged 18 SP:Iteration 81Q (4304.050000 sec): 3 clusters Score: Raw -1738741.630288 + Penalty 3174.361721 = -1735567.268568 nChanged 25 SP:Iteration 82Q (4304.100000 sec): 3 clusters Score: Raw -1738743.956402 + Penalty 3174.361721 = -1735569.594681 nChanged 15 SP:Iteration 83Q (4304.140000 sec): 3 clusters Score: Raw -1738745.475666 + Penalty 3174.361721 = -1735571.113945 nChanged 19 SP:Iteration 84Q (4304.180000 sec): 3 clusters Score: Raw -1738747.499310 + Penalty 3174.361721 = -1735573.137589 nChanged 19 SP:Iteration 85Q (4304.220000 sec): 3 clusters Score: Raw -1738749.816664 + Penalty 3174.361721 = -1735575.454944 nChanged 14 SP:Iteration 86Q (4304.260000 sec): 3 clusters Score: Raw -1738751.593251 + Penalty 3174.361721 = -1735577.231530 nChanged 10 SP:Iteration 87Q (4304.300000 sec): 3 clusters Score: Raw -1738752.859109 + Penalty 3174.361721 = -1735578.497388 nChanged 9 SP:Iteration 88Q (4304.340000 sec): 3 clusters Score: Raw -1738753.510075 + Penalty 3174.361721 = -1735579.148354 nChanged 10 SP:Iteration 89Q (4304.380000 sec): 3 clusters Score: Raw -1738754.449177 + Penalty 3174.361721 = -1735580.087456 nChanged 10 SP:Iteration 90Q (4304.420000 sec): 3 clusters Score: Raw -1738755.227687 + Penalty 3174.361721 = -1735580.865967 nChanged 12 SP:Iteration 91Q (4304.470000 sec): 3 clusters Score: Raw -1738756.262698 + Penalty 3174.361721 = -1735581.900977 nChanged 14 SP:Iteration 92Q (4304.510000 sec): 3 clusters Score: Raw -1738757.082749 + Penalty 3174.361721 = -1735582.721028 nChanged 9 SP:Iteration 93Q (4304.550000 sec): 3 clusters Score: Raw -1738757.511099 + Penalty 3174.361721 = -1735583.149379 nChanged 7 SP:Iteration 94Q (4304.590000 sec): 3 clusters Score: Raw -1738757.933878 + Penalty 3174.361721 = -1735583.572158 nChanged 9 SP:Iteration 95Q (4304.630000 sec): 3 clusters Score: Raw -1738758.725333 + Penalty 3174.361721 = -1735584.363612 nChanged 15 SP:Iteration 96Q (4304.670000 sec): 3 clusters Score: Raw -1738759.718203 + Penalty 3174.361721 = -1735585.356482 nChanged 14 SP:Iteration 97Q (4304.710000 sec): 3 clusters Score: Raw -1738760.676869 + Penalty 3174.361721 = -1735586.315149 nChanged 11 SP:Iteration 98Q (4304.760000 sec): 3 clusters Score: Raw -1738761.391381 + Penalty 3174.361721 = -1735587.029660 nChanged 5 SP:Iteration 99Q (4304.800000 sec): 3 clusters Score: Raw -1738761.790155 + Penalty 3174.361721 = -1735587.428434 nChanged 3 SP:Iteration 100F (4304.840000 sec): 3 clusters Score: Raw -1738761.988795 + Penalty 3174.361721 = -1735587.627074 nChanged 4 SP:Iteration 101Q (4304.890000 sec): 3 clusters Score: Raw -1738762.367255 + Penalty 3174.361721 = -1735588.005534 nChanged 2 SP:Iteration 102Q (4304.930000 sec): 3 clusters Score: Raw -1738762.594700 + Penalty 3174.361721 = -1735588.232979 nChanged 3 SP:Iteration 103Q (4304.970000 sec): 3 clusters Score: Raw -1738762.798956 + Penalty 3174.361721 = -1735588.437235 nChanged 4 SP:Iteration 104Q (4305.010000 sec): 3 clusters Score: Raw -1738762.972550 + Penalty 3174.361721 = -1735588.610829 nChanged 1 SP:Iteration 105Q (4305.050000 sec): 3 clusters Score: Raw -1738763.001588 + Penalty 3174.361721 = -1735588.639868 nChanged 0 SP:Iteration 106F (4305.100000 sec): 3 clusters Score: Raw -1738763.001588 + Penalty 3174.361721 = -1735588.639868 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4305.110000 sec): 2 clusters Score: Raw -190994.049382 + Penalty 1238.045636 = -189756.003745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4305.120000 sec): 3 clusters Score: Raw -190078.549153 + Penalty 2476.091273 = -187602.457880 nChanged 738 SP:Iteration 1F (4305.120000 sec): 3 clusters Score: Raw -190538.336467 + Penalty 2476.091273 = -188062.245194 nChanged 173 SP:Iteration 2F (4305.130000 sec): 3 clusters Score: Raw -190671.505324 + Penalty 2476.091273 = -188195.414052 nChanged 102 SP:Iteration 3F (4305.130000 sec): 3 clusters Score: Raw -190752.251720 + Penalty 2476.091273 = -188276.160447 nChanged 66 SP:Iteration 4Q (4305.140000 sec): 3 clusters Score: Raw -190795.699689 + Penalty 2476.091273 = -188319.608417 nChanged 55 SP:Iteration 5Q (4305.140000 sec): 3 clusters Score: Raw -190824.887484 + Penalty 2476.091273 = -188348.796211 nChanged 35 SP:Iteration 6Q (4305.150000 sec): 3 clusters Score: Raw -190843.886874 + Penalty 2476.091273 = -188367.795602 nChanged 36 SP:Iteration 7Q (4305.150000 sec): 3 clusters Score: Raw -190863.168695 + Penalty 2476.091273 = -188387.077422 nChanged 29 SP:Iteration 8Q (4305.160000 sec): 3 clusters Score: Raw -190876.515780 + Penalty 2476.091273 = -188400.424508 nChanged 22 SP:Iteration 9Q (4305.160000 sec): 3 clusters Score: Raw -190884.854585 + Penalty 2476.091273 = -188408.763312 nChanged 14 SP:Iteration 10Q (4305.170000 sec): 3 clusters Score: Raw -190890.006747 + Penalty 2476.091273 = -188413.915474 nChanged 10 SP:Iteration 11Q (4305.170000 sec): 3 clusters Score: Raw -190893.855798 + Penalty 2476.091273 = -188417.764525 nChanged 6 SP:Iteration 12Q (4305.180000 sec): 3 clusters Score: Raw -190896.827450 + Penalty 2476.091273 = -188420.736178 nChanged 11 SP:Iteration 13Q (4305.180000 sec): 3 clusters Score: Raw -190901.243857 + Penalty 2476.091273 = -188425.152584 nChanged 11 SP:Iteration 14Q (4305.190000 sec): 3 clusters Score: Raw -190906.367043 + Penalty 2476.091273 = -188430.275770 nChanged 11 SP:Iteration 15Q (4305.190000 sec): 3 clusters Score: Raw -190911.291483 + Penalty 2476.091273 = -188435.200211 nChanged 9 SP:Iteration 16Q (4305.200000 sec): 3 clusters Score: Raw -190916.355696 + Penalty 2476.091273 = -188440.264424 nChanged 9 SP:Iteration 17Q (4305.200000 sec): 3 clusters Score: Raw -190919.791955 + Penalty 2476.091273 = -188443.700683 nChanged 8 SP:Iteration 18Q (4305.210000 sec): 3 clusters Score: Raw -190923.485975 + Penalty 2476.091273 = -188447.394702 nChanged 5 SP:Iteration 19Q (4305.220000 sec): 3 clusters Score: Raw -190928.157224 + Penalty 2476.091273 = -188452.065951 nChanged 10 SP:Iteration 20F (4305.220000 sec): 3 clusters Score: Raw -190931.844660 + Penalty 2476.091273 = -188455.753387 nChanged 6 SP:Iteration 21Q (4305.220000 sec): 3 clusters Score: Raw -190935.003458 + Penalty 2476.091273 = -188458.912186 nChanged 7 SP:Iteration 22Q (4305.230000 sec): 3 clusters Score: Raw -190940.167444 + Penalty 2476.091273 = -188464.076171 nChanged 11 SP:Iteration 23Q (4305.240000 sec): 3 clusters Score: Raw -190946.702726 + Penalty 2476.091273 = -188470.611454 nChanged 10 SP:Iteration 24Q (4305.240000 sec): 3 clusters Score: Raw -190950.839420 + Penalty 2476.091273 = -188474.748147 nChanged 6 SP:Iteration 25Q (4305.240000 sec): 3 clusters Score: Raw -190952.726397 + Penalty 2476.091273 = -188476.635124 nChanged 6 SP:Iteration 26Q (4305.250000 sec): 3 clusters Score: Raw -190955.163335 + Penalty 2476.091273 = -188479.072063 nChanged 3 SP:Iteration 27Q (4305.260000 sec): 3 clusters Score: Raw -190956.894156 + Penalty 2476.091273 = -188480.802884 nChanged 3 SP:Iteration 28Q (4305.260000 sec): 3 clusters Score: Raw -190958.681796 + Penalty 2476.091273 = -188482.590523 nChanged 5 SP:Iteration 29Q (4305.260000 sec): 3 clusters Score: Raw -190960.343553 + Penalty 2476.091273 = -188484.252280 nChanged 7 SP:Iteration 30Q (4305.270000 sec): 3 clusters Score: Raw -190963.470941 + Penalty 2476.091273 = -188487.379669 nChanged 5 SP:Iteration 31Q (4305.280000 sec): 3 clusters Score: Raw -190965.534741 + Penalty 2476.091273 = -188489.443468 nChanged 7 SP:Iteration 32Q (4305.280000 sec): 3 clusters Score: Raw -190968.493875 + Penalty 2476.091273 = -188492.402602 nChanged 3 SP:Iteration 33Q (4305.280000 sec): 3 clusters Score: Raw -190970.917657 + Penalty 2476.091273 = -188494.826384 nChanged 5 SP:Iteration 34Q (4305.290000 sec): 3 clusters Score: Raw -190972.292500 + Penalty 2476.091273 = -188496.201227 nChanged 2 SP:Iteration 35Q (4305.300000 sec): 3 clusters Score: Raw -190972.918136 + Penalty 2476.091273 = -188496.826864 nChanged 0 SP:Iteration 36F (4305.300000 sec): 3 clusters Score: Raw -190972.918136 + Penalty 2476.091273 = -188496.826864 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4305.310000 sec): 2 clusters Score: Raw -221661.413887 + Penalty 1260.937299 = -220400.476588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4305.320000 sec): 3 clusters Score: Raw -220635.826510 + Penalty 2521.874599 = -218113.951911 nChanged 833 SP:Iteration 1F (4305.320000 sec): 3 clusters Score: Raw -221134.487851 + Penalty 2521.874599 = -218612.613252 nChanged 193 SP:Iteration 2F (4305.330000 sec): 3 clusters Score: Raw -221260.625503 + Penalty 2521.874599 = -218738.750904 nChanged 108 SP:Iteration 3Q (4305.330000 sec): 3 clusters Score: Raw -221329.085001 + Penalty 2521.874599 = -218807.210402 nChanged 76 SP:Iteration 4Q (4305.340000 sec): 3 clusters Score: Raw -221369.921869 + Penalty 2521.874599 = -218848.047270 nChanged 51 SP:Iteration 5Q (4305.340000 sec): 3 clusters Score: Raw -221394.504401 + Penalty 2521.874599 = -218872.629802 nChanged 46 SP:Iteration 6Q (4305.350000 sec): 3 clusters Score: Raw -221415.917897 + Penalty 2521.874599 = -218894.043298 nChanged 27 SP:Iteration 7Q (4305.360000 sec): 3 clusters Score: Raw -221432.194197 + Penalty 2521.874599 = -218910.319598 nChanged 28 SP:Iteration 8Q (4305.360000 sec): 3 clusters Score: Raw -221444.762602 + Penalty 2521.874599 = -218922.888003 nChanged 23 SP:Iteration 9Q (4305.370000 sec): 3 clusters Score: Raw -221453.740125 + Penalty 2521.874599 = -218931.865526 nChanged 19 SP:Iteration 10Q (4305.370000 sec): 3 clusters Score: Raw -221458.851181 + Penalty 2521.874599 = -218936.976582 nChanged 7 SP:Iteration 11Q (4305.380000 sec): 3 clusters Score: Raw -221461.177486 + Penalty 2521.874599 = -218939.302887 nChanged 6 SP:Iteration 12Q (4305.380000 sec): 3 clusters Score: Raw -221463.085164 + Penalty 2521.874599 = -218941.210565 nChanged 6 SP:Iteration 13Q (4305.390000 sec): 3 clusters Score: Raw -221464.818655 + Penalty 2521.874599 = -218942.944056 nChanged 3 SP:Iteration 14Q (4305.400000 sec): 3 clusters Score: Raw -221465.450233 + Penalty 2521.874599 = -218943.575634 nChanged 3 SP:Iteration 15Q (4305.400000 sec): 3 clusters Score: Raw -221466.845457 + Penalty 2521.874599 = -218944.970858 nChanged 4 SP:Iteration 16Q (4305.410000 sec): 3 clusters Score: Raw -221468.762670 + Penalty 2521.874599 = -218946.888071 nChanged 4 SP:Iteration 17Q (4305.410000 sec): 3 clusters Score: Raw -221471.521638 + Penalty 2521.874599 = -218949.647039 nChanged 6 SP:Iteration 18Q (4305.420000 sec): 3 clusters Score: Raw -221473.868820 + Penalty 2521.874599 = -218951.994221 nChanged 5 SP:Iteration 19Q (4305.420000 sec): 3 clusters Score: Raw -221476.105743 + Penalty 2521.874599 = -218954.231144 nChanged 3 SP:Iteration 20F (4305.430000 sec): 3 clusters Score: Raw -221477.594084 + Penalty 2521.874599 = -218955.719485 nChanged 2 SP:Iteration 21Q (4305.440000 sec): 3 clusters Score: Raw -221479.087847 + Penalty 2521.874599 = -218957.213248 nChanged 4 SP:Iteration 22Q (4305.440000 sec): 3 clusters Score: Raw -221481.141506 + Penalty 2521.874599 = -218959.266907 nChanged 6 SP:Iteration 23Q (4305.450000 sec): 3 clusters Score: Raw -221482.752051 + Penalty 2521.874599 = -218960.877453 nChanged 2 SP:Iteration 24Q (4305.450000 sec): 3 clusters Score: Raw -221483.670358 + Penalty 2521.874599 = -218961.795759 nChanged 6 SP:Iteration 25Q (4305.460000 sec): 3 clusters Score: Raw -221486.062742 + Penalty 2521.874599 = -218964.188143 nChanged 4 SP:Iteration 26Q (4305.460000 sec): 3 clusters Score: Raw -221488.644830 + Penalty 2521.874599 = -218966.770231 nChanged 3 SP:Iteration 27Q (4305.470000 sec): 3 clusters Score: Raw -221489.821791 + Penalty 2521.874599 = -218967.947192 nChanged 1 SP:Iteration 28Q (4305.480000 sec): 3 clusters Score: Raw -221490.047766 + Penalty 2521.874599 = -218968.173167 nChanged 1 SP:Iteration 29Q (4305.480000 sec): 3 clusters Score: Raw -221490.396774 + Penalty 2521.874599 = -218968.522175 nChanged 3 SP:Iteration 30Q (4305.490000 sec): 3 clusters Score: Raw -221491.875491 + Penalty 2521.874599 = -218970.000892 nChanged 2 SP:Iteration 31Q (4305.490000 sec): 3 clusters Score: Raw -221492.660967 + Penalty 2521.874599 = -218970.786368 nChanged 3 SP:Iteration 32Q (4305.500000 sec): 3 clusters Score: Raw -221493.671188 + Penalty 2521.874599 = -218971.796589 nChanged 2 SP:Iteration 33Q (4305.500000 sec): 3 clusters Score: Raw -221494.219353 + Penalty 2521.874599 = -218972.344754 nChanged 2 SP:Iteration 34Q (4305.510000 sec): 3 clusters Score: Raw -221495.375827 + Penalty 2521.874599 = -218973.501228 nChanged 2 SP:Iteration 35Q (4305.520000 sec): 3 clusters Score: Raw -221496.048172 + Penalty 2521.874599 = -218974.173573 nChanged 1 SP:Iteration 36Q (4305.520000 sec): 3 clusters Score: Raw -221496.269242 + Penalty 2521.874599 = -218974.394643 nChanged 1 SP:Iteration 37Q (4305.530000 sec): 3 clusters Score: Raw -221496.962120 + Penalty 2521.874599 = -218975.087521 nChanged 2 SP:Iteration 38Q (4305.530000 sec): 3 clusters Score: Raw -221497.513404 + Penalty 2521.874599 = -218975.638805 nChanged 1 SP:Iteration 39Q (4305.540000 sec): 3 clusters Score: Raw -221497.750573 + Penalty 2521.874599 = -218975.875974 nChanged 1 SP:Iteration 40F (4305.540000 sec): 3 clusters Score: Raw -221498.651397 + Penalty 2521.874599 = -218976.776798 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (5293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4305.560000 sec): 2 clusters Score: Raw -534075.118005 + Penalty 1393.297827 = -532681.820178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4305.580000 sec): 3 clusters Score: Raw -531281.297475 + Penalty 2786.595653 = -528494.701821 nChanged 2166 SP:Iteration 1F (4305.590000 sec): 3 clusters Score: Raw -532466.592607 + Penalty 2786.595653 = -529679.996954 nChanged 367 SP:Iteration 2F (4305.600000 sec): 3 clusters Score: Raw -532633.528862 + Penalty 2786.595653 = -529846.933209 nChanged 247 SP:Iteration 3Q (4305.620000 sec): 3 clusters Score: Raw -532731.022337 + Penalty 2786.595653 = -529944.426683 nChanged 191 SP:Iteration 4Q (4305.630000 sec): 3 clusters Score: Raw -532804.100955 + Penalty 2786.595653 = -530017.505301 nChanged 149 SP:Iteration 5Q (4305.640000 sec): 3 clusters Score: Raw -532857.621706 + Penalty 2786.595653 = -530071.026053 nChanged 127 SP:Iteration 6Q (4305.660000 sec): 3 clusters Score: Raw -532913.754993 + Penalty 2786.595653 = -530127.159340 nChanged 152 SP:Iteration 7Q (4305.670000 sec): 3 clusters Score: Raw -532987.227846 + Penalty 2786.595653 = -530200.632192 nChanged 138 SP:Iteration 8Q (4305.680000 sec): 3 clusters Score: Raw -533049.213707 + Penalty 2786.595653 = -530262.618053 nChanged 143 SP:Iteration 9Q (4305.700000 sec): 3 clusters Score: Raw -533112.895703 + Penalty 2786.595653 = -530326.300050 nChanged 156 SP:Iteration 10Q (4305.710000 sec): 3 clusters Score: Raw -533189.984438 + Penalty 2786.595653 = -530403.388785 nChanged 166 SP:Iteration 11Q (4305.720000 sec): 3 clusters Score: Raw -533280.788034 + Penalty 2786.595653 = -530494.192381 nChanged 158 SP:Iteration 12Q (4305.730000 sec): 3 clusters Score: Raw -533366.916987 + Penalty 2786.595653 = -530580.321334 nChanged 158 SP:Iteration 13Q (4305.750000 sec): 3 clusters Score: Raw -533465.254805 + Penalty 2786.595653 = -530678.659152 nChanged 142 SP:Iteration 14Q (4305.760000 sec): 3 clusters Score: Raw -533563.553249 + Penalty 2786.595653 = -530776.957596 nChanged 157 SP:Iteration 15Q (4305.770000 sec): 3 clusters Score: Raw -533689.770817 + Penalty 2786.595653 = -530903.175164 nChanged 156 SP:Iteration 16Q (4305.790000 sec): 3 clusters Score: Raw -533814.480083 + Penalty 2786.595653 = -531027.884430 nChanged 131 SP:Iteration 17Q (4305.800000 sec): 3 clusters Score: Raw -533918.023322 + Penalty 2786.595653 = -531131.427669 nChanged 107 SP:Iteration 18Q (4305.810000 sec): 3 clusters Score: Raw -534000.212878 + Penalty 2786.595653 = -531213.617225 nChanged 91 SP:Iteration 19Q (4305.820000 sec): 3 clusters Score: Raw -534077.651709 + Penalty 2786.595653 = -531291.056056 nChanged 71 SP:Iteration 20F (4305.840000 sec): 3 clusters Score: Raw -534131.464376 + Penalty 2786.595653 = -531344.868723 nChanged 66 SP:Iteration 21Q (4305.850000 sec): 3 clusters Score: Raw -534175.876150 + Penalty 2786.595653 = -531389.280497 nChanged 51 SP:Iteration 22Q (4305.860000 sec): 3 clusters Score: Raw -534210.832788 + Penalty 2786.595653 = -531424.237135 nChanged 44 SP:Iteration 23Q (4305.870000 sec): 3 clusters Score: Raw -534242.317019 + Penalty 2786.595653 = -531455.721365 nChanged 40 SP:Iteration 24Q (4305.880000 sec): 3 clusters Score: Raw -534266.184773 + Penalty 2786.595653 = -531479.589119 nChanged 22 SP:Iteration 25Q (4305.890000 sec): 3 clusters Score: Raw -534276.779074 + Penalty 2786.595653 = -531490.183421 nChanged 15 SP:Iteration 26Q (4305.900000 sec): 3 clusters Score: Raw -534284.091753 + Penalty 2786.595653 = -531497.496099 nChanged 14 SP:Iteration 27Q (4305.910000 sec): 3 clusters Score: Raw -534289.819698 + Penalty 2786.595653 = -531503.224045 nChanged 17 SP:Iteration 28Q (4305.920000 sec): 3 clusters Score: Raw -534299.664742 + Penalty 2786.595653 = -531513.069089 nChanged 15 SP:Iteration 29Q (4305.930000 sec): 3 clusters Score: Raw -534306.193511 + Penalty 2786.595653 = -531519.597857 nChanged 12 SP:Iteration 30Q (4305.940000 sec): 3 clusters Score: Raw -534312.285175 + Penalty 2786.595653 = -531525.689522 nChanged 11 SP:Iteration 31Q (4305.950000 sec): 3 clusters Score: Raw -534318.101180 + Penalty 2786.595653 = -531531.505526 nChanged 7 SP:Iteration 32Q (4305.960000 sec): 3 clusters Score: Raw -534321.569568 + Penalty 2786.595653 = -531534.973914 nChanged 7 SP:Iteration 33Q (4305.970000 sec): 3 clusters Score: Raw -534324.845913 + Penalty 2786.595653 = -531538.250260 nChanged 5 SP:Iteration 34Q (4305.980000 sec): 3 clusters Score: Raw -534326.912603 + Penalty 2786.595653 = -531540.316950 nChanged 8 SP:Iteration 35Q (4306.000000 sec): 3 clusters Score: Raw -534331.908269 + Penalty 2786.595653 = -531545.312615 nChanged 6 SP:Iteration 36Q (4306.000000 sec): 3 clusters Score: Raw -534335.629663 + Penalty 2786.595653 = -531549.034010 nChanged 6 SP:Iteration 37Q (4306.020000 sec): 3 clusters Score: Raw -534338.310963 + Penalty 2786.595653 = -531551.715310 nChanged 5 SP:Iteration 38Q (4306.020000 sec): 3 clusters Score: Raw -534340.602039 + Penalty 2786.595653 = -531554.006385 nChanged 2 SP:Iteration 39Q (4306.040000 sec): 3 clusters Score: Raw -534341.556948 + Penalty 2786.595653 = -531554.961295 nChanged 2 SP:Iteration 40F (4306.050000 sec): 3 clusters Score: Raw -534342.429011 + Penalty 2786.595653 = -531555.833357 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.060000 sec): 2 clusters Score: Raw -353658.059260 + Penalty 1328.755004 = -352329.304256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.070000 sec): 3 clusters Score: Raw -351944.347663 + Penalty 2657.510007 = -349286.837656 nChanged 1350 SP:Iteration 1F (4306.080000 sec): 3 clusters Score: Raw -352691.664038 + Penalty 2657.510007 = -350034.154031 nChanged 264 SP:Iteration 2F (4306.090000 sec): 3 clusters Score: Raw -352849.560291 + Penalty 2657.510007 = -350192.050284 nChanged 193 SP:Iteration 3F (4306.100000 sec): 3 clusters Score: Raw -352961.664600 + Penalty 2657.510007 = -350304.154593 nChanged 158 SP:Iteration 4Q (4306.100000 sec): 3 clusters Score: Raw -353069.332831 + Penalty 2657.510007 = -350411.822824 nChanged 149 SP:Iteration 5Q (4306.120000 sec): 3 clusters Score: Raw -353151.286930 + Penalty 2657.510007 = -350493.776923 nChanged 107 SP:Iteration 6Q (4306.120000 sec): 3 clusters Score: Raw -353209.322548 + Penalty 2657.510007 = -350551.812541 nChanged 108 SP:Iteration 7Q (4306.130000 sec): 3 clusters Score: Raw -353266.941760 + Penalty 2657.510007 = -350609.431753 nChanged 84 SP:Iteration 8Q (4306.140000 sec): 3 clusters Score: Raw -353304.891470 + Penalty 2657.510007 = -350647.381463 nChanged 68 SP:Iteration 9Q (4306.150000 sec): 3 clusters Score: Raw -353341.133025 + Penalty 2657.510007 = -350683.623018 nChanged 77 SP:Iteration 10Q (4306.160000 sec): 3 clusters Score: Raw -353382.037182 + Penalty 2657.510007 = -350724.527174 nChanged 78 SP:Iteration 11Q (4306.170000 sec): 3 clusters Score: Raw -353420.958119 + Penalty 2657.510007 = -350763.448112 nChanged 82 SP:Iteration 12Q (4306.180000 sec): 3 clusters Score: Raw -353466.383690 + Penalty 2657.510007 = -350808.873683 nChanged 74 SP:Iteration 13Q (4306.180000 sec): 3 clusters Score: Raw -353503.353897 + Penalty 2657.510007 = -350845.843890 nChanged 67 SP:Iteration 14Q (4306.190000 sec): 3 clusters Score: Raw -353540.824452 + Penalty 2657.510007 = -350883.314445 nChanged 59 SP:Iteration 15Q (4306.200000 sec): 3 clusters Score: Raw -353582.094514 + Penalty 2657.510007 = -350924.584506 nChanged 68 SP:Iteration 16Q (4306.210000 sec): 3 clusters Score: Raw -353623.095466 + Penalty 2657.510007 = -350965.585459 nChanged 66 SP:Iteration 17Q (4306.220000 sec): 3 clusters Score: Raw -353669.851862 + Penalty 2657.510007 = -351012.341854 nChanged 75 SP:Iteration 18Q (4306.230000 sec): 3 clusters Score: Raw -353725.449074 + Penalty 2657.510007 = -351067.939067 nChanged 58 SP:Iteration 19Q (4306.240000 sec): 3 clusters Score: Raw -353755.898992 + Penalty 2657.510007 = -351098.388985 nChanged 42 SP:Iteration 20F (4306.240000 sec): 3 clusters Score: Raw -353778.653820 + Penalty 2657.510007 = -351121.143813 nChanged 34 SP:Iteration 21Q (4306.250000 sec): 3 clusters Score: Raw -353797.009637 + Penalty 2657.510007 = -351139.499630 nChanged 31 SP:Iteration 22Q (4306.260000 sec): 3 clusters Score: Raw -353816.093587 + Penalty 2657.510007 = -351158.583580 nChanged 36 SP:Iteration 23Q (4306.270000 sec): 3 clusters Score: Raw -353839.740679 + Penalty 2657.510007 = -351182.230671 nChanged 31 SP:Iteration 24Q (4306.280000 sec): 3 clusters Score: Raw -353858.508151 + Penalty 2657.510007 = -351200.998144 nChanged 18 SP:Iteration 25Q (4306.280000 sec): 3 clusters Score: Raw -353867.558110 + Penalty 2657.510007 = -351210.048103 nChanged 13 SP:Iteration 26Q (4306.290000 sec): 3 clusters Score: Raw -353873.236025 + Penalty 2657.510007 = -351215.726018 nChanged 14 SP:Iteration 27Q (4306.300000 sec): 3 clusters Score: Raw -353879.166448 + Penalty 2657.510007 = -351221.656441 nChanged 15 SP:Iteration 28Q (4306.310000 sec): 3 clusters Score: Raw -353886.537025 + Penalty 2657.510007 = -351229.027018 nChanged 11 SP:Iteration 29Q (4306.320000 sec): 3 clusters Score: Raw -353891.157731 + Penalty 2657.510007 = -351233.647724 nChanged 10 SP:Iteration 30Q (4306.320000 sec): 3 clusters Score: Raw -353896.243624 + Penalty 2657.510007 = -351238.733617 nChanged 7 SP:Iteration 31Q (4306.330000 sec): 3 clusters Score: Raw -353898.887362 + Penalty 2657.510007 = -351241.377355 nChanged 3 SP:Iteration 32Q (4306.340000 sec): 3 clusters Score: Raw -353900.039045 + Penalty 2657.510007 = -351242.529038 nChanged 4 SP:Iteration 33Q (4306.350000 sec): 3 clusters Score: Raw -353901.245758 + Penalty 2657.510007 = -351243.735750 nChanged 4 SP:Iteration 34Q (4306.360000 sec): 3 clusters Score: Raw -353902.689273 + Penalty 2657.510007 = -351245.179265 nChanged 4 SP:Iteration 35Q (4306.360000 sec): 3 clusters Score: Raw -353904.313427 + Penalty 2657.510007 = -351246.803419 nChanged 3 SP:Iteration 36Q (4306.370000 sec): 3 clusters Score: Raw -353905.087081 + Penalty 2657.510007 = -351247.577074 nChanged 2 SP:Iteration 37Q (4306.380000 sec): 3 clusters Score: Raw -353905.909758 + Penalty 2657.510007 = -351248.399751 nChanged 2 SP:Iteration 38Q (4306.390000 sec): 3 clusters Score: Raw -353906.555480 + Penalty 2657.510007 = -351249.045473 nChanged 3 SP:Iteration 39Q (4306.400000 sec): 3 clusters Score: Raw -353907.793098 + Penalty 2657.510007 = -351250.283090 nChanged 3 SP:Iteration 40F (4306.410000 sec): 3 clusters Score: Raw -353909.227323 + Penalty 2657.510007 = -351251.717316 nChanged 3 SP:Iteration 41Q (4306.420000 sec): 3 clusters Score: Raw -353910.327847 + Penalty 2657.510007 = -351252.817840 nChanged 4 SP:Iteration 42Q (4306.420000 sec): 3 clusters Score: Raw -353911.588754 + Penalty 2657.510007 = -351254.078747 nChanged 6 SP:Iteration 43Q (4306.430000 sec): 3 clusters Score: Raw -353913.319118 + Penalty 2657.510007 = -351255.809111 nChanged 4 SP:Iteration 44Q (4306.440000 sec): 3 clusters Score: Raw -353915.402344 + Penalty 2657.510007 = -351257.892337 nChanged 4 SP:Iteration 45Q (4306.450000 sec): 3 clusters Score: Raw -353917.786165 + Penalty 2657.510007 = -351260.276158 nChanged 5 SP:Iteration 46Q (4306.460000 sec): 3 clusters Score: Raw -353921.167206 + Penalty 2657.510007 = -351263.657199 nChanged 5 SP:Iteration 47Q (4306.460000 sec): 3 clusters Score: Raw -353923.709008 + Penalty 2657.510007 = -351266.199001 nChanged 5 SP:Iteration 48Q (4306.470000 sec): 3 clusters Score: Raw -353925.947352 + Penalty 2657.510007 = -351268.437345 nChanged 4 SP:Iteration 49Q (4306.480000 sec): 3 clusters Score: Raw -353927.129513 + Penalty 2657.510007 = -351269.619506 nChanged 4 SP:Iteration 50Q (4306.480000 sec): 3 clusters Score: Raw -353929.540574 + Penalty 2657.510007 = -351272.030567 nChanged 5 SP:Iteration 51Q (4306.490000 sec): 3 clusters Score: Raw -353931.783932 + Penalty 2657.510007 = -351274.273925 nChanged 5 SP:Iteration 52Q (4306.500000 sec): 3 clusters Score: Raw -353933.434385 + Penalty 2657.510007 = -351275.924378 nChanged 3 SP:Iteration 53Q (4306.510000 sec): 3 clusters Score: Raw -353935.004782 + Penalty 2657.510007 = -351277.494774 nChanged 2 SP:Iteration 54Q (4306.520000 sec): 3 clusters Score: Raw -353935.682755 + Penalty 2657.510007 = -351278.172748 nChanged 4 SP:Iteration 55Q (4306.520000 sec): 3 clusters Score: Raw -353936.918603 + Penalty 2657.510007 = -351279.408596 nChanged 1 SP:Iteration 56Q (4306.530000 sec): 3 clusters Score: Raw -353937.151807 + Penalty 2657.510007 = -351279.641800 nChanged 0 SP:Iteration 57F (4306.540000 sec): 3 clusters Score: Raw -353937.151807 + Penalty 2657.510007 = -351279.641800 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.550000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.550000 sec): 3 clusters Score: Raw -20030.670067 + Penalty 1748.466640 = -18282.203427 nChanged 30 SP:Iteration 1F (4306.550000 sec): 3 clusters Score: Raw -20142.345924 + Penalty 1748.466640 = -18393.879285 nChanged 9 SP:Iteration 2Q (4306.550000 sec): 3 clusters Score: Raw -20173.290668 + Penalty 1748.466640 = -18424.824028 nChanged 3 SP:Iteration 3Q (4306.550000 sec): 3 clusters Score: Raw -20182.424646 + Penalty 1748.466640 = -18433.958006 nChanged 3 SP:Iteration 4Q (4306.550000 sec): 3 clusters Score: Raw -20188.379591 + Penalty 1748.466640 = -18439.912951 nChanged 1 SP:Iteration 5Q (4306.550000 sec): 3 clusters Score: Raw -20191.741257 + Penalty 1748.466640 = -18443.274617 nChanged 0 SP:Iteration 6F (4306.550000 sec): 3 clusters Score: Raw -20191.741257 + Penalty 1748.466640 = -18443.274617 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.560000 sec): 2 clusters Score: Raw -84245.454836 + Penalty 1099.693258 = -83145.761578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.560000 sec): 3 clusters Score: Raw -84029.610171 + Penalty 2199.386516 = -81830.223655 nChanged 259 SP:Iteration 1F (4306.560000 sec): 3 clusters Score: Raw -84287.281829 + Penalty 2199.386516 = -82087.895313 nChanged 59 SP:Iteration 2F (4306.560000 sec): 3 clusters Score: Raw -84357.211377 + Penalty 2199.386516 = -82157.824861 nChanged 41 SP:Iteration 3Q (4306.560000 sec): 3 clusters Score: Raw -84412.416656 + Penalty 2199.386516 = -82213.030140 nChanged 32 SP:Iteration 4Q (4306.570000 sec): 3 clusters Score: Raw -84453.982945 + Penalty 2199.386516 = -82254.596429 nChanged 21 SP:Iteration 5Q (4306.570000 sec): 3 clusters Score: Raw -84486.899635 + Penalty 2199.386516 = -82287.513120 nChanged 14 SP:Iteration 6Q (4306.570000 sec): 3 clusters Score: Raw -84501.199534 + Penalty 2199.386516 = -82301.813018 nChanged 9 SP:Iteration 7Q (4306.570000 sec): 3 clusters Score: Raw -84510.184150 + Penalty 2199.386516 = -82310.797634 nChanged 8 SP:Iteration 8Q (4306.580000 sec): 3 clusters Score: Raw -84517.400397 + Penalty 2199.386516 = -82318.013882 nChanged 9 SP:Iteration 9Q (4306.580000 sec): 3 clusters Score: Raw -84525.760001 + Penalty 2199.386516 = -82326.373486 nChanged 4 SP:Iteration 10Q (4306.580000 sec): 3 clusters Score: Raw -84529.437567 + Penalty 2199.386516 = -82330.051051 nChanged 3 SP:Iteration 11Q (4306.580000 sec): 3 clusters Score: Raw -84533.052087 + Penalty 2199.386516 = -82333.665571 nChanged 3 SP:Iteration 12Q (4306.580000 sec): 3 clusters Score: Raw -84534.921954 + Penalty 2199.386516 = -82335.535439 nChanged 1 SP:Iteration 13Q (4306.590000 sec): 3 clusters Score: Raw -84536.108284 + Penalty 2199.386516 = -82336.721769 nChanged 0 SP:Iteration 14F (4306.590000 sec): 3 clusters Score: Raw -84536.108284 + Penalty 2199.386516 = -82336.721769 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.590000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.600000 sec): 3 clusters Score: Raw -88510.115459 + Penalty 2248.897251 = -86261.218208 nChanged 299 SP:Iteration 1F (4306.600000 sec): 3 clusters Score: Raw -88782.275916 + Penalty 2248.897251 = -86533.378664 nChanged 76 SP:Iteration 2F (4306.600000 sec): 3 clusters Score: Raw -88863.623520 + Penalty 2248.897251 = -86614.726269 nChanged 43 SP:Iteration 3Q (4306.600000 sec): 3 clusters Score: Raw -88923.883315 + Penalty 2248.897251 = -86674.986064 nChanged 32 SP:Iteration 4Q (4306.610000 sec): 3 clusters Score: Raw -88961.833214 + Penalty 2248.897251 = -86712.935963 nChanged 32 SP:Iteration 5Q (4306.610000 sec): 3 clusters Score: Raw -89001.726005 + Penalty 2248.897251 = -86752.828754 nChanged 19 SP:Iteration 6Q (4306.610000 sec): 3 clusters Score: Raw -89030.355046 + Penalty 2248.897251 = -86781.457795 nChanged 26 SP:Iteration 7Q (4306.610000 sec): 3 clusters Score: Raw -89054.026665 + Penalty 2248.897251 = -86805.129414 nChanged 12 SP:Iteration 8Q (4306.620000 sec): 3 clusters Score: Raw -89060.673028 + Penalty 2248.897251 = -86811.775777 nChanged 5 SP:Iteration 9Q (4306.620000 sec): 3 clusters Score: Raw -89063.623439 + Penalty 2248.897251 = -86814.726188 nChanged 3 SP:Iteration 10Q (4306.620000 sec): 3 clusters Score: Raw -89065.867832 + Penalty 2248.897251 = -86816.970581 nChanged 1 SP:Iteration 11Q (4306.620000 sec): 3 clusters Score: Raw -89066.444653 + Penalty 2248.897251 = -86817.547402 nChanged 0 SP:Iteration 12F (4306.620000 sec): 3 clusters Score: Raw -89066.444653 + Penalty 2248.897251 = -86817.547402 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.630000 sec): 2 clusters Score: Raw -72952.814729 + Penalty 1082.759063 = -71870.055666 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.630000 sec): 3 clusters Score: Raw -72792.665569 + Penalty 2165.518126 = -70627.147443 nChanged 216 SP:Iteration 1F (4306.640000 sec): 3 clusters Score: Raw -73021.662140 + Penalty 2165.518126 = -70856.144014 nChanged 53 SP:Iteration 2F (4306.640000 sec): 3 clusters Score: Raw -73082.012279 + Penalty 2165.518126 = -70916.494153 nChanged 25 SP:Iteration 3Q (4306.640000 sec): 3 clusters Score: Raw -73117.081040 + Penalty 2165.518126 = -70951.562914 nChanged 15 SP:Iteration 4Q (4306.640000 sec): 3 clusters Score: Raw -73135.662964 + Penalty 2165.518126 = -70970.144838 nChanged 11 SP:Iteration 5Q (4306.640000 sec): 3 clusters Score: Raw -73146.798970 + Penalty 2165.518126 = -70981.280844 nChanged 8 SP:Iteration 6Q (4306.640000 sec): 3 clusters Score: Raw -73158.958392 + Penalty 2165.518126 = -70993.440266 nChanged 5 SP:Iteration 7Q (4306.650000 sec): 3 clusters Score: Raw -73169.818661 + Penalty 2165.518126 = -71004.300535 nChanged 9 SP:Iteration 8Q (4306.650000 sec): 3 clusters Score: Raw -73183.843435 + Penalty 2165.518126 = -71018.325308 nChanged 9 SP:Iteration 9Q (4306.650000 sec): 3 clusters Score: Raw -73197.470895 + Penalty 2165.518126 = -71031.952769 nChanged 6 SP:Iteration 10Q (4306.650000 sec): 3 clusters Score: Raw -73206.659271 + Penalty 2165.518126 = -71041.141145 nChanged 6 SP:Iteration 11Q (4306.660000 sec): 3 clusters Score: Raw -73215.099499 + Penalty 2165.518126 = -71049.581373 nChanged 5 SP:Iteration 12Q (4306.660000 sec): 3 clusters Score: Raw -73221.383203 + Penalty 2165.518126 = -71055.865077 nChanged 1 SP:Iteration 13Q (4306.660000 sec): 3 clusters Score: Raw -73223.627086 + Penalty 2165.518126 = -71058.108960 nChanged 1 SP:Iteration 14Q (4306.660000 sec): 3 clusters Score: Raw -73224.489072 + Penalty 2165.518126 = -71058.970946 nChanged 2 SP:Iteration 15Q (4306.660000 sec): 3 clusters Score: Raw -73227.229914 + Penalty 2165.518126 = -71061.711788 nChanged 2 SP:Iteration 16Q (4306.660000 sec): 3 clusters Score: Raw -73229.663540 + Penalty 2165.518126 = -71064.145414 nChanged 5 SP:Iteration 17Q (4306.660000 sec): 3 clusters Score: Raw -73233.954435 + Penalty 2165.518126 = -71068.436308 nChanged 1 SP:Iteration 18Q (4306.670000 sec): 3 clusters Score: Raw -73235.006408 + Penalty 2165.518126 = -71069.488281 nChanged 1 SP:Iteration 19Q (4306.670000 sec): 3 clusters Score: Raw -73235.266351 + Penalty 2165.518126 = -71069.748225 nChanged 0 SP:Iteration 20F (4306.670000 sec): 3 clusters Score: Raw -73235.266351 + Penalty 2165.518126 = -71069.748225 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (152970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4307.180000 sec): 2 clusters Score: Raw -14974685.721853 + Penalty 1939.924529 = -14972745.797324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4307.600000 sec): 3 clusters Score: Raw -14873936.473526 + Penalty 3879.849058 = -14870056.624467 nChanged 73574 SP:Iteration 1F (4308.020000 sec): 3 clusters Score: Raw -14918293.402707 + Penalty 3879.849058 = -14914413.553649 nChanged 6322 SP:Iteration 2Q (4308.450000 sec): 3 clusters Score: Raw -14920642.410677 + Penalty 3879.849058 = -14916762.561619 nChanged 8705 SP:Iteration 3F (4308.870000 sec): 3 clusters Score: Raw -14925140.999405 + Penalty 3879.849058 = -14921261.150347 nChanged 11648 SP:Iteration 4F (4309.280000 sec): 3 clusters Score: Raw -14933364.505974 + Penalty 3879.849058 = -14929484.656916 nChanged 13989 SP:Iteration 5F (4309.700000 sec): 3 clusters Score: Raw -14945745.408811 + Penalty 3879.849058 = -14941865.559753 nChanged 13204 SP:Iteration 6F (4310.110000 sec): 3 clusters Score: Raw -14958789.295838 + Penalty 3879.849058 = -14954909.446780 nChanged 8959 SP:Iteration 7F (4310.530000 sec): 3 clusters Score: Raw -14967700.665021 + Penalty 3879.849058 = -14963820.815963 nChanged 4451 SP:Iteration 8Q (4310.920000 sec): 3 clusters Score: Raw -14972059.996292 + Penalty 3879.849058 = -14968180.147234 nChanged 1777 SP:Iteration 9Q (4311.260000 sec): 3 clusters Score: Raw -14973810.574017 + Penalty 3879.849058 = -14969930.724958 nChanged 683 SP:Iteration 10Q (4311.570000 sec): 3 clusters Score: Raw -14974444.931968 + Penalty 3879.849058 = -14970565.082909 nChanged 304 SP:Iteration 11Q (4311.870000 sec): 3 clusters Score: Raw -14974711.113452 + Penalty 3879.849058 = -14970831.264393 nChanged 175 SP:Iteration 12Q (4312.170000 sec): 3 clusters Score: Raw -14974823.133487 + Penalty 3879.849058 = -14970943.284428 nChanged 114 SP:Iteration 13Q (4312.460000 sec): 3 clusters Score: Raw -14974894.064018 + Penalty 3879.849058 = -14971014.214959 nChanged 81 SP:Iteration 14Q (4312.760000 sec): 3 clusters Score: Raw -14974929.699139 + Penalty 3879.849058 = -14971049.850081 nChanged 46 SP:Iteration 15Q (4313.050000 sec): 3 clusters Score: Raw -14974952.853764 + Penalty 3879.849058 = -14971073.004705 nChanged 41 SP:Iteration 16Q (4313.340000 sec): 3 clusters Score: Raw -14974971.703986 + Penalty 3879.849058 = -14971091.854927 nChanged 32 SP:Iteration 17Q (4313.640000 sec): 3 clusters Score: Raw -14974985.948480 + Penalty 3879.849058 = -14971106.099422 nChanged 24 SP:Iteration 18Q (4313.930000 sec): 3 clusters Score: Raw -14974994.231731 + Penalty 3879.849058 = -14971114.382672 nChanged 18 SP:Iteration 19Q (4314.220000 sec): 3 clusters Score: Raw -14975000.364762 + Penalty 3879.849058 = -14971120.515704 nChanged 14 SP:Iteration 20F (4314.630000 sec): 3 clusters Score: Raw -14975005.043584 + Penalty 3879.849058 = -14971125.194526 nChanged 10 SP:Iteration 21Q (4314.920000 sec): 3 clusters Score: Raw -14975007.903661 + Penalty 3879.849058 = -14971128.054603 nChanged 5 SP:Iteration 22Q (4315.210000 sec): 3 clusters Score: Raw -14975009.247782 + Penalty 3879.849058 = -14971129.398723 nChanged 4 SP:Iteration 23Q (4315.500000 sec): 3 clusters Score: Raw -14975010.746001 + Penalty 3879.849058 = -14971130.896942 nChanged 4 SP:Iteration 24Q (4315.800000 sec): 3 clusters Score: Raw -14975013.011465 + Penalty 3879.849058 = -14971133.162406 nChanged 8 SP:Iteration 25Q (4316.090000 sec): 3 clusters Score: Raw -14975015.889101 + Penalty 3879.849058 = -14971136.040042 nChanged 4 SP:Iteration 26Q (4316.390000 sec): 3 clusters Score: Raw -14975016.924921 + Penalty 3879.849058 = -14971137.075863 nChanged 6 SP:Iteration 27Q (4316.680000 sec): 3 clusters Score: Raw -14975018.763862 + Penalty 3879.849058 = -14971138.914803 nChanged 7 SP:Iteration 28Q (4316.970000 sec): 3 clusters Score: Raw -14975020.742430 + Penalty 3879.849058 = -14971140.893372 nChanged 4 SP:Iteration 29Q (4317.260000 sec): 3 clusters Score: Raw -14975022.330014 + Penalty 3879.849058 = -14971142.480956 nChanged 6 SP:Iteration 30Q (4317.550000 sec): 3 clusters Score: Raw -14975024.385340 + Penalty 3879.849058 = -14971144.536281 nChanged 4 SP:Iteration 31Q (4317.850000 sec): 3 clusters Score: Raw -14975025.910323 + Penalty 3879.849058 = -14971146.061264 nChanged 3 SP:Iteration 32Q (4318.140000 sec): 3 clusters Score: Raw -14975026.362620 + Penalty 3879.849058 = -14971146.513562 nChanged 1 SP:Iteration 33Q (4318.430000 sec): 3 clusters Score: Raw -14975026.731702 + Penalty 3879.849058 = -14971146.882644 nChanged 1 SP:Iteration 34Q (4318.720000 sec): 3 clusters Score: Raw -14975027.008565 + Penalty 3879.849058 = -14971147.159507 nChanged 2 SP:Iteration 35Q (4319.010000 sec): 3 clusters Score: Raw -14975027.397506 + Penalty 3879.849058 = -14971147.548448 nChanged 1 SP:Iteration 36Q (4319.310000 sec): 3 clusters Score: Raw -14975027.815958 + Penalty 3879.849058 = -14971147.966900 nChanged 1 SP:Iteration 37Q (4319.590000 sec): 3 clusters Score: Raw -14975028.426411 + Penalty 3879.849058 = -14971148.577353 nChanged 1 SP:Iteration 38Q (4319.890000 sec): 3 clusters Score: Raw -14975028.704858 + Penalty 3879.849058 = -14971148.855799 nChanged 0 SP:Iteration 39F (4320.300000 sec): 3 clusters Score: Raw -14975028.704858 + Penalty 3879.849058 = -14971148.855799 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.400000 sec): 2 clusters Score: Raw -362278.862620 + Penalty 1340.343460 = -360938.519160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.410000 sec): 3 clusters Score: Raw -360369.650356 + Penalty 2680.686920 = -357688.963436 nChanged 1471 SP:Iteration 1F (4320.420000 sec): 3 clusters Score: Raw -361237.165085 + Penalty 2680.686920 = -358556.478164 nChanged 277 SP:Iteration 2F (4320.430000 sec): 3 clusters Score: Raw -361384.056831 + Penalty 2680.686920 = -358703.369911 nChanged 172 SP:Iteration 3Q (4320.440000 sec): 3 clusters Score: Raw -361481.385583 + Penalty 2680.686920 = -358800.698662 nChanged 140 SP:Iteration 4Q (4320.450000 sec): 3 clusters Score: Raw -361559.576048 + Penalty 2680.686920 = -358878.889127 nChanged 129 SP:Iteration 5Q (4320.460000 sec): 3 clusters Score: Raw -361623.898351 + Penalty 2680.686920 = -358943.211430 nChanged 86 SP:Iteration 6Q (4320.470000 sec): 3 clusters Score: Raw -361665.283154 + Penalty 2680.686920 = -358984.596233 nChanged 75 SP:Iteration 7Q (4320.470000 sec): 3 clusters Score: Raw -361700.456853 + Penalty 2680.686920 = -359019.769932 nChanged 65 SP:Iteration 8Q (4320.490000 sec): 3 clusters Score: Raw -361729.901143 + Penalty 2680.686920 = -359049.214223 nChanged 66 SP:Iteration 9Q (4320.490000 sec): 3 clusters Score: Raw -361761.313270 + Penalty 2680.686920 = -359080.626350 nChanged 55 SP:Iteration 10Q (4320.500000 sec): 3 clusters Score: Raw -361788.870973 + Penalty 2680.686920 = -359108.184053 nChanged 54 SP:Iteration 11Q (4320.510000 sec): 3 clusters Score: Raw -361811.035346 + Penalty 2680.686920 = -359130.348426 nChanged 50 SP:Iteration 12Q (4320.520000 sec): 3 clusters Score: Raw -361832.773231 + Penalty 2680.686920 = -359152.086311 nChanged 46 SP:Iteration 13Q (4320.530000 sec): 3 clusters Score: Raw -361852.059301 + Penalty 2680.686920 = -359171.372380 nChanged 45 SP:Iteration 14Q (4320.540000 sec): 3 clusters Score: Raw -361873.124318 + Penalty 2680.686920 = -359192.437398 nChanged 47 SP:Iteration 15Q (4320.550000 sec): 3 clusters Score: Raw -361899.697941 + Penalty 2680.686920 = -359219.011021 nChanged 55 SP:Iteration 16Q (4320.560000 sec): 3 clusters Score: Raw -361933.213383 + Penalty 2680.686920 = -359252.526463 nChanged 68 SP:Iteration 17Q (4320.570000 sec): 3 clusters Score: Raw -361969.807901 + Penalty 2680.686920 = -359289.120980 nChanged 57 SP:Iteration 18Q (4320.580000 sec): 3 clusters Score: Raw -361996.108229 + Penalty 2680.686920 = -359315.421308 nChanged 48 SP:Iteration 19Q (4320.590000 sec): 3 clusters Score: Raw -362017.719786 + Penalty 2680.686920 = -359337.032865 nChanged 41 SP:Iteration 20F (4320.590000 sec): 3 clusters Score: Raw -362035.116370 + Penalty 2680.686920 = -359354.429450 nChanged 37 SP:Iteration 21Q (4320.610000 sec): 3 clusters Score: Raw -362048.784488 + Penalty 2680.686920 = -359368.097568 nChanged 23 SP:Iteration 22Q (4320.610000 sec): 3 clusters Score: Raw -362057.853875 + Penalty 2680.686920 = -359377.166954 nChanged 18 SP:Iteration 23Q (4320.620000 sec): 3 clusters Score: Raw -362068.853913 + Penalty 2680.686920 = -359388.166992 nChanged 25 SP:Iteration 24Q (4320.630000 sec): 3 clusters Score: Raw -362078.332974 + Penalty 2680.686920 = -359397.646053 nChanged 17 SP:Iteration 25Q (4320.640000 sec): 3 clusters Score: Raw -362083.262395 + Penalty 2680.686920 = -359402.575474 nChanged 10 SP:Iteration 26Q (4320.650000 sec): 3 clusters Score: Raw -362086.469165 + Penalty 2680.686920 = -359405.782245 nChanged 12 SP:Iteration 27Q (4320.660000 sec): 3 clusters Score: Raw -362090.490572 + Penalty 2680.686920 = -359409.803652 nChanged 15 SP:Iteration 28Q (4320.670000 sec): 3 clusters Score: Raw -362095.824734 + Penalty 2680.686920 = -359415.137814 nChanged 13 SP:Iteration 29Q (4320.680000 sec): 3 clusters Score: Raw -362101.498640 + Penalty 2680.686920 = -359420.811719 nChanged 16 SP:Iteration 30Q (4320.690000 sec): 3 clusters Score: Raw -362108.430157 + Penalty 2680.686920 = -359427.743236 nChanged 14 SP:Iteration 31Q (4320.690000 sec): 3 clusters Score: Raw -362112.588835 + Penalty 2680.686920 = -359431.901915 nChanged 10 SP:Iteration 32Q (4320.700000 sec): 3 clusters Score: Raw -362117.019486 + Penalty 2680.686920 = -359436.332565 nChanged 12 SP:Iteration 33Q (4320.710000 sec): 3 clusters Score: Raw -362120.642518 + Penalty 2680.686920 = -359439.955598 nChanged 12 SP:Iteration 34Q (4320.720000 sec): 3 clusters Score: Raw -362125.131726 + Penalty 2680.686920 = -359444.444806 nChanged 14 SP:Iteration 35Q (4320.730000 sec): 3 clusters Score: Raw -362131.702689 + Penalty 2680.686920 = -359451.015768 nChanged 17 SP:Iteration 36Q (4320.740000 sec): 3 clusters Score: Raw -362137.282592 + Penalty 2680.686920 = -359456.595672 nChanged 12 SP:Iteration 37Q (4320.750000 sec): 3 clusters Score: Raw -362142.341572 + Penalty 2680.686920 = -359461.654652 nChanged 9 SP:Iteration 38Q (4320.760000 sec): 3 clusters Score: Raw -362146.081448 + Penalty 2680.686920 = -359465.394528 nChanged 7 SP:Iteration 39Q (4320.770000 sec): 3 clusters Score: Raw -362151.680080 + Penalty 2680.686920 = -359470.993159 nChanged 14 SP:Iteration 40F (4320.770000 sec): 3 clusters Score: Raw -362157.688635 + Penalty 2680.686920 = -359477.001715 nChanged 12 SP:Iteration 41Q (4320.780000 sec): 3 clusters Score: Raw -362163.066699 + Penalty 2680.686920 = -359482.379778 nChanged 17 SP:Iteration 42Q (4320.790000 sec): 3 clusters Score: Raw -362172.032917 + Penalty 2680.686920 = -359491.345996 nChanged 23 SP:Iteration 43Q (4320.800000 sec): 3 clusters Score: Raw -362188.473816 + Penalty 2680.686920 = -359507.786895 nChanged 30 SP:Iteration 44Q (4320.810000 sec): 3 clusters Score: Raw -362204.504507 + Penalty 2680.686920 = -359523.817587 nChanged 25 SP:Iteration 45Q (4320.820000 sec): 3 clusters Score: Raw -362216.512046 + Penalty 2680.686920 = -359535.825126 nChanged 23 SP:Iteration 46Q (4320.830000 sec): 3 clusters Score: Raw -362229.491401 + Penalty 2680.686920 = -359548.804481 nChanged 24 SP:Iteration 47Q (4320.830000 sec): 3 clusters Score: Raw -362243.361913 + Penalty 2680.686920 = -359562.674993 nChanged 25 SP:Iteration 48Q (4320.840000 sec): 3 clusters Score: Raw -362255.765444 + Penalty 2680.686920 = -359575.078524 nChanged 20 SP:Iteration 49Q (4320.850000 sec): 3 clusters Score: Raw -362265.374434 + Penalty 2680.686920 = -359584.687513 nChanged 14 SP:Iteration 50Q (4320.860000 sec): 3 clusters Score: Raw -362271.364912 + Penalty 2680.686920 = -359590.677991 nChanged 10 SP:Iteration 51Q (4320.870000 sec): 3 clusters Score: Raw -362274.830757 + Penalty 2680.686920 = -359594.143837 nChanged 3 SP:Iteration 52Q (4320.870000 sec): 3 clusters Score: Raw -362275.790949 + Penalty 2680.686920 = -359595.104028 nChanged 2 SP:Iteration 53Q (4320.880000 sec): 3 clusters Score: Raw -362276.241767 + Penalty 2680.686920 = -359595.554846 nChanged 3 SP:Iteration 54Q (4320.890000 sec): 3 clusters Score: Raw -362277.221018 + Penalty 2680.686920 = -359596.534097 nChanged 1 SP:Iteration 55Q (4320.900000 sec): 3 clusters Score: Raw -362277.487672 + Penalty 2680.686920 = -359596.800752 nChanged 0 SP:Iteration 56F (4320.910000 sec): 3 clusters Score: Raw -362277.487672 + Penalty 2680.686920 = -359596.800752 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.910000 sec): 2 clusters Score: Raw -43366.865908 + Penalty 1008.895879 = -42357.970028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.920000 sec): 3 clusters Score: Raw -43383.638239 + Penalty 2017.791758 = -41365.846480 nChanged 121 SP:Iteration 1F (4320.920000 sec): 3 clusters Score: Raw -43633.733255 + Penalty 2017.791758 = -41615.941496 nChanged 37 SP:Iteration 2F (4320.920000 sec): 3 clusters Score: Raw -43695.738396 + Penalty 2017.791758 = -41677.946638 nChanged 12 SP:Iteration 3Q (4320.920000 sec): 3 clusters Score: Raw -43728.243018 + Penalty 2017.791758 = -41710.451259 nChanged 13 SP:Iteration 4Q (4320.920000 sec): 3 clusters Score: Raw -43752.610703 + Penalty 2017.791758 = -41734.818945 nChanged 14 SP:Iteration 5Q (4320.920000 sec): 3 clusters Score: Raw -43777.966300 + Penalty 2017.791758 = -41760.174541 nChanged 11 SP:Iteration 6Q (4320.930000 sec): 3 clusters Score: Raw -43791.462270 + Penalty 2017.791758 = -41773.670511 nChanged 9 SP:Iteration 7Q (4320.930000 sec): 3 clusters Score: Raw -43805.492501 + Penalty 2017.791758 = -41787.700743 nChanged 14 SP:Iteration 8Q (4320.930000 sec): 3 clusters Score: Raw -43832.774778 + Penalty 2017.791758 = -41814.983020 nChanged 12 SP:Iteration 9Q (4320.930000 sec): 3 clusters Score: Raw -43856.709297 + Penalty 2017.791758 = -41838.917538 nChanged 6 SP:Iteration 10Q (4320.930000 sec): 3 clusters Score: Raw -43866.988286 + Penalty 2017.791758 = -41849.196527 nChanged 9 SP:Iteration 11Q (4320.930000 sec): 3 clusters Score: Raw -43884.158874 + Penalty 2017.791758 = -41866.367116 nChanged 10 SP:Iteration 12Q (4320.930000 sec): 3 clusters Score: Raw -43912.434137 + Penalty 2017.791758 = -41894.642378 nChanged 8 SP:Iteration 13Q (4320.930000 sec): 3 clusters Score: Raw -43941.631170 + Penalty 2017.791758 = -41923.839411 nChanged 11 SP:Iteration 14Q (4320.930000 sec): 3 clusters Score: Raw -44007.108508 + Penalty 2017.791758 = -41989.316749 nChanged 12 SP:Iteration 15Q (4320.930000 sec): 3 clusters Score: Raw -44048.441913 + Penalty 2017.791758 = -42030.650155 nChanged 7 SP:Iteration 16Q (4320.940000 sec): 3 clusters Score: Raw -44067.281544 + Penalty 2017.791758 = -42049.489785 nChanged 4 SP:Iteration 17Q (4320.940000 sec): 3 clusters Score: Raw -44076.222735 + Penalty 2017.791758 = -42058.430976 nChanged 1 SP:Iteration 18Q (4320.940000 sec): 3 clusters Score: Raw -44078.632836 + Penalty 2017.791758 = -42060.841077 nChanged 1 SP:Iteration 19Q (4320.940000 sec): 3 clusters Score: Raw -44080.236025 + Penalty 2017.791758 = -42062.444266 nChanged 0 SP:Iteration 20F (4320.940000 sec): 3 clusters Score: Raw -44080.236025 + Penalty 2017.791758 = -42062.444266 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.940000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.950000 sec): 3 clusters Score: Raw -25065.462306 + Penalty 1850.462945 = -23214.999361 nChanged 52 SP:Iteration 1F (4320.950000 sec): 3 clusters Score: Raw -25216.938780 + Penalty 1850.462945 = -23366.475835 nChanged 9 SP:Iteration 2Q (4320.950000 sec): 3 clusters Score: Raw -25256.600180 + Penalty 1850.462945 = -23406.137235 nChanged 9 SP:Iteration 3Q (4320.950000 sec): 3 clusters Score: Raw -25283.571732 + Penalty 1850.462945 = -23433.108786 nChanged 5 SP:Iteration 4Q (4320.950000 sec): 3 clusters Score: Raw -25298.499088 + Penalty 1850.462945 = -23448.036143 nChanged 2 SP:Iteration 5Q (4320.950000 sec): 3 clusters Score: Raw -25302.700855 + Penalty 1850.462945 = -23452.237910 nChanged 2 SP:Iteration 6Q (4320.950000 sec): 3 clusters Score: Raw -25306.626976 + Penalty 1850.462945 = -23456.164030 nChanged 0 SP:Iteration 7F (4320.950000 sec): 3 clusters Score: Raw -25306.626976 + Penalty 1850.462945 = -23456.164030 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.950000 sec): 2 clusters Score: Raw -17204.427519 + Penalty 857.693632 = -16346.733887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.950000 sec): 3 clusters Score: Raw -17322.224311 + Penalty 1715.387264 = -15606.837047 nChanged 29 SP:Iteration 1F (4320.950000 sec): 3 clusters Score: Raw -17416.100448 + Penalty 1715.387264 = -15700.713184 nChanged 4 SP:Iteration 2Q (4320.950000 sec): 3 clusters Score: Raw -17434.662943 + Penalty 1715.387264 = -15719.275678 nChanged 0 SP:Iteration 3F (4320.950000 sec): 3 clusters Score: Raw -17434.662943 + Penalty 1715.387264 = -15719.275678 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.960000 sec): 2 clusters Score: Raw -22252.424368 + Penalty 906.706097 = -21345.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.960000 sec): 3 clusters Score: Raw -22342.386848 + Penalty 1813.412193 = -20528.974655 nChanged 42 SP:Iteration 1F (4320.960000 sec): 3 clusters Score: Raw -22484.321496 + Penalty 1813.412193 = -20670.909303 nChanged 14 SP:Iteration 2F (4320.960000 sec): 3 clusters Score: Raw -22545.757985 + Penalty 1813.412193 = -20732.345791 nChanged 8 SP:Iteration 3Q (4320.960000 sec): 3 clusters Score: Raw -22599.361840 + Penalty 1813.412193 = -20785.949647 nChanged 7 SP:Iteration 4Q (4320.960000 sec): 3 clusters Score: Raw -22635.176126 + Penalty 1813.412193 = -20821.763932 nChanged 5 SP:Iteration 5Q (4320.960000 sec): 3 clusters Score: Raw -22652.613187 + Penalty 1813.412193 = -20839.200994 nChanged 1 SP:Iteration 6Q (4320.960000 sec): 3 clusters Score: Raw -22661.420237 + Penalty 1813.412193 = -20848.008043 nChanged 0 SP:Iteration 7F (4320.970000 sec): 3 clusters Score: Raw -22661.420237 + Penalty 1813.412193 = -20848.008043 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.970000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.970000 sec): 3 clusters Score: Raw -28679.113896 + Penalty 1874.704324 = -26804.409572 nChanged 57 SP:Iteration 1F (4320.970000 sec): 3 clusters Score: Raw -28809.475858 + Penalty 1874.704324 = -26934.771535 nChanged 16 SP:Iteration 2Q (4320.970000 sec): 3 clusters Score: Raw -28846.394764 + Penalty 1874.704324 = -26971.690440 nChanged 5 SP:Iteration 3Q (4320.970000 sec): 3 clusters Score: Raw -28862.158834 + Penalty 1874.704324 = -26987.454510 nChanged 4 SP:Iteration 4Q (4320.970000 sec): 3 clusters Score: Raw -28873.277071 + Penalty 1874.704324 = -26998.572747 nChanged 3 SP:Iteration 5Q (4320.970000 sec): 3 clusters Score: Raw -28886.021151 + Penalty 1874.704324 = -27011.316827 nChanged 3 SP:Iteration 6Q (4320.970000 sec): 3 clusters Score: Raw -28895.772516 + Penalty 1874.704324 = -27021.068192 nChanged 1 SP:Iteration 7Q (4320.970000 sec): 3 clusters Score: Raw -28898.352399 + Penalty 1874.704324 = -27023.648075 nChanged 0 SP:Iteration 8F (4320.970000 sec): 3 clusters Score: Raw -28898.352399 + Penalty 1874.704324 = -27023.648075 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4320.980000 sec): 2 clusters Score: Raw -65435.799612 + Penalty 1064.318246 = -64371.481367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4320.980000 sec): 3 clusters Score: Raw -65324.294897 + Penalty 2128.636491 = -63195.658405 nChanged 166 SP:Iteration 1F (4320.980000 sec): 3 clusters Score: Raw -65543.300177 + Penalty 2128.636491 = -63414.663686 nChanged 46 SP:Iteration 2F (4320.990000 sec): 3 clusters Score: Raw -65596.247868 + Penalty 2128.636491 = -63467.611377 nChanged 28 SP:Iteration 3Q (4320.990000 sec): 3 clusters Score: Raw -65631.858734 + Penalty 2128.636491 = -63503.222242 nChanged 16 SP:Iteration 4Q (4320.990000 sec): 3 clusters Score: Raw -65658.766028 + Penalty 2128.636491 = -63530.129537 nChanged 12 SP:Iteration 5Q (4320.990000 sec): 3 clusters Score: Raw -65680.995558 + Penalty 2128.636491 = -63552.359066 nChanged 15 SP:Iteration 6Q (4320.990000 sec): 3 clusters Score: Raw -65714.702215 + Penalty 2128.636491 = -63586.065724 nChanged 13 SP:Iteration 7Q (4320.990000 sec): 3 clusters Score: Raw -65733.981223 + Penalty 2128.636491 = -63605.344731 nChanged 12 SP:Iteration 8Q (4321.000000 sec): 3 clusters Score: Raw -65751.335719 + Penalty 2128.636491 = -63622.699228 nChanged 7 SP:Iteration 9Q (4321.000000 sec): 3 clusters Score: Raw -65759.771892 + Penalty 2128.636491 = -63631.135401 nChanged 7 SP:Iteration 10Q (4321.000000 sec): 3 clusters Score: Raw -65771.255990 + Penalty 2128.636491 = -63642.619499 nChanged 6 SP:Iteration 11Q (4321.000000 sec): 3 clusters Score: Raw -65777.862158 + Penalty 2128.636491 = -63649.225667 nChanged 3 SP:Iteration 12Q (4321.000000 sec): 3 clusters Score: Raw -65782.147070 + Penalty 2128.636491 = -63653.510579 nChanged 6 SP:Iteration 13Q (4321.010000 sec): 3 clusters Score: Raw -65791.368164 + Penalty 2128.636491 = -63662.731673 nChanged 8 SP:Iteration 14Q (4321.010000 sec): 3 clusters Score: Raw -65802.305899 + Penalty 2128.636491 = -63673.669407 nChanged 10 SP:Iteration 15Q (4321.010000 sec): 3 clusters Score: Raw -65815.325450 + Penalty 2128.636491 = -63686.688959 nChanged 4 SP:Iteration 16Q (4321.010000 sec): 3 clusters Score: Raw -65820.160288 + Penalty 2128.636491 = -63691.523797 nChanged 0 SP:Iteration 17F (4321.010000 sec): 3 clusters Score: Raw -65820.160288 + Penalty 2128.636491 = -63691.523797 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (16034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4321.070000 sec): 2 clusters Score: Raw -1599968.019130 + Penalty 1573.400846 = -1598394.618284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4321.110000 sec): 3 clusters Score: Raw -1590414.754301 + Penalty 3146.801693 = -1587267.952608 nChanged 7248 SP:Iteration 1F (4321.150000 sec): 3 clusters Score: Raw -1594482.686809 + Penalty 3146.801693 = -1591335.885116 nChanged 909 SP:Iteration 2F (4321.190000 sec): 3 clusters Score: Raw -1594872.009343 + Penalty 3146.801693 = -1591725.207650 nChanged 833 SP:Iteration 3F (4321.230000 sec): 3 clusters Score: Raw -1595273.240971 + Penalty 3146.801693 = -1592126.439278 nChanged 844 SP:Iteration 4F (4321.270000 sec): 3 clusters Score: Raw -1595747.490837 + Penalty 3146.801693 = -1592600.689145 nChanged 851 SP:Iteration 5F (4321.310000 sec): 3 clusters Score: Raw -1596347.846260 + Penalty 3146.801693 = -1593201.044567 nChanged 871 SP:Iteration 6F (4321.360000 sec): 3 clusters Score: Raw -1597062.381852 + Penalty 3146.801693 = -1593915.580159 nChanged 831 SP:Iteration 7F (4321.400000 sec): 3 clusters Score: Raw -1597813.452328 + Penalty 3146.801693 = -1594666.650636 nChanged 747 SP:Iteration 8Q (4321.440000 sec): 3 clusters Score: Raw -1598494.476483 + Penalty 3146.801693 = -1595347.674791 nChanged 594 SP:Iteration 9Q (4321.470000 sec): 3 clusters Score: Raw -1598991.311882 + Penalty 3146.801693 = -1595844.510189 nChanged 424 SP:Iteration 10Q (4321.510000 sec): 3 clusters Score: Raw -1599310.851009 + Penalty 3146.801693 = -1596164.049317 nChanged 324 SP:Iteration 11Q (4321.550000 sec): 3 clusters Score: Raw -1599532.396673 + Penalty 3146.801693 = -1596385.594981 nChanged 261 SP:Iteration 12Q (4321.580000 sec): 3 clusters Score: Raw -1599694.483296 + Penalty 3146.801693 = -1596547.681603 nChanged 173 SP:Iteration 13Q (4321.620000 sec): 3 clusters Score: Raw -1599787.642624 + Penalty 3146.801693 = -1596640.840931 nChanged 123 SP:Iteration 14Q (4321.650000 sec): 3 clusters Score: Raw -1599846.168153 + Penalty 3146.801693 = -1596699.366460 nChanged 113 SP:Iteration 15Q (4321.690000 sec): 3 clusters Score: Raw -1599898.651650 + Penalty 3146.801693 = -1596751.849957 nChanged 89 SP:Iteration 16Q (4321.720000 sec): 3 clusters Score: Raw -1599943.916730 + Penalty 3146.801693 = -1596797.115037 nChanged 77 SP:Iteration 17Q (4321.750000 sec): 3 clusters Score: Raw -1599977.113202 + Penalty 3146.801693 = -1596830.311510 nChanged 64 SP:Iteration 18Q (4321.780000 sec): 3 clusters Score: Raw -1600005.701605 + Penalty 3146.801693 = -1596858.899912 nChanged 52 SP:Iteration 19Q (4321.810000 sec): 3 clusters Score: Raw -1600032.964210 + Penalty 3146.801693 = -1596886.162517 nChanged 65 SP:Iteration 20F (4321.850000 sec): 3 clusters Score: Raw -1600065.275055 + Penalty 3146.801693 = -1596918.473362 nChanged 46 SP:Iteration 21Q (4321.880000 sec): 3 clusters Score: Raw -1600086.871692 + Penalty 3146.801693 = -1596940.069999 nChanged 43 SP:Iteration 22Q (4321.910000 sec): 3 clusters Score: Raw -1600101.284933 + Penalty 3146.801693 = -1596954.483240 nChanged 24 SP:Iteration 23Q (4321.950000 sec): 3 clusters Score: Raw -1600110.842644 + Penalty 3146.801693 = -1596964.040951 nChanged 28 SP:Iteration 24Q (4321.970000 sec): 3 clusters Score: Raw -1600118.725269 + Penalty 3146.801693 = -1596971.923577 nChanged 22 SP:Iteration 25Q (4322.010000 sec): 3 clusters Score: Raw -1600126.580138 + Penalty 3146.801693 = -1596979.778446 nChanged 17 SP:Iteration 26Q (4322.040000 sec): 3 clusters Score: Raw -1600133.589090 + Penalty 3146.801693 = -1596986.787397 nChanged 18 SP:Iteration 27Q (4322.070000 sec): 3 clusters Score: Raw -1600139.102159 + Penalty 3146.801693 = -1596992.300466 nChanged 11 SP:Iteration 28Q (4322.100000 sec): 3 clusters Score: Raw -1600142.644146 + Penalty 3146.801693 = -1596995.842454 nChanged 10 SP:Iteration 29Q (4322.130000 sec): 3 clusters Score: Raw -1600146.796254 + Penalty 3146.801693 = -1596999.994562 nChanged 6 SP:Iteration 30Q (4322.160000 sec): 3 clusters Score: Raw -1600149.439784 + Penalty 3146.801693 = -1597002.638091 nChanged 6 SP:Iteration 31Q (4322.190000 sec): 3 clusters Score: Raw -1600151.135430 + Penalty 3146.801693 = -1597004.333737 nChanged 8 SP:Iteration 32Q (4322.220000 sec): 3 clusters Score: Raw -1600153.635190 + Penalty 3146.801693 = -1597006.833498 nChanged 11 SP:Iteration 33Q (4322.250000 sec): 3 clusters Score: Raw -1600156.329753 + Penalty 3146.801693 = -1597009.528061 nChanged 5 SP:Iteration 34Q (4322.280000 sec): 3 clusters Score: Raw -1600158.375465 + Penalty 3146.801693 = -1597011.573772 nChanged 7 SP:Iteration 35Q (4322.310000 sec): 3 clusters Score: Raw -1600162.063070 + Penalty 3146.801693 = -1597015.261377 nChanged 7 SP:Iteration 36Q (4322.340000 sec): 3 clusters Score: Raw -1600164.007995 + Penalty 3146.801693 = -1597017.206302 nChanged 6 SP:Iteration 37Q (4322.370000 sec): 3 clusters Score: Raw -1600166.482569 + Penalty 3146.801693 = -1597019.680876 nChanged 7 SP:Iteration 38Q (4322.400000 sec): 3 clusters Score: Raw -1600169.931133 + Penalty 3146.801693 = -1597023.129440 nChanged 14 SP:Iteration 39Q (4322.430000 sec): 3 clusters Score: Raw -1600175.516586 + Penalty 3146.801693 = -1597028.714893 nChanged 6 SP:Iteration 40F (4322.470000 sec): 3 clusters Score: Raw -1600177.653566 + Penalty 3146.801693 = -1597030.851874 nChanged 2 SP:Iteration 41Q (4322.500000 sec): 3 clusters Score: Raw -1600178.516864 + Penalty 3146.801693 = -1597031.715171 nChanged 5 SP:Iteration 42Q (4322.530000 sec): 3 clusters Score: Raw -1600180.564920 + Penalty 3146.801693 = -1597033.763227 nChanged 3 SP:Iteration 43Q (4322.560000 sec): 3 clusters Score: Raw -1600181.627443 + Penalty 3146.801693 = -1597034.825750 nChanged 1 SP:Iteration 44Q (4322.590000 sec): 3 clusters Score: Raw -1600182.040009 + Penalty 3146.801693 = -1597035.238317 nChanged 2 SP:Iteration 45Q (4322.630000 sec): 3 clusters Score: Raw -1600182.553968 + Penalty 3146.801693 = -1597035.752276 nChanged 1 SP:Iteration 46Q (4322.650000 sec): 3 clusters Score: Raw -1600182.816443 + Penalty 3146.801693 = -1597036.014750 nChanged 0 SP:Iteration 47F (4322.690000 sec): 3 clusters Score: Raw -1600182.816443 + Penalty 3146.801693 = -1597036.014750 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.710000 sec): 2 clusters Score: Raw -107564.014322 + Penalty 1144.938694 = -106419.075628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.710000 sec): 3 clusters Score: Raw -107165.922351 + Penalty 2289.877387 = -104876.044964 nChanged 346 SP:Iteration 1F (4322.710000 sec): 3 clusters Score: Raw -107427.989087 + Penalty 2289.877387 = -105138.111699 nChanged 65 SP:Iteration 2F (4322.720000 sec): 3 clusters Score: Raw -107490.225899 + Penalty 2289.877387 = -105200.348511 nChanged 42 SP:Iteration 3Q (4322.720000 sec): 3 clusters Score: Raw -107540.143421 + Penalty 2289.877387 = -105250.266033 nChanged 33 SP:Iteration 4Q (4322.730000 sec): 3 clusters Score: Raw -107567.729866 + Penalty 2289.877387 = -105277.852478 nChanged 19 SP:Iteration 5Q (4322.730000 sec): 3 clusters Score: Raw -107585.402376 + Penalty 2289.877387 = -105295.524988 nChanged 22 SP:Iteration 6Q (4322.730000 sec): 3 clusters Score: Raw -107603.533946 + Penalty 2289.877387 = -105313.656559 nChanged 11 SP:Iteration 7Q (4322.730000 sec): 3 clusters Score: Raw -107613.115060 + Penalty 2289.877387 = -105323.237672 nChanged 6 SP:Iteration 8Q (4322.730000 sec): 3 clusters Score: Raw -107621.713581 + Penalty 2289.877387 = -105331.836194 nChanged 8 SP:Iteration 9Q (4322.740000 sec): 3 clusters Score: Raw -107632.873593 + Penalty 2289.877387 = -105342.996206 nChanged 10 SP:Iteration 10Q (4322.740000 sec): 3 clusters Score: Raw -107642.866548 + Penalty 2289.877387 = -105352.989161 nChanged 9 SP:Iteration 11Q (4322.750000 sec): 3 clusters Score: Raw -107648.159942 + Penalty 2289.877387 = -105358.282554 nChanged 2 SP:Iteration 12Q (4322.750000 sec): 3 clusters Score: Raw -107649.444253 + Penalty 2289.877387 = -105359.566865 nChanged 1 SP:Iteration 13Q (4322.750000 sec): 3 clusters Score: Raw -107649.829256 + Penalty 2289.877387 = -105359.951868 nChanged 0 SP:Iteration 14F (4322.750000 sec): 3 clusters Score: Raw -107649.829256 + Penalty 2289.877387 = -105359.951868 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.760000 sec): 2 clusters Score: Raw -61680.840300 + Penalty 1072.920532 = -60607.919767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.760000 sec): 3 clusters Score: Raw -61566.373676 + Penalty 2145.841065 = -59420.532611 nChanged 198 SP:Iteration 1F (4322.760000 sec): 3 clusters Score: Raw -61867.920362 + Penalty 2145.841065 = -59722.079297 nChanged 49 SP:Iteration 2F (4322.770000 sec): 3 clusters Score: Raw -61961.049761 + Penalty 2145.841065 = -59815.208696 nChanged 33 SP:Iteration 3Q (4322.770000 sec): 3 clusters Score: Raw -62021.105358 + Penalty 2145.841065 = -59875.264293 nChanged 25 SP:Iteration 4Q (4322.770000 sec): 3 clusters Score: Raw -62068.275152 + Penalty 2145.841065 = -59922.434087 nChanged 30 SP:Iteration 5Q (4322.770000 sec): 3 clusters Score: Raw -62135.956839 + Penalty 2145.841065 = -59990.115774 nChanged 30 SP:Iteration 6Q (4322.770000 sec): 3 clusters Score: Raw -62186.999732 + Penalty 2145.841065 = -60041.158667 nChanged 21 SP:Iteration 7Q (4322.770000 sec): 3 clusters Score: Raw -62238.576148 + Penalty 2145.841065 = -60092.735083 nChanged 27 SP:Iteration 8Q (4322.770000 sec): 3 clusters Score: Raw -62292.276407 + Penalty 2145.841065 = -60146.435342 nChanged 17 SP:Iteration 9Q (4322.780000 sec): 3 clusters Score: Raw -62325.229134 + Penalty 2145.841065 = -60179.388069 nChanged 14 SP:Iteration 10Q (4322.780000 sec): 3 clusters Score: Raw -62353.595253 + Penalty 2145.841065 = -60207.754188 nChanged 13 SP:Iteration 11Q (4322.780000 sec): 3 clusters Score: Raw -62382.831880 + Penalty 2145.841065 = -60236.990815 nChanged 9 SP:Iteration 12Q (4322.780000 sec): 3 clusters Score: Raw -62396.725545 + Penalty 2145.841065 = -60250.884480 nChanged 7 SP:Iteration 13Q (4322.790000 sec): 3 clusters Score: Raw -62417.735114 + Penalty 2145.841065 = -60271.894049 nChanged 9 SP:Iteration 14Q (4322.790000 sec): 3 clusters Score: Raw -62442.553232 + Penalty 2145.841065 = -60296.712167 nChanged 9 SP:Iteration 15Q (4322.790000 sec): 3 clusters Score: Raw -62484.502863 + Penalty 2145.841065 = -60338.661798 nChanged 11 SP:Iteration 16Q (4322.790000 sec): 3 clusters Score: Raw -62525.137755 + Penalty 2145.841065 = -60379.296690 nChanged 7 SP:Iteration 17Q (4322.790000 sec): 3 clusters Score: Raw -62532.739095 + Penalty 2145.841065 = -60386.898030 nChanged 3 SP:Iteration 18Q (4322.790000 sec): 3 clusters Score: Raw -62536.145251 + Penalty 2145.841065 = -60390.304186 nChanged 2 SP:Iteration 19Q (4322.790000 sec): 3 clusters Score: Raw -62539.541190 + Penalty 2145.841065 = -60393.700125 nChanged 2 SP:Iteration 20F (4322.790000 sec): 3 clusters Score: Raw -62542.299726 + Penalty 2145.841065 = -60396.458662 nChanged 1 SP:Iteration 21Q (4322.800000 sec): 3 clusters Score: Raw -62545.256090 + Penalty 2145.841065 = -60399.415025 nChanged 3 SP:Iteration 22Q (4322.800000 sec): 3 clusters Score: Raw -62554.833031 + Penalty 2145.841065 = -60408.991967 nChanged 1 SP:Iteration 23Q (4322.800000 sec): 3 clusters Score: Raw -62555.812575 + Penalty 2145.841065 = -60409.971510 nChanged 0 SP:Iteration 24F (4322.800000 sec): 3 clusters Score: Raw -62555.812575 + Penalty 2145.841065 = -60409.971510 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4322.820000 sec): 2 clusters Score: Raw -503936.199739 + Penalty 1382.771424 = -502553.428315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4322.830000 sec): 3 clusters Score: Raw -501316.507747 + Penalty 2765.542849 = -498550.964898 nChanged 2043 SP:Iteration 1F (4322.850000 sec): 3 clusters Score: Raw -502418.172625 + Penalty 2765.542849 = -499652.629776 nChanged 335 SP:Iteration 2F (4322.860000 sec): 3 clusters Score: Raw -502591.200461 + Penalty 2765.542849 = -499825.657612 nChanged 296 SP:Iteration 3F (4322.870000 sec): 3 clusters Score: Raw -502731.207607 + Penalty 2765.542849 = -499965.664758 nChanged 207 SP:Iteration 4Q (4322.880000 sec): 3 clusters Score: Raw -502821.341217 + Penalty 2765.542849 = -500055.798368 nChanged 178 SP:Iteration 5Q (4322.890000 sec): 3 clusters Score: Raw -502899.582337 + Penalty 2765.542849 = -500134.039488 nChanged 161 SP:Iteration 6Q (4322.910000 sec): 3 clusters Score: Raw -502980.090885 + Penalty 2765.542849 = -500214.548036 nChanged 175 SP:Iteration 7Q (4322.920000 sec): 3 clusters Score: Raw -503068.781135 + Penalty 2765.542849 = -500303.238286 nChanged 169 SP:Iteration 8Q (4322.930000 sec): 3 clusters Score: Raw -503166.488510 + Penalty 2765.542849 = -500400.945661 nChanged 162 SP:Iteration 9Q (4322.940000 sec): 3 clusters Score: Raw -503270.878895 + Penalty 2765.542849 = -500505.336046 nChanged 165 SP:Iteration 10Q (4322.950000 sec): 3 clusters Score: Raw -503379.421644 + Penalty 2765.542849 = -500613.878795 nChanged 182 SP:Iteration 11Q (4322.970000 sec): 3 clusters Score: Raw -503520.318427 + Penalty 2765.542849 = -500754.775578 nChanged 178 SP:Iteration 12Q (4322.980000 sec): 3 clusters Score: Raw -503666.714197 + Penalty 2765.542849 = -500901.171348 nChanged 143 SP:Iteration 13Q (4322.990000 sec): 3 clusters Score: Raw -503787.105018 + Penalty 2765.542849 = -501021.562169 nChanged 113 SP:Iteration 14Q (4323.000000 sec): 3 clusters Score: Raw -503875.457103 + Penalty 2765.542849 = -501109.914254 nChanged 95 SP:Iteration 15Q (4323.010000 sec): 3 clusters Score: Raw -503962.102535 + Penalty 2765.542849 = -501196.559686 nChanged 94 SP:Iteration 16Q (4323.030000 sec): 3 clusters Score: Raw -504042.856377 + Penalty 2765.542849 = -501277.313528 nChanged 57 SP:Iteration 17Q (4323.040000 sec): 3 clusters Score: Raw -504091.615892 + Penalty 2765.542849 = -501326.073043 nChanged 45 SP:Iteration 18Q (4323.050000 sec): 3 clusters Score: Raw -504133.639982 + Penalty 2765.542849 = -501368.097133 nChanged 31 SP:Iteration 19Q (4323.060000 sec): 3 clusters Score: Raw -504157.121231 + Penalty 2765.542849 = -501391.578382 nChanged 26 SP:Iteration 20F (4323.070000 sec): 3 clusters Score: Raw -504172.822850 + Penalty 2765.542849 = -501407.280001 nChanged 20 SP:Iteration 21Q (4323.080000 sec): 3 clusters Score: Raw -504185.352360 + Penalty 2765.542849 = -501419.809511 nChanged 5 SP:Iteration 22Q (4323.090000 sec): 3 clusters Score: Raw -504187.310780 + Penalty 2765.542849 = -501421.767931 nChanged 3 SP:Iteration 23Q (4323.100000 sec): 3 clusters Score: Raw -504189.052017 + Penalty 2765.542849 = -501423.509168 nChanged 3 SP:Iteration 24Q (4323.110000 sec): 3 clusters Score: Raw -504189.850836 + Penalty 2765.542849 = -501424.307987 nChanged 0 SP:Iteration 25F (4323.120000 sec): 3 clusters Score: Raw -504189.850836 + Penalty 2765.542849 = -501424.307987 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 30 (435320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4324.520000 sec): 2 clusters Score: Raw -42185769.548850 + Penalty 2109.873459 = -42183659.675391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4325.710000 sec): 3 clusters Score: Raw -41894528.776807 + Penalty 4219.746918 = -41890309.029889 nChanged 212399 SP:Iteration 1F (4326.890000 sec): 3 clusters Score: Raw -42024233.929298 + Penalty 4219.746918 = -42020014.182379 nChanged 17326 SP:Iteration 2Q (4328.110000 sec): 3 clusters Score: Raw -42030223.659043 + Penalty 4219.746918 = -42026003.912124 nChanged 23706 SP:Iteration 3F (4329.300000 sec): 3 clusters Score: Raw -42041863.040423 + Penalty 4219.746918 = -42037643.293505 nChanged 31814 SP:Iteration 4F (4330.490000 sec): 3 clusters Score: Raw -42063250.285453 + Penalty 4219.746918 = -42059030.538535 nChanged 38501 SP:Iteration 5F (4331.660000 sec): 3 clusters Score: Raw -42096187.740378 + Penalty 4219.746918 = -42091967.993459 nChanged 38920 SP:Iteration 6F (4332.840000 sec): 3 clusters Score: Raw -42134699.647738 + Penalty 4219.746918 = -42130479.900820 nChanged 29063 SP:Iteration 7F (4334.000000 sec): 3 clusters Score: Raw -42164456.147370 + Penalty 4219.746918 = -42160236.400452 nChanged 14966 SP:Iteration 8Q (4335.170000 sec): 3 clusters Score: Raw -42179051.448522 + Penalty 4219.746918 = -42174831.701604 nChanged 5477 SP:Iteration 9Q (4336.230000 sec): 3 clusters Score: Raw -42184042.885678 + Penalty 4219.746918 = -42179823.138759 nChanged 1603 SP:Iteration 10Q (4337.160000 sec): 3 clusters Score: Raw -42185421.700584 + Penalty 4219.746918 = -42181201.953666 nChanged 399 SP:Iteration 11Q (4338.010000 sec): 3 clusters Score: Raw -42185781.904826 + Penalty 4219.746918 = -42181562.157908 nChanged 112 SP:Iteration 12Q (4338.850000 sec): 3 clusters Score: Raw -42185904.000364 + Penalty 4219.746918 = -42181684.253446 nChanged 54 SP:Iteration 13Q (4339.670000 sec): 3 clusters Score: Raw -42185976.912299 + Penalty 4219.746918 = -42181757.165381 nChanged 26 SP:Iteration 14Q (4340.490000 sec): 3 clusters Score: Raw -42186011.302251 + Penalty 4219.746918 = -42181791.555333 nChanged 13 SP:Iteration 15Q (4341.310000 sec): 3 clusters Score: Raw -42186033.972951 + Penalty 4219.746918 = -42181814.226033 nChanged 7 SP:Iteration 16Q (4342.130000 sec): 3 clusters Score: Raw -42186040.871028 + Penalty 4219.746918 = -42181821.124109 nChanged 3 SP:Iteration 17Q (4342.950000 sec): 3 clusters Score: Raw -42186045.952466 + Penalty 4219.746918 = -42181826.205547 nChanged 4 SP:Iteration 18Q (4343.760000 sec): 3 clusters Score: Raw -42186048.122333 + Penalty 4219.746918 = -42181828.375415 nChanged 1 SP:Iteration 19Q (4344.570000 sec): 3 clusters Score: Raw -42186049.156728 + Penalty 4219.746918 = -42181829.409810 nChanged 2 SP:Iteration 20F (4345.740000 sec): 3 clusters Score: Raw -42186051.648737 + Penalty 4219.746918 = -42181831.901818 nChanged 1 SP:Iteration 21Q (4346.560000 sec): 3 clusters Score: Raw -42186052.622840 + Penalty 4219.746918 = -42181832.875922 nChanged 2 SP:Iteration 22Q (4347.380000 sec): 3 clusters Score: Raw -42186055.674885 + Penalty 4219.746918 = -42181835.927966 nChanged 2 SP:Iteration 23Q (4348.190000 sec): 3 clusters Score: Raw -42186057.276880 + Penalty 4219.746918 = -42181837.529962 nChanged 2 SP:Iteration 24Q (4349.010000 sec): 3 clusters Score: Raw -42186058.345073 + Penalty 4219.746918 = -42181838.598155 nChanged 0 SP:Iteration 25F (4350.180000 sec): 3 clusters Score: Raw -42186058.345073 + Penalty 4219.746918 = -42181838.598155 nChanged 0 Iteration 299Q (4354.320000 sec): 31 clusters Score: Raw -78269619.608657 + Penalty 66389.558402 = -78203230.050256 nChanged 1244 Iteration 300F (4376.840000 sec): 31 clusters Score: Raw -78269661.360955 + Penalty 66389.558402 = -78203271.802554 nChanged 920 Iteration 301Q (4381.340000 sec): 31 clusters Score: Raw -78269688.462147 + Penalty 66389.558402 = -78203298.903745 nChanged 779 Iteration 302Q (4385.840000 sec): 31 clusters Score: Raw -78269709.856355 + Penalty 66389.558402 = -78203320.297953 nChanged 639 Iteration 303Q (4390.330000 sec): 31 clusters Score: Raw -78269725.081263 + Penalty 66389.558402 = -78203335.522861 nChanged 551 Iteration 304Q (4394.820000 sec): 31 clusters Score: Raw -78269740.824265 + Penalty 66389.558402 = -78203351.265863 nChanged 500 Iteration 305Q (4399.300000 sec): 31 clusters Score: Raw -78269750.982400 + Penalty 66389.558402 = -78203361.423998 nChanged 419 Iteration 306Q (4403.790000 sec): 31 clusters Score: Raw -78269758.435998 + Penalty 66389.558402 = -78203368.877596 nChanged 404 Iteration 307Q (4408.270000 sec): 31 clusters Score: Raw -78269765.938871 + Penalty 66389.558402 = -78203376.380469 nChanged 395 Iteration 308Q (4412.750000 sec): 31 clusters Score: Raw -78269773.128174 + Penalty 66389.558402 = -78203383.569772 nChanged 391 Iteration 309Q (4417.240000 sec): 31 clusters Score: Raw -78269780.079453 + Penalty 66389.558402 = -78203390.521051 nChanged 399 Iteration 310Q (4421.720000 sec): 31 clusters Score: Raw -78269787.552534 + Penalty 66389.558402 = -78203397.994132 nChanged 355 Iteration 311Q (4426.190000 sec): 31 clusters Score: Raw -78269793.892373 + Penalty 66389.558402 = -78203404.333972 nChanged 356 Iteration 312Q (4430.660000 sec): 31 clusters Score: Raw -78269799.792999 + Penalty 66389.558402 = -78203410.234597 nChanged 344 Iteration 313Q (4435.130000 sec): 31 clusters Score: Raw -78269805.490860 + Penalty 66389.558402 = -78203415.932459 nChanged 347 Iteration 314Q (4439.600000 sec): 31 clusters Score: Raw -78269810.738341 + Penalty 66389.558402 = -78203421.179939 nChanged 318 Iteration 315Q (4444.080000 sec): 31 clusters Score: Raw -78269815.106148 + Penalty 66389.558402 = -78203425.547746 nChanged 302 Iteration 316Q (4448.550000 sec): 31 clusters Score: Raw -78269819.504968 + Penalty 66389.558402 = -78203429.946566 nChanged 280 Iteration 317Q (4453.040000 sec): 31 clusters Score: Raw -78269823.585025 + Penalty 66389.558402 = -78203434.026624 nChanged 272 Iteration 318Q (4457.520000 sec): 31 clusters Score: Raw -78269827.312851 + Penalty 66389.558402 = -78203437.754450 nChanged 239 Iteration 319Q (4462.010000 sec): 31 clusters Score: Raw -78269830.508993 + Penalty 66389.558402 = -78203440.950591 nChanged 234 Iteration 320F (4484.540000 sec): 31 clusters Score: Raw -78269834.077264 + Penalty 66389.558402 = -78203444.518863 nChanged 222 Iteration 321Q (4489.050000 sec): 31 clusters Score: Raw -78269837.832459 + Penalty 66389.558402 = -78203448.274057 nChanged 207 Iteration 322Q (4493.560000 sec): 31 clusters Score: Raw -78269840.896919 + Penalty 66389.558402 = -78203451.338518 nChanged 171 Iteration 323Q (4498.060000 sec): 31 clusters Score: Raw -78269842.964679 + Penalty 66389.558402 = -78203453.406277 nChanged 188 Iteration 324Q (4502.570000 sec): 31 clusters Score: Raw -78269846.043500 + Penalty 66389.558402 = -78203456.485098 nChanged 163 Iteration 325Q (4507.070000 sec): 31 clusters Score: Raw -78269848.567352 + Penalty 66389.558402 = -78203459.008950 nChanged 161 Iteration 326Q (4511.590000 sec): 31 clusters Score: Raw -78269851.109589 + Penalty 66389.558402 = -78203461.551188 nChanged 147 Iteration 327Q (4516.080000 sec): 31 clusters Score: Raw -78269853.236567 + Penalty 66389.558402 = -78203463.678166 nChanged 124 Iteration 328Q (4520.100000 sec): 31 clusters Score: Raw -78269855.330188 + Penalty 66389.558402 = -78203465.771786 nChanged 108 Iteration 329Q (4524.050000 sec): 31 clusters Score: Raw -78269857.127935 + Penalty 66389.558402 = -78203467.569533 nChanged 107 Iteration 330Q (4528.010000 sec): 31 clusters Score: Raw -78269859.032939 + Penalty 66389.558402 = -78203469.474537 nChanged 109 Iteration 331Q (4531.960000 sec): 31 clusters Score: Raw -78269861.237299 + Penalty 66389.558402 = -78203471.678897 nChanged 93 Iteration 332Q (4536.000000 sec): 31 clusters Score: Raw -78269863.097323 + Penalty 66389.558402 = -78203473.538921 nChanged 98 Iteration 333Q (4540.470000 sec): 31 clusters Score: Raw -78269865.071948 + Penalty 66389.558402 = -78203475.513547 nChanged 99 Iteration 334Q (4544.940000 sec): 31 clusters Score: Raw -78269867.524477 + Penalty 66389.558402 = -78203477.966075 nChanged 100 Iteration 335Q (4549.410000 sec): 31 clusters Score: Raw -78269869.450835 + Penalty 66389.558402 = -78203479.892433 nChanged 91 Iteration 336Q (4553.870000 sec): 31 clusters Score: Raw -78269871.214970 + Penalty 66389.558402 = -78203481.656569 nChanged 79 Iteration 337Q (4558.340000 sec): 31 clusters Score: Raw -78269873.214123 + Penalty 66389.558402 = -78203483.655721 nChanged 81 Iteration 338Q (4562.810000 sec): 31 clusters Score: Raw -78269875.181404 + Penalty 66389.558402 = -78203485.623002 nChanged 83 Writing temp clu file Compute initial score before splitting: Score: Raw -78269875.181404 + Penalty 66389.558402 = -78203485.623002 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4563.180000 sec): 2 clusters Score: Raw -32738.572149 + Penalty 960.504455 = -31778.067694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4563.180000 sec): 3 clusters Score: Raw -32727.518911 + Penalty 1921.008909 = -30806.510001 nChanged 80 SP:Iteration 1F (4563.180000 sec): 3 clusters Score: Raw -32887.798699 + Penalty 1921.008909 = -30966.789790 nChanged 22 SP:Iteration 2F (4563.180000 sec): 3 clusters Score: Raw -32945.581929 + Penalty 1921.008909 = -31024.573020 nChanged 10 SP:Iteration 3Q (4563.180000 sec): 3 clusters Score: Raw -32982.780613 + Penalty 1921.008909 = -31061.771704 nChanged 9 SP:Iteration 4Q (4563.180000 sec): 3 clusters Score: Raw -33031.987006 + Penalty 1921.008909 = -31110.978096 nChanged 8 SP:Iteration 5Q (4563.180000 sec): 3 clusters Score: Raw -33068.867084 + Penalty 1921.008909 = -31147.858174 nChanged 5 SP:Iteration 6Q (4563.180000 sec): 3 clusters Score: Raw -33083.591160 + Penalty 1921.008909 = -31162.582250 nChanged 6 SP:Iteration 7Q (4563.180000 sec): 3 clusters Score: Raw -33092.645194 + Penalty 1921.008909 = -31171.636285 nChanged 5 SP:Iteration 8Q (4563.180000 sec): 3 clusters Score: Raw -33122.203626 + Penalty 1921.008909 = -31201.194717 nChanged 5 SP:Iteration 9Q (4563.180000 sec): 3 clusters Score: Raw -33143.654511 + Penalty 1921.008909 = -31222.645602 nChanged 6 SP:Iteration 10Q (4563.190000 sec): 3 clusters Score: Raw -33205.798622 + Penalty 1921.008909 = -31284.789713 nChanged 11 SP:Iteration 11Q (4563.190000 sec): 3 clusters Score: Raw -33387.018219 + Penalty 1921.008909 = -31466.009309 nChanged 15 SP:Iteration 12Q (4563.190000 sec): 3 clusters Score: Raw -33437.759158 + Penalty 1921.008909 = -31516.750248 nChanged 9 SP:Iteration 13Q (4563.190000 sec): 3 clusters Score: Raw -33467.564567 + Penalty 1921.008909 = -31546.555658 nChanged 5 SP:Iteration 14Q (4563.190000 sec): 3 clusters Score: Raw -33489.153086 + Penalty 1921.008909 = -31568.144177 nChanged 2 SP:Iteration 15Q (4563.190000 sec): 3 clusters Score: Raw -33502.076551 + Penalty 1921.008909 = -31581.067641 nChanged 1 SP:Iteration 16Q (4563.190000 sec): 3 clusters Score: Raw -33504.555877 + Penalty 1921.008909 = -31583.546968 nChanged 1 SP:Iteration 17Q (4563.190000 sec): 3 clusters Score: Raw -33508.500477 + Penalty 1921.008909 = -31587.491568 nChanged 1 SP:Iteration 18Q (4563.190000 sec): 3 clusters Score: Raw -33512.062173 + Penalty 1921.008909 = -31591.053264 nChanged 2 SP:Iteration 19Q (4563.190000 sec): 3 clusters Score: Raw -33522.914609 + Penalty 1921.008909 = -31601.905700 nChanged 3 SP:Iteration 20F (4563.200000 sec): 3 clusters Score: Raw -33531.441579 + Penalty 1921.008909 = -31610.432670 nChanged 5 SP:Iteration 21Q (4563.200000 sec): 3 clusters Score: Raw -33556.254185 + Penalty 1921.008909 = -31635.245275 nChanged 2 SP:Iteration 22Q (4563.200000 sec): 3 clusters Score: Raw -33567.089139 + Penalty 1921.008909 = -31646.080230 nChanged 2 SP:Iteration 23Q (4563.200000 sec): 3 clusters Score: Raw -33572.175514 + Penalty 1921.008909 = -31651.166605 nChanged 2 SP:Iteration 24Q (4563.200000 sec): 3 clusters Score: Raw -33578.513080 + Penalty 1921.008909 = -31657.504170 nChanged 1 SP:Iteration 25Q (4563.200000 sec): 3 clusters Score: Raw -33583.690614 + Penalty 1921.008909 = -31662.681704 nChanged 0 SP:Iteration 26F (4563.200000 sec): 3 clusters Score: Raw -33583.690614 + Penalty 1921.008909 = -31662.681704 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4563.200000 sec): 2 clusters Score: Raw -31543.245457 + Penalty 961.382835 = -30581.862621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4563.200000 sec): 3 clusters Score: Raw -31603.039264 + Penalty 1922.765670 = -29680.273594 nChanged 76 SP:Iteration 1F (4563.200000 sec): 3 clusters Score: Raw -31809.090655 + Penalty 1922.765670 = -29886.324985 nChanged 30 SP:Iteration 2F (4563.210000 sec): 3 clusters Score: Raw -31908.040125 + Penalty 1922.765670 = -29985.274455 nChanged 22 SP:Iteration 3F (4563.210000 sec): 3 clusters Score: Raw -31967.232839 + Penalty 1922.765670 = -30044.467169 nChanged 15 SP:Iteration 4Q (4563.210000 sec): 3 clusters Score: Raw -32020.110301 + Penalty 1922.765670 = -30097.344631 nChanged 11 SP:Iteration 5Q (4563.210000 sec): 3 clusters Score: Raw -32081.203037 + Penalty 1922.765670 = -30158.437367 nChanged 11 SP:Iteration 6Q (4563.210000 sec): 3 clusters Score: Raw -32159.910891 + Penalty 1922.765670 = -30237.145221 nChanged 5 SP:Iteration 7Q (4563.210000 sec): 3 clusters Score: Raw -32170.378754 + Penalty 1922.765670 = -30247.613084 nChanged 2 SP:Iteration 8Q (4563.210000 sec): 3 clusters Score: Raw -32176.342247 + Penalty 1922.765670 = -30253.576577 nChanged 3 SP:Iteration 9Q (4563.210000 sec): 3 clusters Score: Raw -32184.507937 + Penalty 1922.765670 = -30261.742267 nChanged 4 SP:Iteration 10Q (4563.210000 sec): 3 clusters Score: Raw -32198.026939 + Penalty 1922.765670 = -30275.261269 nChanged 4 SP:Iteration 11Q (4563.220000 sec): 3 clusters Score: Raw -32209.797514 + Penalty 1922.765670 = -30287.031844 nChanged 2 SP:Iteration 12Q (4563.220000 sec): 3 clusters Score: Raw -32215.614524 + Penalty 1922.765670 = -30292.848853 nChanged 1 SP:Iteration 13Q (4563.220000 sec): 3 clusters Score: Raw -32218.457234 + Penalty 1922.765670 = -30295.691564 nChanged 1 SP:Iteration 14Q (4563.220000 sec): 3 clusters Score: Raw -32219.734390 + Penalty 1922.765670 = -30296.968720 nChanged 0 SP:Iteration 15F (4563.220000 sec): 3 clusters Score: Raw -32219.734390 + Penalty 1922.765670 = -30296.968720 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4563.270000 sec): 2 clusters Score: Raw -1565011.769101 + Penalty 1569.316324 = -1563442.452776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4563.310000 sec): 3 clusters Score: Raw -1555831.055767 + Penalty 3138.632649 = -1552692.423119 nChanged 6964 SP:Iteration 1F (4563.350000 sec): 3 clusters Score: Raw -1559627.113265 + Penalty 3138.632649 = -1556488.480616 nChanged 848 SP:Iteration 2F (4563.390000 sec): 3 clusters Score: Raw -1559953.940360 + Penalty 3138.632649 = -1556815.307711 nChanged 739 SP:Iteration 3Q (4563.430000 sec): 3 clusters Score: Raw -1560240.436278 + Penalty 3138.632649 = -1557101.803629 nChanged 691 SP:Iteration 4Q (4563.480000 sec): 3 clusters Score: Raw -1560532.443037 + Penalty 3138.632649 = -1557393.810388 nChanged 688 SP:Iteration 5Q (4563.520000 sec): 3 clusters Score: Raw -1560852.972024 + Penalty 3138.632649 = -1557714.339375 nChanged 727 SP:Iteration 6Q (4563.560000 sec): 3 clusters Score: Raw -1561226.772364 + Penalty 3138.632649 = -1558088.139715 nChanged 745 SP:Iteration 7Q (4563.600000 sec): 3 clusters Score: Raw -1561646.484366 + Penalty 3138.632649 = -1558507.851717 nChanged 756 SP:Iteration 8Q (4563.640000 sec): 3 clusters Score: Raw -1562100.951841 + Penalty 3138.632649 = -1558962.319193 nChanged 716 SP:Iteration 9Q (4563.680000 sec): 3 clusters Score: Raw -1562570.995627 + Penalty 3138.632649 = -1559432.362978 nChanged 688 SP:Iteration 10Q (4563.720000 sec): 3 clusters Score: Raw -1563030.121970 + Penalty 3138.632649 = -1559891.489321 nChanged 591 SP:Iteration 11Q (4563.760000 sec): 3 clusters Score: Raw -1563411.576305 + Penalty 3138.632649 = -1560272.943656 nChanged 510 SP:Iteration 12Q (4563.800000 sec): 3 clusters Score: Raw -1563713.256296 + Penalty 3138.632649 = -1560574.623648 nChanged 406 SP:Iteration 13Q (4563.840000 sec): 3 clusters Score: Raw -1563927.651894 + Penalty 3138.632649 = -1560789.019245 nChanged 305 SP:Iteration 14Q (4563.880000 sec): 3 clusters Score: Raw -1564071.354445 + Penalty 3138.632649 = -1560932.721796 nChanged 254 SP:Iteration 15Q (4563.920000 sec): 3 clusters Score: Raw -1564199.114252 + Penalty 3138.632649 = -1561060.481603 nChanged 225 SP:Iteration 16Q (4563.960000 sec): 3 clusters Score: Raw -1564323.107440 + Penalty 3138.632649 = -1561184.474791 nChanged 232 SP:Iteration 17Q (4563.990000 sec): 3 clusters Score: Raw -1564471.931644 + Penalty 3138.632649 = -1561333.298995 nChanged 219 SP:Iteration 18Q (4564.020000 sec): 3 clusters Score: Raw -1564632.808986 + Penalty 3138.632649 = -1561494.176338 nChanged 213 SP:Iteration 19Q (4564.060000 sec): 3 clusters Score: Raw -1564805.092692 + Penalty 3138.632649 = -1561666.460044 nChanged 169 SP:Iteration 20F (4564.100000 sec): 3 clusters Score: Raw -1564940.791076 + Penalty 3138.632649 = -1561802.158427 nChanged 137 SP:Iteration 21Q (4564.130000 sec): 3 clusters Score: Raw -1565028.069887 + Penalty 3138.632649 = -1561889.437238 nChanged 103 SP:Iteration 22Q (4564.160000 sec): 3 clusters Score: Raw -1565074.895051 + Penalty 3138.632649 = -1561936.262402 nChanged 83 SP:Iteration 23Q (4564.200000 sec): 3 clusters Score: Raw -1565112.010233 + Penalty 3138.632649 = -1561973.377584 nChanged 82 SP:Iteration 24Q (4564.230000 sec): 3 clusters Score: Raw -1565150.347414 + Penalty 3138.632649 = -1562011.714765 nChanged 67 SP:Iteration 25Q (4564.260000 sec): 3 clusters Score: Raw -1565179.526308 + Penalty 3138.632649 = -1562040.893659 nChanged 56 SP:Iteration 26Q (4564.290000 sec): 3 clusters Score: Raw -1565202.831961 + Penalty 3138.632649 = -1562064.199313 nChanged 53 SP:Iteration 27Q (4564.320000 sec): 3 clusters Score: Raw -1565222.929057 + Penalty 3138.632649 = -1562084.296409 nChanged 31 SP:Iteration 28Q (4564.350000 sec): 3 clusters Score: Raw -1565231.233216 + Penalty 3138.632649 = -1562092.600568 nChanged 21 SP:Iteration 29Q (4564.380000 sec): 3 clusters Score: Raw -1565238.791841 + Penalty 3138.632649 = -1562100.159193 nChanged 20 SP:Iteration 30Q (4564.410000 sec): 3 clusters Score: Raw -1565244.936519 + Penalty 3138.632649 = -1562106.303870 nChanged 14 SP:Iteration 31Q (4564.440000 sec): 3 clusters Score: Raw -1565248.423466 + Penalty 3138.632649 = -1562109.790817 nChanged 11 SP:Iteration 32Q (4564.470000 sec): 3 clusters Score: Raw -1565251.243547 + Penalty 3138.632649 = -1562112.610898 nChanged 9 SP:Iteration 33Q (4564.500000 sec): 3 clusters Score: Raw -1565254.784510 + Penalty 3138.632649 = -1562116.151861 nChanged 7 SP:Iteration 34Q (4564.530000 sec): 3 clusters Score: Raw -1565256.913389 + Penalty 3138.632649 = -1562118.280741 nChanged 3 SP:Iteration 35Q (4564.560000 sec): 3 clusters Score: Raw -1565258.457428 + Penalty 3138.632649 = -1562119.824779 nChanged 5 SP:Iteration 36Q (4564.590000 sec): 3 clusters Score: Raw -1565260.496669 + Penalty 3138.632649 = -1562121.864020 nChanged 8 SP:Iteration 37Q (4564.620000 sec): 3 clusters Score: Raw -1565262.525182 + Penalty 3138.632649 = -1562123.892533 nChanged 9 SP:Iteration 38Q (4564.650000 sec): 3 clusters Score: Raw -1565264.982324 + Penalty 3138.632649 = -1562126.349675 nChanged 4 SP:Iteration 39Q (4564.680000 sec): 3 clusters Score: Raw -1565265.555582 + Penalty 3138.632649 = -1562126.922933 nChanged 3 SP:Iteration 40F (4564.720000 sec): 3 clusters Score: Raw -1565266.032629 + Penalty 3138.632649 = -1562127.399981 nChanged 3 SP:Iteration 41Q (4564.750000 sec): 3 clusters Score: Raw -1565266.747860 + Penalty 3138.632649 = -1562128.115212 nChanged 3 SP:Iteration 42Q (4564.780000 sec): 3 clusters Score: Raw -1565267.274624 + Penalty 3138.632649 = -1562128.641975 nChanged 1 SP:Iteration 43Q (4564.810000 sec): 3 clusters Score: Raw -1565267.634560 + Penalty 3138.632649 = -1562129.001912 nChanged 1 SP:Iteration 44Q (4564.840000 sec): 3 clusters Score: Raw -1565267.818637 + Penalty 3138.632649 = -1562129.185988 nChanged 0 SP:Iteration 45F (4564.880000 sec): 3 clusters Score: Raw -1565267.818637 + Penalty 3138.632649 = -1562129.185988 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4564.910000 sec): 2 clusters Score: Raw -841455.386727 + Penalty 1469.042826 = -839986.343901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4564.930000 sec): 3 clusters Score: Raw -836786.717612 + Penalty 2938.085651 = -833848.631961 nChanged 3622 SP:Iteration 1F (4564.950000 sec): 3 clusters Score: Raw -838642.105179 + Penalty 2938.085651 = -835704.019528 nChanged 470 SP:Iteration 2F (4564.970000 sec): 3 clusters Score: Raw -838818.326164 + Penalty 2938.085651 = -835880.240513 nChanged 360 SP:Iteration 3Q (4564.990000 sec): 3 clusters Score: Raw -838964.274958 + Penalty 2938.085651 = -836026.189307 nChanged 333 SP:Iteration 4Q (4565.020000 sec): 3 clusters Score: Raw -839078.330147 + Penalty 2938.085651 = -836140.244496 nChanged 285 SP:Iteration 5Q (4565.040000 sec): 3 clusters Score: Raw -839173.254144 + Penalty 2938.085651 = -836235.168493 nChanged 265 SP:Iteration 6Q (4565.060000 sec): 3 clusters Score: Raw -839262.891715 + Penalty 2938.085651 = -836324.806064 nChanged 246 SP:Iteration 7Q (4565.080000 sec): 3 clusters Score: Raw -839335.985488 + Penalty 2938.085651 = -836397.899837 nChanged 221 SP:Iteration 8Q (4565.100000 sec): 3 clusters Score: Raw -839405.522150 + Penalty 2938.085651 = -836467.436499 nChanged 209 SP:Iteration 9Q (4565.120000 sec): 3 clusters Score: Raw -839468.025416 + Penalty 2938.085651 = -836529.939765 nChanged 170 SP:Iteration 10Q (4565.140000 sec): 3 clusters Score: Raw -839518.286055 + Penalty 2938.085651 = -836580.200404 nChanged 183 SP:Iteration 11Q (4565.160000 sec): 3 clusters Score: Raw -839577.229327 + Penalty 2938.085651 = -836639.143676 nChanged 198 SP:Iteration 12Q (4565.180000 sec): 3 clusters Score: Raw -839644.773513 + Penalty 2938.085651 = -836706.687862 nChanged 213 SP:Iteration 13Q (4565.200000 sec): 3 clusters Score: Raw -839729.823522 + Penalty 2938.085651 = -836791.737871 nChanged 252 SP:Iteration 14Q (4565.220000 sec): 3 clusters Score: Raw -839834.997404 + Penalty 2938.085651 = -836896.911753 nChanged 275 SP:Iteration 15Q (4565.250000 sec): 3 clusters Score: Raw -839976.256032 + Penalty 2938.085651 = -837038.170381 nChanged 317 SP:Iteration 16Q (4565.270000 sec): 3 clusters Score: Raw -840153.125044 + Penalty 2938.085651 = -837215.039393 nChanged 336 SP:Iteration 17Q (4565.290000 sec): 3 clusters Score: Raw -840364.494520 + Penalty 2938.085651 = -837426.408869 nChanged 362 SP:Iteration 18Q (4565.310000 sec): 3 clusters Score: Raw -840632.745562 + Penalty 2938.085651 = -837694.659910 nChanged 377 SP:Iteration 19Q (4565.330000 sec): 3 clusters Score: Raw -840956.842267 + Penalty 2938.085651 = -838018.756616 nChanged 356 SP:Iteration 20F (4565.350000 sec): 3 clusters Score: Raw -841316.812635 + Penalty 2938.085651 = -838378.726984 nChanged 294 SP:Iteration 21Q (4565.370000 sec): 3 clusters Score: Raw -841631.599028 + Penalty 2938.085651 = -838693.513377 nChanged 213 SP:Iteration 22Q (4565.400000 sec): 3 clusters Score: Raw -841832.065861 + Penalty 2938.085651 = -838893.980210 nChanged 138 SP:Iteration 23Q (4565.420000 sec): 3 clusters Score: Raw -841944.178581 + Penalty 2938.085651 = -839006.092930 nChanged 70 SP:Iteration 24Q (4565.440000 sec): 3 clusters Score: Raw -842002.117961 + Penalty 2938.085651 = -839064.032310 nChanged 43 SP:Iteration 25Q (4565.450000 sec): 3 clusters Score: Raw -842035.730200 + Penalty 2938.085651 = -839097.644549 nChanged 30 SP:Iteration 26Q (4565.470000 sec): 3 clusters Score: Raw -842056.259921 + Penalty 2938.085651 = -839118.174270 nChanged 20 SP:Iteration 27Q (4565.490000 sec): 3 clusters Score: Raw -842072.843717 + Penalty 2938.085651 = -839134.758066 nChanged 12 SP:Iteration 28Q (4565.510000 sec): 3 clusters Score: Raw -842079.534760 + Penalty 2938.085651 = -839141.449109 nChanged 9 SP:Iteration 29Q (4565.530000 sec): 3 clusters Score: Raw -842083.903880 + Penalty 2938.085651 = -839145.818229 nChanged 7 SP:Iteration 30Q (4565.550000 sec): 3 clusters Score: Raw -842089.536532 + Penalty 2938.085651 = -839151.450881 nChanged 3 SP:Iteration 31Q (4565.560000 sec): 3 clusters Score: Raw -842091.670386 + Penalty 2938.085651 = -839153.584735 nChanged 3 SP:Iteration 32Q (4565.580000 sec): 3 clusters Score: Raw -842093.932642 + Penalty 2938.085651 = -839155.846991 nChanged 3 SP:Iteration 33Q (4565.600000 sec): 3 clusters Score: Raw -842095.513252 + Penalty 2938.085651 = -839157.427601 nChanged 2 SP:Iteration 34Q (4565.620000 sec): 3 clusters Score: Raw -842097.038232 + Penalty 2938.085651 = -839158.952581 nChanged 4 SP:Iteration 35Q (4565.640000 sec): 3 clusters Score: Raw -842098.844969 + Penalty 2938.085651 = -839160.759318 nChanged 0 SP:Iteration 36F (4565.660000 sec): 3 clusters Score: Raw -842098.844969 + Penalty 2938.085651 = -839160.759318 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (94348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4565.970000 sec): 2 clusters Score: Raw -9197371.236001 + Penalty 1861.396120 = -9195509.839881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4566.230000 sec): 3 clusters Score: Raw -9136042.414606 + Penalty 3722.792240 = -9132319.622366 nChanged 44885 SP:Iteration 1F (4566.480000 sec): 3 clusters Score: Raw -9162628.760241 + Penalty 3722.792240 = -9158905.968001 nChanged 3455 SP:Iteration 2Q (4566.750000 sec): 3 clusters Score: Raw -9163661.141626 + Penalty 3722.792240 = -9159938.349386 nChanged 3675 SP:Iteration 3Q (4567.010000 sec): 3 clusters Score: Raw -9165013.458147 + Penalty 3722.792240 = -9161290.665907 nChanged 4080 SP:Iteration 4Q (4567.280000 sec): 3 clusters Score: Raw -9166803.540975 + Penalty 3722.792240 = -9163080.748736 nChanged 4549 SP:Iteration 5Q (4567.540000 sec): 3 clusters Score: Raw -9168997.770291 + Penalty 3722.792240 = -9165274.978051 nChanged 4737 SP:Iteration 6F (4567.800000 sec): 3 clusters Score: Raw -9171451.422609 + Penalty 3722.792240 = -9167728.630370 nChanged 4928 SP:Iteration 7F (4568.050000 sec): 3 clusters Score: Raw -9173984.059324 + Penalty 3722.792240 = -9170261.267084 nChanged 4636 SP:Iteration 8Q (4568.310000 sec): 3 clusters Score: Raw -9176145.934359 + Penalty 3722.792240 = -9172423.142119 nChanged 4214 SP:Iteration 9Q (4568.570000 sec): 3 clusters Score: Raw -9178028.286232 + Penalty 3722.792240 = -9174305.493992 nChanged 3982 SP:Iteration 10Q (4568.830000 sec): 3 clusters Score: Raw -9179767.584042 + Penalty 3722.792240 = -9176044.791803 nChanged 3884 SP:Iteration 11Q (4569.080000 sec): 3 clusters Score: Raw -9181524.926452 + Penalty 3722.792240 = -9177802.134212 nChanged 3731 SP:Iteration 12Q (4569.330000 sec): 3 clusters Score: Raw -9183278.354972 + Penalty 3722.792240 = -9179555.562732 nChanged 3583 SP:Iteration 13Q (4569.580000 sec): 3 clusters Score: Raw -9185005.069012 + Penalty 3722.792240 = -9181282.276772 nChanged 3587 SP:Iteration 14Q (4569.820000 sec): 3 clusters Score: Raw -9186870.085610 + Penalty 3722.792240 = -9183147.293370 nChanged 3412 SP:Iteration 15Q (4570.050000 sec): 3 clusters Score: Raw -9188742.918612 + Penalty 3722.792240 = -9185020.126372 nChanged 3074 SP:Iteration 16Q (4570.280000 sec): 3 clusters Score: Raw -9190484.780027 + Penalty 3722.792240 = -9186761.987787 nChanged 2693 SP:Iteration 17Q (4570.510000 sec): 3 clusters Score: Raw -9192035.879636 + Penalty 3722.792240 = -9188313.087396 nChanged 2284 SP:Iteration 18Q (4570.730000 sec): 3 clusters Score: Raw -9193389.880288 + Penalty 3722.792240 = -9189667.088048 nChanged 1884 SP:Iteration 19Q (4570.940000 sec): 3 clusters Score: Raw -9194532.780772 + Penalty 3722.792240 = -9190809.988532 nChanged 1467 SP:Iteration 20F (4571.190000 sec): 3 clusters Score: Raw -9195425.931147 + Penalty 3722.792240 = -9191703.138907 nChanged 1078 SP:Iteration 21Q (4571.380000 sec): 3 clusters Score: Raw -9196071.849411 + Penalty 3722.792240 = -9192349.057171 nChanged 816 SP:Iteration 22Q (4571.580000 sec): 3 clusters Score: Raw -9196576.723114 + Penalty 3722.792240 = -9192853.930874 nChanged 588 SP:Iteration 23Q (4571.760000 sec): 3 clusters Score: Raw -9196937.382286 + Penalty 3722.792240 = -9193214.590047 nChanged 383 SP:Iteration 24Q (4571.960000 sec): 3 clusters Score: Raw -9197171.186776 + Penalty 3722.792240 = -9193448.394536 nChanged 258 SP:Iteration 25Q (4572.140000 sec): 3 clusters Score: Raw -9197317.041634 + Penalty 3722.792240 = -9193594.249395 nChanged 167 SP:Iteration 26Q (4572.320000 sec): 3 clusters Score: Raw -9197403.281786 + Penalty 3722.792240 = -9193680.489546 nChanged 117 SP:Iteration 27Q (4572.500000 sec): 3 clusters Score: Raw -9197459.752579 + Penalty 3722.792240 = -9193736.960339 nChanged 71 SP:Iteration 28Q (4572.680000 sec): 3 clusters Score: Raw -9197494.008742 + Penalty 3722.792240 = -9193771.216503 nChanged 50 SP:Iteration 29Q (4572.860000 sec): 3 clusters Score: Raw -9197517.495041 + Penalty 3722.792240 = -9193794.702801 nChanged 40 SP:Iteration 30Q (4573.040000 sec): 3 clusters Score: Raw -9197536.137412 + Penalty 3722.792240 = -9193813.345172 nChanged 37 SP:Iteration 31Q (4573.220000 sec): 3 clusters Score: Raw -9197552.076925 + Penalty 3722.792240 = -9193829.284686 nChanged 32 SP:Iteration 32Q (4573.400000 sec): 3 clusters Score: Raw -9197566.655748 + Penalty 3722.792240 = -9193843.863509 nChanged 29 SP:Iteration 33Q (4573.580000 sec): 3 clusters Score: Raw -9197578.536459 + Penalty 3722.792240 = -9193855.744219 nChanged 22 SP:Iteration 34Q (4573.760000 sec): 3 clusters Score: Raw -9197588.930935 + Penalty 3722.792240 = -9193866.138695 nChanged 16 SP:Iteration 35Q (4573.940000 sec): 3 clusters Score: Raw -9197596.151933 + Penalty 3722.792240 = -9193873.359693 nChanged 16 SP:Iteration 36Q (4574.120000 sec): 3 clusters Score: Raw -9197604.910007 + Penalty 3722.792240 = -9193882.117767 nChanged 17 SP:Iteration 37Q (4574.300000 sec): 3 clusters Score: Raw -9197613.062708 + Penalty 3722.792240 = -9193890.270468 nChanged 14 SP:Iteration 38Q (4574.480000 sec): 3 clusters Score: Raw -9197622.029720 + Penalty 3722.792240 = -9193899.237480 nChanged 9 SP:Iteration 39Q (4574.660000 sec): 3 clusters Score: Raw -9197628.186293 + Penalty 3722.792240 = -9193905.394054 nChanged 12 SP:Iteration 40F (4574.910000 sec): 3 clusters Score: Raw -9197636.292155 + Penalty 3722.792240 = -9193913.499916 nChanged 11 SP:Iteration 41Q (4575.090000 sec): 3 clusters Score: Raw -9197643.692426 + Penalty 3722.792240 = -9193920.900187 nChanged 13 SP:Iteration 42Q (4575.270000 sec): 3 clusters Score: Raw -9197649.943220 + Penalty 3722.792240 = -9193927.150981 nChanged 11 SP:Iteration 43Q (4575.450000 sec): 3 clusters Score: Raw -9197655.047569 + Penalty 3722.792240 = -9193932.255330 nChanged 10 SP:Iteration 44Q (4575.630000 sec): 3 clusters Score: Raw -9197661.464096 + Penalty 3722.792240 = -9193938.671857 nChanged 9 SP:Iteration 45Q (4575.810000 sec): 3 clusters Score: Raw -9197666.961037 + Penalty 3722.792240 = -9193944.168797 nChanged 11 SP:Iteration 46Q (4575.990000 sec): 3 clusters Score: Raw -9197672.835726 + Penalty 3722.792240 = -9193950.043486 nChanged 8 SP:Iteration 47Q (4576.170000 sec): 3 clusters Score: Raw -9197677.299364 + Penalty 3722.792240 = -9193954.507125 nChanged 10 SP:Iteration 48Q (4576.340000 sec): 3 clusters Score: Raw -9197682.270879 + Penalty 3722.792240 = -9193959.478639 nChanged 6 SP:Iteration 49Q (4576.530000 sec): 3 clusters Score: Raw -9197685.643056 + Penalty 3722.792240 = -9193962.850816 nChanged 4 SP:Iteration 50Q (4576.710000 sec): 3 clusters Score: Raw -9197688.765198 + Penalty 3722.792240 = -9193965.972958 nChanged 4 SP:Iteration 51Q (4576.880000 sec): 3 clusters Score: Raw -9197691.262278 + Penalty 3722.792240 = -9193968.470038 nChanged 2 SP:Iteration 52Q (4577.060000 sec): 3 clusters Score: Raw -9197692.363880 + Penalty 3722.792240 = -9193969.571640 nChanged 1 SP:Iteration 53Q (4577.240000 sec): 3 clusters Score: Raw -9197693.253871 + Penalty 3722.792240 = -9193970.461631 nChanged 1 SP:Iteration 54Q (4577.420000 sec): 3 clusters Score: Raw -9197693.966479 + Penalty 3722.792240 = -9193971.174239 nChanged 4 SP:Iteration 55Q (4577.600000 sec): 3 clusters Score: Raw -9197695.043005 + Penalty 3722.792240 = -9193972.250766 nChanged 1 SP:Iteration 56Q (4577.780000 sec): 3 clusters Score: Raw -9197695.453027 + Penalty 3722.792240 = -9193972.660787 nChanged 0 SP:Iteration 57F (4578.030000 sec): 3 clusters Score: Raw -9197695.453027 + Penalty 3722.792240 = -9193972.660787 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4578.100000 sec): 2 clusters Score: Raw -441766.099322 + Penalty 1378.355482 = -440387.743840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4578.120000 sec): 3 clusters Score: Raw -439278.969028 + Penalty 2756.710964 = -436522.258064 nChanged 1923 SP:Iteration 1F (4578.130000 sec): 3 clusters Score: Raw -440358.657124 + Penalty 2756.710964 = -437601.946160 nChanged 355 SP:Iteration 2F (4578.140000 sec): 3 clusters Score: Raw -440564.195935 + Penalty 2756.710964 = -437807.484971 nChanged 257 SP:Iteration 3F (4578.150000 sec): 3 clusters Score: Raw -440703.743922 + Penalty 2756.710964 = -437947.032958 nChanged 220 SP:Iteration 4Q (4578.160000 sec): 3 clusters Score: Raw -440829.714089 + Penalty 2756.710964 = -438073.003125 nChanged 186 SP:Iteration 5Q (4578.180000 sec): 3 clusters Score: Raw -440942.810032 + Penalty 2756.710964 = -438186.099067 nChanged 179 SP:Iteration 6Q (4578.190000 sec): 3 clusters Score: Raw -441049.570975 + Penalty 2756.710964 = -438292.860011 nChanged 166 SP:Iteration 7Q (4578.200000 sec): 3 clusters Score: Raw -441147.986180 + Penalty 2756.710964 = -438391.275216 nChanged 140 SP:Iteration 8Q (4578.210000 sec): 3 clusters Score: Raw -441223.628647 + Penalty 2756.710964 = -438466.917682 nChanged 138 SP:Iteration 9Q (4578.220000 sec): 3 clusters Score: Raw -441305.826138 + Penalty 2756.710964 = -438549.115174 nChanged 132 SP:Iteration 10Q (4578.240000 sec): 3 clusters Score: Raw -441375.341073 + Penalty 2756.710964 = -438618.630108 nChanged 126 SP:Iteration 11Q (4578.250000 sec): 3 clusters Score: Raw -441440.653658 + Penalty 2756.710964 = -438683.942694 nChanged 134 SP:Iteration 12Q (4578.260000 sec): 3 clusters Score: Raw -441521.108602 + Penalty 2756.710964 = -438764.397638 nChanged 123 SP:Iteration 13Q (4578.270000 sec): 3 clusters Score: Raw -441598.501869 + Penalty 2756.710964 = -438841.790905 nChanged 119 SP:Iteration 14Q (4578.280000 sec): 3 clusters Score: Raw -441674.133940 + Penalty 2756.710964 = -438917.422976 nChanged 124 SP:Iteration 15Q (4578.300000 sec): 3 clusters Score: Raw -441750.755023 + Penalty 2756.710964 = -438994.044058 nChanged 123 SP:Iteration 16Q (4578.310000 sec): 3 clusters Score: Raw -441832.831617 + Penalty 2756.710964 = -439076.120653 nChanged 109 SP:Iteration 17Q (4578.320000 sec): 3 clusters Score: Raw -441906.014497 + Penalty 2756.710964 = -439149.303533 nChanged 100 SP:Iteration 18Q (4578.330000 sec): 3 clusters Score: Raw -441963.855150 + Penalty 2756.710964 = -439207.144185 nChanged 76 SP:Iteration 19Q (4578.340000 sec): 3 clusters Score: Raw -441999.757142 + Penalty 2756.710964 = -439243.046177 nChanged 60 SP:Iteration 20F (4578.350000 sec): 3 clusters Score: Raw -442025.624419 + Penalty 2756.710964 = -439268.913455 nChanged 50 SP:Iteration 21Q (4578.360000 sec): 3 clusters Score: Raw -442042.773024 + Penalty 2756.710964 = -439286.062060 nChanged 32 SP:Iteration 22Q (4578.380000 sec): 3 clusters Score: Raw -442052.641588 + Penalty 2756.710964 = -439295.930624 nChanged 22 SP:Iteration 23Q (4578.390000 sec): 3 clusters Score: Raw -442058.809821 + Penalty 2756.710964 = -439302.098857 nChanged 16 SP:Iteration 24Q (4578.400000 sec): 3 clusters Score: Raw -442063.290805 + Penalty 2756.710964 = -439306.579841 nChanged 19 SP:Iteration 25Q (4578.410000 sec): 3 clusters Score: Raw -442067.245792 + Penalty 2756.710964 = -439310.534828 nChanged 16 SP:Iteration 26Q (4578.420000 sec): 3 clusters Score: Raw -442070.707058 + Penalty 2756.710964 = -439313.996094 nChanged 14 SP:Iteration 27Q (4578.430000 sec): 3 clusters Score: Raw -442074.882458 + Penalty 2756.710964 = -439318.171494 nChanged 14 SP:Iteration 28Q (4578.440000 sec): 3 clusters Score: Raw -442078.530572 + Penalty 2756.710964 = -439321.819608 nChanged 10 SP:Iteration 29Q (4578.460000 sec): 3 clusters Score: Raw -442079.783397 + Penalty 2756.710964 = -439323.072433 nChanged 6 SP:Iteration 30Q (4578.470000 sec): 3 clusters Score: Raw -442080.668935 + Penalty 2756.710964 = -439323.957971 nChanged 4 SP:Iteration 31Q (4578.480000 sec): 3 clusters Score: Raw -442081.183044 + Penalty 2756.710964 = -439324.472080 nChanged 2 SP:Iteration 32Q (4578.490000 sec): 3 clusters Score: Raw -442081.832133 + Penalty 2756.710964 = -439325.121169 nChanged 5 SP:Iteration 33Q (4578.500000 sec): 3 clusters Score: Raw -442082.717324 + Penalty 2756.710964 = -439326.006360 nChanged 8 SP:Iteration 34Q (4578.510000 sec): 3 clusters Score: Raw -442084.252286 + Penalty 2756.710964 = -439327.541322 nChanged 3 SP:Iteration 35Q (4578.520000 sec): 3 clusters Score: Raw -442084.849247 + Penalty 2756.710964 = -439328.138283 nChanged 2 SP:Iteration 36Q (4578.540000 sec): 3 clusters Score: Raw -442085.166038 + Penalty 2756.710964 = -439328.455074 nChanged 2 SP:Iteration 37Q (4578.550000 sec): 3 clusters Score: Raw -442085.656497 + Penalty 2756.710964 = -439328.945533 nChanged 3 SP:Iteration 38Q (4578.560000 sec): 3 clusters Score: Raw -442086.192134 + Penalty 2756.710964 = -439329.481170 nChanged 2 SP:Iteration 39Q (4578.570000 sec): 3 clusters Score: Raw -442086.591738 + Penalty 2756.710964 = -439329.880774 nChanged 1 SP:Iteration 40F (4578.580000 sec): 3 clusters Score: Raw -442086.706428 + Penalty 2756.710964 = -439329.995464 nChanged 1 SP:Iteration 41Q (4578.590000 sec): 3 clusters Score: Raw -442086.808908 + Penalty 2756.710964 = -439330.097944 nChanged 0 SP:Iteration 42F (4578.600000 sec): 3 clusters Score: Raw -442086.808908 + Penalty 2756.710964 = -439330.097944 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4578.620000 sec): 2 clusters Score: Raw -629564.445164 + Penalty 1428.887992 = -628135.557173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4578.640000 sec): 3 clusters Score: Raw -625953.897713 + Penalty 2857.775983 = -623096.121730 nChanged 2744 SP:Iteration 1F (4578.660000 sec): 3 clusters Score: Raw -627523.724977 + Penalty 2857.775983 = -624665.948994 nChanged 444 SP:Iteration 2F (4578.680000 sec): 3 clusters Score: Raw -627773.944044 + Penalty 2857.775983 = -624916.168061 nChanged 360 SP:Iteration 3F (4578.690000 sec): 3 clusters Score: Raw -628000.893765 + Penalty 2857.775983 = -625143.117782 nChanged 314 SP:Iteration 4Q (4578.710000 sec): 3 clusters Score: Raw -628197.341234 + Penalty 2857.775983 = -625339.565251 nChanged 299 SP:Iteration 5Q (4578.720000 sec): 3 clusters Score: Raw -628381.986935 + Penalty 2857.775983 = -625524.210952 nChanged 272 SP:Iteration 6Q (4578.740000 sec): 3 clusters Score: Raw -628545.395177 + Penalty 2857.775983 = -625687.619194 nChanged 263 SP:Iteration 7Q (4578.760000 sec): 3 clusters Score: Raw -628697.204673 + Penalty 2857.775983 = -625839.428690 nChanged 271 SP:Iteration 8Q (4578.770000 sec): 3 clusters Score: Raw -628842.910430 + Penalty 2857.775983 = -625985.134447 nChanged 220 SP:Iteration 9Q (4578.790000 sec): 3 clusters Score: Raw -628943.696699 + Penalty 2857.775983 = -626085.920716 nChanged 201 SP:Iteration 10Q (4578.800000 sec): 3 clusters Score: Raw -629028.313525 + Penalty 2857.775983 = -626170.537542 nChanged 158 SP:Iteration 11Q (4578.820000 sec): 3 clusters Score: Raw -629089.465876 + Penalty 2857.775983 = -626231.689893 nChanged 140 SP:Iteration 12Q (4578.840000 sec): 3 clusters Score: Raw -629142.841521 + Penalty 2857.775983 = -626285.065538 nChanged 123 SP:Iteration 13Q (4578.850000 sec): 3 clusters Score: Raw -629186.258361 + Penalty 2857.775983 = -626328.482378 nChanged 101 SP:Iteration 14Q (4578.860000 sec): 3 clusters Score: Raw -629217.260426 + Penalty 2857.775983 = -626359.484443 nChanged 72 SP:Iteration 15Q (4578.880000 sec): 3 clusters Score: Raw -629236.445967 + Penalty 2857.775983 = -626378.669984 nChanged 66 SP:Iteration 16Q (4578.900000 sec): 3 clusters Score: Raw -629255.852256 + Penalty 2857.775983 = -626398.076273 nChanged 63 SP:Iteration 17Q (4578.910000 sec): 3 clusters Score: Raw -629273.730435 + Penalty 2857.775983 = -626415.954452 nChanged 52 SP:Iteration 18Q (4578.930000 sec): 3 clusters Score: Raw -629284.587257 + Penalty 2857.775983 = -626426.811274 nChanged 43 SP:Iteration 19Q (4578.940000 sec): 3 clusters Score: Raw -629292.543928 + Penalty 2857.775983 = -626434.767945 nChanged 40 SP:Iteration 20F (4578.960000 sec): 3 clusters Score: Raw -629300.963060 + Penalty 2857.775983 = -626443.187077 nChanged 30 SP:Iteration 21Q (4578.980000 sec): 3 clusters Score: Raw -629307.832440 + Penalty 2857.775983 = -626450.056457 nChanged 33 SP:Iteration 22Q (4578.990000 sec): 3 clusters Score: Raw -629314.822270 + Penalty 2857.775983 = -626457.046287 nChanged 31 SP:Iteration 23Q (4579.010000 sec): 3 clusters Score: Raw -629320.707222 + Penalty 2857.775983 = -626462.931239 nChanged 30 SP:Iteration 24Q (4579.020000 sec): 3 clusters Score: Raw -629327.600783 + Penalty 2857.775983 = -626469.824800 nChanged 31 SP:Iteration 25Q (4579.040000 sec): 3 clusters Score: Raw -629333.441577 + Penalty 2857.775983 = -626475.665594 nChanged 25 SP:Iteration 26Q (4579.060000 sec): 3 clusters Score: Raw -629337.807625 + Penalty 2857.775983 = -626480.031641 nChanged 24 SP:Iteration 27Q (4579.070000 sec): 3 clusters Score: Raw -629341.221929 + Penalty 2857.775983 = -626483.445946 nChanged 19 SP:Iteration 28Q (4579.090000 sec): 3 clusters Score: Raw -629344.237144 + Penalty 2857.775983 = -626486.461161 nChanged 15 SP:Iteration 29Q (4579.100000 sec): 3 clusters Score: Raw -629347.014843 + Penalty 2857.775983 = -626489.238860 nChanged 14 SP:Iteration 30Q (4579.120000 sec): 3 clusters Score: Raw -629349.177516 + Penalty 2857.775983 = -626491.401533 nChanged 9 SP:Iteration 31Q (4579.130000 sec): 3 clusters Score: Raw -629350.491655 + Penalty 2857.775983 = -626492.715672 nChanged 15 SP:Iteration 32Q (4579.150000 sec): 3 clusters Score: Raw -629353.197562 + Penalty 2857.775983 = -626495.421579 nChanged 11 SP:Iteration 33Q (4579.160000 sec): 3 clusters Score: Raw -629354.946405 + Penalty 2857.775983 = -626497.170421 nChanged 13 SP:Iteration 34Q (4579.180000 sec): 3 clusters Score: Raw -629357.415780 + Penalty 2857.775983 = -626499.639796 nChanged 10 SP:Iteration 35Q (4579.200000 sec): 3 clusters Score: Raw -629359.458661 + Penalty 2857.775983 = -626501.682678 nChanged 14 SP:Iteration 36Q (4579.210000 sec): 3 clusters Score: Raw -629363.415196 + Penalty 2857.775983 = -626505.639213 nChanged 21 SP:Iteration 37Q (4579.230000 sec): 3 clusters Score: Raw -629368.769219 + Penalty 2857.775983 = -626510.993236 nChanged 24 SP:Iteration 38Q (4579.240000 sec): 3 clusters Score: Raw -629374.309149 + Penalty 2857.775983 = -626516.533166 nChanged 21 SP:Iteration 39Q (4579.260000 sec): 3 clusters Score: Raw -629378.639120 + Penalty 2857.775983 = -626520.863136 nChanged 16 SP:Iteration 40F (4579.270000 sec): 3 clusters Score: Raw -629381.611421 + Penalty 2857.775983 = -626523.835438 nChanged 12 SP:Iteration 41Q (4579.290000 sec): 3 clusters Score: Raw -629383.686883 + Penalty 2857.775983 = -626525.910900 nChanged 11 SP:Iteration 42Q (4579.300000 sec): 3 clusters Score: Raw -629385.326220 + Penalty 2857.775983 = -626527.550237 nChanged 8 SP:Iteration 43Q (4579.320000 sec): 3 clusters Score: Raw -629385.974647 + Penalty 2857.775983 = -626528.198664 nChanged 2 SP:Iteration 44Q (4579.340000 sec): 3 clusters Score: Raw -629386.322475 + Penalty 2857.775983 = -626528.546492 nChanged 4 SP:Iteration 45Q (4579.350000 sec): 3 clusters Score: Raw -629386.702433 + Penalty 2857.775983 = -626528.926450 nChanged 3 SP:Iteration 46Q (4579.370000 sec): 3 clusters Score: Raw -629387.255381 + Penalty 2857.775983 = -626529.479398 nChanged 2 SP:Iteration 47Q (4579.380000 sec): 3 clusters Score: Raw -629387.461482 + Penalty 2857.775983 = -626529.685499 nChanged 0 SP:Iteration 48F (4579.400000 sec): 3 clusters Score: Raw -629387.461482 + Penalty 2857.775983 = -626529.685499 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40613 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4579.540000 sec): 2 clusters Score: Raw -3793787.451067 + Penalty 1724.424567 = -3792063.026499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4579.650000 sec): 3 clusters Score: Raw -3768396.600323 + Penalty 3448.849135 = -3764947.751189 nChanged 18850 SP:Iteration 1F (4579.760000 sec): 3 clusters Score: Raw -3778648.058340 + Penalty 3448.849135 = -3775199.209205 nChanged 1569 SP:Iteration 2Q (4579.870000 sec): 3 clusters Score: Raw -3779108.841109 + Penalty 3448.849135 = -3775659.991975 nChanged 1631 SP:Iteration 3Q (4579.990000 sec): 3 clusters Score: Raw -3779658.947923 + Penalty 3448.849135 = -3776210.098789 nChanged 1918 SP:Iteration 4Q (4580.100000 sec): 3 clusters Score: Raw -3780514.328148 + Penalty 3448.849135 = -3777065.479013 nChanged 2377 SP:Iteration 5F (4580.210000 sec): 3 clusters Score: Raw -3781900.930355 + Penalty 3448.849135 = -3778452.081220 nChanged 3016 SP:Iteration 6F (4580.320000 sec): 3 clusters Score: Raw -3784137.303052 + Penalty 3448.849135 = -3780688.453918 nChanged 3425 SP:Iteration 7F (4580.430000 sec): 3 clusters Score: Raw -3787296.832008 + Penalty 3448.849135 = -3783847.982874 nChanged 3299 SP:Iteration 8F (4580.540000 sec): 3 clusters Score: Raw -3790736.966046 + Penalty 3448.849135 = -3787288.116911 nChanged 2296 SP:Iteration 9F (4580.650000 sec): 3 clusters Score: Raw -3793106.723923 + Penalty 3448.849135 = -3789657.874788 nChanged 1149 SP:Iteration 10Q (4580.760000 sec): 3 clusters Score: Raw -3794240.521558 + Penalty 3448.849135 = -3790791.672424 nChanged 517 SP:Iteration 11Q (4580.860000 sec): 3 clusters Score: Raw -3794777.919319 + Penalty 3448.849135 = -3791329.070184 nChanged 217 SP:Iteration 12Q (4580.950000 sec): 3 clusters Score: Raw -3795060.776610 + Penalty 3448.849135 = -3791611.927475 nChanged 111 SP:Iteration 13Q (4581.040000 sec): 3 clusters Score: Raw -3795220.081496 + Penalty 3448.849135 = -3791771.232361 nChanged 89 SP:Iteration 14Q (4581.110000 sec): 3 clusters Score: Raw -3795283.209424 + Penalty 3448.849135 = -3791834.360290 nChanged 64 SP:Iteration 15Q (4581.180000 sec): 3 clusters Score: Raw -3795311.207971 + Penalty 3448.849135 = -3791862.358837 nChanged 47 SP:Iteration 16Q (4581.260000 sec): 3 clusters Score: Raw -3795325.561711 + Penalty 3448.849135 = -3791876.712576 nChanged 29 SP:Iteration 17Q (4581.340000 sec): 3 clusters Score: Raw -3795332.781777 + Penalty 3448.849135 = -3791883.932643 nChanged 17 SP:Iteration 18Q (4581.420000 sec): 3 clusters Score: Raw -3795336.158862 + Penalty 3448.849135 = -3791887.309727 nChanged 10 SP:Iteration 19Q (4581.500000 sec): 3 clusters Score: Raw -3795337.598319 + Penalty 3448.849135 = -3791888.749184 nChanged 8 SP:Iteration 20F (4581.600000 sec): 3 clusters Score: Raw -3795341.428783 + Penalty 3448.849135 = -3791892.579648 nChanged 5 SP:Iteration 21Q (4581.670000 sec): 3 clusters Score: Raw -3795343.426732 + Penalty 3448.849135 = -3791894.577597 nChanged 5 SP:Iteration 22Q (4581.750000 sec): 3 clusters Score: Raw -3795345.045694 + Penalty 3448.849135 = -3791896.196559 nChanged 4 SP:Iteration 23Q (4581.820000 sec): 3 clusters Score: Raw -3795345.566374 + Penalty 3448.849135 = -3791896.717239 nChanged 0 SP:Iteration 24F (4581.920000 sec): 3 clusters Score: Raw -3795345.566374 + Penalty 3448.849135 = -3791896.717239 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (17975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4581.990000 sec): 2 clusters Score: Raw -1790720.691983 + Penalty 1591.969792 = -1789128.722191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4582.040000 sec): 3 clusters Score: Raw -1779999.002402 + Penalty 3183.939584 = -1776815.062817 nChanged 8059 SP:Iteration 1F (4582.080000 sec): 3 clusters Score: Raw -1784565.428031 + Penalty 3183.939584 = -1781381.488447 nChanged 830 SP:Iteration 2Q (4582.130000 sec): 3 clusters Score: Raw -1784837.532484 + Penalty 3183.939584 = -1781653.592900 nChanged 714 SP:Iteration 3Q (4582.170000 sec): 3 clusters Score: Raw -1785065.983961 + Penalty 3183.939584 = -1781882.044377 nChanged 643 SP:Iteration 4Q (4582.220000 sec): 3 clusters Score: Raw -1785292.910051 + Penalty 3183.939584 = -1782108.970467 nChanged 633 SP:Iteration 5Q (4582.260000 sec): 3 clusters Score: Raw -1785526.947004 + Penalty 3183.939584 = -1782343.007420 nChanged 610 SP:Iteration 6Q (4582.310000 sec): 3 clusters Score: Raw -1785777.019980 + Penalty 3183.939584 = -1782593.080396 nChanged 628 SP:Iteration 7Q (4582.360000 sec): 3 clusters Score: Raw -1786043.625781 + Penalty 3183.939584 = -1782859.686197 nChanged 684 SP:Iteration 8Q (4582.400000 sec): 3 clusters Score: Raw -1786391.563858 + Penalty 3183.939584 = -1783207.624274 nChanged 773 SP:Iteration 9Q (4582.440000 sec): 3 clusters Score: Raw -1786855.525631 + Penalty 3183.939584 = -1783671.586047 nChanged 917 SP:Iteration 10F (4582.490000 sec): 3 clusters Score: Raw -1787446.557006 + Penalty 3183.939584 = -1784262.617422 nChanged 1017 SP:Iteration 11F (4582.540000 sec): 3 clusters Score: Raw -1788178.847945 + Penalty 3183.939584 = -1784994.908361 nChanged 973 SP:Iteration 12F (4582.580000 sec): 3 clusters Score: Raw -1788879.195178 + Penalty 3183.939584 = -1785695.255594 nChanged 810 SP:Iteration 13Q (4582.620000 sec): 3 clusters Score: Raw -1789468.954073 + Penalty 3183.939584 = -1786285.014488 nChanged 658 SP:Iteration 14Q (4582.660000 sec): 3 clusters Score: Raw -1789955.966532 + Penalty 3183.939584 = -1786772.026948 nChanged 499 SP:Iteration 15Q (4582.700000 sec): 3 clusters Score: Raw -1790336.605099 + Penalty 3183.939584 = -1787152.665514 nChanged 315 SP:Iteration 16Q (4582.740000 sec): 3 clusters Score: Raw -1790570.647502 + Penalty 3183.939584 = -1787386.707918 nChanged 179 SP:Iteration 17Q (4582.780000 sec): 3 clusters Score: Raw -1790700.926499 + Penalty 3183.939584 = -1787516.986915 nChanged 100 SP:Iteration 18Q (4582.810000 sec): 3 clusters Score: Raw -1790769.655350 + Penalty 3183.939584 = -1787585.715765 nChanged 60 SP:Iteration 19Q (4582.840000 sec): 3 clusters Score: Raw -1790820.170144 + Penalty 3183.939584 = -1787636.230559 nChanged 54 SP:Iteration 20F (4582.890000 sec): 3 clusters Score: Raw -1790863.534894 + Penalty 3183.939584 = -1787679.595309 nChanged 34 SP:Iteration 21Q (4582.920000 sec): 3 clusters Score: Raw -1790887.932426 + Penalty 3183.939584 = -1787703.992841 nChanged 22 SP:Iteration 22Q (4582.950000 sec): 3 clusters Score: Raw -1790904.670309 + Penalty 3183.939584 = -1787720.730725 nChanged 18 SP:Iteration 23Q (4582.980000 sec): 3 clusters Score: Raw -1790919.404725 + Penalty 3183.939584 = -1787735.465141 nChanged 20 SP:Iteration 24Q (4583.010000 sec): 3 clusters Score: Raw -1790936.321798 + Penalty 3183.939584 = -1787752.382214 nChanged 14 SP:Iteration 25Q (4583.040000 sec): 3 clusters Score: Raw -1790944.979427 + Penalty 3183.939584 = -1787761.039843 nChanged 10 SP:Iteration 26Q (4583.070000 sec): 3 clusters Score: Raw -1790952.978063 + Penalty 3183.939584 = -1787769.038479 nChanged 8 SP:Iteration 27Q (4583.100000 sec): 3 clusters Score: Raw -1790960.741949 + Penalty 3183.939584 = -1787776.802365 nChanged 4 SP:Iteration 28Q (4583.140000 sec): 3 clusters Score: Raw -1790963.399403 + Penalty 3183.939584 = -1787779.459819 nChanged 5 SP:Iteration 29Q (4583.160000 sec): 3 clusters Score: Raw -1790966.772777 + Penalty 3183.939584 = -1787782.833192 nChanged 3 SP:Iteration 30Q (4583.200000 sec): 3 clusters Score: Raw -1790968.749219 + Penalty 3183.939584 = -1787784.809635 nChanged 3 SP:Iteration 31Q (4583.230000 sec): 3 clusters Score: Raw -1790970.753135 + Penalty 3183.939584 = -1787786.813551 nChanged 4 SP:Iteration 32Q (4583.260000 sec): 3 clusters Score: Raw -1790975.816532 + Penalty 3183.939584 = -1787791.876948 nChanged 4 SP:Iteration 33Q (4583.290000 sec): 3 clusters Score: Raw -1790978.553000 + Penalty 3183.939584 = -1787794.613415 nChanged 2 SP:Iteration 34Q (4583.320000 sec): 3 clusters Score: Raw -1790980.887066 + Penalty 3183.939584 = -1787796.947481 nChanged 0 SP:Iteration 35F (4583.360000 sec): 3 clusters Score: Raw -1790980.887066 + Penalty 3183.939584 = -1787796.947481 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.380000 sec): 2 clusters Score: Raw -187934.853678 + Penalty 1235.552393 = -186699.301285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.380000 sec): 3 clusters Score: Raw -187107.829775 + Penalty 2471.104785 = -184636.724989 nChanged 693 SP:Iteration 1F (4583.390000 sec): 3 clusters Score: Raw -187575.839196 + Penalty 2471.104785 = -185104.734411 nChanged 169 SP:Iteration 2F (4583.390000 sec): 3 clusters Score: Raw -187695.800806 + Penalty 2471.104785 = -185224.696020 nChanged 93 SP:Iteration 3Q (4583.400000 sec): 3 clusters Score: Raw -187761.629896 + Penalty 2471.104785 = -185290.525111 nChanged 56 SP:Iteration 4Q (4583.400000 sec): 3 clusters Score: Raw -187796.632710 + Penalty 2471.104785 = -185325.527924 nChanged 43 SP:Iteration 5Q (4583.410000 sec): 3 clusters Score: Raw -187823.483256 + Penalty 2471.104785 = -185352.378471 nChanged 33 SP:Iteration 6Q (4583.410000 sec): 3 clusters Score: Raw -187845.398612 + Penalty 2471.104785 = -185374.293826 nChanged 33 SP:Iteration 7Q (4583.420000 sec): 3 clusters Score: Raw -187865.365435 + Penalty 2471.104785 = -185394.260649 nChanged 27 SP:Iteration 8Q (4583.420000 sec): 3 clusters Score: Raw -187883.652406 + Penalty 2471.104785 = -185412.547620 nChanged 29 SP:Iteration 9Q (4583.430000 sec): 3 clusters Score: Raw -187901.344308 + Penalty 2471.104785 = -185430.239523 nChanged 21 SP:Iteration 10Q (4583.430000 sec): 3 clusters Score: Raw -187913.881295 + Penalty 2471.104785 = -185442.776510 nChanged 20 SP:Iteration 11Q (4583.440000 sec): 3 clusters Score: Raw -187926.858573 + Penalty 2471.104785 = -185455.753787 nChanged 19 SP:Iteration 12Q (4583.440000 sec): 3 clusters Score: Raw -187936.903395 + Penalty 2471.104785 = -185465.798609 nChanged 20 SP:Iteration 13Q (4583.440000 sec): 3 clusters Score: Raw -187947.200050 + Penalty 2471.104785 = -185476.095265 nChanged 10 SP:Iteration 14Q (4583.450000 sec): 3 clusters Score: Raw -187954.499211 + Penalty 2471.104785 = -185483.394425 nChanged 9 SP:Iteration 15Q (4583.460000 sec): 3 clusters Score: Raw -187959.265635 + Penalty 2471.104785 = -185488.160849 nChanged 10 SP:Iteration 16Q (4583.470000 sec): 3 clusters Score: Raw -187964.759769 + Penalty 2471.104785 = -185493.654984 nChanged 11 SP:Iteration 17Q (4583.470000 sec): 3 clusters Score: Raw -187970.659644 + Penalty 2471.104785 = -185499.554859 nChanged 8 SP:Iteration 18Q (4583.470000 sec): 3 clusters Score: Raw -187974.858027 + Penalty 2471.104785 = -185503.753242 nChanged 9 SP:Iteration 19Q (4583.480000 sec): 3 clusters Score: Raw -187978.037272 + Penalty 2471.104785 = -185506.932486 nChanged 4 SP:Iteration 20F (4583.490000 sec): 3 clusters Score: Raw -187978.812079 + Penalty 2471.104785 = -185507.707294 nChanged 1 SP:Iteration 21Q (4583.490000 sec): 3 clusters Score: Raw -187979.254927 + Penalty 2471.104785 = -185508.150141 nChanged 1 SP:Iteration 22Q (4583.490000 sec): 3 clusters Score: Raw -187979.689008 + Penalty 2471.104785 = -185508.584223 nChanged 1 SP:Iteration 23Q (4583.500000 sec): 3 clusters Score: Raw -187979.988669 + Penalty 2471.104785 = -185508.883883 nChanged 0 SP:Iteration 24F (4583.500000 sec): 3 clusters Score: Raw -187979.988669 + Penalty 2471.104785 = -185508.883883 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.510000 sec): 2 clusters Score: Raw -222448.304901 + Penalty 1261.490963 = -221186.813939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.520000 sec): 3 clusters Score: Raw -221381.108070 + Penalty 2522.981925 = -218858.126145 nChanged 857 SP:Iteration 1F (4583.520000 sec): 3 clusters Score: Raw -221900.689107 + Penalty 2522.981925 = -219377.707182 nChanged 195 SP:Iteration 2F (4583.530000 sec): 3 clusters Score: Raw -222020.281607 + Penalty 2522.981925 = -219497.299682 nChanged 108 SP:Iteration 3Q (4583.530000 sec): 3 clusters Score: Raw -222083.214289 + Penalty 2522.981925 = -219560.232363 nChanged 81 SP:Iteration 4Q (4583.540000 sec): 3 clusters Score: Raw -222133.255813 + Penalty 2522.981925 = -219610.273887 nChanged 58 SP:Iteration 5Q (4583.550000 sec): 3 clusters Score: Raw -222170.008863 + Penalty 2522.981925 = -219647.026937 nChanged 45 SP:Iteration 6Q (4583.550000 sec): 3 clusters Score: Raw -222202.653004 + Penalty 2522.981925 = -219679.671079 nChanged 47 SP:Iteration 7Q (4583.560000 sec): 3 clusters Score: Raw -222231.152028 + Penalty 2522.981925 = -219708.170102 nChanged 44 SP:Iteration 8Q (4583.560000 sec): 3 clusters Score: Raw -222254.049943 + Penalty 2522.981925 = -219731.068017 nChanged 37 SP:Iteration 9Q (4583.570000 sec): 3 clusters Score: Raw -222275.693401 + Penalty 2522.981925 = -219752.711476 nChanged 23 SP:Iteration 10Q (4583.570000 sec): 3 clusters Score: Raw -222287.536194 + Penalty 2522.981925 = -219764.554268 nChanged 16 SP:Iteration 11Q (4583.580000 sec): 3 clusters Score: Raw -222297.103906 + Penalty 2522.981925 = -219774.121981 nChanged 21 SP:Iteration 12Q (4583.580000 sec): 3 clusters Score: Raw -222306.573951 + Penalty 2522.981925 = -219783.592026 nChanged 19 SP:Iteration 13Q (4583.590000 sec): 3 clusters Score: Raw -222314.345298 + Penalty 2522.981925 = -219791.363373 nChanged 12 SP:Iteration 14Q (4583.590000 sec): 3 clusters Score: Raw -222319.663636 + Penalty 2522.981925 = -219796.681711 nChanged 15 SP:Iteration 15Q (4583.600000 sec): 3 clusters Score: Raw -222327.284589 + Penalty 2522.981925 = -219804.302664 nChanged 13 SP:Iteration 16Q (4583.610000 sec): 3 clusters Score: Raw -222332.662896 + Penalty 2522.981925 = -219809.680971 nChanged 13 SP:Iteration 17Q (4583.610000 sec): 3 clusters Score: Raw -222338.547975 + Penalty 2522.981925 = -219815.566049 nChanged 10 SP:Iteration 18Q (4583.620000 sec): 3 clusters Score: Raw -222342.738490 + Penalty 2522.981925 = -219819.756564 nChanged 7 SP:Iteration 19Q (4583.620000 sec): 3 clusters Score: Raw -222345.099612 + Penalty 2522.981925 = -219822.117686 nChanged 7 SP:Iteration 20F (4583.630000 sec): 3 clusters Score: Raw -222347.846663 + Penalty 2522.981925 = -219824.864738 nChanged 7 SP:Iteration 21Q (4583.630000 sec): 3 clusters Score: Raw -222353.302228 + Penalty 2522.981925 = -219830.320303 nChanged 13 SP:Iteration 22Q (4583.640000 sec): 3 clusters Score: Raw -222359.244205 + Penalty 2522.981925 = -219836.262279 nChanged 11 SP:Iteration 23Q (4583.640000 sec): 3 clusters Score: Raw -222363.938771 + Penalty 2522.981925 = -219840.956846 nChanged 8 SP:Iteration 24Q (4583.650000 sec): 3 clusters Score: Raw -222367.326714 + Penalty 2522.981925 = -219844.344789 nChanged 7 SP:Iteration 25Q (4583.650000 sec): 3 clusters Score: Raw -222370.850522 + Penalty 2522.981925 = -219847.868597 nChanged 8 SP:Iteration 26Q (4583.660000 sec): 3 clusters Score: Raw -222374.046864 + Penalty 2522.981925 = -219851.064939 nChanged 9 SP:Iteration 27Q (4583.670000 sec): 3 clusters Score: Raw -222376.966211 + Penalty 2522.981925 = -219853.984286 nChanged 3 SP:Iteration 28Q (4583.670000 sec): 3 clusters Score: Raw -222378.422200 + Penalty 2522.981925 = -219855.440274 nChanged 1 SP:Iteration 29Q (4583.670000 sec): 3 clusters Score: Raw -222379.682169 + Penalty 2522.981925 = -219856.700244 nChanged 3 SP:Iteration 30Q (4583.680000 sec): 3 clusters Score: Raw -222381.075041 + Penalty 2522.981925 = -219858.093116 nChanged 5 SP:Iteration 31Q (4583.690000 sec): 3 clusters Score: Raw -222382.653419 + Penalty 2522.981925 = -219859.671494 nChanged 3 SP:Iteration 32Q (4583.690000 sec): 3 clusters Score: Raw -222383.504771 + Penalty 2522.981925 = -219860.522845 nChanged 2 SP:Iteration 33Q (4583.700000 sec): 3 clusters Score: Raw -222385.327394 + Penalty 2522.981925 = -219862.345469 nChanged 5 SP:Iteration 34Q (4583.700000 sec): 3 clusters Score: Raw -222387.573356 + Penalty 2522.981925 = -219864.591431 nChanged 6 SP:Iteration 35Q (4583.710000 sec): 3 clusters Score: Raw -222389.390060 + Penalty 2522.981925 = -219866.408134 nChanged 1 SP:Iteration 36Q (4583.710000 sec): 3 clusters Score: Raw -222389.489767 + Penalty 2522.981925 = -219866.507841 nChanged 0 SP:Iteration 37F (4583.720000 sec): 3 clusters Score: Raw -222389.489767 + Penalty 2522.981925 = -219866.507841 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.740000 sec): 2 clusters Score: Raw -584732.384779 + Penalty 1408.021998 = -583324.362781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.750000 sec): 3 clusters Score: Raw -581634.609382 + Penalty 2816.043996 = -578818.565386 nChanged 2365 SP:Iteration 1F (4583.770000 sec): 3 clusters Score: Raw -582931.778838 + Penalty 2816.043996 = -580115.734842 nChanged 400 SP:Iteration 2F (4583.780000 sec): 3 clusters Score: Raw -583133.607927 + Penalty 2816.043996 = -580317.563932 nChanged 293 SP:Iteration 3F (4583.790000 sec): 3 clusters Score: Raw -583264.721991 + Penalty 2816.043996 = -580448.677995 nChanged 236 SP:Iteration 4Q (4583.810000 sec): 3 clusters Score: Raw -583372.062460 + Penalty 2816.043996 = -580556.018464 nChanged 227 SP:Iteration 5Q (4583.820000 sec): 3 clusters Score: Raw -583472.206761 + Penalty 2816.043996 = -580656.162766 nChanged 204 SP:Iteration 6Q (4583.830000 sec): 3 clusters Score: Raw -583566.908467 + Penalty 2816.043996 = -580750.864471 nChanged 200 SP:Iteration 7Q (4583.850000 sec): 3 clusters Score: Raw -583669.775114 + Penalty 2816.043996 = -580853.731118 nChanged 213 SP:Iteration 8Q (4583.860000 sec): 3 clusters Score: Raw -583808.833999 + Penalty 2816.043996 = -580992.790003 nChanged 252 SP:Iteration 9Q (4583.870000 sec): 3 clusters Score: Raw -583987.161763 + Penalty 2816.043996 = -581171.117767 nChanged 245 SP:Iteration 10Q (4583.890000 sec): 3 clusters Score: Raw -584172.853375 + Penalty 2816.043996 = -581356.809380 nChanged 200 SP:Iteration 11Q (4583.900000 sec): 3 clusters Score: Raw -584326.414289 + Penalty 2816.043996 = -581510.370293 nChanged 177 SP:Iteration 12Q (4583.910000 sec): 3 clusters Score: Raw -584454.793761 + Penalty 2816.043996 = -581638.749766 nChanged 148 SP:Iteration 13Q (4583.930000 sec): 3 clusters Score: Raw -584576.924114 + Penalty 2816.043996 = -581760.880118 nChanged 137 SP:Iteration 14Q (4583.940000 sec): 3 clusters Score: Raw -584689.474633 + Penalty 2816.043996 = -581873.430637 nChanged 95 SP:Iteration 15Q (4583.950000 sec): 3 clusters Score: Raw -584759.190364 + Penalty 2816.043996 = -581943.146369 nChanged 64 SP:Iteration 16Q (4583.960000 sec): 3 clusters Score: Raw -584801.264102 + Penalty 2816.043996 = -581985.220106 nChanged 46 SP:Iteration 17Q (4583.970000 sec): 3 clusters Score: Raw -584831.547185 + Penalty 2816.043996 = -582015.503190 nChanged 43 SP:Iteration 18Q (4583.980000 sec): 3 clusters Score: Raw -584860.056229 + Penalty 2816.043996 = -582044.012234 nChanged 40 SP:Iteration 19Q (4583.990000 sec): 3 clusters Score: Raw -584883.901980 + Penalty 2816.043996 = -582067.857985 nChanged 31 SP:Iteration 20F (4584.010000 sec): 3 clusters Score: Raw -584902.479119 + Penalty 2816.043996 = -582086.435123 nChanged 20 SP:Iteration 21Q (4584.020000 sec): 3 clusters Score: Raw -584911.845484 + Penalty 2816.043996 = -582095.801488 nChanged 13 SP:Iteration 22Q (4584.030000 sec): 3 clusters Score: Raw -584916.396532 + Penalty 2816.043996 = -582100.352536 nChanged 8 SP:Iteration 23Q (4584.040000 sec): 3 clusters Score: Raw -584918.955720 + Penalty 2816.043996 = -582102.911725 nChanged 7 SP:Iteration 24Q (4584.050000 sec): 3 clusters Score: Raw -584922.226510 + Penalty 2816.043996 = -582106.182514 nChanged 5 SP:Iteration 25Q (4584.060000 sec): 3 clusters Score: Raw -584924.178762 + Penalty 2816.043996 = -582108.134766 nChanged 4 SP:Iteration 26Q (4584.070000 sec): 3 clusters Score: Raw -584925.057872 + Penalty 2816.043996 = -582109.013876 nChanged 1 SP:Iteration 27Q (4584.090000 sec): 3 clusters Score: Raw -584925.970469 + Penalty 2816.043996 = -582109.926473 nChanged 3 SP:Iteration 28Q (4584.100000 sec): 3 clusters Score: Raw -584927.481467 + Penalty 2816.043996 = -582111.437472 nChanged 3 SP:Iteration 29Q (4584.110000 sec): 3 clusters Score: Raw -584928.339904 + Penalty 2816.043996 = -582112.295908 nChanged 1 SP:Iteration 30Q (4584.120000 sec): 3 clusters Score: Raw -584928.371027 + Penalty 2816.043996 = -582112.327032 nChanged 0 SP:Iteration 31F (4584.130000 sec): 3 clusters Score: Raw -584928.371027 + Penalty 2816.043996 = -582112.327032 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.150000 sec): 2 clusters Score: Raw -344247.763109 + Penalty 1324.357213 = -342923.405895 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.150000 sec): 3 clusters Score: Raw -342643.761935 + Penalty 2648.714427 = -339995.047508 nChanged 1301 SP:Iteration 1F (4584.160000 sec): 3 clusters Score: Raw -343407.841207 + Penalty 2648.714427 = -340759.126780 nChanged 242 SP:Iteration 2F (4584.170000 sec): 3 clusters Score: Raw -343546.341702 + Penalty 2648.714427 = -340897.627275 nChanged 159 SP:Iteration 3Q (4584.180000 sec): 3 clusters Score: Raw -343635.622469 + Penalty 2648.714427 = -340986.908042 nChanged 119 SP:Iteration 4Q (4584.190000 sec): 3 clusters Score: Raw -343694.129208 + Penalty 2648.714427 = -341045.414782 nChanged 97 SP:Iteration 5Q (4584.190000 sec): 3 clusters Score: Raw -343738.415287 + Penalty 2648.714427 = -341089.700860 nChanged 74 SP:Iteration 6Q (4584.200000 sec): 3 clusters Score: Raw -343773.781901 + Penalty 2648.714427 = -341125.067474 nChanged 69 SP:Iteration 7Q (4584.210000 sec): 3 clusters Score: Raw -343805.372668 + Penalty 2648.714427 = -341156.658241 nChanged 69 SP:Iteration 8Q (4584.220000 sec): 3 clusters Score: Raw -343832.773005 + Penalty 2648.714427 = -341184.058579 nChanged 53 SP:Iteration 9Q (4584.230000 sec): 3 clusters Score: Raw -343855.079681 + Penalty 2648.714427 = -341206.365254 nChanged 40 SP:Iteration 10Q (4584.230000 sec): 3 clusters Score: Raw -343875.344475 + Penalty 2648.714427 = -341226.630048 nChanged 60 SP:Iteration 11Q (4584.240000 sec): 3 clusters Score: Raw -343907.296931 + Penalty 2648.714427 = -341258.582504 nChanged 64 SP:Iteration 12Q (4584.250000 sec): 3 clusters Score: Raw -343935.651083 + Penalty 2648.714427 = -341286.936656 nChanged 57 SP:Iteration 13Q (4584.260000 sec): 3 clusters Score: Raw -343962.866671 + Penalty 2648.714427 = -341314.152244 nChanged 53 SP:Iteration 14Q (4584.270000 sec): 3 clusters Score: Raw -343986.801959 + Penalty 2648.714427 = -341338.087532 nChanged 46 SP:Iteration 15Q (4584.270000 sec): 3 clusters Score: Raw -344006.120466 + Penalty 2648.714427 = -341357.406039 nChanged 45 SP:Iteration 16Q (4584.280000 sec): 3 clusters Score: Raw -344029.863516 + Penalty 2648.714427 = -341381.149090 nChanged 44 SP:Iteration 17Q (4584.290000 sec): 3 clusters Score: Raw -344049.985154 + Penalty 2648.714427 = -341401.270727 nChanged 45 SP:Iteration 18Q (4584.300000 sec): 3 clusters Score: Raw -344069.429038 + Penalty 2648.714427 = -341420.714611 nChanged 38 SP:Iteration 19Q (4584.310000 sec): 3 clusters Score: Raw -344087.993864 + Penalty 2648.714427 = -341439.279437 nChanged 39 SP:Iteration 20F (4584.310000 sec): 3 clusters Score: Raw -344109.329911 + Penalty 2648.714427 = -341460.615484 nChanged 37 SP:Iteration 21Q (4584.320000 sec): 3 clusters Score: Raw -344130.376437 + Penalty 2648.714427 = -341481.662010 nChanged 50 SP:Iteration 22Q (4584.330000 sec): 3 clusters Score: Raw -344152.695256 + Penalty 2648.714427 = -341503.980829 nChanged 41 SP:Iteration 23Q (4584.330000 sec): 3 clusters Score: Raw -344167.054501 + Penalty 2648.714427 = -341518.340074 nChanged 29 SP:Iteration 24Q (4584.340000 sec): 3 clusters Score: Raw -344178.107301 + Penalty 2648.714427 = -341529.392874 nChanged 29 SP:Iteration 25Q (4584.350000 sec): 3 clusters Score: Raw -344188.289007 + Penalty 2648.714427 = -341539.574580 nChanged 24 SP:Iteration 26Q (4584.360000 sec): 3 clusters Score: Raw -344198.064829 + Penalty 2648.714427 = -341549.350402 nChanged 25 SP:Iteration 27Q (4584.370000 sec): 3 clusters Score: Raw -344205.671853 + Penalty 2648.714427 = -341556.957426 nChanged 19 SP:Iteration 28Q (4584.370000 sec): 3 clusters Score: Raw -344212.368351 + Penalty 2648.714427 = -341563.653924 nChanged 23 SP:Iteration 29Q (4584.380000 sec): 3 clusters Score: Raw -344219.623378 + Penalty 2648.714427 = -341570.908951 nChanged 12 SP:Iteration 30Q (4584.390000 sec): 3 clusters Score: Raw -344223.075565 + Penalty 2648.714427 = -341574.361138 nChanged 15 SP:Iteration 31Q (4584.400000 sec): 3 clusters Score: Raw -344226.469359 + Penalty 2648.714427 = -341577.754932 nChanged 11 SP:Iteration 32Q (4584.410000 sec): 3 clusters Score: Raw -344229.939440 + Penalty 2648.714427 = -341581.225013 nChanged 12 SP:Iteration 33Q (4584.410000 sec): 3 clusters Score: Raw -344232.787541 + Penalty 2648.714427 = -341584.073114 nChanged 7 SP:Iteration 34Q (4584.420000 sec): 3 clusters Score: Raw -344235.038084 + Penalty 2648.714427 = -341586.323657 nChanged 12 SP:Iteration 35Q (4584.420000 sec): 3 clusters Score: Raw -344237.758771 + Penalty 2648.714427 = -341589.044344 nChanged 12 SP:Iteration 36Q (4584.430000 sec): 3 clusters Score: Raw -344240.111413 + Penalty 2648.714427 = -341591.396986 nChanged 9 SP:Iteration 37Q (4584.440000 sec): 3 clusters Score: Raw -344243.914428 + Penalty 2648.714427 = -341595.200001 nChanged 14 SP:Iteration 38Q (4584.450000 sec): 3 clusters Score: Raw -344248.875903 + Penalty 2648.714427 = -341600.161476 nChanged 11 SP:Iteration 39Q (4584.450000 sec): 3 clusters Score: Raw -344252.107259 + Penalty 2648.714427 = -341603.392832 nChanged 7 SP:Iteration 40F (4584.460000 sec): 3 clusters Score: Raw -344253.588756 + Penalty 2648.714427 = -341604.874329 nChanged 10 SP:Iteration 41Q (4584.470000 sec): 3 clusters Score: Raw -344256.364018 + Penalty 2648.714427 = -341607.649591 nChanged 9 SP:Iteration 42Q (4584.480000 sec): 3 clusters Score: Raw -344260.205870 + Penalty 2648.714427 = -341611.491443 nChanged 17 SP:Iteration 43Q (4584.490000 sec): 3 clusters Score: Raw -344266.487648 + Penalty 2648.714427 = -341617.773221 nChanged 16 SP:Iteration 44Q (4584.490000 sec): 3 clusters Score: Raw -344272.006760 + Penalty 2648.714427 = -341623.292333 nChanged 14 SP:Iteration 45Q (4584.500000 sec): 3 clusters Score: Raw -344278.387352 + Penalty 2648.714427 = -341629.672925 nChanged 18 SP:Iteration 46Q (4584.510000 sec): 3 clusters Score: Raw -344284.305525 + Penalty 2648.714427 = -341635.591098 nChanged 16 SP:Iteration 47Q (4584.520000 sec): 3 clusters Score: Raw -344289.703247 + Penalty 2648.714427 = -341640.988821 nChanged 12 SP:Iteration 48Q (4584.530000 sec): 3 clusters Score: Raw -344293.012968 + Penalty 2648.714427 = -341644.298541 nChanged 10 SP:Iteration 49Q (4584.530000 sec): 3 clusters Score: Raw -344295.571310 + Penalty 2648.714427 = -341646.856883 nChanged 10 SP:Iteration 50Q (4584.540000 sec): 3 clusters Score: Raw -344297.828432 + Penalty 2648.714427 = -341649.114005 nChanged 8 SP:Iteration 51Q (4584.550000 sec): 3 clusters Score: Raw -344299.478922 + Penalty 2648.714427 = -341650.764495 nChanged 7 SP:Iteration 52Q (4584.560000 sec): 3 clusters Score: Raw -344301.041114 + Penalty 2648.714427 = -341652.326687 nChanged 5 SP:Iteration 53Q (4584.570000 sec): 3 clusters Score: Raw -344302.023434 + Penalty 2648.714427 = -341653.309007 nChanged 9 SP:Iteration 54Q (4584.570000 sec): 3 clusters Score: Raw -344304.833648 + Penalty 2648.714427 = -341656.119221 nChanged 7 SP:Iteration 55Q (4584.580000 sec): 3 clusters Score: Raw -344307.370218 + Penalty 2648.714427 = -341658.655791 nChanged 11 SP:Iteration 56Q (4584.590000 sec): 3 clusters Score: Raw -344310.922756 + Penalty 2648.714427 = -341662.208329 nChanged 7 SP:Iteration 57Q (4584.600000 sec): 3 clusters Score: Raw -344311.928071 + Penalty 2648.714427 = -341663.213644 nChanged 3 SP:Iteration 58Q (4584.610000 sec): 3 clusters Score: Raw -344312.543669 + Penalty 2648.714427 = -341663.829242 nChanged 2 SP:Iteration 59Q (4584.610000 sec): 3 clusters Score: Raw -344312.852152 + Penalty 2648.714427 = -341664.137725 nChanged 0 SP:Iteration 60F (4584.630000 sec): 3 clusters Score: Raw -344312.852152 + Penalty 2648.714427 = -341664.137725 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.630000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.630000 sec): 3 clusters Score: Raw -19981.688431 + Penalty 1748.466640 = -18233.221791 nChanged 34 SP:Iteration 1F (4584.630000 sec): 3 clusters Score: Raw -20077.925882 + Penalty 1748.466640 = -18329.459242 nChanged 8 SP:Iteration 2Q (4584.630000 sec): 3 clusters Score: Raw -20100.470795 + Penalty 1748.466640 = -18352.004155 nChanged 1 SP:Iteration 3Q (4584.630000 sec): 3 clusters Score: Raw -20103.689780 + Penalty 1748.466640 = -18355.223140 nChanged 0 SP:Iteration 4F (4584.630000 sec): 3 clusters Score: Raw -20103.689780 + Penalty 1748.466640 = -18355.223140 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.640000 sec): 2 clusters Score: Raw -84349.665432 + Penalty 1099.880147 = -83249.785285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.640000 sec): 3 clusters Score: Raw -84089.985708 + Penalty 2199.760294 = -81890.225414 nChanged 239 SP:Iteration 1F (4584.640000 sec): 3 clusters Score: Raw -84303.114643 + Penalty 2199.760294 = -82103.354349 nChanged 55 SP:Iteration 2F (4584.650000 sec): 3 clusters Score: Raw -84365.178136 + Penalty 2199.760294 = -82165.417842 nChanged 35 SP:Iteration 3Q (4584.650000 sec): 3 clusters Score: Raw -84404.106868 + Penalty 2199.760294 = -82204.346574 nChanged 25 SP:Iteration 4Q (4584.650000 sec): 3 clusters Score: Raw -84433.061218 + Penalty 2199.760294 = -82233.300925 nChanged 17 SP:Iteration 5Q (4584.650000 sec): 3 clusters Score: Raw -84456.753195 + Penalty 2199.760294 = -82256.992902 nChanged 15 SP:Iteration 6Q (4584.650000 sec): 3 clusters Score: Raw -84476.279469 + Penalty 2199.760294 = -82276.519176 nChanged 18 SP:Iteration 7Q (4584.650000 sec): 3 clusters Score: Raw -84496.238833 + Penalty 2199.760294 = -82296.478539 nChanged 8 SP:Iteration 8Q (4584.660000 sec): 3 clusters Score: Raw -84506.047550 + Penalty 2199.760294 = -82306.287256 nChanged 9 SP:Iteration 9Q (4584.660000 sec): 3 clusters Score: Raw -84513.297565 + Penalty 2199.760294 = -82313.537272 nChanged 3 SP:Iteration 10Q (4584.660000 sec): 3 clusters Score: Raw -84515.396126 + Penalty 2199.760294 = -82315.635833 nChanged 3 SP:Iteration 11Q (4584.670000 sec): 3 clusters Score: Raw -84518.415604 + Penalty 2199.760294 = -82318.655311 nChanged 3 SP:Iteration 12Q (4584.670000 sec): 3 clusters Score: Raw -84521.208229 + Penalty 2199.760294 = -82321.447935 nChanged 4 SP:Iteration 13Q (4584.670000 sec): 3 clusters Score: Raw -84523.504644 + Penalty 2199.760294 = -82323.744350 nChanged 1 SP:Iteration 14Q (4584.670000 sec): 3 clusters Score: Raw -84524.843762 + Penalty 2199.760294 = -82325.083468 nChanged 1 SP:Iteration 15Q (4584.670000 sec): 3 clusters Score: Raw -84525.466067 + Penalty 2199.760294 = -82325.705773 nChanged 0 SP:Iteration 16F (4584.670000 sec): 3 clusters Score: Raw -84525.466067 + Penalty 2199.760294 = -82325.705773 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.680000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.680000 sec): 3 clusters Score: Raw -88504.517326 + Penalty 2248.897251 = -86255.620075 nChanged 298 SP:Iteration 1F (4584.690000 sec): 3 clusters Score: Raw -88838.014521 + Penalty 2248.897251 = -86589.117269 nChanged 82 SP:Iteration 2F (4584.690000 sec): 3 clusters Score: Raw -88940.656984 + Penalty 2248.897251 = -86691.759732 nChanged 40 SP:Iteration 3Q (4584.690000 sec): 3 clusters Score: Raw -88988.526025 + Penalty 2248.897251 = -86739.628774 nChanged 27 SP:Iteration 4Q (4584.690000 sec): 3 clusters Score: Raw -89032.552076 + Penalty 2248.897251 = -86783.654825 nChanged 27 SP:Iteration 5Q (4584.690000 sec): 3 clusters Score: Raw -89084.101344 + Penalty 2248.897251 = -86835.204093 nChanged 32 SP:Iteration 6Q (4584.700000 sec): 3 clusters Score: Raw -89122.561087 + Penalty 2248.897251 = -86873.663835 nChanged 14 SP:Iteration 7Q (4584.700000 sec): 3 clusters Score: Raw -89137.573048 + Penalty 2248.897251 = -86888.675797 nChanged 4 SP:Iteration 8Q (4584.700000 sec): 3 clusters Score: Raw -89140.971364 + Penalty 2248.897251 = -86892.074113 nChanged 3 SP:Iteration 9Q (4584.710000 sec): 3 clusters Score: Raw -89143.329389 + Penalty 2248.897251 = -86894.432138 nChanged 2 SP:Iteration 10Q (4584.710000 sec): 3 clusters Score: Raw -89144.598062 + Penalty 2248.897251 = -86895.700811 nChanged 1 SP:Iteration 11Q (4584.710000 sec): 3 clusters Score: Raw -89145.596079 + Penalty 2248.897251 = -86896.698828 nChanged 1 SP:Iteration 12Q (4584.710000 sec): 3 clusters Score: Raw -89146.257282 + Penalty 2248.897251 = -86897.360031 nChanged 1 SP:Iteration 13Q (4584.710000 sec): 3 clusters Score: Raw -89148.226974 + Penalty 2248.897251 = -86899.329722 nChanged 2 SP:Iteration 14Q (4584.720000 sec): 3 clusters Score: Raw -89149.748905 + Penalty 2248.897251 = -86900.851654 nChanged 1 SP:Iteration 15Q (4584.720000 sec): 3 clusters Score: Raw -89150.791636 + Penalty 2248.897251 = -86901.894385 nChanged 2 SP:Iteration 16Q (4584.720000 sec): 3 clusters Score: Raw -89154.516520 + Penalty 2248.897251 = -86905.619269 nChanged 5 SP:Iteration 17Q (4584.720000 sec): 3 clusters Score: Raw -89159.320119 + Penalty 2248.897251 = -86910.422868 nChanged 3 SP:Iteration 18Q (4584.730000 sec): 3 clusters Score: Raw -89162.513637 + Penalty 2248.897251 = -86913.616386 nChanged 5 SP:Iteration 19Q (4584.730000 sec): 3 clusters Score: Raw -89167.206963 + Penalty 2248.897251 = -86918.309711 nChanged 4 SP:Iteration 20F (4584.730000 sec): 3 clusters Score: Raw -89170.209403 + Penalty 2248.897251 = -86921.312151 nChanged 1 SP:Iteration 21Q (4584.730000 sec): 3 clusters Score: Raw -89174.234569 + Penalty 2248.897251 = -86925.337318 nChanged 5 SP:Iteration 22Q (4584.740000 sec): 3 clusters Score: Raw -89186.778403 + Penalty 2248.897251 = -86937.881152 nChanged 13 SP:Iteration 23Q (4584.740000 sec): 3 clusters Score: Raw -89209.862429 + Penalty 2248.897251 = -86960.965178 nChanged 7 SP:Iteration 24Q (4584.740000 sec): 3 clusters Score: Raw -89217.795541 + Penalty 2248.897251 = -86968.898289 nChanged 4 SP:Iteration 25Q (4584.740000 sec): 3 clusters Score: Raw -89224.962926 + Penalty 2248.897251 = -86976.065675 nChanged 2 SP:Iteration 26Q (4584.750000 sec): 3 clusters Score: Raw -89234.812022 + Penalty 2248.897251 = -86985.914771 nChanged 3 SP:Iteration 27Q (4584.750000 sec): 3 clusters Score: Raw -89237.606629 + Penalty 2248.897251 = -86988.709378 nChanged 4 SP:Iteration 28Q (4584.750000 sec): 3 clusters Score: Raw -89240.531604 + Penalty 2248.897251 = -86991.634353 nChanged 2 SP:Iteration 29Q (4584.750000 sec): 3 clusters Score: Raw -89242.082810 + Penalty 2248.897251 = -86993.185559 nChanged 4 SP:Iteration 30Q (4584.750000 sec): 3 clusters Score: Raw -89245.402351 + Penalty 2248.897251 = -86996.505100 nChanged 2 SP:Iteration 31Q (4584.760000 sec): 3 clusters Score: Raw -89246.506664 + Penalty 2248.897251 = -86997.609413 nChanged 0 SP:Iteration 32F (4584.760000 sec): 3 clusters Score: Raw -89246.506664 + Penalty 2248.897251 = -86997.609413 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.770000 sec): 2 clusters Score: Raw -72810.880039 + Penalty 1082.551395 = -71728.328644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.770000 sec): 3 clusters Score: Raw -72616.517278 + Penalty 2165.102791 = -70451.414487 nChanged 198 SP:Iteration 1F (4584.770000 sec): 3 clusters Score: Raw -72841.371615 + Penalty 2165.102791 = -70676.268824 nChanged 55 SP:Iteration 2F (4584.770000 sec): 3 clusters Score: Raw -72915.358241 + Penalty 2165.102791 = -70750.255450 nChanged 38 SP:Iteration 3Q (4584.770000 sec): 3 clusters Score: Raw -72983.906928 + Penalty 2165.102791 = -70818.804137 nChanged 38 SP:Iteration 4Q (4584.770000 sec): 3 clusters Score: Raw -73057.600699 + Penalty 2165.102791 = -70892.497908 nChanged 26 SP:Iteration 5Q (4584.780000 sec): 3 clusters Score: Raw -73115.702594 + Penalty 2165.102791 = -70950.599804 nChanged 26 SP:Iteration 6Q (4584.780000 sec): 3 clusters Score: Raw -73173.262068 + Penalty 2165.102791 = -71008.159278 nChanged 30 SP:Iteration 7Q (4584.780000 sec): 3 clusters Score: Raw -73256.720990 + Penalty 2165.102791 = -71091.618199 nChanged 41 SP:Iteration 8F (4584.780000 sec): 3 clusters Score: Raw -73383.531337 + Penalty 2165.102791 = -71218.428546 nChanged 32 SP:Iteration 9Q (4584.780000 sec): 3 clusters Score: Raw -73480.009456 + Penalty 2165.102791 = -71314.906665 nChanged 14 SP:Iteration 10Q (4584.790000 sec): 3 clusters Score: Raw -73528.547069 + Penalty 2165.102791 = -71363.444278 nChanged 15 SP:Iteration 11Q (4584.790000 sec): 3 clusters Score: Raw -73558.457778 + Penalty 2165.102791 = -71393.354987 nChanged 8 SP:Iteration 12Q (4584.790000 sec): 3 clusters Score: Raw -73579.494299 + Penalty 2165.102791 = -71414.391508 nChanged 5 SP:Iteration 13Q (4584.790000 sec): 3 clusters Score: Raw -73592.385177 + Penalty 2165.102791 = -71427.282387 nChanged 4 SP:Iteration 14Q (4584.790000 sec): 3 clusters Score: Raw -73601.024107 + Penalty 2165.102791 = -71435.921317 nChanged 4 SP:Iteration 15Q (4584.790000 sec): 3 clusters Score: Raw -73607.226283 + Penalty 2165.102791 = -71442.123492 nChanged 5 SP:Iteration 16Q (4584.790000 sec): 3 clusters Score: Raw -73617.837450 + Penalty 2165.102791 = -71452.734660 nChanged 6 SP:Iteration 17Q (4584.800000 sec): 3 clusters Score: Raw -73628.606176 + Penalty 2165.102791 = -71463.503385 nChanged 5 SP:Iteration 18Q (4584.800000 sec): 3 clusters Score: Raw -73645.755249 + Penalty 2165.102791 = -71480.652458 nChanged 5 SP:Iteration 19Q (4584.800000 sec): 3 clusters Score: Raw -73661.249831 + Penalty 2165.102791 = -71496.147041 nChanged 3 SP:Iteration 20F (4584.800000 sec): 3 clusters Score: Raw -73673.563960 + Penalty 2165.102791 = -71508.461169 nChanged 1 SP:Iteration 21Q (4584.800000 sec): 3 clusters Score: Raw -73676.939957 + Penalty 2165.102791 = -71511.837167 nChanged 0 SP:Iteration 22F (4584.810000 sec): 3 clusters Score: Raw -73676.939957 + Penalty 2165.102791 = -71511.837167 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (148358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4585.300000 sec): 2 clusters Score: Raw -14528675.049794 + Penalty 1934.949827 = -14526740.099967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4585.710000 sec): 3 clusters Score: Raw -14430972.676147 + Penalty 3869.899654 = -14427102.776493 nChanged 71510 SP:Iteration 1F (4586.110000 sec): 3 clusters Score: Raw -14473190.685994 + Penalty 3869.899654 = -14469320.786340 nChanged 5168 SP:Iteration 2Q (4586.510000 sec): 3 clusters Score: Raw -14474710.118703 + Penalty 3869.899654 = -14470840.219049 nChanged 6365 SP:Iteration 3Q (4586.910000 sec): 3 clusters Score: Raw -14477222.698489 + Penalty 3869.899654 = -14473352.798835 nChanged 8218 SP:Iteration 4F (4587.300000 sec): 3 clusters Score: Raw -14481533.236300 + Penalty 3869.899654 = -14477663.336646 nChanged 10232 SP:Iteration 5F (4587.690000 sec): 3 clusters Score: Raw -14488341.759301 + Penalty 3869.899654 = -14484471.859647 nChanged 11321 SP:Iteration 6F (4588.080000 sec): 3 clusters Score: Raw -14497227.032917 + Penalty 3869.899654 = -14493357.133263 nChanged 10678 SP:Iteration 7F (4588.460000 sec): 3 clusters Score: Raw -14506632.871503 + Penalty 3869.899654 = -14502762.971849 nChanged 8219 SP:Iteration 8F (4588.860000 sec): 3 clusters Score: Raw -14514817.047022 + Penalty 3869.899654 = -14510947.147368 nChanged 5414 SP:Iteration 9Q (4589.240000 sec): 3 clusters Score: Raw -14520333.819520 + Penalty 3869.899654 = -14516463.919866 nChanged 3475 SP:Iteration 10Q (4589.580000 sec): 3 clusters Score: Raw -14522850.436016 + Penalty 3869.899654 = -14518980.536362 nChanged 2099 SP:Iteration 11Q (4589.910000 sec): 3 clusters Score: Raw -14523859.085900 + Penalty 3869.899654 = -14519989.186246 nChanged 1430 SP:Iteration 12Q (4590.230000 sec): 3 clusters Score: Raw -14524467.765951 + Penalty 3869.899654 = -14520597.866297 nChanged 1218 SP:Iteration 13Q (4590.550000 sec): 3 clusters Score: Raw -14524939.172031 + Penalty 3869.899654 = -14521069.272377 nChanged 1088 SP:Iteration 14Q (4590.860000 sec): 3 clusters Score: Raw -14525318.960874 + Penalty 3869.899654 = -14521449.061220 nChanged 961 SP:Iteration 15Q (4591.170000 sec): 3 clusters Score: Raw -14525641.294953 + Penalty 3869.899654 = -14521771.395299 nChanged 899 SP:Iteration 16Q (4591.480000 sec): 3 clusters Score: Raw -14525932.989863 + Penalty 3869.899654 = -14522063.090209 nChanged 802 SP:Iteration 17Q (4591.790000 sec): 3 clusters Score: Raw -14526183.362563 + Penalty 3869.899654 = -14522313.462909 nChanged 765 SP:Iteration 18Q (4592.090000 sec): 3 clusters Score: Raw -14526418.415528 + Penalty 3869.899654 = -14522548.515874 nChanged 707 SP:Iteration 19Q (4592.390000 sec): 3 clusters Score: Raw -14526634.694569 + Penalty 3869.899654 = -14522764.794915 nChanged 664 SP:Iteration 20F (4592.770000 sec): 3 clusters Score: Raw -14526836.612363 + Penalty 3869.899654 = -14522966.712709 nChanged 614 SP:Iteration 21Q (4593.070000 sec): 3 clusters Score: Raw -14527020.734597 + Penalty 3869.899654 = -14523150.834943 nChanged 565 SP:Iteration 22Q (4593.370000 sec): 3 clusters Score: Raw -14527196.465182 + Penalty 3869.899654 = -14523326.565528 nChanged 570 SP:Iteration 23Q (4593.660000 sec): 3 clusters Score: Raw -14527386.007299 + Penalty 3869.899654 = -14523516.107645 nChanged 528 SP:Iteration 24Q (4593.950000 sec): 3 clusters Score: Raw -14527567.533741 + Penalty 3869.899654 = -14523697.634087 nChanged 496 SP:Iteration 25Q (4594.240000 sec): 3 clusters Score: Raw -14527732.732912 + Penalty 3869.899654 = -14523862.833258 nChanged 425 SP:Iteration 26Q (4594.530000 sec): 3 clusters Score: Raw -14527873.352724 + Penalty 3869.899654 = -14524003.453070 nChanged 371 SP:Iteration 27Q (4594.810000 sec): 3 clusters Score: Raw -14527991.686942 + Penalty 3869.899654 = -14524121.787288 nChanged 350 SP:Iteration 28Q (4595.090000 sec): 3 clusters Score: Raw -14528106.119100 + Penalty 3869.899654 = -14524236.219446 nChanged 309 SP:Iteration 29Q (4595.370000 sec): 3 clusters Score: Raw -14528211.468071 + Penalty 3869.899654 = -14524341.568417 nChanged 279 SP:Iteration 30Q (4595.650000 sec): 3 clusters Score: Raw -14528308.437602 + Penalty 3869.899654 = -14524438.537948 nChanged 246 SP:Iteration 31Q (4595.930000 sec): 3 clusters Score: Raw -14528393.631294 + Penalty 3869.899654 = -14524523.731640 nChanged 218 SP:Iteration 32Q (4596.210000 sec): 3 clusters Score: Raw -14528466.539236 + Penalty 3869.899654 = -14524596.639582 nChanged 169 SP:Iteration 33Q (4596.490000 sec): 3 clusters Score: Raw -14528516.726139 + Penalty 3869.899654 = -14524646.826485 nChanged 144 SP:Iteration 34Q (4596.770000 sec): 3 clusters Score: Raw -14528553.594321 + Penalty 3869.899654 = -14524683.694667 nChanged 136 SP:Iteration 35Q (4597.050000 sec): 3 clusters Score: Raw -14528589.175151 + Penalty 3869.899654 = -14524719.275497 nChanged 121 SP:Iteration 36Q (4597.320000 sec): 3 clusters Score: Raw -14528626.490423 + Penalty 3869.899654 = -14524756.590769 nChanged 128 SP:Iteration 37Q (4597.600000 sec): 3 clusters Score: Raw -14528666.798282 + Penalty 3869.899654 = -14524796.898628 nChanged 118 SP:Iteration 38Q (4597.880000 sec): 3 clusters Score: Raw -14528703.324466 + Penalty 3869.899654 = -14524833.424812 nChanged 109 SP:Iteration 39Q (4598.150000 sec): 3 clusters Score: Raw -14528734.243299 + Penalty 3869.899654 = -14524864.343645 nChanged 83 SP:Iteration 40F (4598.540000 sec): 3 clusters Score: Raw -14528756.700689 + Penalty 3869.899654 = -14524886.801035 nChanged 78 SP:Iteration 41Q (4598.810000 sec): 3 clusters Score: Raw -14528777.526538 + Penalty 3869.899654 = -14524907.626884 nChanged 69 SP:Iteration 42Q (4599.090000 sec): 3 clusters Score: Raw -14528796.739401 + Penalty 3869.899654 = -14524926.839747 nChanged 62 SP:Iteration 43Q (4599.360000 sec): 3 clusters Score: Raw -14528814.776755 + Penalty 3869.899654 = -14524944.877101 nChanged 66 SP:Iteration 44Q (4599.640000 sec): 3 clusters Score: Raw -14528833.362403 + Penalty 3869.899654 = -14524963.462749 nChanged 56 SP:Iteration 45Q (4599.910000 sec): 3 clusters Score: Raw -14528849.142977 + Penalty 3869.899654 = -14524979.243323 nChanged 53 SP:Iteration 46Q (4600.190000 sec): 3 clusters Score: Raw -14528861.961106 + Penalty 3869.899654 = -14524992.061452 nChanged 46 SP:Iteration 47Q (4600.460000 sec): 3 clusters Score: Raw -14528874.039712 + Penalty 3869.899654 = -14525004.140058 nChanged 40 SP:Iteration 48Q (4600.740000 sec): 3 clusters Score: Raw -14528883.647692 + Penalty 3869.899654 = -14525013.748038 nChanged 28 SP:Iteration 49Q (4601.010000 sec): 3 clusters Score: Raw -14528890.224843 + Penalty 3869.899654 = -14525020.325189 nChanged 20 SP:Iteration 50Q (4601.290000 sec): 3 clusters Score: Raw -14528894.513777 + Penalty 3869.899654 = -14525024.614123 nChanged 23 SP:Iteration 51Q (4601.560000 sec): 3 clusters Score: Raw -14528899.650060 + Penalty 3869.899654 = -14525029.750406 nChanged 23 SP:Iteration 52Q (4601.830000 sec): 3 clusters Score: Raw -14528906.155873 + Penalty 3869.899654 = -14525036.256219 nChanged 24 SP:Iteration 53Q (4602.110000 sec): 3 clusters Score: Raw -14528914.437170 + Penalty 3869.899654 = -14525044.537516 nChanged 21 SP:Iteration 54Q (4602.380000 sec): 3 clusters Score: Raw -14528922.546222 + Penalty 3869.899654 = -14525052.646568 nChanged 25 SP:Iteration 55Q (4602.650000 sec): 3 clusters Score: Raw -14528931.794344 + Penalty 3869.899654 = -14525061.894690 nChanged 23 SP:Iteration 56Q (4602.930000 sec): 3 clusters Score: Raw -14528938.544011 + Penalty 3869.899654 = -14525068.644357 nChanged 22 SP:Iteration 57Q (4603.210000 sec): 3 clusters Score: Raw -14528944.447386 + Penalty 3869.899654 = -14525074.547732 nChanged 18 SP:Iteration 58Q (4603.490000 sec): 3 clusters Score: Raw -14528949.409702 + Penalty 3869.899654 = -14525079.510048 nChanged 12 SP:Iteration 59Q (4603.770000 sec): 3 clusters Score: Raw -14528951.906279 + Penalty 3869.899654 = -14525082.006625 nChanged 7 SP:Iteration 60F (4604.160000 sec): 3 clusters Score: Raw -14528954.506292 + Penalty 3869.899654 = -14525084.606638 nChanged 8 SP:Iteration 61Q (4604.440000 sec): 3 clusters Score: Raw -14528956.499527 + Penalty 3869.899654 = -14525086.599873 nChanged 6 SP:Iteration 62Q (4604.710000 sec): 3 clusters Score: Raw -14528958.322355 + Penalty 3869.899654 = -14525088.422701 nChanged 9 SP:Iteration 63Q (4604.980000 sec): 3 clusters Score: Raw -14528959.978704 + Penalty 3869.899654 = -14525090.079050 nChanged 6 SP:Iteration 64Q (4605.250000 sec): 3 clusters Score: Raw -14528961.330298 + Penalty 3869.899654 = -14525091.430644 nChanged 3 SP:Iteration 65Q (4605.530000 sec): 3 clusters Score: Raw -14528962.684935 + Penalty 3869.899654 = -14525092.785281 nChanged 6 SP:Iteration 66Q (4605.800000 sec): 3 clusters Score: Raw -14528964.468139 + Penalty 3869.899654 = -14525094.568485 nChanged 8 SP:Iteration 67Q (4606.070000 sec): 3 clusters Score: Raw -14528966.966637 + Penalty 3869.899654 = -14525097.066983 nChanged 9 SP:Iteration 68Q (4606.350000 sec): 3 clusters Score: Raw -14528968.968075 + Penalty 3869.899654 = -14525099.068421 nChanged 9 SP:Iteration 69Q (4606.620000 sec): 3 clusters Score: Raw -14528972.387068 + Penalty 3869.899654 = -14525102.487414 nChanged 11 SP:Iteration 70Q (4606.900000 sec): 3 clusters Score: Raw -14528976.689461 + Penalty 3869.899654 = -14525106.789807 nChanged 12 SP:Iteration 71Q (4607.170000 sec): 3 clusters Score: Raw -14528980.999460 + Penalty 3869.899654 = -14525111.099806 nChanged 10 SP:Iteration 72Q (4607.450000 sec): 3 clusters Score: Raw -14528984.012894 + Penalty 3869.899654 = -14525114.113240 nChanged 9 SP:Iteration 73Q (4607.720000 sec): 3 clusters Score: Raw -14528986.045301 + Penalty 3869.899654 = -14525116.145647 nChanged 6 SP:Iteration 74Q (4607.990000 sec): 3 clusters Score: Raw -14528987.461095 + Penalty 3869.899654 = -14525117.561441 nChanged 5 SP:Iteration 75Q (4608.260000 sec): 3 clusters Score: Raw -14528988.550169 + Penalty 3869.899654 = -14525118.650515 nChanged 2 SP:Iteration 76Q (4608.530000 sec): 3 clusters Score: Raw -14528988.765939 + Penalty 3869.899654 = -14525118.866285 nChanged 1 SP:Iteration 77Q (4608.810000 sec): 3 clusters Score: Raw -14528989.177480 + Penalty 3869.899654 = -14525119.277826 nChanged 2 SP:Iteration 78Q (4609.080000 sec): 3 clusters Score: Raw -14528989.685206 + Penalty 3869.899654 = -14525119.785552 nChanged 1 SP:Iteration 79Q (4609.350000 sec): 3 clusters Score: Raw -14528989.954384 + Penalty 3869.899654 = -14525120.054730 nChanged 1 SP:Iteration 80F (4609.730000 sec): 3 clusters Score: Raw -14528990.313707 + Penalty 3869.899654 = -14525120.414053 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4609.830000 sec): 2 clusters Score: Raw -364916.678721 + Penalty 1341.529906 = -363575.148815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4609.840000 sec): 3 clusters Score: Raw -362955.137664 + Penalty 2683.059812 = -360272.077851 nChanged 1507 SP:Iteration 1F (4609.850000 sec): 3 clusters Score: Raw -363794.145688 + Penalty 2683.059812 = -361111.085876 nChanged 274 SP:Iteration 2F (4609.860000 sec): 3 clusters Score: Raw -363940.401416 + Penalty 2683.059812 = -361257.341603 nChanged 160 SP:Iteration 3Q (4609.870000 sec): 3 clusters Score: Raw -364020.125396 + Penalty 2683.059812 = -361337.065583 nChanged 132 SP:Iteration 4Q (4609.870000 sec): 3 clusters Score: Raw -364077.747596 + Penalty 2683.059812 = -361394.687783 nChanged 110 SP:Iteration 5Q (4609.880000 sec): 3 clusters Score: Raw -364120.688905 + Penalty 2683.059812 = -361437.629093 nChanged 89 SP:Iteration 6Q (4609.890000 sec): 3 clusters Score: Raw -364160.551108 + Penalty 2683.059812 = -361477.491296 nChanged 76 SP:Iteration 7Q (4609.900000 sec): 3 clusters Score: Raw -364191.715852 + Penalty 2683.059812 = -361508.656040 nChanged 72 SP:Iteration 8Q (4609.910000 sec): 3 clusters Score: Raw -364219.898856 + Penalty 2683.059812 = -361536.839044 nChanged 73 SP:Iteration 9Q (4609.920000 sec): 3 clusters Score: Raw -364251.368561 + Penalty 2683.059812 = -361568.308748 nChanged 69 SP:Iteration 10Q (4609.930000 sec): 3 clusters Score: Raw -364279.531144 + Penalty 2683.059812 = -361596.471332 nChanged 76 SP:Iteration 11Q (4609.940000 sec): 3 clusters Score: Raw -364312.587374 + Penalty 2683.059812 = -361629.527561 nChanged 82 SP:Iteration 12Q (4609.950000 sec): 3 clusters Score: Raw -364356.374486 + Penalty 2683.059812 = -361673.314674 nChanged 92 SP:Iteration 13Q (4609.950000 sec): 3 clusters Score: Raw -364403.264623 + Penalty 2683.059812 = -361720.204811 nChanged 82 SP:Iteration 14Q (4609.970000 sec): 3 clusters Score: Raw -364448.634786 + Penalty 2683.059812 = -361765.574973 nChanged 80 SP:Iteration 15Q (4609.970000 sec): 3 clusters Score: Raw -364492.852750 + Penalty 2683.059812 = -361809.792937 nChanged 80 SP:Iteration 16Q (4609.980000 sec): 3 clusters Score: Raw -364535.965574 + Penalty 2683.059812 = -361852.905761 nChanged 67 SP:Iteration 17Q (4609.990000 sec): 3 clusters Score: Raw -364574.384631 + Penalty 2683.059812 = -361891.324818 nChanged 75 SP:Iteration 18Q (4610.000000 sec): 3 clusters Score: Raw -364623.553364 + Penalty 2683.059812 = -361940.493552 nChanged 77 SP:Iteration 19Q (4610.010000 sec): 3 clusters Score: Raw -364671.140889 + Penalty 2683.059812 = -361988.081077 nChanged 63 SP:Iteration 20F (4610.020000 sec): 3 clusters Score: Raw -364703.397724 + Penalty 2683.059812 = -362020.337911 nChanged 52 SP:Iteration 21Q (4610.030000 sec): 3 clusters Score: Raw -364731.051981 + Penalty 2683.059812 = -362047.992168 nChanged 52 SP:Iteration 22Q (4610.030000 sec): 3 clusters Score: Raw -364757.230070 + Penalty 2683.059812 = -362074.170258 nChanged 52 SP:Iteration 23Q (4610.040000 sec): 3 clusters Score: Raw -364781.436220 + Penalty 2683.059812 = -362098.376408 nChanged 53 SP:Iteration 24Q (4610.050000 sec): 3 clusters Score: Raw -364811.938991 + Penalty 2683.059812 = -362128.879178 nChanged 51 SP:Iteration 25Q (4610.060000 sec): 3 clusters Score: Raw -364842.622210 + Penalty 2683.059812 = -362159.562397 nChanged 39 SP:Iteration 26Q (4610.070000 sec): 3 clusters Score: Raw -364862.456823 + Penalty 2683.059812 = -362179.397011 nChanged 39 SP:Iteration 27Q (4610.080000 sec): 3 clusters Score: Raw -364884.116565 + Penalty 2683.059812 = -362201.056752 nChanged 28 SP:Iteration 28Q (4610.090000 sec): 3 clusters Score: Raw -364898.901546 + Penalty 2683.059812 = -362215.841733 nChanged 32 SP:Iteration 29Q (4610.090000 sec): 3 clusters Score: Raw -364916.085316 + Penalty 2683.059812 = -362233.025504 nChanged 21 SP:Iteration 30Q (4610.100000 sec): 3 clusters Score: Raw -364927.839344 + Penalty 2683.059812 = -362244.779532 nChanged 27 SP:Iteration 31Q (4610.110000 sec): 3 clusters Score: Raw -364942.306537 + Penalty 2683.059812 = -362259.246725 nChanged 19 SP:Iteration 32Q (4610.120000 sec): 3 clusters Score: Raw -364952.520443 + Penalty 2683.059812 = -362269.460630 nChanged 15 SP:Iteration 33Q (4610.130000 sec): 3 clusters Score: Raw -364961.990466 + Penalty 2683.059812 = -362278.930654 nChanged 16 SP:Iteration 34Q (4610.130000 sec): 3 clusters Score: Raw -364969.318822 + Penalty 2683.059812 = -362286.259010 nChanged 15 SP:Iteration 35Q (4610.140000 sec): 3 clusters Score: Raw -364976.040093 + Penalty 2683.059812 = -362292.980281 nChanged 14 SP:Iteration 36Q (4610.150000 sec): 3 clusters Score: Raw -364982.256563 + Penalty 2683.059812 = -362299.196751 nChanged 13 SP:Iteration 37Q (4610.160000 sec): 3 clusters Score: Raw -364989.049637 + Penalty 2683.059812 = -362305.989825 nChanged 15 SP:Iteration 38Q (4610.170000 sec): 3 clusters Score: Raw -364995.978158 + Penalty 2683.059812 = -362312.918346 nChanged 11 SP:Iteration 39Q (4610.170000 sec): 3 clusters Score: Raw -365000.378665 + Penalty 2683.059812 = -362317.318852 nChanged 11 SP:Iteration 40F (4610.180000 sec): 3 clusters Score: Raw -365006.089550 + Penalty 2683.059812 = -362323.029738 nChanged 10 SP:Iteration 41Q (4610.190000 sec): 3 clusters Score: Raw -365011.480850 + Penalty 2683.059812 = -362328.421038 nChanged 13 SP:Iteration 42Q (4610.200000 sec): 3 clusters Score: Raw -365017.930480 + Penalty 2683.059812 = -362334.870668 nChanged 9 SP:Iteration 43Q (4610.210000 sec): 3 clusters Score: Raw -365022.376538 + Penalty 2683.059812 = -362339.316726 nChanged 4 SP:Iteration 44Q (4610.210000 sec): 3 clusters Score: Raw -365024.425037 + Penalty 2683.059812 = -362341.365224 nChanged 2 SP:Iteration 45Q (4610.220000 sec): 3 clusters Score: Raw -365025.523760 + Penalty 2683.059812 = -362342.463948 nChanged 4 SP:Iteration 46Q (4610.230000 sec): 3 clusters Score: Raw -365027.108908 + Penalty 2683.059812 = -362344.049096 nChanged 2 SP:Iteration 47Q (4610.240000 sec): 3 clusters Score: Raw -365027.473364 + Penalty 2683.059812 = -362344.413551 nChanged 1 SP:Iteration 48Q (4610.250000 sec): 3 clusters Score: Raw -365027.778571 + Penalty 2683.059812 = -362344.718759 nChanged 2 SP:Iteration 49Q (4610.250000 sec): 3 clusters Score: Raw -365028.497344 + Penalty 2683.059812 = -362345.437532 nChanged 1 SP:Iteration 50Q (4610.260000 sec): 3 clusters Score: Raw -365028.684470 + Penalty 2683.059812 = -362345.624658 nChanged 0 SP:Iteration 51F (4610.270000 sec): 3 clusters Score: Raw -365028.684470 + Penalty 2683.059812 = -362345.624658 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.270000 sec): 2 clusters Score: Raw -43270.095999 + Penalty 1008.568588 = -42261.527411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.270000 sec): 3 clusters Score: Raw -43257.371687 + Penalty 2017.137176 = -41240.234511 nChanged 115 SP:Iteration 1F (4610.280000 sec): 3 clusters Score: Raw -43448.081435 + Penalty 2017.137176 = -41430.944259 nChanged 36 SP:Iteration 2F (4610.280000 sec): 3 clusters Score: Raw -43546.375141 + Penalty 2017.137176 = -41529.237964 nChanged 32 SP:Iteration 3F (4610.280000 sec): 3 clusters Score: Raw -43634.567760 + Penalty 2017.137176 = -41617.430584 nChanged 29 SP:Iteration 4F (4610.280000 sec): 3 clusters Score: Raw -43682.394391 + Penalty 2017.137176 = -41665.257215 nChanged 10 SP:Iteration 5Q (4610.280000 sec): 3 clusters Score: Raw -43719.439427 + Penalty 2017.137176 = -41702.302250 nChanged 18 SP:Iteration 6Q (4610.280000 sec): 3 clusters Score: Raw -43808.327016 + Penalty 2017.137176 = -41791.189840 nChanged 19 SP:Iteration 7Q (4610.290000 sec): 3 clusters Score: Raw -43881.787966 + Penalty 2017.137176 = -41864.650790 nChanged 15 SP:Iteration 8Q (4610.290000 sec): 3 clusters Score: Raw -43927.708692 + Penalty 2017.137176 = -41910.571516 nChanged 11 SP:Iteration 9Q (4610.290000 sec): 3 clusters Score: Raw -43950.317076 + Penalty 2017.137176 = -41933.179899 nChanged 3 SP:Iteration 10Q (4610.290000 sec): 3 clusters Score: Raw -43958.884039 + Penalty 2017.137176 = -41941.746863 nChanged 1 SP:Iteration 11Q (4610.290000 sec): 3 clusters Score: Raw -43961.424953 + Penalty 2017.137176 = -41944.287777 nChanged 1 SP:Iteration 12Q (4610.290000 sec): 3 clusters Score: Raw -43965.080125 + Penalty 2017.137176 = -41947.942949 nChanged 0 SP:Iteration 13F (4610.290000 sec): 3 clusters Score: Raw -43965.080125 + Penalty 2017.137176 = -41947.942949 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.290000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.290000 sec): 3 clusters Score: Raw -25055.448446 + Penalty 1850.462945 = -23204.985501 nChanged 41 SP:Iteration 1F (4610.300000 sec): 3 clusters Score: Raw -25148.844269 + Penalty 1850.462945 = -23298.381324 nChanged 17 SP:Iteration 2F (4610.300000 sec): 3 clusters Score: Raw -25184.141910 + Penalty 1850.462945 = -23333.678965 nChanged 6 SP:Iteration 3Q (4610.300000 sec): 3 clusters Score: Raw -25196.367313 + Penalty 1850.462945 = -23345.904368 nChanged 3 SP:Iteration 4Q (4610.300000 sec): 3 clusters Score: Raw -25202.851242 + Penalty 1850.462945 = -23352.388297 nChanged 0 SP:Iteration 5F (4610.300000 sec): 3 clusters Score: Raw -25202.851242 + Penalty 1850.462945 = -23352.388297 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.300000 sec): 2 clusters Score: Raw -17204.427519 + Penalty 857.693632 = -16346.733887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.300000 sec): 3 clusters Score: Raw -17299.091835 + Penalty 1715.387264 = -15583.704571 nChanged 17 SP:Iteration 1F (4610.300000 sec): 3 clusters Score: Raw -17369.734877 + Penalty 1715.387264 = -15654.347613 nChanged 9 SP:Iteration 2Q (4610.300000 sec): 3 clusters Score: Raw -17396.984551 + Penalty 1715.387264 = -15681.597287 nChanged 1 SP:Iteration 3Q (4610.310000 sec): 3 clusters Score: Raw -17399.729062 + Penalty 1715.387264 = -15684.341798 nChanged 1 SP:Iteration 4Q (4610.310000 sec): 3 clusters Score: Raw -17402.784224 + Penalty 1715.387264 = -15687.396960 nChanged 1 SP:Iteration 5Q (4610.310000 sec): 3 clusters Score: Raw -17408.049828 + Penalty 1715.387264 = -15692.662563 nChanged 1 SP:Iteration 6Q (4610.310000 sec): 3 clusters Score: Raw -17411.275886 + Penalty 1715.387264 = -15695.888621 nChanged 0 SP:Iteration 7F (4610.310000 sec): 3 clusters Score: Raw -17411.275886 + Penalty 1715.387264 = -15695.888621 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.310000 sec): 2 clusters Score: Raw -22252.424368 + Penalty 906.706097 = -21345.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.310000 sec): 3 clusters Score: Raw -22304.199359 + Penalty 1813.412193 = -20490.787166 nChanged 47 SP:Iteration 1F (4610.310000 sec): 3 clusters Score: Raw -22439.526170 + Penalty 1813.412193 = -20626.113976 nChanged 11 SP:Iteration 2Q (4610.310000 sec): 3 clusters Score: Raw -22487.343967 + Penalty 1813.412193 = -20673.931774 nChanged 12 SP:Iteration 3Q (4610.310000 sec): 3 clusters Score: Raw -22550.811457 + Penalty 1813.412193 = -20737.399263 nChanged 4 SP:Iteration 4Q (4610.310000 sec): 3 clusters Score: Raw -22563.949391 + Penalty 1813.412193 = -20750.537197 nChanged 1 SP:Iteration 5Q (4610.310000 sec): 3 clusters Score: Raw -22566.838585 + Penalty 1813.412193 = -20753.426392 nChanged 0 SP:Iteration 6F (4610.310000 sec): 3 clusters Score: Raw -22566.838585 + Penalty 1813.412193 = -20753.426392 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.320000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.320000 sec): 3 clusters Score: Raw -28692.298659 + Penalty 1874.704324 = -26817.594336 nChanged 70 SP:Iteration 1F (4610.320000 sec): 3 clusters Score: Raw -28826.596086 + Penalty 1874.704324 = -26951.891763 nChanged 8 SP:Iteration 2Q (4610.320000 sec): 3 clusters Score: Raw -28853.393107 + Penalty 1874.704324 = -26978.688783 nChanged 3 SP:Iteration 3Q (4610.320000 sec): 3 clusters Score: Raw -28861.233901 + Penalty 1874.704324 = -26986.529577 nChanged 3 SP:Iteration 4Q (4610.320000 sec): 3 clusters Score: Raw -28865.176930 + Penalty 1874.704324 = -26990.472607 nChanged 3 SP:Iteration 5Q (4610.320000 sec): 3 clusters Score: Raw -28880.858533 + Penalty 1874.704324 = -27006.154209 nChanged 4 SP:Iteration 6Q (4610.320000 sec): 3 clusters Score: Raw -28903.296202 + Penalty 1874.704324 = -27028.591878 nChanged 3 SP:Iteration 7Q (4610.320000 sec): 3 clusters Score: Raw -28911.336096 + Penalty 1874.704324 = -27036.631772 nChanged 3 SP:Iteration 8Q (4610.330000 sec): 3 clusters Score: Raw -28916.950477 + Penalty 1874.704324 = -27042.246153 nChanged 2 SP:Iteration 9Q (4610.330000 sec): 3 clusters Score: Raw -28920.239324 + Penalty 1874.704324 = -27045.535000 nChanged 1 SP:Iteration 10Q (4610.330000 sec): 3 clusters Score: Raw -28921.631911 + Penalty 1874.704324 = -27046.927587 nChanged 0 SP:Iteration 11F (4610.330000 sec): 3 clusters Score: Raw -28921.631911 + Penalty 1874.704324 = -27046.927587 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.330000 sec): 2 clusters Score: Raw -65435.799612 + Penalty 1064.318246 = -64371.481367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.330000 sec): 3 clusters Score: Raw -65275.743972 + Penalty 2128.636491 = -63147.107480 nChanged 197 SP:Iteration 1F (4610.330000 sec): 3 clusters Score: Raw -65475.645673 + Penalty 2128.636491 = -63347.009182 nChanged 44 SP:Iteration 2F (4610.340000 sec): 3 clusters Score: Raw -65536.282834 + Penalty 2128.636491 = -63407.646343 nChanged 22 SP:Iteration 3Q (4610.340000 sec): 3 clusters Score: Raw -65567.509147 + Penalty 2128.636491 = -63438.872656 nChanged 16 SP:Iteration 4Q (4610.340000 sec): 3 clusters Score: Raw -65584.073808 + Penalty 2128.636491 = -63455.437317 nChanged 12 SP:Iteration 5Q (4610.340000 sec): 3 clusters Score: Raw -65598.534741 + Penalty 2128.636491 = -63469.898250 nChanged 6 SP:Iteration 6Q (4610.340000 sec): 3 clusters Score: Raw -65602.831920 + Penalty 2128.636491 = -63474.195428 nChanged 2 SP:Iteration 7Q (4610.350000 sec): 3 clusters Score: Raw -65609.648391 + Penalty 2128.636491 = -63481.011900 nChanged 2 SP:Iteration 8Q (4610.350000 sec): 3 clusters Score: Raw -65612.307451 + Penalty 2128.636491 = -63483.670960 nChanged 2 SP:Iteration 9Q (4610.350000 sec): 3 clusters Score: Raw -65615.022536 + Penalty 2128.636491 = -63486.386044 nChanged 1 SP:Iteration 10Q (4610.350000 sec): 3 clusters Score: Raw -65615.593706 + Penalty 2128.636491 = -63486.957214 nChanged 0 SP:Iteration 11F (4610.350000 sec): 3 clusters Score: Raw -65615.593706 + Penalty 2128.636491 = -63486.957214 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (16651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4610.410000 sec): 2 clusters Score: Raw -1660925.051288 + Penalty 1579.536652 = -1659345.514636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4610.450000 sec): 3 clusters Score: Raw -1651059.780742 + Penalty 3159.073305 = -1647900.707437 nChanged 7486 SP:Iteration 1F (4610.490000 sec): 3 clusters Score: Raw -1655023.388766 + Penalty 3159.073305 = -1651864.315462 nChanged 902 SP:Iteration 2F (4610.530000 sec): 3 clusters Score: Raw -1655371.094654 + Penalty 3159.073305 = -1652212.021349 nChanged 841 SP:Iteration 3F (4610.570000 sec): 3 clusters Score: Raw -1655765.634410 + Penalty 3159.073305 = -1652606.561105 nChanged 993 SP:Iteration 4F (4610.610000 sec): 3 clusters Score: Raw -1656367.196319 + Penalty 3159.073305 = -1653208.123015 nChanged 1175 SP:Iteration 5F (4610.650000 sec): 3 clusters Score: Raw -1657252.771818 + Penalty 3159.073305 = -1654093.698513 nChanged 1231 SP:Iteration 6F (4610.690000 sec): 3 clusters Score: Raw -1658335.275494 + Penalty 3159.073305 = -1655176.202189 nChanged 1154 SP:Iteration 7F (4610.730000 sec): 3 clusters Score: Raw -1659438.569299 + Penalty 3159.073305 = -1656279.495994 nChanged 834 SP:Iteration 8F (4610.770000 sec): 3 clusters Score: Raw -1660253.819978 + Penalty 3159.073305 = -1657094.746673 nChanged 527 SP:Iteration 9Q (4610.810000 sec): 3 clusters Score: Raw -1660782.193055 + Penalty 3159.073305 = -1657623.119750 nChanged 297 SP:Iteration 10Q (4610.840000 sec): 3 clusters Score: Raw -1661062.468120 + Penalty 3159.073305 = -1657903.394815 nChanged 171 SP:Iteration 11Q (4610.870000 sec): 3 clusters Score: Raw -1661206.921329 + Penalty 3159.073305 = -1658047.848024 nChanged 99 SP:Iteration 12Q (4610.910000 sec): 3 clusters Score: Raw -1661276.866922 + Penalty 3159.073305 = -1658117.793617 nChanged 61 SP:Iteration 13Q (4610.940000 sec): 3 clusters Score: Raw -1661314.571413 + Penalty 3159.073305 = -1658155.498108 nChanged 47 SP:Iteration 14Q (4610.970000 sec): 3 clusters Score: Raw -1661334.191864 + Penalty 3159.073305 = -1658175.118559 nChanged 36 SP:Iteration 15Q (4611.000000 sec): 3 clusters Score: Raw -1661349.747450 + Penalty 3159.073305 = -1658190.674145 nChanged 18 SP:Iteration 16Q (4611.030000 sec): 3 clusters Score: Raw -1661357.672328 + Penalty 3159.073305 = -1658198.599023 nChanged 12 SP:Iteration 17Q (4611.060000 sec): 3 clusters Score: Raw -1661361.667991 + Penalty 3159.073305 = -1658202.594686 nChanged 8 SP:Iteration 18Q (4611.090000 sec): 3 clusters Score: Raw -1661366.401020 + Penalty 3159.073305 = -1658207.327716 nChanged 13 SP:Iteration 19Q (4611.120000 sec): 3 clusters Score: Raw -1661370.052248 + Penalty 3159.073305 = -1658210.978943 nChanged 6 SP:Iteration 20F (4611.160000 sec): 3 clusters Score: Raw -1661372.562093 + Penalty 3159.073305 = -1658213.488789 nChanged 9 SP:Iteration 21Q (4611.190000 sec): 3 clusters Score: Raw -1661376.038174 + Penalty 3159.073305 = -1658216.964869 nChanged 6 SP:Iteration 22Q (4611.220000 sec): 3 clusters Score: Raw -1661378.030849 + Penalty 3159.073305 = -1658218.957544 nChanged 7 SP:Iteration 23Q (4611.250000 sec): 3 clusters Score: Raw -1661379.940952 + Penalty 3159.073305 = -1658220.867647 nChanged 2 SP:Iteration 24Q (4611.280000 sec): 3 clusters Score: Raw -1661380.551517 + Penalty 3159.073305 = -1658221.478212 nChanged 2 SP:Iteration 25Q (4611.310000 sec): 3 clusters Score: Raw -1661380.886381 + Penalty 3159.073305 = -1658221.813076 nChanged 2 SP:Iteration 26Q (4611.340000 sec): 3 clusters Score: Raw -1661381.098780 + Penalty 3159.073305 = -1658222.025475 nChanged 2 SP:Iteration 27Q (4611.370000 sec): 3 clusters Score: Raw -1661381.300719 + Penalty 3159.073305 = -1658222.227414 nChanged 0 SP:Iteration 28F (4611.410000 sec): 3 clusters Score: Raw -1661381.300719 + Penalty 3159.073305 = -1658222.227414 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.420000 sec): 2 clusters Score: Raw -107564.014322 + Penalty 1144.938694 = -106419.075628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.430000 sec): 3 clusters Score: Raw -107176.551257 + Penalty 2289.877387 = -104886.673870 nChanged 369 SP:Iteration 1F (4611.430000 sec): 3 clusters Score: Raw -107428.714056 + Penalty 2289.877387 = -105138.836669 nChanged 82 SP:Iteration 2F (4611.430000 sec): 3 clusters Score: Raw -107501.237869 + Penalty 2289.877387 = -105211.360482 nChanged 46 SP:Iteration 3Q (4611.430000 sec): 3 clusters Score: Raw -107544.657962 + Penalty 2289.877387 = -105254.780574 nChanged 36 SP:Iteration 4Q (4611.430000 sec): 3 clusters Score: Raw -107572.154745 + Penalty 2289.877387 = -105282.277357 nChanged 20 SP:Iteration 5Q (4611.430000 sec): 3 clusters Score: Raw -107585.133368 + Penalty 2289.877387 = -105295.255981 nChanged 13 SP:Iteration 6Q (4611.440000 sec): 3 clusters Score: Raw -107596.324673 + Penalty 2289.877387 = -105306.447285 nChanged 8 SP:Iteration 7Q (4611.440000 sec): 3 clusters Score: Raw -107600.390941 + Penalty 2289.877387 = -105310.513553 nChanged 4 SP:Iteration 8Q (4611.440000 sec): 3 clusters Score: Raw -107603.119504 + Penalty 2289.877387 = -105313.242117 nChanged 8 SP:Iteration 9Q (4611.450000 sec): 3 clusters Score: Raw -107608.858349 + Penalty 2289.877387 = -105318.980962 nChanged 11 SP:Iteration 10Q (4611.450000 sec): 3 clusters Score: Raw -107618.078730 + Penalty 2289.877387 = -105328.201343 nChanged 17 SP:Iteration 11Q (4611.450000 sec): 3 clusters Score: Raw -107634.184232 + Penalty 2289.877387 = -105344.306845 nChanged 7 SP:Iteration 12Q (4611.450000 sec): 3 clusters Score: Raw -107638.985372 + Penalty 2289.877387 = -105349.107985 nChanged 6 SP:Iteration 13Q (4611.450000 sec): 3 clusters Score: Raw -107644.856174 + Penalty 2289.877387 = -105354.978786 nChanged 6 SP:Iteration 14Q (4611.460000 sec): 3 clusters Score: Raw -107652.735337 + Penalty 2289.877387 = -105362.857950 nChanged 8 SP:Iteration 15Q (4611.460000 sec): 3 clusters Score: Raw -107662.993026 + Penalty 2289.877387 = -105373.115638 nChanged 14 SP:Iteration 16Q (4611.460000 sec): 3 clusters Score: Raw -107676.062672 + Penalty 2289.877387 = -105386.185285 nChanged 13 SP:Iteration 17Q (4611.470000 sec): 3 clusters Score: Raw -107685.071229 + Penalty 2289.877387 = -105395.193841 nChanged 9 SP:Iteration 18Q (4611.470000 sec): 3 clusters Score: Raw -107693.720475 + Penalty 2289.877387 = -105403.843088 nChanged 10 SP:Iteration 19Q (4611.470000 sec): 3 clusters Score: Raw -107705.906966 + Penalty 2289.877387 = -105416.029578 nChanged 15 SP:Iteration 20F (4611.470000 sec): 3 clusters Score: Raw -107718.292569 + Penalty 2289.877387 = -105428.415182 nChanged 13 SP:Iteration 21Q (4611.480000 sec): 3 clusters Score: Raw -107731.140695 + Penalty 2289.877387 = -105441.263308 nChanged 13 SP:Iteration 22Q (4611.480000 sec): 3 clusters Score: Raw -107745.984051 + Penalty 2289.877387 = -105456.106664 nChanged 10 SP:Iteration 23Q (4611.480000 sec): 3 clusters Score: Raw -107758.344438 + Penalty 2289.877387 = -105468.467051 nChanged 11 SP:Iteration 24Q (4611.490000 sec): 3 clusters Score: Raw -107770.353117 + Penalty 2289.877387 = -105480.475729 nChanged 6 SP:Iteration 25Q (4611.490000 sec): 3 clusters Score: Raw -107776.168218 + Penalty 2289.877387 = -105486.290830 nChanged 6 SP:Iteration 26Q (4611.490000 sec): 3 clusters Score: Raw -107782.284129 + Penalty 2289.877387 = -105492.406742 nChanged 3 SP:Iteration 27Q (4611.490000 sec): 3 clusters Score: Raw -107785.837680 + Penalty 2289.877387 = -105495.960293 nChanged 5 SP:Iteration 28Q (4611.490000 sec): 3 clusters Score: Raw -107788.880816 + Penalty 2289.877387 = -105499.003429 nChanged 4 SP:Iteration 29Q (4611.500000 sec): 3 clusters Score: Raw -107791.649315 + Penalty 2289.877387 = -105501.771928 nChanged 4 SP:Iteration 30Q (4611.500000 sec): 3 clusters Score: Raw -107795.140988 + Penalty 2289.877387 = -105505.263601 nChanged 3 SP:Iteration 31Q (4611.500000 sec): 3 clusters Score: Raw -107797.614387 + Penalty 2289.877387 = -105507.736999 nChanged 6 SP:Iteration 32Q (4611.510000 sec): 3 clusters Score: Raw -107801.923705 + Penalty 2289.877387 = -105512.046317 nChanged 6 SP:Iteration 33Q (4611.510000 sec): 3 clusters Score: Raw -107806.784840 + Penalty 2289.877387 = -105516.907453 nChanged 1 SP:Iteration 34Q (4611.510000 sec): 3 clusters Score: Raw -107807.346678 + Penalty 2289.877387 = -105517.469290 nChanged 1 SP:Iteration 35Q (4611.510000 sec): 3 clusters Score: Raw -107808.353342 + Penalty 2289.877387 = -105518.475954 nChanged 5 SP:Iteration 36Q (4611.520000 sec): 3 clusters Score: Raw -107811.572404 + Penalty 2289.877387 = -105521.695017 nChanged 6 SP:Iteration 37Q (4611.520000 sec): 3 clusters Score: Raw -107818.575591 + Penalty 2289.877387 = -105528.698204 nChanged 5 SP:Iteration 38Q (4611.520000 sec): 3 clusters Score: Raw -107821.326855 + Penalty 2289.877387 = -105531.449468 nChanged 0 SP:Iteration 39F (4611.530000 sec): 3 clusters Score: Raw -107821.326855 + Penalty 2289.877387 = -105531.449468 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.530000 sec): 2 clusters Score: Raw -61680.840300 + Penalty 1072.920532 = -60607.919767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.530000 sec): 3 clusters Score: Raw -61544.688094 + Penalty 2145.841065 = -59398.847029 nChanged 192 SP:Iteration 1F (4611.530000 sec): 3 clusters Score: Raw -61840.837937 + Penalty 2145.841065 = -59694.996872 nChanged 57 SP:Iteration 2F (4611.530000 sec): 3 clusters Score: Raw -61954.914520 + Penalty 2145.841065 = -59809.073455 nChanged 38 SP:Iteration 3F (4611.540000 sec): 3 clusters Score: Raw -62050.696513 + Penalty 2145.841065 = -59904.855448 nChanged 38 SP:Iteration 4F (4611.540000 sec): 3 clusters Score: Raw -62128.154147 + Penalty 2145.841065 = -59982.313082 nChanged 30 SP:Iteration 5Q (4611.540000 sec): 3 clusters Score: Raw -62197.335786 + Penalty 2145.841065 = -60051.494721 nChanged 22 SP:Iteration 6Q (4611.540000 sec): 3 clusters Score: Raw -62241.604660 + Penalty 2145.841065 = -60095.763595 nChanged 20 SP:Iteration 7Q (4611.540000 sec): 3 clusters Score: Raw -62298.663332 + Penalty 2145.841065 = -60152.822267 nChanged 21 SP:Iteration 8Q (4611.550000 sec): 3 clusters Score: Raw -62363.579256 + Penalty 2145.841065 = -60217.738191 nChanged 10 SP:Iteration 9Q (4611.550000 sec): 3 clusters Score: Raw -62406.099724 + Penalty 2145.841065 = -60260.258659 nChanged 9 SP:Iteration 10Q (4611.550000 sec): 3 clusters Score: Raw -62450.156163 + Penalty 2145.841065 = -60304.315098 nChanged 4 SP:Iteration 11Q (4611.550000 sec): 3 clusters Score: Raw -62461.254785 + Penalty 2145.841065 = -60315.413720 nChanged 2 SP:Iteration 12Q (4611.550000 sec): 3 clusters Score: Raw -62467.565818 + Penalty 2145.841065 = -60321.724753 nChanged 1 SP:Iteration 13Q (4611.550000 sec): 3 clusters Score: Raw -62469.244681 + Penalty 2145.841065 = -60323.403616 nChanged 1 SP:Iteration 14Q (4611.550000 sec): 3 clusters Score: Raw -62471.361660 + Penalty 2145.841065 = -60325.520596 nChanged 2 SP:Iteration 15Q (4611.550000 sec): 3 clusters Score: Raw -62478.173375 + Penalty 2145.841065 = -60332.332310 nChanged 1 SP:Iteration 16Q (4611.560000 sec): 3 clusters Score: Raw -62479.183561 + Penalty 2145.841065 = -60333.342496 nChanged 1 SP:Iteration 17Q (4611.560000 sec): 3 clusters Score: Raw -62479.927845 + Penalty 2145.841065 = -60334.086780 nChanged 1 SP:Iteration 18Q (4611.560000 sec): 3 clusters Score: Raw -62481.454616 + Penalty 2145.841065 = -60335.613551 nChanged 2 SP:Iteration 19Q (4611.560000 sec): 3 clusters Score: Raw -62484.737115 + Penalty 2145.841065 = -60338.896050 nChanged 1 SP:Iteration 20F (4611.560000 sec): 3 clusters Score: Raw -62485.683606 + Penalty 2145.841065 = -60339.842541 nChanged 1 SP:Iteration 21Q (4611.560000 sec): 3 clusters Score: Raw -62487.386600 + Penalty 2145.841065 = -60341.545535 nChanged 0 SP:Iteration 22F (4611.570000 sec): 3 clusters Score: Raw -62487.386600 + Penalty 2145.841065 = -60341.545535 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4611.580000 sec): 2 clusters Score: Raw -502589.449833 + Penalty 1382.345044 = -501207.104788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4611.590000 sec): 3 clusters Score: Raw -500063.576700 + Penalty 2764.690088 = -497298.886612 nChanged 1969 SP:Iteration 1F (4611.610000 sec): 3 clusters Score: Raw -501137.282551 + Penalty 2764.690088 = -498372.592463 nChanged 330 SP:Iteration 2F (4611.620000 sec): 3 clusters Score: Raw -501290.673519 + Penalty 2764.690088 = -498525.983431 nChanged 232 SP:Iteration 3Q (4611.630000 sec): 3 clusters Score: Raw -501392.331657 + Penalty 2764.690088 = -498627.641568 nChanged 190 SP:Iteration 4Q (4611.640000 sec): 3 clusters Score: Raw -501470.426149 + Penalty 2764.690088 = -498705.736061 nChanged 150 SP:Iteration 5Q (4611.650000 sec): 3 clusters Score: Raw -501535.800709 + Penalty 2764.690088 = -498771.110620 nChanged 133 SP:Iteration 6Q (4611.670000 sec): 3 clusters Score: Raw -501598.565651 + Penalty 2764.690088 = -498833.875563 nChanged 134 SP:Iteration 7Q (4611.680000 sec): 3 clusters Score: Raw -501662.337713 + Penalty 2764.690088 = -498897.647624 nChanged 134 SP:Iteration 8Q (4611.690000 sec): 3 clusters Score: Raw -501722.792412 + Penalty 2764.690088 = -498958.102324 nChanged 139 SP:Iteration 9Q (4611.700000 sec): 3 clusters Score: Raw -501794.191810 + Penalty 2764.690088 = -499029.501722 nChanged 129 SP:Iteration 10Q (4611.710000 sec): 3 clusters Score: Raw -501863.888556 + Penalty 2764.690088 = -499099.198467 nChanged 129 SP:Iteration 11Q (4611.720000 sec): 3 clusters Score: Raw -501938.456944 + Penalty 2764.690088 = -499173.766856 nChanged 133 SP:Iteration 12Q (4611.730000 sec): 3 clusters Score: Raw -502015.519941 + Penalty 2764.690088 = -499250.829853 nChanged 155 SP:Iteration 13Q (4611.740000 sec): 3 clusters Score: Raw -502112.122065 + Penalty 2764.690088 = -499347.431977 nChanged 143 SP:Iteration 14Q (4611.750000 sec): 3 clusters Score: Raw -502211.848569 + Penalty 2764.690088 = -499447.158481 nChanged 144 SP:Iteration 15Q (4611.760000 sec): 3 clusters Score: Raw -502322.463244 + Penalty 2764.690088 = -499557.773155 nChanged 117 SP:Iteration 16Q (4611.770000 sec): 3 clusters Score: Raw -502421.402317 + Penalty 2764.690088 = -499656.712228 nChanged 104 SP:Iteration 17Q (4611.790000 sec): 3 clusters Score: Raw -502508.228566 + Penalty 2764.690088 = -499743.538478 nChanged 72 SP:Iteration 18Q (4611.790000 sec): 3 clusters Score: Raw -502568.057409 + Penalty 2764.690088 = -499803.367321 nChanged 59 SP:Iteration 19Q (4611.810000 sec): 3 clusters Score: Raw -502617.301398 + Penalty 2764.690088 = -499852.611309 nChanged 40 SP:Iteration 20F (4611.820000 sec): 3 clusters Score: Raw -502652.970581 + Penalty 2764.690088 = -499888.280493 nChanged 35 SP:Iteration 21Q (4611.830000 sec): 3 clusters Score: Raw -502684.515169 + Penalty 2764.690088 = -499919.825081 nChanged 20 SP:Iteration 22Q (4611.830000 sec): 3 clusters Score: Raw -502707.625731 + Penalty 2764.690088 = -499942.935643 nChanged 19 SP:Iteration 23Q (4611.850000 sec): 3 clusters Score: Raw -502726.256197 + Penalty 2764.690088 = -499961.566109 nChanged 21 SP:Iteration 24Q (4611.850000 sec): 3 clusters Score: Raw -502745.368714 + Penalty 2764.690088 = -499980.678625 nChanged 17 SP:Iteration 25Q (4611.860000 sec): 3 clusters Score: Raw -502759.630242 + Penalty 2764.690088 = -499994.940154 nChanged 9 SP:Iteration 26Q (4611.870000 sec): 3 clusters Score: Raw -502767.135191 + Penalty 2764.690088 = -500002.445103 nChanged 5 SP:Iteration 27Q (4611.880000 sec): 3 clusters Score: Raw -502772.089102 + Penalty 2764.690088 = -500007.399013 nChanged 2 SP:Iteration 28Q (4611.890000 sec): 3 clusters Score: Raw -502773.513619 + Penalty 2764.690088 = -500008.823531 nChanged 2 SP:Iteration 29Q (4611.900000 sec): 3 clusters Score: Raw -502775.986027 + Penalty 2764.690088 = -500011.295939 nChanged 0 SP:Iteration 30F (4611.910000 sec): 3 clusters Score: Raw -502775.986027 + Penalty 2764.690088 = -500011.295939 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 30 (435951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4613.270000 sec): 2 clusters Score: Raw -42243720.495746 + Penalty 2110.108834 = -42241610.386912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4614.420000 sec): 3 clusters Score: Raw -41950663.671207 + Penalty 4220.217667 = -41946443.453540 nChanged 213171 SP:Iteration 1F (4615.560000 sec): 3 clusters Score: Raw -42078016.931232 + Penalty 4220.217667 = -42073796.713564 nChanged 9408 SP:Iteration 2Q (4616.720000 sec): 3 clusters Score: Raw -42079610.285918 + Penalty 4220.217667 = -42075390.068250 nChanged 11727 SP:Iteration 3Q (4617.900000 sec): 3 clusters Score: Raw -42082294.557256 + Penalty 4220.217667 = -42078074.339589 nChanged 15882 SP:Iteration 4Q (4619.070000 sec): 3 clusters Score: Raw -42087545.886997 + Penalty 4220.217667 = -42083325.669330 nChanged 22625 SP:Iteration 5F (4620.210000 sec): 3 clusters Score: Raw -42098341.007627 + Penalty 4220.217667 = -42094120.789960 nChanged 31909 SP:Iteration 6F (4621.360000 sec): 3 clusters Score: Raw -42119747.546428 + Penalty 4220.217667 = -42115527.328760 nChanged 40612 SP:Iteration 7F (4622.490000 sec): 3 clusters Score: Raw -42155488.362764 + Penalty 4220.217667 = -42151268.145097 nChanged 41076 SP:Iteration 8F (4623.610000 sec): 3 clusters Score: Raw -42197856.393618 + Penalty 4220.217667 = -42193636.175951 nChanged 28685 SP:Iteration 9F (4624.740000 sec): 3 clusters Score: Raw -42228285.899207 + Penalty 4220.217667 = -42224065.681540 nChanged 12138 SP:Iteration 10Q (4625.820000 sec): 3 clusters Score: Raw -42240395.116695 + Penalty 4220.217667 = -42236174.899028 nChanged 3044 SP:Iteration 11Q (4626.740000 sec): 3 clusters Score: Raw -42243151.362061 + Penalty 4220.217667 = -42238931.144394 nChanged 571 SP:Iteration 12Q (4627.570000 sec): 3 clusters Score: Raw -42243692.977336 + Penalty 4220.217667 = -42239472.759669 nChanged 116 SP:Iteration 13Q (4628.380000 sec): 3 clusters Score: Raw -42243847.701881 + Penalty 4220.217667 = -42239627.484214 nChanged 28 SP:Iteration 14Q (4629.200000 sec): 3 clusters Score: Raw -42243904.064401 + Penalty 4220.217667 = -42239683.846733 nChanged 15 SP:Iteration 15Q (4630.020000 sec): 3 clusters Score: Raw -42243929.383104 + Penalty 4220.217667 = -42239709.165436 nChanged 9 SP:Iteration 16Q (4630.840000 sec): 3 clusters Score: Raw -42243944.898838 + Penalty 4220.217667 = -42239724.681171 nChanged 3 SP:Iteration 17Q (4631.660000 sec): 3 clusters Score: Raw -42243953.106027 + Penalty 4220.217667 = -42239732.888359 nChanged 4 SP:Iteration 18Q (4632.470000 sec): 3 clusters Score: Raw -42243964.426881 + Penalty 4220.217667 = -42239744.209214 nChanged 2 SP:Iteration 19Q (4633.270000 sec): 3 clusters Score: Raw -42243965.805810 + Penalty 4220.217667 = -42239745.588143 nChanged 0 SP:Iteration 20F (4634.390000 sec): 3 clusters Score: Raw -42243965.805810 + Penalty 4220.217667 = -42239745.588143 nChanged 0 Iteration 339Q (4638.770000 sec): 31 clusters Score: Raw -78269877.178959 + Penalty 66389.558402 = -78203487.620557 nChanged 97 Iteration 340F (4660.360000 sec): 31 clusters Score: Raw -78269879.129165 + Penalty 66389.558402 = -78203489.570763 nChanged 93 Iteration 341Q (4664.700000 sec): 31 clusters Score: Raw -78269880.884172 + Penalty 66389.558402 = -78203491.325770 nChanged 67 Iteration 342Q (4669.040000 sec): 31 clusters Score: Raw -78269882.061713 + Penalty 66389.558402 = -78203492.503311 nChanged 66 Iteration 343Q (4673.410000 sec): 31 clusters Score: Raw -78269883.209169 + Penalty 66389.558402 = -78203493.650768 nChanged 68 Iteration 344Q (4677.730000 sec): 31 clusters Score: Raw -78269885.747773 + Penalty 66389.558402 = -78203496.189371 nChanged 64 Iteration 345Q (4682.150000 sec): 31 clusters Score: Raw -78269887.025894 + Penalty 66389.558402 = -78203497.467492 nChanged 58 Iteration 346Q (4686.530000 sec): 31 clusters Score: Raw -78269888.293924 + Penalty 66389.558402 = -78203498.735523 nChanged 50 Iteration 347Q (4690.870000 sec): 31 clusters Score: Raw -78269889.434456 + Penalty 66389.558402 = -78203499.876054 nChanged 50 Iteration 348Q (4695.200000 sec): 31 clusters Score: Raw -78269891.207493 + Penalty 66389.558402 = -78203501.649092 nChanged 59 Iteration 349Q (4699.560000 sec): 31 clusters Score: Raw -78269892.444098 + Penalty 66389.558402 = -78203502.885696 nChanged 44 Iteration 350Q (4703.940000 sec): 31 clusters Score: Raw -78269893.146260 + Penalty 66389.558402 = -78203503.587858 nChanged 33 Iteration 351Q (4708.280000 sec): 31 clusters Score: Raw -78269893.539099 + Penalty 66389.558402 = -78203503.980697 nChanged 25 Iteration 352Q (4712.600000 sec): 31 clusters Score: Raw -78269893.918188 + Penalty 66389.558402 = -78203504.359786 nChanged 28 Iteration 353Q (4716.930000 sec): 31 clusters Score: Raw -78269894.549824 + Penalty 66389.558402 = -78203504.991423 nChanged 35 Iteration 354Q (4721.270000 sec): 31 clusters Score: Raw -78269895.065830 + Penalty 66389.558402 = -78203505.507429 nChanged 36 Iteration 355Q (4725.610000 sec): 31 clusters Score: Raw -78269895.864578 + Penalty 66389.558402 = -78203506.306176 nChanged 42 Iteration 356Q (4730.010000 sec): 31 clusters Score: Raw -78269896.686977 + Penalty 66389.558402 = -78203507.128576 nChanged 41 Iteration 357Q (4734.420000 sec): 31 clusters Score: Raw -78269897.247641 + Penalty 66389.558402 = -78203507.689239 nChanged 25 Iteration 358Q (4738.820000 sec): 31 clusters Score: Raw -78269897.505168 + Penalty 66389.558402 = -78203507.946766 nChanged 28 Iteration 359Q (4743.270000 sec): 31 clusters Score: Raw -78269897.839722 + Penalty 66389.558402 = -78203508.281320 nChanged 23 Iteration 360F (4765.100000 sec): 31 clusters Score: Raw -78269898.128094 + Penalty 66389.558402 = -78203508.569693 nChanged 18 Iteration 361Q (4769.440000 sec): 31 clusters Score: Raw -78269898.356151 + Penalty 66389.558402 = -78203508.797750 nChanged 14 Iteration 362Q (4773.780000 sec): 31 clusters Score: Raw -78269898.559546 + Penalty 66389.558402 = -78203509.001145 nChanged 15 Iteration 363Q (4778.130000 sec): 31 clusters Score: Raw -78269898.660686 + Penalty 66389.558402 = -78203509.102284 nChanged 14 Iteration 364Q (4782.470000 sec): 31 clusters Score: Raw -78269898.773536 + Penalty 66389.558402 = -78203509.215134 nChanged 7 Iteration 365Q (4786.830000 sec): 31 clusters Score: Raw -78269898.822479 + Penalty 66389.558402 = -78203509.264077 nChanged 4 Iteration 366Q (4791.300000 sec): 31 clusters Score: Raw -78269898.842752 + Penalty 66389.558402 = -78203509.284350 nChanged 6 Iteration 367Q (4795.660000 sec): 31 clusters Score: Raw -78269898.924271 + Penalty 66389.558402 = -78203509.365869 nChanged 5 Iteration 368Q (4800.060000 sec): 31 clusters Score: Raw -78269898.944431 + Penalty 66389.558402 = -78203509.386029 nChanged 3 Iteration 369Q (4804.390000 sec): 31 clusters Score: Raw -78269898.950486 + Penalty 66389.558402 = -78203509.392084 nChanged 1 Iteration 370Q (4808.780000 sec): 31 clusters Score: Raw -78269898.951257 + Penalty 66389.558402 = -78203509.392855 nChanged 0 Iteration 371F (4830.840000 sec): 31 clusters Score: Raw -78269898.951257 + Penalty 66389.558402 = -78203509.392855 nChanged 0 Writing temp clu file Compute initial score before splitting: Score: Raw -78269898.951257 + Penalty 66389.558402 = -78203509.392855 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 1 (369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.210000 sec): 2 clusters Score: Raw -32738.572149 + Penalty 960.504455 = -31778.067694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.210000 sec): 3 clusters Score: Raw -32734.140199 + Penalty 1921.008909 = -30813.131290 nChanged 64 SP:Iteration 1F (4831.210000 sec): 3 clusters Score: Raw -32843.595686 + Penalty 1921.008909 = -30922.586777 nChanged 21 SP:Iteration 2F (4831.210000 sec): 3 clusters Score: Raw -32892.239102 + Penalty 1921.008909 = -30971.230192 nChanged 16 SP:Iteration 3Q (4831.210000 sec): 3 clusters Score: Raw -32918.876229 + Penalty 1921.008909 = -30997.867320 nChanged 6 SP:Iteration 4Q (4831.210000 sec): 3 clusters Score: Raw -32931.320360 + Penalty 1921.008909 = -31010.311451 nChanged 4 SP:Iteration 5Q (4831.210000 sec): 3 clusters Score: Raw -32942.102119 + Penalty 1921.008909 = -31021.093210 nChanged 7 SP:Iteration 6Q (4831.210000 sec): 3 clusters Score: Raw -32972.326294 + Penalty 1921.008909 = -31051.317385 nChanged 6 SP:Iteration 7Q (4831.210000 sec): 3 clusters Score: Raw -32996.207043 + Penalty 1921.008909 = -31075.198134 nChanged 6 SP:Iteration 8Q (4831.210000 sec): 3 clusters Score: Raw -33029.802762 + Penalty 1921.008909 = -31108.793852 nChanged 7 SP:Iteration 9Q (4831.220000 sec): 3 clusters Score: Raw -33080.793861 + Penalty 1921.008909 = -31159.784952 nChanged 10 SP:Iteration 10Q (4831.220000 sec): 3 clusters Score: Raw -33106.665807 + Penalty 1921.008909 = -31185.656898 nChanged 8 SP:Iteration 11Q (4831.220000 sec): 3 clusters Score: Raw -33176.920051 + Penalty 1921.008909 = -31255.911142 nChanged 7 SP:Iteration 12Q (4831.220000 sec): 3 clusters Score: Raw -33215.090186 + Penalty 1921.008909 = -31294.081277 nChanged 8 SP:Iteration 13Q (4831.220000 sec): 3 clusters Score: Raw -33331.951808 + Penalty 1921.008909 = -31410.942899 nChanged 9 SP:Iteration 14Q (4831.220000 sec): 3 clusters Score: Raw -33416.633513 + Penalty 1921.008909 = -31495.624603 nChanged 10 SP:Iteration 15Q (4831.220000 sec): 3 clusters Score: Raw -33455.503988 + Penalty 1921.008909 = -31534.495079 nChanged 11 SP:Iteration 16Q (4831.220000 sec): 3 clusters Score: Raw -33489.206416 + Penalty 1921.008909 = -31568.197507 nChanged 8 SP:Iteration 17Q (4831.220000 sec): 3 clusters Score: Raw -33513.459886 + Penalty 1921.008909 = -31592.450977 nChanged 5 SP:Iteration 18Q (4831.220000 sec): 3 clusters Score: Raw -33529.798880 + Penalty 1921.008909 = -31608.789970 nChanged 2 SP:Iteration 19Q (4831.230000 sec): 3 clusters Score: Raw -33538.104944 + Penalty 1921.008909 = -31617.096034 nChanged 4 SP:Iteration 20F (4831.230000 sec): 3 clusters Score: Raw -33558.261749 + Penalty 1921.008909 = -31637.252840 nChanged 3 SP:Iteration 21Q (4831.230000 sec): 3 clusters Score: Raw -33580.777867 + Penalty 1921.008909 = -31659.768958 nChanged 2 SP:Iteration 22Q (4831.230000 sec): 3 clusters Score: Raw -33592.011279 + Penalty 1921.008909 = -31671.002370 nChanged 0 SP:Iteration 23F (4831.230000 sec): 3 clusters Score: Raw -33592.011279 + Penalty 1921.008909 = -31671.002370 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 2 (371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.230000 sec): 2 clusters Score: Raw -31543.245457 + Penalty 961.382835 = -30581.862621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.230000 sec): 3 clusters Score: Raw -31521.384977 + Penalty 1922.765670 = -29598.619307 nChanged 79 SP:Iteration 1F (4831.230000 sec): 3 clusters Score: Raw -31663.451352 + Penalty 1922.765670 = -29740.685681 nChanged 24 SP:Iteration 2F (4831.230000 sec): 3 clusters Score: Raw -31719.584192 + Penalty 1922.765670 = -29796.818522 nChanged 10 SP:Iteration 3Q (4831.230000 sec): 3 clusters Score: Raw -31739.424658 + Penalty 1922.765670 = -29816.658988 nChanged 8 SP:Iteration 4Q (4831.240000 sec): 3 clusters Score: Raw -31767.107936 + Penalty 1922.765670 = -29844.342266 nChanged 4 SP:Iteration 5Q (4831.240000 sec): 3 clusters Score: Raw -31780.468293 + Penalty 1922.765670 = -29857.702623 nChanged 2 SP:Iteration 6Q (4831.240000 sec): 3 clusters Score: Raw -31793.585345 + Penalty 1922.765670 = -29870.819675 nChanged 4 SP:Iteration 7Q (4831.240000 sec): 3 clusters Score: Raw -31809.266731 + Penalty 1922.765670 = -29886.501061 nChanged 6 SP:Iteration 8Q (4831.240000 sec): 3 clusters Score: Raw -31826.650023 + Penalty 1922.765670 = -29903.884352 nChanged 8 SP:Iteration 9Q (4831.240000 sec): 3 clusters Score: Raw -31857.850185 + Penalty 1922.765670 = -29935.084515 nChanged 6 SP:Iteration 10Q (4831.240000 sec): 3 clusters Score: Raw -31890.070279 + Penalty 1922.765670 = -29967.304608 nChanged 3 SP:Iteration 11Q (4831.240000 sec): 3 clusters Score: Raw -31912.453074 + Penalty 1922.765670 = -29989.687404 nChanged 5 SP:Iteration 12Q (4831.240000 sec): 3 clusters Score: Raw -31929.481725 + Penalty 1922.765670 = -30006.716054 nChanged 1 SP:Iteration 13Q (4831.240000 sec): 3 clusters Score: Raw -31935.514169 + Penalty 1922.765670 = -30012.748498 nChanged 1 SP:Iteration 14Q (4831.250000 sec): 3 clusters Score: Raw -31944.155178 + Penalty 1922.765670 = -30021.389508 nChanged 1 SP:Iteration 15Q (4831.250000 sec): 3 clusters Score: Raw -31952.123282 + Penalty 1922.765670 = -30029.357612 nChanged 0 SP:Iteration 16F (4831.250000 sec): 3 clusters Score: Raw -31952.123282 + Penalty 1922.765670 = -30029.357612 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 3 (15670 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4831.300000 sec): 2 clusters Score: Raw -1568316.131262 + Penalty 1569.669292 = -1566746.461970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4831.340000 sec): 3 clusters Score: Raw -1559037.490454 + Penalty 3139.338584 = -1555898.151870 nChanged 6999 SP:Iteration 1F (4831.370000 sec): 3 clusters Score: Raw -1562877.026496 + Penalty 3139.338584 = -1559737.687912 nChanged 870 SP:Iteration 2F (4831.410000 sec): 3 clusters Score: Raw -1563219.015260 + Penalty 3139.338584 = -1560079.676676 nChanged 787 SP:Iteration 3F (4831.450000 sec): 3 clusters Score: Raw -1563508.732253 + Penalty 3139.338584 = -1560369.393669 nChanged 730 SP:Iteration 4Q (4831.490000 sec): 3 clusters Score: Raw -1563802.795024 + Penalty 3139.338584 = -1560663.456440 nChanged 682 SP:Iteration 5Q (4831.530000 sec): 3 clusters Score: Raw -1564068.132103 + Penalty 3139.338584 = -1560928.793519 nChanged 626 SP:Iteration 6Q (4831.560000 sec): 3 clusters Score: Raw -1564309.491658 + Penalty 3139.338584 = -1561170.153074 nChanged 587 SP:Iteration 7Q (4831.600000 sec): 3 clusters Score: Raw -1564531.887830 + Penalty 3139.338584 = -1561392.549246 nChanged 578 SP:Iteration 8Q (4831.640000 sec): 3 clusters Score: Raw -1564767.365605 + Penalty 3139.338584 = -1561628.027021 nChanged 602 SP:Iteration 9Q (4831.670000 sec): 3 clusters Score: Raw -1565038.135962 + Penalty 3139.338584 = -1561898.797378 nChanged 592 SP:Iteration 10Q (4831.710000 sec): 3 clusters Score: Raw -1565315.899051 + Penalty 3139.338584 = -1562176.560467 nChanged 551 SP:Iteration 11Q (4831.750000 sec): 3 clusters Score: Raw -1565565.834103 + Penalty 3139.338584 = -1562426.495519 nChanged 532 SP:Iteration 12Q (4831.790000 sec): 3 clusters Score: Raw -1565807.796678 + Penalty 3139.338584 = -1562668.458094 nChanged 488 SP:Iteration 13Q (4831.830000 sec): 3 clusters Score: Raw -1566050.189234 + Penalty 3139.338584 = -1562910.850650 nChanged 424 SP:Iteration 14Q (4831.860000 sec): 3 clusters Score: Raw -1566276.551999 + Penalty 3139.338584 = -1563137.213415 nChanged 426 SP:Iteration 15Q (4831.900000 sec): 3 clusters Score: Raw -1566522.237567 + Penalty 3139.338584 = -1563382.898983 nChanged 392 SP:Iteration 16Q (4831.930000 sec): 3 clusters Score: Raw -1566730.107080 + Penalty 3139.338584 = -1563590.768496 nChanged 330 SP:Iteration 17Q (4831.970000 sec): 3 clusters Score: Raw -1566900.818191 + Penalty 3139.338584 = -1563761.479607 nChanged 298 SP:Iteration 18Q (4832.010000 sec): 3 clusters Score: Raw -1567034.466086 + Penalty 3139.338584 = -1563895.127502 nChanged 264 SP:Iteration 19Q (4832.040000 sec): 3 clusters Score: Raw -1567135.517179 + Penalty 3139.338584 = -1563996.178595 nChanged 214 SP:Iteration 20F (4832.080000 sec): 3 clusters Score: Raw -1567213.329781 + Penalty 3139.338584 = -1564073.991197 nChanged 204 SP:Iteration 21Q (4832.110000 sec): 3 clusters Score: Raw -1567285.240076 + Penalty 3139.338584 = -1564145.901492 nChanged 177 SP:Iteration 22Q (4832.150000 sec): 3 clusters Score: Raw -1567343.510794 + Penalty 3139.338584 = -1564204.172210 nChanged 156 SP:Iteration 23Q (4832.180000 sec): 3 clusters Score: Raw -1567391.371341 + Penalty 3139.338584 = -1564252.032757 nChanged 140 SP:Iteration 24Q (4832.210000 sec): 3 clusters Score: Raw -1567435.259820 + Penalty 3139.338584 = -1564295.921236 nChanged 133 SP:Iteration 25Q (4832.250000 sec): 3 clusters Score: Raw -1567473.469183 + Penalty 3139.338584 = -1564334.130599 nChanged 117 SP:Iteration 26Q (4832.280000 sec): 3 clusters Score: Raw -1567510.594665 + Penalty 3139.338584 = -1564371.256081 nChanged 126 SP:Iteration 27Q (4832.310000 sec): 3 clusters Score: Raw -1567548.469651 + Penalty 3139.338584 = -1564409.131067 nChanged 123 SP:Iteration 28Q (4832.350000 sec): 3 clusters Score: Raw -1567586.623552 + Penalty 3139.338584 = -1564447.284968 nChanged 128 SP:Iteration 29Q (4832.380000 sec): 3 clusters Score: Raw -1567624.781155 + Penalty 3139.338584 = -1564485.442571 nChanged 122 SP:Iteration 30Q (4832.410000 sec): 3 clusters Score: Raw -1567657.336840 + Penalty 3139.338584 = -1564517.998256 nChanged 104 SP:Iteration 31Q (4832.450000 sec): 3 clusters Score: Raw -1567683.683314 + Penalty 3139.338584 = -1564544.344730 nChanged 100 SP:Iteration 32Q (4832.480000 sec): 3 clusters Score: Raw -1567712.702688 + Penalty 3139.338584 = -1564573.364104 nChanged 98 SP:Iteration 33Q (4832.510000 sec): 3 clusters Score: Raw -1567739.766623 + Penalty 3139.338584 = -1564600.428039 nChanged 84 SP:Iteration 34Q (4832.540000 sec): 3 clusters Score: Raw -1567766.404791 + Penalty 3139.338584 = -1564627.066207 nChanged 93 SP:Iteration 35Q (4832.570000 sec): 3 clusters Score: Raw -1567792.541517 + Penalty 3139.338584 = -1564653.202933 nChanged 88 SP:Iteration 36Q (4832.610000 sec): 3 clusters Score: Raw -1567817.936496 + Penalty 3139.338584 = -1564678.597912 nChanged 95 SP:Iteration 37Q (4832.640000 sec): 3 clusters Score: Raw -1567846.865582 + Penalty 3139.338584 = -1564707.526998 nChanged 96 SP:Iteration 38Q (4832.670000 sec): 3 clusters Score: Raw -1567876.066558 + Penalty 3139.338584 = -1564736.727974 nChanged 93 SP:Iteration 39Q (4832.700000 sec): 3 clusters Score: Raw -1567902.354908 + Penalty 3139.338584 = -1564763.016324 nChanged 96 SP:Iteration 40F (4832.740000 sec): 3 clusters Score: Raw -1567933.254288 + Penalty 3139.338584 = -1564793.915704 nChanged 83 SP:Iteration 41Q (4832.770000 sec): 3 clusters Score: Raw -1567958.485886 + Penalty 3139.338584 = -1564819.147302 nChanged 86 SP:Iteration 42Q (4832.800000 sec): 3 clusters Score: Raw -1567987.868346 + Penalty 3139.338584 = -1564848.529762 nChanged 96 SP:Iteration 43Q (4832.830000 sec): 3 clusters Score: Raw -1568021.840906 + Penalty 3139.338584 = -1564882.502322 nChanged 84 SP:Iteration 44Q (4832.860000 sec): 3 clusters Score: Raw -1568052.630605 + Penalty 3139.338584 = -1564913.292021 nChanged 93 SP:Iteration 45Q (4832.890000 sec): 3 clusters Score: Raw -1568092.998033 + Penalty 3139.338584 = -1564953.659449 nChanged 92 SP:Iteration 46Q (4832.920000 sec): 3 clusters Score: Raw -1568132.158172 + Penalty 3139.338584 = -1564992.819588 nChanged 89 SP:Iteration 47Q (4832.950000 sec): 3 clusters Score: Raw -1568165.920414 + Penalty 3139.338584 = -1565026.581830 nChanged 73 SP:Iteration 48Q (4832.970000 sec): 3 clusters Score: Raw -1568191.546136 + Penalty 3139.338584 = -1565052.207552 nChanged 64 SP:Iteration 49Q (4833.000000 sec): 3 clusters Score: Raw -1568214.391327 + Penalty 3139.338584 = -1565075.052743 nChanged 56 SP:Iteration 50Q (4833.030000 sec): 3 clusters Score: Raw -1568236.295073 + Penalty 3139.338584 = -1565096.956489 nChanged 48 SP:Iteration 51Q (4833.060000 sec): 3 clusters Score: Raw -1568256.262208 + Penalty 3139.338584 = -1565116.923624 nChanged 48 SP:Iteration 52Q (4833.090000 sec): 3 clusters Score: Raw -1568273.664029 + Penalty 3139.338584 = -1565134.325445 nChanged 44 SP:Iteration 53Q (4833.120000 sec): 3 clusters Score: Raw -1568287.758823 + Penalty 3139.338584 = -1565148.420239 nChanged 42 SP:Iteration 54Q (4833.150000 sec): 3 clusters Score: Raw -1568302.909028 + Penalty 3139.338584 = -1565163.570444 nChanged 38 SP:Iteration 55Q (4833.170000 sec): 3 clusters Score: Raw -1568314.745111 + Penalty 3139.338584 = -1565175.406527 nChanged 28 SP:Iteration 56Q (4833.200000 sec): 3 clusters Score: Raw -1568323.394522 + Penalty 3139.338584 = -1565184.055938 nChanged 22 SP:Iteration 57Q (4833.230000 sec): 3 clusters Score: Raw -1568329.840624 + Penalty 3139.338584 = -1565190.502040 nChanged 29 SP:Iteration 58Q (4833.260000 sec): 3 clusters Score: Raw -1568338.441024 + Penalty 3139.338584 = -1565199.102440 nChanged 21 SP:Iteration 59Q (4833.290000 sec): 3 clusters Score: Raw -1568343.616471 + Penalty 3139.338584 = -1565204.277887 nChanged 19 SP:Iteration 60F (4833.320000 sec): 3 clusters Score: Raw -1568348.477851 + Penalty 3139.338584 = -1565209.139267 nChanged 14 SP:Iteration 61Q (4833.350000 sec): 3 clusters Score: Raw -1568353.609304 + Penalty 3139.338584 = -1565214.270720 nChanged 23 SP:Iteration 62Q (4833.380000 sec): 3 clusters Score: Raw -1568364.061101 + Penalty 3139.338584 = -1565224.722517 nChanged 31 SP:Iteration 63Q (4833.410000 sec): 3 clusters Score: Raw -1568375.029366 + Penalty 3139.338584 = -1565235.690782 nChanged 27 SP:Iteration 64Q (4833.430000 sec): 3 clusters Score: Raw -1568387.034249 + Penalty 3139.338584 = -1565247.695665 nChanged 37 SP:Iteration 65Q (4833.460000 sec): 3 clusters Score: Raw -1568405.988962 + Penalty 3139.338584 = -1565266.650378 nChanged 29 SP:Iteration 66Q (4833.490000 sec): 3 clusters Score: Raw -1568420.177976 + Penalty 3139.338584 = -1565280.839392 nChanged 29 SP:Iteration 67Q (4833.520000 sec): 3 clusters Score: Raw -1568433.538328 + Penalty 3139.338584 = -1565294.199744 nChanged 31 SP:Iteration 68Q (4833.550000 sec): 3 clusters Score: Raw -1568446.917455 + Penalty 3139.338584 = -1565307.578871 nChanged 35 SP:Iteration 69Q (4833.580000 sec): 3 clusters Score: Raw -1568461.450619 + Penalty 3139.338584 = -1565322.112035 nChanged 27 SP:Iteration 70Q (4833.600000 sec): 3 clusters Score: Raw -1568472.749030 + Penalty 3139.338584 = -1565333.410446 nChanged 23 SP:Iteration 71Q (4833.630000 sec): 3 clusters Score: Raw -1568482.393432 + Penalty 3139.338584 = -1565343.054848 nChanged 15 SP:Iteration 72Q (4833.660000 sec): 3 clusters Score: Raw -1568488.100113 + Penalty 3139.338584 = -1565348.761529 nChanged 13 SP:Iteration 73Q (4833.690000 sec): 3 clusters Score: Raw -1568494.266256 + Penalty 3139.338584 = -1565354.927672 nChanged 13 SP:Iteration 74Q (4833.710000 sec): 3 clusters Score: Raw -1568499.522336 + Penalty 3139.338584 = -1565360.183752 nChanged 12 SP:Iteration 75Q (4833.740000 sec): 3 clusters Score: Raw -1568504.041149 + Penalty 3139.338584 = -1565364.702565 nChanged 9 SP:Iteration 76Q (4833.770000 sec): 3 clusters Score: Raw -1568507.910275 + Penalty 3139.338584 = -1565368.571691 nChanged 11 SP:Iteration 77Q (4833.790000 sec): 3 clusters Score: Raw -1568513.866737 + Penalty 3139.338584 = -1565374.528153 nChanged 9 SP:Iteration 78Q (4833.820000 sec): 3 clusters Score: Raw -1568517.334283 + Penalty 3139.338584 = -1565377.995699 nChanged 6 SP:Iteration 79Q (4833.850000 sec): 3 clusters Score: Raw -1568520.782265 + Penalty 3139.338584 = -1565381.443681 nChanged 4 SP:Iteration 80F (4833.890000 sec): 3 clusters Score: Raw -1568522.565169 + Penalty 3139.338584 = -1565383.226585 nChanged 5 SP:Iteration 81Q (4833.910000 sec): 3 clusters Score: Raw -1568524.747512 + Penalty 3139.338584 = -1565385.408928 nChanged 6 SP:Iteration 82Q (4833.940000 sec): 3 clusters Score: Raw -1568529.098914 + Penalty 3139.338584 = -1565389.760330 nChanged 11 SP:Iteration 83Q (4833.970000 sec): 3 clusters Score: Raw -1568533.363039 + Penalty 3139.338584 = -1565394.024455 nChanged 7 SP:Iteration 84Q (4833.990000 sec): 3 clusters Score: Raw -1568536.317948 + Penalty 3139.338584 = -1565396.979364 nChanged 5 SP:Iteration 85Q (4834.020000 sec): 3 clusters Score: Raw -1568539.425208 + Penalty 3139.338584 = -1565400.086624 nChanged 10 SP:Iteration 86Q (4834.050000 sec): 3 clusters Score: Raw -1568544.204852 + Penalty 3139.338584 = -1565404.866268 nChanged 9 SP:Iteration 87Q (4834.080000 sec): 3 clusters Score: Raw -1568548.348825 + Penalty 3139.338584 = -1565409.010241 nChanged 4 SP:Iteration 88Q (4834.100000 sec): 3 clusters Score: Raw -1568550.777160 + Penalty 3139.338584 = -1565411.438576 nChanged 8 SP:Iteration 89Q (4834.130000 sec): 3 clusters Score: Raw -1568554.433533 + Penalty 3139.338584 = -1565415.094949 nChanged 6 SP:Iteration 90Q (4834.160000 sec): 3 clusters Score: Raw -1568558.802572 + Penalty 3139.338584 = -1565419.463988 nChanged 8 SP:Iteration 91Q (4834.190000 sec): 3 clusters Score: Raw -1568563.278829 + Penalty 3139.338584 = -1565423.940245 nChanged 8 SP:Iteration 92Q (4834.210000 sec): 3 clusters Score: Raw -1568565.861481 + Penalty 3139.338584 = -1565426.522897 nChanged 5 SP:Iteration 93Q (4834.240000 sec): 3 clusters Score: Raw -1568566.788702 + Penalty 3139.338584 = -1565427.450118 nChanged 2 SP:Iteration 94Q (4834.270000 sec): 3 clusters Score: Raw -1568567.226207 + Penalty 3139.338584 = -1565427.887623 nChanged 2 SP:Iteration 95Q (4834.290000 sec): 3 clusters Score: Raw -1568568.083943 + Penalty 3139.338584 = -1565428.745359 nChanged 1 SP:Iteration 96Q (4834.320000 sec): 3 clusters Score: Raw -1568568.366595 + Penalty 3139.338584 = -1565429.028011 nChanged 1 SP:Iteration 97Q (4834.350000 sec): 3 clusters Score: Raw -1568568.825215 + Penalty 3139.338584 = -1565429.486631 nChanged 1 SP:Iteration 98Q (4834.370000 sec): 3 clusters Score: Raw -1568569.172210 + Penalty 3139.338584 = -1565429.833626 nChanged 0 SP:Iteration 99F (4834.410000 sec): 3 clusters Score: Raw -1568569.172210 + Penalty 3139.338584 = -1565429.833626 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 4 (8450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4834.440000 sec): 2 clusters Score: Raw -842808.905817 + Penalty 1469.312280 = -841339.593537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4834.460000 sec): 3 clusters Score: Raw -838056.520878 + Penalty 2938.624559 = -835117.896319 nChanged 3554 SP:Iteration 1F (4834.480000 sec): 3 clusters Score: Raw -839902.252603 + Penalty 2938.624559 = -836963.628044 nChanged 552 SP:Iteration 2F (4834.500000 sec): 3 clusters Score: Raw -840126.676146 + Penalty 2938.624559 = -837188.051586 nChanged 450 SP:Iteration 3F (4834.520000 sec): 3 clusters Score: Raw -840292.254286 + Penalty 2938.624559 = -837353.629727 nChanged 313 SP:Iteration 4Q (4834.540000 sec): 3 clusters Score: Raw -840409.170389 + Penalty 2938.624559 = -837470.545830 nChanged 283 SP:Iteration 5Q (4834.560000 sec): 3 clusters Score: Raw -840512.480362 + Penalty 2938.624559 = -837573.855803 nChanged 271 SP:Iteration 6Q (4834.580000 sec): 3 clusters Score: Raw -840620.705920 + Penalty 2938.624559 = -837682.081361 nChanged 252 SP:Iteration 7Q (4834.600000 sec): 3 clusters Score: Raw -840736.939549 + Penalty 2938.624559 = -837798.314990 nChanged 291 SP:Iteration 8Q (4834.620000 sec): 3 clusters Score: Raw -840878.061376 + Penalty 2938.624559 = -837939.436817 nChanged 294 SP:Iteration 9Q (4834.640000 sec): 3 clusters Score: Raw -841049.893209 + Penalty 2938.624559 = -838111.268650 nChanged 314 SP:Iteration 10Q (4834.650000 sec): 3 clusters Score: Raw -841265.584757 + Penalty 2938.624559 = -838326.960197 nChanged 333 SP:Iteration 11Q (4834.670000 sec): 3 clusters Score: Raw -841496.257132 + Penalty 2938.624559 = -838557.632573 nChanged 362 SP:Iteration 12Q (4834.690000 sec): 3 clusters Score: Raw -841794.223790 + Penalty 2938.624559 = -838855.599231 nChanged 372 SP:Iteration 13Q (4834.710000 sec): 3 clusters Score: Raw -842113.213027 + Penalty 2938.624559 = -839174.588468 nChanged 312 SP:Iteration 14Q (4834.730000 sec): 3 clusters Score: Raw -842362.458127 + Penalty 2938.624559 = -839423.833568 nChanged 236 SP:Iteration 15Q (4834.750000 sec): 3 clusters Score: Raw -842538.742909 + Penalty 2938.624559 = -839600.118349 nChanged 160 SP:Iteration 16Q (4834.770000 sec): 3 clusters Score: Raw -842665.358955 + Penalty 2938.624559 = -839726.734396 nChanged 118 SP:Iteration 17Q (4834.780000 sec): 3 clusters Score: Raw -842749.472689 + Penalty 2938.624559 = -839810.848130 nChanged 81 SP:Iteration 18Q (4834.800000 sec): 3 clusters Score: Raw -842807.972982 + Penalty 2938.624559 = -839869.348423 nChanged 56 SP:Iteration 19Q (4834.810000 sec): 3 clusters Score: Raw -842857.517726 + Penalty 2938.624559 = -839918.893167 nChanged 45 SP:Iteration 20F (4834.830000 sec): 3 clusters Score: Raw -842888.967433 + Penalty 2938.624559 = -839950.342874 nChanged 31 SP:Iteration 21Q (4834.850000 sec): 3 clusters Score: Raw -842905.929170 + Penalty 2938.624559 = -839967.304610 nChanged 15 SP:Iteration 22Q (4834.870000 sec): 3 clusters Score: Raw -842918.532008 + Penalty 2938.624559 = -839979.907449 nChanged 17 SP:Iteration 23Q (4834.880000 sec): 3 clusters Score: Raw -842930.974157 + Penalty 2938.624559 = -839992.349598 nChanged 17 SP:Iteration 24Q (4834.890000 sec): 3 clusters Score: Raw -842943.522827 + Penalty 2938.624559 = -840004.898268 nChanged 13 SP:Iteration 25Q (4834.910000 sec): 3 clusters Score: Raw -842952.050010 + Penalty 2938.624559 = -840013.425451 nChanged 9 SP:Iteration 26Q (4834.930000 sec): 3 clusters Score: Raw -842958.784086 + Penalty 2938.624559 = -840020.159527 nChanged 14 SP:Iteration 27Q (4834.940000 sec): 3 clusters Score: Raw -842970.786723 + Penalty 2938.624559 = -840032.162164 nChanged 12 SP:Iteration 28Q (4834.950000 sec): 3 clusters Score: Raw -842980.647383 + Penalty 2938.624559 = -840042.022824 nChanged 5 SP:Iteration 29Q (4834.970000 sec): 3 clusters Score: Raw -842985.364430 + Penalty 2938.624559 = -840046.739871 nChanged 4 SP:Iteration 30Q (4834.990000 sec): 3 clusters Score: Raw -842989.006839 + Penalty 2938.624559 = -840050.382280 nChanged 2 SP:Iteration 31Q (4835.000000 sec): 3 clusters Score: Raw -842989.728236 + Penalty 2938.624559 = -840051.103676 nChanged 0 SP:Iteration 32F (4835.020000 sec): 3 clusters Score: Raw -842989.728236 + Penalty 2938.624559 = -840051.103676 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 5 (94682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4835.320000 sec): 2 clusters Score: Raw -9229739.833642 + Penalty 1861.970368 = -9227877.863274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4835.570000 sec): 3 clusters Score: Raw -9168155.170656 + Penalty 3723.940736 = -9164431.229920 nChanged 45569 SP:Iteration 1F (4835.810000 sec): 3 clusters Score: Raw -9194921.767240 + Penalty 3723.940736 = -9191197.826504 nChanged 3538 SP:Iteration 2Q (4836.060000 sec): 3 clusters Score: Raw -9196002.009792 + Penalty 3723.940736 = -9192278.069056 nChanged 4336 SP:Iteration 3Q (4836.310000 sec): 3 clusters Score: Raw -9197641.970131 + Penalty 3723.940736 = -9193918.029395 nChanged 5174 SP:Iteration 4F (4836.560000 sec): 3 clusters Score: Raw -9200152.486473 + Penalty 3723.940736 = -9196428.545738 nChanged 6598 SP:Iteration 5F (4836.810000 sec): 3 clusters Score: Raw -9204306.801795 + Penalty 3723.940736 = -9200582.861059 nChanged 7670 SP:Iteration 6F (4837.050000 sec): 3 clusters Score: Raw -9210339.406865 + Penalty 3723.940736 = -9206615.466129 nChanged 7759 SP:Iteration 7F (4837.290000 sec): 3 clusters Score: Raw -9217326.393128 + Penalty 3723.940736 = -9213602.452392 nChanged 6209 SP:Iteration 8F (4837.540000 sec): 3 clusters Score: Raw -9223372.350492 + Penalty 3723.940736 = -9219648.409756 nChanged 3904 SP:Iteration 9Q (4837.780000 sec): 3 clusters Score: Raw -9227305.574674 + Penalty 3723.940736 = -9223581.633938 nChanged 1791 SP:Iteration 10Q (4838.010000 sec): 3 clusters Score: Raw -9229048.052750 + Penalty 3723.940736 = -9225324.112014 nChanged 592 SP:Iteration 11Q (4838.210000 sec): 3 clusters Score: Raw -9229628.697333 + Penalty 3723.940736 = -9225904.756597 nChanged 176 SP:Iteration 12Q (4838.390000 sec): 3 clusters Score: Raw -9229820.693621 + Penalty 3723.940736 = -9226096.752885 nChanged 65 SP:Iteration 13Q (4838.570000 sec): 3 clusters Score: Raw -9229897.921435 + Penalty 3723.940736 = -9226173.980699 nChanged 30 SP:Iteration 14Q (4838.740000 sec): 3 clusters Score: Raw -9229934.577803 + Penalty 3723.940736 = -9226210.637067 nChanged 18 SP:Iteration 15Q (4838.910000 sec): 3 clusters Score: Raw -9229959.119876 + Penalty 3723.940736 = -9226235.179140 nChanged 13 SP:Iteration 16Q (4839.080000 sec): 3 clusters Score: Raw -9229978.151407 + Penalty 3723.940736 = -9226254.210671 nChanged 13 SP:Iteration 17Q (4839.250000 sec): 3 clusters Score: Raw -9229994.053587 + Penalty 3723.940736 = -9226270.112852 nChanged 9 SP:Iteration 18Q (4839.420000 sec): 3 clusters Score: Raw -9230003.937782 + Penalty 3723.940736 = -9226279.997046 nChanged 6 SP:Iteration 19Q (4839.590000 sec): 3 clusters Score: Raw -9230006.853798 + Penalty 3723.940736 = -9226282.913062 nChanged 3 SP:Iteration 20F (4839.830000 sec): 3 clusters Score: Raw -9230009.982062 + Penalty 3723.940736 = -9226286.041326 nChanged 4 SP:Iteration 21Q (4839.990000 sec): 3 clusters Score: Raw -9230013.122403 + Penalty 3723.940736 = -9226289.181667 nChanged 0 SP:Iteration 22F (4840.230000 sec): 3 clusters Score: Raw -9230013.122403 + Penalty 3723.940736 = -9226289.181667 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 6 (4828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4840.310000 sec): 2 clusters Score: Raw -441814.968960 + Penalty 1378.355482 = -440436.613478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4840.320000 sec): 3 clusters Score: Raw -439342.789644 + Penalty 2756.710964 = -436586.078680 nChanged 1927 SP:Iteration 1F (4840.330000 sec): 3 clusters Score: Raw -440489.544559 + Penalty 2756.710964 = -437732.833595 nChanged 415 SP:Iteration 2F (4840.340000 sec): 3 clusters Score: Raw -440784.808282 + Penalty 2756.710964 = -438028.097318 nChanged 334 SP:Iteration 3F (4840.350000 sec): 3 clusters Score: Raw -441013.559389 + Penalty 2756.710964 = -438256.848425 nChanged 260 SP:Iteration 4F (4840.360000 sec): 3 clusters Score: Raw -441169.412719 + Penalty 2756.710964 = -438412.701755 nChanged 227 SP:Iteration 5Q (4840.370000 sec): 3 clusters Score: Raw -441309.366845 + Penalty 2756.710964 = -438552.655881 nChanged 206 SP:Iteration 6Q (4840.380000 sec): 3 clusters Score: Raw -441426.961720 + Penalty 2756.710964 = -438670.250755 nChanged 158 SP:Iteration 7Q (4840.390000 sec): 3 clusters Score: Raw -441516.687151 + Penalty 2756.710964 = -438759.976187 nChanged 151 SP:Iteration 8Q (4840.410000 sec): 3 clusters Score: Raw -441618.356384 + Penalty 2756.710964 = -438861.645419 nChanged 159 SP:Iteration 9Q (4840.420000 sec): 3 clusters Score: Raw -441729.805098 + Penalty 2756.710964 = -438973.094134 nChanged 120 SP:Iteration 10Q (4840.430000 sec): 3 clusters Score: Raw -441822.787164 + Penalty 2756.710964 = -439066.076200 nChanged 138 SP:Iteration 11Q (4840.440000 sec): 3 clusters Score: Raw -441940.041095 + Penalty 2756.710964 = -439183.330131 nChanged 106 SP:Iteration 12Q (4840.450000 sec): 3 clusters Score: Raw -442022.603647 + Penalty 2756.710964 = -439265.892683 nChanged 63 SP:Iteration 13Q (4840.460000 sec): 3 clusters Score: Raw -442060.822317 + Penalty 2756.710964 = -439304.111353 nChanged 60 SP:Iteration 14Q (4840.470000 sec): 3 clusters Score: Raw -442093.120830 + Penalty 2756.710964 = -439336.409865 nChanged 48 SP:Iteration 15Q (4840.480000 sec): 3 clusters Score: Raw -442128.968905 + Penalty 2756.710964 = -439372.257940 nChanged 30 SP:Iteration 16Q (4840.490000 sec): 3 clusters Score: Raw -442152.651718 + Penalty 2756.710964 = -439395.940754 nChanged 23 SP:Iteration 17Q (4840.500000 sec): 3 clusters Score: Raw -442171.915921 + Penalty 2756.710964 = -439415.204957 nChanged 26 SP:Iteration 18Q (4840.510000 sec): 3 clusters Score: Raw -442193.760447 + Penalty 2756.710964 = -439437.049483 nChanged 28 SP:Iteration 19Q (4840.520000 sec): 3 clusters Score: Raw -442209.226554 + Penalty 2756.710964 = -439452.515590 nChanged 16 SP:Iteration 20F (4840.530000 sec): 3 clusters Score: Raw -442215.719000 + Penalty 2756.710964 = -439459.008036 nChanged 10 SP:Iteration 21Q (4840.540000 sec): 3 clusters Score: Raw -442220.279251 + Penalty 2756.710964 = -439463.568286 nChanged 10 SP:Iteration 22Q (4840.550000 sec): 3 clusters Score: Raw -442225.798966 + Penalty 2756.710964 = -439469.088002 nChanged 8 SP:Iteration 23Q (4840.560000 sec): 3 clusters Score: Raw -442229.256420 + Penalty 2756.710964 = -439472.545456 nChanged 8 SP:Iteration 24Q (4840.570000 sec): 3 clusters Score: Raw -442232.012163 + Penalty 2756.710964 = -439475.301199 nChanged 3 SP:Iteration 25Q (4840.580000 sec): 3 clusters Score: Raw -442232.883214 + Penalty 2756.710964 = -439476.172250 nChanged 3 SP:Iteration 26Q (4840.590000 sec): 3 clusters Score: Raw -442233.412853 + Penalty 2756.710964 = -439476.701888 nChanged 1 SP:Iteration 27Q (4840.600000 sec): 3 clusters Score: Raw -442233.620127 + Penalty 2756.710964 = -439476.909163 nChanged 0 SP:Iteration 28F (4840.610000 sec): 3 clusters Score: Raw -442233.620127 + Penalty 2756.710964 = -439476.909163 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 7 (6586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4840.630000 sec): 2 clusters Score: Raw -629279.384284 + Penalty 1428.813988 = -627850.570296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4840.650000 sec): 3 clusters Score: Raw -625643.367426 + Penalty 2857.627975 = -622785.739451 nChanged 2809 SP:Iteration 1F (4840.660000 sec): 3 clusters Score: Raw -627234.157316 + Penalty 2857.627975 = -624376.529341 nChanged 453 SP:Iteration 2F (4840.680000 sec): 3 clusters Score: Raw -627525.457814 + Penalty 2857.627975 = -624667.829839 nChanged 407 SP:Iteration 3F (4840.690000 sec): 3 clusters Score: Raw -627798.784956 + Penalty 2857.627975 = -624941.156981 nChanged 366 SP:Iteration 4F (4840.710000 sec): 3 clusters Score: Raw -628026.233947 + Penalty 2857.627975 = -625168.605972 nChanged 367 SP:Iteration 5F (4840.730000 sec): 3 clusters Score: Raw -628264.487437 + Penalty 2857.627975 = -625406.859461 nChanged 363 SP:Iteration 6F (4840.740000 sec): 3 clusters Score: Raw -628494.111663 + Penalty 2857.627975 = -625636.483687 nChanged 336 SP:Iteration 7F (4840.750000 sec): 3 clusters Score: Raw -628700.328971 + Penalty 2857.627975 = -625842.700995 nChanged 282 SP:Iteration 8Q (4840.770000 sec): 3 clusters Score: Raw -628853.988353 + Penalty 2857.627975 = -625996.360378 nChanged 203 SP:Iteration 9Q (4840.790000 sec): 3 clusters Score: Raw -628950.378199 + Penalty 2857.627975 = -626092.750223 nChanged 156 SP:Iteration 10Q (4840.800000 sec): 3 clusters Score: Raw -629020.633668 + Penalty 2857.627975 = -626163.005693 nChanged 121 SP:Iteration 11Q (4840.810000 sec): 3 clusters Score: Raw -629075.814006 + Penalty 2857.627975 = -626218.186031 nChanged 110 SP:Iteration 12Q (4840.830000 sec): 3 clusters Score: Raw -629128.606478 + Penalty 2857.627975 = -626270.978503 nChanged 99 SP:Iteration 13Q (4840.850000 sec): 3 clusters Score: Raw -629178.470253 + Penalty 2857.627975 = -626320.842278 nChanged 88 SP:Iteration 14Q (4840.860000 sec): 3 clusters Score: Raw -629210.022353 + Penalty 2857.627975 = -626352.394377 nChanged 68 SP:Iteration 15Q (4840.870000 sec): 3 clusters Score: Raw -629234.664419 + Penalty 2857.627975 = -626377.036444 nChanged 60 SP:Iteration 16Q (4840.890000 sec): 3 clusters Score: Raw -629259.639423 + Penalty 2857.627975 = -626402.011448 nChanged 66 SP:Iteration 17Q (4840.900000 sec): 3 clusters Score: Raw -629284.679787 + Penalty 2857.627975 = -626427.051811 nChanged 63 SP:Iteration 18Q (4840.920000 sec): 3 clusters Score: Raw -629309.308666 + Penalty 2857.627975 = -626451.680691 nChanged 60 SP:Iteration 19Q (4840.930000 sec): 3 clusters Score: Raw -629339.421318 + Penalty 2857.627975 = -626481.793343 nChanged 71 SP:Iteration 20F (4840.950000 sec): 3 clusters Score: Raw -629382.200695 + Penalty 2857.627975 = -626524.572719 nChanged 65 SP:Iteration 21Q (4840.970000 sec): 3 clusters Score: Raw -629422.327048 + Penalty 2857.627975 = -626564.699072 nChanged 68 SP:Iteration 22Q (4840.980000 sec): 3 clusters Score: Raw -629472.888581 + Penalty 2857.627975 = -626615.260605 nChanged 69 SP:Iteration 23Q (4840.990000 sec): 3 clusters Score: Raw -629535.657693 + Penalty 2857.627975 = -626678.029717 nChanged 78 SP:Iteration 24Q (4841.010000 sec): 3 clusters Score: Raw -629592.267548 + Penalty 2857.627975 = -626734.639572 nChanged 67 SP:Iteration 25Q (4841.020000 sec): 3 clusters Score: Raw -629636.950494 + Penalty 2857.627975 = -626779.322519 nChanged 62 SP:Iteration 26Q (4841.030000 sec): 3 clusters Score: Raw -629669.135589 + Penalty 2857.627975 = -626811.507613 nChanged 54 SP:Iteration 27Q (4841.050000 sec): 3 clusters Score: Raw -629694.541030 + Penalty 2857.627975 = -626836.913054 nChanged 38 SP:Iteration 28Q (4841.060000 sec): 3 clusters Score: Raw -629712.938100 + Penalty 2857.627975 = -626855.310124 nChanged 31 SP:Iteration 29Q (4841.080000 sec): 3 clusters Score: Raw -629725.317041 + Penalty 2857.627975 = -626867.689065 nChanged 29 SP:Iteration 30Q (4841.090000 sec): 3 clusters Score: Raw -629734.957343 + Penalty 2857.627975 = -626877.329367 nChanged 26 SP:Iteration 31Q (4841.100000 sec): 3 clusters Score: Raw -629746.583935 + Penalty 2857.627975 = -626888.955959 nChanged 25 SP:Iteration 32Q (4841.110000 sec): 3 clusters Score: Raw -629757.558697 + Penalty 2857.627975 = -626899.930722 nChanged 20 SP:Iteration 33Q (4841.130000 sec): 3 clusters Score: Raw -629764.623234 + Penalty 2857.627975 = -626906.995259 nChanged 10 SP:Iteration 34Q (4841.140000 sec): 3 clusters Score: Raw -629767.921865 + Penalty 2857.627975 = -626910.293890 nChanged 14 SP:Iteration 35Q (4841.150000 sec): 3 clusters Score: Raw -629772.551582 + Penalty 2857.627975 = -626914.923606 nChanged 12 SP:Iteration 36Q (4841.170000 sec): 3 clusters Score: Raw -629776.186544 + Penalty 2857.627975 = -626918.558569 nChanged 9 SP:Iteration 37Q (4841.180000 sec): 3 clusters Score: Raw -629779.788169 + Penalty 2857.627975 = -626922.160193 nChanged 10 SP:Iteration 38Q (4841.190000 sec): 3 clusters Score: Raw -629782.979791 + Penalty 2857.627975 = -626925.351815 nChanged 4 SP:Iteration 39Q (4841.210000 sec): 3 clusters Score: Raw -629783.687507 + Penalty 2857.627975 = -626926.059532 nChanged 2 SP:Iteration 40F (4841.220000 sec): 3 clusters Score: Raw -629784.013845 + Penalty 2857.627975 = -626926.385870 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 8 (40649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4841.350000 sec): 2 clusters Score: Raw -3797146.157330 + Penalty 1724.568546 = -3795421.588784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4841.460000 sec): 3 clusters Score: Raw -3771588.943460 + Penalty 3449.137092 = -3768139.806368 nChanged 19031 SP:Iteration 1F (4841.570000 sec): 3 clusters Score: Raw -3782699.545055 + Penalty 3449.137092 = -3779250.407963 nChanged 2034 SP:Iteration 2F (4841.670000 sec): 3 clusters Score: Raw -3783703.386655 + Penalty 3449.137092 = -3780254.249563 nChanged 2304 SP:Iteration 3F (4841.780000 sec): 3 clusters Score: Raw -3784956.411696 + Penalty 3449.137092 = -3781507.274604 nChanged 2499 SP:Iteration 4F (4841.880000 sec): 3 clusters Score: Raw -3786277.787325 + Penalty 3449.137092 = -3782828.650233 nChanged 2503 SP:Iteration 5F (4841.990000 sec): 3 clusters Score: Raw -3787544.686097 + Penalty 3449.137092 = -3784095.549005 nChanged 2318 SP:Iteration 6F (4842.090000 sec): 3 clusters Score: Raw -3788623.788919 + Penalty 3449.137092 = -3785174.651827 nChanged 2039 SP:Iteration 7F (4842.200000 sec): 3 clusters Score: Raw -3789543.272275 + Penalty 3449.137092 = -3786094.135183 nChanged 1874 SP:Iteration 8Q (4842.300000 sec): 3 clusters Score: Raw -3790485.570076 + Penalty 3449.137092 = -3787036.432984 nChanged 1889 SP:Iteration 9Q (4842.410000 sec): 3 clusters Score: Raw -3791567.141080 + Penalty 3449.137092 = -3788118.003988 nChanged 1988 SP:Iteration 10Q (4842.510000 sec): 3 clusters Score: Raw -3792871.328176 + Penalty 3449.137092 = -3789422.191084 nChanged 1992 SP:Iteration 11Q (4842.620000 sec): 3 clusters Score: Raw -3794291.488550 + Penalty 3449.137092 = -3790842.351457 nChanged 1710 SP:Iteration 12Q (4842.720000 sec): 3 clusters Score: Raw -3795590.036476 + Penalty 3449.137092 = -3792140.899384 nChanged 1399 SP:Iteration 13Q (4842.830000 sec): 3 clusters Score: Raw -3796758.692260 + Penalty 3449.137092 = -3793309.555168 nChanged 1012 SP:Iteration 14Q (4842.930000 sec): 3 clusters Score: Raw -3797692.694726 + Penalty 3449.137092 = -3794243.557634 nChanged 585 SP:Iteration 15Q (4843.030000 sec): 3 clusters Score: Raw -3798282.268435 + Penalty 3449.137092 = -3794833.131343 nChanged 282 SP:Iteration 16Q (4843.120000 sec): 3 clusters Score: Raw -3798523.599600 + Penalty 3449.137092 = -3795074.462508 nChanged 148 SP:Iteration 17Q (4843.200000 sec): 3 clusters Score: Raw -3798598.147796 + Penalty 3449.137092 = -3795149.010704 nChanged 101 SP:Iteration 18Q (4843.280000 sec): 3 clusters Score: Raw -3798634.819211 + Penalty 3449.137092 = -3795185.682119 nChanged 79 SP:Iteration 19Q (4843.360000 sec): 3 clusters Score: Raw -3798657.106238 + Penalty 3449.137092 = -3795207.969146 nChanged 47 SP:Iteration 20F (4843.460000 sec): 3 clusters Score: Raw -3798668.403826 + Penalty 3449.137092 = -3795219.266734 nChanged 40 SP:Iteration 21Q (4843.540000 sec): 3 clusters Score: Raw -3798676.683634 + Penalty 3449.137092 = -3795227.546542 nChanged 19 SP:Iteration 22Q (4843.620000 sec): 3 clusters Score: Raw -3798680.787743 + Penalty 3449.137092 = -3795231.650651 nChanged 16 SP:Iteration 23Q (4843.700000 sec): 3 clusters Score: Raw -3798684.644816 + Penalty 3449.137092 = -3795235.507724 nChanged 18 SP:Iteration 24Q (4843.780000 sec): 3 clusters Score: Raw -3798688.602508 + Penalty 3449.137092 = -3795239.465416 nChanged 21 SP:Iteration 25Q (4843.860000 sec): 3 clusters Score: Raw -3798691.571431 + Penalty 3449.137092 = -3795242.434339 nChanged 13 SP:Iteration 26Q (4843.940000 sec): 3 clusters Score: Raw -3798693.554339 + Penalty 3449.137092 = -3795244.417247 nChanged 15 SP:Iteration 27Q (4844.020000 sec): 3 clusters Score: Raw -3798695.232663 + Penalty 3449.137092 = -3795246.095571 nChanged 11 SP:Iteration 28Q (4844.090000 sec): 3 clusters Score: Raw -3798697.309614 + Penalty 3449.137092 = -3795248.172522 nChanged 11 SP:Iteration 29Q (4844.170000 sec): 3 clusters Score: Raw -3798699.317291 + Penalty 3449.137092 = -3795250.180199 nChanged 12 SP:Iteration 30Q (4844.250000 sec): 3 clusters Score: Raw -3798700.767606 + Penalty 3449.137092 = -3795251.630513 nChanged 9 SP:Iteration 31Q (4844.330000 sec): 3 clusters Score: Raw -3798702.138714 + Penalty 3449.137092 = -3795253.001622 nChanged 5 SP:Iteration 32Q (4844.410000 sec): 3 clusters Score: Raw -3798703.014764 + Penalty 3449.137092 = -3795253.877671 nChanged 2 SP:Iteration 33Q (4844.490000 sec): 3 clusters Score: Raw -3798703.218873 + Penalty 3449.137092 = -3795254.081781 nChanged 1 SP:Iteration 34Q (4844.570000 sec): 3 clusters Score: Raw -3798703.291653 + Penalty 3449.137092 = -3795254.154561 nChanged 0 SP:Iteration 35F (4844.670000 sec): 3 clusters Score: Raw -3798703.291653 + Penalty 3449.137092 = -3795254.154561 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 9 (18033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4844.740000 sec): 2 clusters Score: Raw -1796428.755636 + Penalty 1592.493287 = -1794836.262349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4844.780000 sec): 3 clusters Score: Raw -1785627.194699 + Penalty 3184.986575 = -1782442.208124 nChanged 8104 SP:Iteration 1F (4844.830000 sec): 3 clusters Score: Raw -1790073.142013 + Penalty 3184.986575 = -1786888.155438 nChanged 929 SP:Iteration 2F (4844.870000 sec): 3 clusters Score: Raw -1790424.543488 + Penalty 3184.986575 = -1787239.556914 nChanged 846 SP:Iteration 3Q (4844.920000 sec): 3 clusters Score: Raw -1790765.618320 + Penalty 3184.986575 = -1787580.631745 nChanged 821 SP:Iteration 4Q (4844.960000 sec): 3 clusters Score: Raw -1791180.494582 + Penalty 3184.986575 = -1787995.508007 nChanged 906 SP:Iteration 5F (4845.000000 sec): 3 clusters Score: Raw -1791709.699291 + Penalty 3184.986575 = -1788524.712716 nChanged 991 SP:Iteration 6F (4845.050000 sec): 3 clusters Score: Raw -1792373.447900 + Penalty 3184.986575 = -1789188.461325 nChanged 1102 SP:Iteration 7F (4845.090000 sec): 3 clusters Score: Raw -1793196.649407 + Penalty 3184.986575 = -1790011.662832 nChanged 1098 SP:Iteration 8F (4845.140000 sec): 3 clusters Score: Raw -1794053.222941 + Penalty 3184.986575 = -1790868.236366 nChanged 1037 SP:Iteration 9F (4845.180000 sec): 3 clusters Score: Raw -1794801.313932 + Penalty 3184.986575 = -1791616.327358 nChanged 826 SP:Iteration 10Q (4845.220000 sec): 3 clusters Score: Raw -1795241.130233 + Penalty 3184.986575 = -1792056.143658 nChanged 525 SP:Iteration 11Q (4845.270000 sec): 3 clusters Score: Raw -1795436.199878 + Penalty 3184.986575 = -1792251.213303 nChanged 311 SP:Iteration 12Q (4845.310000 sec): 3 clusters Score: Raw -1795531.177631 + Penalty 3184.986575 = -1792346.191056 nChanged 218 SP:Iteration 13Q (4845.350000 sec): 3 clusters Score: Raw -1795592.096287 + Penalty 3184.986575 = -1792407.109712 nChanged 198 SP:Iteration 14Q (4845.400000 sec): 3 clusters Score: Raw -1795639.106819 + Penalty 3184.986575 = -1792454.120244 nChanged 159 SP:Iteration 15Q (4845.440000 sec): 3 clusters Score: Raw -1795678.302533 + Penalty 3184.986575 = -1792493.315958 nChanged 146 SP:Iteration 16Q (4845.480000 sec): 3 clusters Score: Raw -1795708.989291 + Penalty 3184.986575 = -1792524.002716 nChanged 141 SP:Iteration 17Q (4845.520000 sec): 3 clusters Score: Raw -1795739.876601 + Penalty 3184.986575 = -1792554.890026 nChanged 139 SP:Iteration 18Q (4845.560000 sec): 3 clusters Score: Raw -1795771.769849 + Penalty 3184.986575 = -1792586.783274 nChanged 124 SP:Iteration 19Q (4845.610000 sec): 3 clusters Score: Raw -1795794.198569 + Penalty 3184.986575 = -1792609.211994 nChanged 109 SP:Iteration 20F (4845.650000 sec): 3 clusters Score: Raw -1795816.838676 + Penalty 3184.986575 = -1792631.852101 nChanged 122 SP:Iteration 21Q (4845.690000 sec): 3 clusters Score: Raw -1795840.784265 + Penalty 3184.986575 = -1792655.797690 nChanged 110 SP:Iteration 22Q (4845.740000 sec): 3 clusters Score: Raw -1795863.938722 + Penalty 3184.986575 = -1792678.952147 nChanged 114 SP:Iteration 23Q (4845.780000 sec): 3 clusters Score: Raw -1795886.148826 + Penalty 3184.986575 = -1792701.162251 nChanged 109 SP:Iteration 24Q (4845.820000 sec): 3 clusters Score: Raw -1795910.385737 + Penalty 3184.986575 = -1792725.399163 nChanged 109 SP:Iteration 25Q (4845.870000 sec): 3 clusters Score: Raw -1795933.076061 + Penalty 3184.986575 = -1792748.089486 nChanged 109 SP:Iteration 26Q (4845.910000 sec): 3 clusters Score: Raw -1795954.937068 + Penalty 3184.986575 = -1792769.950493 nChanged 99 SP:Iteration 27Q (4845.950000 sec): 3 clusters Score: Raw -1795970.850632 + Penalty 3184.986575 = -1792785.864058 nChanged 89 SP:Iteration 28Q (4846.000000 sec): 3 clusters Score: Raw -1795985.620154 + Penalty 3184.986575 = -1792800.633579 nChanged 87 SP:Iteration 29Q (4846.040000 sec): 3 clusters Score: Raw -1795998.327100 + Penalty 3184.986575 = -1792813.340525 nChanged 82 SP:Iteration 30Q (4846.080000 sec): 3 clusters Score: Raw -1796011.521338 + Penalty 3184.986575 = -1792826.534764 nChanged 77 SP:Iteration 31Q (4846.120000 sec): 3 clusters Score: Raw -1796023.483109 + Penalty 3184.986575 = -1792838.496534 nChanged 66 SP:Iteration 32Q (4846.160000 sec): 3 clusters Score: Raw -1796033.793604 + Penalty 3184.986575 = -1792848.807029 nChanged 69 SP:Iteration 33Q (4846.210000 sec): 3 clusters Score: Raw -1796046.892770 + Penalty 3184.986575 = -1792861.906195 nChanged 75 SP:Iteration 34Q (4846.250000 sec): 3 clusters Score: Raw -1796057.189036 + Penalty 3184.986575 = -1792872.202461 nChanged 59 SP:Iteration 35Q (4846.290000 sec): 3 clusters Score: Raw -1796064.742586 + Penalty 3184.986575 = -1792879.756011 nChanged 50 SP:Iteration 36Q (4846.330000 sec): 3 clusters Score: Raw -1796073.524205 + Penalty 3184.986575 = -1792888.537630 nChanged 54 SP:Iteration 37Q (4846.370000 sec): 3 clusters Score: Raw -1796080.378972 + Penalty 3184.986575 = -1792895.392397 nChanged 47 SP:Iteration 38Q (4846.420000 sec): 3 clusters Score: Raw -1796086.459172 + Penalty 3184.986575 = -1792901.472597 nChanged 47 SP:Iteration 39Q (4846.460000 sec): 3 clusters Score: Raw -1796092.421002 + Penalty 3184.986575 = -1792907.434427 nChanged 52 SP:Iteration 40F (4846.500000 sec): 3 clusters Score: Raw -1796099.238700 + Penalty 3184.986575 = -1792914.252125 nChanged 42 SP:Iteration 41Q (4846.540000 sec): 3 clusters Score: Raw -1796104.326289 + Penalty 3184.986575 = -1792919.339714 nChanged 39 SP:Iteration 42Q (4846.580000 sec): 3 clusters Score: Raw -1796108.887633 + Penalty 3184.986575 = -1792923.901058 nChanged 35 SP:Iteration 43Q (4846.620000 sec): 3 clusters Score: Raw -1796113.005554 + Penalty 3184.986575 = -1792928.018979 nChanged 30 SP:Iteration 44Q (4846.670000 sec): 3 clusters Score: Raw -1796115.756753 + Penalty 3184.986575 = -1792930.770178 nChanged 23 SP:Iteration 45Q (4846.710000 sec): 3 clusters Score: Raw -1796118.085175 + Penalty 3184.986575 = -1792933.098601 nChanged 36 SP:Iteration 46Q (4846.750000 sec): 3 clusters Score: Raw -1796121.799003 + Penalty 3184.986575 = -1792936.812429 nChanged 36 SP:Iteration 47Q (4846.790000 sec): 3 clusters Score: Raw -1796126.214693 + Penalty 3184.986575 = -1792941.228118 nChanged 37 SP:Iteration 48Q (4846.830000 sec): 3 clusters Score: Raw -1796131.561408 + Penalty 3184.986575 = -1792946.574833 nChanged 34 SP:Iteration 49Q (4846.870000 sec): 3 clusters Score: Raw -1796136.019978 + Penalty 3184.986575 = -1792951.033403 nChanged 41 SP:Iteration 50Q (4846.910000 sec): 3 clusters Score: Raw -1796140.763609 + Penalty 3184.986575 = -1792955.777035 nChanged 35 SP:Iteration 51Q (4846.960000 sec): 3 clusters Score: Raw -1796144.413555 + Penalty 3184.986575 = -1792959.426980 nChanged 36 SP:Iteration 52Q (4847.000000 sec): 3 clusters Score: Raw -1796148.185580 + Penalty 3184.986575 = -1792963.199005 nChanged 36 SP:Iteration 53Q (4847.040000 sec): 3 clusters Score: Raw -1796152.322022 + Penalty 3184.986575 = -1792967.335447 nChanged 37 SP:Iteration 54Q (4847.080000 sec): 3 clusters Score: Raw -1796156.552318 + Penalty 3184.986575 = -1792971.565743 nChanged 36 SP:Iteration 55Q (4847.120000 sec): 3 clusters Score: Raw -1796160.418362 + Penalty 3184.986575 = -1792975.431787 nChanged 34 SP:Iteration 56Q (4847.160000 sec): 3 clusters Score: Raw -1796164.097287 + Penalty 3184.986575 = -1792979.110713 nChanged 34 SP:Iteration 57Q (4847.200000 sec): 3 clusters Score: Raw -1796167.703927 + Penalty 3184.986575 = -1792982.717352 nChanged 26 SP:Iteration 58Q (4847.240000 sec): 3 clusters Score: Raw -1796170.217751 + Penalty 3184.986575 = -1792985.231176 nChanged 23 SP:Iteration 59Q (4847.280000 sec): 3 clusters Score: Raw -1796172.492006 + Penalty 3184.986575 = -1792987.505432 nChanged 23 SP:Iteration 60F (4847.330000 sec): 3 clusters Score: Raw -1796174.358061 + Penalty 3184.986575 = -1792989.371486 nChanged 20 SP:Iteration 61Q (4847.370000 sec): 3 clusters Score: Raw -1796176.017043 + Penalty 3184.986575 = -1792991.030468 nChanged 15 SP:Iteration 62Q (4847.410000 sec): 3 clusters Score: Raw -1796177.296210 + Penalty 3184.986575 = -1792992.309636 nChanged 20 SP:Iteration 63Q (4847.450000 sec): 3 clusters Score: Raw -1796179.294411 + Penalty 3184.986575 = -1792994.307836 nChanged 19 SP:Iteration 64Q (4847.490000 sec): 3 clusters Score: Raw -1796180.748556 + Penalty 3184.986575 = -1792995.761981 nChanged 20 SP:Iteration 65Q (4847.530000 sec): 3 clusters Score: Raw -1796182.644324 + Penalty 3184.986575 = -1792997.657749 nChanged 23 SP:Iteration 66Q (4847.570000 sec): 3 clusters Score: Raw -1796184.591302 + Penalty 3184.986575 = -1792999.604727 nChanged 15 SP:Iteration 67Q (4847.620000 sec): 3 clusters Score: Raw -1796185.899074 + Penalty 3184.986575 = -1793000.912499 nChanged 13 SP:Iteration 68Q (4847.660000 sec): 3 clusters Score: Raw -1796186.690783 + Penalty 3184.986575 = -1793001.704208 nChanged 12 SP:Iteration 69Q (4847.700000 sec): 3 clusters Score: Raw -1796187.701732 + Penalty 3184.986575 = -1793002.715158 nChanged 13 SP:Iteration 70Q (4847.740000 sec): 3 clusters Score: Raw -1796188.912985 + Penalty 3184.986575 = -1793003.926410 nChanged 9 SP:Iteration 71Q (4847.780000 sec): 3 clusters Score: Raw -1796189.617111 + Penalty 3184.986575 = -1793004.630536 nChanged 10 SP:Iteration 72Q (4847.820000 sec): 3 clusters Score: Raw -1796190.521551 + Penalty 3184.986575 = -1793005.534976 nChanged 13 SP:Iteration 73Q (4847.860000 sec): 3 clusters Score: Raw -1796191.904385 + Penalty 3184.986575 = -1793006.917810 nChanged 13 SP:Iteration 74Q (4847.900000 sec): 3 clusters Score: Raw -1796193.193048 + Penalty 3184.986575 = -1793008.206473 nChanged 11 SP:Iteration 75Q (4847.940000 sec): 3 clusters Score: Raw -1796193.894161 + Penalty 3184.986575 = -1793008.907586 nChanged 11 SP:Iteration 76Q (4847.980000 sec): 3 clusters Score: Raw -1796195.278029 + Penalty 3184.986575 = -1793010.291454 nChanged 17 SP:Iteration 77Q (4848.020000 sec): 3 clusters Score: Raw -1796197.321445 + Penalty 3184.986575 = -1793012.334870 nChanged 20 SP:Iteration 78Q (4848.060000 sec): 3 clusters Score: Raw -1796199.419304 + Penalty 3184.986575 = -1793014.432729 nChanged 14 SP:Iteration 79Q (4848.100000 sec): 3 clusters Score: Raw -1796200.729777 + Penalty 3184.986575 = -1793015.743202 nChanged 12 SP:Iteration 80F (4848.150000 sec): 3 clusters Score: Raw -1796202.508024 + Penalty 3184.986575 = -1793017.521449 nChanged 18 SP:Iteration 81Q (4848.190000 sec): 3 clusters Score: Raw -1796204.735975 + Penalty 3184.986575 = -1793019.749400 nChanged 17 SP:Iteration 82Q (4848.230000 sec): 3 clusters Score: Raw -1796206.186851 + Penalty 3184.986575 = -1793021.200277 nChanged 14 SP:Iteration 83Q (4848.270000 sec): 3 clusters Score: Raw -1796207.579484 + Penalty 3184.986575 = -1793022.592909 nChanged 12 SP:Iteration 84Q (4848.310000 sec): 3 clusters Score: Raw -1796208.771842 + Penalty 3184.986575 = -1793023.785268 nChanged 16 SP:Iteration 85Q (4848.350000 sec): 3 clusters Score: Raw -1796210.341623 + Penalty 3184.986575 = -1793025.355048 nChanged 14 SP:Iteration 86Q (4848.390000 sec): 3 clusters Score: Raw -1796211.544001 + Penalty 3184.986575 = -1793026.557426 nChanged 18 SP:Iteration 87Q (4848.430000 sec): 3 clusters Score: Raw -1796213.435417 + Penalty 3184.986575 = -1793028.448842 nChanged 17 SP:Iteration 88Q (4848.470000 sec): 3 clusters Score: Raw -1796215.330222 + Penalty 3184.986575 = -1793030.343648 nChanged 22 SP:Iteration 89Q (4848.510000 sec): 3 clusters Score: Raw -1796217.660906 + Penalty 3184.986575 = -1793032.674331 nChanged 19 SP:Iteration 90Q (4848.550000 sec): 3 clusters Score: Raw -1796219.635949 + Penalty 3184.986575 = -1793034.649374 nChanged 13 SP:Iteration 91Q (4848.590000 sec): 3 clusters Score: Raw -1796221.074659 + Penalty 3184.986575 = -1793036.088085 nChanged 14 SP:Iteration 92Q (4848.630000 sec): 3 clusters Score: Raw -1796222.583606 + Penalty 3184.986575 = -1793037.597031 nChanged 18 SP:Iteration 93Q (4848.670000 sec): 3 clusters Score: Raw -1796225.007249 + Penalty 3184.986575 = -1793040.020674 nChanged 17 SP:Iteration 94Q (4848.710000 sec): 3 clusters Score: Raw -1796227.039108 + Penalty 3184.986575 = -1793042.052533 nChanged 21 SP:Iteration 95Q (4848.750000 sec): 3 clusters Score: Raw -1796229.573973 + Penalty 3184.986575 = -1793044.587399 nChanged 27 SP:Iteration 96Q (4848.790000 sec): 3 clusters Score: Raw -1796232.644765 + Penalty 3184.986575 = -1793047.658190 nChanged 27 SP:Iteration 97Q (4848.840000 sec): 3 clusters Score: Raw -1796235.414363 + Penalty 3184.986575 = -1793050.427788 nChanged 25 SP:Iteration 98Q (4848.880000 sec): 3 clusters Score: Raw -1796238.208323 + Penalty 3184.986575 = -1793053.221749 nChanged 17 SP:Iteration 99Q (4848.920000 sec): 3 clusters Score: Raw -1796239.512981 + Penalty 3184.986575 = -1793054.526406 nChanged 14 SP:Iteration 100F (4848.960000 sec): 3 clusters Score: Raw -1796241.098371 + Penalty 3184.986575 = -1793056.111796 nChanged 18 SP:Iteration 101Q (4849.000000 sec): 3 clusters Score: Raw -1796243.071157 + Penalty 3184.986575 = -1793058.084582 nChanged 15 SP:Iteration 102Q (4849.040000 sec): 3 clusters Score: Raw -1796244.517984 + Penalty 3184.986575 = -1793059.531409 nChanged 18 SP:Iteration 103Q (4849.080000 sec): 3 clusters Score: Raw -1796246.601564 + Penalty 3184.986575 = -1793061.614989 nChanged 17 SP:Iteration 104Q (4849.120000 sec): 3 clusters Score: Raw -1796248.465627 + Penalty 3184.986575 = -1793063.479052 nChanged 20 SP:Iteration 105Q (4849.160000 sec): 3 clusters Score: Raw -1796250.682389 + Penalty 3184.986575 = -1793065.695814 nChanged 17 SP:Iteration 106Q (4849.200000 sec): 3 clusters Score: Raw -1796252.390778 + Penalty 3184.986575 = -1793067.404203 nChanged 12 SP:Iteration 107Q (4849.240000 sec): 3 clusters Score: Raw -1796253.462060 + Penalty 3184.986575 = -1793068.475485 nChanged 17 SP:Iteration 108Q (4849.280000 sec): 3 clusters Score: Raw -1796255.167800 + Penalty 3184.986575 = -1793070.181226 nChanged 14 SP:Iteration 109Q (4849.320000 sec): 3 clusters Score: Raw -1796256.653603 + Penalty 3184.986575 = -1793071.667028 nChanged 21 SP:Iteration 110Q (4849.360000 sec): 3 clusters Score: Raw -1796259.092886 + Penalty 3184.986575 = -1793074.106311 nChanged 26 SP:Iteration 111Q (4849.400000 sec): 3 clusters Score: Raw -1796261.421651 + Penalty 3184.986575 = -1793076.435077 nChanged 22 SP:Iteration 112Q (4849.440000 sec): 3 clusters Score: Raw -1796263.232476 + Penalty 3184.986575 = -1793078.245901 nChanged 27 SP:Iteration 113Q (4849.480000 sec): 3 clusters Score: Raw -1796266.440571 + Penalty 3184.986575 = -1793081.453996 nChanged 32 SP:Iteration 114Q (4849.520000 sec): 3 clusters Score: Raw -1796269.636183 + Penalty 3184.986575 = -1793084.649609 nChanged 27 SP:Iteration 115Q (4849.560000 sec): 3 clusters Score: Raw -1796272.581062 + Penalty 3184.986575 = -1793087.594487 nChanged 31 SP:Iteration 116Q (4849.600000 sec): 3 clusters Score: Raw -1796276.022076 + Penalty 3184.986575 = -1793091.035501 nChanged 28 SP:Iteration 117Q (4849.640000 sec): 3 clusters Score: Raw -1796279.055560 + Penalty 3184.986575 = -1793094.068985 nChanged 24 SP:Iteration 118Q (4849.670000 sec): 3 clusters Score: Raw -1796281.311694 + Penalty 3184.986575 = -1793096.325120 nChanged 19 SP:Iteration 119Q (4849.710000 sec): 3 clusters Score: Raw -1796283.330752 + Penalty 3184.986575 = -1793098.344177 nChanged 18 SP:Iteration 120F (4849.760000 sec): 3 clusters Score: Raw -1796284.971307 + Penalty 3184.986575 = -1793099.984733 nChanged 16 SP:Iteration 121Q (4849.800000 sec): 3 clusters Score: Raw -1796286.624051 + Penalty 3184.986575 = -1793101.637476 nChanged 12 SP:Iteration 122Q (4849.840000 sec): 3 clusters Score: Raw -1796287.807977 + Penalty 3184.986575 = -1793102.821403 nChanged 14 SP:Iteration 123Q (4849.880000 sec): 3 clusters Score: Raw -1796289.158691 + Penalty 3184.986575 = -1793104.172116 nChanged 16 SP:Iteration 124Q (4849.920000 sec): 3 clusters Score: Raw -1796290.554955 + Penalty 3184.986575 = -1793105.568380 nChanged 16 SP:Iteration 125Q (4849.960000 sec): 3 clusters Score: Raw -1796292.230840 + Penalty 3184.986575 = -1793107.244266 nChanged 13 SP:Iteration 126Q (4849.990000 sec): 3 clusters Score: Raw -1796293.596746 + Penalty 3184.986575 = -1793108.610171 nChanged 13 SP:Iteration 127Q (4850.030000 sec): 3 clusters Score: Raw -1796295.091976 + Penalty 3184.986575 = -1793110.105401 nChanged 15 SP:Iteration 128Q (4850.070000 sec): 3 clusters Score: Raw -1796296.602946 + Penalty 3184.986575 = -1793111.616371 nChanged 12 SP:Iteration 129Q (4850.110000 sec): 3 clusters Score: Raw -1796298.253563 + Penalty 3184.986575 = -1793113.266988 nChanged 19 SP:Iteration 130Q (4850.150000 sec): 3 clusters Score: Raw -1796300.565336 + Penalty 3184.986575 = -1793115.578761 nChanged 13 SP:Iteration 131Q (4850.190000 sec): 3 clusters Score: Raw -1796301.877056 + Penalty 3184.986575 = -1793116.890481 nChanged 12 SP:Iteration 132Q (4850.230000 sec): 3 clusters Score: Raw -1796303.123037 + Penalty 3184.986575 = -1793118.136463 nChanged 14 SP:Iteration 133Q (4850.270000 sec): 3 clusters Score: Raw -1796304.910997 + Penalty 3184.986575 = -1793119.924422 nChanged 17 SP:Iteration 134Q (4850.310000 sec): 3 clusters Score: Raw -1796306.712930 + Penalty 3184.986575 = -1793121.726356 nChanged 18 SP:Iteration 135Q (4850.350000 sec): 3 clusters Score: Raw -1796308.739974 + Penalty 3184.986575 = -1793123.753399 nChanged 16 SP:Iteration 136Q (4850.390000 sec): 3 clusters Score: Raw -1796310.294968 + Penalty 3184.986575 = -1793125.308394 nChanged 17 SP:Iteration 137Q (4850.430000 sec): 3 clusters Score: Raw -1796312.594507 + Penalty 3184.986575 = -1793127.607933 nChanged 25 SP:Iteration 138Q (4850.470000 sec): 3 clusters Score: Raw -1796316.602983 + Penalty 3184.986575 = -1793131.616408 nChanged 26 SP:Iteration 139Q (4850.500000 sec): 3 clusters Score: Raw -1796319.785339 + Penalty 3184.986575 = -1793134.798764 nChanged 25 SP:Iteration 140F (4850.550000 sec): 3 clusters Score: Raw -1796322.568172 + Penalty 3184.986575 = -1793137.581597 nChanged 20 SP:Iteration 141Q (4850.590000 sec): 3 clusters Score: Raw -1796325.471902 + Penalty 3184.986575 = -1793140.485327 nChanged 32 SP:Iteration 142Q (4850.630000 sec): 3 clusters Score: Raw -1796331.132254 + Penalty 3184.986575 = -1793146.145679 nChanged 39 SP:Iteration 143Q (4850.670000 sec): 3 clusters Score: Raw -1796336.460481 + Penalty 3184.986575 = -1793151.473906 nChanged 32 SP:Iteration 144Q (4850.700000 sec): 3 clusters Score: Raw -1796340.728446 + Penalty 3184.986575 = -1793155.741871 nChanged 25 SP:Iteration 145Q (4850.740000 sec): 3 clusters Score: Raw -1796343.953344 + Penalty 3184.986575 = -1793158.966769 nChanged 23 SP:Iteration 146Q (4850.780000 sec): 3 clusters Score: Raw -1796347.749547 + Penalty 3184.986575 = -1793162.762973 nChanged 28 SP:Iteration 147Q (4850.820000 sec): 3 clusters Score: Raw -1796352.822877 + Penalty 3184.986575 = -1793167.836302 nChanged 30 SP:Iteration 148Q (4850.860000 sec): 3 clusters Score: Raw -1796358.225333 + Penalty 3184.986575 = -1793173.238759 nChanged 36 SP:Iteration 149Q (4850.900000 sec): 3 clusters Score: Raw -1796363.887225 + Penalty 3184.986575 = -1793178.900650 nChanged 38 SP:Iteration 150Q (4850.940000 sec): 3 clusters Score: Raw -1796370.563663 + Penalty 3184.986575 = -1793185.577088 nChanged 42 SP:Iteration 151Q (4850.980000 sec): 3 clusters Score: Raw -1796376.451168 + Penalty 3184.986575 = -1793191.464594 nChanged 38 SP:Iteration 152Q (4851.020000 sec): 3 clusters Score: Raw -1796382.698020 + Penalty 3184.986575 = -1793197.711445 nChanged 33 SP:Iteration 153Q (4851.060000 sec): 3 clusters Score: Raw -1796389.656635 + Penalty 3184.986575 = -1793204.670060 nChanged 42 SP:Iteration 154Q (4851.090000 sec): 3 clusters Score: Raw -1796399.797471 + Penalty 3184.986575 = -1793214.810896 nChanged 45 SP:Iteration 155Q (4851.130000 sec): 3 clusters Score: Raw -1796407.837077 + Penalty 3184.986575 = -1793222.850502 nChanged 43 SP:Iteration 156Q (4851.170000 sec): 3 clusters Score: Raw -1796415.606537 + Penalty 3184.986575 = -1793230.619962 nChanged 48 SP:Iteration 157Q (4851.210000 sec): 3 clusters Score: Raw -1796424.889508 + Penalty 3184.986575 = -1793239.902933 nChanged 39 SP:Iteration 158Q (4851.250000 sec): 3 clusters Score: Raw -1796432.953755 + Penalty 3184.986575 = -1793247.967180 nChanged 35 SP:Iteration 159Q (4851.290000 sec): 3 clusters Score: Raw -1796439.174509 + Penalty 3184.986575 = -1793254.187934 nChanged 34 SP:Iteration 160F (4851.330000 sec): 3 clusters Score: Raw -1796445.228499 + Penalty 3184.986575 = -1793260.241924 nChanged 32 SP:Iteration 161Q (4851.370000 sec): 3 clusters Score: Raw -1796450.181602 + Penalty 3184.986575 = -1793265.195028 nChanged 40 SP:Iteration 162Q (4851.410000 sec): 3 clusters Score: Raw -1796458.144045 + Penalty 3184.986575 = -1793273.157470 nChanged 42 SP:Iteration 163Q (4851.450000 sec): 3 clusters Score: Raw -1796468.622153 + Penalty 3184.986575 = -1793283.635579 nChanged 48 SP:Iteration 164Q (4851.480000 sec): 3 clusters Score: Raw -1796477.430623 + Penalty 3184.986575 = -1793292.444048 nChanged 34 SP:Iteration 165Q (4851.520000 sec): 3 clusters Score: Raw -1796483.808710 + Penalty 3184.986575 = -1793298.822135 nChanged 40 SP:Iteration 166Q (4851.550000 sec): 3 clusters Score: Raw -1796490.784661 + Penalty 3184.986575 = -1793305.798086 nChanged 33 SP:Iteration 167Q (4851.590000 sec): 3 clusters Score: Raw -1796495.387414 + Penalty 3184.986575 = -1793310.400839 nChanged 28 SP:Iteration 168Q (4851.630000 sec): 3 clusters Score: Raw -1796498.570116 + Penalty 3184.986575 = -1793313.583542 nChanged 21 SP:Iteration 169Q (4851.670000 sec): 3 clusters Score: Raw -1796501.310026 + Penalty 3184.986575 = -1793316.323452 nChanged 15 SP:Iteration 170Q (4851.700000 sec): 3 clusters Score: Raw -1796503.223047 + Penalty 3184.986575 = -1793318.236473 nChanged 17 SP:Iteration 171Q (4851.740000 sec): 3 clusters Score: Raw -1796505.412522 + Penalty 3184.986575 = -1793320.425947 nChanged 13 SP:Iteration 172Q (4851.770000 sec): 3 clusters Score: Raw -1796506.593549 + Penalty 3184.986575 = -1793321.606974 nChanged 9 SP:Iteration 173Q (4851.810000 sec): 3 clusters Score: Raw -1796507.423715 + Penalty 3184.986575 = -1793322.437140 nChanged 7 SP:Iteration 174Q (4851.850000 sec): 3 clusters Score: Raw -1796508.494383 + Penalty 3184.986575 = -1793323.507808 nChanged 13 SP:Iteration 175Q (4851.880000 sec): 3 clusters Score: Raw -1796510.414993 + Penalty 3184.986575 = -1793325.428418 nChanged 14 SP:Iteration 176Q (4851.920000 sec): 3 clusters Score: Raw -1796512.084784 + Penalty 3184.986575 = -1793327.098209 nChanged 12 SP:Iteration 177Q (4851.950000 sec): 3 clusters Score: Raw -1796513.459664 + Penalty 3184.986575 = -1793328.473089 nChanged 13 SP:Iteration 178Q (4851.990000 sec): 3 clusters Score: Raw -1796515.032232 + Penalty 3184.986575 = -1793330.045657 nChanged 14 SP:Iteration 179Q (4852.030000 sec): 3 clusters Score: Raw -1796517.088698 + Penalty 3184.986575 = -1793332.102124 nChanged 18 SP:Iteration 180F (4852.070000 sec): 3 clusters Score: Raw -1796520.025321 + Penalty 3184.986575 = -1793335.038746 nChanged 14 SP:Iteration 181Q (4852.110000 sec): 3 clusters Score: Raw -1796522.047122 + Penalty 3184.986575 = -1793337.060547 nChanged 11 SP:Iteration 182Q (4852.140000 sec): 3 clusters Score: Raw -1796524.320469 + Penalty 3184.986575 = -1793339.333894 nChanged 15 SP:Iteration 183Q (4852.180000 sec): 3 clusters Score: Raw -1796526.028148 + Penalty 3184.986575 = -1793341.041573 nChanged 8 SP:Iteration 184Q (4852.210000 sec): 3 clusters Score: Raw -1796526.834112 + Penalty 3184.986575 = -1793341.847537 nChanged 9 SP:Iteration 185Q (4852.250000 sec): 3 clusters Score: Raw -1796528.125966 + Penalty 3184.986575 = -1793343.139391 nChanged 11 SP:Iteration 186Q (4852.290000 sec): 3 clusters Score: Raw -1796529.702715 + Penalty 3184.986575 = -1793344.716140 nChanged 15 SP:Iteration 187Q (4852.320000 sec): 3 clusters Score: Raw -1796532.006177 + Penalty 3184.986575 = -1793347.019602 nChanged 17 SP:Iteration 188Q (4852.360000 sec): 3 clusters Score: Raw -1796535.392715 + Penalty 3184.986575 = -1793350.406140 nChanged 19 SP:Iteration 189Q (4852.390000 sec): 3 clusters Score: Raw -1796539.182576 + Penalty 3184.986575 = -1793354.196001 nChanged 18 SP:Iteration 190Q (4852.430000 sec): 3 clusters Score: Raw -1796543.267103 + Penalty 3184.986575 = -1793358.280529 nChanged 18 SP:Iteration 191Q (4852.470000 sec): 3 clusters Score: Raw -1796546.048900 + Penalty 3184.986575 = -1793361.062326 nChanged 18 SP:Iteration 192Q (4852.500000 sec): 3 clusters Score: Raw -1796548.213215 + Penalty 3184.986575 = -1793363.226640 nChanged 11 SP:Iteration 193Q (4852.530000 sec): 3 clusters Score: Raw -1796550.070990 + Penalty 3184.986575 = -1793365.084415 nChanged 8 SP:Iteration 194Q (4852.570000 sec): 3 clusters Score: Raw -1796551.052506 + Penalty 3184.986575 = -1793366.065931 nChanged 9 SP:Iteration 195Q (4852.610000 sec): 3 clusters Score: Raw -1796551.975375 + Penalty 3184.986575 = -1793366.988800 nChanged 14 SP:Iteration 196Q (4852.640000 sec): 3 clusters Score: Raw -1796554.653221 + Penalty 3184.986575 = -1793369.666647 nChanged 12 SP:Iteration 197Q (4852.680000 sec): 3 clusters Score: Raw -1796557.082511 + Penalty 3184.986575 = -1793372.095936 nChanged 16 SP:Iteration 198Q (4852.710000 sec): 3 clusters Score: Raw -1796560.335092 + Penalty 3184.986575 = -1793375.348517 nChanged 19 SP:Iteration 199Q (4852.750000 sec): 3 clusters Score: Raw -1796565.053846 + Penalty 3184.986575 = -1793380.067271 nChanged 27 SP:Iteration 200F (4852.790000 sec): 3 clusters Score: Raw -1796571.814782 + Penalty 3184.986575 = -1793386.828207 nChanged 30 SP:Iteration 201Q (4852.830000 sec): 3 clusters Score: Raw -1796578.435860 + Penalty 3184.986575 = -1793393.449286 nChanged 29 SP:Iteration 202Q (4852.860000 sec): 3 clusters Score: Raw -1796584.112123 + Penalty 3184.986575 = -1793399.125548 nChanged 33 SP:Iteration 203Q (4852.900000 sec): 3 clusters Score: Raw -1796591.678521 + Penalty 3184.986575 = -1793406.691946 nChanged 32 SP:Iteration 204Q (4852.930000 sec): 3 clusters Score: Raw -1796599.193481 + Penalty 3184.986575 = -1793414.206907 nChanged 27 SP:Iteration 205Q (4852.970000 sec): 3 clusters Score: Raw -1796604.159866 + Penalty 3184.986575 = -1793419.173292 nChanged 29 SP:Iteration 206Q (4853.000000 sec): 3 clusters Score: Raw -1796610.462024 + Penalty 3184.986575 = -1793425.475449 nChanged 31 SP:Iteration 207Q (4853.040000 sec): 3 clusters Score: Raw -1796618.857761 + Penalty 3184.986575 = -1793433.871186 nChanged 27 SP:Iteration 208Q (4853.070000 sec): 3 clusters Score: Raw -1796627.350043 + Penalty 3184.986575 = -1793442.363469 nChanged 28 SP:Iteration 209Q (4853.110000 sec): 3 clusters Score: Raw -1796636.349399 + Penalty 3184.986575 = -1793451.362825 nChanged 22 SP:Iteration 210Q (4853.140000 sec): 3 clusters Score: Raw -1796641.349986 + Penalty 3184.986575 = -1793456.363412 nChanged 12 SP:Iteration 211Q (4853.170000 sec): 3 clusters Score: Raw -1796643.562844 + Penalty 3184.986575 = -1793458.576269 nChanged 13 SP:Iteration 212Q (4853.210000 sec): 3 clusters Score: Raw -1796645.872341 + Penalty 3184.986575 = -1793460.885766 nChanged 8 SP:Iteration 213Q (4853.250000 sec): 3 clusters Score: Raw -1796647.188793 + Penalty 3184.986575 = -1793462.202219 nChanged 5 SP:Iteration 214Q (4853.280000 sec): 3 clusters Score: Raw -1796648.146134 + Penalty 3184.986575 = -1793463.159560 nChanged 10 SP:Iteration 215Q (4853.310000 sec): 3 clusters Score: Raw -1796650.152128 + Penalty 3184.986575 = -1793465.165553 nChanged 5 SP:Iteration 216Q (4853.350000 sec): 3 clusters Score: Raw -1796651.553715 + Penalty 3184.986575 = -1793466.567141 nChanged 6 SP:Iteration 217Q (4853.380000 sec): 3 clusters Score: Raw -1796652.662150 + Penalty 3184.986575 = -1793467.675575 nChanged 5 SP:Iteration 218Q (4853.420000 sec): 3 clusters Score: Raw -1796653.552770 + Penalty 3184.986575 = -1793468.566195 nChanged 3 SP:Iteration 219Q (4853.450000 sec): 3 clusters Score: Raw -1796653.984124 + Penalty 3184.986575 = -1793468.997549 nChanged 1 SP:Iteration 220F (4853.500000 sec): 3 clusters Score: Raw -1796654.035281 + Penalty 3184.986575 = -1793469.048706 nChanged 3 SP:Iteration 221Q (4853.530000 sec): 3 clusters Score: Raw -1796654.375818 + Penalty 3184.986575 = -1793469.389243 nChanged 1 SP:Iteration 222Q (4853.570000 sec): 3 clusters Score: Raw -1796654.509106 + Penalty 3184.986575 = -1793469.522532 nChanged 3 SP:Iteration 223Q (4853.600000 sec): 3 clusters Score: Raw -1796654.725685 + Penalty 3184.986575 = -1793469.739110 nChanged 1 SP:Iteration 224Q (4853.630000 sec): 3 clusters Score: Raw -1796654.777053 + Penalty 3184.986575 = -1793469.790478 nChanged 0 SP:Iteration 225F (4853.680000 sec): 3 clusters Score: Raw -1796654.777053 + Penalty 3184.986575 = -1793469.790478 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 10 (2005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4853.700000 sec): 2 clusters Score: Raw -187892.295382 + Penalty 1235.552393 = -186656.742990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4853.700000 sec): 3 clusters Score: Raw -187022.529585 + Penalty 2471.104785 = -184551.424799 nChanged 712 SP:Iteration 1F (4853.710000 sec): 3 clusters Score: Raw -187464.176082 + Penalty 2471.104785 = -184993.071297 nChanged 151 SP:Iteration 2F (4853.710000 sec): 3 clusters Score: Raw -187574.894039 + Penalty 2471.104785 = -185103.789254 nChanged 91 SP:Iteration 3Q (4853.720000 sec): 3 clusters Score: Raw -187625.271871 + Penalty 2471.104785 = -185154.167086 nChanged 56 SP:Iteration 4Q (4853.720000 sec): 3 clusters Score: Raw -187661.111649 + Penalty 2471.104785 = -185190.006864 nChanged 46 SP:Iteration 5Q (4853.730000 sec): 3 clusters Score: Raw -187689.026198 + Penalty 2471.104785 = -185217.921412 nChanged 42 SP:Iteration 6Q (4853.730000 sec): 3 clusters Score: Raw -187709.473450 + Penalty 2471.104785 = -185238.368664 nChanged 33 SP:Iteration 7Q (4853.730000 sec): 3 clusters Score: Raw -187723.246987 + Penalty 2471.104785 = -185252.142202 nChanged 19 SP:Iteration 8Q (4853.740000 sec): 3 clusters Score: Raw -187732.678297 + Penalty 2471.104785 = -185261.573511 nChanged 17 SP:Iteration 9Q (4853.750000 sec): 3 clusters Score: Raw -187741.164848 + Penalty 2471.104785 = -185270.060063 nChanged 15 SP:Iteration 10Q (4853.750000 sec): 3 clusters Score: Raw -187747.959741 + Penalty 2471.104785 = -185276.854955 nChanged 10 SP:Iteration 11Q (4853.750000 sec): 3 clusters Score: Raw -187753.290807 + Penalty 2471.104785 = -185282.186021 nChanged 13 SP:Iteration 12Q (4853.760000 sec): 3 clusters Score: Raw -187759.414944 + Penalty 2471.104785 = -185288.310158 nChanged 12 SP:Iteration 13Q (4853.760000 sec): 3 clusters Score: Raw -187765.682672 + Penalty 2471.104785 = -185294.577887 nChanged 7 SP:Iteration 14Q (4853.770000 sec): 3 clusters Score: Raw -187768.934601 + Penalty 2471.104785 = -185297.829816 nChanged 7 SP:Iteration 15Q (4853.770000 sec): 3 clusters Score: Raw -187771.967890 + Penalty 2471.104785 = -185300.863104 nChanged 9 SP:Iteration 16Q (4853.780000 sec): 3 clusters Score: Raw -187774.232765 + Penalty 2471.104785 = -185303.127980 nChanged 8 SP:Iteration 17Q (4853.780000 sec): 3 clusters Score: Raw -187777.280995 + Penalty 2471.104785 = -185306.176209 nChanged 2 SP:Iteration 18Q (4853.790000 sec): 3 clusters Score: Raw -187778.051976 + Penalty 2471.104785 = -185306.947190 nChanged 3 SP:Iteration 19Q (4853.790000 sec): 3 clusters Score: Raw -187779.210574 + Penalty 2471.104785 = -185308.105789 nChanged 0 SP:Iteration 20F (4853.800000 sec): 3 clusters Score: Raw -187779.210574 + Penalty 2471.104785 = -185308.105789 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 11 (2349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4853.810000 sec): 2 clusters Score: Raw -222160.391688 + Penalty 1261.283560 = -220899.108128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4853.810000 sec): 3 clusters Score: Raw -221064.053531 + Penalty 2522.567120 = -218541.486411 nChanged 866 SP:Iteration 1F (4853.820000 sec): 3 clusters Score: Raw -221616.486515 + Penalty 2522.567120 = -219093.919395 nChanged 191 SP:Iteration 2F (4853.820000 sec): 3 clusters Score: Raw -221720.121849 + Penalty 2522.567120 = -219197.554729 nChanged 96 SP:Iteration 3Q (4853.830000 sec): 3 clusters Score: Raw -221763.215345 + Penalty 2522.567120 = -219240.648225 nChanged 62 SP:Iteration 4Q (4853.830000 sec): 3 clusters Score: Raw -221800.345646 + Penalty 2522.567120 = -219277.778526 nChanged 55 SP:Iteration 5Q (4853.840000 sec): 3 clusters Score: Raw -221831.847143 + Penalty 2522.567120 = -219309.280023 nChanged 48 SP:Iteration 6Q (4853.850000 sec): 3 clusters Score: Raw -221855.511514 + Penalty 2522.567120 = -219332.944394 nChanged 37 SP:Iteration 7Q (4853.850000 sec): 3 clusters Score: Raw -221872.754856 + Penalty 2522.567120 = -219350.187736 nChanged 30 SP:Iteration 8Q (4853.860000 sec): 3 clusters Score: Raw -221888.790974 + Penalty 2522.567120 = -219366.223854 nChanged 29 SP:Iteration 9Q (4853.860000 sec): 3 clusters Score: Raw -221903.410073 + Penalty 2522.567120 = -219380.842953 nChanged 37 SP:Iteration 10Q (4853.870000 sec): 3 clusters Score: Raw -221923.451502 + Penalty 2522.567120 = -219400.884382 nChanged 35 SP:Iteration 11Q (4853.870000 sec): 3 clusters Score: Raw -221941.461979 + Penalty 2522.567120 = -219418.894859 nChanged 30 SP:Iteration 12Q (4853.880000 sec): 3 clusters Score: Raw -221953.189245 + Penalty 2522.567120 = -219430.622125 nChanged 27 SP:Iteration 13Q (4853.890000 sec): 3 clusters Score: Raw -221967.072815 + Penalty 2522.567120 = -219444.505695 nChanged 25 SP:Iteration 14Q (4853.890000 sec): 3 clusters Score: Raw -221982.157894 + Penalty 2522.567120 = -219459.590774 nChanged 23 SP:Iteration 15Q (4853.900000 sec): 3 clusters Score: Raw -221993.156352 + Penalty 2522.567120 = -219470.589232 nChanged 19 SP:Iteration 16Q (4853.900000 sec): 3 clusters Score: Raw -222005.620740 + Penalty 2522.567120 = -219483.053620 nChanged 20 SP:Iteration 17Q (4853.910000 sec): 3 clusters Score: Raw -222013.332784 + Penalty 2522.567120 = -219490.765664 nChanged 17 SP:Iteration 18Q (4853.910000 sec): 3 clusters Score: Raw -222018.415438 + Penalty 2522.567120 = -219495.848318 nChanged 12 SP:Iteration 19Q (4853.920000 sec): 3 clusters Score: Raw -222024.205558 + Penalty 2522.567120 = -219501.638438 nChanged 14 SP:Iteration 20F (4853.930000 sec): 3 clusters Score: Raw -222028.909819 + Penalty 2522.567120 = -219506.342699 nChanged 15 SP:Iteration 21Q (4853.930000 sec): 3 clusters Score: Raw -222034.513813 + Penalty 2522.567120 = -219511.946693 nChanged 21 SP:Iteration 22Q (4853.940000 sec): 3 clusters Score: Raw -222044.563781 + Penalty 2522.567120 = -219521.996661 nChanged 21 SP:Iteration 23Q (4853.940000 sec): 3 clusters Score: Raw -222052.906928 + Penalty 2522.567120 = -219530.339808 nChanged 19 SP:Iteration 24Q (4853.950000 sec): 3 clusters Score: Raw -222062.240171 + Penalty 2522.567120 = -219539.673051 nChanged 18 SP:Iteration 25Q (4853.950000 sec): 3 clusters Score: Raw -222070.166215 + Penalty 2522.567120 = -219547.599095 nChanged 19 SP:Iteration 26Q (4853.960000 sec): 3 clusters Score: Raw -222077.571949 + Penalty 2522.567120 = -219555.004829 nChanged 20 SP:Iteration 27Q (4853.960000 sec): 3 clusters Score: Raw -222089.504825 + Penalty 2522.567120 = -219566.937705 nChanged 17 SP:Iteration 28Q (4853.970000 sec): 3 clusters Score: Raw -222100.512859 + Penalty 2522.567120 = -219577.945739 nChanged 23 SP:Iteration 29Q (4853.970000 sec): 3 clusters Score: Raw -222114.386775 + Penalty 2522.567120 = -219591.819655 nChanged 26 SP:Iteration 30Q (4853.980000 sec): 3 clusters Score: Raw -222126.114860 + Penalty 2522.567120 = -219603.547740 nChanged 20 SP:Iteration 31Q (4853.990000 sec): 3 clusters Score: Raw -222137.666408 + Penalty 2522.567120 = -219615.099288 nChanged 20 SP:Iteration 32Q (4853.990000 sec): 3 clusters Score: Raw -222146.546190 + Penalty 2522.567120 = -219623.979070 nChanged 11 SP:Iteration 33Q (4854.000000 sec): 3 clusters Score: Raw -222151.760026 + Penalty 2522.567120 = -219629.192906 nChanged 11 SP:Iteration 34Q (4854.000000 sec): 3 clusters Score: Raw -222156.367214 + Penalty 2522.567120 = -219633.800094 nChanged 7 SP:Iteration 35Q (4854.010000 sec): 3 clusters Score: Raw -222158.830570 + Penalty 2522.567120 = -219636.263450 nChanged 7 SP:Iteration 36Q (4854.010000 sec): 3 clusters Score: Raw -222162.731602 + Penalty 2522.567120 = -219640.164482 nChanged 7 SP:Iteration 37Q (4854.020000 sec): 3 clusters Score: Raw -222165.372749 + Penalty 2522.567120 = -219642.805629 nChanged 9 SP:Iteration 38Q (4854.020000 sec): 3 clusters Score: Raw -222168.848927 + Penalty 2522.567120 = -219646.281807 nChanged 8 SP:Iteration 39Q (4854.030000 sec): 3 clusters Score: Raw -222171.665969 + Penalty 2522.567120 = -219649.098849 nChanged 7 SP:Iteration 40F (4854.030000 sec): 3 clusters Score: Raw -222175.419573 + Penalty 2522.567120 = -219652.852453 nChanged 8 SP:Iteration 41Q (4854.040000 sec): 3 clusters Score: Raw -222178.476125 + Penalty 2522.567120 = -219655.909005 nChanged 7 SP:Iteration 42Q (4854.050000 sec): 3 clusters Score: Raw -222182.250210 + Penalty 2522.567120 = -219659.683090 nChanged 9 SP:Iteration 43Q (4854.050000 sec): 3 clusters Score: Raw -222185.465902 + Penalty 2522.567120 = -219662.898782 nChanged 4 SP:Iteration 44Q (4854.050000 sec): 3 clusters Score: Raw -222187.084633 + Penalty 2522.567120 = -219664.517513 nChanged 4 SP:Iteration 45Q (4854.060000 sec): 3 clusters Score: Raw -222189.027101 + Penalty 2522.567120 = -219666.459981 nChanged 5 SP:Iteration 46Q (4854.070000 sec): 3 clusters Score: Raw -222191.462250 + Penalty 2522.567120 = -219668.895130 nChanged 3 SP:Iteration 47Q (4854.070000 sec): 3 clusters Score: Raw -222192.871166 + Penalty 2522.567120 = -219670.304046 nChanged 1 SP:Iteration 48Q (4854.080000 sec): 3 clusters Score: Raw -222193.235579 + Penalty 2522.567120 = -219670.668459 nChanged 2 SP:Iteration 49Q (4854.080000 sec): 3 clusters Score: Raw -222193.743267 + Penalty 2522.567120 = -219671.176147 nChanged 3 SP:Iteration 50Q (4854.090000 sec): 3 clusters Score: Raw -222194.451913 + Penalty 2522.567120 = -219671.884793 nChanged 1 SP:Iteration 51Q (4854.090000 sec): 3 clusters Score: Raw -222194.815898 + Penalty 2522.567120 = -219672.248778 nChanged 2 SP:Iteration 52Q (4854.100000 sec): 3 clusters Score: Raw -222195.270966 + Penalty 2522.567120 = -219672.703846 nChanged 0 SP:Iteration 53F (4854.100000 sec): 3 clusters Score: Raw -222195.270966 + Penalty 2522.567120 = -219672.703846 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 12 (5917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4854.130000 sec): 2 clusters Score: Raw -597042.198637 + Penalty 1411.407537 = -595630.791100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4854.140000 sec): 3 clusters Score: Raw -593891.587236 + Penalty 2822.815074 = -591068.772162 nChanged 2487 SP:Iteration 1F (4854.150000 sec): 3 clusters Score: Raw -595224.612168 + Penalty 2822.815074 = -592401.797094 nChanged 384 SP:Iteration 2F (4854.170000 sec): 3 clusters Score: Raw -595415.255935 + Penalty 2822.815074 = -592592.440861 nChanged 297 SP:Iteration 3F (4854.180000 sec): 3 clusters Score: Raw -595556.996309 + Penalty 2822.815074 = -592734.181235 nChanged 256 SP:Iteration 4Q (4854.190000 sec): 3 clusters Score: Raw -595678.776533 + Penalty 2822.815074 = -592855.961459 nChanged 204 SP:Iteration 5Q (4854.210000 sec): 3 clusters Score: Raw -595785.341186 + Penalty 2822.815074 = -592962.526112 nChanged 234 SP:Iteration 6Q (4854.220000 sec): 3 clusters Score: Raw -595923.555665 + Penalty 2822.815074 = -593100.740591 nChanged 246 SP:Iteration 7Q (4854.230000 sec): 3 clusters Score: Raw -596072.247042 + Penalty 2822.815074 = -593249.431968 nChanged 235 SP:Iteration 8Q (4854.250000 sec): 3 clusters Score: Raw -596228.256812 + Penalty 2822.815074 = -593405.441738 nChanged 216 SP:Iteration 9Q (4854.260000 sec): 3 clusters Score: Raw -596408.145720 + Penalty 2822.815074 = -593585.330647 nChanged 240 SP:Iteration 10Q (4854.280000 sec): 3 clusters Score: Raw -596618.951377 + Penalty 2822.815074 = -593796.136303 nChanged 201 SP:Iteration 11Q (4854.290000 sec): 3 clusters Score: Raw -596779.664193 + Penalty 2822.815074 = -593956.849119 nChanged 154 SP:Iteration 12Q (4854.300000 sec): 3 clusters Score: Raw -596893.639555 + Penalty 2822.815074 = -594070.824481 nChanged 140 SP:Iteration 13Q (4854.310000 sec): 3 clusters Score: Raw -596991.995863 + Penalty 2822.815074 = -594169.180789 nChanged 87 SP:Iteration 14Q (4854.330000 sec): 3 clusters Score: Raw -597043.594030 + Penalty 2822.815074 = -594220.778956 nChanged 63 SP:Iteration 15Q (4854.340000 sec): 3 clusters Score: Raw -597083.681233 + Penalty 2822.815074 = -594260.866159 nChanged 49 SP:Iteration 16Q (4854.350000 sec): 3 clusters Score: Raw -597113.685606 + Penalty 2822.815074 = -594290.870532 nChanged 44 SP:Iteration 17Q (4854.360000 sec): 3 clusters Score: Raw -597136.362168 + Penalty 2822.815074 = -594313.547094 nChanged 30 SP:Iteration 18Q (4854.370000 sec): 3 clusters Score: Raw -597150.656542 + Penalty 2822.815074 = -594327.841468 nChanged 23 SP:Iteration 19Q (4854.390000 sec): 3 clusters Score: Raw -597161.437531 + Penalty 2822.815074 = -594338.622457 nChanged 16 SP:Iteration 20F (4854.400000 sec): 3 clusters Score: Raw -597168.120528 + Penalty 2822.815074 = -594345.305454 nChanged 14 SP:Iteration 21Q (4854.410000 sec): 3 clusters Score: Raw -597174.826086 + Penalty 2822.815074 = -594352.011012 nChanged 15 SP:Iteration 22Q (4854.420000 sec): 3 clusters Score: Raw -597183.887850 + Penalty 2822.815074 = -594361.072776 nChanged 17 SP:Iteration 23Q (4854.430000 sec): 3 clusters Score: Raw -597194.181789 + Penalty 2822.815074 = -594371.366715 nChanged 16 SP:Iteration 24Q (4854.450000 sec): 3 clusters Score: Raw -597202.521444 + Penalty 2822.815074 = -594379.706371 nChanged 16 SP:Iteration 25Q (4854.460000 sec): 3 clusters Score: Raw -597212.255913 + Penalty 2822.815074 = -594389.440839 nChanged 13 SP:Iteration 26Q (4854.470000 sec): 3 clusters Score: Raw -597218.531760 + Penalty 2822.815074 = -594395.716686 nChanged 9 SP:Iteration 27Q (4854.470000 sec): 3 clusters Score: Raw -597224.556900 + Penalty 2822.815074 = -594401.741826 nChanged 11 SP:Iteration 28Q (4854.490000 sec): 3 clusters Score: Raw -597229.965809 + Penalty 2822.815074 = -594407.150736 nChanged 8 SP:Iteration 29Q (4854.500000 sec): 3 clusters Score: Raw -597233.198547 + Penalty 2822.815074 = -594410.383473 nChanged 6 SP:Iteration 30Q (4854.510000 sec): 3 clusters Score: Raw -597235.421610 + Penalty 2822.815074 = -594412.606536 nChanged 10 SP:Iteration 31Q (4854.520000 sec): 3 clusters Score: Raw -597239.113198 + Penalty 2822.815074 = -594416.298124 nChanged 7 SP:Iteration 32Q (4854.530000 sec): 3 clusters Score: Raw -597243.303682 + Penalty 2822.815074 = -594420.488608 nChanged 6 SP:Iteration 33Q (4854.540000 sec): 3 clusters Score: Raw -597248.546687 + Penalty 2822.815074 = -594425.731614 nChanged 8 SP:Iteration 34Q (4854.550000 sec): 3 clusters Score: Raw -597254.464249 + Penalty 2822.815074 = -594431.649175 nChanged 8 SP:Iteration 35Q (4854.560000 sec): 3 clusters Score: Raw -597258.204299 + Penalty 2822.815074 = -594435.389225 nChanged 4 SP:Iteration 36Q (4854.570000 sec): 3 clusters Score: Raw -597260.164090 + Penalty 2822.815074 = -594437.349016 nChanged 5 SP:Iteration 37Q (4854.590000 sec): 3 clusters Score: Raw -597262.516923 + Penalty 2822.815074 = -594439.701849 nChanged 9 SP:Iteration 38Q (4854.590000 sec): 3 clusters Score: Raw -597266.870498 + Penalty 2822.815074 = -594444.055425 nChanged 9 SP:Iteration 39Q (4854.610000 sec): 3 clusters Score: Raw -597271.597303 + Penalty 2822.815074 = -594448.782229 nChanged 7 SP:Iteration 40F (4854.620000 sec): 3 clusters Score: Raw -597273.784672 + Penalty 2822.815074 = -594450.969598 nChanged 3 SP:Iteration 41Q (4854.630000 sec): 3 clusters Score: Raw -597274.837605 + Penalty 2822.815074 = -594452.022531 nChanged 1 SP:Iteration 42Q (4854.640000 sec): 3 clusters Score: Raw -597275.020617 + Penalty 2822.815074 = -594452.205543 nChanged 1 SP:Iteration 43Q (4854.650000 sec): 3 clusters Score: Raw -597275.556065 + Penalty 2822.815074 = -594452.740992 nChanged 1 SP:Iteration 44Q (4854.670000 sec): 3 clusters Score: Raw -597275.931924 + Penalty 2822.815074 = -594453.116850 nChanged 1 SP:Iteration 45Q (4854.670000 sec): 3 clusters Score: Raw -597276.221311 + Penalty 2822.815074 = -594453.406237 nChanged 0 SP:Iteration 46F (4854.690000 sec): 3 clusters Score: Raw -597276.221311 + Penalty 2822.815074 = -594453.406237 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 13 (3459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4854.700000 sec): 2 clusters Score: Raw -343857.899611 + Penalty 1324.169406 = -342533.730205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4854.710000 sec): 3 clusters Score: Raw -342204.021603 + Penalty 2648.338813 = -339555.682791 nChanged 1357 SP:Iteration 1F (4854.720000 sec): 3 clusters Score: Raw -342985.514948 + Penalty 2648.338813 = -340337.176135 nChanged 229 SP:Iteration 2F (4854.730000 sec): 3 clusters Score: Raw -343103.648342 + Penalty 2648.338813 = -340455.309529 nChanged 157 SP:Iteration 3Q (4854.730000 sec): 3 clusters Score: Raw -343172.372761 + Penalty 2648.338813 = -340524.033948 nChanged 93 SP:Iteration 4Q (4854.750000 sec): 3 clusters Score: Raw -343207.328262 + Penalty 2648.338813 = -340558.989449 nChanged 66 SP:Iteration 5Q (4854.750000 sec): 3 clusters Score: Raw -343227.805661 + Penalty 2648.338813 = -340579.466849 nChanged 42 SP:Iteration 6Q (4854.760000 sec): 3 clusters Score: Raw -343241.157943 + Penalty 2648.338813 = -340592.819130 nChanged 32 SP:Iteration 7Q (4854.770000 sec): 3 clusters Score: Raw -343250.427009 + Penalty 2648.338813 = -340602.088196 nChanged 36 SP:Iteration 8Q (4854.780000 sec): 3 clusters Score: Raw -343261.257603 + Penalty 2648.338813 = -340612.918791 nChanged 26 SP:Iteration 9Q (4854.790000 sec): 3 clusters Score: Raw -343268.214563 + Penalty 2648.338813 = -340619.875750 nChanged 16 SP:Iteration 10Q (4854.790000 sec): 3 clusters Score: Raw -343273.035901 + Penalty 2648.338813 = -340624.697088 nChanged 21 SP:Iteration 11Q (4854.800000 sec): 3 clusters Score: Raw -343279.460225 + Penalty 2648.338813 = -340631.121412 nChanged 22 SP:Iteration 12Q (4854.810000 sec): 3 clusters Score: Raw -343285.938586 + Penalty 2648.338813 = -340637.599773 nChanged 28 SP:Iteration 13Q (4854.820000 sec): 3 clusters Score: Raw -343296.424521 + Penalty 2648.338813 = -340648.085708 nChanged 22 SP:Iteration 14Q (4854.830000 sec): 3 clusters Score: Raw -343302.286218 + Penalty 2648.338813 = -340653.947405 nChanged 20 SP:Iteration 15Q (4854.830000 sec): 3 clusters Score: Raw -343307.903469 + Penalty 2648.338813 = -340659.564656 nChanged 20 SP:Iteration 16Q (4854.840000 sec): 3 clusters Score: Raw -343313.615269 + Penalty 2648.338813 = -340665.276456 nChanged 16 SP:Iteration 17Q (4854.850000 sec): 3 clusters Score: Raw -343316.953864 + Penalty 2648.338813 = -340668.615051 nChanged 14 SP:Iteration 18Q (4854.860000 sec): 3 clusters Score: Raw -343320.143043 + Penalty 2648.338813 = -340671.804230 nChanged 17 SP:Iteration 19Q (4854.870000 sec): 3 clusters Score: Raw -343324.427937 + Penalty 2648.338813 = -340676.089124 nChanged 17 SP:Iteration 20F (4854.880000 sec): 3 clusters Score: Raw -343328.128504 + Penalty 2648.338813 = -340679.789691 nChanged 14 SP:Iteration 21Q (4854.890000 sec): 3 clusters Score: Raw -343332.047208 + Penalty 2648.338813 = -340683.708395 nChanged 13 SP:Iteration 22Q (4854.890000 sec): 3 clusters Score: Raw -343336.915292 + Penalty 2648.338813 = -340688.576480 nChanged 18 SP:Iteration 23Q (4854.900000 sec): 3 clusters Score: Raw -343344.584484 + Penalty 2648.338813 = -340696.245671 nChanged 22 SP:Iteration 24Q (4854.910000 sec): 3 clusters Score: Raw -343350.377276 + Penalty 2648.338813 = -340702.038463 nChanged 15 SP:Iteration 25Q (4854.920000 sec): 3 clusters Score: Raw -343354.772910 + Penalty 2648.338813 = -340706.434097 nChanged 14 SP:Iteration 26Q (4854.930000 sec): 3 clusters Score: Raw -343359.664737 + Penalty 2648.338813 = -340711.325924 nChanged 18 SP:Iteration 27Q (4854.930000 sec): 3 clusters Score: Raw -343364.752749 + Penalty 2648.338813 = -340716.413936 nChanged 15 SP:Iteration 28Q (4854.950000 sec): 3 clusters Score: Raw -343367.996153 + Penalty 2648.338813 = -340719.657340 nChanged 5 SP:Iteration 29Q (4854.950000 sec): 3 clusters Score: Raw -343369.015641 + Penalty 2648.338813 = -340720.676828 nChanged 9 SP:Iteration 30Q (4854.960000 sec): 3 clusters Score: Raw -343371.496727 + Penalty 2648.338813 = -340723.157915 nChanged 8 SP:Iteration 31Q (4854.970000 sec): 3 clusters Score: Raw -343373.467629 + Penalty 2648.338813 = -340725.128816 nChanged 6 SP:Iteration 32Q (4854.980000 sec): 3 clusters Score: Raw -343374.870780 + Penalty 2648.338813 = -340726.531967 nChanged 5 SP:Iteration 33Q (4854.990000 sec): 3 clusters Score: Raw -343375.964618 + Penalty 2648.338813 = -340727.625805 nChanged 7 SP:Iteration 34Q (4854.990000 sec): 3 clusters Score: Raw -343378.230279 + Penalty 2648.338813 = -340729.891466 nChanged 8 SP:Iteration 35Q (4855.000000 sec): 3 clusters Score: Raw -343380.576969 + Penalty 2648.338813 = -340732.238156 nChanged 11 SP:Iteration 36Q (4855.010000 sec): 3 clusters Score: Raw -343384.204296 + Penalty 2648.338813 = -340735.865483 nChanged 10 SP:Iteration 37Q (4855.020000 sec): 3 clusters Score: Raw -343387.387168 + Penalty 2648.338813 = -340739.048355 nChanged 9 SP:Iteration 38Q (4855.030000 sec): 3 clusters Score: Raw -343389.479338 + Penalty 2648.338813 = -340741.140525 nChanged 7 SP:Iteration 39Q (4855.030000 sec): 3 clusters Score: Raw -343391.256565 + Penalty 2648.338813 = -340742.917752 nChanged 6 SP:Iteration 40F (4855.040000 sec): 3 clusters Score: Raw -343392.931257 + Penalty 2648.338813 = -340744.592444 nChanged 6 SP:Iteration 41Q (4855.050000 sec): 3 clusters Score: Raw -343394.877073 + Penalty 2648.338813 = -340746.538260 nChanged 9 SP:Iteration 42Q (4855.060000 sec): 3 clusters Score: Raw -343396.399148 + Penalty 2648.338813 = -340748.060336 nChanged 7 SP:Iteration 43Q (4855.070000 sec): 3 clusters Score: Raw -343397.747141 + Penalty 2648.338813 = -340749.408328 nChanged 8 SP:Iteration 44Q (4855.070000 sec): 3 clusters Score: Raw -343399.198122 + Penalty 2648.338813 = -340750.859309 nChanged 4 SP:Iteration 45Q (4855.080000 sec): 3 clusters Score: Raw -343399.909101 + Penalty 2648.338813 = -340751.570288 nChanged 3 SP:Iteration 46Q (4855.090000 sec): 3 clusters Score: Raw -343400.740421 + Penalty 2648.338813 = -340752.401608 nChanged 1 SP:Iteration 47Q (4855.100000 sec): 3 clusters Score: Raw -343401.179270 + Penalty 2648.338813 = -340752.840457 nChanged 1 SP:Iteration 48Q (4855.110000 sec): 3 clusters Score: Raw -343401.396740 + Penalty 2648.338813 = -340753.057927 nChanged 1 SP:Iteration 49Q (4855.120000 sec): 3 clusters Score: Raw -343401.908802 + Penalty 2648.338813 = -340753.569989 nChanged 1 SP:Iteration 50Q (4855.130000 sec): 3 clusters Score: Raw -343402.067712 + Penalty 2648.338813 = -340753.728899 nChanged 1 SP:Iteration 51Q (4855.130000 sec): 3 clusters Score: Raw -343402.439906 + Penalty 2648.338813 = -340754.101093 nChanged 1 SP:Iteration 52Q (4855.140000 sec): 3 clusters Score: Raw -343402.656367 + Penalty 2648.338813 = -340754.317554 nChanged 1 SP:Iteration 53Q (4855.150000 sec): 3 clusters Score: Raw -343403.079673 + Penalty 2648.338813 = -340754.740860 nChanged 4 SP:Iteration 54Q (4855.160000 sec): 3 clusters Score: Raw -343403.990974 + Penalty 2648.338813 = -340755.652161 nChanged 3 SP:Iteration 55Q (4855.170000 sec): 3 clusters Score: Raw -343404.626052 + Penalty 2648.338813 = -340756.287239 nChanged 1 SP:Iteration 56Q (4855.170000 sec): 3 clusters Score: Raw -343404.915201 + Penalty 2648.338813 = -340756.576388 nChanged 2 SP:Iteration 57Q (4855.180000 sec): 3 clusters Score: Raw -343405.159726 + Penalty 2648.338813 = -340756.820913 nChanged 0 SP:Iteration 58F (4855.190000 sec): 3 clusters Score: Raw -343405.159726 + Penalty 2648.338813 = -340756.820913 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 14 (217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4855.190000 sec): 2 clusters Score: Raw -19933.336435 + Penalty 874.233320 = -19059.103115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4855.190000 sec): 3 clusters Score: Raw -20039.277874 + Penalty 1748.466640 = -18290.811234 nChanged 30 SP:Iteration 1F (4855.190000 sec): 3 clusters Score: Raw -20138.234883 + Penalty 1748.466640 = -18389.768243 nChanged 5 SP:Iteration 2Q (4855.190000 sec): 3 clusters Score: Raw -20151.590038 + Penalty 1748.466640 = -18403.123398 nChanged 0 SP:Iteration 3F (4855.190000 sec): 3 clusters Score: Raw -20151.590038 + Penalty 1748.466640 = -18403.123398 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 15 (869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4855.200000 sec): 2 clusters Score: Raw -84258.218777 + Penalty 1099.693258 = -83158.525519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4855.200000 sec): 3 clusters Score: Raw -83983.037772 + Penalty 2199.386516 = -81783.651257 nChanged 226 SP:Iteration 1F (4855.210000 sec): 3 clusters Score: Raw -84209.590347 + Penalty 2199.386516 = -82010.203831 nChanged 67 SP:Iteration 2F (4855.210000 sec): 3 clusters Score: Raw -84291.948426 + Penalty 2199.386516 = -82092.561910 nChanged 31 SP:Iteration 3Q (4855.210000 sec): 3 clusters Score: Raw -84327.703700 + Penalty 2199.386516 = -82128.317185 nChanged 23 SP:Iteration 4Q (4855.210000 sec): 3 clusters Score: Raw -84354.384020 + Penalty 2199.386516 = -82154.997504 nChanged 18 SP:Iteration 5Q (4855.210000 sec): 3 clusters Score: Raw -84371.964113 + Penalty 2199.386516 = -82172.577598 nChanged 11 SP:Iteration 6Q (4855.210000 sec): 3 clusters Score: Raw -84380.721919 + Penalty 2199.386516 = -82181.335404 nChanged 12 SP:Iteration 7Q (4855.220000 sec): 3 clusters Score: Raw -84400.340518 + Penalty 2199.386516 = -82200.954002 nChanged 11 SP:Iteration 8Q (4855.220000 sec): 3 clusters Score: Raw -84411.316479 + Penalty 2199.386516 = -82211.929963 nChanged 7 SP:Iteration 9Q (4855.220000 sec): 3 clusters Score: Raw -84416.478579 + Penalty 2199.386516 = -82217.092064 nChanged 1 SP:Iteration 10Q (4855.230000 sec): 3 clusters Score: Raw -84416.869548 + Penalty 2199.386516 = -82217.483032 nChanged 2 SP:Iteration 11Q (4855.230000 sec): 3 clusters Score: Raw -84418.983583 + Penalty 2199.386516 = -82219.597067 nChanged 3 SP:Iteration 12Q (4855.230000 sec): 3 clusters Score: Raw -84422.534476 + Penalty 2199.386516 = -82223.147960 nChanged 5 SP:Iteration 13Q (4855.230000 sec): 3 clusters Score: Raw -84427.060266 + Penalty 2199.386516 = -82227.673750 nChanged 5 SP:Iteration 14Q (4855.230000 sec): 3 clusters Score: Raw -84435.113148 + Penalty 2199.386516 = -82235.726632 nChanged 5 SP:Iteration 15Q (4855.230000 sec): 3 clusters Score: Raw -84439.100825 + Penalty 2199.386516 = -82239.714309 nChanged 4 SP:Iteration 16Q (4855.240000 sec): 3 clusters Score: Raw -84443.875035 + Penalty 2199.386516 = -82244.488519 nChanged 6 SP:Iteration 17Q (4855.240000 sec): 3 clusters Score: Raw -84449.374687 + Penalty 2199.386516 = -82249.988171 nChanged 4 SP:Iteration 18Q (4855.240000 sec): 3 clusters Score: Raw -84451.761524 + Penalty 2199.386516 = -82252.375008 nChanged 3 SP:Iteration 19Q (4855.240000 sec): 3 clusters Score: Raw -84453.617299 + Penalty 2199.386516 = -82254.230783 nChanged 4 SP:Iteration 20F (4855.250000 sec): 3 clusters Score: Raw -84459.006361 + Penalty 2199.386516 = -82259.619846 nChanged 3 SP:Iteration 21Q (4855.250000 sec): 3 clusters Score: Raw -84460.915684 + Penalty 2199.386516 = -82261.529169 nChanged 1 SP:Iteration 22Q (4855.250000 sec): 3 clusters Score: Raw -84462.048422 + Penalty 2199.386516 = -82262.661906 nChanged 3 SP:Iteration 23Q (4855.250000 sec): 3 clusters Score: Raw -84469.370046 + Penalty 2199.386516 = -82269.983531 nChanged 5 SP:Iteration 24Q (4855.250000 sec): 3 clusters Score: Raw -84475.253367 + Penalty 2199.386516 = -82275.866851 nChanged 8 SP:Iteration 25Q (4855.250000 sec): 3 clusters Score: Raw -84480.054668 + Penalty 2199.386516 = -82280.668152 nChanged 5 SP:Iteration 26Q (4855.260000 sec): 3 clusters Score: Raw -84483.542985 + Penalty 2199.386516 = -82284.156469 nChanged 1 SP:Iteration 27Q (4855.260000 sec): 3 clusters Score: Raw -84484.062073 + Penalty 2199.386516 = -82284.675557 nChanged 1 SP:Iteration 28Q (4855.260000 sec): 3 clusters Score: Raw -84484.305213 + Penalty 2199.386516 = -82284.918697 nChanged 0 SP:Iteration 29F (4855.260000 sec): 3 clusters Score: Raw -84484.305213 + Penalty 2199.386516 = -82284.918697 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 16 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4855.270000 sec): 2 clusters Score: Raw -88797.259161 + Penalty 1124.448626 = -87672.810535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4855.270000 sec): 3 clusters Score: Raw -88496.692156 + Penalty 2248.897251 = -86247.794904 nChanged 306 SP:Iteration 1F (4855.270000 sec): 3 clusters Score: Raw -88771.517226 + Penalty 2248.897251 = -86522.619974 nChanged 90 SP:Iteration 2F (4855.270000 sec): 3 clusters Score: Raw -88896.867583 + Penalty 2248.897251 = -86647.970332 nChanged 57 SP:Iteration 3F (4855.280000 sec): 3 clusters Score: Raw -88972.489485 + Penalty 2248.897251 = -86723.592234 nChanged 44 SP:Iteration 4Q (4855.280000 sec): 3 clusters Score: Raw -89030.323146 + Penalty 2248.897251 = -86781.425895 nChanged 27 SP:Iteration 5Q (4855.280000 sec): 3 clusters Score: Raw -89060.879952 + Penalty 2248.897251 = -86811.982701 nChanged 23 SP:Iteration 6Q (4855.290000 sec): 3 clusters Score: Raw -89099.480018 + Penalty 2248.897251 = -86850.582766 nChanged 20 SP:Iteration 7Q (4855.290000 sec): 3 clusters Score: Raw -89126.210149 + Penalty 2248.897251 = -86877.312898 nChanged 17 SP:Iteration 8Q (4855.290000 sec): 3 clusters Score: Raw -89151.604062 + Penalty 2248.897251 = -86902.706810 nChanged 14 SP:Iteration 9Q (4855.290000 sec): 3 clusters Score: Raw -89166.813146 + Penalty 2248.897251 = -86917.915895 nChanged 5 SP:Iteration 10Q (4855.290000 sec): 3 clusters Score: Raw -89171.545408 + Penalty 2248.897251 = -86922.648156 nChanged 4 SP:Iteration 11Q (4855.300000 sec): 3 clusters Score: Raw -89174.854370 + Penalty 2248.897251 = -86925.957119 nChanged 1 SP:Iteration 12Q (4855.300000 sec): 3 clusters Score: Raw -89175.283277 + Penalty 2248.897251 = -86926.386026 nChanged 1 SP:Iteration 13Q (4855.300000 sec): 3 clusters Score: Raw -89178.216937 + Penalty 2248.897251 = -86929.319686 nChanged 2 SP:Iteration 14Q (4855.300000 sec): 3 clusters Score: Raw -89179.657131 + Penalty 2248.897251 = -86930.759880 nChanged 0 SP:Iteration 15F (4855.310000 sec): 3 clusters Score: Raw -89179.657131 + Penalty 2248.897251 = -86930.759880 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 17 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4855.310000 sec): 2 clusters Score: Raw -72810.880039 + Penalty 1082.551395 = -71728.328644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4855.310000 sec): 3 clusters Score: Raw -72610.382700 + Penalty 2165.102791 = -70445.279909 nChanged 213 SP:Iteration 1F (4855.310000 sec): 3 clusters Score: Raw -72858.222744 + Penalty 2165.102791 = -70693.119953 nChanged 64 SP:Iteration 2F (4855.310000 sec): 3 clusters Score: Raw -72936.034476 + Penalty 2165.102791 = -70770.931686 nChanged 32 SP:Iteration 3Q (4855.320000 sec): 3 clusters Score: Raw -72974.848737 + Penalty 2165.102791 = -70809.745946 nChanged 14 SP:Iteration 4Q (4855.320000 sec): 3 clusters Score: Raw -72991.004232 + Penalty 2165.102791 = -70825.901441 nChanged 4 SP:Iteration 5Q (4855.320000 sec): 3 clusters Score: Raw -72996.347565 + Penalty 2165.102791 = -70831.244774 nChanged 6 SP:Iteration 6Q (4855.320000 sec): 3 clusters Score: Raw -73009.859790 + Penalty 2165.102791 = -70844.756999 nChanged 8 SP:Iteration 7Q (4855.330000 sec): 3 clusters Score: Raw -73022.704675 + Penalty 2165.102791 = -70857.601885 nChanged 6 SP:Iteration 8Q (4855.330000 sec): 3 clusters Score: Raw -73027.362628 + Penalty 2165.102791 = -70862.259837 nChanged 5 SP:Iteration 9Q (4855.330000 sec): 3 clusters Score: Raw -73033.241912 + Penalty 2165.102791 = -70868.139122 nChanged 4 SP:Iteration 10Q (4855.330000 sec): 3 clusters Score: Raw -73039.367189 + Penalty 2165.102791 = -70874.264398 nChanged 5 SP:Iteration 11Q (4855.330000 sec): 3 clusters Score: Raw -73047.042727 + Penalty 2165.102791 = -70881.939937 nChanged 7 SP:Iteration 12Q (4855.330000 sec): 3 clusters Score: Raw -73056.695456 + Penalty 2165.102791 = -70891.592666 nChanged 3 SP:Iteration 13Q (4855.330000 sec): 3 clusters Score: Raw -73061.607497 + Penalty 2165.102791 = -70896.504706 nChanged 4 SP:Iteration 14Q (4855.340000 sec): 3 clusters Score: Raw -73065.546736 + Penalty 2165.102791 = -70900.443945 nChanged 1 SP:Iteration 15Q (4855.340000 sec): 3 clusters Score: Raw -73066.681779 + Penalty 2165.102791 = -70901.578988 nChanged 1 SP:Iteration 16Q (4855.340000 sec): 3 clusters Score: Raw -73068.276389 + Penalty 2165.102791 = -70903.173598 nChanged 0 SP:Iteration 17F (4855.340000 sec): 3 clusters Score: Raw -73068.276389 + Penalty 2165.102791 = -70903.173598 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 18 (148138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4855.840000 sec): 2 clusters Score: Raw -14507437.041432 + Penalty 1934.708677 = -14505502.332755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4856.250000 sec): 3 clusters Score: Raw -14409882.367828 + Penalty 3869.417354 = -14406012.950474 nChanged 71477 SP:Iteration 1F (4856.640000 sec): 3 clusters Score: Raw -14452076.825096 + Penalty 3869.417354 = -14448207.407742 nChanged 5155 SP:Iteration 2Q (4857.050000 sec): 3 clusters Score: Raw -14453801.803309 + Penalty 3869.417354 = -14449932.385955 nChanged 6917 SP:Iteration 3Q (4857.450000 sec): 3 clusters Score: Raw -14457070.460967 + Penalty 3869.417354 = -14453201.043613 nChanged 9711 SP:Iteration 4F (4857.840000 sec): 3 clusters Score: Raw -14463464.370133 + Penalty 3869.417354 = -14459594.952779 nChanged 12913 SP:Iteration 5F (4858.230000 sec): 3 clusters Score: Raw -14474393.944145 + Penalty 3869.417354 = -14470524.526791 nChanged 14099 SP:Iteration 6F (4858.620000 sec): 3 clusters Score: Raw -14488203.124247 + Penalty 3869.417354 = -14484333.706893 nChanged 11094 SP:Iteration 7F (4859.010000 sec): 3 clusters Score: Raw -14499562.982058 + Penalty 3869.417354 = -14495693.564704 nChanged 5771 SP:Iteration 8Q (4859.370000 sec): 3 clusters Score: Raw -14505295.572559 + Penalty 3869.417354 = -14501426.155205 nChanged 1800 SP:Iteration 9Q (4859.690000 sec): 3 clusters Score: Raw -14506978.067850 + Penalty 3869.417354 = -14503108.650496 nChanged 413 SP:Iteration 10Q (4859.980000 sec): 3 clusters Score: Raw -14507413.700484 + Penalty 3869.417354 = -14503544.283130 nChanged 90 SP:Iteration 11Q (4860.250000 sec): 3 clusters Score: Raw -14507546.423513 + Penalty 3869.417354 = -14503677.006159 nChanged 24 SP:Iteration 12Q (4860.520000 sec): 3 clusters Score: Raw -14507594.564590 + Penalty 3869.417354 = -14503725.147236 nChanged 9 SP:Iteration 13Q (4860.800000 sec): 3 clusters Score: Raw -14507612.325030 + Penalty 3869.417354 = -14503742.907676 nChanged 5 SP:Iteration 14Q (4861.070000 sec): 3 clusters Score: Raw -14507622.418478 + Penalty 3869.417354 = -14503753.001125 nChanged 1 SP:Iteration 15Q (4861.340000 sec): 3 clusters Score: Raw -14507622.806293 + Penalty 3869.417354 = -14503753.388939 nChanged 0 SP:Iteration 16F (4861.730000 sec): 3 clusters Score: Raw -14507622.806293 + Penalty 3869.417354 = -14503753.388939 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 19 (3833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4861.830000 sec): 2 clusters Score: Raw -363457.757210 + Penalty 1340.852998 = -362116.904212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4861.830000 sec): 3 clusters Score: Raw -361511.331113 + Penalty 2681.705996 = -358829.625117 nChanged 1518 SP:Iteration 1F (4861.850000 sec): 3 clusters Score: Raw -362297.336397 + Penalty 2681.705996 = -359615.630401 nChanged 271 SP:Iteration 2F (4861.850000 sec): 3 clusters Score: Raw -362432.547755 + Penalty 2681.705996 = -359750.841759 nChanged 184 SP:Iteration 3Q (4861.860000 sec): 3 clusters Score: Raw -362517.888472 + Penalty 2681.705996 = -359836.182476 nChanged 130 SP:Iteration 4Q (4861.870000 sec): 3 clusters Score: Raw -362585.214575 + Penalty 2681.705996 = -359903.508579 nChanged 135 SP:Iteration 5Q (4861.880000 sec): 3 clusters Score: Raw -362654.973294 + Penalty 2681.705996 = -359973.267297 nChanged 117 SP:Iteration 6Q (4861.890000 sec): 3 clusters Score: Raw -362715.114407 + Penalty 2681.705996 = -360033.408411 nChanged 107 SP:Iteration 7Q (4861.900000 sec): 3 clusters Score: Raw -362767.263548 + Penalty 2681.705996 = -360085.557552 nChanged 89 SP:Iteration 8Q (4861.910000 sec): 3 clusters Score: Raw -362804.768175 + Penalty 2681.705996 = -360123.062179 nChanged 80 SP:Iteration 9Q (4861.920000 sec): 3 clusters Score: Raw -362838.075071 + Penalty 2681.705996 = -360156.369075 nChanged 54 SP:Iteration 10Q (4861.930000 sec): 3 clusters Score: Raw -362859.786493 + Penalty 2681.705996 = -360178.080497 nChanged 56 SP:Iteration 11Q (4861.930000 sec): 3 clusters Score: Raw -362880.140766 + Penalty 2681.705996 = -360198.434769 nChanged 48 SP:Iteration 12Q (4861.940000 sec): 3 clusters Score: Raw -362899.962303 + Penalty 2681.705996 = -360218.256307 nChanged 54 SP:Iteration 13Q (4861.950000 sec): 3 clusters Score: Raw -362917.162366 + Penalty 2681.705996 = -360235.456370 nChanged 53 SP:Iteration 14Q (4861.960000 sec): 3 clusters Score: Raw -362936.244786 + Penalty 2681.705996 = -360254.538790 nChanged 43 SP:Iteration 15Q (4861.970000 sec): 3 clusters Score: Raw -362951.344821 + Penalty 2681.705996 = -360269.638825 nChanged 46 SP:Iteration 16Q (4861.980000 sec): 3 clusters Score: Raw -362967.371739 + Penalty 2681.705996 = -360285.665742 nChanged 49 SP:Iteration 17Q (4861.990000 sec): 3 clusters Score: Raw -362987.244221 + Penalty 2681.705996 = -360305.538225 nChanged 44 SP:Iteration 18Q (4862.000000 sec): 3 clusters Score: Raw -363004.754578 + Penalty 2681.705996 = -360323.048582 nChanged 52 SP:Iteration 19Q (4862.010000 sec): 3 clusters Score: Raw -363027.075681 + Penalty 2681.705996 = -360345.369685 nChanged 60 SP:Iteration 20F (4862.010000 sec): 3 clusters Score: Raw -363053.795637 + Penalty 2681.705996 = -360372.089641 nChanged 55 SP:Iteration 21Q (4862.020000 sec): 3 clusters Score: Raw -363077.333679 + Penalty 2681.705996 = -360395.627683 nChanged 54 SP:Iteration 22Q (4862.030000 sec): 3 clusters Score: Raw -363101.440075 + Penalty 2681.705996 = -360419.734079 nChanged 58 SP:Iteration 23Q (4862.040000 sec): 3 clusters Score: Raw -363126.932072 + Penalty 2681.705996 = -360445.226076 nChanged 45 SP:Iteration 24Q (4862.050000 sec): 3 clusters Score: Raw -363146.780203 + Penalty 2681.705996 = -360465.074207 nChanged 36 SP:Iteration 25Q (4862.060000 sec): 3 clusters Score: Raw -363160.827988 + Penalty 2681.705996 = -360479.121992 nChanged 39 SP:Iteration 26Q (4862.070000 sec): 3 clusters Score: Raw -363179.695090 + Penalty 2681.705996 = -360497.989094 nChanged 38 SP:Iteration 27Q (4862.080000 sec): 3 clusters Score: Raw -363195.755797 + Penalty 2681.705996 = -360514.049800 nChanged 35 SP:Iteration 28Q (4862.090000 sec): 3 clusters Score: Raw -363213.660225 + Penalty 2681.705996 = -360531.954229 nChanged 33 SP:Iteration 29Q (4862.090000 sec): 3 clusters Score: Raw -363230.059292 + Penalty 2681.705996 = -360548.353295 nChanged 35 SP:Iteration 30Q (4862.100000 sec): 3 clusters Score: Raw -363248.242594 + Penalty 2681.705996 = -360566.536598 nChanged 31 SP:Iteration 31Q (4862.110000 sec): 3 clusters Score: Raw -363263.712459 + Penalty 2681.705996 = -360582.006462 nChanged 30 SP:Iteration 32Q (4862.120000 sec): 3 clusters Score: Raw -363277.768579 + Penalty 2681.705996 = -360596.062583 nChanged 27 SP:Iteration 33Q (4862.130000 sec): 3 clusters Score: Raw -363292.873791 + Penalty 2681.705996 = -360611.167795 nChanged 31 SP:Iteration 34Q (4862.130000 sec): 3 clusters Score: Raw -363308.075851 + Penalty 2681.705996 = -360626.369855 nChanged 28 SP:Iteration 35Q (4862.140000 sec): 3 clusters Score: Raw -363320.040855 + Penalty 2681.705996 = -360638.334859 nChanged 19 SP:Iteration 36Q (4862.150000 sec): 3 clusters Score: Raw -363327.516401 + Penalty 2681.705996 = -360645.810405 nChanged 22 SP:Iteration 37Q (4862.160000 sec): 3 clusters Score: Raw -363336.245039 + Penalty 2681.705996 = -360654.539042 nChanged 20 SP:Iteration 38Q (4862.170000 sec): 3 clusters Score: Raw -363343.405094 + Penalty 2681.705996 = -360661.699098 nChanged 14 SP:Iteration 39Q (4862.180000 sec): 3 clusters Score: Raw -363349.178587 + Penalty 2681.705996 = -360667.472591 nChanged 14 SP:Iteration 40F (4862.190000 sec): 3 clusters Score: Raw -363356.325319 + Penalty 2681.705996 = -360674.619323 nChanged 19 SP:Iteration 41Q (4862.190000 sec): 3 clusters Score: Raw -363367.705992 + Penalty 2681.705996 = -360685.999995 nChanged 22 SP:Iteration 42Q (4862.200000 sec): 3 clusters Score: Raw -363376.562872 + Penalty 2681.705996 = -360694.856876 nChanged 16 SP:Iteration 43Q (4862.210000 sec): 3 clusters Score: Raw -363384.277019 + Penalty 2681.705996 = -360702.571023 nChanged 21 SP:Iteration 44Q (4862.210000 sec): 3 clusters Score: Raw -363394.305433 + Penalty 2681.705996 = -360712.599437 nChanged 13 SP:Iteration 45Q (4862.220000 sec): 3 clusters Score: Raw -363400.705486 + Penalty 2681.705996 = -360718.999490 nChanged 13 SP:Iteration 46Q (4862.230000 sec): 3 clusters Score: Raw -363408.204782 + Penalty 2681.705996 = -360726.498786 nChanged 9 SP:Iteration 47Q (4862.240000 sec): 3 clusters Score: Raw -363413.787145 + Penalty 2681.705996 = -360732.081149 nChanged 13 SP:Iteration 48Q (4862.250000 sec): 3 clusters Score: Raw -363422.652576 + Penalty 2681.705996 = -360740.946580 nChanged 17 SP:Iteration 49Q (4862.250000 sec): 3 clusters Score: Raw -363433.782894 + Penalty 2681.705996 = -360752.076898 nChanged 16 SP:Iteration 50Q (4862.260000 sec): 3 clusters Score: Raw -363444.309786 + Penalty 2681.705996 = -360762.603790 nChanged 21 SP:Iteration 51Q (4862.270000 sec): 3 clusters Score: Raw -363455.398231 + Penalty 2681.705996 = -360773.692235 nChanged 22 SP:Iteration 52Q (4862.280000 sec): 3 clusters Score: Raw -363467.363211 + Penalty 2681.705996 = -360785.657215 nChanged 17 SP:Iteration 53Q (4862.290000 sec): 3 clusters Score: Raw -363474.804439 + Penalty 2681.705996 = -360793.098443 nChanged 12 SP:Iteration 54Q (4862.290000 sec): 3 clusters Score: Raw -363481.014621 + Penalty 2681.705996 = -360799.308625 nChanged 15 SP:Iteration 55Q (4862.300000 sec): 3 clusters Score: Raw -363488.752425 + Penalty 2681.705996 = -360807.046429 nChanged 13 SP:Iteration 56Q (4862.310000 sec): 3 clusters Score: Raw -363496.623169 + Penalty 2681.705996 = -360814.917172 nChanged 12 SP:Iteration 57Q (4862.320000 sec): 3 clusters Score: Raw -363503.871703 + Penalty 2681.705996 = -360822.165707 nChanged 10 SP:Iteration 58Q (4862.330000 sec): 3 clusters Score: Raw -363509.516629 + Penalty 2681.705996 = -360827.810632 nChanged 12 SP:Iteration 59Q (4862.330000 sec): 3 clusters Score: Raw -363516.296844 + Penalty 2681.705996 = -360834.590848 nChanged 8 SP:Iteration 60F (4862.340000 sec): 3 clusters Score: Raw -363520.156666 + Penalty 2681.705996 = -360838.450669 nChanged 8 SP:Iteration 61Q (4862.350000 sec): 3 clusters Score: Raw -363523.460343 + Penalty 2681.705996 = -360841.754347 nChanged 5 SP:Iteration 62Q (4862.360000 sec): 3 clusters Score: Raw -363526.268921 + Penalty 2681.705996 = -360844.562925 nChanged 5 SP:Iteration 63Q (4862.370000 sec): 3 clusters Score: Raw -363528.539150 + Penalty 2681.705996 = -360846.833154 nChanged 7 SP:Iteration 64Q (4862.370000 sec): 3 clusters Score: Raw -363534.257498 + Penalty 2681.705996 = -360852.551502 nChanged 10 SP:Iteration 65Q (4862.380000 sec): 3 clusters Score: Raw -363542.262238 + Penalty 2681.705996 = -360860.556242 nChanged 11 SP:Iteration 66Q (4862.390000 sec): 3 clusters Score: Raw -363548.605817 + Penalty 2681.705996 = -360866.899821 nChanged 12 SP:Iteration 67Q (4862.400000 sec): 3 clusters Score: Raw -363556.448589 + Penalty 2681.705996 = -360874.742593 nChanged 6 SP:Iteration 68Q (4862.410000 sec): 3 clusters Score: Raw -363559.984826 + Penalty 2681.705996 = -360878.278830 nChanged 5 SP:Iteration 69Q (4862.410000 sec): 3 clusters Score: Raw -363563.786560 + Penalty 2681.705996 = -360882.080564 nChanged 7 SP:Iteration 70Q (4862.420000 sec): 3 clusters Score: Raw -363567.562742 + Penalty 2681.705996 = -360885.856746 nChanged 6 SP:Iteration 71Q (4862.430000 sec): 3 clusters Score: Raw -363570.837528 + Penalty 2681.705996 = -360889.131532 nChanged 4 SP:Iteration 72Q (4862.430000 sec): 3 clusters Score: Raw -363574.310079 + Penalty 2681.705996 = -360892.604083 nChanged 6 SP:Iteration 73Q (4862.440000 sec): 3 clusters Score: Raw -363578.825347 + Penalty 2681.705996 = -360897.119350 nChanged 7 SP:Iteration 74Q (4862.450000 sec): 3 clusters Score: Raw -363582.600310 + Penalty 2681.705996 = -360900.894314 nChanged 3 SP:Iteration 75Q (4862.460000 sec): 3 clusters Score: Raw -363584.477058 + Penalty 2681.705996 = -360902.771062 nChanged 1 SP:Iteration 76Q (4862.470000 sec): 3 clusters Score: Raw -363584.890419 + Penalty 2681.705996 = -360903.184423 nChanged 1 SP:Iteration 77Q (4862.470000 sec): 3 clusters Score: Raw -363585.923585 + Penalty 2681.705996 = -360904.217589 nChanged 1 SP:Iteration 78Q (4862.480000 sec): 3 clusters Score: Raw -363586.750118 + Penalty 2681.705996 = -360905.044122 nChanged 0 SP:Iteration 79F (4862.490000 sec): 3 clusters Score: Raw -363586.750118 + Penalty 2681.705996 = -360905.044122 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 20 (496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.490000 sec): 2 clusters Score: Raw -43270.095999 + Penalty 1008.568588 = -42261.527411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.500000 sec): 3 clusters Score: Raw -43257.953891 + Penalty 2017.137176 = -41240.816715 nChanged 130 SP:Iteration 1F (4862.500000 sec): 3 clusters Score: Raw -43458.723363 + Penalty 2017.137176 = -41441.586187 nChanged 33 SP:Iteration 2F (4862.500000 sec): 3 clusters Score: Raw -43520.635913 + Penalty 2017.137176 = -41503.498737 nChanged 14 SP:Iteration 3Q (4862.500000 sec): 3 clusters Score: Raw -43548.510199 + Penalty 2017.137176 = -41531.373022 nChanged 13 SP:Iteration 4Q (4862.500000 sec): 3 clusters Score: Raw -43567.080398 + Penalty 2017.137176 = -41549.943222 nChanged 9 SP:Iteration 5Q (4862.500000 sec): 3 clusters Score: Raw -43581.861672 + Penalty 2017.137176 = -41564.724496 nChanged 6 SP:Iteration 6Q (4862.500000 sec): 3 clusters Score: Raw -43592.183324 + Penalty 2017.137176 = -41575.046147 nChanged 4 SP:Iteration 7Q (4862.510000 sec): 3 clusters Score: Raw -43599.024673 + Penalty 2017.137176 = -41581.887497 nChanged 2 SP:Iteration 8Q (4862.510000 sec): 3 clusters Score: Raw -43600.722350 + Penalty 2017.137176 = -41583.585174 nChanged 3 SP:Iteration 9Q (4862.510000 sec): 3 clusters Score: Raw -43604.752028 + Penalty 2017.137176 = -41587.614851 nChanged 5 SP:Iteration 10Q (4862.510000 sec): 3 clusters Score: Raw -43614.156021 + Penalty 2017.137176 = -41597.018845 nChanged 4 SP:Iteration 11Q (4862.510000 sec): 3 clusters Score: Raw -43619.992131 + Penalty 2017.137176 = -41602.854955 nChanged 6 SP:Iteration 12Q (4862.510000 sec): 3 clusters Score: Raw -43632.867386 + Penalty 2017.137176 = -41615.730210 nChanged 3 SP:Iteration 13Q (4862.510000 sec): 3 clusters Score: Raw -43637.351878 + Penalty 2017.137176 = -41620.214702 nChanged 4 SP:Iteration 14Q (4862.510000 sec): 3 clusters Score: Raw -43640.880089 + Penalty 2017.137176 = -41623.742913 nChanged 1 SP:Iteration 15Q (4862.510000 sec): 3 clusters Score: Raw -43641.399570 + Penalty 2017.137176 = -41624.262394 nChanged 0 SP:Iteration 16F (4862.510000 sec): 3 clusters Score: Raw -43641.399570 + Penalty 2017.137176 = -41624.262394 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 21 (297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.520000 sec): 2 clusters Score: Raw -25021.968209 + Penalty 925.231473 = -24096.736737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.520000 sec): 3 clusters Score: Raw -25067.070456 + Penalty 1850.462945 = -23216.607511 nChanged 44 SP:Iteration 1F (4862.520000 sec): 3 clusters Score: Raw -25196.645297 + Penalty 1850.462945 = -23346.182352 nChanged 18 SP:Iteration 2F (4862.520000 sec): 3 clusters Score: Raw -25268.967886 + Penalty 1850.462945 = -23418.504941 nChanged 10 SP:Iteration 3Q (4862.520000 sec): 3 clusters Score: Raw -25298.527632 + Penalty 1850.462945 = -23448.064687 nChanged 4 SP:Iteration 4Q (4862.520000 sec): 3 clusters Score: Raw -25309.940867 + Penalty 1850.462945 = -23459.477921 nChanged 1 SP:Iteration 5Q (4862.530000 sec): 3 clusters Score: Raw -25311.299641 + Penalty 1850.462945 = -23460.836695 nChanged 0 SP:Iteration 6F (4862.530000 sec): 3 clusters Score: Raw -25311.299641 + Penalty 1850.462945 = -23460.836695 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 22 (196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.530000 sec): 2 clusters Score: Raw -17204.427519 + Penalty 857.693632 = -16346.733887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.530000 sec): 3 clusters Score: Raw -17313.906963 + Penalty 1715.387264 = -15598.519699 nChanged 20 SP:Iteration 1F (4862.530000 sec): 3 clusters Score: Raw -17392.056290 + Penalty 1715.387264 = -15676.669025 nChanged 8 SP:Iteration 2Q (4862.530000 sec): 3 clusters Score: Raw -17418.158209 + Penalty 1715.387264 = -15702.770945 nChanged 3 SP:Iteration 3Q (4862.530000 sec): 3 clusters Score: Raw -17429.731147 + Penalty 1715.387264 = -15714.343883 nChanged 1 SP:Iteration 4Q (4862.530000 sec): 3 clusters Score: Raw -17433.622840 + Penalty 1715.387264 = -15718.235575 nChanged 2 SP:Iteration 5Q (4862.530000 sec): 3 clusters Score: Raw -17450.125108 + Penalty 1715.387264 = -15734.737843 nChanged 1 SP:Iteration 6Q (4862.530000 sec): 3 clusters Score: Raw -17451.973703 + Penalty 1715.387264 = -15736.586439 nChanged 0 SP:Iteration 7F (4862.530000 sec): 3 clusters Score: Raw -17451.973703 + Penalty 1715.387264 = -15736.586439 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 23 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.530000 sec): 2 clusters Score: Raw -22252.424368 + Penalty 906.706097 = -21345.718271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.530000 sec): 3 clusters Score: Raw -22349.506140 + Penalty 1813.412193 = -20536.093946 nChanged 47 SP:Iteration 1F (4862.540000 sec): 3 clusters Score: Raw -22472.713530 + Penalty 1813.412193 = -20659.301337 nChanged 8 SP:Iteration 2Q (4862.540000 sec): 3 clusters Score: Raw -22497.808846 + Penalty 1813.412193 = -20684.396653 nChanged 6 SP:Iteration 3Q (4862.540000 sec): 3 clusters Score: Raw -22521.485470 + Penalty 1813.412193 = -20708.073277 nChanged 1 SP:Iteration 4Q (4862.540000 sec): 3 clusters Score: Raw -22523.871648 + Penalty 1813.412193 = -20710.459455 nChanged 0 SP:Iteration 5F (4862.540000 sec): 3 clusters Score: Raw -22523.871648 + Penalty 1813.412193 = -20710.459455 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 24 (320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.540000 sec): 2 clusters Score: Raw -28695.042697 + Penalty 937.352162 = -27757.690535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.540000 sec): 3 clusters Score: Raw -28717.687111 + Penalty 1874.704324 = -26842.982788 nChanged 49 SP:Iteration 1F (4862.540000 sec): 3 clusters Score: Raw -28810.478522 + Penalty 1874.704324 = -26935.774199 nChanged 12 SP:Iteration 2Q (4862.550000 sec): 3 clusters Score: Raw -28836.927676 + Penalty 1874.704324 = -26962.223352 nChanged 5 SP:Iteration 3Q (4862.550000 sec): 3 clusters Score: Raw -28846.301225 + Penalty 1874.704324 = -26971.596902 nChanged 0 SP:Iteration 4F (4862.550000 sec): 3 clusters Score: Raw -28846.301225 + Penalty 1874.704324 = -26971.596902 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 25 (699 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.550000 sec): 2 clusters Score: Raw -65435.799612 + Penalty 1064.318246 = -64371.481367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.550000 sec): 3 clusters Score: Raw -65288.783245 + Penalty 2128.636491 = -63160.146754 nChanged 168 SP:Iteration 1F (4862.550000 sec): 3 clusters Score: Raw -65478.066280 + Penalty 2128.636491 = -63349.429788 nChanged 39 SP:Iteration 2F (4862.550000 sec): 3 clusters Score: Raw -65547.510929 + Penalty 2128.636491 = -63418.874438 nChanged 22 SP:Iteration 3Q (4862.560000 sec): 3 clusters Score: Raw -65580.056669 + Penalty 2128.636491 = -63451.420177 nChanged 14 SP:Iteration 4Q (4862.560000 sec): 3 clusters Score: Raw -65594.928863 + Penalty 2128.636491 = -63466.292372 nChanged 11 SP:Iteration 5Q (4862.560000 sec): 3 clusters Score: Raw -65605.760118 + Penalty 2128.636491 = -63477.123627 nChanged 10 SP:Iteration 6Q (4862.560000 sec): 3 clusters Score: Raw -65630.987887 + Penalty 2128.636491 = -63502.351396 nChanged 11 SP:Iteration 7Q (4862.570000 sec): 3 clusters Score: Raw -65641.925832 + Penalty 2128.636491 = -63513.289341 nChanged 6 SP:Iteration 8Q (4862.570000 sec): 3 clusters Score: Raw -65650.597554 + Penalty 2128.636491 = -63521.961063 nChanged 2 SP:Iteration 9Q (4862.570000 sec): 3 clusters Score: Raw -65652.556453 + Penalty 2128.636491 = -63523.919962 nChanged 2 SP:Iteration 10Q (4862.570000 sec): 3 clusters Score: Raw -65653.556070 + Penalty 2128.636491 = -63524.919579 nChanged 2 SP:Iteration 11Q (4862.570000 sec): 3 clusters Score: Raw -65657.332156 + Penalty 2128.636491 = -63528.695665 nChanged 1 SP:Iteration 12Q (4862.570000 sec): 3 clusters Score: Raw -65659.724414 + Penalty 2128.636491 = -63531.087923 nChanged 2 SP:Iteration 13Q (4862.570000 sec): 3 clusters Score: Raw -65668.803001 + Penalty 2128.636491 = -63540.166510 nChanged 5 SP:Iteration 14Q (4862.570000 sec): 3 clusters Score: Raw -65673.387759 + Penalty 2128.636491 = -63544.751268 nChanged 3 SP:Iteration 15Q (4862.580000 sec): 3 clusters Score: Raw -65675.920915 + Penalty 2128.636491 = -63547.284424 nChanged 7 SP:Iteration 16Q (4862.580000 sec): 3 clusters Score: Raw -65682.195608 + Penalty 2128.636491 = -63553.559116 nChanged 8 SP:Iteration 17Q (4862.580000 sec): 3 clusters Score: Raw -65688.345329 + Penalty 2128.636491 = -63559.708838 nChanged 9 SP:Iteration 18Q (4862.580000 sec): 3 clusters Score: Raw -65697.136387 + Penalty 2128.636491 = -63568.499896 nChanged 4 SP:Iteration 19Q (4862.580000 sec): 3 clusters Score: Raw -65701.266195 + Penalty 2128.636491 = -63572.629704 nChanged 9 SP:Iteration 20F (4862.590000 sec): 3 clusters Score: Raw -65712.446215 + Penalty 2128.636491 = -63583.809724 nChanged 6 SP:Iteration 21Q (4862.590000 sec): 3 clusters Score: Raw -65720.144371 + Penalty 2128.636491 = -63591.507880 nChanged 3 SP:Iteration 22Q (4862.590000 sec): 3 clusters Score: Raw -65723.940667 + Penalty 2128.636491 = -63595.304175 nChanged 6 SP:Iteration 23Q (4862.590000 sec): 3 clusters Score: Raw -65731.540455 + Penalty 2128.636491 = -63602.903964 nChanged 1 SP:Iteration 24Q (4862.590000 sec): 3 clusters Score: Raw -65732.948082 + Penalty 2128.636491 = -63604.311591 nChanged 2 SP:Iteration 25Q (4862.590000 sec): 3 clusters Score: Raw -65735.653102 + Penalty 2128.636491 = -63607.016611 nChanged 2 SP:Iteration 26Q (4862.590000 sec): 3 clusters Score: Raw -65737.570034 + Penalty 2128.636491 = -63608.933542 nChanged 0 SP:Iteration 27F (4862.600000 sec): 3 clusters Score: Raw -65737.570034 + Penalty 2128.636491 = -63608.933542 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 26 (16777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4862.650000 sec): 2 clusters Score: Raw -1673384.665068 + Penalty 1580.761679 = -1671803.903389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4862.700000 sec): 3 clusters Score: Raw -1663373.910558 + Penalty 3161.523358 = -1660212.387199 nChanged 7499 SP:Iteration 1F (4862.740000 sec): 3 clusters Score: Raw -1667384.918927 + Penalty 3161.523358 = -1664223.395569 nChanged 887 SP:Iteration 2F (4862.780000 sec): 3 clusters Score: Raw -1667702.943201 + Penalty 3161.523358 = -1664541.419842 nChanged 798 SP:Iteration 3Q (4862.830000 sec): 3 clusters Score: Raw -1668011.748964 + Penalty 3161.523358 = -1664850.225605 nChanged 792 SP:Iteration 4Q (4862.870000 sec): 3 clusters Score: Raw -1668355.958715 + Penalty 3161.523358 = -1665194.435356 nChanged 829 SP:Iteration 5Q (4862.910000 sec): 3 clusters Score: Raw -1668781.600144 + Penalty 3161.523358 = -1665620.076785 nChanged 929 SP:Iteration 6F (4862.950000 sec): 3 clusters Score: Raw -1669340.885042 + Penalty 3161.523358 = -1666179.361683 nChanged 1009 SP:Iteration 7F (4863.000000 sec): 3 clusters Score: Raw -1670056.900018 + Penalty 3161.523358 = -1666895.376660 nChanged 1115 SP:Iteration 8F (4863.040000 sec): 3 clusters Score: Raw -1670989.610032 + Penalty 3161.523358 = -1667828.086673 nChanged 1060 SP:Iteration 9F (4863.080000 sec): 3 clusters Score: Raw -1671970.275368 + Penalty 3161.523358 = -1668808.752010 nChanged 765 SP:Iteration 10Q (4863.120000 sec): 3 clusters Score: Raw -1672722.862659 + Penalty 3161.523358 = -1669561.339301 nChanged 427 SP:Iteration 11Q (4863.160000 sec): 3 clusters Score: Raw -1673134.744372 + Penalty 3161.523358 = -1669973.221014 nChanged 206 SP:Iteration 12Q (4863.190000 sec): 3 clusters Score: Raw -1673332.657453 + Penalty 3161.523358 = -1670171.134094 nChanged 86 SP:Iteration 13Q (4863.230000 sec): 3 clusters Score: Raw -1673431.298376 + Penalty 3161.523358 = -1670269.775018 nChanged 36 SP:Iteration 14Q (4863.260000 sec): 3 clusters Score: Raw -1673485.921824 + Penalty 3161.523358 = -1670324.398466 nChanged 19 SP:Iteration 15Q (4863.290000 sec): 3 clusters Score: Raw -1673517.093230 + Penalty 3161.523358 = -1670355.569871 nChanged 10 SP:Iteration 16Q (4863.320000 sec): 3 clusters Score: Raw -1673534.222108 + Penalty 3161.523358 = -1670372.698750 nChanged 8 SP:Iteration 17Q (4863.350000 sec): 3 clusters Score: Raw -1673544.199487 + Penalty 3161.523358 = -1670382.676128 nChanged 6 SP:Iteration 18Q (4863.380000 sec): 3 clusters Score: Raw -1673555.129152 + Penalty 3161.523358 = -1670393.605794 nChanged 4 SP:Iteration 19Q (4863.410000 sec): 3 clusters Score: Raw -1673558.137974 + Penalty 3161.523358 = -1670396.614616 nChanged 5 SP:Iteration 20F (4863.450000 sec): 3 clusters Score: Raw -1673563.594472 + Penalty 3161.523358 = -1670402.071113 nChanged 5 SP:Iteration 21Q (4863.480000 sec): 3 clusters Score: Raw -1673571.314633 + Penalty 3161.523358 = -1670409.791274 nChanged 4 SP:Iteration 22Q (4863.510000 sec): 3 clusters Score: Raw -1673585.974776 + Penalty 3161.523358 = -1670424.451418 nChanged 7 SP:Iteration 23Q (4863.530000 sec): 3 clusters Score: Raw -1673597.885783 + Penalty 3161.523358 = -1670436.362425 nChanged 2 SP:Iteration 24Q (4863.560000 sec): 3 clusters Score: Raw -1673601.766942 + Penalty 3161.523358 = -1670440.243584 nChanged 2 SP:Iteration 25Q (4863.590000 sec): 3 clusters Score: Raw -1673604.438714 + Penalty 3161.523358 = -1670442.915355 nChanged 2 SP:Iteration 26Q (4863.620000 sec): 3 clusters Score: Raw -1673607.037627 + Penalty 3161.523358 = -1670445.514269 nChanged 1 SP:Iteration 27Q (4863.650000 sec): 3 clusters Score: Raw -1673607.622164 + Penalty 3161.523358 = -1670446.098806 nChanged 0 SP:Iteration 28F (4863.690000 sec): 3 clusters Score: Raw -1673607.622164 + Penalty 3161.523358 = -1670446.098806 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 27 (1148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.710000 sec): 2 clusters Score: Raw -107564.014322 + Penalty 1144.938694 = -106419.075628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.710000 sec): 3 clusters Score: Raw -107169.015708 + Penalty 2289.877387 = -104879.138320 nChanged 381 SP:Iteration 1F (4863.710000 sec): 3 clusters Score: Raw -107486.592034 + Penalty 2289.877387 = -105196.714646 nChanged 88 SP:Iteration 2F (4863.710000 sec): 3 clusters Score: Raw -107565.915549 + Penalty 2289.877387 = -105276.038162 nChanged 37 SP:Iteration 3Q (4863.720000 sec): 3 clusters Score: Raw -107601.186759 + Penalty 2289.877387 = -105311.309372 nChanged 17 SP:Iteration 4Q (4863.720000 sec): 3 clusters Score: Raw -107614.856590 + Penalty 2289.877387 = -105324.979202 nChanged 11 SP:Iteration 5Q (4863.720000 sec): 3 clusters Score: Raw -107622.776101 + Penalty 2289.877387 = -105332.898713 nChanged 8 SP:Iteration 6Q (4863.730000 sec): 3 clusters Score: Raw -107627.419806 + Penalty 2289.877387 = -105337.542418 nChanged 7 SP:Iteration 7Q (4863.730000 sec): 3 clusters Score: Raw -107634.197827 + Penalty 2289.877387 = -105344.320439 nChanged 4 SP:Iteration 8Q (4863.730000 sec): 3 clusters Score: Raw -107637.107449 + Penalty 2289.877387 = -105347.230062 nChanged 4 SP:Iteration 9Q (4863.730000 sec): 3 clusters Score: Raw -107640.180153 + Penalty 2289.877387 = -105350.302766 nChanged 3 SP:Iteration 10Q (4863.730000 sec): 3 clusters Score: Raw -107641.937210 + Penalty 2289.877387 = -105352.059822 nChanged 2 SP:Iteration 11Q (4863.740000 sec): 3 clusters Score: Raw -107643.630907 + Penalty 2289.877387 = -105353.753519 nChanged 4 SP:Iteration 12Q (4863.740000 sec): 3 clusters Score: Raw -107647.727159 + Penalty 2289.877387 = -105357.849772 nChanged 6 SP:Iteration 13Q (4863.750000 sec): 3 clusters Score: Raw -107653.673305 + Penalty 2289.877387 = -105363.795918 nChanged 2 SP:Iteration 14Q (4863.750000 sec): 3 clusters Score: Raw -107655.876110 + Penalty 2289.877387 = -105365.998722 nChanged 1 SP:Iteration 15Q (4863.750000 sec): 3 clusters Score: Raw -107656.830440 + Penalty 2289.877387 = -105366.953053 nChanged 2 SP:Iteration 16Q (4863.750000 sec): 3 clusters Score: Raw -107658.612398 + Penalty 2289.877387 = -105368.735011 nChanged 3 SP:Iteration 17Q (4863.750000 sec): 3 clusters Score: Raw -107660.282889 + Penalty 2289.877387 = -105370.405502 nChanged 2 SP:Iteration 18Q (4863.760000 sec): 3 clusters Score: Raw -107661.519908 + Penalty 2289.877387 = -105371.642520 nChanged 2 SP:Iteration 19Q (4863.760000 sec): 3 clusters Score: Raw -107662.930201 + Penalty 2289.877387 = -105373.052813 nChanged 2 SP:Iteration 20F (4863.760000 sec): 3 clusters Score: Raw -107663.697133 + Penalty 2289.877387 = -105373.819746 nChanged 1 SP:Iteration 21Q (4863.770000 sec): 3 clusters Score: Raw -107664.016581 + Penalty 2289.877387 = -105374.139194 nChanged 1 SP:Iteration 22Q (4863.770000 sec): 3 clusters Score: Raw -107664.546852 + Penalty 2289.877387 = -105374.669464 nChanged 0 SP:Iteration 23F (4863.770000 sec): 3 clusters Score: Raw -107664.546852 + Penalty 2289.877387 = -105374.669464 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 28 (737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.780000 sec): 2 clusters Score: Raw -61680.840300 + Penalty 1072.920532 = -60607.919767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.780000 sec): 3 clusters Score: Raw -61550.102734 + Penalty 2145.841065 = -59404.261669 nChanged 192 SP:Iteration 1F (4863.780000 sec): 3 clusters Score: Raw -61835.344764 + Penalty 2145.841065 = -59689.503699 nChanged 64 SP:Iteration 2F (4863.780000 sec): 3 clusters Score: Raw -61976.553756 + Penalty 2145.841065 = -59830.712691 nChanged 43 SP:Iteration 3F (4863.780000 sec): 3 clusters Score: Raw -62103.153369 + Penalty 2145.841065 = -59957.312304 nChanged 35 SP:Iteration 4Q (4863.790000 sec): 3 clusters Score: Raw -62193.121762 + Penalty 2145.841065 = -60047.280697 nChanged 29 SP:Iteration 5Q (4863.790000 sec): 3 clusters Score: Raw -62250.860340 + Penalty 2145.841065 = -60105.019275 nChanged 15 SP:Iteration 6Q (4863.790000 sec): 3 clusters Score: Raw -62279.386941 + Penalty 2145.841065 = -60133.545876 nChanged 10 SP:Iteration 7Q (4863.790000 sec): 3 clusters Score: Raw -62296.501187 + Penalty 2145.841065 = -60150.660122 nChanged 10 SP:Iteration 8Q (4863.790000 sec): 3 clusters Score: Raw -62315.020968 + Penalty 2145.841065 = -60169.179903 nChanged 4 SP:Iteration 9Q (4863.790000 sec): 3 clusters Score: Raw -62323.591562 + Penalty 2145.841065 = -60177.750497 nChanged 3 SP:Iteration 10Q (4863.790000 sec): 3 clusters Score: Raw -62328.175809 + Penalty 2145.841065 = -60182.334744 nChanged 1 SP:Iteration 11Q (4863.800000 sec): 3 clusters Score: Raw -62330.301579 + Penalty 2145.841065 = -60184.460514 nChanged 1 SP:Iteration 12Q (4863.800000 sec): 3 clusters Score: Raw -62331.784101 + Penalty 2145.841065 = -60185.943036 nChanged 2 SP:Iteration 13Q (4863.800000 sec): 3 clusters Score: Raw -62332.831158 + Penalty 2145.841065 = -60186.990093 nChanged 1 SP:Iteration 14Q (4863.800000 sec): 3 clusters Score: Raw -62334.959723 + Penalty 2145.841065 = -60189.118658 nChanged 1 SP:Iteration 15Q (4863.800000 sec): 3 clusters Score: Raw -62335.360437 + Penalty 2145.841065 = -60189.519372 nChanged 1 SP:Iteration 16Q (4863.800000 sec): 3 clusters Score: Raw -62336.254151 + Penalty 2145.841065 = -60190.413086 nChanged 0 SP:Iteration 17F (4863.810000 sec): 3 clusters Score: Raw -62336.254151 + Penalty 2145.841065 = -60190.413086 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 29 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4863.820000 sec): 2 clusters Score: Raw -502781.192230 + Penalty 1382.410714 = -501398.781516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4863.830000 sec): 3 clusters Score: Raw -500197.392232 + Penalty 2764.821428 = -497432.570804 nChanged 2026 SP:Iteration 1F (4863.850000 sec): 3 clusters Score: Raw -501256.714938 + Penalty 2764.821428 = -498491.893510 nChanged 314 SP:Iteration 2F (4863.860000 sec): 3 clusters Score: Raw -501392.969894 + Penalty 2764.821428 = -498628.148465 nChanged 212 SP:Iteration 3Q (4863.870000 sec): 3 clusters Score: Raw -501502.471238 + Penalty 2764.821428 = -498737.649810 nChanged 206 SP:Iteration 4Q (4863.880000 sec): 3 clusters Score: Raw -501593.403641 + Penalty 2764.821428 = -498828.582213 nChanged 154 SP:Iteration 5Q (4863.890000 sec): 3 clusters Score: Raw -501674.400565 + Penalty 2764.821428 = -498909.579137 nChanged 158 SP:Iteration 6Q (4863.910000 sec): 3 clusters Score: Raw -501757.870242 + Penalty 2764.821428 = -498993.048814 nChanged 141 SP:Iteration 7Q (4863.920000 sec): 3 clusters Score: Raw -501835.307489 + Penalty 2764.821428 = -499070.486061 nChanged 151 SP:Iteration 8Q (4863.930000 sec): 3 clusters Score: Raw -501911.500292 + Penalty 2764.821428 = -499146.678864 nChanged 142 SP:Iteration 9Q (4863.940000 sec): 3 clusters Score: Raw -501984.073077 + Penalty 2764.821428 = -499219.251648 nChanged 138 SP:Iteration 10Q (4863.950000 sec): 3 clusters Score: Raw -502056.500498 + Penalty 2764.821428 = -499291.679070 nChanged 125 SP:Iteration 11Q (4863.960000 sec): 3 clusters Score: Raw -502127.907997 + Penalty 2764.821428 = -499363.086569 nChanged 121 SP:Iteration 12Q (4863.970000 sec): 3 clusters Score: Raw -502197.035110 + Penalty 2764.821428 = -499432.213682 nChanged 103 SP:Iteration 13Q (4863.990000 sec): 3 clusters Score: Raw -502256.189626 + Penalty 2764.821428 = -499491.368198 nChanged 123 SP:Iteration 14Q (4864.000000 sec): 3 clusters Score: Raw -502333.492523 + Penalty 2764.821428 = -499568.671095 nChanged 125 SP:Iteration 15Q (4864.010000 sec): 3 clusters Score: Raw -502414.023148 + Penalty 2764.821428 = -499649.201720 nChanged 128 SP:Iteration 16Q (4864.020000 sec): 3 clusters Score: Raw -502495.586129 + Penalty 2764.821428 = -499730.764701 nChanged 100 SP:Iteration 17Q (4864.030000 sec): 3 clusters Score: Raw -502548.216269 + Penalty 2764.821428 = -499783.394841 nChanged 93 SP:Iteration 18Q (4864.040000 sec): 3 clusters Score: Raw -502596.944827 + Penalty 2764.821428 = -499832.123399 nChanged 85 SP:Iteration 19Q (4864.050000 sec): 3 clusters Score: Raw -502635.352993 + Penalty 2764.821428 = -499870.531565 nChanged 69 SP:Iteration 20F (4864.070000 sec): 3 clusters Score: Raw -502675.834576 + Penalty 2764.821428 = -499911.013148 nChanged 68 SP:Iteration 21Q (4864.070000 sec): 3 clusters Score: Raw -502709.090441 + Penalty 2764.821428 = -499944.269013 nChanged 64 SP:Iteration 22Q (4864.090000 sec): 3 clusters Score: Raw -502736.995743 + Penalty 2764.821428 = -499972.174315 nChanged 57 SP:Iteration 23Q (4864.100000 sec): 3 clusters Score: Raw -502758.306749 + Penalty 2764.821428 = -499993.485321 nChanged 34 SP:Iteration 24Q (4864.110000 sec): 3 clusters Score: Raw -502770.000540 + Penalty 2764.821428 = -500005.179111 nChanged 25 SP:Iteration 25Q (4864.120000 sec): 3 clusters Score: Raw -502779.801532 + Penalty 2764.821428 = -500014.980104 nChanged 19 SP:Iteration 26Q (4864.130000 sec): 3 clusters Score: Raw -502785.540600 + Penalty 2764.821428 = -500020.719172 nChanged 14 SP:Iteration 27Q (4864.140000 sec): 3 clusters Score: Raw -502789.822930 + Penalty 2764.821428 = -500025.001502 nChanged 21 SP:Iteration 28Q (4864.150000 sec): 3 clusters Score: Raw -502796.032291 + Penalty 2764.821428 = -500031.210863 nChanged 16 SP:Iteration 29Q (4864.160000 sec): 3 clusters Score: Raw -502799.914123 + Penalty 2764.821428 = -500035.092695 nChanged 18 SP:Iteration 30Q (4864.170000 sec): 3 clusters Score: Raw -502804.796832 + Penalty 2764.821428 = -500039.975404 nChanged 14 SP:Iteration 31Q (4864.180000 sec): 3 clusters Score: Raw -502809.060438 + Penalty 2764.821428 = -500044.239010 nChanged 18 SP:Iteration 32Q (4864.190000 sec): 3 clusters Score: Raw -502814.496800 + Penalty 2764.821428 = -500049.675372 nChanged 15 SP:Iteration 33Q (4864.200000 sec): 3 clusters Score: Raw -502819.849003 + Penalty 2764.821428 = -500055.027575 nChanged 14 SP:Iteration 34Q (4864.210000 sec): 3 clusters Score: Raw -502824.028567 + Penalty 2764.821428 = -500059.207139 nChanged 10 SP:Iteration 35Q (4864.220000 sec): 3 clusters Score: Raw -502827.176073 + Penalty 2764.821428 = -500062.354645 nChanged 9 SP:Iteration 36Q (4864.230000 sec): 3 clusters Score: Raw -502830.085809 + Penalty 2764.821428 = -500065.264381 nChanged 7 SP:Iteration 37Q (4864.240000 sec): 3 clusters Score: Raw -502831.786971 + Penalty 2764.821428 = -500066.965543 nChanged 5 SP:Iteration 38Q (4864.250000 sec): 3 clusters Score: Raw -502832.742367 + Penalty 2764.821428 = -500067.920939 nChanged 3 SP:Iteration 39Q (4864.260000 sec): 3 clusters Score: Raw -502833.180974 + Penalty 2764.821428 = -500068.359546 nChanged 5 SP:Iteration 40F (4864.270000 sec): 3 clusters Score: Raw -502834.488785 + Penalty 2764.821428 = -500069.667357 nChanged 6 SP:Iteration 41Q (4864.290000 sec): 3 clusters Score: Raw -502835.537342 + Penalty 2764.821428 = -500070.715914 nChanged 2 SP:Iteration 42Q (4864.290000 sec): 3 clusters Score: Raw -502835.732167 + Penalty 2764.821428 = -500070.910739 nChanged 1 SP:Iteration 43Q (4864.310000 sec): 3 clusters Score: Raw -502835.929763 + Penalty 2764.821428 = -500071.108335 nChanged 2 SP:Iteration 44Q (4864.310000 sec): 3 clusters Score: Raw -502836.324532 + Penalty 2764.821428 = -500071.503104 nChanged 2 SP:Iteration 45Q (4864.330000 sec): 3 clusters Score: Raw -502837.031523 + Penalty 2764.821428 = -500072.210095 nChanged 7 SP:Iteration 46Q (4864.330000 sec): 3 clusters Score: Raw -502838.665615 + Penalty 2764.821428 = -500073.844187 nChanged 7 SP:Iteration 47Q (4864.350000 sec): 3 clusters Score: Raw -502841.346129 + Penalty 2764.821428 = -500076.524701 nChanged 7 SP:Iteration 48Q (4864.350000 sec): 3 clusters Score: Raw -502844.021938 + Penalty 2764.821428 = -500079.200509 nChanged 10 SP:Iteration 49Q (4864.370000 sec): 3 clusters Score: Raw -502845.950940 + Penalty 2764.821428 = -500081.129512 nChanged 8 SP:Iteration 50Q (4864.370000 sec): 3 clusters Score: Raw -502847.723677 + Penalty 2764.821428 = -500082.902249 nChanged 7 SP:Iteration 51Q (4864.390000 sec): 3 clusters Score: Raw -502850.347781 + Penalty 2764.821428 = -500085.526353 nChanged 11 SP:Iteration 52Q (4864.390000 sec): 3 clusters Score: Raw -502854.163479 + Penalty 2764.821428 = -500089.342051 nChanged 10 SP:Iteration 53Q (4864.410000 sec): 3 clusters Score: Raw -502857.581790 + Penalty 2764.821428 = -500092.760362 nChanged 11 SP:Iteration 54Q (4864.410000 sec): 3 clusters Score: Raw -502860.625877 + Penalty 2764.821428 = -500095.804449 nChanged 9 SP:Iteration 55Q (4864.430000 sec): 3 clusters Score: Raw -502863.821461 + Penalty 2764.821428 = -500099.000033 nChanged 6 SP:Iteration 56Q (4864.430000 sec): 3 clusters Score: Raw -502865.169525 + Penalty 2764.821428 = -500100.348097 nChanged 3 SP:Iteration 57Q (4864.450000 sec): 3 clusters Score: Raw -502865.898866 + Penalty 2764.821428 = -500101.077438 nChanged 2 SP:Iteration 58Q (4864.450000 sec): 3 clusters Score: Raw -502866.519786 + Penalty 2764.821428 = -500101.698358 nChanged 2 SP:Iteration 59Q (4864.470000 sec): 3 clusters Score: Raw -502867.036252 + Penalty 2764.821428 = -500102.214824 nChanged 3 SP:Iteration 60F (4864.480000 sec): 3 clusters Score: Raw -502867.695560 + Penalty 2764.821428 = -500102.874132 nChanged 4 SP:Iteration 61Q (4864.490000 sec): 3 clusters Score: Raw -502868.976167 + Penalty 2764.821428 = -500104.154739 nChanged 7 SP:Iteration 62Q (4864.500000 sec): 3 clusters Score: Raw -502870.436483 + Penalty 2764.821428 = -500105.615055 nChanged 2 SP:Iteration 63Q (4864.510000 sec): 3 clusters Score: Raw -502870.809429 + Penalty 2764.821428 = -500105.988001 nChanged 1 SP:Iteration 64Q (4864.520000 sec): 3 clusters Score: Raw -502870.914916 + Penalty 2764.821428 = -500106.093488 nChanged 0 SP:Iteration 65F (4864.530000 sec): 3 clusters Score: Raw -502870.914916 + Penalty 2764.821428 = -500106.093488 nChanged 0 Memory request: 0.00 GB would take us to total of 7.38 GB. Trying to split cluster 30 (435472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4865.900000 sec): 2 clusters Score: Raw -42197960.982828 + Penalty 2109.930189 = -42195851.052639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4867.070000 sec): 3 clusters Score: Raw -41905768.940695 + Penalty 4219.860378 = -41901549.080316 nChanged 212566 SP:Iteration 1F (4868.210000 sec): 3 clusters Score: Raw -42032899.562684 + Penalty 4219.860378 = -42028679.702306 nChanged 11951 SP:Iteration 2Q (4869.380000 sec): 3 clusters Score: Raw -42035868.324701 + Penalty 4219.860378 = -42031648.464323 nChanged 16456 SP:Iteration 3Q (4870.580000 sec): 3 clusters Score: Raw -42041639.865830 + Penalty 4219.860378 = -42037420.005452 nChanged 23922 SP:Iteration 4F (4871.730000 sec): 3 clusters Score: Raw -42053868.349799 + Penalty 4219.860378 = -42049648.489420 nChanged 34737 SP:Iteration 5F (4872.880000 sec): 3 clusters Score: Raw -42078890.088116 + Penalty 4219.860378 = -42074670.227738 nChanged 43695 SP:Iteration 6F (4874.030000 sec): 3 clusters Score: Raw -42119630.481122 + Penalty 4219.860378 = -42115410.620744 nChanged 41187 SP:Iteration 7F (4875.160000 sec): 3 clusters Score: Raw -42162931.748827 + Penalty 4219.860378 = -42158711.888449 nChanged 24087 SP:Iteration 8F (4876.320000 sec): 3 clusters Score: Raw -42187756.029327 + Penalty 4219.860378 = -42183536.168949 nChanged 8333 SP:Iteration 9Q (4877.390000 sec): 3 clusters Score: Raw -42195636.941191 + Penalty 4219.860378 = -42191417.080813 nChanged 2066 SP:Iteration 10Q (4878.320000 sec): 3 clusters Score: Raw -42197465.423882 + Penalty 4219.860378 = -42193245.563503 nChanged 460 SP:Iteration 11Q (4879.180000 sec): 3 clusters Score: Raw -42197899.851479 + Penalty 4219.860378 = -42193679.991101 nChanged 108 SP:Iteration 12Q (4879.990000 sec): 3 clusters Score: Raw -42198046.649117 + Penalty 4219.860378 = -42193826.788738 nChanged 47 SP:Iteration 13Q (4880.800000 sec): 3 clusters Score: Raw -42198124.827359 + Penalty 4219.860378 = -42193904.966981 nChanged 20 SP:Iteration 14Q (4881.610000 sec): 3 clusters Score: Raw -42198157.268059 + Penalty 4219.860378 = -42193937.407681 nChanged 12 SP:Iteration 15Q (4882.400000 sec): 3 clusters Score: Raw -42198175.732497 + Penalty 4219.860378 = -42193955.872118 nChanged 8 SP:Iteration 16Q (4883.200000 sec): 3 clusters Score: Raw -42198185.998646 + Penalty 4219.860378 = -42193966.138268 nChanged 4 SP:Iteration 17Q (4883.990000 sec): 3 clusters Score: Raw -42198191.569963 + Penalty 4219.860378 = -42193971.709585 nChanged 2 SP:Iteration 18Q (4884.780000 sec): 3 clusters Score: Raw -42198193.211982 + Penalty 4219.860378 = -42193973.351604 nChanged 0 SP:Iteration 19F (4885.910000 sec): 3 clusters Score: Raw -42198193.211982 + Penalty 4219.860378 = -42193973.351604 nChanged 0 ------ Evaluating fit on full set of 2463228 points ------ Score: Raw -234797446.529335 + Penalty 71745.293309 = -234725701.236026 Time taken for this iteration:3182.030000 seconds. 21->31 Clusters: Score -234725701.236026, best is -235138538.405779 Main iterations: 0 (time per iteration =inf ms) Total iterations: 16002 (time per iteration =309.318210 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 808679956032.000000 (time per metric unit =6.120728ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 19408318944768.000000 (time per metric unit=255.030331ps) That took 4949.710000 seconds.